diff --git a/markdown/Equiprobable.md b/markdown/Equiprobable.md
new file mode 100644
index 00000000..2158329d
--- /dev/null
+++ b/markdown/Equiprobable.md
@@ -0,0 +1,21 @@
+---
+name: EquiprobableExample
+tags:
+  - DemARK
+  - Demonstration
+  - Teaching
+  - Notebook
+abstract: 'An Equiprobable Approximation to the Bivariate Lognormal with 3D CDF visualization'
+authors:
+  -
+    family-names: Carroll
+    given-names: "Christopher D."
+    orcid: "https://orcid.org/0000-0003-3732-9312"
+github_repo_url: https://github.com/econ-ark/DemARK
+notebooks:
+  - 
+    notebooks/EquiprobableExample.ipynb
+dashboards:
+---
+
+An Equiprobable Approximation to the Bivariate Lognormal with interactive 3D visualization of the Cumulative Distribution Function (CDF)
diff --git a/markdown/PalgravePrecautionary.md b/markdown/PalgravePrecautionary.md
new file mode 100644
index 00000000..9f2a90a5
--- /dev/null
+++ b/markdown/PalgravePrecautionary.md
@@ -0,0 +1,25 @@
+---
+name: PalgravePrecautionary
+tags:
+  - DemARK
+  - Demonstration
+  - Teaching
+  - Notebook
+abstract: 'Precautionary Saving and Precautionary Wealth'
+authors:
+  -
+    family-names: Velásquez-Giraldo
+    given-names: "Mateo"
+    orcid: "https://orcid.org/0000-0001-7243-6776"
+  -
+    family-names: Carroll
+    given-names: "Christopher D."
+    orcid: "https://orcid.org/0000-0003-3732-9312"
+github_repo_url: https://github.com/econ-ark/DemARK
+notebooks:
+  - 
+    notebooks/PalgravePrecautionary.ipynb
+dashboards:
+---
+
+Precautionary Saving and Precautionary Wealth
\ No newline at end of file
diff --git a/markdown/PortfolioCRRA.md b/markdown/PortfolioCRRA.md
new file mode 100644
index 00000000..20d34923
--- /dev/null
+++ b/markdown/PortfolioCRRA.md
@@ -0,0 +1,21 @@
+---
+name: PortfolioCRRA
+tags:
+  - DemARK
+  - Demonstration
+  - Teaching
+  - Notebook
+abstract: 'Portfolio choice with risky returns with CRRA utility'
+authors:
+  -
+    family-names: Carroll
+    given-names: "Christopher D."
+    orcid: "https://orcid.org/0000-0003-3732-9312"
+github_repo_url: https://github.com/econ-ark/DemARK
+notebooks:
+  - 
+    notebooks/PortfolioCRRA.ipynb
+dashboards:
+---
+
+Assets with Risky Returns: Portfolio Choice with CRRA utility
\ No newline at end of file
diff --git a/markdown/RamseyCassKoopmans.md b/markdown/RamseyCassKoopmans.md
new file mode 100644
index 00000000..e1d104ef
--- /dev/null
+++ b/markdown/RamseyCassKoopmans.md
@@ -0,0 +1,25 @@
+---
+name: RamseyCassKoopmans
+tags:
+  - DemARK
+  - Demonstration
+  - Teaching
+  - Notebook
+abstract: 'Numerical Solution of Ramsey/Cass-Koopmans model'
+authors:
+  -
+    family-names: "Velásquez-Giraldo"
+    given-names: "Mateo"
+    orcid: "https://orcid.org/0000-0001-7243-6776"
+  -
+    family-names: Carroll
+    given-names: "Christopher D."
+    orcid: "https://orcid.org/0000-0003-3732-9312"
+github_repo_url: https://github.com/econ-ark/DemARK
+notebooks:
+  - 
+    notebooks/RamseyCassKoopmans.ipynb
+dashboards:
+---
+
+Numerical Solution of Ramsey/Cass-Koopmans model
diff --git a/markdown/The-Prescott-Real-Business-Cycle-RBC.md b/markdown/The-Prescott-Real-Business-Cycle-RBC.md
new file mode 100644
index 00000000..842b500c
--- /dev/null
+++ b/markdown/The-Prescott-Real-Business-Cycle-RBC.md
@@ -0,0 +1,21 @@
+---
+name: The-Prescott-Real-Business-Cycle-RBC
+tags:
+  - DemARK
+  - Demonstration
+  - Teaching
+  - Notebook
+abstract: 'The Prescott Real Business Cycle DSGE Model'
+authors:
+  -
+    family-names: Carroll
+    given-names: "Christopher D."
+    orcid: "https://orcid.org/0000-0003-3732-9312"
+github_repo_url: https://github.com/econ-ark/DemARK
+notebooks:
+  - 
+    notebooks/The-Prescott-Real-Business-Cycle-RBC.ipynb
+dashboards:
+---
+
+The Prescott Real Business Cycle DSGE Model
diff --git a/notebooks/ChangeLiqConstr.ipynb b/notebooks/ChangeLiqConstr.ipynb
index 8701433c..3d580a9c 100644
--- a/notebooks/ChangeLiqConstr.ipynb
+++ b/notebooks/ChangeLiqConstr.ipynb
@@ -22,9 +22,10 @@
    "outputs": [],
    "source": [
     "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
     "from copy import deepcopy\n",
     "from HARK.ConsumptionSaving.ConsIndShockModel import KinkedRconsumerType\n",
-    "from HARK.utilities import plot_funcs\n",
+    "from HARK.utilities import plot_funcs, make_figs\n",
     "\n",
     "\n",
     "def mystr(number):\n",
@@ -36,11 +37,18 @@
    "execution_count": 2,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure cFuncKinky in Figures/ChangeLiqConstr\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -61,9 +69,15 @@
     "KinkyExample.solve()\n",
     "\n",
     "# Plot the results\n",
-    "plt.ylabel(\"Consumption c\")\n",
-    "plt.xlabel(\"Market Resources m\")\n",
-    "plot_funcs([KinkyExample.solution[0].cFunc], KinkyExample.solution[0].mNrmMin, 5)"
+    "m_grid = np.linspace(KinkyExample.solution[0].mNrmMin, 5)\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.set_ylabel(\"Consumption c\")\n",
+    "ax.set_xlabel(\"Market Resources m\")\n",
+    "ax.plot(m_grid, KinkyExample.solution[0].cFunc(m_grid))\n",
+    "make_figs(\"cFuncKinky\",saveFigs=True,drawFigs=False,target_dir=\"Figures/ChangeLiqConstr\")\n",
+    "\n",
+    "# Alternatively, could use:\n",
+    "# plot_funcs(KinkyExample.solution[0].cFunc, KinkyExample.solution[0].mNrmMin, 5)"
    ]
   },
   {
@@ -93,11 +107,18 @@
    "execution_count": 3,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure cFuncTighten in Figures/ChangeLiqConstr\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -115,11 +136,19 @@
     "KinkyExampleTighten.solve()\n",
     "\n",
     "# Compare the two functions\n",
-    "plot_funcs(\n",
-    "    [KinkyExample.solution[0].cFunc, KinkyExampleTighten.solution[0].cFunc],\n",
-    "    KinkyExampleTighten.solution[0].mNrmMin,\n",
-    "    5,\n",
-    ")"
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.set_ylabel(\"Consumption c\")\n",
+    "ax.set_xlabel(\"Market Resources m\")\n",
+    "ax.plot(m_grid, KinkyExample.solution[0].cFunc(m_grid))\n",
+    "ax.plot(m_grid, KinkyExampleTighten.solution[0].cFunc(m_grid))\n",
+    "make_figs(\"cFuncTighten\",saveFigs=True,drawFigs=False,target_dir=\"Figures/ChangeLiqConstr\")\n",
+    "\n",
+    "# Alternatively, could use \n",
+    "# plot_funcs(\n",
+    "#    [KinkyExample.solution[0].cFunc, KinkyExampleTighten.solution[0].cFunc],\n",
+    "#    KinkyExampleTighten.solution[0].mNrmMin,\n",
+    "#    5,\n",
+    "# )"
    ]
   },
   {
@@ -142,7 +171,7 @@
    "notebook_metadata_filter": "all"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -156,7 +185,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.18"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/Chinese-Growth.ipynb b/notebooks/Chinese-Growth.ipynb
index 9bae7aea..dbf1acbb 100644
--- a/notebooks/Chinese-Growth.ipynb
+++ b/notebooks/Chinese-Growth.ipynb
@@ -52,12 +52,13 @@
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "from copy import deepcopy\n",
-    "from tqdm import tqdm"
+    "from tqdm import tqdm\n",
+    "from HARK.utilities import make_figs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -97,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -133,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -152,7 +153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -177,7 +178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -211,7 +212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -349,14 +350,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|████████████████████████████████████████████████████████████████████████████████| 5/5 [2:08:23<00:00, 1540.60s/it]\n"
+      "100%|██████████| 5/5 [36:10<00:00, 434.14s/it]\n"
      ]
     }
    ],
@@ -395,14 +396,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure Plot1 in Figures/Chinese-Growth\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -410,41 +418,42 @@
     }
    ],
    "source": [
-    "plt.ylabel(\"Natl Saving Rate\")\n",
-    "plt.xlabel(\"Quarters Since Economic Reforms\")\n",
-    "plt.plot(\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.set_ylabel(\"Natl Saving Rate\")\n",
+    "ax.set_xlabel(\"Quarters Since Economic Reforms\")\n",
+    "ax.plot(\n",
     "    quarters_to_plot,\n",
     "    NatlSavingsRates[0],\n",
     "    label=str(PermShkVarMultipliers[0]) + \" x variance\",\n",
     ")\n",
-    "plt.plot(\n",
+    "ax.plot(\n",
     "    quarters_to_plot,\n",
     "    NatlSavingsRates[1],\n",
     "    label=str(PermShkVarMultipliers[1]) + \" x variance\",\n",
     ")\n",
-    "plt.plot(\n",
+    "ax.plot(\n",
     "    quarters_to_plot,\n",
     "    NatlSavingsRates[2],\n",
     "    label=str(PermShkVarMultipliers[2]) + \" x variance\",\n",
     ")\n",
-    "plt.plot(\n",
+    "ax.plot(\n",
     "    quarters_to_plot,\n",
     "    NatlSavingsRates[3],\n",
     "    label=str(PermShkVarMultipliers[3]) + \" x variance\",\n",
     ")\n",
-    "plt.plot(\n",
+    "ax.plot(\n",
     "    quarters_to_plot,\n",
     "    NatlSavingsRates[4],\n",
     "    label=str(PermShkVarMultipliers[4]) + \" x variance\",\n",
     ")\n",
-    "plt.legend(\n",
+    "ax.legend(\n",
     "    bbox_to_anchor=(0.0, 1.02, 1.0, 0.102),\n",
     "    loc=3,\n",
     "    ncol=2,\n",
     "    mode=\"expand\",\n",
     "    borderaxespad=0.0,\n",
     ")  # put the legend on top\n",
-    "plt.show(block=False)"
+    "make_figs(\"savingsRate\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Chinese-Growth\")\n"
    ]
   },
   {
@@ -474,7 +483,7 @@
    "notebook_metadata_filter": "all"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -488,7 +497,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/notebooks/DCEGM-Upper-Envelope.ipynb b/notebooks/DCEGM-Upper-Envelope.ipynb
index 392b630f..2df555e4 100644
--- a/notebooks/DCEGM-Upper-Envelope.ipynb
+++ b/notebooks/DCEGM-Upper-Envelope.ipynb
@@ -37,25 +37,18 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# imports\n",
     "import warnings\n",
     "\n",
     "warnings.filterwarnings(\"ignore\")\n",
     "from HARK.rewards import CRRAutility, CRRAutilityP, CRRAutilityP_inv\n",
     "import numpy as np\n",
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
     "# here for now, should be\n",
     "# from HARK import discontools or whatever name is chosen\n",
     "from HARK.interpolation import LinearInterp\n",
-    "from HARK.dcegm import calc_nondecreasing_segments, upper_envelope"
+    "from HARK.dcegm import calc_nondecreasing_segments, upper_envelope\n",
+    "from HARK.utilities import make_figs"
    ]
   },
   {
@@ -68,24 +61,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Value')"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure allData in Figures/DCEGM-Upper-Envelope\n"
+     ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -96,9 +86,12 @@
     "m_egm = np.array([0.0, 0.04, 0.25, 0.15, 0.1, 0.3, 0.6, 0.5, 0.35, 0.6, 0.75, 0.85])\n",
     "c_egm = np.array([0.0, 0.03, 0.1, 0.07, 0.05, 0.36, 0.4, 0.6, 0.8, 0.9, 0.9, 0.9])\n",
     "vt_egm = np.array([0.0, 0.05, 0.1, 0.04, 0.02, 0.2, 0.7, 0.5, 0.2, 0.9, 1.0, 1.2])\n",
-    "plt.plot(m_egm, vt_egm)\n",
-    "plt.xlabel(\"Resources\")\n",
-    "plt.ylabel(\"Value\")"
+    "\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(m_egm, vt_egm)\n",
+    "ax.set_xlabel(\"Resources\")\n",
+    "ax.set_ylabel(\"Value\")\n",
+    "make_figs(\"allData\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")"
    ]
   },
   {
@@ -119,14 +112,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure nonDecreasing in Figures/DCEGM-Upper-Envelope\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -138,15 +138,16 @@
     "start, end = calc_nondecreasing_segments(m_egm, vt_egm)\n",
     "\n",
     "# Plot them, and store them as [m, v] pairs\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
     "segments = []\n",
     "for j in range(len(start)):\n",
     "    idx = range(start[j], end[j] + 1)\n",
-    "    plt.plot(m_egm[idx], vt_egm[idx])\n",
+    "    ax.plot(m_egm[idx], vt_egm[idx])\n",
     "    segments.append([m_egm[idx], vt_egm[idx]])\n",
     "\n",
-    "plt.xlabel(\"resources\")\n",
-    "plt.ylabel(\"transformed values\")\n",
-    "plt.show()"
+    "ax.set_xlabel(\"resources\")\n",
+    "ax.set_ylabel(\"transformed values\")\n",
+    "make_figs(\"nonDecreasing\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")"
    ]
   },
   {
@@ -158,14 +159,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure upperEnvelopeDots in Figures/DCEGM-Upper-Envelope\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -177,13 +185,14 @@
     "# uses to interpolate each of the non-decreasing segments.\n",
     "m_upper, v_upper, inds_upper = upper_envelope(segments)\n",
     "\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
     "for j in range(len(start)):\n",
     "    idx = range(start[j], end[j] + 1)\n",
-    "    plt.plot(m_egm[idx], vt_egm[idx])\n",
-    "plt.plot(m_upper, v_upper, \".k\")\n",
-    "plt.xlabel(\"resources\")\n",
-    "plt.ylabel(\"transformed values\")\n",
-    "plt.show()"
+    "    ax.plot(m_egm[idx], vt_egm[idx])\n",
+    "ax.plot(m_upper, v_upper, \".k\")\n",
+    "ax.set_xlabel(\"resources\")\n",
+    "ax.set_ylabel(\"transformed values\")\n",
+    "make_figs(\"upperEnvelopeDots\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")"
    ]
   },
   {
@@ -215,7 +224,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -312,14 +321,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure vFuncWillThirdPeriod in Figures/DCEGM-Upper-Envelope\n",
+      "Saving figure cFuncWillThirdPeriod in Figures/DCEGM-Upper-Envelope\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi8AAAHFCAYAAAA64xk9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAABhB0lEQVR4nO3dd3xT1f/H8Ve60hZKCy1d0MUueyNDhiAIggu3skTc+gWcuMAF7h8qji8OUHB/QRwgikoBLciQCgIyCy3QUspo6W6a+/sjbaBQRqFpmvb9fDzySHLuvcmnTSVvzz3nXJNhGAYiIiIiLsLN2QWIiIiIlIfCi4iIiLgUhRcRERFxKQovIiIi4lIUXkRERMSlKLyIiIiIS1F4EREREZei8CIiIiIuReFFREREXIrCi8hpzJ49G5PJZL95eHjQsGFDxowZw759+yr0vfr27Uvfvn0r9DVNJhNTpkw54z7Z2dnceOONNG/eHD8/P2rVqkWrVq14/vnnyc7OPq/37dChAw0aNKCoqOi0+/Ts2ZOgoCAKCgrO6TV3796NyWRi9uzZ51XThfryyy9p1aoVPj4+mEwmEhISnFIHQHx8PFOmTOHo0aOnbHPE35FIVeTh7AJEqrpZs2bRokULcnNzWb58OdOmTWPZsmVs3LiRWrVqVch7vPPOOxXyOuVVWFiIYRhMnDiRmJgY3NzcWL58Oc8++yxxcXH88ssv5X7NsWPHcv/99/PTTz8xZMiQU7Zv27aN+Ph4xo8fj5eXV0X8GA518OBBRowYwWWXXcY777yD2WymWbNmTqsnPj6eZ555htGjRxMQEFBqm7P+jkQqm8KLyFm0bt2azp07A9CvXz+Kiop47rnnWLBgAbfccssFvXZOTg6+vr60bNmyIkott4CAAL788stSbQMGDCA/P5+XX36ZXbt20ahRo3K95i233MLDDz/MRx99VGZ4+eijjwC47bbbzr/wSrRt2zYKCwu59dZb6dOnj7PLOSNn/R2JVDadNhIpp4suugiAPXv2AGAYBu+88w7t27fHx8eHunXrcu2117Jr165Sx/Xt25fWrVuzfPlyevToga+vr/0LvKzu/sOHD3PPPffQoEEDvLy8aNSoEU888QT5+fml9svMzGTcuHEEBgZSu3ZtLrvsMrZt23ZBP2P9+vUB8PAo///f1K1bl6uvvprvv/+eQ4cOldpWVFTEnDlz6NKlC23atGHHjh2MGTOGpk2b4uvrS4MGDRg2bBgbN2486/uMHj2a6OjoU9qnTJmCyWQq1Xaun1FZ79GrVy8AbrjhBkwmk/1zOt0pmpPrKjnl9eqrr/L6668TExND7dq16d69O6tWrTrl+D///JNhw4YRGBiIt7c3jRs3Zvz48faf7eGHHwYgJibGfkozLi7utDWd69+RyWTivvvuY86cOcTGxuLr60u7du344YcfSu138OBB7rjjDiIiIjCbzdSvX5+ePXueVy+dyPlSeBEppx07dgDHv+DvvPNOxo8fz4ABA1iwYAHvvPMOmzZtokePHhw4cKDUsSkpKdx6663cfPPNLFq0iHvuuafM98jLy6Nfv3588sknTJw4kYULF3Lrrbfy8ssvc80119j3MwyDq666ijlz5vDggw/yzTffcNFFFzF48OBy/UyGYWCxWMjMzGTx4sW89tpr3HTTTURGRtr3KfkSHj169Flfb+zYsRQUFDB37txS7T/99BP79+9n7NixAOzfv5/AwEBefPFFFi9ezNtvv42HhwfdunVj69at5foZzqQ8n9GJnnrqKd5++20Apk6dysqVK8/71Mzbb7/NkiVLmD59Op9++inZ2dkMGTKEjIwM+z4//fQTF198MUlJSbz++uv8+OOPPPnkk/Yab7/9du6//34A5s+fz8qVK1m5ciUdO3Ys8z3P9e+oxMKFC5kxYwbPPvss8+bNo169elx99dWlQt6IESNYsGABTz/9ND///DMffPABAwYMOCWoijiUISJlmjVrlgEYq1atMgoLC41jx44ZP/zwg1G/fn3Dz8/PSE1NNVauXGkAxmuvvVbq2OTkZMPHx8d45JFH7G19+vQxAOPXX3895b369Olj9OnTx/78vffeMwDjq6++KrXfSy+9ZADGzz//bBiGYfz4448GYLzxxhul9nvhhRcMwJg8efI5/ayff/65AdhvY8aMMQoLC0vts3v3bsPd3d247bbbzvp6VqvViImJMdq2bVuqffjw4Yavr6+RkZFR5nEWi8UoKCgwmjZtakyYMMHenpiYaADGrFmz7G2jRo0yoqKiTnmNyZMnGyf+01aez6gsS5cuNQDj66+/LtV+8md2urpKam/Tpo1hsVjs7atXrzYA4/PPP7e3NW7c2GjcuLGRm5t72npeeeUVAzASExNP2Xa+f0eGYRiAERISYmRmZtrbUlNTDTc3N2PatGn2ttq1axvjx48/bX0ilUE9LyJncdFFF+Hp6Ymfnx9Dhw4lNDSUH3/8kZCQEH744QdMJhO33norFovFfgsNDaVdu3b27vwSdevW5ZJLLjnre/7222/UqlWLa6+9tlR7Sa/Hr7/+CsDSpUsBThl7c/PNN5frZxw0aBBr1qzht99+44UXXmDevHkMHz4cq9Vq3ycqKgqLxcKHH3541tczmUyMGTOGDRs2sG7dOgAOHTrE999/z/Dhw6lTpw4AFouFqVOn0rJlS7y8vPDw8MDLy4vt27ezZcuWcv0Mp1Pez8hRLr/8ctzd3e3P27ZtCxw//bht2zZ27tzJ2LFj8fb2rpD3PNe/oxL9+vXDz8/P/jwkJITg4GB7jQBdu3Zl9uzZPP/886xatYrCwsIKqVWkPDRgV+QsPvnkE2JjY/Hw8CAkJISwsDD7tgMHDmAYBiEhIWUee/Jg1xOPPZNDhw4RGhp6ytiN4OBgPDw87F30hw4dwsPDg8DAwFL7hYaGntP7lKhbt26pQcmNGzfmxhtv5Ntvv+Xqq68u12uVGDNmDFOmTGHWrFl06tSJTz/9lIKCAvspI4CJEyfy9ttv8+ijj9KnTx/q1q2Lm5sbt99+O7m5uef1vicr72fkKCd/RmazGcD+cx48eBCAhg0bVth7nuvf0elqLKnzxM/iyy+/5Pnnn+eDDz7gqaeeonbt2lx99dW8/PLL5f67EzlfCi8iZxEbG2v/Yj9ZUFAQJpOJFStW2L+MTnRy28lfIqcTGBjIn3/+iWEYpY5JS0vDYrEQFBRk389isXDo0KFSXzypqann9D6n07VrV4ALGvjbsGFDBg4cyGeffcZrr73GrFmzaNKkCb1797bvM3fuXEaOHMnUqVNLHZuenn7KNOCTeXt7nzLotOTYE5X3MzpX3t7epcarnO79z1XJGKq9e/ee1/FlOde/o/IICgpi+vTpTJ8+naSkJL777jsee+wx0tLSWLx4cYXVLnImOm0kcgGGDh2KYRjs27ePzp07n3Jr06bNeb1u//79ycrKYsGCBaXaP/nkE/t2sPWSAHz66ael9vvss8/O631LlJyOatKkyQW9ztixYzly5AhPP/00CQkJjBkzptSXqMlkOiU8LFy48JwWAYyOjiYtLa3UgNuCggJ++umnUvs56jOKjo5m27ZtpQLUoUOHiI+PP6/Xa9asGY0bN+ajjz4qM5SVOLnH5kzO9e/ofEVGRnLfffdx6aWX8tdff13Qa4mUh3peRC5Az549ueOOOxgzZgxr166ld+/e1KpVi5SUFH7//XfatGnD3XffXe7XHTlyJG+//TajRo1i9+7dtGnTht9//52pU6cyZMgQBgwYAMDAgQPp3bs3jzzyCNnZ2XTu3Jk//viDOXPmnNP7/Pe//2XFihUMHDiQiIgIsrOzWbFiBW+99RY9evTgyiuvtO+7Z88eGjduzKhRo85p3AvAFVdcQVBQEK+88gru7u6MGjWq1PahQ4cye/ZsWrRoQdu2bVm3bh2vvPLKOZ06ueGGG3j66ae58cYbefjhh8nLy+PNN988ZWVfR31GI0aM4L///S+33nor48aN49ChQ7z88sv28Tzn4+2332bYsGFcdNFFTJgwgcjISJKSkvjpp5/sAbUkbL3xxhuMGjUKT09P+wrJJzvXv6NzlZGRQb9+/bj55ptp0aIFfn5+rFmzhsWLF5c5e0nEYZw5WlikKiuZbbRmzZqz7vvRRx8Z3bp1M2rVqmX4+PgYjRs3NkaOHGmsXbvWvk+fPn2MVq1alXl8WTNXDh06ZNx1111GWFiY4eHhYURFRRmTJk0y8vLySu139OhR47bbbjMCAgIMX19f49JLLzX+/fffc5pt9McffxhDhw41wsPDDS8vL8PX19do166d8dxzzxnZ2dml9i2ZNTNq1Kiz/j5ONGHCBAMwhgwZcsq2I0eOGGPHjjWCg4MNX19fo1evXsaKFStO+X2UNdvIMAxj0aJFRvv27Q0fHx+jUaNGxowZM06ZbVTiXD6jspxutpFhGMbHH39sxMbGGt7e3kbLli2NL7/88rSzjV555ZVTji/rM1q5cqUxePBgw9/f3zCbzUbjxo1LzbwyDMOYNGmSER4ebri5uRmAsXTpUsMwLuzvCDDuvffeU2qMioqyf+Z5eXnGXXfdZbRt29aoU6eO4ePjYzRv3tyYPHnyKX8vIo5kMgzDcFJuEhERESk3jXkRERERl6LwIiIiIi5F4UVERERcisKLiIiIuBSFFxEREXEpCi8iIiLiUqrdInVWq5X9+/fj5+d3zkuxi4iIiHMZhsGxY8cIDw/Hze3MfSvVLrzs37+fiIgIZ5chIiIi5yE5Ofmsq2xXu/BSskR2cnLyBS3TLSIiIpUnMzOTiIiIMi91cbJqF15KThXVqVNH4UVERMTFnMuQDw3YFREREZei8CIiIiIuReFFREREXEq1G/NyroqKiigsLHR2GTWSp6cn7u7uzi5DRERcVI0LL4ZhkJqaytGjR51dSo0WEBBAaGio1uIREZFyq3HhpSS4BAcH4+vrqy/PSmYYBjk5OaSlpQEQFhbm5IpERMTV1KjwUlRUZA8ugYGBzi6nxvLx8QEgLS2N4OBgnUISEZFyqVEDdkvGuPj6+jq5Ein5DDTuSEREyqtGhZcSOlXkfPoMRETkfNXI8CIiIiKuS+GlmoqLi8NkMtlnVc2ePZuAgAD79ilTptC+fXun1CYiInIhFF5cwHvvvYefnx8Wi8XelpWVhaenJxdffHGpfVesWIHJZCI8PJyUlBT8/f0ru1wRERGHUnhxAf369SMrK4u1a9fa21asWEFoaChr1qwhJyfH3h4XF0d4eDjNmjXTOioiIlLhMvMK2bg3w6k1KLy4gObNmxMeHk5cXJy9LS4ujiuvvJLGjRsTHx9fqr1fv36nnDYSERE5X3sOZfPh74nc/P4qOj67hDvnrMUwDKfVU6PWeSmLYRjkFhY55b19PN3PuWekb9++LF26lMceewyApUuX8sgjj2C1Wlm6dCkDBgygoKCAlStX8tZbbzmybBERqeaKrAYJyUdYsjmNX7YcYEdaVqntvmYP0rMKqO9ndkp9NT685BYW0fLpn5zy3pufHYSv17l9BH379mXChAlYLBZyc3NZv349vXv3pqioiDfffBOAVatWkZubS79+/UhKSnJk6SIiUs3kFFhYvi2dX7YcYOm/aRzKLrBv83Az0TWmHv1jQ+jfIpjooFpOrFThxWX069eP7Oxs1qxZw5EjR2jWrBnBwcH06dOHESNGkJ2dTVxcHJGRkTRq1EjhRUREziotM49f/01jyeYD/L4jnQKL1b6tjrcH/VoE0z82hD7N6uPv4+nESkur8eHFx9Odzc8Octp7n6smTZrQsGFDli5dypEjR+jTpw8AoaGhxMTE8Mcff7B06VIuueQSR5UrIiIuzjAMdh7M4qdNB1iy+QAJyUdLbY+o58OA2BAubRlCl+h6eLpXzaGxNT68mEymcz5142wlA3GPHDnCww8/bG/v06cPP/30E6tWrWLMmDFOrFBERKqaIqvB+qQj/LzZFlgS07NLbW8XEcDAliEMiA2hWUhtl5il6hrf2gLYwsu9995LYWGhvecFbOHl7rvvJi8vj379+jmxQhERqQryLUXE7zjEz5tTWbI5jfSsfPs2L3c3ejQJ5NLiwBJSx9uJlZ4fhRcX0q9fP3Jzc2nRogUhISH29j59+nDs2DEaN25MRESEEysUERFnOZZXyNKtB/lpUypx/6aRXXB8Jq2ftweXtAjm0pa28St+3lVn/Mr5MBnOnKjtAJmZmfj7+5ORkUGdOnVKbcvLyyMxMZGYmBi8vV0vaVYn+ixERC5celY+SzYf4KdNqcTvOERB0fEBtyF1zAxsGcrAViF0iwnEy6Nqjl8pcabv75Op50VERMSF7Duay0//pLJ4Uyprdx/GekIXRKP6tRjUKpRBrUJp28AfN7eqP37lfCi8iIiIVHG7DmaxeFMqi/9JZcNJS/O3aeDPoFYhXNY6lCbBfk6qsHIpvIiIiFQxhmGw7UAWizamsPifVLYeOGbfZjJBl6h6DGodyqBWITSs6+vESp1D4UVERKQKMAyDTfsz+fGfFH7cmMquE6Y0e7iZ6N44kMGtw7i0ZYjTluWvKhReREREnMQwDDbszWBRcWBJOpxj3+bl7kbvZkFc1jqMAbHBBPh6ObHSqkXhRUREpBIZhkFC8lEWbUxh0cZU9h3NtW/z9nSjb7NgBrcJ5ZIWwS4/pdlRFF5EREQc7EyBxdfLnUtaBDOkTRh9m9d3mVXfnUm/IREREQcoOSW0cGMKCzeknBJY+seGcHmbUPo0C8bH69yvdScKLyIiIhWmZNDt9xv2s3BDCnuPlBVYbD0s3uW4OK+UpvAi581kMvHNN99w1VVXsXv3bmJiYli/fj3t27cnLi6Ofv36ceTIEQICApxdqoiIQ21NPcb3f+/nhw372X3o+KBbH093+scGM7RtGH2bByuwVJCqvVaw2I0ePRqTycSLL75Yqn3BggUXdAXQf//9F5PJxJ9//lmqvVu3bpjNZnJyjv9HWFBQgK+vLzNnzgQgJSWFwYMHn/d7i4i4ssT0bN78dTuXvr6MQdOXM2PpDnYfysHs4cbg1qG8fXNH/nrqUmbc3JHLWocpuFQg9by4EG9vb1566SXuvPNO6tatWyGv2aJFC8LCwli6dCndunUDICsri/Xr1xMSEkJ8fDwDBgwA4M8//yQ3N9d+5erQ0NAKqUFExFXsP5rLDxv2893f+/lnX6a93TatuT7D2oXRPzaE2mZ9vTqSel5cyIABAwgNDWXatGln3G/evHm0atUKs9lMdHQ0r7322hn379u3L3FxcfbnK1asoFmzZlxxxRWl2uPi4mjQoAFNmzYFbKeNFixYcL4/joiISziUlc+clbu57r14erz4G1MX/cs/+zJxdzPRu1l9Xrm2LWueHMAHozpzZfsGCi6VQL9hw4DCnLPv5wievrZ1ns+Ru7s7U6dO5eabb+aBBx6gYcOGp+yzbt06rr/+eqZMmcINN9xAfHw899xzD4GBgYwePbrM1+3Xrx8TJkzAYrHg4eHB0qVL6du3L7179+aNN96w77d06VJ7r4uISHWWlW/h502pfJuwn993pFNUfPVDkwm6RNfjinbhDG4dSmDtmr3SrbMovBTmwNRw57z34/vBq1a5Drn66qtp3749kydP5sMPPzxl++uvv07//v156qmnAGjWrBmbN2/mlVdeOW146du3L9nZ2axZs4bu3bsTFxfHww8/TO/evRkxYgQ5OTl4eHiwatUqZsyYUe4fU0TEFRRYrMRtTePbv/fzy+YD5Fus9m1tGvhzRbtwhrYLI8zfx4lVCii8uKSXXnqJSy65hAcffPCUbVu2bOHKK68s1dazZ0+mT59OUVER7u6nDhhr2rQpDRs2JC4ujlatWrF+/Xr69OlDcHAwMTEx/PHHH5jNZnJzc7nkkksc9nOJiFQ2q9Vg9e7DfJuwj0UbU8nILbRvaxRUiyvah3NFu3Aa1a/txCrlZAovnr62HhBnvfd56N27N4MGDeLxxx8/pTfFMIxTZh8ZhnHW1+zbty9Lly6lbdu2NG3alODgYAD69OnD0qVLMZvNREVFER0dfV41i4hUJVtTj/HN+n18l7CP/Rl59vaQOmaGtQ3nqg4NaBVe54Jmc4rjKLyYTOU+dVMVvPjii7Rv355mzZqVam/ZsiW///57qbb4+HiaNWtWZq9LiX79+vHAAw/QsmVL+vbta2/v06cPM2bMwGw2q9dFRFxaakYe3/29j2/W72dLyvGZQn7eHgxuHcpV7RvQrVEg7m4KLFWdQ8PL8uXLeeWVV1i3bh0pKSn2Bc1Op2Rhs5Nt2bKFFi1aOLBS19OmTRtuueUW3nrrrVLtDz74IF26dOG5557jhhtuYOXKlcyYMYN33nnnjK/Xr18/srOz+eijj3j//fft7X369GH06NG4u7tz2223OeRnERFxlKx8C4v/SeWb9XuJ33mIko5oT3cTl7QI5qr2DejXQovHuRqHhpfs7GzatWvHmDFjGD58+Dkft3XrVurUqWN/Xr9+fUeU5/Kee+45vvrqq1JtHTt25KuvvuLpp5/mueeeIywsjGefffa0g3VLxMTEEBUVxZ49e+jTp4+9vUGDBkRGRrJz507NNBIRl2ApsvL7jnS+Wb+Pnzalkld4fOBtl+i6XN2hIUPahBLg6+XEKuVCmIxzGRBREW90wlLyp1MRS8pnZmbi7+9PRkZGqQAEkJeXR2JiIjExMXh7e5/X60vF0GchIhXt39RM5q3by4KE/Rw8lm9vbxRUi6s7NOCqDg2IqHd+Yw3F8c70/X2yKjnmpUOHDuTl5dGyZUuefPLJM/4ff35+Pvn5x/9IMzMzT7uviIhUL+lZ+SxYv4/5f+1j8wnjWOr6ejKsXTjXdGxIu4b+GnhbzVSp8BIWFsbMmTPp1KkT+fn5zJkzh/79+xMXF0fv3r3LPGbatGk888wzlVypiIg4S76liF+3pDFv3V7ith20LyDn6W6if4sQhndqSJ9m9fHy0CLy1VWVCi/NmzenefPm9ufdu3cnOTmZV1999bThZdKkSUycONH+PDMzk4iICIfXKiIilccwDP7Zl8nX65L5NmF/qfVY2kUEcG3HBgxtG07dWhrHUhNUqfBSlosuuoi5c+eedrvZbMZs1vLMIiLV0cFjttNC/1u3l60HjtnbQ+qYuaZjQ4Z3bECTYD8nVijOUOXDy/r16wkLC6vQ16ykMcpyBvoMROR0Cous/PZvGl+v3Uvc1jQsxaeFzB5uDGoVyrWdGtKzSZDWY6nBHBpesrKy2LFjh/15YmIiCQkJ1KtXj8jISCZNmsS+ffv45JNPAJg+fTrR0dG0atWKgoIC5s6dy7x585g3b16F1OPp6QlATk4OPj66NoUz5eTYLoZZ8pmIiGw/cIyv1ibzzfp9pGcV2NvbRwRwXeeGDG0bjr+P/s0QB4eXtWvXlpopVDI2ZdSoUcyePZuUlBSSkpLs2wsKCnjooYfYt28fPj4+tGrVioULFzJkyJAKqcfd3Z2AgADS0tIA8PX11Qj0SmYYBjk5OaSlpREQEHDGVX9FpPo7llfIDxtS+HJNMgnJR+3tQbXNDO/YgGs7NaRpiE4LSWmVts5LZTnbPHHDMEhNTeXo0aOVX5zYBQQEEBoaqvAoUgMZhsG6PUf4Yk0yCzekkFtYBIC7m23V2+s7R9C3eX083TVbqCZx+XVeHMlkMhEWFkZwcDCFhYVnP0AqnKenp3pcRGqg9Kx85v+1ly/WJLPrYLa9vVH9WtzQOYKrOzYg2E+LVsrZ1bjwUsLd3V1foCIiDma1Gvy+I50v1iSxZPMBCotsnf0+nu4MbRvGDV0i6BRVV72wUi41NryIiIjjpGbk8fXaZL5cm8zeI7n29nYN/bmxayRD24bh563Bt3J+FF5ERKRCFFkNlm87yGerk/jt3zT7yrd1vD24ukMDbuwaSWzYmccyiJwLhRcREbkgqRl5fLkmmS/XJLE/I8/e3iW6Ljd1jWRImzC8PXWaXiqOwouIiJSb1WqwfPtBPvsziV9P6GUJ8PVkeMeG3NQ1QivfisMovIiIyDlLz8rnq7XJfL46ieTDx8eydI2ux83dIrmsdah6WcThFF5EROSMDMNgdeJhPv0ziR//SbHPGKrj7cE1HRtyS7dILSQnlUrhRUREynQsr5AF6/cxZ9Ueth3Isre3iwjglm6RDGsbjo+Xelmk8im8iIhIKf+mZjJn5R4WrN9HdoFt9VsfT3eu6hDOLd2iaN3A38kVSk2n8CIiIhQWWVn8TypzVu5h9e7D9vbG9Wsx4qIorunUkDpal0WqCIUXEZEa7EBmHp/9mcTnq5NIO5YPgIebiUGtQrn1oigualRPq99KlaPwIiJSw5RcGHF2/G4W/5OKpXiac30/Mzd3jeTmbpGE1NE1hqTqUngREakh8gqL+O7v/Xwcv5tN+zPt7V2i6zKyezSDWoXi5aErOUvVp/AiIlLNpWTkMmflHj5fncSRnEIAzB5uXNW+ASN7RNEqXANwxbUovIiIVEMlp4ZmFZ8aKlkBt0GADyO6R3FD5wjq1vJycpUi50fhRUSkGimwWFm0MYWP/khkw94Me3u3mHqM6RnNgNgQPNx1akhcm8KLiEg1cCgrn8/+TGLOqj32WUNeHm5c1T6c0T1iaBmuqzlL9aHwIiLiwrYdOMZHvycyf/0+CixWAIL9zIzsHsVNXSMJrG12coUiFU/hRUTExRiGwYrt6XzweyLLtx20t7dt6M/YXjEMbh2mWUNSrSm8iIi4iHxLEd+u388Hv++yX2vIzQQDW4Yy9uIYOkfV1YJyUiMovIiIVHFHsguYu2oPH6/cQ3qWbTxLLS93ru8SwZgeMUQG+jq5QpHKpfAiIlJF7TmUzQcrEvl6XTJ5hbbxLGH+3ozuEc2NXSPx99G1hqRmUngREali1icd4f0Vu1j8TyrFy7PQKrwO4y5uxOVtw/DUVGep4RReRESqAKvVIG5bGu8t28XqxONXde7bvD539G5E90aBGs8iUkzhRUTEiQosVr77ez8zl++0D8L1dDdxZfsGjLu4Ec1D/ZxcoUjVo/AiIuIEWfkWvlidxAcrEknNzAOgttmDW7pFMqZnDKH+uqqzyOkovIiIVKJDWfl8HL+bj1fuISPXdpHEYD8zt/WK4eZukdTx1iBckbNReBERqQT7juby/vJdfLEmyT5zKCaoFnf2bsTVHRtg9nB3coUirkPhRUTEgXakZfHesp0sWL8PS/HUoTYN/Lmnb2MGtgrF3U2DcEXKS+FFRMQB/tmXwTtxO/jxn1SM4unOPRoHck/fJvRsoplDIhdC4UVEpAKt23OYGb/tYOnW49ccurRlCPf0bUyHyLpOrEyk+lB4ERG5QIZhEL/zEG/9tp1Vu2xrtLiZYFi7cO7p20TTnUUqmMKLiMh5MgyDuG0HeevX7fyVdBSwrdEyvGND7urTmOigWs4tUKSaUngRESknwzD4ZUsab/22nQ17MwDw8nDjpi4R3NmnMeEBPk6uUKR6U3gRETlHVqvBz5sP8Oav29mckgmAj6c7t3SL5I7ejQiuo4XlRCqDwouIyFlYrQY/bUrljV+382/qMQBqebkzskc0t/eKIbC22ckVitQsCi8iIqdh62lJZfovx0NLbbMHo3tEM7ZXDHVreTm5QpGaSeFFROQkhmE7PTT9l+1sKT495Gf2YEzPaG7rFUOAr0KLiDMpvIiIFDMMg1+3pPF/v2xj035baKldHFpu79UIf19dd0ikKlB4EZEazzAMlm9P5/Ul2/g7+ShgG9Myumc04y5upJ4WkSpG4UVEarT4nem8/vM21u45AthmD43qEc0dvRtRT2NaRKokhRcRqZHWJx3h1Z+38seOQwCYPdwYcVEUd/ZpTH0/zR4SqcoUXkSkRtm8P5PXl2zlly1pgG1F3Ju6RnJvvyaEaJ0WEZeg8CIiNcLu9GxeW7KN7//eD9iuPTS8Y0Me6N+UiHq+Tq5ORMpD4UVEqrUDmXm88et2vlqTjMVqADC0bRgTLm1G4/q1nVydiJwPhRcRqZaO5hTw7rKdzP5jN/kWKwCXtAjmoYHNaRlex8nViciFUHgRkWolt6CI2fG7eTduB5l5FgC6RNflkcta0CW6npOrE5GKoPAiItWCpcjK1+v2Mv2XbRzIzAegRagfj1zWnH7NgzGZTE6uUEQqisKLiLg0wzBYsvkALy3+l50HswFoEODDgwObcWX7Bri7KbSIVDdujnzx5cuXM2zYMMLDwzGZTCxYsOCsxyxbtoxOnTrh7e1No0aNeO+99xxZooi4sL+SjnD9f1dyx5x17DyYTV1fT54e2pLfHurDNR0bKriIVFMO7XnJzs6mXbt2jBkzhuHDh591/8TERIYMGcK4ceOYO3cuf/zxB/fccw/169c/p+NFpGZITM/m5cX/8uM/qQB4e7oxtlcMd/ZpTB1vXX9IpLpzaHgZPHgwgwcPPuf933vvPSIjI5k+fToAsbGxrF27lldffVXhRUQ4kl3Am79tZ87KPVisBm4muK5TBBMubUaovxaYE6kpqtSYl5UrVzJw4MBSbYMGDeLDDz+ksLAQT89T/48qPz+f/Px8+/PMzEyH1ykilSuvsIhPVu7mrd92cKx4BlG/5vV5bHAszUP9nFydiFS2KhVeUlNTCQkJKdUWEhKCxWIhPT2dsLCwU46ZNm0azzzzTGWVKCKVyDAMFm1M5cXFW0g+nAtAbFgdnhgSS6+mQU6uTkScpUqFF+CU6YyGYZTZXmLSpElMnDjR/jwzM5OIiAjHFSgilSIh+SjP/bCZdcVXew6t481Dg5pzdQfNIBKp6apUeAkNDSU1NbVUW1paGh4eHgQGBpZ5jNlsxmzWFWBFqov9R3N5afG/fJtguwaRj6c7d/VpzLjeMfh6Val/skTESarUvwTdu3fn+++/L9X2888/07lz5zLHu4hI9ZFTYOG9ZbuYuXwneYVWTMUXTnxoYHMNxhWRUhwaXrKystixY4f9eWJiIgkJCdSrV4/IyEgmTZrEvn37+OSTTwC46667mDFjBhMnTmTcuHGsXLmSDz/8kM8//9yRZYqIExmGwbcJ+3nxx39JzcwDoGt0PZ4a2pI2Df2dXJ2IVEUODS9r166lX79+9uclY1NGjRrF7NmzSUlJISkpyb49JiaGRYsWMWHCBN5++23Cw8N58803NU1apJrasPcoU77bxF9JRwHbyriPD4llSJtQLecvIqdlMkpGxFYTmZmZ+Pv7k5GRQZ06unKsSFWUnpXPK4u38tW6ZAwDfL3cubdfE8b2isHb093Z5YmIE5Tn+7tKjXkRkeqtsMjKx/G7eeOX7RzLt63XcnWHBjw2uAUhdTSuRUTOjcKLiFSKP3akM/m7TexIywKgTQN/plzRik5RdZ1cmYi4GoUXEXGofUdzmbpwCws3pgAQWMuLRy5rznWdInDTei0ich4UXkTEIfItRXywIpEZv+0gt7AINxOM7B7NhEub4e+jpQ9E5PwpvIhIhVux/SCTv93ErvRswDb1+ZkrWxEbpkH0InLhFF5EpMKkZOTy/A/HTxHV9zPzxJBYrmwfrqnPIlJhFF5E5IIVFlmZ/cdu/u+XbeQU2E4RjephO0VUx1uniESkYim8iMgFWbfnME988w//ph4DoFNUXZ67sjUtw3WKSEQcQ+FFRM7LkewCXlr8L1+sSQagrq8nkwbHcm2nhppFJCIOpfAiIuViGAbfrN/H8wu3cDi7AIDrOzfkscGx1Kvl5eTqRKQmUHgRkXOWmJ7Nkws28seOQwA0C6nN81e1oWtMPSdXJiI1icKLiJxVgcXKzOU7efO3HRRYrJg93Higf1PGXdwILw83Z5cnIjWMwouInNG6PUeYNH8D2w7YlvW/uGkQz1/VmqjAWk6uTERqKoUXESlTVr6FV3/ayscrd2MYtmX9nxraUmu2iIjTKbyIyCl++/cAT37zD/sz8gAY3rEhT14eS10NyBWRKkDhRUTsDmXl88z3m/nu7/0ARNTzYerVbbi4aX0nVyYicpzCi4hgGAbfb0hhynebOJxdgJsJxvaKYeKlzfHxcnd2eSIipSi8iNRwBzLzeOKbf/hlywEAmof48fK1bWkXEeDcwkRETkPhRaSGMgyD/63by7M/bOZYngVPdxP39mvCPX2baPqziFRpCi8iNVBqRh6T5m9g6daDALRt6M8r17ajeaifkysTETk7hReRGsQwDL5et5fnintbvNzdmHBpM8ZdHIOHu3pbRMQ1KLyI1BAHMvN4bN7x3pZ2EQG8em1bmoaot0VEXIvCi0g1ZxgG3/29n6e/3URGbiFe7m5MHNiM23upt0VEXJPCi0g1lp6Vz5Pf/MPiTakAtGngz2vXt6OZeltExIUpvIhUU0s2H+CxeRs4lF2Ah5uJB/o35e6+jfFUb4uIuDiFF5Fq5lheIc/9sJmv1u4FbOu2vHZ9O1o38HdyZSIiFUPhRaQaWZ14mIlfJbD3SC4mE9xxcSMmDmyG2UOr5IpI9aHwIlINFFisvL5kG/9dvhPDgAYBPrx+fTu6NQp0dmkiIhVO4UXExe1IO8Z/vkhg0/5MAK7r1JCnh7XEz9vTyZWJiDiGwouIizIMgzmr9vDCwi3kW6wE+Hry4jVtuax1qLNLExFxKIUXEReUnpXPw1//bV9w7uKmQbx6XTtC6ng7uTIREcdTeBFxMcu2HeTBr/4mPSsfLw83HrusBaN7ROPmZnJ2aSIilULhRcRF5FuKeGXxVj74PRGAZiG1efOmDrQIrePkykREKpfCi4gL2HUwi/s/X28flDvioiieuDwWb09NgRaRmkfhRaSKm7duL099+w85BUUE+Hry8vC2DGylQbkiUnMpvIhUUdn5Fp769h/m/7UPgIsa1WP6DR0I9degXBGp2RReRKqgTfszuP+z9exKz8bNBOMHNOPefk1w16BcERGFF5GqxDAMPv0ziWd/2EyBxUqYvzdv3NiBrjH1nF2aiEiVofAiUkVk5VuYNH8j3/+9H4ABscG8cm076tbycnJlIiJVi8KLSBWweX8m9372F4np2Xi4mXhscAvG9orBZNJpIhGRkym8iDiRYRh8uSaZyd9tIt9iJdzfm7du7kinqLrOLk1EpMpSeBFxktyCIp5c8A/z/toLQL/m9Xn9+vY6TSQichYKLyJOkJiezd1z1/Fv6jHcTPDQoObc1buxlvgXETkHCi8ilWzxPyk89PUGsvItBNX24s2bOtCjcZCzyxIRcRkKLyKVxFJk5ZWftvLf5bsA6Bpdj7du7qArQYuIlJPCi0glOJSVz/2fryd+5yEAxl0cwyOXtcDT3c3JlYmIuB6FFxEH+zv5KHfPXcf+jDx8vdx55dp2XN42zNlliYi4LIUXEQf6ak0yTy74h4IiK42CavHeiE40C/FzdlkiIi5N4UXEAQosVp77YTNzVu0B4NKWIbx2fTvqeHs6uTIREden8CJSwdKz8rln7l+s3n0YkwkmDGjGff2aaBq0iEgFqZTRgu+88w4xMTF4e3vTqVMnVqxYcdp94+LiMJlMp9z+/fffyihV5IJs3JvBsLd+Z/Xuw/iZPXh/RGce6N9UwUVEpAI5vOflyy+/ZPz48bzzzjv07NmT//73vwwePJjNmzcTGRl52uO2bt1KnTp17M/r16/v6FJFLsi3Cft45H8byLdYaVS/FjNHdKZJcG1nlyUiUu04vOfl9ddfZ+zYsdx+++3ExsYyffp0IiIiePfdd894XHBwMKGhofabu7u7o0sVOS9Wq8FLi//lP18kkG+x0r9FMAvu7angIiLiIA4NLwUFBaxbt46BAweWah84cCDx8fFnPLZDhw6EhYXRv39/li5detr98vPzyczMLHUTqSzH8gq5Y85a3o3bCcDdfRszc2RnDcwVEXEgh4aX9PR0ioqKCAkJKdUeEhJCampqmceEhYUxc+ZM5s2bx/z582nevDn9+/dn+fLlZe4/bdo0/P397beIiIgK/zlEypJ0KIfh78bzy5Y0vDzcmH5Dex69rAXuGt8iIuJQlTLbyGQq/Y+5YRintJVo3rw5zZs3tz/v3r07ycnJvPrqq/Tu3fuU/SdNmsTEiRPtzzMzMxVgxOFWJx7mzjlrOZJTSLCfmfdHdqZdRICzyxIRqREcGl6CgoJwd3c/pZclLS3tlN6YM7nooouYO3dumdvMZjNms/mC6hQpj3nr9vLY/A0UFhm0bejPzBGdCfXX9YlERCqLQ08beXl50alTJ5YsWVKqfcmSJfTo0eOcX2f9+vWEhWk5dXEuq9XglZ/+5cGv/6awyGBIm1C+vKO7gouISCVz+GmjiRMnMmLECDp37kz37t2ZOXMmSUlJ3HXXXYDttM++ffv45JNPAJg+fTrR0dG0atWKgoIC5s6dy7x585g3b56jSxU5rdyCIh78OoFFG229iPf1a8LES5tp/RYRESdweHi54YYbOHToEM8++ywpKSm0bt2aRYsWERUVBUBKSgpJSUn2/QsKCnjooYfYt28fPj4+tGrVioULFzJkyBBHlypSpoPH8rn9k7X8nXwUL3c3Xhzehms6NnR2WSIiNZbJMAzD2UVUpMzMTPz9/cnIyCi1yJ3I+diRdozRs9aw90gudX09mTmyM12i6zm7LBGRaqc839+6tpHIacTvTOeuOevIzLMQHejLrDFdiQmq5eyyRERqPIUXkTKcOKOoU1Rd3h/ZmXq1vJxdloiIoPAiUophGLy9dAev/rwNgKFtw3j1unZ4e+ryFCIiVYXCi0gxS5GVp7/bxGd/2gaQ39mnEY8OaqEZRSIiVYzCiwi2qdD3f/4Xv2xJw2SCKcNaMapHtLPLEhGRMii8SI13OLuA22avISH5KGYPN964sT2XtdaiiCIiVZXCi9Roe4/kMPLD1exKz8bfx5MPR3Wms6ZCi4hUaQovUmNtTT3GyI/+5EBmPg0CfPj4ti40CfZzdlkiInIWCi9SI63ZfZixs9eQmWehWUhtPr6tK2H+Ps4uS0REzoHCi9Q4v2w+wL2f/UW+xUqnqLp8OKozAb5aw0VExFUovEiNMv+vvTz8vw0UWQ36twhmxs0d8fHSGi4iIq5E4UVqjI/jdzP5u00AXNOxAS8Nb4unu5uTqxIRkfJSeJFqzzAMZvy2g9eW2FbNHd0jmqeHttTicyIiLkrhRao1wzCYumgL769IBOA//ZsyfkBTTCYFFxERV6XwItVWkdXgiW828sWaZACeGtqSsb1inFyViIhcKIUXqZYsRVYe/Ppvvk3Yj5sJXhzelus7Rzi7LBERqQAKL1LtFFisPPD5ehZvSsXDzcQbN3bg8rZa7l9EpLpQeJFqJa+wiLvnrmPp1oN4ubvxzi0dGdAyxNlliYhIBVJ4kWojp8DC7R+vJX7nIbw93Xh/ZGcublrf2WWJiEgFU3iRaiE738KYWWtYvfswtbzc+Wh0F7o1CnR2WSIi4gAKL+LysvItjP5oNWv3HMHP7MHHY7vSMbKus8sSEREHUXgRl3Ysr5BRH63mr6Sj+Hl7MGdsN9pHBDi7LBERcSCFF3FZmcXBZX3SUep4ezD39m60bRjg7LJERMTBFF7EJWXmFTLyw9UkJB/F38eTT2/vRusG/s4uS0REKoHCi7ickjEuCclHCfC1BZdW4QouIiI1hS6pKy7FNqvINsbF38eTuWMVXEREahqFF3EZOQUWxsxew5rdR/Dz9mDuWJ0qEhGpiRRexCXkFhQxdvZaVicexs9sm1XUpqGCi4hITaTwIlVevqWIO+euY+WuQ9QuXsdF06FFRGouhRep0gqLrNz32XqWbzuIj6c7s8Z00QJ0IiI1nMKLVFlFVoOJX/3Nks0H8PJw44NRnekSXc/ZZYmIiJMpvEiVZLUaTJq/ge//3o+nu4n3bu1IzyZBzi5LRESqAIUXqXIMw+DZHzbz1dq9uJngjRs7cEmLEGeXJSIiVYTCi1Q5//fLdmbH78Zkgleva8eQNmHOLklERKoQhRepUj76PZE3f90OwDNXtOKajg2dXJGIiFQ1Ci9SZcxbt5dnf9gMwIOXNmNk92jnFiQiIlWSwotUCT9vSuWReRsAGNsrhvsuaeLkikREpKpSeBGnW7XrEPd9vp4iq8Hwjg15YkgsJpPJ2WWJiEgVpfAiTrUlJZNxH6+lwGLl0pYhvDS8DW5uCi4iInJ6Ci/iNMmHcxj10WqO5VvoGl2Pt27qgIe7/iRFROTM9E0hTnE4u4BRs1aTdiyf5iF+vD+qM96e7s4uS0REXIDCi1S6nAILt81ew66D2YT7ezP7ti74+3g6uywREXERCi9SqSzFF1pMSD5KgK8nn4ztSpi/j7PLEhERF6LwIpXGMAye+nYTv/2bhrenGx+O6kKTYD9nlyUiIi5G4UUqzbvLdvL56iRMJnjzxg50iqrr7JJERMQFKbxIpfg2YR8vL94KwOShLRnYKtTJFYmIiKtSeBGH+3PXIR7++vjquaN7xji5IhERcWUKL+JQO9KyuGPOOgqKrFzWKpQnhsQ6uyQREXFxCi/iMIezC7ht9hoycgvpEBnA9Bvba/VcERG5YAov4hD5liLunLOWpMM5RNTz4YORWoROREQqRqWEl3feeYeYmBi8vb3p1KkTK1asOOP+y5Yto1OnTnh7e9OoUSPee++9yihTKohhGEyat5E1u4/gZ/bgo1FdCKxtdnZZIiJSTTg8vHz55ZeMHz+eJ554gvXr13PxxRczePBgkpKSytw/MTGRIUOGcPHFF7N+/Xoef/xxHnjgAebNm+foUqWCvBO3k/nr9+HuZuLtWzrSNERruYiISMUxGYZhOPINunXrRseOHXn33XftbbGxsVx11VVMmzbtlP0fffRRvvvuO7Zs2WJvu+uuu/j7779ZuXLlWd8vMzMTf39/MjIyqFOnTsX8EHLOFm1M4Z5P/wLguataM+KiKCdXJCIirqA8398O7XkpKChg3bp1DBw4sFT7wIEDiY+PL/OYlStXnrL/oEGDWLt2LYWFhQ6rVS7cxr0ZTPwqAYAxPaMVXERExCE8HPni6enpFBUVERISUqo9JCSE1NTUMo9JTU0tc3+LxUJ6ejphYWGltuXn55Ofn29/npmZWUHVS3mkHcvjjjlrySu00rd5fZ68vKWzSxIRkWqqUgbsmkylp8cahnFK29n2L6sdYNq0afj7+9tvERERFVCxlEe+pYi75qwjJSOPxvVr8eZNHXDXlGgREXEQh4aXoKAg3N3dT+llSUtLO6V3pURoaGiZ+3t4eBAYGHjK/pMmTSIjI8N+S05OrrgfQM7KMAyeWvAPfyUdxc/bg/dHdqaOt6ezyxIRkWrMoeHFy8uLTp06sWTJklLtS5YsoUePHmUe071791P2//nnn+ncuTOenqd+KZrNZurUqVPqJpVndvxuvlq7FzcTzLi5I43q13Z2SSIiUs05/LTRxIkT+eCDD/joo4/YsmULEyZMICkpibvuuguw9ZyMHDnSvv9dd93Fnj17mDhxIlu2bOGjjz7iww8/5KGHHnJ0qVJOv29P5/mFtllhkwbH0qdZfSdXJCIiNYFDB+wC3HDDDRw6dIhnn32WlJQUWrduzaJFi4iKss1ESUlJKbXmS0xMDIsWLWLChAm8/fbbhIeH8+abbzJ8+HBHlyrlkHw4h/s+/4siq8E1HRtw+8W62KKIiFQOh6/zUtm0zovj5RUWMfzdeDbtz6RtQ3++urO7lv4XEZELUmXWeZHqxzAMHv9mI5v2Z1Kvlhfv3tpJwUVERCqVwouUy9xVe5j/1z7bAN2bOtAgwMfZJYmISA2j8CLnbO3uwzzz/WYAHhvcgh5NgpxckYiI1EQKL3JO0o7lcfenf2GxGlzeNoxxFzdydkkiIlJDOXy2kbg+S5GV+z9bz8Fj+TQLqc3Lw9uecYVkERFxYYYBRYVQlG+7t+RDUUFxW4Gt3WqFhp2cVqLCi5zV60u28WfiYWp5ufPurZ2oZdafjYhIhSmygCXPFgwsebawYMm3hYRSjwtOuj/LtpIAUlabPZSc+LhkW8HZa/b0hSdSHP+7OQ19C8kZ/fbvAd6J2wnAi8Pb0lgr6IpIdWO1FoeG4lthbnEwyIXCvBMCRUl73kntZ7i3B5I8W4go2WYPH3lgWJ39GzgLE3iYwd0M7p62x57Onayh8CKnlXw4hwlf/g3AqO5RDGsX7uSKRKRGKDltUZhjCxIl95a8E9qKb5YTH+ed+th+TN4JYaTkvjiQnEtPQ2UxuYOHty0glNzczeDhVXxvBnevk+5P3H7y/Un72x97FocRr+P7unuWva9b1VsOQ+FFypRvKeK+z/4iI7eQdg39efzyWGeXJCJVhWHYQkFBtu1WmAMFOVCYfdJ9ru1xYW7xfiVBpHhbQc6pAaXksVHknJ/NzaM4PHjbehc8zKd5bgaPk5+ffH/SY/eT9zkhYJS0V8GgUBUpvEiZpi7cwt97M/D38eTtWzpi9tB/UCIuyVoEBVm28JCfVfw463jwOPFx/rETAkn2Cfvk2PYrzDneRiUtzm5ys42v8PQpvvkeDxKlnnufus3Dx9Ze6t7n+P4l4aOkzcMb3PW16Ar0KckpFv+Tyscr9wDwfze0o2FdXydXJFLDFFkgP9MWJk68FZz4POuEtuJAkp916nNLrmNr9SgODV61bDdPH/CsBV6+ZT/29Dlhv+LwYb/5nNru7gma3SgnUXiRUvYeyeGR/9nGudzRuxGXtAhxckUiLsZSYAseeRmQdxTyih/nZ9oel4SSvEzIzyi+LwkkxY8Lcyq+LjcP8Kptu5lrF4eNk+9LHheHEc+SNt/j+5QElZJ7neYQJ1B4EbvCIiv/+SKBzDwL7SICeGhgc2eXJFL5DKM4XByF3KNl3JeEkgzbLfeEx3kZFdvT4eENZj/bzas2ePsXhw8/WwAx+4HXiY9LgsmJIcXPFjI8zOrBkGpD4UXspv+yjXV7juBn9uCtGzvg5aEFmMWFGYatJyPnMOQehpwjkHvE9jj3yGluR233FTFY1MsPvOvYAoe5+N67TvHj4nuz3/HtJSHFu05xIPGzDegUkVMovAgAv29Pt6/nMm14GyIDNc5FqpiCbMg5BNnptvuSW6nnh233JQHFajn/93M3g08AeAecdO9ve+ztf8Lzk27mOjqdIuJACi9CelY+E75KwDDgpq6RDG2r9VykEhQVQvZByEqzBZDsgyfcip/npBc/Tj//0zGevuBTF3zqgW/d4499ih/71isOJiXbAmzPPX10mkWkilJ4qeEMw+Dhr/+2X7fo6aEtnV2SuDKr1dbzkXUAslJtwSTrwEn3aZCdZusZKS93M9QKAt9A2+3Ex771igPKiY/rOX0lUBGpeAovNdzcVXtYuvUgXh5uvHlTB3y81NUtZTAM2ymZY/vhWCocS4HMFNt91oHitlRbKCnPqRqTO9Sqb7vVrn/8sW9g8eOgE54H2QahqjdEpMZTeKnBth84xvMLtwDw2GUtaBFax8kViVNYrbbQkbkPMvZB5n7b48z9xx8fS7Vdi+Vc+QZB7RDwC7Hd1w4uvg8pDirBUCvYdprGTQPDRaR8FF5qqHxLEf/5IoF8i5Xezeozuke0s0sSRynIhoy9cDQZMkpue21BJSPZFlCshef2Wr5B4BcGdcJsQaROeHFICSsOKqG2YOLu6difSURqNIWXGuq1n7exOSWTerW8ePXatri5qSveZVny4WgSHNkDRxJtj+23PbYxKGdjcisOJeHFtwbFtzDwK27zC7WtFSIi4mQKLzXQHzvSmbl8FwAvXtOG4DreTq5IzirnMBxOtIWTUve7beNOznadGXMd8I+AgAjwb2h77N/w+K12qK7pIiIuQ/9a1TAZuYU8+JVt+f+bukYysFWokysSu7xMOLwTDu2EQzts94d3wuFdZ5+Z41kL6kZD3SgIiIKAyBNuEbaxJSIi1YTCSw3zzHebSM3MIzrQl6eGxjq7nJrHMGzjTdK3Qvp2SN9WfL/dNrX4TGqHQr0YqBtz/L5utO2xb6Bm4YhIjaHwUoMs/ieV+ev34WaC165vj6+XPn6HsVptg2HTtsDBLXBwKxz81xZSCrJOf1yt+hDYBAIbQ73Gx+/rxdiuTyMiIgovNUV6Vj5PfLMRgDv7NKZTlE4jVJicw3DgHziwyXaf9q8tqJwupLh52kJJUFMIama7BTa1tfkEVGrpIiKuSOGlBjAMgye/+YdD2QW0CPVj/ICmzi7JNVmttoGyqRshdQOkbLCFlWMpZe/v7mULJvWbQ/3Y4vsWtl4UTSUWETlvCi81wLcJ+1m8KRUPNxOvXd8Os4dW0T0rq9U2WHb/etifACkJtrBScKzs/etGQ0hrCG4JIa0gOBbqNVJIERFxAIWXai41I4+nv/0HgP/0b0qrcH8nV1QFGYZtFdl9f8G+dbbb/oSyg4q7GUJaQmhbCG1juwW3BG+tTiwiUlkUXqoxwzCYNH8DmXkW2jX05+6+jZ1dUtVQmGfrSUleDXvX2G5lnfrx8LGFk/D2ENbedh/UXOuhiIg4mf4VrsYWJOyzXXTR3Y1Xr2uHh3sNvYZMzmFI/hOSVkLSKtupoKKC0vuY3G2nexp0hAadbDcFFRGRKkn/MldTB4/l88z3mwH4z4CmNA3xc3JFlSjrIOz5w3bb/TukbT51n1rBENEVGnax3cI7gJdv5dcqIiLlpvBSTU3+7h+O5hTSKrwOd/Ru5OxyHCsvA3b/AYnLYNcy27oqJwtqBpEXQWR3261utBZ1ExFxUQov1dCijSks2mibXfTytW3xrG6ni4ossG8t7PgVdi21DbQ1ikrvE9wKontCdC+I6gm1gpxTq4iIVDiFl2rmSHaBfXbR3X0bV5/ZRcdSYfvPsOMX2BkH+Rmlt9drDI36QEwfiL4YagU6pUwREXE8hZdq5rkfNpOeVUDT4Nrcd0kTZ5dz/gzDNiNo20+w9Ufb4xN5B0DjftC4PzTqa7v4oIiI1AgKL9XIsm0H7dcuevnatq63GF1RoW2Q7ZYf4N+FcGx/6e3hHaHpQGgywDYryM3Ffj4REakQCi/VRG5BEU8usF27aFSPaDpEusi1iywFtnErmxbAth8h98jxbV61bb0rzS6DJpeCX4jTyhQRkapD4aWaeOPX7SQfziXM35sHBzZ3djlnVlQIicth03xbL0ve0ePbfAOh+RCIvcI2hsXD7LQyRUSkalJ4qQa2pGTy/opdADx7ZWtqm6vgx2oYtsXhNnwJG/8HOenHt9UOgZZXQcsrbdOZdTpIRETOoAp+y0l5FFkNJs3fSJHV4LJWoVzasoqdWsnYBxu+gL+/gPRtx9t9A21hpdU1ENVDgUVERM6ZwouL++zPPSQkH6W22YMpV7Rydjk2RYW2WUJ/fQI7loBhtbV7eEOLy6HtjdD4Ei29LyIi50XfHi7sQGYeLy/eCsDDg5oT6u/t3IKO7IF1s2D9p5Cddrw9sge0v9nW06KrL4uIyAVSeHFhz/6wmWP5FtpHBHDrRVHOKcJqhcQ4WP0+bFt8vJelVn1bYOkwEoJceL0ZERGpchReXNTv29NZuCEFNxO8cHVr3N0q+To9BTmQ8Cn8+V84tP14e6O+0HksNB8M7p6VW5OIiNQICi8uqMBi5envbJcAGNk9unIvAZB1EFbPhDUfQO5hW5uXn62XpcvtUL9Z5dUiIiI1ksKLC/rw90R2HcwmqLaZCZdWUlg4sht+nw4Jn0FRvq0tIAq632sLLma/yqlDRERqPIUXF7P/aC5v/mo7TfP4kBb4+zj41MyhnbDidfj78+NXbm7QCXo8ALHDNMVZREQqncKLi3nuh83kFhbRJbouV3do4Lg3OrQTlr0MG786Pgi3cX/o/RBEdgdTJY+xERERKabw4kKWbTvIj/+k4u5m4tkrW2NyRIDITIFlL8Jfc473tDQdCH0ehYadK/79REREysnNkS9+5MgRRowYgb+/P/7+/owYMYKjR4+e8ZjRo0djMplK3S666CJHlukS8i1FTPluEwCjukcTG1bB66XkHoVfnoE3O8C62bbg0nQgjFsKt3yt4CIiIlWGQ3tebr75Zvbu3cvixYsBuOOOOxgxYgTff//9GY+77LLLmDVrlv25l5eXI8t0CbP/2E1iejb1/cyMv7Rpxb1wkQXWfgRxU49f0blhV7j0Gduy/SIiIlWMw8LLli1bWLx4MatWraJbt24AvP/++3Tv3p2tW7fSvPnpr3xsNpsJDQ11VGku5+CxfN76bQcAjwxqTh3vChqku2sZLH4M0jbbntdvAf0n29Zo0ZgWERGpohx22mjlypX4+/vbgwvARRddhL+/P/Hx8Wc8Ni4ujuDgYJo1a8a4ceNIS0s74/7V3Ws/byUr30Lbhv4M79jwwl/wyB74cgR8coUtuPjUhctfg7v+gBZDFFxERKRKc1jPS2pqKsHBwae0BwcHk5qaetrjBg8ezHXXXUdUVBSJiYk89dRTXHLJJaxbtw6z2XzK/vn5+eTn59ufZ2ZmVswPUEX8sy+DL9cmAzB5WEvcLmQl3SIL/PkeLH0BCnPA5GZbDbff4+Bbr4IqFhERcaxyh5cpU6bwzDPPnHGfNWvWAJQ5G8YwjDPOkrnhhhvsj1u3bk3nzp2Jiopi4cKFXHPNNafsP23atLPW46oMw+DZ7zdjGHBFu3A6RV1AwEjdCN/dD/vX255H9YTBL0No64opVkREpJKUO7zcd9993HjjjWfcJzo6mg0bNnDgwIFTth08eJCQkJBzfr+wsDCioqLYvn17mdsnTZrExIkT7c8zMzOJiIg459evyhZtTGX17sN4e7rx2OAW5/cihXmw7CX44w3bDCKzPwx8DjqMADeHTjYTERFxiHKHl6CgIIKCgs66X/fu3cnIyGD16tV07doVgD///JOMjAx69Dj3WSyHDh0iOTmZsLCwMrebzeYyTye5urzCIqYu2gLAXX0aEx7gU/4XSf0H5o87PiA39goY8gr4aTC0iIi4Lof9r3dsbCyXXXYZ48aNY9WqVaxatYpx48YxdOjQUjONWrRowTfffANAVlYWDz30ECtXrmT37t3ExcUxbNgwgoKCuPrqqx1VapX0/vJd7DuaS7i/N3f2bly+g61WiJ8B7/ezBZda9eGGT+GGOQouIiLi8hy6zsunn37KAw88wMCBAwG44oormDFjRql9tm7dSkZGBgDu7u5s3LiRTz75hKNHjxIWFka/fv348ssv8fOrORf+O3gsn/eW7QTg0cEt8PEqx/WDMvbBgrsgcbntebPBcMVbULu+AyoVERGpfA4NL/Xq1WPu3Lln3McwDPtjHx8ffvrpJ0eW5BKm/7KN7IIi2jX054p24ed+4PZfYP7ttsXmPH1h0FToNFpTn0VEpFrRtY2qmB1pWXyxxjY1+vEhsed2/SKrFZa/DHEvAgaEtYfhH0JQE4fWKiIi4gwKL1XMS4v/pchqMCA2hG6NAs9+QM5hmH8H7Fhie975NrjsRfCofoOYRUREQOGlSlmdeJglmw/g7mY6t6nRKRvgy1vgaBJ4eMPQ6dD+JofXKSIi4kwKL1WEYRi8UDw1+oYuETQJrn3mA7b9DP8bAwVZUDcabpgLoW0cX6iIiIiTKbxUEQs3pvB38lF8vdwZP+AsV41e8wEsehgMK8T0ges/tl2fSEREpAZQeKkCCixWXl68FYA7ezcm2M+77B2tVljyFKwsnm7e/lYY+n/g4VVJlYqIiDifwksV8PnqJJIO51Dfz8y43jFl72TJh3m3w5bvbM8veRIufkjToEVEpMZReHGynAILb/22A4D/9G+Kr1cZH0lBDnx5K+z8Fdy94Kp3oc21lVypiIhI1aDw4mSz43eTnpVPZD1fru9cxgUl87Pg8xth9wrwrAU3fQ6N+lR+oSIiIlWEwosTZeQW8l6c7TIAEy5tipfHSZeaysuAT6+D5D/Byw9u/R9EXuSESkVERKoOhRcnen/5LjLzLDQLqc0V7RqU3phzGOZeA/vXg3cAjJgPDTo5pU4REZGqROHFSQ4ey+ejPxIBeHBgc9zdThh4m3/seHDxDYSR32oNFxERkWIKL07yTtwOcoovvjiwZcjxDZZ8+OLm48Fl9EIIjnVeoSIiIlWM29l3kYq272gun65KAuDhQS2OX3zRWgTzxkLicvCqDbfOU3ARERE5icKLE7z5y3YKiqx0bxRIzybFF180DPhhAmz53jYd+sbPILyDcwsVERGpghReKlnSoRzm/bUXgIcGNTve6/Lrs/DXx2Byg+Efajq0iIjIaSi8VLK3l+7AYjXo3aw+naLq2RrXzYbfX7c9HjodWl7hrPJERESqPIWXSpR8+Hivy3/6F198MWkVLHzI9rjfE9BplJOqExERcQ0KL5WopNfl4qZBdIqqCxl7bcv+Wwuh5VXQ+2FnlygiIlLlKbxUkuTDOfxvna3XZfyAprbrFX1xM2QfhJA2cNU7usiiiIjIOdA6L5XknbgTel0i68L8cZDyt20tlxs/Ba9azi5RRETEJajnpRLsPZLD12tPGOsS/xZs/BpM7nDdx1A3yskVioiIuA6Fl0rwTtxOLFaDXk2C6OyZCL8+Y9tw2YsQc7FzixMREXExOm3kYPuO5vL12mQAJvQJh3lXgtUCra6GruOcXJ2IiIjrUc+Lg81ctpPCIoMejQPptOVlOLwT6jSAof+nAboiIiLnQeHFgdKz8vlija3X5enGO+GvTwATXP1f8Knr3OJERERclMKLA836I5F8i5V+4Raar3nC1thrvMa5iIiIXACFFwc5llfIJyv3YMLKqx7vYso9AmHtoe/jzi5NRETEpSm8OMjcVUkcy7MwIeB3AtNWgqcvDP8APLycXZqIiIhLU3hxgLzCIj78PZH6HOVuy1xb44BnIKipcwsTERGpBjRV2gG+XreX9Kx8Zvp+gaclC8I7QJexzi5LRESkWlDPSwWzFFmZuXwnPd02MtC6HExutmnRbu7OLk1ERKRaUM9LBfthQwpphzOY6z3b1tBlnK3nRURERCqEel4qkGEYvLdsJ3e5f08UKVA7FC55wtlliYiIVCsKLxVoxfZ08g5s4x6P72wNl00Db3/nFiUiIlLNKLxUoA9+T+QZj48xmwqhcX/b9YtERESkQim8VJCtqcco2vEbfdw3YLh5wZBXdO0iERERB1B4qSAfrtjJwx5fAmDqchsENnZyRSIiItWTwksFSDuWR87f39LebRdFHr5w8UPOLklERKTaUnipAJ/G7+I/brZeF/ce90Lt+k6uSEREpPpSeLlAuQVFHFk1h6Zu+yjw8oce9zu7JBERkWpN4eUCLVi7izusXwHg3vtBTY0WERFxMIWXC2C1GqQve4+GpnSyzcG4d7vD2SWJiIhUewovF2DFpl3clFfc69LvMfD0cXJFIiIi1Z/CywVI+eVtgkyZHDJH4N1lpLPLERERqREUXs7TztTD9D063/ak90Pg7uncgkRERGoIhZfz9PePHxFqOsJR90ACu93s7HJERERqDIWX85CVV0js7jkAHGk9Gjy8nFuQiIhIDaLwch7if11ArGk3uZiJGnifs8sRERGpURReyskwDOqsfw+A3RFX4VarnpMrEhERqVkUXsopYf1qLrKsxWqYaDjkQWeXIyIiUuM4NLy88MIL9OjRA19fXwICAs7pGMMwmDJlCuHh4fj4+NC3b182bdrkyDLL5VjcmwD8G9ALv7DmTq5GRESk5nFoeCkoKOC6667j7rvvPudjXn75ZV5//XVmzJjBmjVrCA0N5dJLL+XYsWMOrPTcpOxPpmvGTwD49R3v3GJERERqKIeGl2eeeYYJEybQpk2bc9rfMAymT5/OE088wTXXXEPr1q35+OOPycnJ4bPPPnNkqedk56I38DYVstOzGRHt+zu7HBERkRqpSo15SUxMJDU1lYEDB9rbzGYzffr0IT4+vsxj8vPzyczMLHVzhLzcbGL32i4FcKzjnWAyOeR9RERE5MyqVHhJTU0FICQkpFR7SEiIfdvJpk2bhr+/v/0WERHhkNoO7t1JllsdUgmidf8RDnkPERERObtyh5cpU6ZgMpnOeFu7du0FFWU6qVfDMIxT2kpMmjSJjIwM+y05OfmC3vt0Ipq2JfLJDbiN/QkPL7ND3kNERETOzqO8B9x3333ceOONZ9wnOjr6vIoJDQ0FbD0wYWFh9va0tLRTemNKmM1mzObKCRMmNzeCI5pUynuJiIhI2codXoKCgggKCnJELcTExBAaGsqSJUvo0KEDYJuxtGzZMl566SWHvKeIiIi4FoeOeUlKSiIhIYGkpCSKiopISEggISGBrKws+z4tWrTgm2++AWyni8aPH8/UqVP55ptv+Oeffxg9ejS+vr7cfLMufigiIiLn0fNSHk8//TQff/yx/XlJb8rSpUvp27cvAFu3biUjI8O+zyOPPEJubi733HMPR44coVu3bvz888/4+fk5slQRERFxESbDMAxnF1GRMjMz8ff3JyMjgzp16ji7HBERETkH5fn+rlJTpUVERETORuFFREREXIrCi4iIiLgUhRcRERFxKQovIiIi4lIUXkRERMSlKLyIiIiIS1F4EREREZei8CIiIiIuxaGXB3CGkgWDMzMznVyJiIiInKuS7+1zWfi/2oWXY8eOARAREeHkSkRERKS8jh07hr+//xn3qXbXNrJarezfvx8/Pz9MJpOzy6mSMjMziYiIIDk5Wdd/qgL0eVQ9+kyqFn0eVYujPg/DMDh27Bjh4eG4uZ15VEu163lxc3OjYcOGzi7DJdSpU0f/EFQh+jyqHn0mVYs+j6rFEZ/H2XpcSmjAroiIiLgUhRcRERFxKQovNZDZbGby5MmYzWZnlyLo86iK9JlULfo8qpaq8HlUuwG7IiIiUr2p50VERERcisKLiIiIuBSFFxEREXEpCi8iIiLiUhReapBp06bRpUsX/Pz8CA4O5qqrrmLr1q3OLkuKTZs2DZPJxPjx451dSo21b98+br31VgIDA/H19aV9+/asW7fO2WXVSBaLhSeffJKYmBh8fHxo1KgRzz77LFar1dml1RjLly9n2LBhhIeHYzKZWLBgQanthmEwZcoUwsPD8fHxoW/fvmzatKlSalN4qUGWLVvGvffey6pVq1iyZAkWi4WBAweSnZ3t7NJqvDVr1jBz5kzatm3r7FJqrCNHjtCzZ088PT358ccf2bx5M6+99hoBAQHOLq1Geumll3jvvfeYMWMGW7Zs4eWXX+aVV17hrbfecnZpNUZ2djbt2rVjxowZZW5/+eWXef3115kxYwZr1qwhNDSUSy+91H6NQUfSVOka7ODBgwQHB7Ns2TJ69+7t7HJqrKysLDp27Mg777zD888/T/v27Zk+fbqzy6pxHnvsMf744w9WrFjh7FIEGDp0KCEhIXz44Yf2tuHDh+Pr68ucOXOcWFnNZDKZ+Oabb7jqqqsAW69LeHg448eP59FHHwUgPz+fkJAQXnrpJe68806H1qOelxosIyMDgHr16jm5kprt3nvv5fLLL2fAgAHOLqVG++677+jcuTPXXXcdwcHBdOjQgffff9/ZZdVYvXr14tdff2Xbtm0A/P333/z+++8MGTLEyZUJQGJiIqmpqQwcONDeZjab6dOnD/Hx8Q5//2p3YUY5N4ZhMHHiRHr16kXr1q2dXU6N9cUXX/DXX3+xZs0aZ5dS4+3atYt3332XiRMn8vjjj7N69WoeeOABzGYzI0eOdHZ5Nc6jjz5KRkYGLVq0wN3dnaKiIl544QVuuukmZ5cmQGpqKgAhISGl2kNCQtizZ4/D31/hpYa677772LBhA7///ruzS6mxkpOT+c9//sPPP/+Mt7e3s8up8axWK507d2bq1KkAdOjQgU2bNvHuu+8qvDjBl19+ydy5c/nss89o1aoVCQkJjB8/nvDwcEaNGuXs8qSYyWQq9dwwjFPaHEHhpQa6//77+e6771i+fDkNGzZ0djk11rp160hLS6NTp072tqKiIpYvX86MGTPIz8/H3d3diRXWLGFhYbRs2bJUW2xsLPPmzXNSRTXbww8/zGOPPcaNN94IQJs2bdizZw/Tpk1TeKkCQkNDAVsPTFhYmL09LS3tlN4YR9CYlxrEMAzuu+8+5s+fz2+//UZMTIyzS6rR+vfvz8aNG0lISLDfOnfuzC233EJCQoKCSyXr2bPnKUsHbNu2jaioKCdVVLPl5OTg5lb6K8rd3V1TpauImJgYQkNDWbJkib2toKCAZcuW0aNHD4e/v3peapB7772Xzz77jG+//RY/Pz/7OUt/f398fHycXF3N4+fnd8p4o1q1ahEYGKhxSE4wYcIEevTowdSpU7n++utZvXo1M2fOZObMmc4urUYaNmwYL7zwApGRkbRq1Yr169fz+uuvc9tttzm7tBojKyuLHTt22J8nJiaSkJBAvXr1iIyMZPz48UydOpWmTZvStGlTpk6diq+vLzfffLPjizOkxgDKvM2aNcvZpUmxPn36GP/5z3+cXUaN9f333xutW7c2zGaz0aJFC2PmzJnOLqnGyszMNP7zn/8YkZGRhre3t9GoUSPjiSeeMPLz851dWo2xdOnSMr8zRo0aZRiGYVitVmPy5MlGaGioYTabjd69exsbN26slNq0zouIiIi4FI15EREREZei8CIiIiIuReFFREREXIrCi4iIiLgUhRcRERFxKQovIiIi4lIUXkRERMSlKLyISLnMnj2bgIAAZ5chIjWYwotINTF69GhMJhN33XXXKdvuueceTCYTo0ePrvzCThIXF4fJZOLo0aPOLkVEXJTCi0g1EhERwRdffEFubq69LS8vj88//5zIyMgLfv3CwsILfo3zVVRUVGUvyufM34tITaTwIlKNdOzYkcjISObPn29vmz9/PhEREXTo0KHUvosXL6ZXr14EBAQQGBjI0KFD2blzp3377t27MZlMfPXVV/Tt2xdvb2/mzp17ynseOnSIrl27csUVV5CXl4dhGLz88ss0atQIHx8f2rVrx//+9z/7a/br1w+AunXrnrE3qOT01A8//EDLli0xm83s2bOHgoICHnnkERo0aECtWrXo1q0bcXFx9uP27NnDsGHDqFu3LrVq1aJVq1YsWrTIvn3ZsmV07doVs9lMWFgYjz32GBaLxb49Ojqa6dOnl6qlffv2TJkyxf7cZDLx3nvvceWVV1KrVi2ef/55AL777js6d+6Mt7c3QUFBXHPNNfZjLrRuETlO4UWkmhkzZgyzZs2yP//oo4/KvBJvdnY2EydOZM2aNfz666+4ublx9dVXn9K78eijj/LAAw+wZcsWBg0aVGrb3r17ufjii2nRogXz58/H29ubJ598klmzZvHuu++yadMmJkyYwK233sqyZcuIiIhg3rx5AGzdupWUlBTeeOON0/4sOTk5TJs2jQ8++IBNmzYRHBzMmDFj+OOPP/jiiy/YsGED1113HZdddhnbt28HbFdPz8/PZ/ny5WzcuJGXXnqJ2rVrA7Bv3z6GDBlCly5d+Pvvv3n33Xf58MMP7eGjPCZPnsyVV17Jxo0bue2221i4cCHXXHMNl19+OevXr+fXX3+lc+fO9v0vpG4ROUmlXP5RRBxu1KhRxpVXXmkcPHjQMJvNRmJiorF7927D29vbOHjwoHHllVfarwZblrS0NAOwXxU2MTHRAIzp06eX2m/WrFmGv7+/sXXrViMyMtK4//77DavVahiGYWRlZRne3t5GfHx8qWPGjh1r3HTTTYZhHL9S7ZEjR87488yaNcsAjISEBHvbjh07DJPJZOzbt6/Uvv379zcmTZpkGIZhtGnTxpgyZUqZr/n4448bzZs3t9drGIbx9ttvG7Vr1zaKiooMwzCMqKgo4//+7/9KHdeuXTtj8uTJ9ueAMX78+FL7dO/e3bjlllvKfN8LrVtESvNwanISkQoXFBTE5Zdfzscff4xhGFx++eUEBQWdst/OnTt56qmnWLVqFenp6fYel6SkJFq3bm3f78TegxK5ubn06tWLm266qVTPyebNm8nLy+PSSy8ttX9BQcEpp63OhZeXF23btrU//+uvvzAMg2bNmpXaLz8/n8DAQAAeeOAB7r77bn7++WcGDBjA8OHD7a+xZcsWunfvjslksh/bs2dPsrKy2Lt3b7nGBZ38e0lISGDcuHFl7nuhdYtIaQovItXQbbfdxn333QfA22+/XeY+w4YNIyIigvfff5/w8HCsViutW7emoKCg1H61atU65Viz2cyAAQNYuHAhDz/8MA0bNgSwB6CFCxfSoEGDU44pLx8fn1JBw2q14u7uzrp163B3dy+1b8kplttvv51BgwaxcOFCfv75Z6ZNm8Zrr73G/fffj2EYpV4PwDAMAHu7m5ubva1EWQNyT/69+Pj4nPbnuNC6RaQ0jXkRqYYuu+wyCgoKKCgoOGWcCtgG2W7ZsoUnn3yS/v37Exsby5EjR8759d3c3JgzZw6dOnXikksuYf/+/QD2gbVJSUk0adKk1C0iIgKw9aaAbfZQeXXo0IGioiLS0tJOef3Q0FD7fhEREdx1113Mnz+fBx98kPfff99eX3x8fKlwEh8fj5+fnz1s1a9fn5SUFPv2zMxMEhMTz1pb27Zt+fXXXx1St4iUpp4XkWrI3d2dLVu22B+frG7dugQGBjJz5kzCwsJISkriscceK/d7fPrpp9x0001ccsklxMXFERoaykMPPcSECROwWq306tWLzMxM4uPjqV27NqNGjSIqKgqTycQPP/zAkCFD8PHxOeeBqc2aNeOWW25h5MiRvPbaa3To0IH09HR+++032rRpw5AhQxg/fjyDBw+mWbNmHDlyhN9++43Y2FjAtt7N9OnTuf/++7nvvvvYunUrkydPZuLEibi52f5f7pJLLmH27Nn2mT9PPfVUmb/Dk02ePJn+/fvTuHFjbrzxRiwWCz/++COPPPLIBdctIidx4ngbEalAJQN2T+fkAbtLliwxYmNjDbPZbLRt29aIi4szAOObb74xDOP4gN3169eXep2SAbslCgsLjWuuucaIjY01Dhw4YFitVuONN94wmjdvbnh6ehr169c3Bg0aZCxbtsx+zLPPPmuEhoYaJpPptIOIT36fEgUFBcbTTz9tREdHG56enkZoaKhx9dVXGxs2bDAMwzDuu+8+o3HjxobZbDbq169vjBgxwkhPT7cfHxcXZ3Tp0sXw8vIyQkNDjUcffdQoLCy0b8/IyDCuv/56o06dOkZERIQxe/bsMgfslvyeTjRv3jyjffv2hpeXlxEUFGRcc801FVa3iBxnMoyTTu6KiIiIVGEa8yIiIiIuReFFREREXIrCi4iIiLgUhRcRERFxKQovIiIi4lIUXkRERMSlKLyIiIiIS1F4EREREZei8CIiIiIuReFFREREXIrCi4iIiLgUhRcRERFxKf8PSJgcVU2hIk4AAAAASUVORK5CYII=",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -327,9 +344,9 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -384,21 +401,21 @@
     "    return vUntransf(vT3_wi(x))\n",
     "\n",
     "\n",
-    "plt.figure()\n",
-    "\n",
-    "plt.plot(mGridPlots, v3_wi(mGridPlots), label=\"Will\")\n",
-    "plt.plot(mGridPlots, v3_no(mGridPlots), label=\"No Will\")\n",
-    "plt.title(\"Period 3: Value functions\")\n",
-    "plt.xlabel(\"Market resources\")\n",
-    "plt.legend()\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(mGridPlotsC, c3_wi(mGridPlotsC), label=\"Will\")\n",
-    "plt.plot(mGridPlotsC, c3_no(mGridPlotsC), label=\"No Will\")\n",
-    "plt.title(\"Period 3: Consumption Functions\")\n",
-    "plt.xlabel(\"Market resources\")\n",
-    "plt.legend()\n",
-    "plt.show()"
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(mGridPlots, v3_wi(mGridPlots), label=\"Will\")\n",
+    "ax.plot(mGridPlots, v3_no(mGridPlots), label=\"No Will\")\n",
+    "ax.set_title(\"Period 3: Value functions\")\n",
+    "ax.set_xlabel(\"Market resources\")\n",
+    "ax.legend()\n",
+    "make_figs(\"vFuncWillThirdPeriod\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(mGridPlotsC, c3_wi(mGridPlotsC), label=\"Will\")\n",
+    "ax.plot(mGridPlotsC, c3_no(mGridPlotsC), label=\"No Will\")\n",
+    "ax.set_title(\"Period 3: Consumption Functions\")\n",
+    "ax.set_xlabel(\"Market resources\")\n",
+    "ax.legend()\n",
+    "make_figs(\"cFuncWillThirdPeriod\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")"
    ]
   },
   {
@@ -430,7 +447,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -483,7 +500,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -539,14 +556,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure decisionRuleWill in Figures/DCEGM-Upper-Envelope\n",
+      "Saving figure vFuncWillSecondPeriod in Figures/DCEGM-Upper-Envelope\n",
+      "Saving figure cFuncWillSecondPeriod in Figures/DCEGM-Upper-Envelope\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -554,9 +580,9 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -564,9 +590,9 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -583,11 +609,12 @@
     ")\n",
     "\n",
     "# Plot the optimal decision rule\n",
-    "plt.plot(m2_env, inds2_env)\n",
-    "plt.title(\"$w^*(m)$\")\n",
-    "plt.ylabel(\"Write will (1) or not (0)\")\n",
-    "plt.xlabel(\"Market resources: m\")\n",
-    "plt.show()\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(m2_env, inds2_env)\n",
+    "ax.set_title(\"$w^*(m)$\")\n",
+    "ax.set_ylabel(\"Write will (1) or not (0)\")\n",
+    "ax.set_xlabel(\"Market resources: m\")\n",
+    "make_figs(\"decisionRuleWill\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")\n",
     "\n",
     "# With the decision rule, we can find unconditional consumption\n",
     "c2_env = np.zeros_like(m2_env) + np.nan\n",
@@ -608,25 +635,27 @@
     "kink_idx = np.where(np.diff(inds2_env) != 0.0)\n",
     "\n",
     "# Plot the conditional and unconditional value functions\n",
-    "plt.plot(m2_env, v2_cond_wi(m2_env), label=\"Cond. Will\")\n",
-    "plt.plot(m2_env, v2_cond_no(m2_env), label=\"Cond. No will\")\n",
-    "plt.plot(m2_env, v2(m2_env), \"k--\", label=\"Uncond.\")\n",
-    "plt.plot(m2_env[kink_idx], v2(m2_env[kink_idx]), \"rX\", label=\"Primary kink\")\n",
-    "plt.title(\"Period 2: Value Functions\")\n",
-    "plt.xlabel(\"Market resources\")\n",
-    "plt.legend()\n",
-    "plt.show()\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(m2_env, v2_cond_wi(m2_env), label=\"Cond. Will\")\n",
+    "ax.plot(m2_env, v2_cond_no(m2_env), label=\"Cond. No will\")\n",
+    "ax.plot(m2_env, v2(m2_env), \"k--\", label=\"Uncond.\")\n",
+    "ax.plot(m2_env[kink_idx], v2(m2_env[kink_idx]), \"rX\", label=\"Primary kink\")\n",
+    "ax.set_title(\"Period 2: Value Functions\")\n",
+    "ax.set_xlabel(\"Market resources\")\n",
+    "ax.legend()\n",
+    "make_figs(\"vFuncWillSecondPeriod\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")\n",
     "\n",
     "# Plot the conditional and unconditional consumption\n",
     "# functions\n",
-    "plt.plot(m2_env, c2_cond_wi(m2_env), label=\"Cond. Will\")\n",
-    "plt.plot(m2_env, c2_cond_no(m2_env), label=\"Cond. No will\")\n",
-    "plt.plot(m2_env, c2(m2_env), \"k--\", label=\"Uncond.\")\n",
-    "plt.plot(m2_env[kink_idx], c2(m2_env[kink_idx]), \"rX\", label=\"Primary kink\")\n",
-    "plt.title(\"Period 2: Consumption Functions\")\n",
-    "plt.xlabel(\"Market resources\")\n",
-    "plt.legend()\n",
-    "plt.show()"
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(m2_env, c2_cond_wi(m2_env), label=\"Cond. Will\")\n",
+    "ax.plot(m2_env, c2_cond_no(m2_env), label=\"Cond. No will\")\n",
+    "ax.plot(m2_env, c2(m2_env), \"k--\", label=\"Uncond.\")\n",
+    "ax.plot(m2_env[kink_idx], c2(m2_env[kink_idx]), \"rX\", label=\"Primary kink\")\n",
+    "ax.set_title(\"Period 2: Consumption Functions\")\n",
+    "ax.set_xlabel(\"Market resources\")\n",
+    "ax.legend()\n",
+    "make_figs(\"cFuncWillSecondPeriod\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")"
    ]
   },
   {
@@ -652,14 +681,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure gridWillFirstPeriod in Figures/DCEGM-Upper-Envelope\n",
+      "Saving figure vFuncGridWillFirstPeriod in Figures/DCEGM-Upper-Envelope\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -667,9 +704,9 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAIjCAYAAADlfxjoAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAZiZJREFUeJzt3Qd0VNXaxvEnPYQSWugQCL33DlIV7AhiF1HE3gBR8CLYUa8FxYL4KVjAgg1ERQVpAtJ7J3RCLwkkpM+39sbkEgiQQJKTmfn/1hoz50zbcwbkyZ73vNvH5XK5BAAAAHg4X6cHAAAAAOQFgi8AAAC8AsEXAAAAXoHgCwAAAK9A8AUAAIBXIPgCAADAKxB8AQAA4BUIvgAAAPAKBF8AAAB4BYIvAEds375dPj4+Gj9+vCOvP23aNDVq1EjBwcF2HMeOHVN+ZMb23HPPOT2MfGXWrFn2uJifF9KxY0d7yc9jBJB3CL4ALui6665TSEiIjh8/fs773H777QoMDNThw4eV35kx3nTTTSpQoIDef/99ffHFFypYsKBj4/n111/dNtzOnz/fjj2//uLgjqKiouwxXbFihdNDATwOwRfABZlQe/LkSf3444+Z3h4XF6fJkyere/fuKlGihPK7xYsX2xD/4osvql+/frrjjjsUEBDgaPB9/vnnM73NHPdhw4YpPwdfM/a8DL6XXXaZPS7mZ351KWM0wdccU4IvkPMIvgCyNONbuHBhTZw4MdPbTeiNjY21AdkdHDhwwP4sWrSo8jtTiuHv7+/0MPKF+Ph4paamytfX1x4X8zO/cocxAt6Iv5EALsiUBPTs2VMzZsxID42nM4HYBGMTkI8cOaInn3xS9evXV6FChVSkSBFdeeWVWrly5UXXY/bt21eVK1fOsM8EoFGjRqlu3bo2YJQuXVr333+/jh49esHXuOuuu+z15s2b2zpM8/yGeY206+cbV1r95rfffquXX35ZFSpUsGPo0qWLtmzZctbjFy5cqKuuukrFihWzJRUNGjTQO++8k/7eTLmFYZ4z7XK+Gt/ly5fbY2qOrTnG5nX/+eefDPcxtdPmsfPmzdPAgQMVFhZmX/uGG27QwYMHdSGrVq2yY4uIiLDvrUyZMrrnnnsylLKYcQ0ePNher1KlSvrYTf32+Zj3a57X/Llq0aKF5s6de85j/PXXX9sZ7/Lly9tym5iYmHPWz44dO1ZVq1bN8LxZZZ7vkUce0YQJE1SzZk37nps2bao5c+acdd+sHP/MxmjeX7169bRu3Tp16tTJvh/zvl5//fUMjzN/Lo277747/Zim1cJv3rxZvXr1sp+HGaP5s3fLLbcoOjo6y+8V8GZMIwDIEjOb+9lnn9mwZwJCGhN0f//9d9166602cKxdu1Y//fSTevfubcPQ/v379dFHH6lDhw72H/xy5crlyHhMyDVhwISDxx57TNu2bdN7771nQ4kJe+cqXfjPf/5jg40JSS+88IIdowlLF+PVV1+1M3om6JvgYQKMOU4m6Kb5888/dc0116hs2bJ6/PHHbWBZv369pk6darfN+zBfbZv7mVrjCzHHt3379jZ0PfXUU/Z9muNrQtXs2bPVsmXLDPd/9NFHbeAeMWKEDaTmlwXz+X3zzTfnfR0znq1bt9rja8ZsXtccM/PThDwTxswvQ5s2bdJXX32lt99+WyVLlrSPNSH7XD788EP7+uY9DBgwwI6pR48edowmxJ3JlKOY2nFzjBMSEuz1zHzyySf2WLZp00ZPPPGEHbv5Rax48eKqWLGissIcP3NczJ+noKAgffDBB7Z8Z9GiRTawXszxP5P5xcw8pzl2ps78u+++09NPP21/UTRhunbt2vbP5fDhw3XffffZ1zLM+0pMTFS3bt3scTCfq/lc9uzZY/8smVKT0NDQLL1PwKu5ACALkpOTXWXLlnW1bt06w/4xY8a4zP9Kfv/9d7sdHx/vSklJyXCfbdu2uYKCglwvvPBChn3mcePGjUvf16FDB3s501133eUKDw9P3547d6597IQJEzLcb9q0aZnuP5N5TXO/xYsXZ9hvXsO81pnOHNfMmTPt42vXru1KSEhI3//OO+/Y/atXr04/ZlWqVLHPe/To0QzPmZqamn794Ycfto/LjNk/YsSI9O0ePXq4AgMDXZGRken7oqKiXIULF3ZddtllZ73Hrl27ZnitAQMGuPz8/FzHjh077zGKi4s7a99XX31ln3POnDnp+/773//afebzvBBzrEqUKOFq3ry5KykpKX3/+PHj7XNkdowjIiLOGkvabeankZiY6CpVqpSrUaNGGT6PsWPHnvW852LuZy5LlixJ37djxw5XcHCw64Ybbsj28T9zjIYZh9n3+eefZzgmZcqUcfXq1St9n/lzeebfDWP58uV2/6RJky74fgBkjlIHAFni5+dnv1JdsGBBhq+yTZmDKTMwX/caZqYsra4xJSXFfjVuvg42s6zLli3LkbFMmjTJzm5dfvnlOnToUPrFfDVtXmvmzJnKC2Y29PQZyLTZOTPbaJjZZzMTbWYgz6wnPr2cIavM8fzjjz/sDKkpFUhjZpNvu+02/f3337YU4HRm1vD01zJjNM+zY8eO876Wmb0/vbbWHN9WrVrZ7Yv9HJcsWWL/PPTv3z9D3bKZJTczvpkxZSmnj+Vcz2tKcB544IEMn4cp1cjOLGjr1q3tn6E0lSpV0vXXX2+/0TDH7GKO/5nMn09zMmUaM15TlpH2Z+Z80t6LGY85oRRA9hF8AWRZ2slraSe57d6929ZRmkBsgnFa7a352rt69eo2BJuvv81X36ZmNKfqEE2do3muUqVK2ec+/XLixIlM65BzgwlGp0sLb2l1xpGRkfZn2tfkl8rU5prAY36JOJP5itwc+127dmVrjOdiSlhMKYb5pcYET3NsTVmIcbGfY1rYrlatWob9JgSfWcOdJu01s/K85s/c6UwZwukB9ULOfLxRo0YNe8zNsb+Y438mU85x5i895jO50OeRdixMvfb//d//2b9XpuzB1EtT3wtkHTW+ALLMzIbVqlXL1nQ+88wz9qf5lvj0bg6vvPKKnn32WXsilKnPNDWWZgbYzHqaYHA+JhCc+tY5IzPTdjrzPCb0mhORMnO+GtMLvX5mzOunBfvTZbbPyOw9OOVix2jqT02rMnPymlnow8xUmuNu6lMv9DnmpAvN9rqbS/0z8+abb9qZbNNJxcw+m3rkkSNH2rrrzGqkAWRE8AWQLSbkmmBrZnDNzK+ZJUs7C90wJ+uYM9bNyUanMyffpJ38dC5m5iuzr3zP/FrenIw2ffp0tW3bNkeDkXn9zPrRmtfPzsxhmrST5tasWaOuXbue835ZLXswgd50Ati4ceNZt23YsMH+gpHVE7nOx8w+mg4eppesOcnq9Jn2M2WnZCM8PNz+NJ0vzJ+RNMnJybZ8xnS7uBhpz2vG17lz5/T9SUlJttSkYcOGWXqezN6fOXnPHPO0X6by4vhf6JiaE+HMxXS7ML+cmL8HY8aM0UsvvXTJrw14OkodAGRL2uyuCUSmwf6ZvXvNjNaZs1emJtecfZ6VoGgCxOnttkwbNNOl4czZSDMLa2aUz2RC1MUupmBe38ycmbPn05gz5i/09fW5NGnSxH49bTopnDmm049R2qpxFxq3ObZXXHGFne07vc7adM4wv4S0a9fOdhvIqVnJMz9H8z7OlNWxG82aNbMLnHz88cf2c0pjZu6z8lX/+Z7XBFMT/k7/7EzXj+z8WTD166fXL5vP3Rxrc8zNMcmr43+uY2rqh08/boYJwCZwm04PAC6MGV8A2WKCnGmtZP7xN84MvqZ1l2nHZE78MvdbvXq1DTZZmTE15RFvvfWWrV00K6qZWl0TZkyv3tNPGjKt0UzrKvMVrwnfJoyYek4zY2dCtumRe+ONN2b7vd177712xtp8nW/CtanR/fLLLy+63ZkJJKZ917XXXmvLBcwxMSdCmXBv2mKZk5SMtBOqzNfW5r2nnUiYGTOrZ1qNmZD10EMP2fpY007LBJ/T+8FeChPezIpj5vnMrKnpNWu+Vjezp2dKG7tpE2fGbD4H834zWwLanMhlev+aVlxmZtYcYxMgTUA1x/hiTvgzzGua42L+TJjnvfnmm+1Yx40bl62ZelOLbY7/6e3MjNNX1cuL42+OhTkZ0vzZN/2xzbE0bdLML4GmFZxpFWhqj00INi3wzJ8X09sXQBaco9sDAJzT+++/b9sqtWjR4qzbTDuzQYMG2dZnBQoUcLVt29a1YMGCs1qCZdbOzPjyyy9tCyvTMsq0pzJt0s5sZ3Z6u6qmTZva1zHtpOrXr+966qmnbHupi2lnZrz55puu8uXL2/ZrZuymvdW52pmd2VbqXO/p77//dl1++eV2jAULFnQ1aNDANXr06PTbTduzRx991BUWFuby8fHJ0NrszHZmxrJly1zdunVzFSpUyBUSEuLq1KmTa/78+Vl6j5m12crM7t27bRuvokWLukJDQ129e/e2xzWz8bz44ov2mPn6+maptdm7775rP09zjM2foXnz5tnPsXv37meNM7PWXed6Dx988IFtH2eet1mzZrbt2rla5J3JPJ9pK2f+/FWvXt0+R+PGjTM9Tlk5/udqZ1a3bt2zni+zP9+TJ0921alTx+Xv75/+Z2rr1q2ue+65x1W1alXbZq148eL2tadPn37B9wfgFB/zn6wEZAAAcoM5Wc6UKphFHUwZhBPMbPPDDz9sF0EB4Lmo8QUA5BnTE/jM+ZbPP//ctk/LbLlqAMhJ1PgCAPKMOXnQLFVs6lTNiW7mZDLTAcTU15p9AJCbCL4AgDxjFqowLb/effddO8tr+jz36dNHr776aoZV1wAgN1DjCwAAAK9AjS8AAAC8AsEXAAAAXoEa3yy02YmKirJNxC+2uToAAAByj6ncPX78uMqVK2cXDzoXgu8FmNCbE2uvAwAAIHeZpcYrVKhwztsJvhdgZnrTDmROrMEOAACAnGWWtTcTlWm57VwIvheQVt5gQi/BFwAAIP+6UFkqJ7cBAADAKxB8AQAA4BUIvgAAAPAKBF8AAAB4BYIvAAAAvALBFwAAAF6B4AsAAACvQPAFAACAVyD4AgAAwCsQfAEAAOAVCL4AAADwCgRfAAAAeAWCLwAAALwCwRcAAABegeALAAAAr0DwBQAAgFcg+AIAACDHJKWk6ve1+zR/yyHlN/5ODwAAAADub8uB4/p2yW79sGy3Dp1IVMsqxdWmWknlJ2434/v++++rcuXKCg4OVsuWLbVo0aLz3n/SpEmqVauWvX/9+vX166+/5tlYAQAAPNmJhGR9s3inen4wT13fmqOxc7ba0FuyUJAaVSqq1FSX8hO3mvH95ptvNHDgQI0ZM8aG3lGjRqlbt27auHGjSpUqddb958+fr1tvvVUjR47UNddco4kTJ6pHjx5atmyZ6tWr58h7AAAAcGcul0tLdhzVt4t36ZfVexWXmGL3+/n6qFPNUrqpWQV1qlVKAX75b37Vx2VG7yZM2G3evLnee+89u52amqqKFSvq0Ucf1ZAhQ866/80336zY2FhNnTo1fV+rVq3UqFEjG56zIiYmRqGhoYqOjlaRIkVy8N0AAAC4jwPH4/X90j2atGSXth6KTd8fUbKgbmpeUT0bl1epIsGOjC2rec1tZnwTExO1dOlSDR06NH2fr6+vunbtqgULFmT6GLPfzBCfzswQ//TTT+d8nYSEBHs5/UACAAB4o5RUl+ZsOqivFu3UjA0H7LYREuinq+uX1c3NK6ppeDH5+PjIHbhN8D106JBSUlJUunTpDPvN9oYNGzJ9zL59+zK9v9l/LqYs4vnnn8+hUQMAALifPcdO2lIGM7sbFR2fvr9JpaI27F7doJwKBblNjEznfiPOZWZG+fRZYjPja8opAAAAPL0N2Yz1B/T14p2avemg0ophi4YEqGfjCrqlRUXVKF1Y7sxtgm/JkiXl5+en/fv3Z9hvtsuUKZPpY8z+7NzfCAoKshcAAABvsONwrL5evEvfLd2tg8f/V+7ZOqKEDbvd6pZRcICfPIHbBN/AwEA1bdpUM2bMsJ0Z0k5uM9uPPPJIpo9p3bq1vf2JJ55I3/fnn3/a/QAAAN4qITlFf6zdb2t350ceTt9fslCgbmxa0ZYzVClZUJ7GbYKvYUoQ7rrrLjVr1kwtWrSw7cxM14a7777b3t6nTx+VL1/e1ukajz/+uDp06KA333xTV199tb7++mstWbJEY8eOdfidAAAAOLPIxNeLdun7Zbt1NC7J7jPnpV1WPUy3tqioLrVL58s2ZF4ZfE17soMHD2r48OH2BDXTlmzatGnpJ7Dt3LnTdnpI06ZNG9u7d9iwYXrmmWdUvXp129GBHr4AAMBbnExM0a+r99ra3cXbj6bvL1Mk2PbcNa3IKhQLkTdwqz6+TqCPLwAAcEcb9x3XxIU79MPyPToen5xhkQkzu9uhRpj8PWR21+P6+AIAAODCtbu/rd6nL//ZYVdXS1OhWAHd0ryiejerqNIOLTKRHxB8AQAA3Nz2Q7H2RLVJS3frSGxi+uzuFXVK67aWldS2akn5+rrHIhO5ieALAADghpJTUjV9/QFNWLhDczcfSt9fNjRYt7aoZDszePPsbmYIvgAAAG5kb/RJ25nBnKy2PyYhvTODqdm9vWW4OtX0nNrdnEbwBQAAyOdSU12au+WQrd2dsX6/Uv9tTVCiYKDtynBbi0qqWNw7OjNcCoIvAABAPnX4RIKt2524cKd2HolL39+ySnHd0SrcrqoW6M/sblYRfAEAAPIR02nW9Ns1s7vT1uxTYkqq3V8k2F+9mlbQ7S0rqVqpwk4P0y0RfAEAAPKBuMRkTV4Rpc/mb9eGfcfT9zesWNSG3WsblFOBQD9Hx+juCL4AAAAOtyL74p8dmrRkl2L+XWgiOMBXPRqVt+UM9cqHOj1Ej0HwBQAAcOBktVmbDujzBTs0a+PB9P3hJUJ0Z6tw9W5aUaEhAY6O0RMRfAEAAPLIsbhETVqy287wpp2sZlqRdawRpj5tKqtD9TAWmshFBF8AAIBctjYqWp/P36HJK/coPul/J6uZRSZMOUN4iYJOD9ErEHwBAAByQWJyqn5bs1dfLNihJTuOpu+vXbaI+rYJ13UNy3OyWh4j+AIAAOSg/THxmrBwp+29e+jEqZXV/H19dGX9srqrdbiahheTj6lvQJ4j+AIAAORA791lO49p3Lxttvdu8r9Lq5UqHGSXEb61RUWVKhLs9DC9HsEXAADgEssZPv17m1bujk7f36JycfVpc2pltQA/VlbLLwi+AAAAF7GUsCllMN0ZDhw/Vc5glg6+vmE59W1bWXXL0Xs3PyL4AgAAZNH6vTG2nOGnFVF2ttcIKxxke+/e1rKSShYKcnqIOA+CLwAAwHmkpLo0Y/1+jZu3XQu2Hk7f36BCqO5pW0VX1S9rZ3uR/xF8AQAAMnE8PknfLtmtz+ZvT19sws/XR93rldE9bSurSSW6M7gbgi8AAMBpth2KtWF30pJdik1MsftCCwTo1haV1Kd1uMoVLeD0EHGRCL4AAMDrmXZk8yMP2+4Mf208INepbmSqVqqQ7m5bWTc0Lq+QQGKTu+MTBAAAXsucoDZlZZT+b+5Wbdh3PH1/p5phuqddFbWrVpJyBg9C8AUAAF7nWFyiXV3NlDSktSMLCfTTjU0r6K42lVU1rJDTQ0QuIPgCAACvseNwrC1nMCetnUw6Vb9bukiQDbu3twhXaEiA00NELiL4AgAAj7d0xxF9PGebfl+3L71+t1aZwurfPkLXNixHOzIvQfAFAAAeKTklVb+v3a//+3urlu88lr6/Q40wG3jbVitB/a6XIfgCAACPciIhWd8u3qVx87dp15GTdl+gn696NC6ne9tHqEbpwk4PEQ4h+AIAAI+wLzreht2JC3fqeHyy3VcsJEB3tArXna3DVapwsNNDhMMIvgAAwK1t3HdcH82J1JQVUUpOPVXAW6VkQduO7MYmFVQg0M/pISKfIPgCAAC3XHBi0bYj+mjOVv214UD6/haVi+ve9lXUtXZp+fpSv4uMCL4AAMBtpKa69Of6/RozOzL9hDVzftqV9crovsuqqlHFok4PEfkYwRcAAOR7Cckp+mn5HjvDu/VgrN1nWpD1alJB910WYUsbgAsh+AIAgHzreHySPVnt03nbtD/m1AprhYP9dWercPVtW5kT1pAtBF8AAJDvHIiJ16fztmvCPzt0POFUh4YyRYLVr10V3dKiogoHs8Iaso/gCwAA8o2tB0/o47lb9f3SPUpMSbX7qoYV1P0dqqpHo/KssIZLQvAFAACOW7HrmMbMisywpHDT8GJ6oENVdalVig4NyBEEXwAA4FhLsgWRh/XezC2aH3k4fX/X2qXsDG/zysUdHR88D8EXAADkeeCdsf6A3p+1Jb0lmb+vj65vVF73d2BJYeQegi8AAMgTKaku/bp6r96fuUUb9h23+0zN7i3NK9qWZBWKhTg9RHg4gi8AAMhVicmptgfvh7Mjte3QqR68BQP9dEfrcNulgZZkyCsEXwAAkCvik1L09aKdGjtnq6Ki4+2+oiEBurtNFfVtU1mhIbQkQ94i+AIAgBxfdOLLf3bqk7+36tCJRLsvrHCQ7msfodtaVlLBIOIHnMGfPAAAkCOOxiZq3LxtGj9/u2LiTy06Ub5oAT3Qsap6N62g4AA/p4cIL0fwBQAAl7zKmilnmLhop+ISU9IXnXioYzVd16icAvxYdAL5A8EXAABclL3RJ+2iE18t3mVPYDPqliuihztVU7e6ZeTHohPIZwi+AAAgW6KOndSHsyL1jQm8/y4rbFZZe6RzNXWsESYfHwIv8ieCLwAAyJLdR+P0waxITVqyS0kpp9YVblG5uB7vWl1tqpYg8CLfI/gCAIDz2nUkzi468d3S3UpOPRV4W0UU1+Ndaqh11RJODw/IMoIvAADI1I7DsTbw/rBsT3rgbVuthB7rXF0tIwi8cD8EXwAAkIFZXe29v7bopxV77DLDRvvqJfV4l+pqVrm408MDLhrBFwAAWJEHT9jAO3nFHv2bd9WhRpge61LdnrwGuDuCLwAAXm7rwRN6Z8ZmTVkZJde/gbdzrVI28DaqWNTp4QE5huALAICX2nk4zgbeH5fvTp/h7Vr7VOBtUIHAC89D8AUAwAvbkpmShtO7NHSpVUoDLq+heuVDnR4ekGsIvgAAeIl90fG2S8PXi3em9+G9rEaYBnStrsaVqOGF5yP4AgDg4Q4cj9eYWVv15cId6UsLmwUnzAxvc7o0wIsQfAEA8FBHYhP10exIfbZgu+KTTgXe5pWLaeDlNVl4Al6J4AsAgIeJjkvSx3O3aty8bYpNTLH7THeGgZfXsP14WVoY3orgCwCAh4iJT9Knf2/TJ3O36XhCst1Xr3wRG3g71SxF4IXX85WbOHLkiG6//XYVKVJERYsWVb9+/XTixInzPqZjx472L/nplwceeCDPxgwAQF44mZhiSxoue32mRk3fbENvrTKFNeaOpvr5kXbqXKs0oRdwpxlfE3r37t2rP//8U0lJSbr77rt13333aeLEied9XP/+/fXCCy+kb4eEhOTBaAEAyH1JKan6dskuvTtjs/bHJNh9VcMK2pPWrqpXVr6+hF3A7YLv+vXrNW3aNC1evFjNmjWz+0aPHq2rrrpKb7zxhsqVK3fOx5qgW6ZMmTwcLQAAuSs11aWfV0Xp7T83afvhOLuvfNECNvDe0Li8/Ai8gPuWOixYsMCWN6SFXqNr167y9fXVwoULz/vYCRMmqGTJkqpXr56GDh2quLhT/4M4l4SEBMXExGS4AACQH7hcLv21Yb+uHv23Hv96hQ29JQsF6rlr6+ivJzvoxqYVCL2Au8/47tu3T6VKlcqwz9/fX8WLF7e3ncttt92m8PBwOyO8atUqPf3009q4caN++OGHcz5m5MiRev7553N0/AAAXKpF247o9WkbtGTHUbtdOMhf93eI0N1tq6hgkFv8cw44ztG/KUOGDNFrr712wTKHi2VqgNPUr19fZcuWVZcuXRQZGamqVatm+hgzKzxw4MD0bTPjW7FixYseAwAAl2JtVLT++/tGzdp40G4H+fuqb5vKeqBDVRUrGOj08AC34mjwHTRokPr27Xve+0RERNga3QMHDmTYn5ycbDs9ZKd+t2XLlvbnli1bzhl8g4KC7AUAACdtOxSrN//YqKmr9tptU8Jwc/OKeqxzdZUJDXZ6eIBbcjT4hoWF2cuFtG7dWseOHdPSpUvVtGlTu++vv/5SampqepjNihUrVtifZuYXAID8aF90vN6Zsdl2a0hJddl91zUsZ3vxVi5Z0OnhAW7Nx2Uq5d3AlVdeqf3792vMmDHp7czMyW5p7cz27Nljyxg+//xztWjRwpYzmNtM54cSJUrYGt8BAwaoQoUKmj17dpZf15Q6hIaGKjo62vYQBgAgN0SfTNKHsyLtamsJyaeWF+5cq5SevKKm6pTj3x8gJ/Ka21TDm+4MjzzyiA23pptDr1699O6776bfbsKwOXEtrWtDYGCgpk+frlGjRik2NtbW6ZrHDBs2zMF3AQBARgnJKfpiwQ69N3OLjsUl2X3NKxfTU91rqXnl4k4PD/AobjPj6xRmfAEAudWLd8rKKL3xx0btPnrS7qteqpCGXFnLzvSy0hrgxTO+AAB4inlbDumVX9drbdSpXvGliwTZGt5eTSrI388tWuwDbongCwBAHlkXFaNXp23QnE2nWpMVCvLXgx2r6p62VVQg0M/p4QEej+ALAEAu23PspG1N9uPyPTIFhgF+Prq9Zbge7VxNJQrRQhPIKwRfAABySXRckj6YtUXj5m9X4r+dGq5pUFaDu9VUeAlakwF5jeALAEAudGr4fP6pTg2mTZnRKqK4hl5ZWw0rFnV6eIDXIvgCAJBDTKOk39bs08jf1mvXkVOdGmqULmQDb8eaYXRqABxG8AUAIAes2HVML01dpyU7jtrtUoWD7OITvZpWsMsNA3AewRcAgEs8ce31aRs0eUWU3Q4O8NX9l1XVfZdFqGAQ/8wC+Ql/IwEAuAgnEpL14awt+r+5/1ti2PThfbJbDZUNLeD08ABkguALAEA2pKS69O2SXXrzj006dCLB7mtZpbiGXV1H9SuEOj08AOdB8AUAIIvmbj6ol39Zrw37jtvtyiVC9MxVtXV5ndKcuAa4AYIvAAAXsHn/cbvE8MyNp1ZcCy0QoMe7VNcdrcIV6M8Sw4C7IPgCAHAOR2MT9dafmzRx0U5b4uDv66M+rSvrsS7VVDQk0OnhAcgmgi8AAGdITknVl//s0NvTN6cvQHFFndIacmUtRYQVcnp4AC4SwRcAgNP8vfmQXpi6Vpv2n7DbtcoU1ohr66p11RJODw3AJSL4AgAgaefhOL30yzr9sW6/3S4WEqBBV9TULc0ryt+POl7AExB8AQBeLTYhWe/PPNWPNzEl1a6ydmercA3oWkOhIQFODw9ADiL4AgC8UmqqSz+t2KNXf9ugA8dP9eNtV62khl9bRzVKF3Z6eAByAcEXAOB1Vu46pud+XqvlO4/Z7UrFQzTsavrxAp6O4AsA8BoHjsfr9Wkb9d3S3XY7JNBPj3Supn7tqijI38/p4QHIZQRfAIDHS0xO1fj52/TujC06kZBs9/VsUl5Pd6+l0kWCnR4egDxC8AUAeLR5Ww5p+OQ1ijwYa7cbViyqEdfWUZNKxZweGoA8RvAFAHikvdEn9dIv6/XLqr12u0TBQLsARa8mFeTrSx0v4I0IvgAAjytr+HSeKWvYrLjEFJmMa9qTDbyipkIL0J4M8GYEXwCAx5Y1NA0vpheur6u65UKdHhqAfIDgCwDwuLKGkoVMWUNt9WxcnrIGAOkIvgAAjypr6NO6sgZcXoOyBgBnIfgCANzS35sPacSU/5U1NLNlDfVUp1wRp4cGIJ8i+AIA3K+sYep6/bL6f2UNQ01ZQ5PyrLoG4LwIvgAAt5CckqrPFuzQW39sVCxlDQAuAsEXAJDvrdh1TP/5cbXWRsWkd2t4kbIGANlE8AUA5Fsx8Ul64/eN+uKfHXK5ZGd2h15ZSzc1q0i3BgDZRvAFAOQ7LpdLU1ft1QtT1+ng8QS7z7Qme+bq2ipZKMjp4QFwUwRfAEC+suNwrJ6dvFZzNh202xElC+qlHvXUplpJp4cGwM0RfAEA+aYn79g5kRr91xYlJKcq0N9XD3espgc6RijI38/p4QHwAARfAIDjFm49rP/8tEZbDpyw222rldBLPeqrSsmCTg8NgAch+AIAHHMkNlEjf12vSUt3p/fkHXZ1HV3fqBw9eQHkOIIvAMCRk9e+X7ZHL/+yTkfjkuy+21pW0tPdaik0hJ68AHIHwRcAkKd2HYnTMz+u1tzNh+x2rTKF9fIN9W1vXgDITQRfAECerbw2fv52vfnHJp1MSlGQv68e71pd/dtHKMDP1+nhAfACBF8AQK5bFxWjIT+s0qrd0Xa7VURxjezZgJPXAOQpgi8AINfEJ6Xo3Rmb9dGcrUpJdalwsL+GXV3brrzGyWsA8hrBFwCQK/7ZelhDf1itbYdi7faV9cro+evqqlSRYKeHBsBLEXwBADkq+mSSXv1tvb5atMtuly4SpBeur6dudcs4PTQAXo7gCwDIMdPW7NXwyWt14HhCeouyIVfWUpFgWpQBcB7BFwBwyQ4cj9ezP63R72v32+2IkgU1smd9tYwo4fTQACAdwRcAcEkLUfy0Yo+em7LOljj4+/rogQ5V9UjnagoO8HN6eACQAcEXAHBR9sfE65kfVmvGhgN2u265IvrvjQ1Vp1wRp4cGAJki+AIAsj3L+93S3Xpx6jrFxCcrwM9Hj3eprvs7VGUhCgD5GsEXAJBlUcdO2uWGZ208aLcbVAi1s7w1yxR2emgAcEEEXwBAlmZ5v1m8Sy//sl7HE5IV6O+rAV1rqH/7KvJnlheAmyD4AgDOa/fROLsQxdzNh+x240pF9d8bG6haKWZ5AbgXgi8AIFOpqS5NXLRTI39dr9jEFAX5++rJK2rqnnZV5OfLcsMA3A/BFwBwll1H4vTUd6u0YOthu90svJhev7GBIsIKOT00ALhoBF8AQIZa3q8X79JLU9fZWd7gAF891a2W7mpTmVleAG6P4AsASO/L+/T3q9I7NjSvXMx2bKhcsqDTQwOAHEHwBQBoysoou+SwWX0t0M9XT3aroX7tIpjlBeBRCL4A4MWOxiZq2OQ1+mXVXrtdr3wRvXVTI9UoTccGAJ6H4AsAXuqvDfv19PerdfB4gp3ZfbhTNT3auRqrrwHwWARfAPAyx+OT9NLU9fpmyS67XTWsoJ3lbVixqNNDA4Bc5Ta/1r/88stq06aNQkJCVLRo0SyfnTx8+HCVLVtWBQoUUNeuXbV58+ZcHysA5FcLIg+r+6i5NvT6+Ej92lXRL4+1J/QC8ApuE3wTExPVu3dvPfjgg1l+zOuvv653331XY8aM0cKFC1WwYEF169ZN8fHxuTpWAMhv4pNS9MLP63Trx/9oz7GTqlCsgL7q30rPXlNHwQF+Tg8PAPKEj8tMi7qR8ePH64knntCxY8fOez/ztsqVK6dBgwbpySeftPuio6NVunRp+xy33HJLll4vJiZGoaGh9rFFihTJkfcAAHlpzZ5oPf71ckUejLXbtzSvqGHX1FGhIKrdAHiGrOY1j/2/3rZt27Rv3z5b3pDGHJCWLVtqwYIF5wy+CQkJ9nL6gQQAd5SS6tJHcyL11h+blJzqUljhIL3Wq7461yrt9NAAwBEeG3xN6DXMDO/pzHbabZkZOXKknn/++VwfHwDkJlPOMPCbFVq47Yjd7l63jEb2rK9iBQOdHhoAeGeN75AhQ+Tj43Pey4YNG/J0TEOHDrXT5GmXXbtOnfUMAO5i8oo96j5qjg29BQP99PqNDfThHU0IvQC8nqMzvqb+tm/fvue9T0RExEU9d5kyZezP/fv3264Oacx2o0aNzvm4oKAgewEAdxMTn6ThP63RTyui7HbjSkU16uZGCi/BksMA4HjwDQsLs5fcUKVKFRt+Z8yYkR50Tb2u6e6Qnc4QAOAOFm49rIHfrrQlDmYxCrMQxSOdqsmfxSgAwP1qfHfu3KkjR47YnykpKVqxYoXdX61aNRUqVMher1Wrlq3RveGGG2yZhOn+8NJLL6l69eo2CD/77LO200OPHj0cfjcAkDMSk1M1avomfTg7UqZHT6XiIXr75kZqGl7M6aEBQL7jNsHXLETx2WefpW83btzY/pw5c6Y6duxor2/cuNHW5aZ56qmnFBsbq/vuu8+2P2vXrp2mTZum4OBgB94BAOSsyIMn9MTXK7R6z6n/7/VuWkEjrqtLmzIA8JQ+vnmNPr4A8hvzv+1vFu/S8z+v08mkFBUNCdDIG+rryvr/O58BALxJjLf38QUATxR9MknP/LBav6zea7fbVSupN3o3VJlQvskCgAsh+AKAm1i644ge+2qFPYHN39dHg7vVVP/2EfL19XF6aADgFgi+AOAGK7B9OGuL3p6+2V4PLxGid29prIYVizo9NABwKwRfAMjH9kXHa8A3K7Rg62G73aNROb3Yo54KBwc4PTQAcDsEXwDIp6av26/B363U0bgkhQT66aUe9dSzSQWnhwUAbovgCwD5THxSil79bYPGz99ut+uVL6LRtzZRlZKswAYAl4LgCwD5yJYDJ/ToV8u1fm+M3b63XRUN7l5TQf5+Tg8NANwewRcA8olJS3Zp+OS1tjdviYKBeuOmhupUs5TTwwIAj0HwBQCHxSUm69mf1ur7ZbvTe/O+dXNDlSpMb14AyBfBNzExUQcOHFBqamqG/ZUqVcqJcQGAV9i0/7gemrDMljiYdryDrqipBztUpTcvAOSH4Lt582bdc889mj9//llLaPr4+CglJSUnxwcAHl3a8OzkNYpPSlWpwkEafWtjtYwo4fSwAMBjZTv49u3bV/7+/po6darKli1rwy4A4OJLG9pXL6m3b26kkoWCnB4aAHi0bAffFStWaOnSpapVq1bujAgAPNjmf0sbNv9b2jDw8hp6qGM1ShsAID8G3zp16ujQoUO5MxoA8GDfL92tYT+tsV0bTGnDu7c2VitKGwAg/wbf1157TU899ZReeeUV1a9fXwEBGZfNLFKkSE6ODwDc3snEFA2fvEaTlv6va4MpbQgrTGkDAOQlH5c5Ky0bfH19Tz3wjNpeTz25LSYmRqGhoYqOjibUA8i2LQdOlTZs2n+qtOGJrjX0cKdq8qO0AQDyPK9le8Z35syZlzo2APAKP6+M0tPfr1JcYoqd3X3nlkZqU7Wk08MCAK+V7eDboUOH3BkJAHiIpJRUvfLreo2bt91ut44oYet5KW0AADdcwOLYsWP65JNPtH79ertdt25d29vXTDEDgDfbHxOvhycs05IdR+32gx2ratDlNeTvd6pMDADgRjW+S5YsUbdu3VSgQAG1aNHC7lu8eLFOnjypP/74Q02aNJEnocYXQFYtiDysR79apkMnElU4yF9v3tRQV9Qt4/SwAMDjxWQxr2U7+LZv317VqlXTxx9/bBeyMJKTk3Xvvfdq69atmjNnjjwJwRfAhZj/jY6ds1Wv/75RKaku1SpTWGPuaKrKJQs6PTQA8AoxuRV8zUzv8uXLz1rAYt26dWrWrJni4uLkSQi+AM4nJj5Jgyet1O9r99vtno3L6+Ub6qtAoJ/TQwMArxGTW10dzJPt3LnzrOC7a9cuFS5c+OJGCwBuaOO+43rgy6XadihWgX6+Gn5tHd3eshJLuQNAPpXt4HvzzTerX79+euONN9SmTRu7b968eRo8eLBuvfXW3BgjAOQ7k1fs0ZDvV9tV2MqFBuuDO5qqUcWiTg8LAJCTwdcEXjOb0adPH1vba5jV2x588EG9+uqr2X06AHC7VmUvTV2nzxbssNvtq5fUO7c0VvGCgU4PDQBwAdmu8U1jankjIyPt9apVqyokJESeiBpfAGkOHk+wrcoWbT9itx/rXE2Pd62R6Sps5n+tn87brl1H4nR/hwiVDS3gwIgBwDvE5FaNbxoTdOvXr3+xDwcAt7Jy1zHd/8VS7YuJt63KRt3SSF1qlz7rfrEJyfp8wQ69Nm1D+j6zcIVZphgA4KwsBd+ePXtq/PjxNkGb6+fzww8/5NTYACBfmLRkl/7z0xolJqeqalhBje3TTFXDCmW4z/ZDsfpswfb01dpOd0fL8DwcLQDgkoKvmTpOO0vZhF/OWAbgLfW8L/+yXuPnnwqzXWuX1ts3N1Th4AC7nZrq0twth/TZ/O36a8OBsx7/we1NdFX9snk+bgBADtf4egtqfAHvdOjEqXrehdtO1fM+0bW6HutcXb6+Pjoen6Tvl+62JQ1bD8We9djB3Wrq3vZVFORPL18AcOsa386dO9tyhqJFi571gj169NBff/11cSMGgHxi9e5o3f/FEkVFx6tQkL/e+nfp4d1H42wpwzeLd+lEwqmuNqe7qn4Z/efqOipflBPZACA/ynbwnTVrlhITE8/aHx8fr7lz5+bUuADAEWYmd+iPq209b0RJU8/bVCcSUvTwxGWatmafXZL4TOZ+z11XV5fVCHNkzACAHA6+q1atyrA88b59+9K3U1JSNG3aNJUvXz6rTwcA+a6e95Vf16efnNaxZpiuaVBOQ39YrcXbj2b6mAIBfnq0SzX1a0dZAwB4VPBt1KiRPanNXEy5w5kKFCig0aNH5/T4ACDXHYlNtPW8C7YettvFQgK09WCsnpy00m77+/rIzPOePtt7Zb0yGnYNZQ0A4JHBd9u2bbYhe0REhBYtWqSwsP99pRcYGKhSpUrJz48ZDwDuZdP+47r3syXaeSQufd/RuCR7CS0QoOaViynyYKy2/XsSW5V/yxo6UNYAAJ4bfMPDT/WhTE1Nzc3xAECe+WvDft0zfslZ+ysVD9HNzSvak9m+XbLbzvQGB/jq0c7V6dYAAN50ctvIkSNVunRp3XPPPRn2f/rppzp48KCefvrpnBwfAOQ48+3VoEkr9cOyPRn2N6lUVP3bR+hkUopG/rbBLlFsdK9bRs9eS1kDAHhd8P3oo480ceLEs/bXrVtXt9xyC8EXQL62IPKwbv34nwz72lYroce71LClDcMnr0nv3UtZAwB4efA13RzKlj17JSJT87t3796cGhcA5OgM7+xNB/Xi1HW2Xvd0Ux9tp/ASIXpn+maNm7+dsgYA8GDZDr4VK1bUvHnzVKVKlQz7zb5y5crl5NgA4JKYEPvbmr36cFak1kbFZLjt+evqqk/rcE1ZGaV7xi/WgdPKGoZdU1sVioU4NGoAQL4Jvv3799cTTzyhpKSk9LZmM2bM0FNPPaVBgwblxhgBINuBd+qqKL0zY7NtS3Y6M5s79dH2SnW5dMvYf9LLGiqXCLFlDR1rlnJo1ACAfBd8Bw8erMOHD+uhhx5KX8EtODjY1vYOHTo0N8YIAJcceI02VUvo9RsbaPy87RnKGh7pVE39L4ugrAEAPJyPyxS/XYQTJ05o/fr1duGK6tWrKygoSJ4oJiZGoaGhio6OVpEiRZweDoAsBl4TaOOT/td+8Y5WldS4YjG9Nm1DellDt7ql9ew1dShrAAAvyWvZnvFNU6hQITVv3vxiHw4AuRJ4TWeGnk3Ka/6Ww9q4/7j8fH10e8tKdqGKL//ZmV7WMOK6uupEWQMAeJVsB9/Y2Fi9+uqrtq73wIEDZy1osXXr1pwcHwBkOfD2b19F7auH6dGvltuV2EzorVm6sCYu3Knk08oa7m0foeAAyhoAwNtkO/jee++9mj17tu68807b1szHxyd3RgYAZ0hNdemX1Xv19vRNZwXeu9pU1po9Mbrzk4WKiU9OD8jr9p7q5kBZAwAg28H3t99+0y+//KK2bdvmzogA4AzmVIRZmw7qjd83prclOz3wFg4O0HdLd2voD6uUlJLxtIXwf7s1UNYAAMh28C1WrJiKFy+eO6MBgDMs2X5Er0/bqEXbT7UdKxTkbxeW6Neuig28JhS/+cdGjf5rS4bHmbKGhzue6tZAWQMA4KKC74svvqjhw4frs88+U0gIXxkCyB1ro6LtDO/MjQftdqC/r/q0CtdDnaqpeMFAuy8+KUWDv1uln1dGZXjsFXVOlTVULM7/owAAlxB833zzTUVGRqp06dKqXLmyAgICMty+bNmy7D4lAKTbfihWb/65KT3MmhPUbmpWQY91qa6yoQXS73f4RILu+2Kplu44mrGs4dq66lSLsgYAQA4E3x49emT3IQBwQYdOJOid6Zs1cdFOe1KacU2Dshp4eQ1FhBXKcN/Igyd097jFtnODEeT/v0UoKGsAAOT4AhbeggUsgNx1MjFFn87bpg9nRepEwqluDB1rhunJK2qqXvnQs+6/9eAJ3fDBfEWfTLLbl9cpreGUNQCAV4vJ7QUsAOBSmFndH5fvsXW8+2Li7b765UP1zFW11bpqiXM+znR1MKGXsgYAQHZlO/j6+vqet3dvSkpKtgcBwLv8vfmQXv51vdb/22O3fNECeqp7TV3boJx8fc/fG9yUP1QvXUiVSxSkrAEAkLvB98cff8ywnZSUpOXLl9suD88//3x2nw6AF9m477hG/rZes/7t1FA42N/W5ppevFkNseYX71plKDsCADhY4ztx4kR98803mjx5sjwJNb7ApTsSm2h77X61aKfMeWv+vj66o1W47dSQ1poMAAC3qfFt1aqV7rvvvpx6OgAeICklVV8s2KFR0zelLyN8Zb0yeqp7LVUpWdDp4QEAvEyOBN+TJ0/q3XffVfny5XPi6QB4gLmbD+qFn9dp84ETdrt22SJ67to6ahlx7hPXAADId0sWn35ym6mUOH78uF3F7csvv8zp8QFwMzsOx+qlX9brz3X77XaxkAA92a2mbmleyS5GAQCA2wTfUaNGndXlISwsTC1btrShGIB3Mj1435+5RZ/M3abElFQbcvu0DtcTXWooNCTjCo8AAOTb4NuzZ0+NHz/eFgub2d6bb75ZQUFByksvv/yyfvnlF61YsUKBgYE6duzYBR/Tt29f223idN26ddO0adNycaSAdzHf+kxZGaWXf1mvA8cT7L721UvaRSWqly7s9PAAAMhe8J06dapiY2Nt8L377rvVvXt3lSqVt03jExMT1bt3b7Vu3VqffPJJlh9nxjpu3Lj07bwO7IAnM0sHD5+8RvO2HLbbZlGJYVfXUdfapc7b7xsAgHwbfGvVqqWhQ4eqU6dOdnbn22+/PWeriD59+ig3pPUINjPP2WGCbpkyZXJlTIA3LzNsyho+mhOppBSXgvx9bT/e+zpEKMifRSUAAG4cfMeMGaOBAwfaUgMzizNs2LBMZ3PMvtwKvhdr1qxZdnba1B937txZL730kkqUOPdZ5QkJCfZyel84AP/z14b9Gj55rXYfPWm3O9UM0/PX1VOlEiFODw0AgEsPvm3atNE///yTfjLbpk2b8rzU4WKYMgdTn1ylShVFRkbqmWee0ZVXXqkFCxbIzy/zWamRI0eyAh2QiT3HTur5KWv1x7/dGsqGBmvEtXXUrW4ZyhoAAJ65ctuOHTtUqVKlHPmHbsiQIXrttdfOe5/169fbUos0ptThiSeeyNLJbWfaunWrqlatqunTp6tLly5ZnvGtWLEiK7fBqxeh+OTvbXpn+madTEqxq671a1fFrrpWMCjH1sABACD/rdwWHh6unDJo0CDbeeF8IiIicuz1zHOVLFlSW7ZsOWfwNTXBnAAHnLJq9zE9/f1qrd97quSneeVieqlHfdUsQ7cGAID7cXS6xvT/NZe8snv3bh0+fFhly5bNs9cE3PXktbf+3GhnelNdUtGQAP3nqtq6sWkFyhoAAG7LV25i586dtoev+ZmSkmKvm8uJE6eWQzVMScSPP/5or5v9gwcPtrXJ27dv14wZM3T99derWrVqtpcvgMzN33JI3UbN0cdzT4Xe6xqW0/SBHdS7WUVCLwDArblNgd7w4cMzLEbRuHFj+3PmzJnq2LGjvb5x40Zb22GYk9dWrVplH2PqgcuVK6crrrhCL774IqUMQCai45L0yq/r9c2SXeknr73Uo5661C7t9NAAAHDm5DYjOTnZtgkznRJuu+02FS5cWFFRUbaYuFChQvLGYmnAnf22eq+GT1mrg/+uvHZnq3A91b2mCgez1DAAwItPbjNdHUybMFNyYLofXH755Tb4mu4MZtv0/AXgHg4cj9ezP63R72tPtSiLCCuo13o1UPPKxZ0eGgAAOS7bwffxxx9Xs2bNtHLlygwLQdxwww3q379/To8PQC6ZuipKw35ao2NxSbZF2QMdquqRztUUHMDKawAAz5Tt4Dt37lzNnz9fgYGBGfZXrlxZe/bsycmxAcgFR2MT9ezkNZq6aq/drlO2iN7o3VB1ylHKAwDwbNkOvqmpqbarQmatwkzJA4D8a8b6/Rryw2pby+vn66OHO1XTI52qKdDfbRq8AABw0bL9r53pjDBq1Kj0bdPeyLQOGzFihK666qqLHwmAXBMTn6Snvlupfp8tsaG3WqlC+vGhNhp4eQ1CLwDAa2S7q4OZ2TV9cM3DNm/ebOt9zU+zItqcOXNUqlQpeRK6OsDdzdtySIMnrVRUdLxMG97+7SNs4KWWFwDgbXntotuZff3117ZPrpntbdKkiW6//XYVKFBAnobgC3defW3kb+v1+YIddrtS8RBby9uiCh0bAACeJdfamdkH+fvrjjvuuJTxAchFa/ZE67Gvl2vrwVi7fUerShp6ZW0VDHKbNWsAAMhx2f5X8PPPPz/v7X369LmU8QC4BKmpLv3f31v13983KinFpVKFg+ws72U1wpweGgAAjst2qUOxYsUybCclJSkuLs62NwsJCdGRI0fkSSh1gLvYHxOvQd+u1N9bDtnty+uUtotRFC+YsfUgAACeJtdKHY4ePXrWPnNy24MPPqjBgwdnf6QALtnva/dpyPerdDQuScEBvhp+TV3d2qKi7boCAABOyZGCv+rVq+vVV1+1db8bNmzIiacEkMUT2F78ZZ0mLtxpt+uVL6JRNze27coAAEBGOXamiznhLSoqKqeeDsAFbN5/XA9NWKbNB07Y7fsvi9CgK2rSlxcAgJwKvlOmTMmwbUqE9+7dq/fee09t27bN7tMBuAiTluyyyw7HJ6UqrHCQRt3cSG2rlXR6WAAAeFbw7dGjR4ZtU0MYFhamzp07680338zJsQE4Q2xCsg28PyzbY7fbVy+pt29upJKFgpweGgAAnhd8U1NTc2ckAM5rw74YPTxhmSIPxsrXR7as4cEOVeVrNgAAwAXRzR7I50w50TeLd2nElLVKSE5V6SJBeveWxmoZUcLpoQEA4HnBd+DAgVl+wrfeeutSxgPgjK4Nz/y4Wj8uP1Xa0KFGmN66qaFKUNoAAEDuBN/ly5dn6cnoGQrknO2HYvXAl0u1Yd9x+fn66MkratrODZQ2AACQi8F35syZF/n0AC7G9HX7NeDbFToen6yShQL13m1N1IrSBgAALgk1vkA+kpLq0qjpmzT6ry12u2l4Mb1/WxOVCQ12emgAAHhn8F2yZIm+/fZb7dy5U4mJiRlu++GHH3JqbIBXORqbqMe/WaE5mw7a7b5tKuuZq2qzIAUAADkk2/+ifv3112rTpo3Wr1+vH3/8UUlJSVq7dq3++usvhYaG5tS4AK+yZk+0rn3vbxt6gwN89fbNDfXcdXUJvQAA5KBs/6v6yiuv6O2339bPP/+swMBAvfPOO9qwYYNuuukmVapUKSfHBniFySv2qNeH87X76EmFlwjRjw+11Q2NKzg9LAAAPE62g29kZKSuvvpqe90E39jYWNvNYcCAARo7dmxujBHwSKmpLr0+bYMe/3qF7c/buVYpTXmknWqXLeL00AAA8EjZDr7FihXT8ePH7fXy5ctrzZo19vqxY8cUFxeX8yMEPNDx+CT1/3yJPpgVabcf7FhVH/dpptACAU4PDQAAj5Xtk9suu+wy/fnnn6pfv7569+6txx9/3Nb3mn1dunTJnVECHtaf997Pl2jLgRMK8vfV6zc20PWNyjs9LAAAPF6Wg6+Z2a1Xr57ee+89xcfH233/+c9/FBAQoPnz56tXr14aNmxYbo4VcHvzthzSQxOWKfpkkl16eOydzdSwYlGnhwUAgFfwcblcrqzc0dfXV82bN9e9996rW265RYULF5Y3iImJsd0qoqOjVaQItZe4OOav2Wfzt+vFX9bbXr2NKhbV2DubqlQR+vMCAJBXeS3LNb6zZ89W3bp1NWjQIJUtW1Z33XWX5s6de8kDBTxdckqqnpuyVs/9vM6G3p6Ny+vr+1oRegEAyGNZDr7t27fXp59+qr1792r06NHavn27OnTooBo1aui1117Tvn37cnekgBs6kZBsT2L7bMEOuz3kylp686aGCg7wc3poAAB4nSyXOmRmy5YtGjdunL744gsbfLt3764pU6bIk1DqgIu1Lzpe94xfrHV7Y+xJbKNubqQr65d1elgAAHicrOa1Swq+hunjO2HCBA0dOtS2NEtJSZEnIfjiYqyNila/8Uu0LyZeJQsF2lZljSsVc3pYAAB4pKzmtWy3M0szZ84cW/rw/fff2xPfzMpt/fr1u9inAzzGXxv265GJyxWXmKLqpQrp077NVbF4iNPDAgDA62Ur+EZFRWn8+PH2Ysoc2rRpo3fffdeG3oIFC+beKAE38fmC7fZEtlSX1LZaCX1we1MWpQAAwN2C75VXXqnp06erZMmS6tOnj+655x7VrFkzd0cHuAlTMfTatI0aM/vUSmw3Naugl3rUV6B/thdHBAAATgdfs1DFd999p2uuuUZ+fpyRDqRJSknVkO9X6/tlu+32k1fU0MOdqsnHx8fpoQEAgIsJvp7WrQHICXGJyXp4wjLN3HhQfr4+Gtmzvm5qVtHpYQEAgJw8uQ3wdkdjE3X3+MVaseuYggN89f5tTdSldmmnhwUAAM6B4AtchD3HTqrPJwsVeTBWRUMC9MldzdU0nHZlAADkZwRfIJs27juuPp8u1P6YBJULDdbn/VqoWqnCTg8LAABcAMEXyIYl24/Y1dhi4pNVo3QhfXZPC5UNLeD0sAAAQBYQfIEs+nvzIfX/fIlOJqWoWXgxW94QGkKPXgAA3AXBF8iCP9ftt90bElNS1aFGmMbc0VQFAmnrBwCAOyH4AhcwZWWUBnyzQimpLnWrW1rv3tpYQf6EXgAA3A3BFziPrxft1NAfV8vlkno2Lq/Xb2wgfz9WYwMAwB0RfIFz+OTvbXpx6jp7/faWlfTi9fXk68tqbAAAuCuCL3AGl8ul92du0Rt/bLLb910WoaFX1mIJYgAA3BzBFzgj9L7xx0a9PzPSbg/oWkOPdalG6AUAwAMQfIFzhN7/XFVb/S+LcHpYAAAghxB8gUxC7/Br6uiedlWcHhYAAMhBnJ4Or2dC75t/bCL0AgDg4Qi+8Gppofe9mVvsNqEXAADPRfCF1yL0AgDgXQi+8NrQ+9af/wu9zxJ6AQDweARfeKW3p2/W6L/+F3r7EXoBAPB4BF94nTGzI/XujM32OqEXAADvQfCFV/nynx169bcN9vrT3WsRegEA8CIEX3iNH5fv1rOT19jrj3Sqpgc7VnV6SAAAIA8RfOEVpq3ZpycnrZLLJfVtU1mDrqjh9JAAAEAec4vgu337dvXr109VqlRRgQIFVLVqVY0YMUKJiYnnfVx8fLwefvhhlShRQoUKFVKvXr20f//+PBs38oc5mw7qsa+WKyXVpRubVrBty3x8fJweFgAAyGNuEXw3bNig1NRUffTRR1q7dq3efvttjRkzRs8888x5HzdgwAD9/PPPmjRpkmbPnq2oqCj17Nkzz8YN5y3efkT3fbFEiSmpuqp+Gb3as758fQm9AAB4Ix+XaWjqhv773//qww8/1NatWzO9PTo6WmFhYZo4caJuvPHG9ABdu3ZtLViwQK1atcrS68TExCg0NNQ+X5EiRXL0PSB3rdkTrVvH/qPjCcnqWDNMY+9spkB/t/hdDwAAZENW85rbpgDzxooXL37O25cuXaqkpCR17do1fV+tWrVUqVIlG3zPJSEhwR680y9wP1sPnlCfTxfZ0NuySnGNuaMpoRcAAC/nlklgy5YtGj16tO6///5z3mffvn0KDAxU0aJFM+wvXbq0ve1cRo4caX9jSLtUrFgxR8eO3HcgJt6G3iOxiWpQIVT/d1czBQf4OT0sAADgzcF3yJAh9iSj811MecLp9uzZo+7du6t3797q379/jo9p6NChdjY57bJr164cfw3knpj4JN01brF2Hz2pyiVC9Gnf5iocHOD0sAAAQD7g7+SLDxo0SH379j3vfSIiItKvm5PTOnXqpDZt2mjs2LHnfVyZMmVs14djx45lmPU1XR3MbecSFBRkL3A/8Ukpuu/zJVq/N0YlCwXp83ta2p8AAACOB19z8pm5ZIWZ6TWht2nTpho3bpx8fc8/WW3uFxAQoBkzZtg2ZsbGjRu1c+dOtW7dOkfGj/zDtCob+O0K/bP1iAoF+Wv83c1VqUSI08MCAAD5iFvU+JrQ27FjR3ti2htvvKGDBw/aOt3Ta3XNfczJa4sWLbLbpj7X9P4dOHCgZs6caU92u/vuu23ozWpHB7gH05jkuSlr9evqfQr089XYO5uqXvlQp4cFAADyGUdnfLPqzz//tCe0mUuFChUy3JbWjc10cDAzunFxcem3mX6/ZmbYzPiabg3dunXTBx98kOfjR+4aM3urvvhnh8yaFG/d3FBtqpV0ekgAACAfcts+vnmFPr752y+r9urhicvs9RHX1tHdbas4PSQAAJDHPL6PL7B0x1EN+HaFvd63TWVCLwAAOC+CL9zSzsNxtoNDYnKqutYupWevqeP0kAAAQD5H8IXbiY5L0t3jF+lwbKLqliuid25pLD9fH6eHBQAA8jmCL9yKmeF9cMJSRR6MVdnQYLtARcEgtzhHEwAAOIzgC7dhzsP8z4+rNT/ysAoG+umTu5qrdJFgp4cFAADcBMEXbuODWZGatHS3TFXDe7c3UZ1ydNkAAABZR/CFW5i6Kkr//X2jvf789fXUqWYpp4cEAADcDMEX+d6aPdF6ctJKe71fuyq6s1W400MCAABuiOCLfO3g8QTbtiw+KVUda4bpmatqOz0kAADgpgi+yN8dHL5cqqjoeEWEFaRtGQAAuCQEX+TbDg4jpqzRkh1HVTjYXx/3aabQAgFODwsAALgxgi/ypS/+2aGvFu2Sj4/07q2NVTWskNNDAgAAbo7gi3xnfuQhPf/zOnv96e616OAAAAByBMEX+cqeYyf18IRlSkl1qUejcrr/sginhwQAADwEwRf5RnxSij2Z7WhckuqVL6JXezWQj6l1AAAAyAEEX+Qbprxh1e5oFQ0J0Ie3N1VwgJ/TQwIAAB6E4It84dvFu/TVop32ZDbTtqxi8RCnhwQAADwMwRf5YmW2YZPX2OsDu9ZQhxphTg8JAAB4IIIvHHU0NlH3f7HULlbRtXYpPdypmtNDAgAAHorgC8eYzg2Pf7PCdnIILxGiN29qJF9WZgMAALmE4AvHvPfXFs3ZdFDBAb4ac0dTVmYDAAC5iuALRyyIPKx3Zmyy11+5ob5qly3i9JAAAICHI/gizx06kaDHv16uVJfUu2kF9WxSwekhAQAAL0DwRZ5KTXVpwDcrdOB4gqqXKqTnr6/r9JAAAICXIPgiT304O1JzNx+ydb3v395EIYH+Tg8JAAB4CYIv8syibUf05h8b7fUXrq+nGqULOz0kAADgRQi+yBNHYhP12Fen6np7Ni5va3sBAADyEsEXuc7lcunJSSu1LyZeVcMK6sUe9eRj1iYGAADIQwRf5LrPF+zQXxsOKNDfV+/d1kQFg6jrBQAAeY/gi1y1af9xvfzrent96JW16NcLAAAcQ/BFrolPSrF1vYnJqepYM0x921R2ekgAAMCLEXyRa16btkEb9h1XiYKB+u+NDanrBQAAjiL4IlfM2nhA4+Ztt9f/27uBwgoHOT0kAADg5Qi+yJUliZ+ctMpev6t1uDrXKu30kAAAAAi+yPnWZU9/t8qG3xqlC2noVbWdHhIAAIBF8EWO+mbxLs34t3XZO7c0VnCAn9NDAgAAsAi+yDG7jsTpxanr7PUnr6hB6zIAAJCvEHyRI1JTXRr83UrFJqaoeeVi6tcuwukhAQAAZEDwRY74bMF2/bP1iAoE+OmN3g3l50vrMgAAkL8QfHHJIg+e0Ku/bbDXn7m6tsJLFHR6SAAAAGch+OKSJKek6slJK5WQnKr21UvqjpaVnB4SAABApgi+uCRj527V8p3HVDjIX6/1asDqbAAAIN8i+OKibdgXo7f/3GSvj7iursoVLeD0kAAAAM6J4IuLLnF46rtVSkpxqWvt0urVpLzTQwIAADgvgi8uyqfztmnV7mgVDvbXKzfUo8QBAADkewRfZNv2Q7F6849TJQ7PXl1HpYoEOz0kAACACyL4ItsLVTz9/SrbxaFdtZLq3ayC00MCAADIEoIvsuXrxbu0cNuphSpG9qxPiQMAAHAbBF9k2d7okxr563p7fXC3mqpYPMTpIQEAAGQZwRdZ4nK5NOzHNTqekKzGlYrqrjaVnR4SAABAthB8kSVTVkZpxoYDCvTz1eu9GsjPlxIHAADgXgi+uKBjcYl64ed19vojnaupeunCTg8JAAAg2wi+uKDXpm3U4dhEVS9VSA90qOr0cAAAAC4KwRfntXTHUX21aKe9/lKPegr0548MAABwT6QYnHdZ4v/8uNpev7FpBbWMKOH0kAAAAC4awRfnNH7+dm3Yd1xFQwI09MpaTg8HAADgkhB8kamoYyf11p+nliU2obdEoSCnhwQAAHBJCL7IlOniEJeYombhxdS7aUWnhwMAAHDJCL44y18b9mva2n22V+9LN9STLz17AQCAByD4IoOTiSkaPnmtvX5vuyqqVaaI00MCAADwnuC7fft29evXT1WqVFGBAgVUtWpVjRgxQomJied9XMeOHeXj45Ph8sADD+TZuN3Rh7MjtfvoSZULDdZjXao7PRwAAIAc4y83sGHDBqWmpuqjjz5StWrVtGbNGvXv31+xsbF64403zvtYc78XXnghfTskJCQPRuyedh2J05jZkfb6s9fUUcEgt/jjAQAAkCVukWy6d+9uL2kiIiK0ceNGffjhhxcMvibolilTJsuvlZCQYC9pYmJi5C1e/mW9EpNT1aZqCXWvl/VjBgAA4A7cotQhM9HR0SpevPgF7zdhwgSVLFlS9erV09ChQxUXF3fe+48cOVKhoaHpl4oVvaOjwd+bD6Wf0Dbi2rq2LAQAAMCTuMWM75m2bNmi0aNHX3C297bbblN4eLjKlSunVatW6emnn7YzxT/88MM5H2PC8cCBAzPM+Hp6+E1KSdXzP586oe3OVuGqWaaw00MCAADwrOA7ZMgQvfbaa+e9z/r161Wr1v9WDduzZ48te+jdu7et3z2f++67L/16/fr1VbZsWXXp0kWRkZH2BLnMBAUF2Ys3+WLBDm0+cELFCwZqQNcaTg8HAADA84LvoEGD1Ldv3/Pex9TzpomKilKnTp3Upk0bjR07Ntuv17Jly/QZ43MFX29z6ESC3p5+aoW2wd1qKjQkwOkhAQAAeF7wDQsLs5esMDO9JvQ2bdpU48aNk69v9suTV6xYYX+amV+c8sbvG3U8Pln1yhfRTc08u6QDAAB4N7c4uc2EXtOTt1KlSrau9+DBg9q3b5+9nH4fUxKxaNEiu23KGV588UUtXbrU9gGeMmWK+vTpo8suu0wNGjRw8N3kH6t2H9M3S3bZ689dW9ee2AYAAOCp3OLktj///NOWJ5hLhQoVMtzmcrnsz6SkJHviWlrXhsDAQE2fPl2jRo2y/X7NCWq9evXSsGHDHHkP+Y05bi/8vE7m8N3QuLyaVb5whwwAAAB35uNKS47IlOnqYNqamfZpRYp4zvK909bs1QNfLlNwgK9mPdlJZUKDnR4SAABAruY1tyh1QM4yi1S8+tsGe/2+9hGEXgAA4BUIvl5owsId2n44TiULBem+DnS3AAAA3oHg62Wi45L0zozN9vqgK2qoUJBblHkDAABcMoKvl3l/1hYdi0tSjdKF1LtpxhMFAQAAPBnB14vsOhKn8fO22+tDr6otfz8+fgAA4D1IPl7ktWkblJiSqnbVSqpjjawtHAIAAOApCL5eYtnOo5q6aq98fKRnrqotH3MFAADAixB8vYBp1fzKL+vt9RubVFCdcp7TjxgAACCrCL5eYMb6A1qy46hdrGLQFTWdHg4AAIAjCL4eLjXVpTf+2Giv921ThcUqAACA1yL4ergpK6O0Yd9xFQ7214MsVgEAALwYwdfDlyZ+689N9voDHaoqNCTA6SEBAAA4huDrwb5Zsks7j5xamvjutpWdHg4AAICjCL4e6mRiikb/uzTxo52rKSSQpYkBAIB3I/h6qPHzt+vA8QRVKFZAt7ao5PRwAAAAHEfw9UDRJ5M0ZnakvT6gaw0F+vMxAwAAkIg80Ng5kTb81ihdSD0al3d6OAAAAPkCwdfDHDyeoE//3m6vm8Uq/HxZmhgAAMAg+HoYU+JwMilFDSsW1RV1Sjs9HAAAgHyD4OtBDhyP15f/7LDXB11eQz4+zPYCAACkIfh6kI9mb1VCcqoaVyqq9tVLOj0cAACAfIXg60GzvRMWnprtfaIrs70AAABnIvh6iLGztyo+KVWNKhbVZcz2AgAAnIXg6yGdHL5Mn+2tzmwvAABAJgi+HtK3N222t0ONMKeHAwAAkC8RfD1gtveLfzs5PM5sLwAAwDkRfD1kttf07e3IbC8AAMA5EXzd2KET/5vtpbYXAADg/Ai+bmzsnFOdHBpWCGW2FwAA4AIIvm7qaGxi+ipt1PYCAABcGMHXTX2+YIfiElNUp2wRdapZyunhAAAA5HsEXzcUl5is8fO32esPdqzKbC8AAEAWEHzd0FeLduloXJLCS4ToynplnB4OAACAWyD4upnE5FT939yt9vr9l1WVvx8fIQAAQFaQmtzMTyv2aG90vMIKB6lnk/JODwcAAMBtEHzdSEqqS2NmR9rr97arouAAP6eHBAAA4DYIvm7kj7X7tPVgrIoE++u2lpWcHg4AAIBbIfi6CZfLpQ//ne3t07qyCgcHOD0kAAAAt0LwdRPzthzWqt3RCg7w1d1tKzs9HAAAALdD8HUTH8zaYn/e0rySShQKcno4AAAAbofg6wZW7T6m+ZGH5e/ro3vbV3F6OAAAAG6J4OsGPvn71Cpt1zQoqwrFQpweDgAAgFsi+OZze6NP6pdVe+31fu0inB4OAACA2yL45nOfzd+h5FSXWlQprvoVQp0eDgAAgNsi+OZjcYnJ+mrRzvQFKwAAAHDxCL752PdLdyv6ZJLCS4SoS+3STg8HAADArRF886nUVJc+nbfdXr+nbRX5+fo4PSQAAAC3RvDNp/7acEDbDp1anvjGphWcHg4AAIDbI/jmU//391b789aWlVQwyN/p4QAAALg9gm8+tDYqWv9sPWLLG+5qzfLEAAAAOYHgm48XrLiqflmVK1rA6eEAAAB4BIJvPnMgJl4/r4yy1/vRwgwAACDHEHzzmc8X7FBSikvNwoupUcWiTg8HAADAYxB885GTiSmasHCHvX5ve2Z7AQAAchLBNx85mZSi7vXKqHqpQrq8ThmnhwMAAOBR6JOVjxQvGKiRPRsoOSWVBSsAAAByGDO++ZC/Hx8LAABATiNhAQAAwCsQfAEAAOAV3Cb4XnfddapUqZKCg4NVtmxZ3XnnnYqKOtXv9lzi4+P18MMPq0SJEipUqJB69eql/fv359mYAQAAkH+4TfDt1KmTvv32W23cuFHff/+9IiMjdeONN573MQMGDNDPP/+sSZMmafbs2TYo9+zZM8/GDAAAgPzDx+VyueSGpkyZoh49eighIUEBAQFn3R4dHa2wsDBNnDgxPSBv2LBBtWvX1oIFC9SqVassvU5MTIxCQ0Pt8xUpUiTH3wcAAAAuTVbzmtvM+J7uyJEjmjBhgtq0aZNp6DWWLl2qpKQkde3aNX1frVq1bLmECb7nYoK0OXinXwAAAOD+3Cr4Pv300ypYsKCt2d25c6cmT558zvvu27dPgYGBKlo047K/pUuXtredy8iRI+1vDGmXihUr5uh7AAAAgBcG3yFDhsjHx+e8F1OekGbw4MFavny5/vjjD/n5+alPnz7K6UqNoUOH2mnytMuuXbty9PkBAADghSu3DRo0SH379j3vfSIiItKvlyxZ0l5q1Khha3XNbOw///yj1q1bn/W4MmXKKDExUceOHcsw62u6OpjbziUoKMheAAAA4FkcDb7m5DNzuRipqanpNbmZadq0qa3/nTFjhm1jZpiOEKZEIrOgDAAAAM/maPDNqoULF2rx4sVq166dihUrZluZPfvss6patWp6iN2zZ4+6dOmizz//XC1atLD1uf369dPAgQNVvHhxe4bfo48+au+f1Y4OAAAA8BxuEXxDQkL0ww8/aMSIEYqNjbULWHTv3l3Dhg1LL0swHRzMjG5cXFz6495++235+vraGV8zM9ytWzd98MEHDr4TAAAAOMVt+/jmFfr4AgAA5G8e3ccXAAAAyC6CLwAAALwCwRcAAABegeALAAAAr+AWXR2clHbunymaBgAAQP6TltMu1LOB4HsBx48ftz/NKnEAAADI37nNdHc4F9qZZWGFuKioKBUuXFg+Pj5OD8fjfjszv1Ds2rWLVnEehs/WM/G5ei4+W8/lLZ+ty+WyobdcuXJ2DYdzYcb3AszBq1ChgtPD8GjmL6In/2X0Zny2nonP1XPx2Xoub/hsQ88z05uGk9sAAADgFQi+AAAA8AoEXzgmKChII0aMsD/hWfhsPROfq+fis/VcfLYZcXIbAAAAvAIzvgAAAPAKBF8AAAB4BYIvAAAAvALBFwAAAF6B4Is8N3LkSDVv3tyuhleqVCn16NFDGzdudHpYyGGvvvqqXe3wiSeecHooyAF79uzRHXfcoRIlSqhAgQKqX7++lixZ4vSwcIlSUlL07LPPqkqVKvZzrVq1ql588UW7Chbcy5w5c3TttdfalcvM/3t/+umnDLebz3T48OEqW7as/ay7du2qzZs3y9sQfJHnZs+erYcfflj//POP/vzzTyUlJemKK65QbGys00NDDlm8eLE++ugjNWjQwOmhIAccPXpUbdu2VUBAgH777TetW7dOb775pooVK+b00HCJXnvtNX344Yd67733tH79erv9+uuva/To0U4PDdlk/g1t2LCh3n///UxvN5/ru+++qzFjxmjhwoUqWLCgunXrpvj4eHkT2pnBcQcPHrQzvyYQX3bZZU4PB5foxIkTatKkiT744AO99NJLatSokUaNGuX0sHAJhgwZonnz5mnu3LlODwU57JprrlHp0qX1ySefpO/r1auXnRH88ssvHR0bLp6Z8f3xxx/tN6qGiXpmJnjQoEF68skn7b7o6Gj72Y8fP1633HKLvAUzvnCc+ctnFC9e3OmhIAeY2fyrr77afo0GzzBlyhQ1a9ZMvXv3tr+kNm7cWB9//LHTw0IOaNOmjWbMmKFNmzbZ7ZUrV+rvv//WlVde6fTQkIO2bdumffv2Zfj/cmhoqFq2bKkFCxbIm/g7PQB4t9TUVFsDar5GrVevntPDwSX6+uuvtWzZMlvqAM+xdetW+3X4wIED9cwzz9jP97HHHlNgYKDuuusup4eHS5zNj4mJUa1ateTn52drfl9++WXdfvvtTg8NOciEXqN06dIZ9pvttNu8BcEXjs8Orlmzxs4wwL3t2rVLjz/+uK3bDg4Odno4yOFfUM2M7yuvvGK3zYyv+XtragUJvu7t22+/1YQJEzRx4kTVrVtXK1assJMR5mtxPlt4Ikod4JhHHnlEU6dO1cyZM1WhQgWnh4NLtHTpUh04cMDW9/r7+9uLqds2J1OY62YmCe7JnAVep06dDPtq166tnTt3OjYm5IzBgwfbWV9T42k6ddx5550aMGCA7b4Dz1GmTBn7c//+/Rn2m+2027wFwRd5zhTZm9BrCu//+usv20YH7q9Lly5avXq1nTFKu5hZQvOVqbluvkaFezKlSGe2HDQ1oeHh4Y6NCTkjLi5Ovr4Zo4D5u2pm+eE5zL+zJuDOmDEjfZ8pcTHdHVq3bi1vQqkDHClvMF+rTZ482fbyTasvMoX25kxiuCfzWZ5Zp23a5Zi+r9RvuzczA2hOgjKlDjfddJMWLVqksWPH2gvcm+n7amp6K1WqZEsdli9frrfeekv33HOP00PDRXTU2bJlS4YT2sykgzlx3Hy+poTlpZdeUvXq1W0QNv2bTUlLWucHb0E7MzjSZiUz48aNU9++ffN8PMg9HTt2pJ2ZhzBlSUOHDrUN780/muZEt/79+zs9LFyi48eP2wBkvoEzpUomCN166612oQNz8iLcx6xZs9SpU6ez9ptabdOyzMS9ESNG2F9Yjx07pnbt2tm2kzVq1JA3IfgCAADAK1DjCwAAAK9A8AUAAIBXIPgCAADAKxB8AQAA4BUIvgAAAPAKBF8AAAB4BYIvAAAAvALBFwAAAF6B4AsAOcCsjFS0aFGnhwEAOA+CLwCPZpbBNstkP/DAA2fd9vDDD9vb8sNS2Wa5UTMWs5QoACB3EHwBeLyKFSvq66+/1smTJ9P3xcfHa+LEiapUqdIlP39SUpKckpKSotTUVOVHTh4XAMgMwReAx2vSpIkNvz/88EP6PnPdhN7GjRtnuO+0adPUrl07W7ZQokQJXXPNNYqMjEy/ffv27XZm9ptvvlGHDh0UHBysCRMmnPWaBw8eVLNmzXTDDTcoISHBhtORI0eqSpUqKlCggBo2bKjvvvsu/Tk7depkrxcrVuy8s9BpJRVTpkxRnTp1FBQUpJ07d9rXePLJJ1W+fHkVLFhQLVu2tLPIaXbs2KFrr73WPr+5vW7duvr111/Tb589e7ZatGhhn69s2bIaMmSIkpOT02+vXLmyRo0alWEsjRo10nPPPZe+bcb94Ycf6rrrrrOv8fLLL9v9P//8s5o3b26PVcmSJe0xSXOp487qTPrvv/9uP2tz7Dt37qwDBw7ot99+U+3atVWkSBHddtttiouLy/LzAnBPBF8AXuGee+7RuHHj0rc//fRT3X333WfdLzY2VgMHDtSSJUs0Y8YM+fr62qB25qyqCYaPP/641q9fr27dumW4bdeuXWrfvr3q1atnw60Jkyb0fv755xozZozWrl2rAQMG6I477rCB04Ty77//3j5248aN2rt3r955551zvhcT0F577TX93//9n32uUqVK6ZFHHtGCBQvszPaqVavUu3dvde/eXZs3b04v6zAhc86cOVq9erV9fKFChexte/bs0VVXXWXD6cqVK214/eSTT/TSSy9l+zibIGyOl3kNc8x/+eUXu22ef/ny5faYmoCd5lLGnRbITw/f5xvXe++9p/nz59vP56abbrJB3sz6mzH+8ccfGj16dLbfLwA34wIAD3bXXXe5rr/+eteBAwdcQUFBru3bt9tLcHCw6+DBg/Y2c59zMfcx/6tcvXq13d62bZvdHjVqVIb7jRs3zhUaGurasGGDq2LFiq7HHnvMlZqaam+Lj493hYSEuObPn5/hMf369XPdeuut9vrMmTPt8x49evS878e8jrnfihUr0vft2LHD5efn59qzZ0+G+3bp0sU1dOhQe71+/fqu5557LtPnfOaZZ1w1a9ZMH6/x/vvvuwoVKuRKSUmx2+Hh4a633347w+MaNmzoGjFiRPq2GdcTTzyR4T6tW7d23X777Zm+7qWO2+jcubNr9OjR57w97bhOnz49fd/IkSPtvsjIyPR9999/v6tbt27nfB4AnsHf6eANAHkhLCxMV199tS0VMBnNXDdfu5/JzDQOHz5cCxcu1KFDh9Jnek05gZnBTWPKGM5kaojNTK/52vz0soAtW7bYWdrLL788w/0TExPPKrXIisDAQDVo0CB928yEmlrfGjVqZLifmSk15RrGY489pgcffNDObHbt2lW9evVKfw4za926dWtbEpCmbdu2OnHihHbv3p2tOugzj8uKFSvUv3//TO97qeM2zAxyVpz+mNKlSyskJEQREREZ9i1atCiL7xKAuyL4AvAa5qt389W68f7772d6H1NPGh4ero8//ljlypWzwdcEXhNST2fqTc9kShpMOJs6daoGDx5s61YNEyAN85V62r7TH5Ndpk719JBqnt/Pz09Lly61P0+XVhZw77332pKMtK/1TenFm2++qUcffTRLr2lKPk5N6p7/5LUzj4sZ67nkxbjTBAQEpF83x+707bR9+fUkQQA5hxpfAF7D1I6aAGsC25l1ucbhw4dtje2wYcPUpUsXe+LT0aNHs/z8Jhx+8cUXatq0qT1ZLSoqyu4//SS0atWqZbiY+t60WVzDzIBml5k1No8zJ2yd+fxlypRJv595LdPWzZzYN2jQIBvuDfM+TZ3t6cF23rx5Kly4sCpUqJA+Y25qj9PExMRo27ZtWZppPdes7KWOGwCyi+ALwGuYWUXztf66devOmmE0TOcA8xX72LFjbXnCX3/9ZU90y+5rmC4PpmuD6R6wb98+GyBN5wJzQttnn31mu0QsW7bMnkxltg0zy2xmHc1ssekIkTZLnBWmVOD2229Xnz59bDg0gdR8bW9mR81MqfHEE0/YzgbmNvPaM2fOtIHXeOihh+wJX2YWdcOGDZo8ebJGjBhh37sJ84Z5LybUz50715Yo3HXXXZkewzOZ5/nqq6/sT3Ps005Qy4lxG+YXFHPSGgBkBcEXgFcxravMJTMm5JnuAuard1PeYILqf//732y/hr+/vw17pvVWWuusF198Uc8++6wNdSa4mdlnE+5MezPDlEA8//zztluEqTdNK8nIKtOxwgRIMyNas2ZN9ejRQ4sXL06vzzUzq6ZDQtprm9D5wQcfpL+2aRFmQqcJ7GZ2tV+/fnbmO83QoUNt+zbT3s3UR5vnr1q16gXH1bFjR02aNMm2XzPtz8zxOL2W9lLGbZhfIkwtNgBkhY85wy1L9wQAAADcGDO+AAAA8AoEXwAAAHgFgi8AAAC8AsEXAAAAXoHgCwAAAK9A8AUAAIBXIPgCAADAKxB8AQAA4BUIvgAAAPAKBF8AAAB4BYIvAAAA5A3+H558w+KjAY1qAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -689,18 +726,19 @@
     "mGrid1 = aGrid + cGrid1\n",
     "vGrid1 = u(cGrid1) + DiscFac * v2(mGrid2)\n",
     "\n",
-    "plt.plot(mGrid1)\n",
-    "plt.title(\"Endogenous gridpoints\")\n",
-    "plt.xlabel(\"Position: i\")\n",
-    "plt.ylabel(\"Endogenous grid point: $m_i$\")\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "plt.plot(mGrid1, vGrid1)\n",
-    "plt.title(\"Value function at grid points\")\n",
-    "plt.xlabel(\"Market resources: m\")\n",
-    "plt.ylabel(\"Value function\")\n",
-    "plt.show()"
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(mGrid1)\n",
+    "ax.set_title(\"Endogenous gridpoints\")\n",
+    "ax.set_xlabel(\"Position: i\")\n",
+    "ax.set_ylabel(\"Endogenous grid point: $m_i$\")\n",
+    "make_figs(\"gridWillFirstPeriod\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(mGrid1, vGrid1)\n",
+    "ax.set_title(\"Value function at grid points\")\n",
+    "ax.set_xlabel(\"Market resources: m\")\n",
+    "ax.set_ylabel(\"Value function\")\n",
+    "make_figs(\"vFuncGridWillFirstPeriod\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")"
    ]
   },
   {
@@ -714,14 +752,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure vFuncWillFirstPeriod in Figures/DCEGM-Upper-Envelope\n",
+      "Saving figure cFuncWillFirstPeriod in Figures/DCEGM-Upper-Envelope\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAAIjCAYAAAAk+FJEAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAclNJREFUeJzt3QV0VFfbBeAdVxKCu7u7a3F3dy0UdykQ3Iq7FvciRVooRYsUK+5OCC5JCCE+/3oP3+RPQoAEktyR/aw1X+besXdm8pWd955zroVOp9OBiIiIiMgAWWpdABERERHR5zCsEhEREZHBYlglIiIiIoPFsEpEREREBothlYiIiIgMFsMqERERERkshlUiIiIiMlgMq0RERERksBhWiYiIiMhgMawSkUGpUKGCusSWBw8ewMLCAitXroQpkPch70felxZ++eUXZMqUCVZWVihQoAAM0eHDh9VnJD+JyPgxrBJRtAOS/mJvb49s2bKhZ8+eeP78OUzFhAkTULduXSRPnly9z9GjR3/zcwUFBSFJkiQoU6bMZ+8jZ7tOmzYtChUqBGPw119/YfDgwShdujRWrFiBiRMnalrPggULTOaPECL6POsv3EZEFMHYsWORMWNG+Pv749ixY1i4cCH++OMPXLlyBY6OjrEWiLQyYsQIpEiRAgULFsS+ffu+67lsbGzQpEkTLF68GA8fPkT69Ok/uc/Ro0fx+PFj9OvXD8bg4MGDsLS0xPLly2Fra6t1OSqsyh8E7du3j7C/XLly+PDhg0HUSETfj51VIoq2GjVqoHXr1ujcubPqaPXt2xf379/H77///t3P7efnp35KwNAqZMh7efr0KdauXRsrz9eqVSvVPd2wYUOUt69fv16Fv+bNm8MYvHjxAg4ODgYfAuUzle6//CQi48f/JxPRN/vhhx/CQp6eBL3ChQurUJMoUSIVxDw8PCI8Tsak5smTB+fOnVNdMOnKDh8+/LNjViUkderUSR2elxCSP39+rFq16pN6vLy8VJfN1dUVCRMmRLt27dS+6MqQIUO0g/WNGzfw6tWrL95PDpfLc0oojWqYwG+//YaKFSsiVapUuHTpkqpdxoPKe5QOb8eOHfH69euv1vO5IQvy2pG7jvJ5yB8ZMvzAzs4OWbJkwZQpUxAaGvrV15BD/+/fvw8bDiJ/sHxpTHDkuuS67Ltz546qS74j+a46dOgQ9sdKePK7VKxYMfX74ebmpn5X9J13eW9Xr17FkSNHwurR/958bszqli1bwn43pSMrf3h5enpGuI/U5ezsrPbXr19fXU+aNCkGDhyIkJCQL35GRBQ3GFaJ6JvdvXtX/UycOHHYmM+2bdsia9asmDFjhgpFBw4cUCEjcmiUECadWpmkM2vWLBXaoiKHcyWErFmzRnUqZYKPBBwJFbNnzw67n3Qw69Wrp+4nIWT8+PHqELsE1th2+vRp5MyZE/Pmzfvi/SQwtWzZEpcvX1bBKry9e/fizZs36j2J/fv34969eyq4zZ07V4X8jRs3ombNmuq9xQYJhOXLl1chUL6nOXPmqEA9bNgw9O/f/4uPlc+1bNmyKuDKdbnI9/otmjZtinfv3mHSpEnqugTdMWPGRLiPbLdp00YNp5DhJ7ItAVuGIgj5nUmTJg1y5MgRVs/PP//82deU15DXkolh8rpdunTBtm3b1JjiyL+bEkqrVaumfq+nTZumPrPp06djyZIl3/R+ieg76YiIvmLFihWSlnR///237uXLlzoPDw/dxo0bdYkTJ9Y5ODjoHj9+rHvw4IHOyspKN2HChAiPvXz5ss7a2jrC/vLly6vnW7Ro0SevJbfJRW/WrFnqvmvXrg3bFxgYqCtZsqTO2dlZ5+Pjo/bt2LFD3W/q1Klh9wsODtaVLVtW7Zf3EF3yHuUx7u7uUd5+6NChL94e3tWrV9V9hw0bFmF/8+bNdfb29jpvb2+17efn98ljN2zYoB579OjRT76L+/fvh+37XC3p06fXtWvXLmx73LhxOicnJ92tW7ci3G/o0KHqu3v06NEX34s8lzw+PKnjc59v5Lrkuuzr2LFjhPs1aNBA/S7p3b59W2dpaan2h4SERLhvaGho2PXcuXNH+F2J/P3IT/3vS7JkyXR58uTRffjwIex+u3fvVvcbNWpUhPco+8aOHRvhOQsWLKgrXLjwFz8fIoob7KwSUbRVrlxZHRKVDpd0/uQQ6fbt25E6dWrVpZJDydK9ksPj+osczpZO66FDhyI8l3TopIv4NTKBS56jRYsWYfuk29a7d2/4+vqqw8D6+1lbW6N79+5h95MuWq9evRDbpNMrWSw6qwXkypVLTdiSLqmeHErfuXMnateuDRcXF7VPDk3ryQQ2+exKlCihtv/7779YqVsOg0t3VA6ph/+O5HuVbqJM+IoP3bp1i7AtNUmn3cfHR23v2LFD/S6NGjXqk3Gn0q2OqbNnz6qhJD/99JMaYqFXq1Yt1Znds2dPtGqUzjcRxT+uBkBE0TZ//ny1ZJWEQhk/mj179rAwcfv2bRXgJJhGRQJmeBJwozNRR2bSy3NGDi1yGF5/u/5nypQpVYAOT2rUmhzqlzGPJ06cQKlSpVQYk0Py+iEAQoYEyKFuCbUSrMLz9vaOlTrkO5KxsfIHR1Qiv25cSZcuXYRtCc/i7du3KrzL8BL5viXoxwb970hUvwsSVmVli/Ak0Eb+jKRGqY+I4h/DKhFFm0x2KVKkSJS3SSdMul5//vmn6mhGFjlEhu8kmjrpCsv6pDLRSsKq/JTwI+NR9aQjLWF20KBBahyvfF7ymVavXv2rk58+J/KEIHmeKlWqqFqiIn+IxNTnOp1fmowU1e+HiK2xud/rc/URkTYYVokoVmTOnFmFDVmH9VtCz+fI+qTSDZSgFb67KrPx9bfrf8pkLhkaED4Y37x5E1qT2f4ygUwOw48cOVJNppIJYvrOsnTspHbprMqh7/Cd0OiQ4Bt5klBgYKBahivydySfjxz2jy36rmjk19d3M7+F1Cnf97Vr1754lqzoDgnQ/47I74J+BQs92RfVGrhEZDg4ZpWIYkXDhg1VR0oCV+QOmWxHZwmmqEj38dmzZ9i0aVPYvuDgYDVjXkKpzNTW30/2y4kKwnf35H6xLbpLV4Unh/zlMPuPP/6olq0KPwRA38mL/LnJjPfohrvI401l5nrk7qZ0b0+ePBnlCQ8kbMrnF1Ny2F6WgYr8+rJg/7eSJaPkDxNZBSByVzn8Z+Tk5BStpcnkaECyZMmwaNEiBAQEhO2XowDXr19XY1eJyHCxs0pEsUICkywXJcsgydqbEjgSJEig1mCVSVhdu3ZV4zZjSh4nZ4GSTqSsyyrra8r6pMePH1dhTl5D1KlTRy3DNHToUPX6Mt5RJn3FZLynLH8kHUH9mp8SwOQ9CVlGSd+Bk6WrpFPq7u4e7VOyNmrUSE3wkRMoyAS18Ms+SeCT7alTp6ogK+N5ZT3R8OvXfomcpEEmBMlryGH+ixcvqkAqITI8GWKgn9gln6esOSqTvWRpLflM5XOL/Jjovv7kyZPVTwmG8rndunUL30rWfpVlqMaNG6cmNskfQjIh78yZM6pLLUtPCalf/jiR70geI4E0cudUP15a1pKVCX3yx40My5DTBMvSZ/L7ZCxnECMyVwyrRBRrJCjKEICZM2eGrZspwaxq1aqoW7fuNz2njG2Vxd3lueVEADJjXCbKyAL14Re8l06cBDFZ21XWEZVDxPKasj6mzMaPDjmNqH51ASErGOhXMZD1OL/ncLEEUgnUMhRAwlLkQ9gyjlVWLpBJbNI9lM9MOn8Szr5G1gyVYCv1y/qtEvBkqEGlSpUi3E8W15f3N3HiRFXH6tWrVV3yncn3JevXfgsZuvDy5UsVeDdv3qzWz5XaJTx+76l9pTMuwVVqz5cvn/qjIfzryh8XEvJl3VYJolGFVSG/K/IcEqqHDBmiurINGjRQIVZOTkBEhstC1q/SuggiIiIioqhwzCoRERERGSyGVSIiIiIyWAyrRERERGSwGFaJiIiIyGAxrBIRERGRwWJYJSIiIiKDZXLrrMrZTp48eaIWCo/uqfiIiIiIKP7IyqmyPrKsJR3+VNpmEVYlqMoi5ERERERk2Dw8PJAmTRrzCqv6Uy/Km5czsxARERGRYZGzEUpzUZ/bzCqs6g/9S1BlWCUiIiIyXNEZsskJVkRERERksBhWiYiIiMhgMawSERERkcEyuTGr0V0uITg4GCEhIVqXQmbEysoK1tbWXFKNiIgoBswurAYGBuLp06fw8/PTuhQyQ46OjkiZMiVsbW21LoWIiMgomFVYlRMG3L9/X3W4ZBFaCQzsclF8dfPlD6WXL1+q38GsWbN+dRFkIiIiMrOwKmFBAqus6yUdLqL45ODgABsbGzx8+FD9Ltrb22tdEhERkcEzy9YOO1qkFf7uERERxQz/5SQiIiIig8WwSkREREQGi2GVNDF69GgUKFBA6zKIiIjIwDGsGon27durlQsiX6pXrx7hfufPn0ezZs3U8kh2dnZInz49ateujV27dqkZ6eLBgwfqsbIqgqenZ4THy7Je+rVA5X6fU6FChbAaZKJQrly5sGDBgmi/n4EDB+LAgQMx+gwyZMiAWbNmxegxREREZNwYVo2IBFMJk+EvGzZsCLv9999/R4kSJeDr64tVq1bh+vXr2Lt3Lxo0aIARI0bA29s7wvOlTp0aq1evjrBPHif7o6NLly6qhmvXrqFp06bo0aNHhHq+xNnZGYkTJ47WfYmIiMh8mX1YlW6jX2CwJhd9pzO6pFOaIkWKCBc3Nzd12/v379GpUyfUqlULe/bsQdWqVZEpUybkzJlT7b948SJcXV0jPF+7du2wYsWKCPtkW/ZHhyz/JTXI68hhfVk7dOfOneq2R48eoV69eiqUuri4qDD7/Pnzzw4DkM5x/fr1MW3aNNUVliAr4TcoKCiskytLPvXr1y+soytkX506ddTn4OTkhNy5c+OPP/6I0edKREREhsus1lmNyoegEOQatU+T1742thocbWPnK/jrr7/w+vVrDB48+LP3iXwChLp162LRokU4duwYypQpo36+fftWhb9x48Z90zqi+rVs9UH1yJEj6tS2EjxleMLhw4c/+/hDhw6poCo/79y5o+4vgVY6uNu2bUP+/PnRtWtXta0nzyuvefToURVWpcsrr0tERESmwew7q8Zk9+7dKoiFv0ycOFHdduvWLfUze/bsYfc/c+ZMhPvK48OTBepbt26NX3/9VW3LT9mW/TEREhKCtWvX4tKlS/jhhx/UWNTLly9j/fr1KFy4MIoXL66GG0hwlZo+R7qj8+bNQ44cOdQ4W+kS68e1JkqUSI2xTZAgQVhXWd/BLV26NPLmzas6vPK4cuXKxah+IiIiMlxm31l1sLFSHU6tXjsmKlasiIULF0bYJyHuc/Lly4cLFy6o63KIXjqckXXs2BGlSpVSoXfLli04efJklPeLikyoWrZsmepsSpCUQ/Tdu3dXgVPOEiYXPZmAlTBhQjWOtmjRolE+nxzCl+fRky6rhN4v6d27t3pN6SxXrlwZjRo1Uu+biIiIou/01Xu49AboXDYTDI3Zh1U5NB5bh+LjmhzmzpIlS5S3SRgVN2/eVJOs9GNcP3d/PelISiezRYsWanxrnjx5wgLu17Rq1Qo///yzOvwvwfJ7z84UuaMr340MKfiSzp07o1q1amqcrgTWSZMmYfr06ejVq9d31UJERGTq/AKDMWLGUqxZvhiv7l1B6u4rUCJTYuRJHXGOi1kMA5g/f75adkiWOJJDwqdPn/7i/aXDJwFK7i9hihNmvk4mVEmXdcqUKTF+rHRXZSyp/IwJmbAlYVhWDwgfVCX0enh4qIuejCX18vJSHdZvZWtrq4YcRCYd3G7duqlxrQMGDMDSpUu/+TWIiIhMWWhoKM49fINh2y6h2IQDWLphB17duSgzzpE5+CEMUZyH1U2bNqF///5wd3fHf//9pybJSCfsxYsXUd7/xIkTqssnM9hlzVCZIS6XK1euwNwFBATg2bNnES6vXr1St8mYVDkkLx1GGeu5b98+3Lt3T40jnTp1qrpP+EPs4cmEpZcvX6ouZWyQw/HyR4Z0XuU7lz9O2rZti/Lly6NIkSLf/LzyB49MpJK1YfXvu2/fvuq93r9/X72WTM6SsExERET/79bDJ2jeexRc02RD7ZErseG0B3wDgpG1QiPU6tAXZ6/cwJFFIwyuqxovYXXGjBkqDHXo0EF11WT2uSx5pJ/UE9ns2bPVeqKDBg1SoUNmpRcqVEiNgzR3smaqHG4Pf5FZ/HqynqqEffl8JRzKZCuZ8HTw4EFs3LhRTT6KipwEIEmSJOpnbJDD97Lmq0yYkslOEl5l8pP84fI9xo4dq05UkDlzZiRNmlTtk06rrAggvyvye5MtW7YYnZyAiIjIVAUGBWPq8s3IXKIqsmdOj01zx8H36V18uPo3GhZMjQ1dSuDszC7Y/etMFM71cTihIbLQxXSxzxiQiTcSnH777TfVHdWTdTzlkLAEmsjSpUunOrHSMdOTruyOHTvUWqFRdRvloufj46MOC8sC+LK+Z3j+/v6qA5cxY0Y1xIAovvF3kIiI4tptz1foOWwMDu/agkCv/1/j3DVNVtRv3gZj+v+I9CmTaVqj5DUZThhVXossTmcWyaFa6XwlT548wn7ZvnHjRpSPkUPbUd1f9kdFJtSMGTMmFqsmIiIiMi6BwSE4cP0FNpzxwNGbz/B4x0aEvHsFK3tnFP6hDob07Y6GVcrCGBnHNPgvGDZsmOrERu6sEhEREZm6fcfOYNz0eTh34iiStZ0FCytrwMIKRRt3R6ksyTCyV3skTGDcJ8uJ07Aq4yBlUk/402wK2dYv6h6Z7I/J/WV5JrkQERERmYO3Pr4YM3s51q36Fa/uXgrbb/vsMrq0aoxmRdMifeJaMBVxOsFKlhqSMxjpz0KkXzJBtkuWLBnlY2R/+PuL/fv3f/b+RERERObg0NmrKFG3NZImT4nZo/p+DKoWlkhXsDzGLliLy8uHYHD1HEif2AmmJM6HAcgheplQJUsWFStWDLNmzcL79+/V6gBCZq3LOp0y9lT06dNHLXEkC7vLEkwyi/3s2bNYsmRJXJdKREREZHAL9+++9BQbTz/Cv2fO4emudWq/XcLkqFS/BcYP6YWCOQzvrFNGFVabNWum1vAcNWqUmiRVoEABtQSTfhKVnNs9/ILycupPOaf8iBEjMHz4cHVmJlkJQM6sRERERGQOth84iYkz5+H+Kz84V/i4DrpDyizIV7MNWjWohX7tG8PGOmanbTdWcbp0laEthcBlg0hr/B0kIqLPefnWByNnLsPmNSvw9sHHkyFZWNuhxIgtaFUuJ5oUToNkLqbxb4fBLF1FRERERF+2+8hpjJk6C/8d2InQgPcfd1paIVPh8ujZvRt6takJazPpokaFYZWIiIgonvkHheDPK0+x7t9HOLBhEbz+2aD22ydKiRqNWmH8kJ7IlTm91mUaBIZVMhtyGtjt27dHOJsaERFRfNp/4hzcp8zCM+esCE1bWO1zzV8Fifw9/9dFbWjWXdR4X7qKYk+FChUinIJWb+XKlUiYMCEM1YMHD1RIjOry77//al0eERFRnPPzD8DP05cgRY4iqFq6CE7uXIunx7cjlas9BlTJhtMTmuDu6QPo16EJg2oU2FmlWCGn1ZUAGn5lh/D+/vtv5M6dO8K+xIkTx1N1RERE8e/s1dsYPnk2Dv++AUHv3nzcaWGJtAXK4KfuP2FQpx9gZWmhdZkGj53V/5G1Xz93kRnc0b3vhw8fonXfuNK+fXt1mHvMmDFImjSpmmHXrVs3BAYGRujS9uzZU11kJp6caWzkyJEIvzBEQEAABg4cqNbAdXJyQvHixXH48OFPOro7d+5Erly51FnEZBmyz5FgKmchC3+xsbFRt40ePVotabZmzRpkyJBB1dS8eXO8e/dO3S5r7KZKlUqdUCK8evXqoWPHjmHbv//+OwoVKqRm2WfKlEl9BsHBwZ+t6fLly/jhhx/g4OCg6uvatSt8fX1j9FlKTbJGsMzul+fJnz8/fvvtt2h9V0REZHpCQ3U4fPMFuqw+izLV6mH/2vkqqFo7u+GHFt3w78XrePTfEQzt0oxBNZrYWf0fZ+fPnze3Zs2a2LNnT9h2smTJ4OfnF+V95YQG4UOdhK9Xr159cr+4XDFMzgAmgU3qkMPwcgIGCWMTJkwIu8+qVavQqVMnnD59Wp10QYJaunTp0KVLF3W7BNlr166pkzJIUJSxntWrV1cBT9a+FfIZTJkyBcuWLVPPL5/Lt7p7965aT3f37t14+/YtmjZtismTJ6uamzRpgl69euHQoUOoVKmSuv+bN2/Uer1//PGH2v7nn3/UCSbmzJmDsmXLqueT9yTc3d0/eT35g6FatWrqzGhnzpzBixcv0LlzZ/W+JYhH97OUoLp27VosWrRIfS5Hjx5F69atVbiV3wUiIjIPdz2eYcjkuXictCie+X9sxjgXqA4XJ3t06NwVI3u0h7OjaSw7Fe90Jsbb21tSoPoZ2YcPH3TXrl1TPyOTx3zuUrNmzQj3dXR0/Ox9y5cvH+G+SZIkifJ+MSXP26dPn0/2r1ixQufq6hq23a5dO12iRIl079+/D9u3cOFCnbOzsy4kJCTsuXLmzKkLDQ0Nu8+QIUPUPvHw4UOdlZWVztPTM8JrVapUSTds2LCw15X3ceHChS/Wff/+fXU/BwcHnZOTU4SLnru7u/pMfXx8wvYNGjRIV7x48bDtevXq6Tp27Bi2vXjxYl2qVKnC3pPUNnHixAivvWbNGl3KlCnDtqWO7du3q+tLlizRubm56Xx9fcNu37Nnj87S0lL37NmzaH2W/v7+qu4TJ05EeN1OnTrpWrRoEeXn8aXfQSIiMj7rdh3U5a5QT2dhbaf+nXH7obMur/te3ZidV3W3nv3/v2sU/bwWGTur/xP+8G9kVlYRBztLF+5zIo/ZlG5cfJND0Y6OjmHb0j2U9+fh4YH06T8ug1GiRAk1xjT8feQUtzL2VLqn8jNbtmwRnleGBoQfZ2pra4t8+fJFq6ZNmzYhZ86cn71dOtAJEiQI206ZMmWEz7lVq1aq67tgwQI15GDdunVqqID+87548SKOHz8eoXss70GGcEgHOPznIa5fv64+JxnioFe6dGl1WP/mzZthZ1j70mcpP+W5q1SpEuG5ZZhAwYIFo/W5EBGR8Xnr44uRM5Zg3Ypl8Hp0PWy/S6rMaF+lECb0rwwHW06Uii0Mq/8TPrRodd8vkfGScpaHyLy8vNQYz9gkIUwC+rlz5z4J6uGHS8gYzfCB90vSpk2LLFmyfPZ2/fhVPXne8GNU69Spo4ZOyHCMokWLqsP+M2fOjFCzjC1t2LDhJ88dV2eK0v+BIzXJ2N7wJFATEZFp8fT6gJVHbmJ0q4oIfu+l9llYWSN7yaoY0r832tWvGu1/Fyn6GFaNRPbs2fHXX399sv+///77pAMqXUaZ6CVhUsgSURIyJTDqnTp1KsJj5D4y5lLCqXQFpSspnU0Z/2kIJHBKEJWO6p07d9TnIZOp9OS6dES/FIjDky6vjE2Vsav6PyikMyudWnnu6HyWiRIlCptYxvGpRESmSf49XPH7QZz2dcPf158jVAfYps0Lq+e3Ub1xa0wZ1gfZM6bRukyTxrBqJLp374558+ahd+/eaiKQhCTp6G3YsAG7du365DC0TJ4aMWKEGoYgE4xk4lD4IQoSsPr3748ff/xRBd65c+eqYQBCwq8cdpcJS7JPwuvLly/VZCM57F+rVq0Y1//69Ws8e/Yswj5ZTSAmXU+pqXbt2rh69aqaxBTeqFGj1G0ySaxx48bqvUrQvHLlCsaPHx/lc8nn0q5dO7Uagbw/mcTVpk2bsCEAX/ssZdiCrJjQr18/1QUuU6aM6n5L6JVOuDw3EREZJ88XrzFk0lxsX/cr/F56IFXnRbBJnAalsyRGg+WLUadIFtjZRjwqSHGDYdVIyFJMMtP8559/RuXKlVWIypEjB7Zs2aJm6YcnM+alS1quXDk1zrRFixYqkIUnQVQ6hsWKFVPd1D59+oTNnhcrVqxQIW/AgAHw9PRUy1vJOFcJhN9Cao5MgraMO40uWWZKupnSQW3ZsmWE22Rmv6wkMHbsWLVCgQwrkM9Hgn1UZBzqvn371PuWYQWy3ahRI8yYMSNGn+W4cePUzH9ZFeDevXsqgEuXd/jw4dF+X0REZDj+OvEfRkyYhnN/70Bo4MflKC3tHFE6kR8m9i+HLMn+f34FxQ8LmWUFE+Lj46PGcEqHS7pb4clkm/v376s1MeNqHKPWZG1QGccqy0B9jqyzKuuazpo1K15rM8XPMqbM4XeQiMjYBIeEYsOh8xjcpweeXfv/YXKOydKhcZvOmDSkB1IlTaRpjabmS3ktMnZWiYiIyCy98fXHprOeWHPyAR6/8saLe9ekj4d0BcugX+/e6N224WfPzEjxh2GViIiIzMqfR8/g54m/4Nql80jeZgYsLCyRJGECVBo2FV3qlkOpArm0LpHCYVg1MeHPvvQ54c+wRd/3WRIRkXEICgrG5MVrsWD+fDy7cTZsfwq/BxjYrj7q5E8Fe5uI62aTYWBYJSIiIpP15MVrDBw/E9vXLof/2/+tSmNhiQyFymFQvz7o1qIuD/UbOIZVIiIiMjkeb/yw6sQDLN+8Ew/WfDy7oZVDApSq1RRTRgxEyfw5tC6RoolhlYiIiEyCrHm9ePMebD58Hg/dCqsF/HUp8yBpvvKoXaMapg7tqcamknFhWCUiIiKj5vP+A36evgSrly6Az+NbsLBzQpqfVqJ87rToWDojyk86BEtLngbVWDGsEhERkVG6/uAxBoyZjr+3rkbQuzdqn4W1LfKXq4FFnQqjeO6MWpdIsYBhlYiIiIzKjWc+GDRlEfbMGwldcKDaZ5MgMao3bYeZowYgc7pUWpdIsYhhlb4Zz4RFRETxOR517/n72HDhFf65/QpBfomgCw5CwrTZ0LFbT4zt1wVODjwzoCniWg3fYtw4QJa5GD8+4rb8jEPPnj1Dr169kClTJtjZ2SFt2rSoU6cODhw4AC1s27YN4+L4PRMRkXnzeueLH3+eApdUmdGkZVsVVGX4ab1yBbF5/zG8eXgD04f3YlA1YeysxpSEs1GjPl4fOVJW2Af0YTH8/lj24MEDlC5dGgkTJsQvv/yCvHnzIigoCPv27UOPHj1w48aNTx4jt9vY2CCuJErE8yQTEVHcuPPQE33cp+KvLasQ7Oet9ll6vUTz/InRo1o+pE3kqHWJFE/YWY0pd/eI25G7mpFvjyU//fQTLCwscPr0aTRq1AjZsmVD7ty50b9/f/z777/qPnL7woULUbduXTg5OWHChI/rysm+zJkzw9bWFtmzZ8eaNWvCnlen02H06NFIly6d6tamSpUKvXv3Drt9wYIFyJo1K+zt7ZE8eXI0btw4wjCAvn37hm1nyJABEydORMeOHZEgQQL1nEuWLInwPk6cOKGGDsjzFSlSBDt27FB1X7hwQd3+9u1btGrVCkmTJoWDg4N67RUrVsTJZ0pERIbn8OlLKFKjObJlyYQ/Vs1RQdXWLQUa/TQc9+8/wOQWJRhUzQw7qzE1Zsz/d1CjMnZsrL/kmzdvsHfvXhU+JYRGJt1WPQmekydPVuNIra2tsX37dvTp00dtV65cGbt370aHDh2QJk0aVKxYEVu3bsXMmTOxceNGFX5lqMHFixfVc509e1YFVwm3pUqVUnX8888/X6x1+vTpamjA8OHD8dtvv6F79+4oX768Csk+Pj5q2ELNmjWxfv16PHz4MELYFSNHjsS1a9fw559/IkmSJLhz5w4+fPgQa58lEREZHmmcnH34Fsv+uYffVi3BmwOb1H6XtDnQ+afeGNe3ExztbbUukzTCsBpTcoj/yJFPO6qicmVgxIhYf0kJbPJ/5Bw5vn62jZYtW6owqteiRQu0b99edWaFvhM7bdo0FVYfPXqEFClSqCArQwakG1qsWDF1X7lNwnHt2rVVpzR9+vQoWLDgF19fgqj+tYYMGaKC8KFDh1RYlYAqXdSlS5eqzmquXLng6emJLl26hD1eXlNeQ7qu+m4tERGZpsCgYIxdsAYHbnvhqXM2tc8pX1W4+NzHgD498VOLOjwVKnEYwDeNWf3chKa///7/SVexSIJqdOlDnt7169fVWNfwZFv2iyZNmqjOpUzaktAondjg4GB1W5UqVVRAldvatGmDdevWwc/P74uvny9fvrDrEkwlCL948UJt37x5U90uQVVPH4z1pBMrXV4ZKjB48GA1bICIiEzLa+93aDdoAlxTZcSEvh1xbvMc2FhaoFmRtDgwpBrun96Pnq3qMaiSwt+CmPramNQvDRH4RjJuU4JfVJOoIotqmMCXyIoCEiJlbKqMEZWuaLly5dTkLOmm/vfff9iwYQNSpkyJUaNGIX/+/PDy8vrs80We0CV1y3Ij0VWjRg01PKBfv3548uQJKlWqhIEDB8boPRERkWG6/fAJqrfrjRSp02L1tBHwf/UYVvbOKPdDVRzqXwZTGudD1uQ8HSpFxLD6LWNWIx/6/9LtsTTrvlq1apg/fz7ev3//ye1fCo85c+bE8ePHI+yTbTkErychVcaSzpkzB4cPH8bJkydx+fJldZuMe5UhAlOnTsWlS5fUqgQHDx78pvchQwHkeQMCAsL2nTlz5pP7yeSqdu3aYe3atWqsbeRJWkREZFw83vih5o8jkD1LJuxbPRfB771h55YcrfqMwlPPx/h742KkSeKidZlkoDhmNab0y1JJh1UmU8kYVRkaINsSVONg2SohQVUO38th87Fjx6rD6XK4fv/+/Wq2v/6wfmSDBg1C06ZN1ThQCZ27du1S66P+LUMWAKxcuRIhISEoXrw4HB0dVUCU8CqH/2Uy1r1791Sn1c3NDX/88Yfqkkro/BYynvbnn39G165dMXToUDU+VcbO6juwQrq3hQsXVpO9JNRKDRK4iYjI+Fx57IWlx+5j96Wn8H1jDV1wAFzSZEPXnn3VpCl7O06aoq9jWP0WEkjDh9LI23FAxo3KIXlZEWDAgAF4+vSp6kBKsJOw+jn169fH7NmzVSiUVQEyZsyoloKSZaf0KwnI6gEy8UpCq6zfKoE2ceLE6jYJtrLCgL+/vxqOIEMCJEh+CxcXF/XcMi5VxqTKa0k4lRCrH8cqy2sNGzZMdXAlNJctW1aNYSUiIuMgTY15a3dg0uTJ+JAoCxKWaaX2V65SDaUbFUW3pjU4FpVixEIXk9k7RkCWR3J1dYW3t7cKR+FJ4Lp//74KbOEn+ZB2ZNKWrF4g35eEU1PH30EiMuWZ/WPmrsSC2dPh9ejjHAsrp4TosmAvelTKgTypXbUukYwkr0XGzirFq9WrV6sucerUqdV6rrK8lQxTMIegSkRkinzef8CgSfOwZslcfHjpofZZWNuhcLVGmDV+BEoX4FAu+j4MqxSv5KQDcuhffsoKA7J0lv5MW0REZDx8/IOw9t+HGPvzUDw/sVXtk5n9FRu2xdzxw5AjYxqtSyQTwbBK8UrWTpULEREZp5sPPLHqn9vYdScA7wKCYZWrCmyvHkW91l0wZ/RApEjipnWJZGIYVomIiOirzly5hV7Dx+H03i1wyFICSesOQrbkzvixSS3Umt8R9rYR19kmii1mGVZNbE4ZGRH+7hGRsfn7xDn0GzEWV47sAUJD1D5bvxeY3zwvauRLC0vLj0sPEsUVs1o7Qn92pa+dMpQoruh/9yKf6YuIyNBs2/8PMhf7AVVKF8GVQztVUE2WvTBmrNiC1/euoFaBdAyqFC/MqrNqZWWl1g7Vn6teFsHXL0ZPFNcdVQmq8rsnv4Pyu0hEZIgueHhh3sE72LriV3idOSRz+5G+cHmMGTkc7epV0bo8MkNmFVZFihQp1E99YCWKTxJU9b+DRESGtJD/gg278PvFp7htmVbtcylUEyktvDDZfSjqViiudYlkxswurEonVZZMSpYsGYKCgrQuh8yIHPpnR5WIDC2kTl2+GdOmTMLru5dgmzwzUneYjQYF06B7hczIkqyJ1iUSmV9Y1ZPQwOBARETmKDgkFGPmr8bc6VPg/b+zTVlY2SBvwSLY0LMEsqZOrHWJRGHMNqwSERGZm5BQHSYs2Yxfxg6H79N7YWebKlW7ORZMHoV82TNpXSLRJxhWiYiIzKCTuvPiEzVx6sqJyyqoWto6omLDNlg0eSSypE+tdYlEn8WwSkREZKL8Pvij/4Q5OHTzJQIyV1D7UuYrg/KpR2DasJ5Inyq51iUSfRXDKhERkYnx9fuAvmNnYu2i2QjwfgFLBxfk7l8W3SrnQtuSGeBsV13rEomijWGViIjIRPj6+auQumbRLAR6f1yi0SZBItRr2w0LB1ZEkoQJtC6RKMYYVomIiIxcQHAI3BdsxEz3/gj00ofUxGjUsSfmjx2IRC7OWpdI9M0YVomIiIyUf1AINp/1wMLDd/HwjjcCvV6qTmrjjr0wf+wguLk4aV0i0XdjWCUiIjIyvh/80XvsLOz79zJsirdU+9JmzoZmvyzDqK5N4cZOKpkQhlUiIiIj4ecfgL7jZmP1wpkIePsMsLBE/kLV0b9xWTQtkhb2NjzZDZkehlUiIiID98E/AP0nzsWK+TMQ8Oap2mfj7IYmnXpinnt9uLlw4hSZLoZVIiIiAz7j1KyN+zCiVyf4v3mi9lk7u6Fh+5+wcPwQJHJlSCXTx7BKRERkYEJDdfjzyjPM+vsWbjzyRoCvF6ydEqJ+u+5YOGEokiR00bpEonjDsEpERGQgQkNDMWbeKixfvxVW5bvBwsICbgkTosm0XzGkVXUkT+SqdYlE8Y5hlYiIyABC6rRft2DiuNHwfnRD7UufuST6tG+CTmUzwsXeRusSiTTDsEpERKQRnU6HBRt2w33USLy+e1Hts7CxR8VG7bB8amdkSJ1c6xKJNGcZl0/+5s0btGrVCi4uLkiYMCE6deoEX1/fLz6mQoUK6rBH+Eu3bt3iskwiIqJ49/d/t5EqT0n0bFVXBVULKxuUrt8O127ewoENixhUieKjsypB9enTp9i/fz+CgoLQoUMHdO3aFevXr//i47p06YKxY8eGbTs6OsZlmURERPHmxjMfTNt3E/uvPsWrZ56ApRWKVG2EZbMmIn/2zFqXR2Q+YfX69evYu3cvzpw5gyJFiqh9c+fORc2aNTFt2jSkSpXqs4+VcJoiRYq4Ko2IiCjeHTl9Cb1HjIdX/hawsLKFtbU1WgychO41CqFkgVxal0dkfsMATp48qQ7964OqqFy5MiwtLXHq1KkvPnbdunVIkiQJ8uTJg2HDhsHPz++z9w0ICICPj0+ECxERkaH47+otFKjSEBVKFMSl/Vvw7r8/UStfSvzVrxxWD2vNoEqkVWf12bNnSJYsWcQXs7ZGokSJ1G2f07JlS6RPn151Xi9duoQhQ4bg5s2b2LZtW5T3nzRpEsaMGRPr9RMREX2P+x7P0LbPMBzfuQ66kCC1L3W+0pg1pA0aVy2kdXlEphtWhw4diilTpnx1CMC3kjGtennz5kXKlClRqVIl3L17F5kzfzqWRzqv/fv3D9uWzmratGm/+fWJiIi+h69/IFr0GIo/1i1GaMDHI4NJshbAhAkT0bVJDa3LIzL9sDpgwAC0b9/+i/fJlCmTGnP64sWLCPuDg4PVCgExGY9avHhx9fPOnTtRhlU7Ozt1ISIi0lJgcCg2nH6EuQfv4NqRYyqoJkiVBcNGjcWQLs3UMDgiioewmjRpUnX5mpIlS8LLywvnzp1D4cKF1b6DBw+qhY/1ATQ6Lly4oH5Kh5WIiMjQBAWHYOi0JfjHNzFeBDupfTnrdkP5JG0xZXB32FhbaV0ikVGz0MmKxHGkRo0aeP78ORYtWhS2dJVMuNIvXeXp6akO8a9evRrFihVTh/rlNlkxIHHixGrMar9+/ZAmTRocOXIkWq8pwwBcXV3h7e2t1nclIiKKC/LP5/QVv2Gc+0j4PL4J5wLVkaPxAPSulBXNiqSFrTU7qUSxkdfidJ1VmdXfs2dPFUjl8EejRo0wZ86csNslwMrkKf1sf1tbW/z999+YNWsW3r9/r8aeymNGjBgRl2USERHFyIY9h9Fv0GA8v35GbVvaOqBi4VzYNKgiHGzZSSUyms6qFthZJSKiuHL49EV06T0Id07t/7jD0holazfH6tmTkSVDaq3LIzIaBtNZJSIiMgWvfQPUxKnZE8fASwVVC+QoWxO/zv0FJfPn1Lo8IpPGsEpERPQZr976YOG+C9h0/QN8A4LhXLwJXIK9MXPSWDSsUlrr8ojMAkd/ExERRRIQGIQff56CVOkzYsKQnnjnH4TcqVywoWcVPDx7gEGVKB6xs0pERPQ/srzilKUbMWH0CLx/dl/ts7O2w5gqadD2h/ywtLTQukQis8OwSkREBGDT3n/Qu98AvLjxcYa/lb0zGnXug6WTh8PFyVHr8ojMFsMqERGZNU+vD+g9bTW2Teguq6fCwsoaZeq1wZq5k5E+VTKtyyMyewyrRERklmQc6qIjd7Hsn/vwD0wJm8RpkCl7LqxYMJMz/IkMCCdYERGR2U2e6jhkAlJmy495+28gIDgUJTInxT/HT+LG8b0MqkQGhp1VIiIyC3IOnF+WbsDYkcPw/sUjtS/V/aOYO3YwquZKDgsLTp4iMkQMq0REZPL+OHIaXXr0xpOrp9S2laMrmnXthyUTh8LJwU7r8ojoCxhWiYjIZD1764vaLTvj3L4tgC4UsLJG6XptsW7eZKRPmVTr8ogoGhhWiYjI5PgHhWDViQeYd/AO7t66q4JqhiIV8ev8WahYLJ/W5RFRDDCsEhGRSS3qP3b+Gvz50hnPA+3VvqIt+qFpTif0aFVP6/KI6BswrBIRkUn4/eBJ/NizD55fPwPn/NWRq+kADKqWAw0LpuaZp4iMGMMqEREZtdsPPNG8e3/8t+83dbhfFvUvnisDfh9QHk52NlqXR0TfieusEhGRUfL74I8WvX5GjhzZ8d/ezSqoZipaCf+cuYC/1y9kUCUyEeysEhGR0Tl2+xXa9RqEe/tWqu0EqbNi8i/T8FOLulqXRkSxjGGViIiMxoNXvpjwxw3sv/YcIdmrwe6/g2jTpQfmj+4PWxv+k0Zkivj/bCIiMnjPX3uhRY8hOHX2PJI0GgVrK0t0qJwXvSfcgpszF/UnMmUMq0REZLBCQkIxaOpCzJs8GkE+r9S+7DoPzO/TGlmTJ9C6PCKKBwyrRERkkH7bfwzdevTC69sX1LZ9opQYOmYSRv7UBpaWnB9MZC4YVomIyKB4PH+DBh164tzeTR+XorK2Q6023bFm9jgkTOCsdXlEFM8YVomIyCCEhuqw6awHJu++jGun/lFBNUvxytiwbB6K5MmudXlEpBGGVSIi0tz63Qex4a4lLj99r7YLthyCtsVSo2ebBlqXRkQaY1glIiLN3LzngSade+LyoZ1wq9gRqco2Rb8q2dC2ZA3YWHFcKhExrBIRkQaCgoLx44gpWD1nMkL8fdW+9HYfsG9AeSRzsde6PCIyIPyzlYiI4tWGPYeQLEterJg6QgVVlzTZsGzrPpz/cz2DKhF9gp1VIiKKF2/fB6J5vzH4a+kkADpY2jmhRY/BWD5pGOxsbbQuj4gMFMMqERHFyyz/KXtv4EVoGsDSCjlLV8PmFfORJ3N6rcsjIgPHsEpERHFm5+FTGLVoC7wyVFTb+fLkxoLDZ1C/bAGtSyMiI8GwSkREse7FGy807joA/2xfBeh0yNQ5A4a3rYV2JdPDmrP8iSgGGFaJiCjW6HQ6jJ67EpNHDUWg9wu1L2PhCtjUuyqK5MmodXlEZIQYVomIKFacvHANzdp3hcfF42rbzi0FRk34BcO7t9a6NCIyYgyrRET0XYJDQrH08E30ql8GIb5vAUtrVGzaGVsWTkXihAm0Lo+IjBzDKhERfbMLHl4Yvu0yrj31gWupFrB6eBqrli1GjTKFtC6NiEwEwyoREcWYx/NXaNC+JzwS5IRDpiJwdbDBxDGD0KxoOlhxAhURxSKGVSIiirbQ0FAMn7kcM8YMRdC7N7ByTY4e83dhZL18SOJsp3V5RGSCGFaJiChaTl2+hcZtOuPxxX/UtkOSNJgycw56tSqqdWlEZMJ4rIaIiL4oMCgYzXuNRMnC+T8GVUtrVG31E57ev4FerRtoXR4RmTh2VomI6LOuPfFB54m/4uT88Wo7SeZ8WLtyOaqVKaJ1aURkJhhWiYjoEx8CgzHv0B0sPnIPwc5ZkbBAVTSqVgGLxg+GtbWV1uURkRnhMAAiIopgzpptSJ45D+bsPofgUB1q5EmBm0d+x7LJwxhUiSjesbNKRETKw6cvUbf1j7h0cLvadjizWa2ZWj1PCq1LIyIzxs4qERFh1OwVyJo9R1hQLVSjBc7tXMGgSkSaY2eViMiMXbnzEPVadcG90/vVtkPStJg5byF+bFpL69KIiBR2VomIzJBOp8OmM49QoU3/j0HVwhIVm3bBk7vXGVSJyKCws0pEZGY8vT5g6NZL+Of2KziWaA5r32eYN20SGlcrp3VpRESfYGeViMhMhISEoMPg8chZohKO3noJO2tLjGhQCJ4XjzGoEpHBYmeViMgMHD1zCY1btcPL2xfUdu63l7BuQm9kSuqsdWlERF/EzioRkQkLCgpGy94jUKFUURVULWzs0aKPO44uGMKgSkRGgZ1VIiITdfj0RTRp2Rav7l5S28lzFsVva1eiTKFcWpdGRBRt7KwSEZmY0FAdlv9zD9XrN1ZB1dLWAR2GTILn5X8ZVInI6LCzSkRkQu699MXg3y7h7MO3cKvcHTi3GdvWr0TJ/Dm0Lo2I6JswrBIRmYCg4BC0GzQef199AsdCdeFka4XxPzVCy2L9YGlpoXV5RETfjGGViMjIHTt/DQ2bt8HLW/8BVtaoV6EK5nWviTRujlqXRkT03ThmlYjISIWGhqLD4AkoX6KICqoWNnZo128ktg5pwKBKRCaDnVUiIiN05vJN1G3eFs+unVbbSbLkx7YNa1C2SF6tSyMiilXsrBIRGRGdTocNx2+hZIniKqhaWNuhWa8ReHr9HIMqEZkkdlaJiIzEa98AjNhxBX9eeYYERevD4tE5bFq3ClVKFtK6NCKiOMOwSkRkBMbMW4VN197DzyU9rC0t4D58KLpXyAw7WxutSyMiMs5hABMmTECpUqXg6OiIhAkTRvvw1qhRo5AyZUo4ODigcuXKuH37dlyVSERk8DxfvkHeHxpgdK/2uLN5MjK72WBHj9LoWzUHgyoRmYU4C6uBgYFo0qQJunfvHu3HTJ06FXPmzMGiRYtw6tQpODk5oVq1avD394+rMomIDNbCjbuROXseXDm0A4AFSpSvjG09yiBPaletSyMiijcWOmlnxqGVK1eib9++8PLy+uL9pIxUqVJhwIABGDhwoNrn7e2N5MmTq+do3rx5tF7Px8cHrq6u6rEuLi6x8h6IiOKTz/sPqNWuF45t/VX+6wg7t+SYvWApfmxeR+vSiIhiRUzymsGsBnD//n08e/ZMHfrXkzdRvHhxnDx58rOPCwgIUG84/IWIyFgdv3IPqbPlxbGty1VQzVexHu7fvMagSkRmy2DCqgRVIZ3U8GRbf1tUJk2apEKt/pI2bdo4r5WIKLaFhuqw7J97aL/+OoJtnGDt6Ioxc1fg4sEdSJk0kdblEREZR1gdOnQoLCwsvni5ceMG4tOwYcNUC1l/8fDwiNfXJyL6Xmev3ELzBYcwfs91BIUC9ftOxsVLFzGqZ3utSyMiMq6lq2Q8afv2X/6PZ6ZMmb6pkBQpUqifz58/V6sB6Ml2gQIFPvs4Ozs7dSEiMkaDJ8/H9NGD4ZizPNLU7o2RtXOhRbG06o9/IiKKYVhNmjSpusSFjBkzqsB64MCBsHAq409lVYCYrChARGQMnrx8gyqN2+Ha0d1q28bbA9u6FkHOtEm0Lo2IyDzGrD569AgXLlxQP0NCQtR1ufj6+obdJ0eOHNi+fbu6Ll0EWTVg/Pjx2LlzJy5fvoy2bduqFQLq168fV2USEcW7VTv+QuYceT4GVQtLVGndE57XzzGoEhHF5xmsZHH/VatWhW0XLFhQ/Tx06BAqVKigrt+8eVONM9UbPHgw3r9/j65du6qlrsqUKYO9e/fC3t4+rsokIoo3AYFBaPDjYPy5ag6gC4VdwuSYu2QFujSpoXVpRETmu85qfOM6q0RkiDze+KHr4r/x19jWCPV/h+ylqmP/tjVIm5zdVCIyPz4xyGtx1lklIqKPdl58gp+3Xca7ACukqT8ADfO4YcbwXpxERUQUDQyrRERx5MUbL1Rq3B7PE+aBY7aSKJLeDbOGDEIaN0etSyMiMhoMq0REcWDTn4fRoW0bfHj1GJaOh9GvfSMMqpUf1lYGcy4WIiKjwP9qEhHFIln9pGmPYWheu7IKqrauSTF36WoMq1uQQZWI6Buws0pEFEtuPfBEpbpN8fjyCbWdsWglHNi2DhnTRDyNNBERRR//zCciigV/nr2FPPnyq6BqYW2LDkMm4s6/fzGoEhF9J3ZWiYi+Q1BIKGb/fRvzD9+BXeZisHl6DevXb0C9H0pqXRoRkUlgWCUi+kbnrt/FyB1Xcc3bSm3/OHg0hlTPjqRurlqXRkRkMjgMgIjoG0xavB7FixTGocUj4WxrgfktC2Fai2IMqkREsYydVSKiGHj/wR/VW/+EY9tWqG2nkA9Y0yoXCmZPqXVpREQmiZ1VIqJoOnnxOtLmLBQWVIvVagmP6xdQMHsGrUsjIjJZDKtERNEwes5ylClRFG8fXoelvTNGzFqOU7vXwcWZZ6MiIopLHAZARPSV2f6T91zGhDGjEer/Hm4ZcmPPjt9QMn8OrUsjIjILDKtERJ/xxOsDem04j3MP3yJp/aHI5H0ee9fMg7ODvdalERGZDYZVIqIoTF2+GXN/PwGrXFWQwN4av/RriOp5emhdFhGR2WFYJSIKJyAwCDU79MXB9QsBS0uUyZ4X63q1QLrEHJtKRKQFhlUiov+5eu8RfqjVGC9unFHbhas2wm735nDlJCoiIs1wNQAiIgBLt/yBggUKqaBqYWOHARPn4eyfm+Dq7KR1aUREZo2dVSIyazqdDi16j8Km+RMBXSgck6XD1q1bUb1MEa1LIyIihlUiMme+AcEYsvUS/rr6VAXVbKWq4+jODUieOKHWpRER0f8wrBKRWbr1zBvd153H3Zfv4Va8AdrXLI1p/dvB0pKjo4iIDAn/q0xEZmfg5PnIX6gobj9+iRQu9tjcrRRmDOzAoEpEZIDYWSUis+HnH4BKzbrg351r1Lbbg4PYPW4WkjjbaV0aERF9BsMqEZmFK3ceomKN+nh154Lartj8R/y5ag7sbG20Lo2IiL6Ax7yIyOQt37oPhQoVVkHV0tYR7rN/xcENixhUiYiMAMMqEZn0slR9pixB56a1EfTuNZySp8dfR45hdO8OUd7f440fem84j10Xn8R7rUREFDUOAyAik+QfFIIRO65gq4cDrBxdkCFXQZz44zcki7QslQTa8x5eaLf8NN4FBKt9B64/R538qTSqnIiIwmNYJSKTc+PhUwzZdRcXH3vDNkEiTFjxOwY1LBVhtn9AcAh2X3yK8Xuu4a1fUITHD6yWXYOqiYgoKgyrRGRS5q/bjr5dOyBhpa5IXaQy5rUohDJZk4Td/szbH2v/fYiVJx6okwKEVzpLYixpUwROdvxPIxGRoeB/kYnIJISGhqJ131HYMG+SOhtVyNV92LnCHekSO6lD/WcevMWqEw+w9+ozhITqIjw2R4oEmNeyILIkS6BZ/UREFDWGVSIyet6+71G6dgtcPbJLbecoWxvHdq2Hi7MDdpz3xLJj93DF0+eTx8n6qqPr5kKtvClhYWGhQeVERPQ1DKtEZNTOX7+LH2rUgdfD64CFJZr0GI4lk0di01kPdaj/qbf/J4+xtrRApzIZ0atSVjjzkD8RkUHjf6WJyGgdvHgP1csWQ9C7N7Cyd8agqYtgn6EASk85iPeBIVE+plTmxBhbLzcP+RMRGQmGVSIySutPPYL7zhtwyPUDcPc0Snefgk1PEiDU84G63dHWCn7hAmtyFzuMqJULtfPxkD8RkTHhSQGIyLCNGwfIklPjx6vNIPfR0FlY4unA4QgK0SFhuTZI0WY67gcmgMybKpYxEYqkd0Pw/yZRySH/H8tlwoEBFdTaqQyqRETGhZ1VIjLsoDpq1MfrI0fiw76/4HDsH7U54Ng69XNu6RawdXBEvQKpkSWZMzacfoSHr/3UbSUzfTzknzU5D/kTERkrC52s6WJCfHx84OrqCm9vb7i4uGhdDhF9D+mohvtPlFwL3xcNhQWm772GH3Ikx6Ijd7H/2nO1n4f8iYhMJ6+xs0pEhmvMmP/vrEYKqsJ/pDvsra3Qcum/CAgOVYf8O5bJiN6c5U9EZDL4X3MiMkhP3vii/onLmAgLVIIuQlCVDuvbUuXQIEE5PNx/S+3jIX8iItPEsEpEBuXh6/dYdOQeNp15hHanjqOyiqYRSXBNdOIo6lj9is3V2mFE7Vyow0P+REQmiWNWicggHDx1Eb2HusMnd0NYOidW++5NqR1hyZLIY1Z1FhZ4/yGQh/yJiEw4r3HpKiLSPKTmKl8HlUoWwtXDv8Pr361ht80v3ybCfY+lLxBh22LMGAZVIiITx7BKRJqH1OtHdwO6UDhmKQan3BXV7WncHJB70S/4veGPatb/tLKtMaDLL7jefaDqqGLsWLWcFRERmTYOAyCieHX/1XvUb9kel/7epgKqSJu/DMo2646TPq5qYf/8aROiULqEas1U/6BQWMks/9IZ1Cz/BPY2Wr8FIiL6Tly6iogMMqTOPXgbO8574tXbIBVUJaROHD8Gd3XJseL4g7A1Ul+9CwjbLp4xEcbWy4PsKTjLn4jIHLGzSkRx6vj5a+jabyjepisH21Q51b6SKa1QJ7Md6lUpiz4bz+Pv6y8+eVyyBHb4uVZO1OUpUomITA47q0SkuSt3HqBDn2E4u/c3IDQY9hkeo4X7YvSplFUd5n/u44+mi0/i6hOfCI+TQ/4dSmVAn8o85E9ERAyrRBTLHnq+QIcBI3F42yroggLUvhQ5i+KXKZPQuk5RtX3tiQ86rTqDp97+ER7LQ/5ERBQZwyoRxQq/wGB0HjYZmxZMQai/r9qXMH1OjB0/Ab1aNwi736EbL9Bz/X94HxgSti9pAjuM4CF/IiKKAsMqEX2XwOBQbDzzCHMP3sG9q89UUHVKkQEDh7tjVI+2sLT8/xXy1px8APedV9WMf8FD/kRE9DUMq0T0TUJDQzFs+hLsuf4WvsnyqX3Zy9VFyQq5MWlAF9ja/P9/XkJCdZiw5zp+PX4/bF+xjIkwjof8iYjoKxhWiSjGlm75A0MGD8LbB9dg7Zocefv+ir7VcqF50XSwta76yf0HbbmIbec91XUe8iciophgWCWiaDvw73l07tkfD84dVtsWNvaoXK8Z1vYri8SuUXdIZXW843dfqUP+7UtlQF8e8iciohhgWCWir7p5/zHa9ByMM3s3A6EhgIUlClRuiDXzf0GerBm++Fjpnu7qWQYhOh1SujrEW81ERGQaGFaJ6LP8g0LUmaSm/vobHvyxQe1Lk680Fs2ZgVrli0X7eZK52MdhlUREZMoYVokoyslTy/acxKqrAfD0+gCkyoOMFZuhb4dm6N3m/5ehIiIiimv/v6YMERGAbfuPI0WOIujWuAoePX6ClK72mNE0P+78vYFBlYiI4h07q0Sk3H74BM269sX5/VsBXSgsrO1QLdk7zB3QAg62VlqXR0REZophlcjM+fkHoPPQidi0eEbYmaeylKiKdUvmoljebFqXR0REZo5hlciMHbr2BHWrlIPvk7tqO0GqLJg6fQa6Na+jdWlERERxO2Z1woQJKFWqFBwdHZEwYcJoPaZ9+/ZqmZvwl+rVq8dViURm6/FbP3RdfRYdVp+HReq8sHJ0QYchE/DqwXUGVSIiMo/OamBgIJo0aYKSJUti+fLl0X6chNMVK1aEbdvZ2cVRhUTmx9fPH236jcIFZITOLZ1aqL/HgKHoVmYx0qdOpnV5RERE8RdWx4wZo36uXLkyRo+TcJoiRYo4qorIfC3YsBOD+/XB++cPYJc6F+r8vAQTGuZDtuRRn3mKiIjIEBjcmNXDhw8jWbJkcHNzww8//IDx48cjceLEn71/QECAuuj5+PjEU6VExuHaPQ807vATrh/drbatnVzRpUsXzP6xJCwtuXodEREZNoP6l0qGAKxevRoHDhzAlClTcOTIEdSoUQMhISGffcykSZPg6uoadkmbNm281kxkqAKDgtF+8HjkzZ3rf0HVAgWrNcGdm7cw170vgyoRERmFGP1rNXTo0E8mQEW+3Lhx45uLad68OerWrYu8efOifv362L17N86cOaO6rZ8zbNgweHt7h108PDy++fWJTMXlx94o0Wk0Vv0yUi1H5ZImG9bs3I//9m7m2FQiIjLdYQADBgxQM/a/JFOmTN9bU4TnSpIkCe7cuYNKlSp9dowrJ2ERffQhMAQz9t/E8mP3EZKiGBzT5UXDRo2wfMrPsLUxuFE/REREXxWjf72SJk2qLvHl8ePHeP36NVKmTBlvr0lkrGav3oYxk6YiQa0hsLC2Rd2CaTHi51NI7uqgdWlERETfLM4GrT169AgXLlxQP2XMqVyXi6/vxzPkiBw5cmD79u3quuwfNGgQ/v33Xzx48ECNW61Xrx6yZMmCatWqxVWZREbvoecL5PuhAfq2a4S3N05Bd3k3lrcrgrktCjKoEhGR0Yuz44KjRo3CqlWrwrYLFiyofh46dAgVKlRQ12/evKnGmQorKytcunRJPcbLywupUqVC1apVMW7cOB7mJ/qMn2cswy/uQxDk+0ZtF67eDL+vmorUyT6/ggYREZExsdDpdDqYEFm6SlYFkBDs4uKidTlEceLSrfuo17IjHpz7OPnQMWlazJq/CF2a1NS6NCIioljNa5xxQWRE5G/LzWc90LV9W/hcOwZYWqFS0y74bck0JEzgpHV5REREsY5hlchIPPfxx5Ctl3D45kskKNcBNkHvsWzhPNSvVErr0oiIiOIMVwUnMnChoaHoP2ke8tZqr4KqrbUlRrUoj+c3zjGoEhGRyWNnlciA3bz/GDWbtcO9MwfVdqnCZbFyWFtkTZ5A69KIiIjiBTurRAZq1OxfkSdvno9B1dIKNdv3wf7JnRlUiYjIrLCzSmSA66ZWb94RN47tUdvOKTLi15Ur0aRaOa1LIyIiincMq0QG5PCN56hVsRT8nt0DLCxRoUkn/P7rLLg4OWpdGhERkSY4DIDIAPgHhWDMrqtov/IsHIs1hkOSNPj1tz9waNMSBlUiIjJr7KwSaWzPkdMYvfkEXibIqra7d2yD/mvdkTABQyoRERHDKpGGS1K1GzgO6+ZOhIWtA/L0XIxZHSqiYo5kWpdGRERkMBhWiTRw/b4HqjZogccXj6vtVDkLY8OPpZArE4MqERFReByzShTPpi7biHz58qugamFlgxZ9RuHRhWPIlSmt1qUREREZHHZWieJJQFAwqrbohqNbl6ttpxQZsH79etStWFLr0oiIiAwWwypRPPD0+oBe6//DuZsP1XaRms3x14alcHNx1ro0IiIig2ah0+l0MCE+Pj5wdXWFt7c3XFxctC6HCPsueWLw9qvw/hAEJ8tgNEvjg1E/tdG6LCIiIqPIa+ysEsURXz9/VGvVDecvXUXSxqNQIK0b5rUshLSJuCQVERFRdDGsEsWBExeuo1b9RvB6eF1tV0zwEku61YKtNec0EhERxQT/5SSKZRMWrkHZksVUULW0d4b7nBVYOaIjgyoREdE3YGeVKJYEBgWjVvve+Hv9QrXtliEXdm//DaUK5NS6NCIiIqPFsEoUC96+D0SxGk1x55/f1XaxWi1xYPNyODvaa10aERGRUeNxSaLvdMXTG3XmHYNvxgrqsH+f8XNwavc6BlUiIqJYwM4q0XeYs/0fzDvni8DgUGTLkx+7RtxAkayptS6LiIjIZLCzSvQNfN77oWDVJujTpBLePb6FSjmSYWfPMgyqREREsYydVaIYunLnAcpXrYM396/IeTVQ1uUtlrYtAktLC61LIyIiMjnsrBLFwKY/jqBwkWIqqMr41KnLNmDznNEMqkRERHGEnVWiaBo4ZSFmjOgLXXAgHJOlw66dO/FD8fxal0VERGTSGFaJviI0VIeuk37F8hE/qe00+UrhxF+/I23yJFqXRkREZPIYVom+4J1/EPptuoD9PsngkKUYihbIi/3rF8HWhv/XISIiig/8F5foM46dv4ZRfz3GvbdBsLOxxpr1m9GoaHqtyyIiIjIrnGBFFIXlv/2JimVK4fSayUiWwBZbfizJoEpERKQBhlWiSAZPXYguzesh2M8b1j5PsKF9AeRPm1DrsoiIiMwShwEQ/U9oaCjqdx2EXctnqO30hcrjzN+/I6mbq9alERERmS2GVSIA7z/4o0St5rhy6He1Xap+OxzavIwTqYiIiDTGYQBk9rw/BCFnmZofg6qFJdoOGIvj21cyqBIRERkAhlUyax5v/NBo4QkEZKuszkg1ceFqrJo2UuuyiIiI6H/YOiKzdeHhK3RecwGvfAOQIW8x7Bx9DcWzp9W6LCIiIgqHnVUyS3PXbEexAnnw9MEd5EiRADt6lGZQJSIiMkAMq2R2hvyyCH06NEWQ13PYXNmBzd1KIqWrg9ZlERERURQ4DIDMSpv+Y7B25hgAOmQqWgnn9m+Fi72N1mURERHRZzCsktmsoVq1VQ8c2LhIbReu3gwndq7ljH8iIiIDx2EAZPL8AwJRoErjsKBas30fnN6znkGViIjICDCskknzDwpBt9VncOvWLbWGaudhk7FnxSxYWvJXn4iIyBiwtUQm631AMLquOYvjd72QpukodMweiuFdm2tdFhEREcUAwyqZpIdPX6Lh4Jl4nbo0nGytsKxLJZTMnFjrsoiIiCiGGFbJ5Ny8/xjFyv0An8e3kbJ6N2xfPBEF07lpXRYRERF9Aw7cI5Ny8eY9FCpZRgVVaydXzOvfmkGViIjIiLGzSibjxIXrqFSpEvzfPIWNSxLs2bsPVUoW0rosIiIi+g7srJJJ2H/yP1SsUF4FVftEKXHo8BEGVSIiIhPAzioZvbO3PFCzamUE+76FY7J0OHb4IArmzKx1WURERBQL2Fklo3br+Tt023wDCYo3QYLUWfHfv8cZVImIiEwIwyoZrdvP36Hl0n/xyjcQJeu2xp0r/yF7xjRal0VERESxiGGVjNKfR8+gSLnKeP7qDXKncsG6zsWRLKGz1mURERFRLOOYVTLKoFq3ZlUEv/eCi9tqrJu4HQkdbbUui4iIiOIAO6tkvEE1TVYc/W05gyoREZEJY1gl4wqqtaqpoCqTqc6fOIqMaVJoXRYRERHFIYZVMgr7jp/7GFR93/4vqB5BprQMqkRERKaOYZUM3qPX79GoacsIQTVzupRal0VERETxgGGVDNpzH3+0Xn4arrUGIHGOYjh3/DCDKhERkRlhWCWD9do3AK2XncKjN37InCUrrp46gqzpU2ldFhEREcUjhlUySB7PXyFbgeK49O8RpHCxV+uoJnex17osIiIiMpWw+uDBA3Tq1AkZM2aEg4MDMmfODHd3dwQGBn7xcf7+/ujRowcSJ04MZ2dnNGrUCM+fP4+rMskAvXzrjYKlK+HN3Yt4u28ulrfOj7SJHLUui4iIiEwprN64cQOhoaFYvHgxrl69ipkzZ2LRokUYPnz4Fx/Xr18/7Nq1C1u2bMGRI0fw5MkTNGzYMK7KJAPj894P+ctWw+u7l2Bp54R1m7cid7okWpdFREREGrHQ6XS6+HqxX375BQsXLsS9e/eivN3b2xtJkybF+vXr0bhx47DQmzNnTpw8eRIlSpT46mv4+PjA1dVVPZeLi0usvweKO/4BgchZuhoenDsMCxt7LNu4HR0bVte6LCIiIoplMclr8TpmVQpKlCjRZ28/d+4cgoKCULly5bB9OXLkQLp06VRYjUpAQIB6w+EvZHykC1+kepOPQdXKGjOXrWNQJSIiovgLq3fu3MHcuXPx448/fvY+z549g62tLRImTBhhf/LkydVtUZk0aZJK5vpL2rRpY712invNB03F1cM7AQtLjJq5FH3acugHERERfUNYHTp0KCwsLL54kUP34Xl6eqJ69epo0qQJunTpEpv1Y9iwYapjq794eHjE6vNT3Ftx/D5OWeWCU94q6Dp8Ekb3aq91SURERGQgrGP6gAEDBqB9+y+HiUyZMoVdlwlSFStWRKlSpbBkyZIvPi5FihRqtQAvL68I3VVZDUBui4qdnZ26kHHadfEJxu6+BgtLK0yaOQ+9KmXTuiQiIiIy5rAqE6DkEh3SUZWgWrhwYaxYsQKWll9u5Mr9bGxscODAAbVklbh58yYePXqEkiVLxrRUMnCzV2+D++xf4VqpK9qVzoSeP2TVuiQiIiIy9rAaXRJUK1SogPTp02PatGl4+fJl2G36Lqncp1KlSli9ejWKFSumxpzK2qz9+/dXE7FkdlivXr1UUI3OSgBkPLbsO4r+XdogNNAPuXNkhXudOmoICREREVG8hNX9+/erSVVySZMmTYTb9Ktlycx/6Zz6+fmF3SbrsUoHVjqrMtO/WrVqWLBgQVyVSRr499INtGrcQAXVZNkKYc+i8bCyZFAlIiIijddZjQ9cZ9XwT6Oaq0Ax+D67D+eUmXDt/CmkTc5F/4mIiMyJj6Gus0rmzc8/AMV/qKWCqk2CRDj4114GVSIiIvoihlWKF9LAL1OvDZ5eOw0LGzus2bgNRfNwQhURERF9GcMqxYul/9zD4wQ5YWHniNEzlqBZzfJal0RERETmPMGKSO/Py08x8Y8bcMxSDLO2HUPvmgW1LomIiIiMBMMqxal1ew5hxB/3gQTJ0a5kevSqkVvrkoiIiMiIMKxSnDlx4TraN2uIUJ0OdYYuxMjaubiWKhEREcUIx6xSnPB88RpVq9dE8HsvOLklw+KfasDair9uREREFDNMDxTrAoOCUbJqfbx//gA2CRLj0F97kDxxQq3LIiIiIiPEsEqxrnqbHvC4eAwW1rZYtWELCufiElVERET0bRhWKVYNnLIQhzYtUdf7jp2OFrUqal0SERERGTGGVYo1lx97YcH8+ep6ucadMGNYT61LIiIiIiPH1QAoVrx8F4Cua84hSZMxSPb4CPavnaF1SURERGQC2Fml7+YfFIzua8/hqbc/sqRKjAMrp8PWhn8HERER0fdjoqDvVrpOK9z1tUaaSq2xtG0RuDrYaF0SERERmQh2Vum79HCfgf/2bYb38Q3okccSmZM6a10SERERmRCGVfpmW/YdxcKJw9T16m17oXuTalqXRERERCaGYZW+yf3Hz9CmZXPoggORJl8p7FrOCVVEREQU+xhWKcaCg0NQtmZDBLx5CvtEKXHsj+2wtrbSuiwiIiIyQQyrFGO1O/aD5+WT6gxV6zZuQfrUybQuiYiIiEwUwyrFyMEbz3H2lQVgZYMeI6agYZXSWpdEREREJoxLV1G0PX7rh36bLsI5X1W0bFAbc7pU0bokIiIiMnEMqxQtfv4B+HH5UXh/CEH+NK6Y1qGU1iURERGRGeAwAIqW6q1/wr5x7WD1+i7mtSwEW2v+6hAREVHcY2eVvmriorX4Z+uv6nrLPM5Im8hR65KIiIjITLA9Rl907tptjBrQQ10vVqslxvXpqHVJREREZEYYVumz/AMCUa1uY4T4+cA1bXbs37RU65KIiIjIzDCs0mfVbNcLr+9egqWdI3Zu2wIXJx7+JyIiovjFsEpRmrVqGw5tWqKuDx4/E+WK5NW6JCIiIjJDnGBFn3jzPhCrburgkKU4cmROh0kDu2pdEhEREZkpdlYpAp1OhyFbL+FtqD1KdpuMw1tXa10SERERmTF2VimCmdv+wf5r72BrZYk5LQrCxcle65KIiIjIjLGzSmH2HjuLgc2r4uWuX9C3YnrkTuWqdUlERERk5hhWSfF574emzVtCFxwAV3xA1wrZtS6JiIiIiGGVPqrVtifeed6GlaML/ty2AdbWVlqXRERERMSwSsCslVtxbNsKdX3E5NnInz2T1iURERERKQyrZu7h05cY0re7ul6wahOM7tVe65KIiIiIwjCsmrmaLToh0PslHBKnxr6NPJ0qERERGRaGVTP219VneJWsCKxckmLekmVI6sbZ/0RERGRYuM6qGZ+lavj2y3DIVBjua/ajY938WpdERERE9Al2Vs1QaGgoBqw+ile+gciW3BmDauTRuiQiIiKiKDGsmqHBvyzGqr714HflAKY3KQB7Gy5TRURERIaJYdXMXL51H7NGD4Yu0A+FEgcjbxqOUyUiIiLDxbBqZof/azZtgxB/X7ikyYZti3/RuiQiIiKiL2JYNSP9J87D44vHYWFljfVr18DR3k7rkoiIiIi+iGHVTFy/74F5E0eo67Xb90at8sW0LomIiIjoqxhWzUTdlp0R8uEdEqTOio3zJmpdDhEREVG0MKyagT8veeJ5sANgZY1ly5by8D8REREZDYZVE+f9IQijd19HokpdMGzl32havbzWJRERERFFG8OqiZv0xzU89wlApiROGNWsjNblEBEREcUIw6oJm7tmO2b1bYmg148xuVE+Lv5PRERERodh1US98vLB4L49EPD4GlI9OYJiGRNpXRIRERFRjDGsmqhGXfrD/81T2LomxY4Vc7Uuh4iIiOibMKyaoF2HT+HotpXq+ogJ05E6WWKtSyIiIiL6JgyrJiY4OAQdOncFQkOQoXAFjOzRRuuSiIiIiL4Zw6qJ6TVmJl7fvQQLG3tsXrlE63KIiIiIvgvDqgl57RuAtevWquuNuvRD0TxZtS6JiIiI6LtYf9/DyZBM2XsDiRqNQXqP41g13V3rcoiIiIi+GzurJuL0/TfYfPYxLKyssWrKMJ5SlYiIiEwCw6oJ8PMPQLuBY6ELDkKLYmlROL2b1iURERERxQoOAzABrfuOwo1ts+GU/gAGjzmrdTlEREREht9ZffDgATp16oSMGTPCwcEBmTNnhru7OwIDA7/4uAoVKsDCwiLCpVu3bnFVptE7d+02dvw6W11v36Ej3Jx4+J+IiIhMR5x1Vm/cuIHQ0FAsXrwYWbJkwZUrV9ClSxe8f/8e06ZN++Jj5X5jx44N23Z0dIyrMo1eq659oAsKQKJMeTFnZB+tyyEiIiIyjrBavXp1ddHLlCkTbt68iYULF341rEo4TZEiRbReJyAgQF30fHx8YC6WbvkDN4//CcACC+fPhaUlhyATERGRaYnXdOPt7Y1EiRJ99X7r1q1DkiRJkCdPHgwbNgx+fn6fve+kSZPg6uoadkmbNi3MQWBQMAb066uuF6jSCE2rl9e6JCIiIqJYZ6HT6XSIB3fu3EHhwoVVV1UO83/OkiVLkD59eqRKlQqXLl3CkCFDUKxYMWzbti3anVUJrBKMXVxcYKo6Dp2IFVN+hqW9M65du47sGdNoXRIRERFRtEhekyZjdPJajIcBDB06FFOmTPnifa5fv44cOXKEbXt6eqohAU2aNPliUBVdu3YNu543b16kTJkSlSpVwt27d9Ukrcjs7OzUxZx4+QXipF9y2GcsjEb1ajOoEhERkcmKcWf15cuXeP369RfvI+NTbW1t1fUnT56oGf4lSpTAypUrYzyuUiZkOTs7Y+/evahWrVqsJnVj5f77Faw6+RBZkzlhT68ysLXhCmRERERkPOK0s5o0aVJ1iQ7pqFasWFEd/l+xYsU3TQC6cOGC+ikdVgIue7zGmn8fqutj6uZhUCUiIiKTFmcTrCSoSkc1Xbp0apyqdGSfPXumLuHvI8MFTp8+rbblUP+4ceNw7tw5tU7rzp070bZtW5QrVw758uWDuZOlwCpXqYaXf85FxQz2KJUlidYlEREREcWpOGvL7d+/X02qkkuaNBHHVOpHHgQFBanlrPSz/WXowN9//41Zs2apw/8yUapRo0YYMWJEXJVpVNznrMCLm+dgYW2LH0vN0rocIiIiItNZDSC+mOqYVV8/fyRLlwUfXnuicsvu2L9ugdYlEREREcV5XuMq8kai6/BJKqhaO7th9ewJWpdDREREFC8YVo3AwycvsHnJTHW9Xc8hSJnETeuSiIiIiOIFw6oRaN1rKEI+vINTigyYN7qf1uUQERERxRuGVQN32/M1Tu7boa6PGDsR9nYf168lIiIiMgdcpNPAzTn6CCk7LUDKV+cwuFMzrcshIiIiilfsrBqw84/eYtfFJ7B2TIAVv4z4ppMqEBERERkzph8DPgFA35nr1Jq0jQqlQe5UrlqXRERERBTvOAzAgE8AcHRWLzhlKYoBw45oXQ4RERGRJthZNUD+AYGYMXGMul6yWBGkTOigdUlEREREmmBYNUD9xs+B30sPWDm6YOXMcVqXQ0RERKQZhlUD4/XuPX6dO1Vdb9C+B1InS6x1SURERESaYVg1MN1+noxA75ewcUmCJZOGa10OERERkaYYVg3I01dvsXX5XHW9XY+BcHNx1rokIiIiIk1xNQADMuf3fwH7BHBwTIC57jytKhERERHDqoF48z4Qux5ZIlWn+RhZITlPq0pERETEYQCGY+HhO/ANCEbu1G7oWL2Y1uUQERERGQSGVQNw7tptzJo9G7rgQAyqnh2WlhZal0RERERkEBhWDUCnPsPwav8ShB6ejwrZkmpdDhEREZHBYFjV2LFzV3Hx4A51ffTQAbCwYFeViIiISI9hVWM/DR4JhIYgVZ6S6NS4htblEBERERkUhlUNHfvvKi4f3qmuTxw3WutyiIiIiAwOw6qGeoR1VUugXf2qWpdDREREZHAYVjVy/Pw1XDr0sas6fgy7qkRERERR4UkBNLLq+F04ZCqMhHYW6NCwmtblEBERERkkhlUNeLzxw8EnVkjWaBQ2dCykdTlEREREBovDADSw4PAdBIfqUDZrEpTMllLrcoiIiIgMFsNqPDt58QYWTPgZwT6v0KdSVq3LISIiIjJoDKvx7KdBI+Hz327o/lmMIhkSaV0OERERkUFjWI1H/166gQsHtqvro0eN0LocIiIiIoPHsBqPeg0bo9ZVTZ6jMLo0qal1OUREREQGj2E1nly/74Fzf21T138e/rPW5RAREREZBYbVeNJz+AToggORMH1O9GhVT+tyiIiIiIwCw2o88HzxGoe3r1XXe/UbBEtLfuxERERE0cGTAsSDjacewjl/NeDZdYzq0VbrcoiIiIiMBsNqHPMPCsGGi2/gVrEjfmmcD9bWVlqXRERERGQ0eDw6jv127jFe+QYglas96hdMrXU5REREREaFYTUO+QcEYkCvbvB/dBmdy2aEjRU/biIiIqKYYHqKQz/PWIoXZ/fi1e+TUD9vMq3LISIiIjI6DKtxJDQ0FEvmzVTXqzXtgESuzlqXRERERGR0GFbjyOQl6+H75C4sbR2wYPxwrcshIiIiMkoMq3Fk5ozp6mep2s2RPjWHABARERF9C4bVOLDpjyN4dfsCYGmFOeN5alUiIiKib8WwGgfcJ05RP7OXrIqCOTNrXQ4RERGR0WJYjWXPvP3xxjUrrBOlwZjhQ7Quh4iIiMio8QxWsWzVyQdwzFsV5es0Q7OapbQuh4iIiMiosbMai/wCg7H+1CN1vUvZTFqXQ0RERGT0GFZj0ZBfFuPxyV1I42KFSjmTa10OERERkdHjMIBYEhwcguWzJuPDq8fIlCcZrCyra10SERERkdFjZzUWTwIgQdXSzgm/DOuldTlEREREJoFhNZbMnTNb/SxduxmSJ06odTlEREREJoFhNRZs/esfvLh5DrCwxPTRQ7Uuh4iIiMhkMKzGgpETpqqfWUtUQdE8WbUuh4iIiMhkMKx+p8u37uP6sb3q+qhhg7Quh4iIiMikcDWA77Tu2E04ZCgAR4tAtK5TSetyiIiIiEwKw+p3Kl4wD0r89Av6lE+vdSlEREREJodh9Ts1KJgG9fKn1roMIiIiIpPEsBoLLC0ttC6BiIiIyCRxghURERERGSyGVSIiIiIyz7Bat25dpEuXDvb29kiZMiXatGmDJ0+efPEx/v7+6NGjBxInTgxnZ2c0atQIz58/j8syiYiIiMgcw2rFihWxefNm3Lx5E1u3bsXdu3fRuHHjLz6mX79+2LVrF7Zs2YIjR46ocNuwYcO4LJOIiIiIDJSFTqfTxdeL7dy5E/Xr10dAQABsbGw+ud3b2xtJkybF+vXrw0LtjRs3kDNnTpw8eRIlSpT46mv4+PjA1dVVPZeLi0ucvA8iIiIi+nYxyWvxNmb1zZs3WLduHUqVKhVlUBXnzp1DUFAQKleuHLYvR44caiiBhNWoSPCVNxz+QkRERESmIc7D6pAhQ+Dk5KTGoD569Ai///77Z+/77Nkz2NraImHChBH2J0+eXN0WlUmTJqlkrr+kTZs21t8DERERERlJWB06dCgsLCy+eJFD93qDBg3C+fPn8ddff8HKygpt27ZFbI48GDZsmGoh6y8eHh6x9txEREREZGQnBRgwYADat2//xftkypQp7HqSJEnUJVu2bGrsqXQ+//33X5QsWfKTx6VIkQKBgYHw8vKK0F2V1QDktqjY2dmpCxERERGZnhiHVZkAJZdvERoaGjbONCqFCxdW41kPHDiglqwSspKADB+IKtwSERERkWmLs9Otnjp1CmfOnEGZMmXg5uamlq0aOXIkMmfOHBY8PT09UalSJaxevRrFihVTY047deqE/v37I1GiRGp2WK9evdT9o7MSABERERGZljgLq46Ojti2bRvc3d3x/v17dVKA6tWrY8SIEWGH7WXmv3RO/fz8wh43c+ZMWFpaqs6qdGCrVauGBQsWxFWZRERERGTA4nWd1fjAdVaJiIiIDJtBrrNKRERERBRTDKtEREREZLAYVomIiIjIYDGsEhEREZH5rQagFf18MRm4S0RERESGR5/TojPP3+TC6rt379RPOVMWERERERl2bpNVAcxq6So5S9aTJ0+QIEECWFhYaF2Oyf0VJH8EeHh4cFkwE8Pv1nTxuzVd/G5Nk7l8rzqdTgXVVKlSqfX1zaqzKm84TZo0Wpdh0uT/PKb8fyBzxu/WdPG7NV38bk2TOXyvrl/pqOpxghURERERGSyGVSIiIiIyWAyrFG12dnZwd3dXP8m08Ls1XfxuTRe/W9PE79UMJlgRERERkelgZ5WIiIiIDBbDKhEREREZLIZVIiIiIjJYDKtEREREZLAYVumrJk2ahKJFi6qzgiVLlgz169fHzZs3tS6LYtnkyZPVWd/69u2rdSkUCzw9PdG6dWskTpwYDg4OyJs3L86ePat1WfSdQkJCMHLkSGTMmFF9r5kzZ8a4ceOidX51MixHjx5FnTp11Bmc5L+9O3bsiHC7fKejRo1CypQp1XdduXJl3L59G+aIYZW+6siRI+jRowf+/fdf7N+/H0FBQahatSrev3+vdWkUS86cOYPFixcjX758WpdCseDt27coXbo0bGxs8Oeff+LatWuYPn063NzctC6NvtOUKVOwcOFCzJs3D9evX1fbU6dOxdy5c7UujWJI/g3Nnz8/5s+fH+Xt8r3OmTMHixYtwqlTp+Dk5IRq1arB398f5oZLV1GMvXz5UnVYJcSWK1dO63LoO/n6+qJQoUJYsGABxo8fjwIFCmDWrFlal0XfYejQoTh+/Dj++ecfrUuhWFa7dm0kT54cy5cvD9vXqFEj1Xlbu3atprXRt5PO6vbt29WRSyHRTDquAwYMwMCBA9U+b29v9d2vXLkSzZs3hzlhZ5ViTP4PIxIlSqR1KRQLpGteq1YtdYiJTMPOnTtRpEgRNGnSRP1hWbBgQSxdulTrsigWlCpVCgcOHMCtW7fU9sWLF3Hs2DHUqFFD69IoFt2/fx/Pnj2L8N9lV1dXFC9eHCdPnoS5sda6ADIuoaGhakyjHGLMkyeP1uXQd9q4cSP+++8/NQyATMe9e/fUoeL+/ftj+PDh6vvt3bs3bG1t0a5dO63Lo+/smvv4+CBHjhywsrJSY1gnTJiAVq1aaV0axSIJqkI6qeHJtv42c8KwSjHuwl25ckX9JU/GzcPDA3369FHjkO3t7bUuh2L5j0rprE6cOFFtS2dV/n8rY98YVo3b5s2bsW7dOqxfvx65c+fGhQsXVANBDhnzuyVTxWEAFG09e/bE7t27cejQIaRJk0brcug7nTt3Di9evFDjVa2trdVFxiHLgH65Lh0bMk4yezhXrlwR9uXMmROPHj3SrCaKHYMGDVLdVRmzKCs8tGnTBv369VOrtpDpSJEihfr5/PnzCPtlW3+bOWFYpa+Sgd4SVGXw98GDB9WSKWT8KlWqhMuXL6vOjP4i3Tg5nCjX5RAjGScZphN5eTkZ45g+fXrNaqLY4efnB0vLiP90y/9XpZtOpkP+nZVQKuOT9WT4h6wKULJkSZgbDgOgaB36l0NOv//+u1prVT9eRgZ7ywxUMk7yXUYedyxLo8i6nByPbNyk0yYTcWQYQNOmTXH69GksWbJEXci4ybqcMkY1Xbp0ahjA+fPnMWPGDHTs2FHr0ugbVmK5c+dOhElV0iiQycvy/crwDlmhJWvWrCq8yvq6MtxDv2KAOeHSVRStJTWismLFCrRv3z7e66G4U6FCBS5dZSJkyM6wYcPUIuLyD51MturSpYvWZdF3evfunQotcqRLhvFIeGnRooVaPF4m0JHxOHz4MCpWrPjJfhl7LMtTSTxzd3dXf2R6eXmhTJkyaonBbNmywdwwrBIRERGRweKYVSIiIiIyWAyrRERERGSwGFaJiIiIyGAxrBIRERGRwWJYJSIiIiKDxbBKRERERAaLYZWIiIiIDBbDKhEREREZLIZVIqJokDPKJEyYUOsyiIjMDsMqERk1OeWvnBK4W7dun9zWo0cPdZshnBZYTq0otchpE4mIKPoYVonI6KVNmxYbN27Ehw8fwvb5+/tj/fr1SJcu3Xc/f1BQELQSEhKC0NBQGCItPxciMh8Mq0Rk9AoVKqQC67Zt28L2yXUJqgULFoxw371796JMmTLqkH7ixIlRu3Zt3L17N+z2Bw8eqA7opk2bUL58edjb22PdunWfvObLly9RpEgRNGjQAAEBASpQTpo0CRkzZoSDgwPy58+P3377Lew5K1asqK67ubl9sdurH26wc+dO5MqVC3Z2dnj06JF6jYEDByJ16tRwcnJC8eLFVbdW7+HDh6hTp456frk9d+7c+OOPP8JuP3LkCIoVK6aeL2XKlBg6dCiCg4PDbs+QIQNmzZoVoZYCBQpg9OjRYdtS98KFC1G3bl31GhMmTFD7d+3ahaJFi6rPKkmSJOoz0fveuomIGFaJyCR07NgRK1asCNv+9ddf0aFDh0/u9/79e/Tv3x9nz57FgQMHYGlpqcJV5O6lhLk+ffrg+vXrqFatWoTbPDw8ULZsWeTJk0cFUgmAElRXr16NRYsW4erVq+jXrx9at26tQqIE6a1bt6rH3rx5E0+fPsXs2bM/+178/PwwZcoULFu2TD1XsmTJ0LNnT5w8eVJ1kC9duoQmTZqgevXquH37dtiQBwmGR48exeXLl9XjnZ2d1W2enp6oWbOmCpQXL15UgXP58uUYP358jD9nCa/yeclryGe+Z88etS3Pf/78efWZSijW+566iYgUHRGREWvXrp2uXr16uhcvXujs7Ox0Dx48UBd7e3vdy5cv1W1yn8+R+8h/Ci9fvqy279+/r7ZnzZoV4X4rVqzQubq66m7cuKFLmzatrnfv3rrQ0FB1m7+/v87R0VF34sSJCI/p1KmTrkWLFur6oUOH1PO+ffv2i+9HXkfud+HChbB9Dx8+1FlZWek8PT0j3LdSpUq6YcOGqet58+bVjR49OsrnHD58uC579uxh9Yr58+frnJ2ddSEhIWo7ffr0upkzZ0Z4XP78+XXu7u5h21JX3759I9ynZMmSulatWkX5ut9bNxGRsGZmJyJTkDRpUtSqVUsdRpdcJdflkHRk0tEbNWoUTp06hVevXoV1VOVQu3RK9eQQf2QyJlY6qi1btoxwyPzOnTuqG1qlSpUI9w8MDPxkGEJ02NraIl++fGHb0nGUsavZsmWLcD/pSMpQBtG7d290794df/31FypXroxGjRqFPYd0h0uWLKkO4+uVLl0avr6+ePz4cYzG9Ub+XC5cuIAuXbpEed/vrZuISDCsEpHJkMPScthZzJ8/P8r7yPjI9OnTY+nSpUiVKpUKqxJSJViGJ+MnI5PD/RKodu/ejUGDBqlxmEJCn5BD4vp94R8TUzLmNXywlOe3srLCuXPn1M/w9IfMO3furIYrSA0S/GRYwvTp09GrV69ovaYMh/jYPP3yBKrIn4vU+jnxUTcRmT6OWSUikyFjISV0SsiKPM5UvH79Wo0ZHTFiBCpVqoScOXPi7du30X5+CXRr1qxB4cKF1YSpJ0+eqP3hJ0JlyZIlwkXGq+q7pUI6jTEl3Vl53IsXLz55/hQpUoTdT15LlvCSyWUDBgxQgVzI+5Rxo+HD6PHjx5EgQQKkSZMmrDMtY2n1fHx8cP/+/a/WJl1QGacaF3UTEQl2VonIZEj3Tg55669HJjPO5fDzkiVL1Ix4CZcykSqmryGrA7Ro0QI//PCDmtkuwUtmvMukKunUymoD3t7eKhC6uLigXbt2qpsr3VLpyspkJOlIRncikRxGb9WqFdq2bau6jhICZTUCCYkSFmXIQ9++fVGjRg11Xwnghw4dUiFV/PTTT2rYgnQrpfMsgd3d3V1NNJMALuS9yBAK6TzLagQyVCKqzzAyeR4J/pkzZ0bz5s3VCgMym3/IkCHfXTcRkcKhu0RkChOsPifyBKv9+/frcubMqSZj5cuXT3f48GE1cWj79u0RJlidP38+yglWekFBQbqGDRuq53r+/LmavCSTsmQik42NjS5p0qS6atWq6Y4cORL2mLFjx+pSpEihs7Cw+Oykr8ivoxcYGKgbNWqULkOGDOr5U6ZMqWvQoIHu0qVL6vaePXvqMmfOrN6XvHabNm10r169Cnu8vM+iRYvqbG1tVQ1DhgxR70HP29tb16xZM52Li4uaQLZy5cooJ1jpP6fwtm7dqitQoIB67iRJkqjPJbbqJiKykP9hbiciIiIiQ8Qxq0RERERksBhWiYiIiMhgMawSERERkcFiWCUiIiIig8WwSkREREQGi2GViIiIiAwWwyoRERERGSyGVSIiIiIyWAyrRERERGSwGFaJiIiIyGAxrBIRERERDNX/AceHtGHl06B5AAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -729,9 +775,9 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAp8AAAIjCAYAAABF4HAGAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAh5ZJREFUeJzt3QVYVGkbBuCHTkEMFOwuFLu7u7u7u7t77e5u14411lw71sAuVMTCAASk57++zx1+QFBQmDPx3Nc1yzkzZ+a8c4Z1Xt6vjFQqlQpERERERBpgrImTEBEREREJTD6JiIiISGOYfBIRERGRxjD5JCIiIiKNYfJJRERERBrD5JOIiIiINIbJJxERERFpDJNPIiIiItIYJp9EREREpDFMPon0XPny5eUtoTx//hxGRkZYt25dgr0mKUt8nuPHj1fk3EeOHEH+/PlhaWkp4/D29oY2UvIaEekbJp9EChCJm/gyU9/EF2/27NnRu3dvvHv3DvpiypQpqFu3LlKlSpXgX96nT59Gw4YNkTp1apibm8PR0RF16tTB7t27E+wc+uTw4cNalzx9/PgRTZs2hZWVFRYvXoyNGzfCxsZGsXi08RoR6SNTpQMgMmQTJ05EpkyZEBgYiHPnzmHp0qXyC/DOnTuwtrZOkHMcO3YMShk9erRMDgsUKICjR48m2OuOGzdOXrts2bKhW7duyJAhg0xkxLVr1KgRNm/ejJYtWybY+fSBuDYiwYspufr69StMTTX/dXD16lV8+fIFkyZNQuXKlaE0bbxGRPqI/ycRKahGjRooXLiw3O7cuTOSJ0+OOXPmYN++fWjRosVvvXZAQIBMYEVVUCnu7u7ImDEjPnz4gJQpUybIa/75558y8WzcuDG2bNkCMzOziMeGDBkik9yQkJAEOZehEJV3Jbx//17+TJo0KbSdUteISB+x2Z1Ii1SsWDEiaVPbtGkTChUqJJsmkyVLhubNm8PDwyPK80SfThcXF1y/fh1ly5aVSefIkSNj7fMpvvQ7deokm8PFl6qrqyvWr1//XTyi/1379u1hb28vE4R27drFq0+eSDzjmig/ePBAJqk/M2bMGHkd1qxZEyXxVKtWrRpq164dr/eq7sc6a9YsrFixAlmyZIGFhQWKFCkiq3ORvX37Fh06dEDatGnlMU5OTqhXr558DbXYuhiI6yGuZ/TuF6Lq3bdvX5mgi+ssqrnBwcHyWrdt2xYODg7yNnToUKhUqhjjnjt3rqwAi9+TcuXKyeq5mjinqOipY1PffhTvjRs35B9HdnZ2sLW1RaVKlXDp0qUox6jjP3/+PAYOHCjjF83mDRo0gJeXF35E/E6K3ydBXGfxOuprE/06RX5O5N9l0fVCPG/Hjh2yi4f4TMRnLGJ98uTJd8+/fPkyatasKa+liDNfvnyYP3++1l4jIn3FyieRFnn69Kn8KSqggvhCFcmW6BcnKqPiy2rhwoUywRRffJErRqLZWXwRiuS0devWMtmKiWg+FF/g4stZ9DEVzf47d+6UX74i2enXr588TiQ5IqkSiVH37t2RK1cu7NmzJyJhSEhXrlxBhQoVZHP6j/rcPX78WCapHTt2RJIkSX76unF9r2qikiqagUXyJxKGmTNnyn6lz549i0h0RbP+3bt30adPH5kkieT2+PHjePnyZZyT7ejEa4nuCRMmTJDJi0iAxWd74cIFpE+fHlOnTpVNwn/88Yf8I0MkpJFt2LBBxt2rVy/ZhUMkVOIPGTc3N/l7IN7P69evZZyiX+XPiPdXpkwZmVSJhFe89+XLl8treebMGRQrVuy7+EVCJz4/kRDPmzdPXu/t27fHeo5Ro0YhR44c8r2qu5+IpP9XTJ8+HcbGxhg8eDB8fHzk59aqVSuZbKqJ9y7+KBF/LIjPXVzv+/fv4+DBg3JfG68Rkd5SEZHGrV27VpSvVH///bfKy8tL5eHhodq2bZsqefLkKisrK9WrV69Uz58/V5mYmKimTJkS5blubm4qU1PTKPeXK1dOvt6yZcu+O5d4TNzU5s2bJ4/dtGlTxH3BwcGqEiVKqGxtbVW+vr7yvr1798rjZs6cGXFcaGioqkyZMvJ+8R7iSrxH8Zxx48bF+PipU6d++Ljavn375HFz586N03nj+l7d3d3lceL6f/r06bvzHThwQO5//vxZ7v/xxx8/PG9s7yVDhgyqdu3affd7UK1aNVV4eHjE/SI+IyMjVffu3aNc+7Rp00b5LNVxq39n1C5fvizvHzBgQMR9vXr1kvfFJd769eurzM3NVU+fPo247/Xr16okSZKoypYt+138lStXjhK/OK/43fX29v7hdVI//+rVqz+8TrH9Lqt/b3LlyqUKCgqKuH/+/PnyfvH/ivraZcqUSb6u+Awjixy3Nl4jIn3EZnciBYlBFqIZLl26dLJiKZruRHUxTZo0ctR2eHi4rHqK5mj1TVRsxECbU6dORXkt0QQsmoN/RlTQxGtE7lMqqjai2dfPz09WbdTHiQEWPXr0iDjOxMREVnASmqgWie/3n4009vX1lT/jUvWMz3tVa9asmaxOqYnKliAqn4Jo0hZ9aEVz7+fPn5FQRLeAyE28omomroe4P/K1F/2D1bFEVr9+ffk7o1a0aFH5GuL9x1dYWJgcpCZeM3PmzBH3i4qhGMQlKuHqz0Gta9euUeIX1028zosXL6AJ4vc+ct/m6J+baCUQXVn69+//Xf/SyHHr8zUi0iZsdidSkOhjJqZYEkmeaB4VzZCi+VDdxCwSEJFoxiR6f0eRfMRlcJH4shOvqT6PmmhWVz+u/im+TEVCHJmIUSmiiVMQTcxxEdf3qiaauCNTJ6LqRFMk+DNmzMCgQYPk51W8eHHZlCuawUWS+6uin1f0sRXEHyXR748p6Y3pd0T8Xom+kPElunaIPrgxfc7iuok/iESf4zx58sT5uiW2n51f3Z1FdFlICLp4jYi0CZNPIgWJCpV6tHt04gtMVEr++usvWfWKLnpSKKpy+i5nzpzyp+jLmBhius5C5EE+onom5hPdu3evHFkv+uROmzYNJ0+elFNK/YiodMXnvDHdHzkWbRGX6xYfsVUjxfWL6VwJff7EoAsxEmkKm92JtJQYfCG+mMRADNE8H/0mqm6/QoyIFlVVkdxGJgbyqB9X/3zz5o1sno7s4cOHUIqo5olqk5iKKnpcv/Nef+WzEdVP0fQqRpWLkemzZ8+OUtWKPiuAOEZcz8Qg3mN0jx49ijIAKq7Ny6IbiJgtIabPWVw3UUWOXpFNaDFdP+FXm6jVA5kizwAQE126RkS6jMknkZYSo6xFtUSMgI5eHRH7YnT7rxBTzYjpgiKPsg0NDZWj6EU1VUzToz5O3C8mvo9ceRLHJbT4TLUkrod472L0v4gvOpEQihHM8Xmv8YlTjCaPntiIPqhBQUFR7jt79myU48So7tgqn79LVGE9PT2jzB4gRnqL2Q/U1CsH/WyqLPE7V7VqVZngR54+Sqy8JWYDKF26dET3h8Qirp8Y9S8SdjXxmUafYiyuChYsKP+IEyPMo7//yP9v6dI1ItJlbHYn0lLiC3jy5MkYMWKE/IITgxtEkiMGTohBSWIAg5haJr7E88SUMGK6ITEvqKiOiYnbxTyE4stZPZhHNC2XKlUKw4cPl+fPnTu3HAQlprKJKzFljahWiaRNEAmZeE9CmzZtIiqPcZ1qST0oSDS7i2moxEASMZhIvcKRWCf8xIkTMgGIz3uNK1FNFHM5ikFg4nqIvrrisxBJhxgwpiYSYzE9lZiWqUqVKrh165Zsok+RIgUSQ9asWWXCIwaHiSRYvDcxXZeYAkhNzBUriMFWYi5UkUBFjjky8RmJKYfEa/bs2VO+T3EdxWuLaYwSm7h+4nOqXr26vNaiz6aY7/ZXp2ISlUjxR5T4nRbryIsBSqI/s/iDR0yZpF59S5euEZFOU3q4PZEhim2KmZjs2rVLVbp0aZWNjY285cyZU04J8/Dhw4hjxPQzefLkifH50aenEd69e6fq0KGDKkWKFHK6mLx588Y4ddLHjx9Vbdq0UdnZ2ans7e3l9o0bN+I81ZJ6CqiYbmKanPhOtRTZiRMnVPXq1VM5OjrKqadSpkypqlOnjpweKb7vVT1lUUxTKEWO68OHD/Lai89AfBbimhQrVky1Y8eOKM8JCwtTDRs2TJ7T2tpaTqX05MmTWKdaiv57IM4n7hdTVEUmnivOG1Pcs2fPVqVLl05lYWEhp8O6detWlOeK6Yb69Okjr5OYxinyP/8xXft///1Xxi2mpBLvoUKFCqoLFy5EOSa2+NWfZ+TPOL7/H4j3kyZNGvl+SpUqpbp27VqsUy3t3LkzynPV1yX653zu3DlVlSpV5HRI4jrmy5dPtXDhQq2+RkT6yEj8R+kEmIiI4k9UpEVzsph8/leq4ERESmCfTyIiIiLSGCafRERERKQxTD6JiIiISGPY55OIiIiINIaVTyIiIiLSGCafRERERKQxOjHJvFga7/Xr13JC6Lguf0ZEREREmiN6cn758gXOzs5ycQedTj5F4sl1comIiIi0n1gKN23atLqdfKqXwBNvhuvlEhEREWkfX19fWSz82dLFOpF8qpvaReLJ5JOIiIhIe/2siyQHHBERERGRxjD5JCIiIiKNYfJJRERERBqjE30+4zq8PzQ0FGFhYUqHQgbEzMwMJiYmSodBRESkM/Qi+QwODsabN28QEBCgdChkgJ2qxXQStra2SodCRESkE3Q++RQT0Lu7u8vqk5jU1NzcnBPRk8aq7V5eXnj16hWyZcvGCigREZEhJJ+i6ikSUDGvlLW1tdLhkIFJmTIlnj9/jpCQECafREREhjTg6EfLOBElFlbZiYiI4ocZGxERERFpDJNPIiIiItIYJp+UIMaPH4/8+fMrHQYRERFpOSafCmnfvr3sLxj9Vr169SjH3bhxA82aNYOTkxMsLCyQIUMG1K5dGwcOHJCjrQUx4EU8Vwx48fT0jPJ8MQWVqampfFwcF5vy5ctHxGBpaYncuXNjyZIlcX4/gwcPxokTJ+J1DTJmzIh58+bF6zlERESk25h8KkgkmiI5jHzbunVrxOP79u1D8eLF4efnh/Xr1+P+/fs4cuQIGjRogNGjR8PHxyfK66VJkwYbNmyIcp94nrg/Lrp06SJjuHfvHpo2bYpevXpFiedHxDyXyZMnj9OxREREZLj0LvkU1cCA4FBFbupKZFyJSmbq1Kmj3BwcHORj/v7+6NSpE2rVqoVDhw6hatWqyJw5M3LlyiXvv3XrFuzt7aO8Xrt27bB27doo94l9cX9ciKmqRAziPKIZXcxduX//fvnYy5cvUa9ePZlk2tnZyeT03bt3sTa7i8pu/fr1MWvWLFm1FYmpSGbFlETqSuuLFy8wYMCAiIqrIO6rU6eOvA42NjbIkycPDh8+HK/rSkRERNpL5+f5jO5rSBhyjz2qyLnvTawGa/OEuaTHjh3Dx48fMXTo0DhP81O3bl0sW7YM586dQ+nSpeXPz58/y2Ru0qRJ8Y7BysoqYh5VdeJ55swZuYypSCRFd4DTp0/H+vxTp07JxFP8fPLkiTxeJKiiwrp79264urqia9eucl9NvK4459mzZ2XyKaqwXD2IiIhIf+hd5VOXHDx4UCZWkW9Tp06Vjz169Ej+zJEjR8TxV69ejXKseH70dcZbt26NNWvWyH3xU+yL++MjLCwMmzZtwu3bt1GxYkXZl9PNzQ1btmxBoUKFUKxYMdm8LxJREVNsRPVy0aJFyJkzp+ynKqq46n6hyZIlk31UkyRJElH1VVdYS5Uqhbx588oKrHhe2bJl4xU/ERERaS+9q3xamZnICqRS546PChUqYOnSpVHuE0lZbPLly4ebN2/KbdEkLiqQ0XXs2BElS5aUSezOnTtx8eLFGI+LiRhgtGrVKll5FImhaBLv0aOHTCDFClLipiYGJCVNmlT2Qy1SpEiMryeazCOv+iOqoCKJ/ZG+ffvKc4rKb+XKldGoUSP5vomIiCjugkNCse2yO4pnS43sqZJAm+hd5VM0RYumbyVu8V3tRjQrZ82aNcpNnXyK5FJ4+PBhlD6i6uNiIyqGotLYokUL2T/UxcUlzvG0atVKJrfu7u6yz+mcOXN+a+Wo6BVXcX1EE/6PdO7cGc+ePUObNm1kolq4cGEsXLjwl2MgIiIyNOv3HoNjFhf0GTwS4/bdjfeYlMSmd8mnvhADjEQiOmPGjHg/V1Q/RV9M8TM+xAAmkdiK0fGRk06RxHp4eMibmuiL6e3tLSugv8rc3Fw28UcnKqzdu3eX/UIHDRqElStX/vI5iIiIDMW9Zx7IW6E+2jeoBh+Ph/B3O45SGWwQrl25p/41u+uSoKAgvH37Nsp9Yk7OFClSyD6doglcDNIRfSVFc7Sohoppl8R0S0LkJu3IxACeJk2ayGbxhCCav0VFVVRGxbycohm/Z8+eKFeunKxM/ioxz6cYWNS8eXNZ1RXvu3///qhRowayZ88uB0uJwUoi+SUiIqKYfQ0KRqdhU7B92WyEB/nL+/KUr4ftqxYgT5b00DasfCpIJJGiH2Tkmxilribm87xw4YKcAqlt27Zy8JEYAHTy5Els27ZNDsaJiTqBFT8TgmguF3OOigFEYvCPSEbFYKDt27f/1utOnDhRTnyfJUsWpEyZUt4nKqFixLtIOMU8qCIJjc9k90RERIZky5HzcMyYE1vnT5SJp326HFi35yjunNqrlYmnYKTSto4AMfD19ZVNwmJSdTHHZGSBgYGyj2KmTJnkyjxEmsTfPyIiUsJbn0BMPXwfey7ex+sVXWFkYoL2fUdgycTBMDcz1bp8LTI2uxMRERHpiC/+XzFw5kpcUGWHf3AYTG3s0XL0AkxsXxOZ0n6btlDbMfkkIiIi0gGzV2/H2BFDEODlgZSNxqJ0xaqYWM8FLmmirnio7Zh8EhEREWmxS7fuo0WnHnh+/YzcN7V1QLvi6TCje0kYG8dvmkdtwOSTiIiISAt5f/FDqz6j8NfmZVCFBgNGxihetw12LJ+NdKmSQ1cx+SQiIiLSMqcfvkfDurXw+dE1uZ8yRyGsWrYYdcsXg65j8klERESkJTw+BWDSwXs4du8dTPPVgtnb5+g7ciJmDun2W6sOahMmn0REREQK++zrhxa9R+DGB8AqX3WYGBuhb7um6LpiIBwdYp+2SBcx+SQiIiJS0OQlGzFlzDAEfnoDIwsb1KtcCzNalUL2VEmgj5h8EhERESngn+t30KpTD3jcOif3ze1Tov+oSZjWv6reNLHHRH/fGek9sezn3r17lQ6DiIgoXj75+KFam94oV6zgt8TT2BRlm3TGy6ePMEOP+nbGRr/fnRYrX748+vfv/93969atQ9KkSaGtxFrsIumL6Xbp0iWlwyMiItJaYkXzo3ffouLYrTi2eSlUYSFInasIjpy9hDM7ViJVcu39/k9IbHanGIWFhcmEMra/vv7++2/kyZMnyn3Jk+vunGNERESJ6eaTV5hz9jXOPvICrJyRrnI7tKlWApMGdNL7Smd0evtu/f39Y70FBgbG+divX7/G6djE0r59e9SvXx8TJkxAypQpYWdnh+7duyM4ODhKFbV3797yZm9vjxQpUmDMmDHyLyy1oKAgDB48GGnSpIGNjQ2KFSuG06dPf1dx3b9/P3Lnzg0LCwu8fPky1rhEopk6deooNzMzM/nY+PHjkT9/fmzcuBEZM2aUMTVv3hxfvnyRj69YsQLOzs4IDw+P8pr16tVDx44dI/b37duHggULwtLSEpkzZ5bXIDQ0NNaY3NzcULFiRVhZWcn4unbtCj8/v3hdSxHTtGnTkClTJvk6rq6u+PPPP+P0WREREUX3wdsXlVr2RMHc2fD3+WswNzFG7wpZ8eDgCkwZ1MXgEk9Bb9+xra1trLdGjRpFOdbR0THWY2vUqBHlWJFMxXRcYjpx4gTu378vk8WtW7di9+7dMoGKbP369TA1NcWVK1cwf/58zJkzB6tWrYp4XCSmFy9exLZt23D79m00adIE1atXx+PHjyOOCQgIwIwZM+Tz7t69K6/Lr3r69Knsj3nw4EF5O3PmDKZPny4fE+f++PEjTp06FXH8p0+fcOTIEbRq1Uru//PPP2jbti369euHe/fuYfny5TJBnjJlSoznE38AVKtWDQ4ODrh69Sp27twpq7PifcfnWorEc8OGDVi2bJm8BgMGDEDr1q1l/ERERHElihmj561BmkzZcXLrUqhCApH87WUcHVAWg6vlgLW5ATc+q3SAj4+PKOHJn9F9/fpVde/ePfkzMnF8bLeaNWtGOdba2jrWY8uVKxfl2BQpUsR4XHyJ1+3Xr993969du1Zlb28fsd+uXTtVsmTJVP7+/hH3LV26VGVra6sKCwuLeK1cuXKpwsPDI44ZNmyYvE948eKFysTEROXp6RnlXJUqVVKNGDEi4rzifdy8efOHcbu7u8vjrKysVDY2NlFuauPGjZPX1NfXN+K+IUOGqIoVKxaxX69ePVXHjh0j9pcvX65ydnaOeE8itqlTp0Y598aNG1VOTk4R+yKOPXv2yO0VK1aoHBwcVH5+fhGPHzp0SGVsbKx6+/ZtnK5lYGCgjPvChQtRztupUydVixYtYrwesf3+ERGR4fr70g2Vk0uJiBzB3N5RNXruyojvOH31o3wtMr1NuyM3t0ZnYmISZf/9+/exHhu9HC4G3GiaaPq1traO2C9RooR8fx4eHsiQIYO8r3jx4rKPZuRjZs+eLftuiuZo8TN79uxRXlc0xUfup2lubo58+fLFKabt27cjV65csT4uKsRJkvx/fjInJ6co11lUOLt06YIlS5bIJv7NmzfLpnn19b516xbOnz8fpdIp3oPoMiEqtJGvhyCqmeI6iS4FaqVKlZJ/eT58+BCpUqX66bUUP8VrV6lSJcpri2b5AgUKxOm6EBGR4fIPCkWj7kNxdONCICxUjmKv3Kwzti2ZgeRJ9Wui+N+ht8ln5CREqWN/RPQ39PHx+e5+b29v2UcyIYmkSiTc169f/y7xjtxlQPRxjJzA/ki6dOmQNWvWWB9X9/9UE68buY9nnTp1ZJ/UQ4cOoUiRIrKZfe7cuVFiFs3hDRs2/O61RR/QxPyDRcQk+sZGJhJkIiKimIjvsyN33mLiwXt4+MJXJp5pXIph06rlKF/MVenwtI7eJp/aLkeOHDh27Nh39//777/fVShFFVAMfBLJoSCmNBJJo0gA1S5fvhzlOeKYbNmyyWRTVO1E1VBUHsuUKQNtIBJIkViKiueTJ0/k9RCDi9TEtqhY/ijBjUxUYUWfUNH3U/0HgqicikqqeO24XMtkyZJFDLQqV65cgr9nIiLSPycv38KsgzdwLySl3M9ZuSlqN62AEd1axrmgY2iYfCqkR48eWLRoEfr27YvOnTvLpEdU3MQgmAMHDnzX7NupUyeMHj1aNvuPGzdODqSJ3CVAJEwDBw5Et27dZAK7cOFC2ewuiGRWNHOLATziPpGMenl5ycE3opm9Vq1a8Y5fDBh6+/ZtlPvEaPn4VCVFTLVr15YDe8SgnsjGjh0rH0ufPj0aN24s36tIHO/cuYPJkyfH+FriurRr106Othfvr0+fPmjTpk1Ek/vPrqXoJiBmBBCDjESVtnTp0rI6LZJYUakWr01ERCR89PZFsx5DcXLnapjYp0KGzkvQs1IO9KyQFZZmUVsZKSomnwoRUwedPXsWo0aNQuXKlWVSlDNnTjlKW4xCj6xSpUqyilm2bFnZT7NFixYywYpMJJaiole0aFFZ7RSjxMVUQ2pr166VSdugQYPg6ekpp2MS/URFgvcrRMzRicRZ9NuMKzEtkqg2igpny5YtozwmRq6LUfITJ06UI/BFM764PiJRj4nox3n06FH5vkUzvtgXsxqIUf/xuZaTJk2S0zCJUe/Pnj2TCbWowo4cOTLO74uIiPS7iX3CwrWYPm4Egry/jWVwdE6Hre3zokiuTEqHpxOMxKgjaDlfX1/ZD1JUoUQFKjIxAMXd3V3Oy5hYfQGVJOamFP1Af7SMpJjnU8yrOW/ePI3Gpo/XMr70/fePiIj+759rbmjZsRteuV2U++ZJHTF03DRM6NveIOfrjE++Flm8rpSoBomqkmieFHNAigm7RdUqrsQck6L/g3geERERkS4ICg3D6HVHUK54oW+Jp4kpyjfrhlfPHmNS/45MPOMpXldLTLTdq1cvOUjj+PHjCAkJQdWqVeO0wo/oXyf602nLgBciIiKin/nnsRdqzPsHG++HwiJ9XqTKKdZiv4xT25YhpQOnT9J4s7sY1CEqoCIpFX3oYiNGWovHxdKJYkqd+DZ9GnKzO2k3/v7pBp+vIbC3ijr9FxHRj1y7+xhteg6GX/7mMLGyQwpbCwwqnw7NSmZjpVOTze7RqeepFINGfkQMGhFJqhhlHBdiIIh4A5FvRES/YuGJx8g/8RiO3o06OwMRUUwCAoPQqMdwFC2QDw/O7ofP2Q1oXzIjTg4uhxalczDxVHK0u5iKpn///nIVGRcXl1iPO3fuHFavXo2bN2/Gq29p9LXLiYji6/4bX8w78RiifcfrS5DS4RCRllu27QAGD+gL/7ffVjNMljkvVs0agwaV8igdml755fRd9P0Ucy6KQUSx+fLli5xnceXKlXJqn7gaMWKErKqqb2LpQyKi+AgPV2HEbjeEhX/rWeSaNqnSIRGRlrrz9AVyl62NHi3qysTTxNoePcbOxruHN9CgUkmlw9M7v1T5FJNyizkYxTyVadOmjfW4p0+fyoFGYilFNfUSi6ampnKkfJYsWb57nphwncsZEtHv2Hz5BW56eMttcxNj5EidROmQiEjLiD9ON116gYH9++HT1UNiKAwKVG2MP1ctQOZ0qZUOT2/FK/kUY5PEqjF79uzB6dOn5SCLHxGTgru5uUW5T6wsIyqi8+fPj7I8JBFRQnnnG4iZR/4/DVwupyQwN2U/LSL6v6vuHzD+wH3cfe0L6xLNYfLlDebMnIbWdSopHZreM41vU/uWLVuwb98+OdenenlFMbJJvVa2WGknTZo0st+mGP0bvT+oWDFG+FE/USKi3zHhwF18CQqN2M/HJnci+s+zV+/QqFMfPHzijpSNx8mZMIbUL4mWc5vDxJhrsWtCvEoBS5culX0wxYo6Tk5OEbft27dHWWP8zZs3iREradFKQdq8UID4/RSD4eJKdA0Rix/EZ1Acaa8T99/hsNtb+SWSzMZc3pcvrb3SYRGRwsLCwtF97GzkyJkDN4/txNdn11DK3hsnB5dHm+IZmHhqa/Ipmt1juolkRE00x69bty7W1xCPJeTyhgli0iRATJ0weXLUffEzkYg5Unv06IH06dPL/q2pU6eW65mfP38+0c6pr4nvn3/+Kavss2fPlvu7d++Wa7ST4fEPCsXYfXfldsdSGREYEia3WfkkMmy7/74AxxwFsHzSYIT6+8AmVUYs27ofW0a2lvN3ko5MtaQ3RJIyduy37TFjRPYMnDjxbT/y/QmsUaNGCA4Oxvr165E5c2a8e/cOJ06cwMePH2EIxOpYZma/P+n3qlWrZHeQZcuWoUOHDnGad5b019zjj+Dp/RVpHaxQO58zVv7jDmtzE2R1tFU6NCJSwNtPPmjQsR8u7d8IqMJhZGaBRp37Y/2cCbC2ZNKpFPbAHzcu6r468Yzt8QQgVngSKz3NmDEDFSpUQIYMGVC0aFE5xVTdunWjHNe5c2ekTJlSrhRQsWJF3Lp1K8prHThwAEWKFJGVPzGdVYMGDSIe+/z5s+yD6+DgAGtra9SoUQOPHz+OUoUWfXCPHj2KXLlywdbWFtWrV4/SbUKsTjVw4EB5XPLkyTF06FBZ7Y7syJEjKF26dMQxtWvXljMdRG/WFt0zypUrJ2NdsWKFfE+iahmZqIrb2NjIQWk/M3PmTDkATkz3pU48Y2p2z5gxI6ZOnSpX2BJ9lUW1WZw/NuI9i2PFgDnRjYR0wx1PH6w57y63J9d3weP3fnLbxdmezWlEBkZ8T+276YlaC8/j2j9/y8Qzc5GKuHrjNnYumc7EU2FMPn82mf3EiQl+SpHkiZtItMRqTrFp0qQJ3r9/j7/++gvXr19HwYIFUalSJXz69Ek+fujQIZls1qxZEzdu3JCVU5HERm6ivnbtGvbv34+LFy/K/xnFsaLqqBYQEIBZs2Zh48aNcuoskWwNHjw44nHRlC2S1DVr1sgFA8S5xWwHkfn7+8sEVZxLxCBWfxBxqafVUhs+fDj69euH+/fvo2HDhmjevDnWrl0b5Rix37hxY5kk/siwYcNk07qY8itywh0b8T4KFy4sr1PPnj1llwcx1Vd04vMQ1130/xR/IIhElXRjupSRe9wgpvSs4+qM8jkccfvVt2mW8rK/J5FBOXXlNlouP49+227i41cV8jYbgpkrtuDplRMolCe70uGRoNIBPj4+otQmf0b39etX1b179+TPX1apkqjlfX+rXFmVWP7880+Vg4ODytLSUlWyZEnViBEjVLdu3Yp4/J9//lHZ2dmpAgMDozwvS5YsquXLl8vtEiVKqFq1ahXj6z969Ehes/Pnz0fc9+HDB5WVlZVqx44dcn/t2rXymCdPnkQcs3jxYlWqVKki9p2cnFQzZ86M2A8JCVGlTZtWVa9evVjfm5eXl3xdNzc3ue/u7i73582bF+W4y5cvq0xMTFSvX7+W++/evVOZmpqqTp8+Hetrt2vXTmVubi5f78SJEzEeU65cOVW/fv0i9jNkyKBq3bp1xH54eLjK0dFRtXTp0ijxiWteqVIlVenSpVXe3t6quEiQ3z/6bav/eabKMOygKu+4I6p3vt8+i3qLzsn79t54pXR4RKQBn3y+qKq07qUyMjFVOVTsrMo26rBq/t+PVIEhoUqHZjB8fpCvRcbKp+jzGb2pXe3vv/8/CCkR+ny+fv1aViVFU7cYqCUqm+rBWqJ53c/PTzZjqyul4ubu7h7RpC2qc6ISGhNRXRQT+RcrViziPvFaOXLkkI+pieb4yBP9i9kLRLVVEDMbiCb4yK8hXlNUECMTTfktWrSQfVdFU7po5haiN1lHf56o0ubJk0f2exU2bdokuyCULVv2h9cuX7588hzjxo2T1yguxHPURBcAMcBL/T7VxHsQVdxjx47J6cNIN7z2/orZx75VsYfXyAXHJJYIDg3HvTe+8j4ONiLSfzNXboVzpuw4vmkxVGGhSOLzDMf6l0XfStlgYWqidHgUDZPPn/XpVA86SgSi72OVKlUwZswYXLhwQTaTi4RKEEmVSARFghn5JpqKhwwZIo9Rz636O6IP+hGJWfQ+nT8jVrASzfFiGdXLly/LmyAGVEUm+nJGJ/q0qhNu0eQu+m6KGH5EzCMrknVPT0+ZuMelf2hM7zN6twDRJeH27duyiwLpjnH778I/OAyFMzigeZFvC1c8evdFJqB2lqbImNxa6RCJKJH8e++x7Ms5rGtLBH56AzO7FBgxeyXcrxxHxhTff+eQdmDyGb3PZ+XKP348EeXOnVtW3gRRBRWT+ItKY9asWaPcxMAidTVP9LGMiRhAFBoaGpEICmIkvUhexXniQlT/RAIc+TXEa4r+p9FfU6xcJaqw4rxioFNctW7dGi9evMCCBQtw7949tGvXLk7PExXSM2fOyGsU1wT0Z0Q/0OnTp8tBX+K1SfsdufMWx++9g5mJEaY2zAvj/wYW3X7lE1H1/NkfM0Skm/28e05ajCL588H92inAyBglG7TH8ycPMXVgZzn2gLQXPx0xjZIYVCS+oEQT/PHj/98XPxNhmiWRsImR66KZWVTaRFP6zp075ejtevXqyWMqV66MEiVKyDktRTOwGDEuqqOjRo2SA3sEUSXdunWr/Cma0sVSpmIEvZAtWzb5Wl26dJEDhUQzvkj0RNVQfY64EAOEREImBkc9ePBADtYRo/DVxEh60ZwvRo8/efIEJ0+elIOP4ko8Xww+EtXcqlWrIm3atHF+rlieVVRARfO5mCPV1/dbM+vvEKPnJ0+eLEfsi+tG2utLYAjG7/82p2e3slmQPdX/B6lxsBGR/rrl4Y16i89h73MgPCwEybLkw65j/+D87rVwTsmp9nQBk09BJJiiCXb06Kj7iZB4CqLvpuhHOXfuXNm/USw1KpreRaK4aNEieYyo1hw+fFg+Lpqis2fPLkeHiyphqlSpIqYUEkmr6DeaP39+mdBeuXIl4jyiGbtQoUIykRKJrGhOF68Zn/k1Bw0ahDZt2siKpHgNMQo98uhy8delmOpIVEPF+xgwYAD++OOPeF2PTp06ySZ6Mb1RfIlkVSSgHz58SLAEVEzTNGHCBNkMLxJ+0k6zjz3CW99A2azeu2LWKI+pK5+uTD6J9MaL1+/ReNhc1F9yHnc8fZEiXVZMWLUHbx/8i4aVSyodHsWDkRh1BC0nEgrRBCwGwIgBLZEFBgbKymGmTJlkH0rSPWKaJ5G0igFY5ubflkPUFfz9U67yIb6AxL9emzsXQ6ms37qiCGJVozzjjspmuQvDK8I56e/3jSYi5Yj++QOnLsLi6eMQGuALp3bz0Kx6GYysmQspk3C+Tl3J1yLjCkekGDHHqBhNL5r1u3XrpnOJJykjNCwcI3a7ycSzYYE0URJP4e5rX5l4prA1h5M9/yAg0mXHL/6L1h264v3Db2MNrB0zYFKdnOjUML/SodFvYLM7KUb0cRWrCIlpj8TqTkRxIVYxEtMoJbU2w6haub573O2//p4cbESkuz77+qFqq16oVqaYTDyNTM1Rp9NAvHW/j04NqygdHv0mVj5JMePHj5c3orjy+BSAuce/LRErmtyS237f5Kbu75k3Dft7Eumik/ffol6VcvDzfCT30+QtgW1rV6J0oTxKh0YJhMknEekE0T197L47+BoShmKZkqFJoZhnRrj1X+XTNR2TTyJd8tYnEJMO3sMhtzcwy1UBZr4fMWT8dEzq35FTJ+kZvUk+dWDcFOkh/t5pzmG3tzj10AvmJsZyTs+YmtTF9EvPPnybKzdvGq5sRKQLgoJD0HHYVJz3MgfS5oOJsRH69e6FLlumcuokPaXzyad62iAxeCUhVvwhig/1Kk4mJly+LTH5fA3B+APf5vTsWSELsqS0jfE4Mf2K+HvA2d6So2CJdMCWQ6fRo0d3+Ho8hGnS1Kg+djOmNyuEPM5sudBnOp98ii/9pEmTRqzTLdYq5yAD0tT0H15eXvJ3TqxERYln5pEH8PoShMwpbdCjfJZYj3Pz/P9gIyLSXi/ffECjzv1w7a9tgCocxhY2aNOlN5b3LgszM/57qu/04hMWo6UFdQJKpCmiH1L69On5B08iuv7iMzZffim3pzbICwvT2KvMt9SDjTi5PJHW/tE+fPZKzJs0EiFfPsn7cpSqjl3rlyFPlgxKh0caohfJp/jiF2uQOzo6IiQkROlwyICIuUnZET7xhISFY+RuN7ktBhgVz5z8h8erl9V0ZeWTSOs8/+CPrjM34fgf3eW+VYo0mDZrPvq1a6R0aKRhepF8Rm6CZ987Iv2x8p9nePjuC5LZmMuplX7ks38wPD59lducZolIewSHhmPF2adYcPIJgozSwDZXaZQpkh/bFs+Ana210uGRAliyISKt9OKjP+b//W1OzzG1c8HB5scrYN32/NbkLtZ6t7f+NhCRiJS1bNsBOGZzxYy9V2USWjZ7Stw+8xcOr1/IxNOA6VXlk4j0Zwqr0XvvICg0HKWyJkf9/Gl++pzIKxsRkbKevPBEg/Y9cef0frlvfmUHVi5bjLquzuwjT6x8EpH22X/rNf55/AHmpsaYUj/mOT1jG2yUj4ONiBQdUNR73CzkzJXrv8TTCAWqNsGVXctRL38aJp4ksfJJRFrFOyAYEw/ck9t9K2ZFxhQ2cXqeerARK59Eyvj74r9o1b4T3j+6KfdtnbNg/qLF6NigmtKhkZZh5ZOItMq0ww/w0T8Y2VPZomvZ2Of0jOydbyDe+QbB2AjI42yX6DES0f8FhYZhwYnHaNxnnEw8jcws0KD7cLx7eo+JJ8WIlU8i0hqXn33E9mseEXN6imb3uLj9X5N7Vkdb2FjwnzUiTTn34A3GHXqIp17+sCvdGsnNw7FhySyUyv/j2SnIsLHySURaUz0ZuefbnJ4tiqZH4YxxX9OZTe5EmvXkxWu4lK+LKjVq4cl7P6SwtcDC9qXx5PxBJp70UywREJFWWH7mmayeiC+x4dVzxuu56sqnKwcbESX6gKJ+k+Zj6czxCAvwlQOKKiT3xfze1TjFGcUZk08iUtwzLz8sOvVEbo+rkzteX2JiWiZ15TMvK59EiebEpRto2b4L3j+8LvdtnTJjwaIl6NCQ/TopftjsTkSKEsnjqD135ATU5bKnRO18TvF6/qvPX/E5IARmJkbI5ZQk0eIkMlRfAr6iZvv+qFK6mEw8jUwtUL/rELx7do+JJ/0SVj6JSFG7/vXExWcfYWlmjMn1XeI9D6C6yT1najtYmHJ5XaKEdOnZRwzfeR0XDu6GKiwEzi7FsX3dKpQulEfp0EiHsfJJRJo1aRJgbAxMnoxP/sF4P2QUns2ogw2vjyFdsvgvt/f/Jnf29yRKKM9evcOArdfQfMUlPP8cgswNBmLw9CXwuHWeiSf9NlY+iUiziefYsd+2x4zBh+0H0fPOZblbdM08QIxwHzMmXi/JwUZECTugaMC0xVgybSxsi9SHfbHGaFUsPYZWrwp7Kw4oooRhpBIdrrScr68v7O3t4ePjAzs7TiBNpLNExTPSPzliK0oju2hyDw+P88uFh6vgOuEYvgSF4nDfMsjNCeaJftnJK7fRqkMXvL13Re7bpc2B42fOoWjmFEqHRjoirvkam92JSHMmTIiy+13vzokT4/Vyzz74y8RT9BcVKyIRUfz5fQ1E7U6DULlUEZl4GpmYoU7HAXj96CYTT0oUTD6JSHNEk3qlSrLi+Z3KlYHRo+P1cm6e3/p75nG2h6kJ/zkjiq9Nh84gdebcOLRmDlShwUidszBOX7yG/avnwMbKUunwSE/xX2si0myfzxMnvq94Cn//LQchxcctj2/9PfOmYX9Povjw+RqCEbvdMGzPffi/94CptT0GTJ4Pz7uXUbZIPqXDIz3HPp9EpDEqY2Pxj06C9flstPQCrr/4jLnNXNGgQNqEDZZITwcULdl9EusfAl5fguR9hVRP8EevpsicPn5z7BJFxz6fRKR17nQZEGX/75/0Cf2R0LBw3H2trnxyZSOin7ly+yEyFiyLPk2q4tUjN2ROYYNtXYtj14x+TDxJo5h8EpFG3Hd/haa2hTC7dCuojIzwvFMnBB88CP9hw75VPMVgo3hMs/TonR8CQ8KRxMJUfokSUcyCgkPQvPcoFC/sKufphLEJyiTzx+F+ZVA8c3KlwyMDxHk+iUgjGrTpikdXz2BLmxHodzoUGU2MkVE8UKsWMH16vF9PPdjIJY09jI3jtyoSkaHYdfQsOnXpAh+PR3I/Rdb82LB2FWqULqR0aGTAWPkkokT3x+rteHj+L6hCAjG0YZkEGZl+67/J5fNxcnmi7wSGhKFqmz5oXKOCTDxNLG3RaeRMvH1wnYknKY6VTyJKVB+9v2DM0G99PYvXaYVmNcvJ7f379+PTp0+oWrUqnJ2d4/26bhHJJ/t7EkV2/skHjNzjhjteKkAVjizFq2LPhhXImy2D0qERSUw+iShRNe42CEGf3sDcPiX2rJ4fcf/YsWNx69YtHDt2LN7JZ1BoGB689ZXbrHwSffPkxWuM33oW57yTyP2speuhSYtKGNyugdKhEUXB5JOIEs3+Uxdx+s81cnvU5FlIncIhQV73/psvCAlTwcHaDGkdrBLkNYl0efqkQdMWY9HUMVCZmiNN5yVoVzYnhlTLgSSWXI+dtE+8Ol5NmzYNRYoUQZIkSeDo6Ij69evj4cOHP3zOypUrUaZMGTg4OMhb5cqVceXKt3VjiUh/hYaGoX2nLkB4GDIWqoCxvdsm2Gu7vfKOaHI3EiPliQzUhZv3kc61FOaN7ovQAB9Y2STB/LqZMLGeCxNP0o/k88yZM+jVqxcuXbqE48ePIyQkRPbX8vf3j/U5p0+fRosWLXDq1ClcvHgR6dKlk8/x9PRMiPiJSEutP/8EocmzwtjSFrs3rkzQ1+ZgIzJ0gUHBaNJrJEoXLYDXdy7J9dhrdxyAt0/voX45DigiPWp2P3LkSJT9devWyQro9evXUbZs2Rifs3nz5ij7q1atwq5du3DixAm0bZtwlRAi0h7vfAMx7+RzJKvUBdMnTUCBXFkS9PVvR6p8EhmaSw9eoVrVyvD1+Nby6Ji9ILasX4VKxQsoHRpR4vf5FMsnCcmSJYvzcwICAmTF9EfPCQoKkrfIyzURke6YsP8uvgSFwjVdUnSrmrDrRPsHheLJez+5zconGZKA4FDMOfYIa867I9QquZw+qfPgsVgyYRCMjTlzIhlA8ik6OPfv3x+lSpWCi4tLnJ83bNgwObJV9P38Ud/SCfFYZo+ItMeUpRuxZup0pKzRB9P6loFJAk8Af/e1L8JVQCo7C6Sys0zQ1ybSVrPW7sT2J0bwCvs2wK7FgAkYUCUb8mTh9ElkQMmn6Pt5584dnDt3Ls7PmT59OrZt2yb7gVpaxv6lMWLECAwcODBK5VP0FSUi7fbuozcmjhyMYO/3yPTpKnI7d4/12JkzZ8rWk3z54lcZZZM7GZJHL16jXtvueHD2AKxzlUX+tuMwuYELKuRwVDo0Is0mn71798bBgwdx9uxZpE2bNk7PmTVrlkw+//77759+2VhYWMgbEemWRl0GyMTTImkq7Fo554fHioGHv+L2f4ONXNnkTnpMtC4OmLYYi6eOQViA+J03Qt4safFX31Kws+b3IxlQ8qlSqdCnTx/s2bNHVi8zZcoUp+eJCseUKVNw9OhRFC5c+FdjJSIttvPoWZzfu0Fuj585FykdEic5VFc+87LySXo8fVKTNh3lKHbBNnUmLF22HK3rVVE6NCLNJ5+iqX3Lli3Yt2+fnOvz7du38n57e3tYWX3rhyJGsKdJk0b22xRmzJghVzIRz8uYMWPEc2xtbeWNiHRfcEgounTtJpfyy1q8KoZ3afHT54iVjUSzu5gpI1WqVHE6j09ACJ5/DJDb+dKw8kn6JSxchWELt2DOkE5QhQTByMQUtdv1wbZFU2Ftxf7NpD/iNTxu6dKl8suifPnycHJyirht37494piXL1/izZs3UZ4THByMxo0bR3mOaIYnIv3Qfsgk+Lx8AGMLG+zZuDxOzxk6dCiaNm2K27dvx/k8bp7fmtzTJbOCg435L8dLpG3EcrENl17AjufmMLawRcps+XH83BXsXz2HiSfpnXg3u/+MaI6P7Pnz5/GPioh0hufnAOzbs1tut+s/Ei5ZMybauW57crAR6RfvL37oPHo2blgXRphKtCTaYfCm/ehZqxhMTU2UDo8oUXBtdyL6LRMO3EOKZlPg+P4aVkwelqjnuu3BwUakP5Zv248BfXri6wdPJK/RFw2bt8Gk+i6cQoz0HpNPIvplR+++xbF772BmaopN04ckeqUmYrBRGlY+SXd5vv+Ium26499jf8p9M7sU6FOrMMa2KQQjo4SdF5dIG3FJBCL6Ja+9PqHL4LFQhYagW7nMyJE6SaKez+tLEF77BEJ8N7uksUvUcxEllslLNiBTthwRiadrlSZ4+vABxvVqw8STDAYrn0T0Sxp07AuPI5uR7Lkb+kyL+2ITv8rtv/6emVPYIImlWaKfjyghffQLQvXWPXBt31q5b5UiLf6Yvxi9WtZVOjQijWPySUTxtvngSVw5uEVujx42CJZmiT8w4lZEf082uZPuEAN19970xMQD9/A2SR7AxBRlG7THnlVzkcye0w2SYWLySUTxEhgUjB7dxbKZKuQsXRMD2jf+pdeZOHEiPn36hDx58sRrmqV8HGxEOuLS7QcYvmwPntt9W9XPtVARbOx3G5UL51I6NCJFMfkkonhpM3A8vng+homVLXZvWPbLr1O3bt14VY+4shHpipDQMDn37dbFM6AKD0OGLosxpGkFdC2bGWYmHGpBxOSTiOLs4q37EWu2dx44FrkypdPIed/4BOKDXzBMjY2Qx5mDjUh7/fXPNbRu3xGfnrnJ/RRZXbGmQzFULJpV6dCItAb/BCOiOFcfW3TqJZf9S5EtP5ZMHPRbr/fPP//g0KFD8PLy+umx6qpn9lRJNNK/lCi+vgR8Rc32/VGzQgmZeBqbW6P9kMl4c/86Khb91uxORN+w8klEcXLY7S1CCrWEtY8fNq1dCmPj3/vbtU+fPrh165Zc471KlSo/PPbWK/b3JO111f0DKpcvC9+X9+V+OtdS2L15LQrnyaZ0aERaiZVPIvop38AQjD9wF2YOTpi8ZBOqlSqk0fO7RSSf7O9J2sM/KBTj999F0xWXYZyhMEyt7TFo2iI8//csE0+iH2Dlk4h+auT6v+H1JVzOsdmjfBaNnjvyYCNWPklbzNuwB2uvvoOPzbd+z+2690WvktOQLWMapUMj0npMPonoh9buPorFPWrDNl9VbN65QeN9Lp9/DIBvYCjMTY0TfRUlop958fo9arfpjjsn98AsRQYU7r8c05sURNnsKZUOjUhnsNmdiGIVEBiEvr16AKpwZHAwR6lsmv+CVVc9czvZcZoaUtS4BeuQLWcumXgKroWLY1/P4kw8ieKJlU8iilXLvqPh99YdJtZ22LtuqSIx3OZgI1LY3acvUa9VZzy9fDxiacz5i5ehS9NaSodGpJOYfBJRjP65dgf71y6Q2z2HTUDWDM6KxMHBRqQU0d946f5z6NuiJsK++gFGxqjQpJOc69bBjktjEv0qJp9E9J3w8HA0a98ZqtBgpMpZCPNG903wc4wYMQIfPnxAzpw5Yz0mLFyFO6/Va7qz8kma88bnK0btuYMT931gmjITrMMCsWrVSjStXk7p0Ih0HpNPIvrO4BlL8ObuZRiZmGHLutW/PadnTJo1a/bTY56890NAcBiszU2QOSUrTZT4wsLC0GPsLJwLy44AmMPC1ATj5q5Ev5r5YW1poXR4RHqByScRReEdEIx9t97B2MoONZp3RMVirorFoh5s5JLGHibGRorFQYbh7NXbaNyqHbwe30SSgrVQqdMIzGyUD9lScZYFooTE5JOIopj+1wOEZSyO0sMLY9vgaol2nmvXrsHPzw/58uVDsmTJfjzYKA2b3CnxBIeEos2Acdi5fJbsamJkZok65YpiQ/eS/KOHKBFw3hIiinDF/RO2XfWQ27PaloGttWWinatz586oUKECrl+/Husxtz3/Sz7TcbARJY6//rmG1NldsWPx1G99nHMVwdlL17F5zlgmnkSJhMknEUm+/gGoUa0q/B+cQ/Mi6VAkY8zVSE0JDg3H/de+cpuDjSihhYaFo+ukJahVoQQ+P78HYwtrdBoxHZ5ul1C6YG6lwyPSa2x2JyKpRe9R+PT4OkzfPEPv5UOUDgcP335BcFg47K3MkD6ZtdLhkB6599oXQ3fdwq13djAys4JznrzYu2Ud12Mn0hAmn0SEE5du4K+Ni+V2v9FTkDaVslVP4bbn/9dzNzJi8yf9vi8BX9FrynJcUGVHaLgKyVI6YuSOo+hWq1iizOhARDFj8klk4MScni3bd4EqLATOLsUxc0g3aIPbHt/6e+blYCNKAJsPnkL3Lp3kil0pG4xEwwYNMbF+HjgmSbx+zUQUMyafRAau76T5eP/wOoxMLbB9/SqtqQDd+m+aJa5sRL/js68/6nfqj7O71gCqcJja2KN7+WyY2KaQ0qERGSwmn0QG7PGL11g2c7zcrtexL0oXzANt8DU4DI/f+8lt13SsfNKvWbnzL/Tr1Q1fvb7N4JCjZHUc3LJasaViiegbJp9EBqzn1GUIC/CFrVNmbJ4/SaPn7t+/P7y8vJAt2/eDPO698ZFLa6awtUBqOzaLUvz4BYWibufBOLVpgVihHWZJkmPMtNkY06ud0qEREZNPIsN14ekHPHYohlTNJuGPViU0vnRg+/btY31MPbm8mGKJg40oPs488sLI3W54EuggE8+8FevjwKblyODkqHRoRPQfJp9EBigwJAyj9tyR212a10ebOi7QJhErG7G/J8XRq/efMHTFflzwSyn3sxcpgz/anUbb2uWUDo2IomHySWSAuoxbgMfeyeCcJg2GVM+hSAx37tzB169fkT17dtjb28cy2Ij9PennZq7egTGD+yDkqz/SdF6MTlULY2j1HLA251cckTbSjmGtRKQxR85dw6YZQ/F6dQ90L2gLO0szReJo3bo1ihYtiitXrkS5/0tgCJ55+cvtvEw+6QdevPFC3ooNMKxzMwR7v4eFjR2mVEuH8XXzMPEk0mJMPokMSGhoGNp06AyEhyJtrkJoX60otI3bf+u5p0lqJQccEcVkytKNyJYjF+6c2gvACMXrtIbHkwdoW6ei0qER0U/wT0MiA9Jr/Gx8eHILRmYW2LlBe+b0jMwtor8nq570PW//YJSq2Qj3zh6U+1Yp02HhkmXo1Lim0qERURwx+SQyEPfdPbB69rfplBp3HYRi+ZTp6/kzHGxEsTlx/x1G7HaDR4AJYGSMMg3bY9+a+XCws1U6NCKKByafRAaiQZtuCAv0g13abNgwexy0FQcbUXTPXr7B1P038Pcrldwv0LA7Oo/tgzZ1KikdGhH9AiafRAZg3vrdeHj+L1ktWr5sBSwtzKGNPvkH49Xnr3LbhWu6E4Bx89dg6qhBMEnqDKdW09C1XDYMqJIdlmYmSodGRL+IySeRnhNLVe70sIRdsUZwcU6C5rXKQ1vd/q/qmTmFDeytlBmFT9rh6cvXqNmiIx5dOCr3LWyTYlnjbKhWJJfSoRHRb2LySaTnFp58DE8/FXLX64EjA8pCW3Tv3h1v375F5syZv+vvySmWDNu4BWsxdeRAhPp7y2p9+aadsXfVXNjbWisdGhElACafRHrswp1nWH7miZyKZmI9FyRRaE7P2JLP6DjYyLC9ePMBVRu3waMLR+S+TaqMWL5qNVrV5vRJRPpE++ZZIaIEm9OzTt16eLVhMIonD0KV3Kmg7dTN7hxsZHiO3n2Lhiuuwf3Jo2/VzmZd4fnkLhNPIj3EyieRnuoycjo+ud+Bsbk1htbKB23z9OlTBAYGIkOGDLC1tcU730C8/xIEYyMgj7Od0uGRhjz1eIs5p1/i0F0vuV+o7Wj0LpeBSSeRHmPlk0gPuT1yx4YF0+R2i55DUDB3VmibRo0awcXFBRcvXpT7tzy+VT2zp0rCpRENqG9nzty5sXnZPJgYG6Fn+Sw4NbUtE08iPcd/4Yn0UIM2XREe5I+kGXJhzczR0AURg404xZJBVDvlSHYx/ReAMPcr2LFpPgplSql0aESkAax8EumZqcs24emVv2W/uVUrlsPcTDf+xrz935ru+dJxsJE+G7dgHXLmzvMt8RR9O5t0xqtHt5h4EhmQeCWf06ZNQ5EiRZAkSRI4Ojqifv36ePjw4U+ft3PnTuTMmROWlpbImzcvDh8+/DsxE1EsvD77YMKIQXK7dIN2aFS1DHSBSqX6/2AjVj71ttqZo3QtTOzXAaF+n2DjmB4b9x7FqR0rYW9ro3R4RKStyeeZM2fQq1cvXLp0CcePH0dISAiqVq0Kf3//WJ9z4cIFtGjRAp06dcKNGzdkwipud+7cSYj4iSiSmXuvApZ2sEiaCrtXzYWu8Pj0Fd4BITAzMUJOpyRKh0MJ7Midt6g35wgeXz7xX7WzEzyf3kPrupWVDo2IFGCkEiWHX+Tl5SUroCIpLVs25smrmzVrJpPTgwcPRtxXvHhx5M+fH8uWLYvTeXx9fWFvbw8fHx/Y2XEULFFM7r72Qd1F5xEaGoqpVVKjVZWi0Gbi34Bbt27h2LFjCEqVB7233JBTLO3vXVrp0CiBvP/sh6lHH2Pvzddy3+7VJQxtWo5JJ5Geimu+9lt9PsWLC8mSJYv1GDGStXLlqP/QVKtWLWKEa0yCgoLkG4h8I6LYhYWrMGK3m/xZO39arU88o+NgI/0zbdlmpM2YGdsOHJPTZ4mR7FfXjWfiSUS/Pto9PDwc/fv3R6lSpeR0KbERy+elShV1cmuxL+7/Ud/SCRMm/GpoRAanw9DJOHPhLtJWaIlxtXNDF7Rr1w6vX7+W83yuPv1R3ufKlY103su3XqjVojPunN4v90P+3YNd07qiQHoHpUMjIl1PPkXfT9Fv89y5cwkbEYARI0Zg4MCBEfui8pkuXboEPw+RPrh+7zE2L5yG8OCvKFWpMBzt6kIXDBgwQP4MD1fhzmZ3uZ0vHSufuuyPlVsxanAfhPiKPyaMUKp+OxxYvxAOdrZKh0ZEup589u7dW/bhPHv2LNKmTfvDY1OnTo13795FuU/si/tjY2FhIW9E9HON23aViWeyTC5YMu5bQqdLnn3wg19QKCzNjJE1JZMUXfT6/UfUbNkFt07skftWKdJiwdKV6Ny4utKhEZEWilefTzE2SSSee/bswcmTJ5EpU6afPqdEiRI4ceJElPvESHlxPxH9nvEL1+H59dOAsQnWrl4JU1MT6ArR5P78+XNcffKtC46Lsz1MTTj1sK65/OwjKvab+1/iaYTiddvC48k9Jp5EFCvj+Da1b9q0CVu2bJFzfYp+m+L29evXiGPatm0rm83V+vXrhyNHjmD27Nl48OABxo8fj2vXrskkloh+3ZsPnzFtzFC5Xb5xR9StUBy6pGbNmvIP2MN/n5b7edOyyV2XfA0Ow8QD99B85SV8TV8cqUvUx+It+3Bx33okt+d0WUSUQMnn0qVL5Qj38uXLw8nJKeK2ffv2iGNevnyJN2/eROyXLFlSJqsrVqyAq6sr/vzzT+zdu/eHg5SI6OcadOyLYB8vWCZzwu6Vc6Cr3L2+zRPMwUa6Y/Wuv+CcqxBWnnCDmKyvRdH0eHRyB3q2qKN0aESkb30+4zIl6OnT36oYkTVp0kTeiChhnHV7hitHd8ntybPm6fSAjucf/WFqAznHJ2k37y/+qNuhL/7ZtVZ8I8DiyjZsWLscFXI4Kh0aEekQ3Vj0mYgihIaFY/pJTzh3XITM/ncxqENT6LKQMBUcLEyRMTmXWNRm2w6dRudOHeD/7rncz12uLg5vWYEMzlyTnYjih737iXTMugvPce+NL5KnTovdS6ZCH4j+nsZiJnLSOn4Bgajauhda1KkkE09TWwc50O3u6X1MPInol7DySaRDLt1+gIkr9sM4TR6MrJkTKWz1Y0qyfOzvqZXuv/FFnXa98fT4RrmftXhVHN62FtkyOCsdGhHpMFY+iXSEWFWsSdvO8Ng0DPZPjqBpYf1ZeIH9PbWva8eik49Rd9E5BOWqCUvHjBg6YykeXzzKxJOIfhsrn0Q6YvTc1Xh16zxgbIoZ/dvByEi3m6kbNmoMd5O0ME2SgsmnFjl+8V/0nrAAga6N5e9YjUJZMWniPaSyt1I6NCLSE0w+iXSAx7sPmDVhuNyu0rIbqpcuDF1Xp10vrPEvgGQ25kiTlImN0kJCw9Bm0ETsWDIDqtAgpLVKiQVj+6F+/jQ6/4cOEWkXJp9EOqBB+94I+fIJVinTyeRAH7h5+sifourJ5EZZ5/69h4Yt2sDr0b9y3ylXEeyZ1AWFXX68fDIR0a9gn08iLbd291FcP7JDbs+YswBJk+jHlESX7r9EWIAPcqeyVjoUg+5H3HnkDJQrUVgmnkZmFug4dBI83C6isEt2pcMjIj3FyieRFvsaFIy+vXvKCb3zlKuDPq3rQ19sHNMRfq+fQpVPrJDGFc807a1PIMrVb4VHp3fL/RRZ8mH39k0oUyiv0qERkZ5j5ZNIi6298BKWhRvB0jED9qxfBn3hHxSKoNBwuZ05hX5UcnWFWKlu301PVJ17Bj5OhWFkao6mPUfg9f3rTDyJSCNY+STSUi8/BmDBycewyV0OS8b01qspbu78199TSGpjrmgshuTxc08MXLYHbsgk94uVLIORox6gWJ5v+0REmsDKJ5GW9sUbuu0SAkPCUTJLcjTWozk9Iw82Is2ZuHAtcru44NCcwVD5vMXAKtmxq0dJJp5EpHFMPom00JAZS7FzaCMEPTqHKQ3y6t1o8FuvmHxqyqt3H+BSvg7G9e2IUH9vWCd3xrzGedC3UjaYmvArgIg0j//yEGkZ91dvsWDKaIQHeKOQfSAy6WGfyNuvvJUOwSAs2bwXWXPkwd0zBwEjY5Rp3Bmej++gQaXiSodGRAaMfT6JtEyDDr2/VahSZcC2xdOgb3wCQvDiY4DSYei1wJAwVGnWGef2rJP7lsmcMX/ZKnRtUkPp0IiImHwSaZPl2w/h1t+75Pa8hUtga20JfXPb81vV0ylvaVRIWxZOTk5Kh6RXxGCugTtuwu3tV7nvWqUx/tqyAk4pHJQOjYhIYvJJpCX8AgIxsF8vue1auRG6NKkJfXT7v/6edTr2x6KWBZUOR28EBgVj9v5rWHvDG6HhKmSu2g4tuzTB4A6NlA6NiCgKJp9EWqJ5rxEIePcCpjZJsW/dEugrdX9P17RJlQ5Fb/x96QaatmgN/69BSN1mFmq6ppMD1ZJxGisi0kIccESkBZ55+eHc7cdyu++oyciQxhH6Sl35zJbCHP7+/ggLC1M6JJ0VFhaOtoMnoWqZEvj8/B5Cvd+ifyFrLGlVkIknEWktJp9EWrDizOi9d5C0Sg/UHLsefwzrAX31/ksg3vgEQswc1bdFLdja2uLkyZNKh6WTrt97gnT5SmLj7LFQhQYhda7CuHz9BgY0r6p3U3MRkX5h8kmksN3/euLC04+wNDPG0r6NYWysv/9buv1X9cya0hbGTJB++Y+VgdMWo1ihAnhz77JcHrNV/7HwuH0JhfNkUzo8IqKf0t9vOSId8PjFa3Tp0BahPu/Rr1J2pE9uDX2mnlw+b1p7pUPRSR/9gtBtw1UsWbQIYYF+SJo+J46euYBNcyfA1NRE6fCIiOKEA46IFNSgfQ98djuFcN936LSwLfSdW6TBRmxsj5/jd99ixB43fPALRqq6g5A30A07l86ElaWF0qEREcULk08ihSzctBd3T+8HYIR5c+fAXM8rV6K5WD3YKB8rn3H2/pMPqrfshqefQ+BQoSNypEqCOX1LI49zZ6VDIyL6JWx2J1KA9xd/DBvQR24Xqt4U7RtUg77z9P6Kj/7BMDU2Qi4nO6XD0Qnr9x5HxhwuuHF0O3yv7kWjbKbY36cU8jgzeSci3cXKJ5ECmvYchq8fXsHMNhn2rFsEQ6AebJQjdRJYmul3lfd3BQQGoV6nAfh763JAFQ5zuxT4Y+Ey9G2r/3+kEJH+Y/JJpGFHzl3D8S3L5fag8dOQLlUKGIJb0Zrcq1SpgmzZssHRUX/nNP3V34/mLVvBx+OR3M9ZqgaO7FyHDE68TkSkH5h8EmlQeLgK3QePAcJDkc61FKYMMJx+e27/reme77+Vjf744w+FI9K+PrGrzzxE99pVEObvDROrJBg84Q9MH9JN6dCIiBIUk08iDdp53QPhpboguZkDdiweq9dzekZPujnYKHbvfAMx5M/bOPvIC0nLtYfFy0s4tHMz8ufMrHRoREQJjsknkYZ88AvC1MMPYGxmgelTJ6N4PsNJLJ5/9MeXwFBYmBoje6okSoejVYbNWII/739BWGoXeX3GjeiDtiVmw8TEMP4wISLDw3/diDSk8+SV8PYPRB5nO7QvmRGGxM3zW9Uzt7MdzP5LqvLnzy+XgTx+/DgMkcdbL+QsXQMzh/fCi10zkc0eONS3NDqUzszEk4j0GiufRBowZ91O7JvRBxZO2bH73D8wNbDk4pbHf03uadjkLizZsg8DenZFsM97wMgYFeu3xN4BVWBtaa50aEREiY7JJ1Ei++zrh1GD+8vt/IWLoFBmwxu1HH2wkaHy9Q9AnXZ9cHbXWjHECJbJ02DpyjVo36Cq0qEREWkMk0+iRNao6yAEfnwt52rcvXoBDE1oWDjuePrKbdd0hlv5vP74FSqUr4Avr5/I/XyVGuLo9tVIndywE3IiMjyG1fZHpGH7T13CqZ2r5faISTPhnDIZDM0TLz98DQmDjbkJMqWwhaERI/1Xn3NHi/VuCLNPA1Nre4xbsBa3/t7FxJOIDBIrn0SJJDQ0DB06dQHCw5ChYHmM79sBhkg9xZJLGnuYGBvBkPx7/wmmHHmC6+/C5H69XmMwsloWuGQ1rAFnRESRsfJJlEi6jJyOT+53YGxuhT83rIChuv3qW39P13SGVeUbNmsFihYsgL+WToClqTEm13fB5p4VmXgSkcFj5ZMoEbz3DcS5L8lg7pwDjZs0Q+E82WCo1JXPvNFGupcuXRpp0qRBihT6tbyox9uPqNasA+6fPSD3zQM/Y1v7vMifNa3SoRERaQUmn0SJYMLBewixT49qw5ZjbY9SMFRBoWG4/+a/wUbRRrovWrQI+mbptoMY0LMLgj6/lVMoVW7eFXtXz4WNlaXSoRERaQ0mn0QJ7Oitlzh0+43s3zitcX6Ymxnu/2YP335BSJgKSa3NkC6ZFfTVl4CvqNOhP87sXAWowmHpkBqLV65Bx0Y1lA6NiEjrsM8nUQLy+uyD+pVK4vPptWhTODXyOBvu1ELRm9zFakb66NG7L2i48AzOHdkrE8+8FerC/dFdJp5ERLFg8kmUgBp1GYjAj54IfPgPelXIAkMXMdgohsnlixcvDhsbG5w4cQK6KDw8HOsvuKPOwnN4/DkMmZsMx5g5K3H75D6kTmF4U2oREcWV4bYHEiWwXcf+wT+718nt8dPmIKWDYVc9o1Q+035/LQIDAxEQECCTOF1z58kLVG/YAl+dCiBJgZoolz0l/hhVCY5J2LeTiOhnWPkkSgDBIaHo3KWbbHbNUrQyRnRvBUP3NThMNknHVvnUVZMWr0cBV1d4ul2E9z8bMbxSBqzrUISJJxFRHLHySZQAOg6bAu+X92FsYY3dG5YrHY5WuPvaB+EqwDGJBVLb635i9uGzD6o264Qbx3fJ/STOWbFly2bULueidGhERPpd+Tx79izq1KkDZ2dnOYBg7969P33O5s2b4erqCmtrazg5OaFjx474+PHjr8ZMpHWr2GxdPFNut+k7AvlyZFY6JK1qcs8XQ5O7rtl26CTSZ8/zX+JphNKNOsLj4S3ULldU6dCIiPQ/+fT395eJ5OLFi+N0/Pnz59G2bVt06tQJd+/exc6dO3HlyhV06dLlV+Il0jqjVh+CCio4ZMqDVVNHKB2O1g02yqfDTe5iXfY/9lxCy3rV8fWDJ8ztU2Leht3458/VsLe1Vjo8IiLDaHavUaOGvMXVxYsXkTFjRvTt21fuZ8qUCd26dcOMGTPie2oirXPs7lvcN82K9F2WYVnLvDA1NVE6JJ0YbKQL3voEYtDOmzj/5CPsijVG8rAP+HvXJmRK46h0aEREOi3R+3yWKFECI0eOxOHDh2XS+v79e/z555+oWbNmrM8JCgqSNzVf328rpBBpE7+gUIzbf1du96hdFNVL5lQ6JK3hGxiCZx/8fzjYqHDhwkiaNCkcHBygbUbOXoHdz40RaOMEKzMTTJk9FS2KpoexMcdoEhFpffJZqlQp2eezWbNmcmqV0NBQ2Wf0R83206ZNw4QJExI7NKLf0qDbMDwLTIYcBUuiXyXDXbs9Jnf+q3qmdbBCMhvzGI9ZtWoVtM3bD59RtWkHuJ3aBzPHTKg8bBUWtimKLCltlQ6NiEhvJPqf8ffu3UO/fv0wduxYXL9+HUeOHMHz58/RvXv3WJ8zYsQI+Pj4RNw8PDwSO0yieNl66BT+3jAP77ePRodcxrA0Y3N7ZLd0cLDRpgMnkCmni0w8xaCiMhWrYmePUkw8iYh0rfIpqpii+jlkyBC5ny9fPrmqSZkyZTB58mQ5+j06CwsLeSPSRoFBweje/ducnjlK1UCHOuWUDknruHnqzmAjMUdro+5DcXDtfPmZmid1xLylq9CjeR2lQyMi0kuJXvkUK5hE7ydlYvKtSqRSqRL79EQJrt3gifB99RgmlrbYvWGZ0uFopVse/1U+08Re+axQoQJSpkyJ06dPQyluTz2QJk8RHFwzVyaeWYtXxaO7d5h4EhFpU/Lp5+eHmzdvypvg7u4ut1++fBnRZC6mVlIT/Tt3796NpUuX4tmzZ3LqJTHyvWjRonKuUCJdcsXtEXYuny23Ow4cjdyZ0ysdktb56BcET++vctvlB83unz9/xocPHxASEgIl7LvpiRbr3PAlIAjG5lboM2EuHp7/CxmcUyoSDxGRoYh3s/u1a9dkxUJt4MCB8me7du2wbt06vHnzJiIRFdq3b48vX75g0aJFGDRokBzdWrFiRU61RDpHrEHeuE0nqEICkSKrK5ZMGKx0SFrptue3qmfmlDawszSDtvH0+oRpRx7j4N0Pcr98t0kYVSMHyhTmSkVERFqZfJYvX/6HzeUiAY2uT58+8kaky2Zv2A+PW+cAY1NsXLuKc3rG4nYcmtyVsnbPMfTs3AFmWYoiZeUu6FMxK3pXyApTE06hRESkKVzbnSiO81bueGWDFPWGo2RqoHrpwkqHpLW0cbBRUHAIGnQbir/WL5B9O1Wqi1i7dj7K5mG3CSIiTWPySRQHfxx5CC+/YLiUrobt/cooHY7WEq0i6mmWXNNpR+Xz0u2HqN2oGT4+uSX3c5SshuO7NiJdavbtJCJSAtuaiH5i18nLWH/qttyeUt+Fc3r+wFvfQHh9CYKJsRFyOymffA6duRSlihaSiacYVNRv0jzcP/cXE08iIgWx8kn0AwGBQWjfuiUCvD+g8bB5KJk1hdIh6cR67tkcbWFl/uMkPU+ePDAzM4OdnV2Cx+EfFIohm85h2ZjBUAUHwCFjbuz7czvKFOKgIiIipTH5JPqBVv3GwO/NM5hY22Fy+2pKh6P1br9S9/f8edVTLLubGNxe+aDvthtw/+CPFNV6wjWJP/avngsrSy5cQUSkDZh8EsXi3L93sW/NArndfeh4ZMvAeWnjWvlUYrBRSEgomvQchqt+DjDLUABO9paYN284imVOrvFYiIgodkw+iWKZ07NZu85QhQbBMUchLBjTT+mQdGKwkdt/c3y6ajj5vPXwKarVa4p3D/+FiY0D2szeg7ltSiCptblG4yAiop/jgCOiGAz9Yzle37kEIxMzbFm38rslYul7Lz8FwDsgBOYmxsiROslPj69ZsyYyZsyIf/7557fOO3nJBhQqUEAmnkZmlug8cDRWdynDxJOISEux8kkUzQvP95g/aaTcrtGmJyoVL6B0SDrV5J7LKQnMTX+erL9+/RovXrxAYGDgL53Px88fVZt3xZVDW+S+Xdrs2Ll9K6qWLPhLr0dERJrB5JMomnknn8AyazGo3j7E1kVTlQ5HBwcbJX6T+40nr1C2bDk5GEwoUb8d/tq4BPa21ol+biIi+j1sSySK5OrzT9hz9zOSV++Dwyf/gZ0Nk5n4Vj7zxmGk++/0K9165SVarHeDKlkGmNokxbQVW3BhzzomnkREOoKVT6L/fA0KwYhd3yaTb14kHcrmTqt0SDojLFyFO4k82Oi55ztM2H8Hp158a6av1X00xlTLDJdsGRPlfERElDhY+ST6T9Oew3B+0UAkCf6A4TVyKh2OTnnm5Qf/4DBYmZkgS0qbBH/95TsOIUeevNg+ZyREd9KRNXNia88KTDyJiHQQK59EAE5evoVD6xdBFRaCKil8OVL6F5vcXdLYwdQk4f6mDQwKRr0ug3Bs0xJAFQ4rM3OsapId5QtkSbBzEBGRZjH5JIMn5vRs2b6TTDyd8hTDrOG9lA7JIAYbZc6cGSEhIbCxiblSeun2Q9Ru1Eyuyy7kKVcHf/+5HqlTOCRQ1EREpAQmn2Tw+k9ZiHcPrsPI1BzbOKfnL7kVsbJR3Acb7d69O9bHRsxZhT9GDUBYoB+Mza3Rb9wMzBnZO0FiJSIiZTH5JIP2+MVrLJ0+Tm7Xad8HZQvnVToknRMSFo57b3wTZJqlgOBQjNr5LxZNHC0TT4cMubBv1w6UKeSSQNESEZHSmHySQWvYvidCA3xgmzoTti6conQ4Ounh2y8IDg1HEktTZEj269Md3Xvti95b/8UzL3+krDsEuYIf4uC6hbCytEjQeImISFlMPslgnbj9Ag9uX5fbCxYvhTWTnF+iXs9dNLkbGxvF+XkNGzbEw4cPsWLFCqzYcwJH7n+EVd6qSGVngfld26N45uSJGDURESmFyScZpMCQMEw55g7nDgtR3NITHRpWUzokg1vZ6NmzZ7h37x5qNWkFnzcvZJ/bRuXKY3mvKkhmw9kGiIj0FZNPMkhLTz/Fsw/+cHSwxYqBXZUOR6fd8viv8pkmfisbfQ0Okz9F4gkTUzTrOQybB9fjgC8iIj3Hf+XJ4Bw9fx1Tp8+EKjwM4+vkgb2VmdIh6XQF+dG7L3I7X7qkcV4NafGpJ3jhGyr3rVKmw/aDJ7B1/kQmnkREBoCVTzK4OT3bdOiCD49vILeJP2rOqKN0SDpNjHIPDVchha05nO0tf3r8+y+BGLD9Js4/+QiHSl2RNcwDO+ePRerkibMkJxERaR8mn2RQeo2bA6/HN2BkZoGVM8fCyCjuA2Toe27/ze+ZN439T6/lmUdeGLTjJj74BctlOP/o0xiNC6XlZ0BEZGCYfJLBuO/ugZWzJsjtRl0GomT+XEqHpPNuxWGwkZgHdNaxh1h+5pncz5k6CRa1LIisjrYai5OIiLQHk08yGA3b9pATlydJkw0b54xXOhy9WtM9tpWNPD4FoM/WG7jp8S1JbVM8A0bVygVLMxONxklERNqDyScZhDnrduLBuUMAjLB02TJYWnAqn9/lFxSKp15+sVY+D91+g+G7buNLUCjsLE0xs3E+VHdxUiBSIiLSJkw+Se8FBIVgzLAhcrtorRZoVbui0iHphTuePlCpIAcapUxiEWUE/MSD97Dl8ku5XyiDA+Y3z4+0Dr+++hEREekPJp+k9xaffgr7OsNgeXkbdq9ZoHQ4eje5fN5ITe5i2qXeW/7Fo3d+EOOIepbPggGVs8PUhFMoERHRN0w+Se/XHRcDXcxTpMfabduRxpFLNiZ8f8+kUKlU2H7VA+MP3EVgSDhS2FpgXrP8KJ0thdJhEhGRlmHySXorNDQMvRfvQ2i4A6rmToVqeVIrHZJeJp+ZU9jIQUUHb7+R+2Wzp8TsJq5RmuKJiIjUmHyS3uo6egb+njkGKUo3w/jhq5UOR694BwTj5acAuT167x189A+GqbERhlTLgS5lMsPYmHN3EhFRzJh8kl5ye+SO9fOmAqpwVCmQFc5JrZQOSS+rnoJIPNM6WGFBiwIomN5B0biIiEj7MfkkvdSwXXeEB/nDPn1OrJs1Vulw9LIvrVqtvE6Y2jAv7K3MFI2JiIh0A5NP0jvTV27Fk0vHACNjrFyxHOZm/DVPaMUzJ5dTKDUqmBYtiqbjEplERBRnRioxTFXL+fr6wt7eHj4+PrCzs1M6HNJiXp99kC5zDgR5v0Op+u1wbs86pUMiIiIyCL5xzNc4+R7pFbFmu0g8zZM6YteqeUqHQ0RERNEw+SS9cfe1D+77W8PI3Brjps1GquTfL/lIREREymJnONILYeEqjNxzBzau1VG3QSOM7Fpe6ZCIiIgoBqx8kl7YePE5bnl4I4mFKaY2L650OERERBQLJp+k827cf4rujSrh69NrGFojJ1LZWSodEhEREcWCySfpvEZtuyDonTtCru9EyyLplA6HiIiIfoDJJ+m0iYs2wP3aKcDYBGtXrYCJCX+liYiItBm/qUlnvfnwGVNGD5bb5Rp1QL2KJZUOiYiIiH6CySfprIad+iHYxwsWyZywa8UcpcMhIiKiOGDySTpp++EzuHRgs9yeNHMukidNonRIRERElBjJ59mzZ1GnTh04OzvL9Zz37t370+cEBQVh1KhRyJAhAywsLJAxY0asWbMmvqcmkkLDwjFq3ipAFY7sJatjSKdmSodEREREiTXJvL+/P1xdXdGxY0c0bNgwTs9p2rQp3r17h9WrVyNr1qx48+YNwsPD43tqImndhecILdgcGZJlwe4pHZUOh4iIiBIz+axRo4a8xdWRI0dw5swZPHv2DMmSJZP3icon0a/w9P6KOccfye3pAzsiT5b0SodERERE2tTnc//+/ShcuDBmzpyJNGnSIHv27Bg8eDC+fv36w2Z6X1/fKDciUS1v1HMkvnz+iCIZHdC0MOf0JCIi0jWJvra7qHieO3cOlpaW2LNnDz58+ICePXvi48ePWLt2bYzPmTZtGiZMmJDYoZGOGTNvDS5vnQcTm6QYffs+jI2NlA6JiIiItK3yKapVYmDS5s2bUbRoUdSsWRNz5szB+vXrY61+jhgxAj4+PhE3Dw+PxA6TtJzHuw/4Y/wwuV2+bnO4Zk6tdEhERESkjZVPJycn2dxub28fcV+uXLmgUqnw6tUrZMuW7bvniBHx4kak1rBjH4R8+QSrFGmwc9kfSodDRERE2lr5LFWqFF6/fg0/P7+I+x49egRjY2OkTZs2sU9PemDDvuO4dni73J4+ewEc7GyVDomIiIg0lXyKJPLmzZvyJri7u8vtly9fRjSZt23bNuL4li1bInny5OjQoQPu3bsn5wkdMmSInKrJysrqV+MmAxEQGIRePXsAUCFX2dro2zZu03sRERGRniSf165dQ4ECBeRNGDhwoNweO3as3BdzeKoTUcHW1hbHjx+Ht7e3HPXeqlUrOUn9ggULEvJ9kJ5qP2Qy/F4/hYm1HfauX6Z0OERERPSbjFSi86WWE1MtiT6jYvCRnZ2d0uGQhnh8CkDFaYfx7uQ6tK1bCYvGDVA6JCIiIvrNfC3RBxwR/QrxN9HovXcQYmKFWt1GY2GXYkqHRERERLow4IjoV6w5chWnH76HuYkxpjRwkdN1ERERke5j8kla54Xne3RvWh3vto1C2/xJkTklR7cTERHpCyafpHXqd+yNUL/PMAn0Rt+arkqHQ0RERAmIySdpldV//oWbx3bK7dnzF8HOxlrpkIiIiCgBMfkkreEXEIh+vXvK7bwVG6B78zpKh0REREQJjMknaY0WfUbC/91zmNrYY9/6JUqHQ0RERImAySdphdNXbuPQ+kVyu/eISciUNrXSIREREVEi4DyfpBVzes48eBOmDk5I4Zgas0f0UjokIiIiSiRMPklxe2964l5wcmTsvBDb2ueDsTEL8kRERPqK3/KkqM/+wZh08L7c7lc1NwrmyKh0SERERJSImHySoio2bAP3vzchW3JLdC2bWelwiIiIKJGx2Z0Us3jzPtw8tkNutxnUBmYm/FuIiIhI3/HbnhTh6x+AoQP6yO0C1Zqgbd3KSodEREREGsDkkxTRtOdwBHh5wMw2GfasXax0OERERKQhTD5J446ev45jm5fK7QFjpyCDU0qlQyIiIiINYfJJGhUeHo42HbpAFRaKtPlKYtqgrkqHRERERBrE5JM0ata24/B65gYjMwtsX7+Kc3oSEREZGI52J4356BeELU+M4NxhEWqnC0HJ/LmUDomIiIg0jMknaczkQ/fhHRCCfC65sbh3KaXDISIiIgWwzZM0Ysm2Q9h26CSMjIBpDfPClHN6EhERGSRmAJToPvv6YVDvrni7cTCKhD9C/nRJlQ6JiIiIFMLkkxJd426DEfjxNczskmPuoLZKh0NEREQKYvJJierQmSs4uWOV3B42cQbSOCZXOiQiIiJSEJNPSjShoWFo27EzEB6G9AXKYmLfDkqHRERERApj8kmJptvomfj0zA3G5lb4c8MqGInRRkRERGTQmHxSorjn7oF186bI7abdB6OISzalQyIiIiItwHk+KVEsufAeSSt0hLH7JayfNVbpcIiIiEhLsPJJCe70w/c46PYW9vmr4eTfx2Buxr9xiIiI6Bsmn5SgPnj7Yvj2K3K7Y6lMyJuWc3oSERHR/zH5pATVqMtAXJvVETbv72JAlexKh0NERERahu2hlGB2Hz+Ps7vWAqpwtCjsBBsL/noRERFRVKx8UoIIDglFpy5dZOKZuUhFjO7ZRumQiIiISAsx+aQE0XnEVHi/uA9jc2vs3rhS6XCIiIhISzH5pN924/5TbF44Q2637jMMrjkyKx0SERERaSkmn/TbGrXtgvDgADhkzI1V00YqHQ4RERFpMSaf9FsO33yJd36hgJEx1qxaCTPO6UlEREQ/wEyBfpl/UCgm//UYKesNQ6MsxqhfqaTSIREREZGWY/JJv2zO8Ud47ROIdMmsMLldOaXDISIiIh3AZnf6JdsPn8GMod0R6vcJk+vnhZW5idIhERERkQ5g5ZPiLTAoGF27dYX/q0fIkCoZymXnnJ5EREQUN6x8Ury1HzIJvq8ewdjSFjtWLVA6HCIiItIhTD4pXq64PcKOZbPkdscBo5EnS3qlQyIiIiIdwuST4iw8PBxN2naGKiQQybPkw9KJg5UOiYiIiHQMk0+Ks3EL1uLlzX8AY1NsXLMKpqYcZERERESJnHyePXsWderUgbOzM4yMjLB37944P/f8+fMwNTVF/vz543taUpjv12DMnTNbbldq1hk1yhZROiQiIiIyhOTT398frq6uWLx4cbye5+3tjbZt26JSpUrxPSVpgdnHHiFZownIWLUDdi77Q+lwiIiIyFCmWqpRo4a8xVf37t3RsmVLmJiYxKtaSsq78fIzNlx6AWMLa2xaPBMOdrZKh0REREQ6SiN9PteuXYtnz55h3LhxcTo+KCgIvr6+UW6kjIDAILQfM18ONmpYMA1KZU2hdEhERESkwxI9+Xz8+DGGDx+OTZs2yf6ecTFt2jTY29tH3NKlS5fYYVIs2gwYh9sbJsBn/3SMqplL6XCIiIhIxyVq8hkWFiab2idMmIDs2bPH+XkjRoyAj49PxM3DwyMxw6RYnL9xD3tWzZPbrZo2QnJbC6VDIiIiIh1npFKpVL/8ZCMj7NmzB/Xr1491kJGDg4Ps56kmmm/FKcV9x44dQ8WKFX96HtHsLiqgIhG1s7P71XApHsTnlM61NF7fuQjH7AXx5v5VGBtzZi4iIiL6vXwtUdd2Fyd2c3OLct+SJUtw8uRJ/Pnnn8iUKVNinp5+w/BZy2XiaWRiik3rVjLxJCIiogQR7+TTz88PT548idh3d3fHzZs3kSxZMqRPn142mXt6emLDhg0yYXFxcYnyfEdHR1haWn53P2mPF2+8MHfSKLldrVUPVClRUOmQiIiIyFCTz2vXrqFChQoR+wMHDpQ/27Vrh3Xr1uHNmzd4+fJlwkZJGtWgQy+E+n2GtWN6bF8yXelwiIiISI/8Vp9PTWGfT8259vwT6oxdh49HF2HB/Pno3ryO0iERERGRDtCKPp+kW4JDwzFyjxssnHOg38Jd6N60gNIhERERkZ7hKBKKsODILTx654fkNuYYVTuP0uEQERGRHmLySdLpK7cxrHEZeJ/fipHVsyOptbnSIREREZEeYvJJck7PFu07IzzIH1YfH6JBIa4oRURERImDySdh4NRFeHv/KoxMzbFt/WrO6UlERESJhlmGgXv68g0WTxsrt2u3641yRfIpHRIRERHpMSafBq5B+54IDfCBTeqM2LJgitLhEBERkZ5j8mnAlmzdD7dTe+X2/EVLYGttqXRIREREpOc4z6eBCgoNw8K952Q/z/wV66FToxpKh0REREQGgMmngVp6+im+ZiqHPH1csGcIE08iIiLSDDa7G6CnXn5Ycuqp3J7WvjIyOKVUOiQiIiIyEEw+DXBOz2qN28D3xR2Uz5EStfI6KR0SERERGRA2uxuY3hPm4enZvTAyO4JBEx7DyMhI6ZCIiIjIgLDyaUAeur/Cij/Gy+0Gnfohb5a0SodEREREBobJpwFp0K47wr5+QRLnLNg4d4LS4RAREZEBYvJpIOZv2I37/xwCYITFS5fB2tJC6ZCIiIjIADH5NACfff0wYmBfuV2kZjO0qVtZ6ZCIiIjIQDH5NABdx87D14+eMEuSHHvWLlI6HCIiIjJgHO2u5x69+4Ib1gWQvOYA9KmZH2kckysdEhERERkwJp96LDxchZG73RAaDtRv2hJj2xZSOiQiIiIycEw+9diEVbtx5VEYbJPYYWK9PJzTk4iIiBTH5FNP3XnyHJP7tYeRqTkmrtgJ56RWSodERERExAFH+qph2+4ID/SDrUNKDG5cVulwiIiIiCQmn3po5qpteHzxKGBkjBUrlsPcjAVuIiIi0g5MPvXMR+8vGDtsoNwuUbc1mlYvp3RIRERERBGYfOqZhl0HIujTG5jbp8Se1fOVDoeIiIgoCiafemTviQs4++cauT16ymykSp5U6ZCIiIiIomBnQD0RFq7C8qufYJOrLBytjTCmVxulQyIiIiL6DiufemLL5Re4722EjI2H4+yRfUqHQ0RERBQjJp964KWXD2YeeSi3h1bPgbTJkygdEhEREVGMmHzqgQq1GuLp1vHIkSQErYplUDocIiIiolixz6eOm7R4I55dPSnn9OxR3BEmxlxCk4iIiLQXK5867N1Hb0weNVhul23UAfUrlVQ6JCIiIqIfYvKpwxp26odgn/ewcEiNXSvmKB0OERER0U8x+dRR2/86gwv7N8ntiTPnIoWDndIhEREREf0Uk08dFBgUjG5duwKqcGQrUQ1DOzdXOiQiIiKiOGHyqYPm77sIP19vGFvaYveGZUqHQ0RERBRnHO2uY157f8WGO1/h3GkJOuUxgUvWjEqHRERERBRnTD51iEqlwth9d+EfHIai2ZwwpkMJpUMiIiIiihc2u+uQCYs3Ys+WtTA1VmFqw7ww5pyeREREpGNY+dQRnu8/YuqoQQjx/YCyWZMje6raSodEREREFG+sfOqIBh37ysTTKnkarJk2VOlwiIiIiH4Jk08dsOnACVw9tFVuT509Hw52tkqHRERERPRLmHxquYDAIPTs3l0MN0LO0rXQv10jpUMiIiIi+mVMPrVcmwHj8OX1E5hYJcFezulJREREhpZ8nj17FnXq1IGzszOMjIywd+/eHx6/e/duVKlSBSlTpoSdnR1KlCiBo0eP/k7MBuPu8zfYu2aB3O4yeBxyZEqrdEhEREREmk0+/f394erqisWLF8c5WRXJ5+HDh3H9+nVUqFBBJq83btz4lXgNak7PWac84NhiGrKWa4TF4wcoHRIRERHRbzNSiSznV59sZIQ9e/agfv368Xpenjx50KxZM4wdOzZOx/v6+sLe3h4+Pj6yemoIDt5+jd5bbsDcxBh/9S+DLCk5yIiIiIi0V1zzNY3P8xkeHo4vX74gWbJksR4TFBQkb5HfjCF58cYLw1f/BVilRs8KWZh4EhERkd7Q+ICjWbNmwc/PD02bNo31mGnTpsnMWX1Lly4dDEmDDr1wd1F3mD86hh7lsygdDhEREZFuJp9btmzBhAkTsGPHDjg6OsZ63IgRI2TJVn3z8PCAoViz+whuHN0JhIeif+OKsDA1UTokIiIiogSjsWb3bdu2oXPnzti5cycqV678w2MtLCzkzdD4fw1Cv1495bZLhXro2bKe0iERERER6V7lc+vWrejQoYP8WatWLU2cUie16DsKfm/dYWptj73rliodDhEREZHylU/RX/PJkycR++7u7rh586YcQJQ+fXrZZO7p6YkNGzZENLW3a9cO8+fPR7FixfD27Vt5v5WVlezPSd+cveaGg+sWyu2ewycgS3onpUMiIiIiUn6qpdOnT8u5OqMTCea6devQvn17PH/+XB4nlC9fHmfOnIn1+LjQ96mWxAwAafOWwJt7V5AqV2G8vnMZxsZcfIqIiIh0R6JNtSSSyR/lq9ETSnUSSrHbe8MTgalcYOz+ANvWrWbiSURERHqLWY7CvAOCMeXwA9gVbYg//vwH5YvmUzokIiIiokTD5FNhUw7cxUf/YGRPZYveVV2UDoeIiIgoUTH5VNDSrfsxr2ddBL50w9QGeWFuyo+DiIiI9BuzHYX4+gdgcL/eCP30Ck4frqNwxtiXGyUiIiLSF0w+FdKs5wgEeHnA1NYBe9cuVjocIiIiIo1g8qmA4xf/xdHNS+T2gDFTkCFN7EuNEhEREekTJp8KzOnZun0XqMJC4exSAtMHd1M6JCIiIiKNYfKpYX0mzMP7R//CyNQCOzas4pyeREREZFCY+WjQJ/9gbN1zUG7X79QPpQrkVjokIiIiIo2K9wpH9OsmH7qHJDUGImORytg0b5DS4RARERFpHCufGnL+yQfs/tcTxsZGWD2uB6wtLZQOiYiIiEjjmHxqwGdfP7Ts1h9hgX5oUzwDCqR3UDokIiIiIkWw2V0DmvYYipcnN8P6wRUMnnZH6XCIiIiIFMPKZyL76+xV/L1tpdweMHgo7KzMlQ6JiIiISDFMPhNRaGgY2nTsDISHIn3+MpjYr6PSIREREREpislnIuoxdhY+Pr0NIzNL7OScnkRERERMPhPLnScvsGbuZLndpNsgFM2bXemQiIiIiBTH5DORNO86AOGBfrBLmx3rZ41VOhwiIiIircDR7ong9MP38HFpDNsPX7Bi+mhYWnCQEREREZHA5DOBfQ0Ow5h9d2BibY8hU+ajWU0uoUlERESkxuQzgY1ccxgvPxohTVIrDKrKfp5EREREkTH5TED7T13EvF4NYJWpIJbu3AkbC15eIiIiosg44CgB5/Rs36kLEB6G1A62qFkgg9IhEREREWkdJp8JpNPwqfjsfhfG5tbYteHbikZEREREFBWTzwRw6+EzbFo0XW637DUUBXJlUTokIiIiIq3E5DMBNGzbFeFBAUiaIRdWzxildDhEREREWovJ52+asnQjnl05ARgZY/XKlTA34yAjIiIiotgwU/oN/kGh2HrjA0yTOqFEpRpoWKWU0iERERERaTUmn79h7vFH8EuWHYUHrcbu3kw8iYiIiH6Gze6/yO2VN9acd5fbU5sUQoqkdkqHRERERKT1mHz+guCQUFSoWAneV/ehposjKuRwVDokIiIiIp3A5PMXtB8yCR8f/wufc1vQswQTTyIiIqK4YvIZT1fvPMb2pX/I7Xb9R8IlC1cyIiIiIoorJp/x1KRdF4QHf0XyzHmxYvIwpcMhIiIi0ilMPuNh3IK1ePHvGcDYBOtWr4SpqYnSIRERERHpFCafcfTmw2dMGzNUblds2hm1yxdTOiQiIiIincPkM44Gz9+CkC+fYJncGX8un6V0OEREREQ6iZPMx8Hd1z64GJoRTu3nY3TVTHCws1U6JCIiIiKdxOTzJ8LDVRi99w7CVUCDSiXRs3lBpUMiIiIi0llsdv+JoXPW4vK1G7AxN8GY2rmVDoeIiIhIp7Hy+QP33T0wb0w/hAUFoM2CLUhtb6l0SEREREQ6jZXPH2jasQ/CAv2QxDkLJnRpoHQ4RERERDqPyWcsTl+5jTtnDsjt+QsWwtLCXOmQiIiIiHQek89YDBg9CVCFI03eEujQsJrS4RARERHpBSafMbj18Blundwrt8eNGa10OERERESGm3yePXsWderUgbOzM4yMjLB377ck7UdOnz6NggULwsLCAlmzZsW6deugzXqNmARVWCiSZ8mHLk1qKh0OERERkeEmn/7+/nB1dcXixYvjdLy7uztq1aqFChUq4ObNm+jfvz86d+6Mo0ePQht99g/GE38LGFvbY/Cw4UqHQ0RERKRXjFQqleqXn2xkhD179qB+/fqxHjNs2DAcOnQId+7cibivefPm8Pb2xpEjR+J0Hl9fX9jb28PHxwd2dnZITO98AzHzyEM8fPUB+/tXgLExeyYQERERJVS+lujzfF68eBGVK1eOcl+1atVkBTQ2QUFB8hb5zWhKKjtLzG7qitCwcCaeRERERAks0bOrt2/fIlWqVFHuE/siofz69WuMz5k2bZrMnNW3dOnSQdNMTZh4EhERESU0rcywRowYIUu26puHh4fSIRERERFRAkj0ZvfUqVPj3bt3Ue4T+6IvgJWVVYzPEaPixY2IiIiI9EuiVz5LlCiBEydORLnv+PHj8n4iIiIiMizxTj79/PzklEnipp5KSWy/fPkyosm8bdu2Ecd3794dz549w9ChQ/HgwQMsWbIEO3bswIABAxLyfRARERGRPiaf165dQ4ECBeRNGDhwoNweO3as3H/z5k1EIipkypRJTrUkqp1iftDZs2dj1apVcsQ7ERERERmW35rnU1M0Oc8nERERESVevqaVo92JiIiISD8x+SQiIiIijWHySUREREQaw+STiIiIiDSGyScRERERaQyTTyIiIiLSGCafRERERKQxTD6JiIiISGOYfBIRERGRxjD5JCIiIiKNYfJJRERERBpjCh2gXn5erBlKRERERNpHnaep8zadTj6/fPkif6ZLl07pUIiIiIjoJ3mbvb19rI8bqX6WnmqB8PBwvH79GkmSJIGRkZHS4ejdXykiqffw8ICdnZ3S4VAC4mern/i56i9+tvrLUD5blUolE09nZ2cYGxvrduVTvIG0adMqHYZeE/8z6PP/EIaMn61+4ueqv/jZ6i9D+Gztf1DxVOOAIyIiIiLSGCafRERERKQxTD4NnIWFBcaNGyd/kn7hZ6uf+LnqL362+oufrQ4OOCIiIiIi/cDKJxERERFpDJNPIiIiItIYJp9EREREpDFMPomIiIhIY5h8Gqhp06ahSJEictUoR0dH1K9fHw8fPlQ6LEpg06dPl6uC9e/fX+lQKAF4enqidevWSJ48OaysrJA3b15cu3ZN6bDoN4WFhWHMmDHIlCmT/FyzZMmCSZMm/XR9bNI+Z8+eRZ06deQKP+Lf3r1790Z5XHymY8eOhZOTk/ysK1eujMePH8PQMPk0UGfOnEGvXr1w6dIlHD9+HCEhIahatSr8/f2VDo0SyNWrV7F8+XLky5dP6VAoAXz+/BmlSpWCmZkZ/vrrL9y7dw+zZ8+Gg4OD0qHRb5oxYwaWLl2KRYsW4f79+3J/5syZWLhwodKhUTyJ71BXV1csXrw4xsfF57pgwQIsW7YMly9fho2NDapVq4bAwEAYEk61RJKXl5esgIqktGzZskqHQ7/Jz88PBQsWxJIlSzB58mTkz58f8+bNUzos+g3Dhw/H+fPn8c8//ygdCiWw2rVrI1WqVFi9enXEfY0aNZKVsU2bNikaG/06Ufncs2ePbFkURLolKqKDBg3C4MGD5X0+Pj7ys1+3bh2aN28OQ8HKJ0X8DyAkS5ZM6VAoAYiqdq1atWSTDumH/fv3o3DhwmjSpIn8Q7FAgQJYuXKl0mFRAihZsiROnDiBR48eyf1bt27h3LlzqFGjhtKhUQJyd3fH27dvo/y7LNZBL1asGC5evAhDYqp0AKS88PBw2SdQNOm5uLgoHQ79pm3btuHff/+Vze6kP549eyabZgcOHIiRI0fKz7dv374wNzdHu3btlA6PfrOq7evri5w5c8LExET2AZ0yZQpatWqldGiUgETiKaRKlSrK/WJf/ZihYPJJskp2584d+Zc26TYPDw/069dP9uO1tLRUOhxK4D8SReVz6tSpcl9UPsX/t6LvGJNP3bZjxw5s3rwZW7ZsQZ48eXDz5k1ZEBBNtPxsSR+x2d3A9e7dGwcPHsSpU6eQNm1apcOh33T9+nW8f/9e9vc0NTWVN9GPV3RwF9uiokK6SYyOzZ07d5T7cuXKhZcvXyoWEyWMIUOGyOqn6PMnZjBo06YNBgwYIGclIf2ROnVq+fPdu3dR7hf76scMBZNPAyU6PovEU3SGPnnypJzig3RfpUqV4ObmJisn6puolonmO7EtmvRIN4luMdGnQxN9BDNkyKBYTJQwAgICYGwc9etY/L8qqt2kP8T3rEgyT5w4EXGf6G4hRr2XKFEChoTN7gbc1C6aePbt2yfn+lT3NxGdn8UIS9JN4rOM3m9XTOUh5oVkf17dJiphYmCKaHZv2rQprly5ghUrVsgb6TYxL6To45k+fXrZ7H7jxg3MmTMHHTt2VDo0+oWZRp48eRJlkJH4w18M5hWfr+hOMXnyZGTLlk0mo2J+V9G9Qj0i3mCIqZbI8IiPPqbb2rVrlQ6NEli5cuVU/fr1UzoMSgAHDhxQubi4qCwsLFQ5c+ZUrVixQumQKAH4+vrK/0fTp0+vsrS0VGXOnFk1atQoVVBQkNKhUTydOnUqxu/Wdu3aycfDw8NVY8aMUaVKlUr+f1ypUiXVw4cPVYaG83wSERERkcawzycRERERaQyTTyIiIiLSGCafRERERKQxTD6JiIiISGOYfBIRERGRxjD5JCIiIiKNYfJJRERERBrD5JOIiIiINIbJJxEZpHXr1iFp0qRKh0FEZHCYfBKRVmnfvj2MjIzQvXv37x7r1auXfEwco7TTp0/LWLy9vZUOhYhIpzD5JCKtky5dOmzbtg1fv36NuC8wMBBbtmxB+vTpf/v1Q0JCoJSwsDCEh4dDGyl5XYjIcDD5JCKtU7BgQZmA7t69O+I+sS0SzwIFCkQ59siRIyhdurRsQk+ePDlq166Np0+fRjz+/PlzWaHcvn07ypUrB0tLS2zevPm7c3p5eaFw4cJo0KABgoKCZII4bdo0ZMqUCVZWVnB1dcWff/4Z8ZoVKlSQ2w4ODj+sxqqb9/fv34/cuXPDwsICL1++lOcYPHgw0qRJAxsbGxQrVkxWU9VevHiBOnXqyNcXj+fJkweHDx+OePzMmTMoWrSofD0nJycMHz4coaGhEY9nzJgR8+bNixJL/vz5MX78+Ih9EffSpUtRt25deY4pU6bI+w8cOIAiRYrIa5UiRQp5TdR+N24iIiafRKSVOnbsiLVr10bsr1mzBh06dPjuOH9/fwwcOBDXrl3DiRMnYGxsLJOl6NVFkZz169cP9+/fR7Vq1aI85uHhgTJlysDFxUUmmCKhE4nnhg0bsGzZMty9excDBgxA69atZdInEuNdu3bJ5z58+BBv3rzB/PnzY30vAQEBmDFjBlatWiVfy9HREb1798bFixdlhff27dto0qQJqlevjsePH0d0MRCJ3tmzZ+Hm5iafb2trKx/z9PREzZo1ZYJ469YtmUCuXr0akydPjvd1FsmouF7iHOKaHzp0SO6L179x44a8piLJVfuduImIJBURkRZp166dql69eqr379+rLCwsVM+fP5c3S0tLlZeXl3xMHBMbcYz4p83NzU3uu7u7y/158+ZFOW7t2rUqe3t71YMHD1Tp0qVT9e3bVxUeHi4fCwwMVFlbW6suXLgQ5TmdOnVStWjRQm6fOnVKvu7nz59/+H7EecRxN2/ejLjvxYsXKhMTE5Wnp2eUYytVqqQaMWKE3M6bN69q/PjxMb7myJEjVTly5IiIV1i8eLHK1tZWFRYWJvczZMigmjt3bpTnubq6qsaNGxexL+Lq379/lGNKlCihatWqVYzn/d24iYgEU+bgRKSNUqZMiVq1aslma5EniW3RBBydqLiNHTsWly9fxocPHyIqnqJpW1Qy1USTenSiT6moeLZs2TJKE/WTJ09ktbJKlSpRjg8ODv6u2T8uzM3NkS9fvoh9UREUfT+zZ88e5ThRMRRdB4S+ffuiR48eOHbsGCpXroxGjRpFvIao3pYoUUI2m6uVKlUKfn5+ePXqVbz6xUa/Ljdv3kSXLl1iPPZ34yYiEph8EpHWEs3AoplXWLx4cYzHiP6FGTJkwMqVK+Hs7CyTT5F0ikQxMtH/MDrRvC4SpIMHD2LIkCGyH6MgkjhBNEGr74v8nPgSfUYjJ4ri9U1MTHD9+nX5MzJ1E3Xnzp1l9wARg0jkRDeA2bNno0+fPnE6p+h+8K24+eMBRdGvi4g1NpqIm4j0H/t8EpHWEn0JRRIpkqbo/TSFjx8/yj6Xo0ePRqVKlZArVy58/vw5zq8vErSNGzeiUKFCcgDR69ev5f2RBwZlzZo1yk3091RXMwVRCYwvUT0Vz3v//v13r586deqI48S5xJRTYrDVoEGDZIItiPcp+l1GTi7Pnz+PJEmSIG3atBGVY9EXVc3X1xfu7u4/jU1UKUU/z8SIm4hIYOWTiLSWqK6JJmb1dnRiRLVo7l2xYoUc8S2SRTGwKL7nEKPfW7RogYoVK8qR2yKREiO6xSAjUUkVo+l9fHxkgmdnZ4d27drJaquoZoqqqRicIyqGcR1YI5qtW7VqhbZt28qqoEjqxGh7kfSJ5E90Mejfvz9q1KghjxUJ9alTp2TSKfTs2VN2ExDVRFEZFgn4uHHj5MArkVAL4r2ILguiMixG24uuCTFdw+jE64hEPkuWLGjevLkcQS9Gqw8bNuy34yYiktj1lYi0ccBRbKIPODp+/LgqV65ccnBSvnz5VKdPn5YDafbs2RNlwNGNGzdiHHCkFhISomrYsKF8rXfv3snBPGKQkhjYY2ZmpkqZMqWqWrVqqjNnzkQ8Z+LEiarUqVOrjIyMYh0EFf08asHBwaqxY8eqMmbMKF/fyclJ1aBBA9Xt27fl471791ZlyZJFvi9x7jZt2qg+fPgQ8XzxPosUKaIyNzeXMQwbNky+BzUfHx9Vs2bNVHZ2dnJA1bp162IccKS+TpHt2rVLlT9/fvnaKVKkkNcloeImIjIS/2EeTkRERESawD6fRERERKQxTD6JiIiISGOYfBIRERGRxjD5JCIiIiKNYfJJRERERBrD5JOIiIiINIbJJxERERFpDJNPIiIiItIYJp9EREREpDFMPomIiIhIY5h8EhERERE05X8Fh/HgOh3u+QAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -776,25 +822,27 @@
     "\n",
     "\n",
     "# Show that there is a non-monothonicity and that the upper envelope fixes it\n",
-    "plt.plot(mGrid1, vGrid1, label=\"EGM Points\")\n",
-    "plt.plot(m1_env, v1_up(m1_env), \"k--\", label=\"Upper Envelope\")\n",
-    "plt.plot(m1_env[sec_kink_idx], v1_up(m1_env[sec_kink_idx]), \"rX\", label=\"Crossings\")\n",
-    "plt.plot()\n",
-    "plt.title(\"Period 1: Value function\")\n",
-    "plt.xlabel(\"Market resources\")\n",
-    "plt.legend()\n",
-    "plt.show()\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(mGrid1, vGrid1, label=\"EGM Points\")\n",
+    "ax.plot(m1_env, v1_up(m1_env), \"k--\", label=\"Upper Envelope\")\n",
+    "ax.plot(m1_env[sec_kink_idx], v1_up(m1_env[sec_kink_idx]), \"rX\", label=\"Crossings\")\n",
+    "ax.plot()\n",
+    "ax.set_title(\"Period 1: Value function\")\n",
+    "ax.set_xlabel(\"Market resources\")\n",
+    "ax.legend()\n",
+    "make_figs(\"vFuncWillFirstPeriod\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")\n",
     "\n",
     "# Plot consumption\n",
-    "plt.plot(mGrid1, cGrid1, label=\"EGM Points\")\n",
-    "plt.plot(m1_env, c1_up(m1_env), \"k--\", label=\"Upper Envelope\")\n",
-    "plt.plot(\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(mGrid1, cGrid1, label=\"EGM Points\")\n",
+    "ax.plot(m1_env, c1_up(m1_env), \"k--\", label=\"Upper Envelope\")\n",
+    "ax.plot(\n",
     "    m1_env[sec_kink_idx], c1_up(m1_env[sec_kink_idx]), \"rX\", label=\"Secondary Kink\"\n",
     ")\n",
-    "plt.title(\"Period 1: Consumption function\")\n",
-    "plt.xlabel(\"Market resources\")\n",
-    "plt.legend()\n",
-    "plt.show()"
+    "ax.set_title(\"Period 1: Consumption function\")\n",
+    "ax.set_xlabel(\"Market resources\")\n",
+    "ax.legend()\n",
+    "make_figs(\"cFuncWillFirstPeriod\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DCEGM-Upper-Envelope\")"
    ]
   },
   {
@@ -818,7 +866,7 @@
    "rst2md": false
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -832,7 +880,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/notebooks/DiamondOLG.ipynb b/notebooks/DiamondOLG.ipynb
index 42a54875..a710fd05 100644
--- a/notebooks/DiamondOLG.ipynb
+++ b/notebooks/DiamondOLG.ipynb
@@ -27,6 +27,7 @@
     "    PerfForesightConsumerType,\n",
     "    init_perfect_foresight,\n",
     ")\n",
+    "from HARK.utilities import make_figs\n",
     "import seaborn as sns\n",
     "from matplotlib import rc, rcParams\n",
     "import ipywidgets as widgets\n",
@@ -88,13 +89,14 @@
     "    PFagent.solve()\n",
     "\n",
     "    # Plot the OLG capital accumulation curve and 45 deg line\n",
-    "    plt.figure(figsize=(9, 6))\n",
+    "    fig = plt.figure(figsize=(9, 6))\n",
+    "    ax = fig.add_subplot(111)\n",
     "    kt_range = np.linspace(0, kMax, 300)\n",
     "\n",
     "    # Analitical solution plot\n",
     "    ktp1 = Q * kt_range**Epsilon\n",
-    "    plt.plot(kt_range, ktp1, \"b-\", label=\"Capital accumulation curve\")\n",
-    "    plt.plot(kt_range, kt_range, \"k-\", label=\"45 Degree line\")\n",
+    "    ax.plot(kt_range, ktp1, \"b-\", label=\"Capital accumulation curve\")\n",
+    "    ax.plot(kt_range, kt_range, \"k-\", label=\"45 Degree line\")\n",
     "\n",
     "    # Plot the path\n",
     "    kt_ar = Initialk\n",
@@ -106,7 +108,7 @@
     "        a = wage - c\n",
     "        k1 = a / xi\n",
     "\n",
-    "        plt.arrow(\n",
+    "        ax.arrow(\n",
     "            kt_ar,\n",
     "            ktp1_ar,\n",
     "            0.0,\n",
@@ -117,7 +119,7 @@
     "            color=\"black\",\n",
     "            edgecolor=None,\n",
     "        )\n",
-    "        plt.arrow(\n",
+    "        ax.arrow(\n",
     "            kt_ar,\n",
     "            k1,\n",
     "            k1 - kt_ar,\n",
@@ -134,18 +136,17 @@
     "        ktp1_ar = kt_ar\n",
     "\n",
     "    # Plot kbar and initial k\n",
-    "    plt.plot(kBar, kBar, \"ro\", label=r\"$\\bar{k}$\")\n",
-    "    plt.plot(Initialk, 0.0005, \"co\", label=\"$k_0$\")\n",
+    "    ax.plot(kBar, kBar, \"ro\", label=r\"$\\bar{k}$\")\n",
+    "    ax.plot(Initialk, 0.0005, \"co\", label=\"$k_0$\")\n",
     "\n",
-    "    plt.title(\"Convergence of OLG Economy to Steady State\", fontsize=20, y=1.05)\n",
-    "    plt.legend()\n",
-    "    plt.xlim(0, kMax)\n",
-    "    plt.ylim(0, kMax)\n",
-    "    plt.axvline(0, color=\"black\")\n",
-    "    plt.axhline(0, color=\"black\")\n",
-    "    plt.xlabel(\"$k_t$\", fontsize=12)\n",
-    "    plt.ylabel(\"$k_{t+1}$\", fontsize=12)\n",
-    "    plt.show()\n",
+    "    ax.set_title(\"Convergence of OLG Economy to Steady State\", fontsize=20, y=1.05)\n",
+    "    ax.legend()\n",
+    "    ax.set_xlim(0, kMax)\n",
+    "    ax.set_ylim(0, kMax)\n",
+    "    ax.axvline(0, color=\"black\")\n",
+    "    ax.axhline(0, color=\"black\")\n",
+    "    ax.set_xlabel(\"$k_t$\", fontsize=12)\n",
+    "    ax.set_ylabel(\"$k_{t+1}$\", fontsize=12)\n",
     "\n",
     "    return None"
    ]
@@ -212,10 +213,27 @@
    "execution_count": 4,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure convergence in Figures/DiamondOLG\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxUAAAJCCAYAAAC24erxAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAApcFJREFUeJzt3QeUU8UXx/FLr9KbAiJSFZCqFFFAEOvfgr0jHQRBURAVRUVBEUSKdFCRJogIWLAjFqQXEaRa6Ci9t/2f38S3ZkN22Z7s5vs5JyebsslL8vIyd+6dmQxRUVFRBgAAAACJlDGx/wgAAAAAQlABAAAAIEkIKgAAAAAkCUEFAAAAgCQhqAAAAACQJAQVAAAAAJKEoAIAAABAkhBUAAAAAEgSggoAAHBWp0+ftrTu1KlTod6EiJSS7zufafjIHOoNQHjZsWOHzZgxw77//nvbsGGD7d+/37JkyWLFihWzatWq2c0332x16tQJ9WYCibZx40Z78803bdGiRbZv3z7Lly+fNW3a1J577rkEP9bKlSvtk08+sZ9//tm2b9/uvi/Zs2e3888/3y677DL3fbnooovifIwHHnjAFixYYMWLF7evv/7akmrr1q02a9Ysmz9/vq1fv969xgwZMliBAgXswgsvtCuuuMJuuukmdzmxvG1OqFtvvdX69u2b6OdFaPzxxx/Wq1cve+mll6xEiRIh2YavvvrKvvjiC1u6dKnt2rXLTp486fbhUqVK2eWXX+72rcKFC8f6/wcPHrQBAwbYJZdcYrfccoulJd73LRTfHx3bdIxbuHChe9+PHDli+fPnd/uB3ncdS3S8i83x48dtxIgRli1bNmvTpk2yB7kTJ06033//3Z599tlkfWwkDkEFnKNHj9rAgQPtvffesxMnTsS4TZfVENNp+vTprlHy2muvJalRAoTCP//8Y/fcc4/t3bs3+jr9UCoQSAj9z/PPP+8aOoH0fVm1apU7jRs3LjpgiavBkxwU0PTr188++OCDoD13CjZ0UoeBgqp27dpZ27ZtU3SbkPatWbPG7rzzTjt27FhInl/BeufOnW3ZsmVn3LZt2zZ3UgA9bNgw69q1q91///1BH+e6666znTt3WuXKlVNhq9M+BWF6P7/99tszbtP7qNOSJUts+PDh1rJlS3vssceCPs6DDz7oAsGOHTsm+zY++eSTNnv2bBdsITwQVMD1ZOqgoF5X0UFXDa8aNWq4wGH37t0ua/H222+73t158+bZ3XffbVOmTHE9FkBaoUyAF1A888wzdv3117te/KxZs8b7MX777TfX46bGjlx66aV2++23u0xe3rx53Y/t6tWrbcKECbZixQr7/PPP3Y/qmDFjrEKFCinyurQtDz/8sAv8pWTJkq4hWLduXStSpIjLNuo+Cii0XfpbvbZqkKkHOrHOO+8896MeX9oOpL3fh1AFFIcPH7YWLVq435/cuXO7fbxhw4Zuv8uUKZP9/fffrgd95MiRtmXLFpdJyZw5s/t9CqTvJeInKirK2rdv77Ij+s4qU3L11Ve7jISOlXv27HHHtLFjx7rjoQILZQ0UhKTm+85nGn4IKiKcDh5dunSJDigUXCj6V0PLo/IQlU3ooKKDd//+/V06vEePHu5gAqQVyjB4+7R60BJKP6b6sVWjXNmNF1544YxSCgXaCh50vRrwL7/8snteBSLK9BUsWNCSk8oLtE1eQKHnefTRR89owKuD4OKLL3avWz/+X375pU2aNMkaNWpkDRo0SNRz6ziRK1euZHkdQKD333/fBRTal8ePH+/2X38K4suUKeOygbfddpvLxOn36cYbb3RBCBJHxwavvHHIkCEukPOXJ08eV3am7I86IJWVVYChjgx1aCByMVA7wmn8xI8//uj+1gGhW7duMQKKQGqweAeYb775xqU/gbTCKwtKbEP4lVdecT2iolKjs9Vm33fffdFjNRSIvPrqq5bcVGL166+/ur/Vq6uAIa6MgIIhNbw0hkPoGEC48sYY1a9f/4yAIjBg1m+XVwaojByS/r6XL1/+jIDCn8ZJeJlOjXFRVhaRjUxFhBs1apQ7z5kzZ6w1kYEeeeQR++6776xcuXLRJSCBVCalXlAFHeql1eOXLl3amjRp4hpauhzoqaeesg8//DB6MNrHH3/sSqyUXtXgMDWClC1RNkU9VJ7Ro0e7Bl7GjBld/WfRokWDbtNff/3lnl/UuAtsEM6dO9emTZvm0roqkVFPV6VKldz23HDDDUGDLa+cRQ07peKHDh3qGp36kdP/dO/ePfq+mzZtcr056gFS2Yleg34sO3To4Gr977rrLnc/vd5gErN9V111lduePn36uN47lbBp0J0yTbq/PkO9D3fccYcrGwhGaW31XKlWX9um16meKg14vPfee+3KK68M+n8aW6Dt1fOtXbvWDh065Hrpa9Wq5dLpKhdKLJVjaHs+/fTT6MdWhqB69equFClwm7x9y6P3xPvsNKBavaBno/1H+6RoP1LvaHzoc505c6YtXrzYDaDu1KlTsvXm6X3QPiUqCYnvd1iBhUpJevfu7fYFNcT0mYayflsdHCql0vYcOHDAlW3Vrl3bfd/Lli0b62fy7rvv2g8//OB6qbVP633QAFK9vnPPPfeM/1G2SFlWb2C8StT0HuqYpe+V9tF69epZq1atXC94XGMNNAZNA1k1wYUCOZWHKOvz0EMPBS0NHTx4sOv59fY5fa+0/XosfV90jNT+4h0LtD0a5Kr76Vh7zjnnuJI2ZaLUU+x5+umn3fchR44crpMo2PFV9Bp1/BV9H+JqqG/evNkaN24c4zrvsurjtR/707F36tSptnz5crfdCtzVKFWJob6TiSl98zKL8Sm/0meu51MW0v9Y5h0DPfrsdQr2vdc+pGOkSnx1jNb+pO+qsnnNmzePs9xXzzF58mT76aef3HunfVifg/ZH7U/aJzThSWz0m6r9SaWT+j5qX9KxObaMqh5PY0nONsGDvlf6HdJ7oueIT6Y0Ie97lSpV3LFcj+/fWRM4mYP2e52Cba9+0/S91DFSJU0a46nfN33/tM+pnM1/nw48nutv73Lg76dK6JQx1iB//QbrsXVs0fdIx4i4vuNIOIKKCKYvn1LLXiMpvgOv1ZhUHWuw9LIaoOq5UDAQWJergXY6abYGDaqrWLFirCVZ6nX66KOPYlyv8g79wKrhoYDFCx7+97//uZ5XPbcamTr4B+PVfuvg5N8gVPmIDlJeg9G/1EU9XjrpgDdo0KBYU+pz5sxxPygeNTL04+ZRD87jjz8eYxC8Dp563M8++8wFFrFJju3T+68f9sADrveZaMCx3lvVKQf+n7Y7sOdPQZAyVTppYGTPnj1j3K4fZGW11OD3p4aRPgedWrdu7XrV48qMBaOZPhTYamYjf3o/9TnopIaMAlP1pCUX7VtepkMp//jS61PwpR9M7aMKLOL6vBNCgaY3RkTlHwkZG6KZqfRdVqNAAXmoaJ9UI/XPP/88o5Gm/Vrvl4Jifc/9qQGrGvrAho/2C530fVTpWeD/+dN9XnzxxRgD27WP6nm1j6rcU42PQGocqQPBf4pVbYcyRjrpGKfB8MH+1z/r9c4778S4TmUkymwpWFLmWA1KfZf8v3faLu8772Wb9FkqqFDni76T6mQIRu+lKEiLK6BICD2nvseBkxZov1SjUie9H8qIedsbX5phSMd9BW5qEMfWgSEKir3Xlxg6virYCNyftH/qpH1Fn7k6RQJpX1QpZOAkJwoOdFLQqA4Wfd6B77v2Pf1v4G+mjp2aEEXBWrDGvT5zBRX6nugYHlsnjfe7p6ArvqWX3gxfCvBVgqZ9Ma7jW+C2x5deu9oLeo5A+n1TEKyTAgb95ie0pE2fmyakULDoT0GfPjOvg0EBEJJJFCLWxIkTo8qXL+9O77//frI85ksvvRT9mA899FDUTz/9FPXPP/9E/fHHH1EjRoyIqlatmrutdu3aUdu2bYvxv927d3e3Va1a1Z23adMmatGiRVG7d++OWr16ddRjjz0W/dhPPfVUjP9t3ry5u/6OO+6IddtuuOEGd58nnngixvW67D3us88+G/XLL79E7d27N2r9+vVRAwcOjKpUqZK7rVWrVlGnT5+O8b/e/+l04403Ri1ZsiRq586dUTNnzozasWOHu8+qVauiLrroInefJk2aRH3++efuPdm4cWNUv379oipWrBhVoUKF6McJlJTta9SoUfR7qufp06dP1Nq1a917qs/mlltuiX7sDz/88IznbtGiRfTtzz33XNSvv/7qtl2v03vPA/efQ4cORV177bXuen3e+tw3bdoUtWfPnqhly5bF+Bx1W0Jou6+66ir3v3rdAwYMcO+DHnvp0qVRnTp1in5sPY/n2LFjUQcPHozq37+/u61hw4busk5HjhyJ13O3bNnS/a8+S73GhNi/f3/UxRdf7P7/wQcfjHHb/fff767XZ5VQ+ky816v9LLUkZZv9aT++/PLLo/eVUaNGuWPFrl27or744ouoq6++OvqzXrduXfT/ffbZZ9HfGX2nZs2a5b5v3nfP20d0n2+//TbGc37wwQfutsqVK7vP8vrrr4+aM2dO1N9//x31119/RQ0ePDjG9zXwOzV27Njo9/zWW2+N+vrrr93/bt261R1T69Sp426rUqWK+774GzRoUPRtOn/ggQeiFi5c6P5/3rx5UQ0aNHDXa19p3LhxVK1ataImTZoUtX37dne81Lbpe+wdCzzaRu3Tur5du3ZB3+sTJ064467uM3z48LN+NnpMfT/0/nmvV5+BrtP3yaPn827v3Lmz+x7q+6jv5euvvx693zdt2jTqwIEDUQnx8ccfRz+2PsvWrVtHTZ8+PfrYGh+HDx922+w9jt7PwO/9999/H/2+3nTTTW7f02ei59E2aNt1W/Xq1d2xzN/y5cuj98VmzZpFffPNN1Fbtmxx+7COk926dYt+bn3egbx9QqcOHTq4x9NxTu+jfgP9f2P0G+nRe3nJJZe46/W7G4yO1d77r+9IfOk47f+89957r9u3//zzz3g/ht5fvc/efqljry7r8/CMHj06xvFar1nv2+bNm91+d9ddd0Xfrn0/8Hh+zz33uNu6du0afTz36LOrW7euu13fyQkTJrjH1Xs7f/78qIcffjj6sWfPnh3v14W4EVREsL59+0Z/qdR4T6o1a9ZEH1z143Lq1Kkz7qODrNcIfvTRR4MGFTqpcRjM7bff7m6vUaNGjB97NYi9/w124FNQ4t2uH2/Pjz/+GH29GgvBqMHh3Ud/+/Ou1w+SgoRg7rvvPnefK664wv1QBZo8eXKMA7i/pG6fF1ToNH78+KA/Ol6g17Zt2xi3Kfjx/leNvUA6sOtHVLerAeRRoOM1BPXjFFfwqfuoIZjQfVb72VdffRXnY+sU2KD0fsAT0xj23ks1NBPjyiuvdP9fv379ZGugez+qej/UaEwt3jb7B2dnO/k3JgI/KzV8Fi9efMbtauTru6779OjRI3q/03fJa6iqARtsv9Y+qfvoffdvBHtBhbffBmvovvbaa9H3WblyZfT1avB4nR56748ePXrG//7+++9Rl156qbuPjlexNSB12/Hjx2Pc/sknn8RoROt4GUjHVt2uwMmfFzDrO7Vv374z/k+NXe9x1eiNLzXAvG3S5+FPAZV3m76bwSgA9O7z6quvRiWUgif/46N3UsCpziUd+/W5nI33f/r8/Z08eTL6u63PJNhnqn3Mu0/gcVK/Y17DVUFyMAoWvN8J/2BGwaIXGHTp0uWMAFa/oR07dgwaVMjjjz/urldgHuz39r333osOhoJ9/+IybNiwoO+7vk96Xv1uqZF+Nt77pn0/8LXVq1fP3aYGfuBrF22z911XgBHbcSjwfZEnn3zS3abvojoqAun527dv7+6j4CPY546EY6B2BFPNpyc5poZVOlGBqkowlMIPVlKhmneVgnglQUrnB6OUZTDeoDHVYCs96lE5k1dzqRr+2FLAWivAvyRBKVVRWl41qsHosTW9rgRL04pKuVQPHUhpVpWKieqgg6WfVT8d29zpybV9KsUKNs2iSt5UAuNtqz+vlEA1xaprD6TPWSVMGpugsR36TPT5e6lwlWBUrVo16PZoxjHV9atcwL82Ni4qNVGJh/eaVSsdjErnChUqFOP9Sw5emZHq2hPD++z918hIKk33LIF15MFKVDTuJLaTSuwSQ2UF2vficwosyfHKFUULaHn7cGAZhkovVNrhlROq5EvlhaKyQP8yQ//9Wrd55UwqCQpGpXvBSipUQ+/x/17oOKL3UlS2Eay8TmMdVJ4nGq/xyy+/BH1u1XMHjjPwL63R3zpeBvLKXLz3wL8cRvSdCjZg1jsG6nFV558cvOONjqsqkwzmmmuuiR7LpvsndPVjlbipjC1wnReV5qh8ReMFtHaSJimI7b2Oi8ZPeGMuVMYV7DPVPqYZ1kTlSN6YA9F+q9JSfeb+Y/38afyGt8+rpNSjsTKq8ddvpV5HYCmortfU17GVJ+p7I9oelYjF9plrLKLG2ySEfoNVphy4sJ1XwqrfeB2D9f3UOJKE0nFHY/k01k/r5QQrg9U2qzzT/1gXH3qPvXaAvuPBFufz3nNROyTYmkNIOIKKCOZ/oAqsBU0Mr/GsA2hc4zNU7+4dYFVnHkgH9djGW/g3ynUw9iig8H64AsceqKHrHWB0APMfN+Bts+pc42p4eT/kGlCmxwsU26rJ/mMRAgc9Bv7wBpNc26dGf2yNTu899RpLHtXrigaexjbu4dprr3WDkFU/rsaZatm9QFHvSWzbq8fzBkrHdwYx1cd6P8ixvV9esOO913r/gr0fieHVNSd2nIb3/ifX9iTksbxGe2wnjadJbaoZ16B/iWuGGf3wK1D1ZvfxBn+qwRFXjb0CA68h5X2PAnkBdSD/45f/ccZ7bnUgaFBwbDTVpie25w4WcPsf32Ib8+AFQYHHbA041fc8WMeKvtteo8kLPpKD99rUuIxrILZ3zFdHlsYXJJQa7WrMa2IRDTTXFOf+9FuiwfpqpHqTj8SXf2Ncn2lsxyyv40ffOf9jljp7FPTEtuiexoB5Yxe9WZICj7GaMCO2Qdy63mtYB9JEH14HSuBnrkBJvwdJ+cz1uSpA1QByBW06pgcGOBqYr3GMCv4SQp0z6lzSeEhNyBBI75Omuvd+T/zft7PR6/a+H2pLxPaZ6r3zgtVgbREkHAO1I5h/dsK/1z+xvJmgzjabgv/tgQOoRL09sfXM+A9E9R8kKZopQw1cbwC69zz6AfB6ovwPrupZ93o/NDOETmej/9EPY+BMObEFUd7zqqcrrmxQ4I9kcm9fXM/tvaf+DVQ1pLwG/AUXXGDxpQGmHg2u1els/Aeixvd+8d3HYns/EkOPoc9DAy8Tw3s/g/WsJ5bXM6rsh35048pWpISzzTwTF/+e9oTsY95xRv8TOLGAP92m+2g2nWDHmbi+t7EdZ+J7jNPsMtpftK/E9tzBvpP+x73YMmJxDarX8U2DvdVYVWPMC1L0GWkWHL0udQQkB++7ldBjvr7HXvCTENq3FUR6gaRen4I8BRM6Nuo7oM/q9ddfdz3TcXU8+PPPRMU1sP5sxyy9F5p5S8GyJh3QsVC/Q4HHC//jrPc4/jN5xfb+qfEebB9XBlADwNX4V/bAC+7Uuabn0r5Yp04dSyx1AGmBT51Er0eDp/Va9Zze91iBhzKLysAllH4nFdxpUL7eO2WhNFNTYhdd9P8dCpylLKm/Q4gbmYoI5n+g9/8SxkewFLZ+ZCS26Qw9/mlY/dAl16q73urB4r/Kr/e3eqH8MwrqqUgM73X6i6332it1UalPXIK9Z8m5fQl9T/1T9Gfb9rM9d3L9j//9zraP+d8ebB9LDG9aUzVCEloupG3wGi/BAsikfofVeAgsX/OnRpc3i43/KZT897GElGbE9zjj/7ix7QMJDcKS87nj8xgJpUysXpOOz5pVLrCUUdmbxJbvxXV8SsgxP7HHtUAKmJQR0rTIKm/TbHMezdKUWscsBTLK1Gp2JZW4amYwdW6pt1wZIpWwxba4pBeUne0YG9esR15HmX5rFGAFfubaJ5JzdjcFy8pgPPvssy77pdmTvOBeGc+EVD1om/WeKbOsx1GWSbP3KZul/VjvW2JmKUvJ3yHEjUxFBPOv31Wvg1LH8eWta6BeI00H6f2wqBfjbI24hPwYJYQOnDqAas55pYI7d+7sem+9H1ev/tTjfyDX2IAnnngi2bYl8DnO9p4Euz01ti8+jQD/8o+E/J9+IOIqT0mohAQK/vtYQmuJ4wpa1TOq90Op8vj2anplIl76PliqP7HUA6m6cq8+W2srpBX+n2dg6V18/i8+waK3HyTXPhDK545vQ1uNW407UU+1SoUUvHllmIHHwFB8H+N7zNc2q/da3zeNKzjbtmg8hHq5dbxXtkD/F58OEe8+KoXxb5THl7KxWmvE6zBQg1ulnQr4Vdak7JDGG+oziS3TeLb9P65ODGV91OGh0lN95iol1N/edN4J/cyVEVFmS5kgZT7imqZanVUqfdJ03mPGjHEVD/oM4rP2g4IPjdXzxsGobFrHVHX+6X1UllG/6frd8xb3jC//75zaAqxFkXrIVEQwDdbzaoo1B3h8B0KtW7fOpdh18PFfh8Ab/OdfPxqM//oCyTVg0OMtaKc6VvXEqgxAr0sHp8D56tXj4vUA+S+OFExi6+C9tLaCrbjeX6V7A6XG9sVGvZneQkaB6wf4U2NCCwlqcSGVefgvNpbc2+w/x3189zG9f7ENnkwo9Qh6PXKB6wucjdfo8ALf5KIePq/nWcFFYgdch4J/DXlcmVI1KAYOHOgG6auh6B0z9B2Pa9CvgjjdRxK6PkJs4nuMU0mI1/OZXM8dX17PtXrKdcxRY1YNOJXdJWeQr++WV1aYEsd8NfC1Toi+O4GD0mPjDYjWsSW+pTPe9qhBnNCspkpmVPbjDYZWVvzJJ590DXk19r0GeWzlxd5zq+wnLnFlIf0/c33W2u+9UlkFNbGN94uNGvlaU0SBkMY0JOR9l/i+7wr+vIBCkypoIUKt36OxkQoqvOxKYkqzU/J3CHEjqIhwXv2jfgDfeOONeP2PBlZ5vJmc/DMf6s2NqwHtZQ5Uq5mUVZWDUQ+RN8hbvS3e7DI66AUOhNPz16xZMzpTE1dvkXqAtSqqemUSchDyP9hqoGFsgt2WGtsXGz23N/NM4MJ3/vRZKzOkBcTUW6X33guE4ppNQz2X6lFVOYZqoONDPVheI0Yp8tioYe3V+Sfn/qXGoVYvF5VbaKXa+NDsVt57qAGrZ6ufTgi9195ij2rYDRgwIN7/mxyTMySF9hWv11qdGrFRGYdmoVGZi7Kj3nFG34e4/s9/0bBgsyglhvfcqvcOXNjRn3fcSc7nTkigqQ4BleWokekdWzTGICGLI3pim6TB//ik71tc+5N3zPdW2Y4P77HFa7ifjdc5o8G38e1M8D5TBahxHaO1H+qz1BgGjSkQdax5Y240mDy2MT7+syP5H5+9IE/f3dgCC/02n20yC3WY6fNQVkr39V5HYjJT/u+7OosS8r4rcxHf45s3iFy8FeQD6Tuuhf2CjaE822vwgpK4focUcOgzVSDjdfwgaQgqIpxqUr2Gr6b769evX6yNUn2p1SvtTc+onhn/AWBe+ZQadWpkBjsIaIpFb5pP1Ut6YyCSk9dro4OJd3CNbfYLb6VQ1XbqtQejXh81CpUO1gDAhKwArR9Qr1GhWttg04mqgezNKpPa2xcXrdAs+rHzXy3cox4xr3ZZA/SU9VKjr1mzZtFTNfo3rvwpgNX2KrsR20xfgfSD7W2TBgjGNk2oghRvxpCElPTFh1LxXs+zaoq90qPYqHfdW21cDR3VDSc31ZJ7M9OMGzfOrc57tpI1ZRr9OwRCQfuK1+hR4BVsViDtH1qJ2GsU638UiHoztmjVdP+xGR71bupY5Q3Gjm364cRkQr3xU5pSNlivrLIuCoK8739s0yqnFJXzeIOUVRKn72FSZgDybygHBg7e8UlTmsYW0GobvIad3r/4ju/S74PXQFVpzdmmnlavunrXJdj02d74mcDXoCDMm0FJx45gHWK6btCgQS6ToRnLvN5//zE5/tmYwGOAOoU8/tlENWa94EdBc7DATMfKs2VQ1DPv/Y7rmKTfWf0OxLWafGx0PPYGZaucSlmLuDqqtL97M27p+bwM99ned//9Kth7p/aD2hFexi/YexPbY+vz9KaF1vsfbGYnPb5K1xS46DXENq07EoagIsLpwKPMg3fwHj16tPuhVyNSP/JqzOoL99FHH7kGmnqlvR9LTaMXeDDylrtXY1L1kqqJ1Q+8HkM/DOpV1QFAB1L9KKcEHdh0wNKPjH4A9COrdQ2C0Q+KN52lemWUflUvlLZZjWk1mlWr683W4s0/nxBPP/202x71iujHTj+y+pHSe/LWW29FP36oti82miXGq/9XQ1VBjXrUtO0KgpTl0o+XKOXv9QxpG730s7ZNjTv16mqb9ZloilClur0eJW+6yfjQXPFq1OtHTrN6qCxG26T9VNuiKQq90iQ1rJJrphuP3mP9gCrrpf1YQYL2efVi6vNUA1e9dhqoqev12et++pHT/3mNl9iyN2oUne3k30AR9T6rTMT7UZw4caJ77WogaSyH9jt9ZioHVECvz02Bn/fZqYGkDoLE0OcQ1/oXwU7+NB5L4wDU0NLUnNp2lZSo3EW10HoPVTqojIY3dstbB0dU3qTjkho/atjqpP9TY9cr23vllVeSbVyDApTHHnvM/a2Gyj333OM6LvT+amYodczoO679UY1n7fvJFeQntmNF75+Cfv8e6ITwn61M77Mez2voKVjzAjb9Nui9Ue+9Xr+OT/p+6jvprXcT21oWwej90wBoZSeVRVCJjPYHNZq977z2E2UB1PhUkKzGt6Zf1fSnsb0OvSf6vLyyGu1P3pgNfVeUcVAWUo+tkzow9Lze/qRjmtdw1nvqjclQp5GO0SpV0u+Ovns61ukY4M//O6DX5k2VrHIvfTd1fNdr0++vblOWJq5ZzgI/c227GswKDPzLgBLitddeiy7NUlCjzhy9Nh3H9d4pK639X20HBYr63mkfC/b5eu+7glu9n17QpulwPXpP9bnocfX9V0eZpuj177QJNsDfe2y9Zzru+geEeu+VyfXGbijQ1/FC99H9tQ6HVyamktRg6+Qg4TJoBbxE/B/SGfXs6uAXV/rXo4aa5qQONk2neq91gPcWQAtGPy76sQicVlA/GuqNimuaSh1kvN5eHYR0IAtGBxGv5EQHDP+SrUD6gdRBLa7XrsagDkqB89p7ay2owRPX1HV6XerZDjbXtgIslQKpMaSeF/UiJ9f26QdfP5Qq21GvbjBxve/64VWQEFv63RtIF7g4nhoUCgC8mvZgtK2aLSSuNU2C0WPqB0ElKLFRYKxAKHBQ6ODBg92Pf1KmQvW+L3r8uMqw/D+D559/PtZ56NVgiS1TFVugqWA0kHrN1av49ttvx6s2XB0JasirERyfRktSttmfGlv+xw6NmdDiV2pQBKP7qpc4cGC8Aix9BrGV3eiz17EosLc2PscQNQy9tU7Um+ll3zzah3SK7edT+7SOOSpJDLb/SWyzb53tmOK//bE9hrZLPbXeNJn6LnqN+4TSMUs96v5TbvofT9TY0zEgru+TjvU65uvYn1DaP3TsDDwuBqPt1G9TsGOKGrz+axgFHgPUkRZbtkAUHKrTJvAzUaCu/TC2fUFBi4IcfTdFwX7gPqnjoBrvsa0xpIHY6tiL6ziu3wn9jnhZSr2WpGRq1UmiLGt8FrZTAKPvSbDPV98DdXr4B4sqfdJ54GcSSJUMOn56mXKVOxYtWjT6dl2vY6s//++0nkffI289nGD0PdF7n5oTKqRnzP4ER72FOrCp90Ffcn0Z9cOqHwyl+9VroV4Z/bjGVaeuRrH3Q64vvB5PX2g1DDSbg+pR1bMRmCJNbuq1ie+MJ+rN0GtXBkG9POppU2NaBz0tcqWDmhpRSRnwqx8D9QgrE+SNOVGvt7IQOuipUa+gIljNc2psX2y0jeop0w+aet8157/2CfUQKd2uzFOwBcQ00E73V8NPDW/1cOlHT69FjSbtH9qXEtqYFe1Hemz1CqtWWxMHqBGtHxtti35IEzIzU2K/L2ro6v3Qe6PPVD2Z2g41ZlWGpiyP9r2EDpRMLH1PNeOZejv1Hdb+r95Off/U06vPTIGNasjVS6gGSCh60QNpykhlNlXTrH1cQaMyFzrmqARGAWuwgEyfs8ovlZlSL68avdqf1KBQQ0F12ontqT0bfWe9Omx99gqI1ChRo0pZUfV2JzRYTk5e6YvXmEvKrE86pqtBrIyPN3DXv9dYx3J1aOiz80pv1NOuY4cawzoWKxuZmPEc3v6hEjh1qmiMiDcAXc+h91wNT+3T+m3xH8MWSNktvRY9hhd0KxD3ytkUXOs7of1JDWmV3inA8B5fPefBjnXKVumYpGBex2ZlcpS9UNCiY4D+T7drH1dvunrHA4MKBdU6Zinbo8fQd1b7rt43daDovT8bHVsVCOu7r9eU1Cyt9mW9Jk12olJTdQYoI+Fl4VSCqLaAnke/Y7EdS/RdUYmRjtX6X30vlNXT43sL3+n3T78R+jz0OrzfNX2Hta/pWK/si5fB8CgjqfdKJU7aNh3j9NheUKHSYz2vMqAKINURpcdTe0QZLf0u+y9UiaQjUwGEAfVeqTxGB1r9OANAUqj3VcGAGk/euBSkb8poawYqNfSVGQJSG2MqgBSkXhSVHegAH9e0iN7Uesm5MBqAyKS+Qm/xM2+abaRv6oH3yrn4zBEqlD8BKUhrCKjG05vxQ+UpgTRoTClmUfodAJJCAYXGUqkMJzEzACHtUSmeyrpUKpic65EACUFQAaQg1baqxlopadU3qy5Utb+qR/UWplI9snoWVUcabCpEADgbjQXQoGqNBfAGtmrcSUqMtUJ40KB/jeHSeARvyl2NqUrMWDUgOTCmAkhhCh50oA82D7+nTJky7geC8icAifHoo4/GmI1MA4U1iYC34jrSH0316pXOigaSazYq//UzgNTEngekMM124a0xoBlA1Kuk+lfNjqJpPb0ZsQKnPwWA+NI8+94aJppJSFOEE1Ckb5rtStN3a2YtzZakqYYJKBBKZCoAAAAAJAmzPwEAAABIEoIKAAAAAElCUAEAAAAgSQgqAAAAACQJQQUAAACAJCGoAAAAAJAkBBUAAAAAkoSgAgAAAECSEFQAAAAASBKCCgAAAABJQlABAAAAIEkIKgAAAAAkCUEFAAAAgCQhqAAAAACQJAQVAAAAAJKEoAIAAABAkhBUAAAAAEgSggoAAAAASUJQAQAAACB9BhWHDh2yrl27WrVq1ax+/fo2bty4s/7PAw88YBUqVLDdu3fHuH7q1KnWoEEDq1q1qj3yyCO2Z8+eFNxyAAAAILKEbVDRp08fmz17tpUoUcJOnTplffv2tS+//DLW+w8dOtQWLFhwxvWLFi2yZ5991g4fPmwXXHCBewxdBgAAAJCOgwoFAB999JGdd955NmPGDBs5cqS7fvLkyWfcd9euXfboo4/aoEGDgj7WlClT3PnAgQPdY5UvX96++uor27lzZwq/CgAAACAyhGVQsXr1ajt+/LhVqVLFMmfObJUrV7bs2bPbypUrz7jv8uXLbc6cOXb77bdb0aJFg94u1atXtwwZMliNGjUsKirKfvnll1R5LQAAAEB6F5ZBhZdFyJcvnztXMJAnTx7bu3evHTt2LMZ9VR41ZswYe/nll10AEuyxsmTJYjlz5ozxmDt27EiFVwIAAACkf2EZVHiBg3+Q4P199OjRGPetWLGiG8gd12MpqPBkypQpxnMEoyBGA8UBAACAtOqDDz5wlTxq23pt4IgKKrJly+bONUDbc+LECXeuMqiEPpb/45w8eTLGcwAAAADpya5du+yuu+5ywwNUtVOpUiWbP39+5AUVhQsXduf79+935xoDceDAAVe6lNBgoFChQi4r4WUm9u3b586LFSuW7NsNAAAAhIrazO+//75dfPHF7lzZCc16unjxYrv00ksjL6hQSZPKnTTIWpmFX3/91ZU9XXLJJQl+LEVm3tSyeqOXLl3qUkAa/A0AAACkBzt27LA77rjDZSj+/vtv127WcgsvvfRSqlTohGVQkTt3brvhhhtsy5Ytdsstt1irVq3c9XfffbetXbvWOnToYMOGDYvXY+l/pEuXLu6xfvvtN2vSpEl0NgQAAABIq6KiomzSpEmuI11jKNQx//zzz9vChQvdrKepJSyDCtGbcdNNN9nmzZstY8aM1r17d2vcuLFbDVvrTCxbtixej1O3bl3r3bu35cqVyzZt2uQeQxEbAAAAkJZt27bNbr31Vrv33nvtn3/+sWrVqrlgolevXpY1a9ZU3ZYMUQpvEIPKow4ePOgCEQAAACCcREVF2XvvvWedO3d2He6a6bRnz5721FNPxZj1NDWdubADAAAAgLC0detWa9u2rc2ePdtdVonT22+/7RaNDqWwLX8CAAAA8F92QsGDxk4ooFB5kxZ/1lSxoQ4ohEwFAAAAEMY2b95sbdq0sU8//dRd1vSw48aNi57lNByQqQAAAADCNDsxZswYFzwooNDUsK+++qr9+OOPYRVQCJkKAAAAIMz8+eef1rp1a/v888/d5Tp16rjshNZzC0dkKgAAAIAwyk6MGDHCLdSsgCJ79uz2+uuv2/fffx+2AYUQVESIv/76y5588kmrV6+e20mvu+46e/fdd92Om1weeOABq1Chgq1cuTL6ujlz5tgff/wRr/+fPn26+/8XX3zRIoVeb/Xq1eN9f81BPW3atOjLmjpOj/HZZ5+l0BYCAIDU8vvvv9vVV19t7dq1swMHDtjll19uy5cvt65du1qmTJksnBFURICNGze6Zdtnzpzp1t7Q1GMKMjRjQN++fZPtefS4Wlwwb9687rIWXnn00Udt//79yfYckWzDhg0uGPziiy+ir7v44ovde160aNGQbhsAAEi806dP21tvveU6frXIc44cOeyNN96wuXPnWvny5S0tYExFBHjhhRfcwij333+/Pfvss25xvxUrVrjVF5WteOihh+y8885L8vM89thjZzSCkXz+/vtv27dvX4zrHnzwQXcCAABpt/O3ZcuW9u2337rLV1xxhY0dO9bKli1raQmZiiRS9dChQ6l7SkjF0vbt2938xarHU+pMAYVccsklLlMxfvx4K1KkiLtu8eLFduedd7ol3pV1aNGihRskJD///LMrs+ndu7f7P5XsXHXVVdGDhwLLn1SWs2DBAnf97bffboMHD3Z/f/nll/a///3PPb+mQ1MmY/fu3fF6LVrlvFu3bm6gkiL5a665xmbMmBF9+/Hjx+2VV15xJV7aPgVNv/zyS4z3omPHju62yy67zLp06RL93MFKrwLLufR3s2bNbMKECS4dWbt2bXv//fftp59+cttStWpV9x4fO3bM3V+vWf+jWRs8es90XWyvObb3R1PJecGDDjp6jNjKn7R92h7vPZo6dWr0bf6fY79+/axWrVru/dJ+EJu43ldtlx7vxhtvjL5/4Ov23seRI0e69+zhhx92j6PT0aNHo/9Pr1u1olu2bHGXp0yZ4t4vzb199913xyirAwAgPWQnBg8e7H7n9NueM2dOd1l/p7WAQggqkkCN+/r1zXLnTt3TFVfEP7BYvXq1Oy9durTbWf3dfPPNrlGZOXNmO3TokLVv395WrVrlGqMKNH744QfXmPSnxvcnn3xiF110kWv8KTvhBR7+VJaTL18+97ca8BdeeKFrgKohr/urQZk7d2435kLpvvjQFGofffSRe1wFPXqcp59+OrqB3r9/f3vnnXfc69FrWLJkiYv8VX6lsSMdOnRwpUMlSpSwc889103NFphdOZv169fboEGDrGTJkrZ3714XhOhx9X6p1lGL0SjQSIy43h+lQfWapVChQq7kKRg13LVNymro/jt37nTZqcCg4cMPP3Tbev7557txGn369LFt27YFfcy43teEGDJkiAsaFDA1bdrUDh8+bN999110Vmvt2rVWs2ZNK168uDugPvfcc+4+Cq5+/fVXF+Tu2rUrQc8JAEA4Wr9+vTVs2NB1Huq3Tn+r80ydnxkzps3medrc6jDyb8d/2NIgH9FYirioN7pTp06u9/q9996zyZMnu+sDB1mrca6G/cSJE10j7+TJkzZp0qQzHk+96l4NoLILN9xwg2t0P/74466RrEaqGpneoKT4aNCggT3yyCP28ccfu7ItXT516pQbH6IvpHro8+TJY7NmzXKNaH0x1TOu5ew1n7MCJgU4GluiRrUatir70v/Gl7IQ2n69PwqcTpw4Yffdd597Ph0YZN26dZYYcb0/BQsWdAGHqGEfLBBTr//w4cMtS5YsLrDRe6T3RI+rx9Jn5VHG6oMPPnBBoua51vu4Zs2aMx7zbO9rQrRt29a9LgVyN910k7tOQZN4i/koWyGjRo1y5xqUrhSwglsFMf6ZKQAA0ppTp065sRLqYJs3b57rQNRvusZRqAM2LWNMRRIDinnz1PBK3edVwiG+wYyXnVAmIi758+d3jWw1uNX4UymUeKU8HjVo1VMuatSrwRff2Z2UHVA5i3rI1WhctmxZ0OeIjZ5P91XPu3rLvWBE16l3Xw189c57A8XV+PWogS1qDKtBrZNXkhWbYDNjqbfeP2Mg6kkXr4xMAVpCHjO53h/1euhz1vaVKVPGXafAp1y5ci5g8P+clGnytl8HMQVcwbb7bO+rsivxfY0qq/PUrVvXvV/ffPONe14FFQqGNBDdey0SmJHxL2cDACAt+e2331yHrDo6vd+40aNH2wUXXGDpAZmKJFLjXkmA1DwlJDvi1d5rENCRI0di3KYSFmURVPai3n5lE9STrBIU7eTBqIEZKL5TnKmRrNp79Xg3atTIldUkhDIp6slXw17T42rKtcBGrHoAPGqsBjZw/W/3r+f3r2/0//9AWbNmjR6X4qUnNV7F/3JCHzO53p+EpEtVTuXR+3m2gOds72t8XqN6Y/y3Va9VQZCyXgoirrzyyujARfuZ3mcdcP1PabHGFAAQ2U6dOuXWmVDnmgKKc845x61DoZLs9BJQCEFFOqfafwUJ6u1Wus1rDKpmXWMmNDBYpS0acK1SqVtuucXatGkT3XAOpB5tr3da/y+xfSG8x/CeU1kQNRabN2/uZpyKbw+8aNyEerULFy7sxgwoa+E/lkNjA9TTrdp7zXQlapSrh12DmL2eew1aVwNY26QBx+oxVxmPFxhoDIKo1Ca+GZjYZMuWLcZjKnCLa1D62d4fL2jwb8D707gZBQuqyfRm3tKYGpVjKRPl/znF9vkGOtv76r1vel1ewBnbgOrAoEdjesQr8/JKokTBgz4jlZQpLXzXXXe5z1CfOwAAacXq1autfv36rjNUnZmqClHWPa62VlpF+VOETCmrBrSyEJrvWA1zlTep0abZijTewptSVvdR4OCV3gSWTSna1mxOauDpMdTg1Mw8wRQoUMCdP/PMM3brrbdGP4eiddXSL1q0KOhzBKPAR5G9BuredtttbiYor9Gvun+Ved1zzz2uzEl1+Wpg6/H1fxpHocHdKgVS2ZQar15DWQPVtV1eFufrr7+2zp07u8xOXFmF+FCJkTeLkRrkS5cudY3w2MZwnO398d5Pzaql9/ztt9+O8f8KKBSMaFyFZvFSqZqmDtZnpvEYiVk052zvq4IV7U/6XBQM6fXpOeNDg7Y17kYDtPXZKjvj0YxRWuxH41U05kN/K2iJbYA6AADh5OTJk64T7vnnn3edhPrdVOeuZkBMb8GEh0xFBFBNvaYVvfbaa13jVkGDGmraudVoE92mhpwahaq/v/76690MRJrhyD8joKlU1ShXg1yz9Lz55pvuPBgN1lamRP+vIEDrZKjkRcGMetLVANZMTCp9OdtgaZXo6MtZqlQp1+BXY1aNWFGDU9QLoNegL7J6AdSbrrEJaoyrl3zo0KFuzIIyLcpO6DUOHDjQ/a+CpO7du7vyG2Uz1Hj16vsTS/NMq3ZSAYymctX2atrZ2Jzt/dE2KjjTa1HJWrBgTMFDjx493HgJBX1aFE8zO8UW+MVHXO+rDoyvvfaa+1y0Xyk4SMiMWl52Qj03XmZHFMAoGNXnrEBQ74M+K/9xGQAAhKNVq1a5adg17bsCCrU3dJ3aBOk1oJAMUXEVUkcofeBqBJ9txqRIokaxggRNeaY6QAAAAPznxIkTrqNNZdqqdlCVhDrE1H5Kz8GEh/InAAAAIAlWrFjhSpuUXRdVHqgT1ittjgSUPwEAAACJzE4oM1GrVi0XUKhsV2s6afKVSAoohPKnICh/AgAAQFw0qY2yE97kNrfccosNGzbMihUrZpGITAUAAAAQTxovoVmdtPitAoqCBQvapEmTbPr06REbUAhjKgAAAIB4UImTZnP01mTSNPeaXbJo0aIW6chUAAAAAHHQ1LDPPvusW6NJAYWmbn///fdt2rRpBBT/IlMBAAAAxGLhwoVu7ITWmpC77rrLBg8e7BZ/xX/IVAAAAAABjh496hawq1OnjgsoihQpYh988IFNnjyZgCIIMhUAAACAn/nz57vsxJo1a9zle++91wYNGuQGZSM4MhUR5PTp025AUYUKFWzz5s3R1w8fPtxd53964okngj6GInb/+1WuXNmtsj1gwAA3V3NaotSlXsOYMWNivLbPPvss1JsGAABC4MiRI/bkk0/a5Zdf7gIKzeY0Y8YMmzBhAgHFWZCpiCBK1/3yyy9nXL927Vp3ftVVV0UvI69gIS5VqlRxqb/Dhw+76dS0auSWLVusf//+llZdfPHFtn//fgZcAQAQgX788UeXnfDaRQ8++KC98cYbVqBAgVBvWppAUBEh/vnnHxs4cGDQ29atW2f58uVzC7bEV6tWrezaa691f//xxx8uAzJ79mz3BaxataqlRdp2nQAAQORQB6lmdlI7SWtCayVsdZbeeOONod60NIXypyTSznfo0KFUPSVmEfR+/fq56dDOP//8GNerZGnTpk1u9fBevXpZjx49bNGiRQl67FKlStkNN9zg/v7qq6+ir58yZYrLfiircffdd0fP6ewtHPPCCy9YjRo1rFGjRjZnzhyXatT9RQvIqBTpxRdftP/9739Wu3ZtW79+vR04cMC6detm1atXd9O69ezZ0x0MPLrPAw884J5Tjzt27Nh4v47A8ic9ji7/9NNP1qxZM/eYum779u3R/7N48WJ3mzI711xzjX300UcJeu8AAEDozJs3z3WGKiOh9pU3yxMBRcIRVCSBdr769etb7ty5U/V0xRVXJCiwUJCgesA2bdqcsdKjAgoFFipd8laDfOihh+znn39O0HtRtmxZd75x40Z3/u2339pzzz3nGvxacfLXX3+1Fi1a2K5du9ztI0eOtIkTJ1qmTJmsRIkSrkGv0qNAuk+WLFmsZMmSduGFF9ozzzzjGu4KjvR/miNa14mCJmVQ9HqrVavmSrleffVV97qS4tFHH7WcOXNatmzZbMGCBfbWW2+56//++2/3fEqT6jUePHjQBTzfffddkp4PAACkLHXS6ve9QYMGrkNSbYpPPvnEdUaqegMJR1CRRN4YhHB18uRJlxFQo7x169Zn3H7q1CkXGLVt29YFElp2Xv+T0LER2bNnj/6SyqhRo9y5FoXRF/SVV15xQYOCG9GAJ71348ePdyc9r7IXwbIgegydNLhcGQ1lKBRYKADStiuzsHPnTps1a5Zt27bNOnTo4B5T5Vg6MOjvpFCW5b333nPZHvHGpeg1KGhSNmXcuHFue7zXBAAAwpM6Pi+55BI3YYs6adVBqN/26667LtSblqYxpiIJ1IBU2sy//CY1qNc8vsGMGrjqSdcMT1mzZj3j9osuuih69iO55557XEChzIKCi8yZ47eLKEvgH1wo6pfGjRvHuJ++tCph2r17txUvXtwqVqwY9H4elRVlzJgxxmMqW6CyJH+rV6+Ovn3IkCHu5Nm3b5/7jPS+JYYyQ6JMiXizXHnPp5IxnfxfIwAACC+qKOjevXt0xYGqHtQJ2rRp01BvWrpAUJFEatxrPEK4+vrrr915u3btYlyvRnyfPn2sSZMmLgOgGY80VZpejwIJNcI1BW18qYxKypQpE93w1mN5YyT8y6QUrEh8SrhU7uXx/s8/GPEoYPBur1Sp0hllXsqCJDao8AIllWr5b7cXXNSqVcvy5s0bff/4BmIAACB1aMynMhK///57dLtIJdJ58uQJ9aalG7R+0jkNhD7nnHNiDCzeu3evGxR97rnnupIdBRf333+/G/SswUm6XY32YJmNYHbs2BE9uNmL9hU8LF++3NUr6rHmzp3rxjqodjF//vzupFIlzQGt22NbG8JryPsHLPpfZSKUwdBCNDly5HCP4WUONL5BmQP1SLz++usuyEhKfWRsWSG9xm+++cYN0NasUQrOVAal5wcAAKGn0muNd9RsTl5ZtSo0YquQQOIRVKRzjz32WIzLmr1I5UMaB6BBSWoYaypZjRlQydOGDRvc/TTGIi6jR4+2mTNnurKnpUuXurEUmgFKNYre8yiouO+++1yjXn+rZ9/7Et91112uJEv3U0AQn5IhBRUKhn744Qe7/vrrXTChbS5fvry1bNnSzRKl6eDefvtt93wKdrZu3epWwUwJeg3vvPOOC8q++OIL995p6l4FawAAILQ+//xzl53466+/3GWNuezbt2+MzlYkHwZqRzgtYKcAQSU8yhqo3EhTy6rRHhdND6tUopax16IwHTt2dGlEjxr4mpVJWYUlS5a4AEYNfs3KJI888ojdcccdrmRJDX9vELRmeoqLMg+a5k0zL2l9DE0bq5mklLXQtitToIHcCjaOHj3qghb/8Q7JSYPf9dwal6LASmVPnTp1cgEOAAAIDY2lVDChSgIFFKVLl3aVBUOHDiWgSEEZohKz6EE6p3IXlc6E81iJtE4zQimAaNiwoWuca0yGFtOrWbOmm0YWAAAgoT799FM3hb5KkkVl2JqBkjZdyqP8CSGxYsUK98VXT7/KnzSWQ6688spQbxoAAEhj9uzZY48//rgrgRaVd6sD05vBESmP8ieExLPPPusGdWtMhsZIqHxJi+5pgTwAAID40rpUmoJeAYWqTTSeVGMrCShSF+VPQVD+BAAAEN605lWXLl2iF53VxC0aW1mvXr1Qb1pEIlMBAACANOWjjz5ys0sqoFC1wxNPPGHLli0joAghxlQAAAAgTdDsjxp8PWnSJHdZ4zKVnahTp06oNy3ikakAAABA2NOCvcpOKKBQduKpp55yU7oTUIQHMhUAAAAIW7t27XLrYb3//vvusgILZScuvfTSUG8a/JCpAAAAQFiaOnWqXXzxxS6gyJQpk1tYd/HixQQUYYhMRQTRSpJz586NvtygQQO3sjUAAEA42bFjh2ujfPDBB+5ylSpVXHZCi+QiPBFURBAtVa95mz0XXnhhSLcHAADAn1Y6mDx5snXq1Mn++ecfy5w5sz399NMuQ5E1a9ZQbx7iwDoVQbBOBQAAQOravn27tW/f3mbMmOEuV61a1S1oV61atVBvGuKBMRUAAAAIGfVvv/fee27shAKKLFmy2AsvvGALFy4koEhDCCoiiKZeq1Chgt1yyy2h3hQAAADbunWr3XTTTfbAAw/Ynj17rEaNGrZo0SJ77rnnXHCBtIOgIoKsXr3anV900UWh3hQAABDh2Yl33nnHTQ87e/ZsN17i5Zdftvnz59sll1wS6s1DIjBQOxROnTKbN89s2zazc881u+IKs0yZUvQpT5w4YRs2bIhefRIAACAUNm/ebG3atLFPP/3UXdb0sJrZSQEG0i4yFalt+nSzCy4wa9TI7N57fee6rOtTkAIKBRb+mQpNMatyKE3T5g2KAgAASKnsxJgxY1zwoIAiW7Zs1rdvX/vxxx8JKNIBMhWpSYHD7bfrWxXz+i1bfNdPm2bWrFmKlj5JuXLlrGfPnm4hmQIFCtiQIUOY9xkAAKSYP//801q3bm2ff/65u1y7dm2XnaAkO/0gU5GaJU+dO58ZUIh3XZcuvvulgDVr1rjzggULugHbCijKly/vVqokoAAAACmVnRg5cqRVrlzZBRTZs2e3fv362Q8//EBAkc6QqUgtGkOxeXPstyuw+Osv3/0aNkyxTIUWkvn2229dyZPmfs6dO3eyPxcAAMDvv/9urVq1sq+++spdrlevno0dO9aVXiP9IVORWjQoOznvl0C//fabOy9UqFD0GIudO3emyHMBAIDIdfr0aRs2bJjLTiigyJEjh73xxhv23XffEVCkYwQVqUWzPCXn/RJg27ZttnfvXve3lrnXYKjDhw9b586d7ejRo8n+fAAAIDJt3LjRGjdubB06dLBDhw7ZFVdcYStWrLAuXbpYphSe6RKhRVCRWjRtbIkSZhkyBL9d15cs6btfCg7SVtnT66+/7noN1q5day+99FKyPx8AAIi87MTgwYNdO0Nl1jlz5rRBgwa5v8uWLRvqzUMqIKhILYrO33zT93dgYOFdHjgwRdar8AZp58qVy0qUKGEXXnihG6wt06ZNs5kzZyb7cwIAgMiwfv16a9SokT366KOuEqJhw4a2cuVK69Spk2XMSFMzUmSI0rB8xJAhQwY7ePCga4SnyLSymgXKf9C2MhQKKFJoOlkAAIDkdurUKZedePrpp+3IkSOu3fTaa69Zu3btCCYiEEFFagcVIVpRGwAAIDkngGnRooVbuE6uuuoqt7DdBVrQFxGJoCIUQQUAAEAazU4MHDjQnn32WTfZyznnnOPGamphO7WfELlYpwIAAADxmvhF2Yn58+e7y02bNrVRo0bZ+eefH+pNQxig4A0AAACxOnnypL366qtWvXp1F1DkyZPHRo8ebZ999hkBBaKRqQAAAEBQq1atsocfftgWLlzoLl933XU2cuRIN5sk4I9MBQAAAM7ITrzyyitWo0YNF1DkzZvXxo0bZx9//DEBBYIiUwEAAIBoWmNC2YnFixe7yzfeeKMNHz7cihcvHupNQxgjUwEAAAA7ceKEvfTSS1azZk0XUOTPn9/Gjx/vFskloMDZkKkAAACIcMuWLXPZCZ3LzTffbMOGDbNztZ4WEA9kKgAAACLU8ePHrVevXnbppZe6gKJgwYI2ceJE+/DDDwkokCBkKgAAACLQkiVLXHZixYoV7nKzZs3srbfesqJFi4Z605AGkakAAACIIMeOHXMrYl922WUuoChUqJBNmTLFpk2bRkCBRCOoiCBPPfWUVahQwW655ZZQbwoAAAiBRYsWuYHYL7/8sp06dcruvPNO+/XXX915hgwZQr15SMMIKkLgVFSUfbtnj03ascOd63JqWL16tTu/6KKLUuX5AABAeDh69Kj16NHD6tSp4xa0K1KkiMtMKENRuHDhUG8e0gHGVKSy6bt2Wef1623zsWPR15XIls3eLFvWmqXgl1rTxG3YsMH9XbFixRR7HgAAEF5+/vlnN3bC61y899577c0333RlT0ByIVORygHF7atWxQgoZMuxY+563Z5SFFAosPDPVAwdOtSVQ1WpUsVmzJiRYs8NAABS35EjR6xbt25Wr149F1BovIRmdZowYQIBBZIdmYpUohInZSiCFTrpOlUxdlm/3m4uVMgypUBNo9c7IeXKlbOePXva+++/bwUKFLAhQ4a4+koAAJA+/Pjjjy47sXbtWnf5gQcesIEDB7rffSCiMhWHDh2yrl27WrVq1ax+/fo2bty4WO+7dOlSu+mmm6xy5cpuOjQNOPKvIezdu7d7DM3B/Mgjj9iOHTsstc3bu/eMDEVgYPHXsWPufilhzZo17lzzT2vAtgKK8uXL29SpU6MDCqVHr7vuOpe50MFny5YtKbItAAAgZRw+fNgef/xx1+5RQHHeeefZrFmz7N133yWgQGQGFX369LHZs2dbiRIl3OwEffv2tS+//PKM+x04cMDat2/vynsqVarkGs9t27Z1KT8ZPHiwW2I+e/bsdsEFF7jHeOyxx1L99Ww7fjxZ75fYTMU///xj3377rQscJk2a5N5fL/jq3Lmzm/lBqVIN4nruuedSZFsAAEDymzdvnlWtWtXeeOMNi4qKsubNm9svv/xiN954Y6g3DREgY7hG2R999JGLrlXrP3LkSHf95MmTz7jvZ599Znv27LFWrVq5GQzuvvtu27lzp33zzTfRX7CcOXO6x1OvvOZkXrx4se3fvz9VX9O5WbMm6/0S6rfffnPnXg2lgjC9Tx69T3ofH3zwQZelaNKkiX3//fcx7gMAAMKzukMdgw0aNLD169db8eLF7ZNPPnFVHvnz5w/15iFChGVQoV51LRuv3vTMmTO7siZlGlauXHnGfZcvX+7Oq1ev7s5r1arlzr3VIfPly+fOM2b876Vmy5bNsqZQ4z02V+TL52Z5im20hK4vmS2bu19y27Ztm+39t6zqmWeecRkdBW46AClDIZs3b3bnmmJOihUr5s4pgQIAIHzNnTvXLrnkEhs0aJDLTqiTVdUGKmcGLNKDCq933AsIVJKTJ08e1zDWKpDB7ps3b94Y5964iSeeeMJy5MhhN998s91xxx22cOFC69KliwtSUpMGX2vaWPd6Am7zLg8sWzbFB2krUHv99dfde6Jay5deeinGfXVA8j8HAADh5+DBg9axY0dr2LChbdy40UqWLOmqN0aNGhXdFgIs0oMKL3BQlsLj/e31rMd230yZMsW4nzIeCkr++OMPl71QYzpUA5W0DsW0SpWseLZsMa5XBkPXp9Q6Fd4g7Vy5crkxFBdeeKEbrC1a+GbmzJkuVeofpHlBmXc9AAAID19//bXrJNTU8KKxpBo7cc0114R60xDBwnJKWZUniQZoe7w1FgIzDN59T58+7c5PnjwZfT/1tnfv3t0NTlZdYdmyZd2gJa0oqRIgTa2a2hQ4aNpYzfKkQdkaQ6GSp5TIUHg6dOjgTv409kQnj4IwZYY0qF3vuwa0X3755dHlUAAAILQ0HlSTqYwYMcJdLlWqlI0ZM8YaN24c6k0DwjNT4S0X7w2mVnCgWZ7U6PWCCI838Hjfvn0x/kdjAhRMaKyAeue18IsayI0aNXIBiMqgQkUBRMP8+e2eokXdeUoGFPGlIEzzV+u90UxbF198sb344ouh3iwAAGBmX3zxhctOeAGFOgs11pSAAuEiLDMVFStWdOVMGoStzINmLlJPumZuCqSMwwcffOBmdLryyittyZIl7np98TTrkx5HJT0KMLRGw7p162IELvhP3bp1XT0mAAAID+o01fjQ0aNHu8ulS5d22Ql1kgLhJENUmI7IVXpP08CqREkBwe7du+2tt95yA5HUo66gQetTaBrUpk2butmMNEuUonZlLz7//HPX+/7kk0+6MQNaml4njavQVLVaA0NjDILRGAwNgIrtdgAAgJSmjr7WrVtHz9DYqVMnt44X7ROEo7Asf5Lnn3/erZKtL5Kmg9XYCKX4FER89dVXtmzZMnc/zb+smQ4UfGgKNWU5hg8fHj32QrMbtWzZ0v2t2RG0wqQifL6QAAAgHGm2yxYtWrhpYdUOKlOmjJs6VtPG0n5BuArbTEUokakAAACh8PHHH1ubNm1s69atrj2iafB79+7tSrqBcBaWYyoAAAAiicq8FUBoFkYpX768jR071s3ECKQFYVv+BAAAEAk09lMTzyigUMm3BmarzJuAAmkJmQoAAIAQ0EQ0jz76qE2cONFd1rhQratVp06dUG8akGBkKgAAAFLZ9OnT3ZpQCii8CWmWLl1KQIE0i0wFAABAKtm1a5ebGnbKlCnusgILZSeCrcUFpCVkKgAAAFLB1KlT3dgJBRSZMmWyp59+2i3aS0CB9IBMBQAAQArauXOnPfLIIzZt2jR3WYv1vv3221azZs1QbxqQbMhUAAAApAAtBTZ58mRX4qSAInPmzPbcc8/Z4sWLCSiQ7pCpAAAASGbbt2+39u3b24wZM9zlqlWrurET1atXD/WmASmCTAUAAEAyZicmTJjgshMKKJSdeOGFF2zBggUEFEjXyFQAAAAkg61bt1q7du1s1qxZ7nKNGjVcduKSSy4J9aYBKY5MBQAAQBKzE++8846b2UkBRZYsWax37942f/58AgpEDDIVAAAAibR582Zr27atffLJJ+5yrVq1XHZCMzwBkYRMBQAAQCKyE2PHjnXZCQUUWbNmtT59+thPP/1EQIGIRKYCAAAgAf78809r06aNzZkzx12uXbu2CzA0OBuIVGQqAAAA4pmdGDVqlMtEKKDIli2b9evXz3744QcCCkQ8MhUAAABn8fvvv1vr1q3tyy+/dJfr1avnshMVKlQI9aYBYYFMBQAAQCxOnz5tw4YNsypVqriAIkeOHDZgwAD77rvvCCgAP2QqAAAAgti4caO1atXKvvnmG3e5fv36LjtRrly5UG8aEHbIVAAAAARkJ4YMGeKyEwoocubMaW+++abNnTuXgAKIBZkKAACAf61fv95atmzpypukQYMGNmbMGCtTpkyoNw0Ia2QqAABAxFN2QtkIrYCtgCJXrlw2dOhQ+/rrrwkogHggUwEAACLa2rVrrUWLFm5qWLnqqqts9OjRVrp06VBvGpBmkKkAAAAR6dSpU9a/f3+rWrWqCyhy585tw4cPd7M8EVAACUOmAgAARJw1a9bYww8/bPPnz3eXr776arewXalSpUK9aUCaRKYCAABEjJMnT9prr71m1apVcwFFnjx5XDChFbIJKIDEI1MBAAAiwqpVq1x2YuHChe7ytddeayNHjrSSJUuGetOANI9MBQAASPfZiT59+liNGjVcQJE3b14bN26cffLJJwQUQDIhUwEAANKtlStXuuzE4sWL3eUbbrjBRowYYcWLFw/1pgHpCpkKAACQ7pw4ccJeeuklq1mzpgso8ufPb++++67NmjWLgAJIAWQqAABAurJ8+XKXnVi6dKm7fNNNN7mpYs8999xQbxqQbpGpAAAA6cLx48etV69eVqtWLRdQFChQwCZMmGAzZswgoABSGJkKAACQ5i1ZssRlJ1asWOEuN2vWzN566y0rWrRoqDcNiAhkKgAAQJp17Ngx69mzp1122WUuoChUqJBNmTLFpk2bRkABpCIyFQAAIE1atGiRNW/e3K0/IXfeeacNGTLEChcuHOpNAyIOmQoAAJCmHD161Hr06GF16tRxAYWCiKlTp7oMBQEFEBpkKgAAQJrx888/u7ETq1evdpfvueceGzRokCt7AhA6ZCoAAEDYO3LkiHXr1s3q1avnAgqNl/jwww9t4sSJBBRAGCBTAQAAwtqPP/5oLVq0sN9++81dvv/+++3NN990U8YCCA9kKgAAQFg6fPiwde3a1erXr+8CCq01MXPmTBs/fjwBBRBmyFQAAICwM2/ePJedWL9+vbusWZ4GDBhg+fPnD/WmAQiCTAUAAAgbhw4dss6dO1uDBg1cQFG8eHH7+OOPbdy4cQQUQBgjUwEAAMLC3LlzXXZi48aN7nLLli2tf//+ljdv3lBvGoCzIFMBAABC6uDBg9axY0dr2LChCyhKlixpn332mY0ePZqAAkgjyFQAAICQ+frrr11G4vfff3eX27RpY/369bM8efKEetMAJACZCgAAkOoOHDhg7du3t8aNG7uAolSpUvbFF1/YiBEjCCiANIigAgAApCoFD5UrV7bhw4e7yx06dLCVK1dakyZNQr1pABKJ8icAAJAq9u3bZ08++aSNGjXKXS5durSNGTPGGjVqFOpNA5BEZCoAAECK08BrZSe8gKJTp062YsUKAgognSBTAQAAUszevXvt8ccfd+tMSJkyZWzs2LF25ZVXhnrTACQjMhUAACBFaNG6SpUquYAiQ4YM1qVLF5edIKAA0h8yFQAAIFnt2bPHBRDvvvuuu1yuXDkXWFx++eWh3jQAKYRMBQAASDYzZ8502QkFFMpOdO3a1ZYvX05AAaRzZCoAAECS/fPPP9a5c2ebMGGCu1yxYkU3dqJu3bqh3jQAqYBMBQAASJIPP/zQZScUUGTMmNG6d+9uS5cuJaAAIgiZCgAAkCi7du1yU8NOmTLFXb744ovd2InLLrss1JsGIJWRqQAAAAk2bdo0l51QQJEpUyZ7+umnbcmSJQQUQIQiUwEAAOJt586d9sgjj7igQrSg3dtvv201a9YM9aYBCCEyFQAA4KyioqJcVkIlTgooMmfObD179rTFixcTUAAgUwEAAOK2fft269ChgxuQLVWrVnVjJ6pXrx7qTQMQJshUAACAWLMTmtFJYycUUCg78cILL9iCBQsIKADEQKYCAACcYdu2bdauXTu3mJ0oiFB2QlkKAAhEpgIAAMTITmg1bI2dUECRJUsW6927t/38888EFABiRaYCAAA4W7ZssTZt2tgnn3ziLmsAtmZ20gxPABAXMhUAAEQ4ZSdU2qSxEwoosmbNan369LH58+cTUACIFzIVAABEsL/++stat25tc+bMcZe1eJ0CDJU/AUB8kakAACBCsxOjRo1y2QkFFNmyZbPXXnvNfvjhBwIKAAlGpgIAgAjzxx9/uOzEF1984S7XrVvXxo4daxUrVgz1pgFIo8hUAAAQIU6fPm3Dhw934yQUUGTPnt369+9v8+bNI6AAkCRkKgAAiACbNm2yli1b2jfffOMu169f32UnypUrF+pNA5AOkKkAACCdZyeGDh1qVapUcQFFjhw57M0337S5c+cSUABINmQqAABIpzZs2OCyEwogpEGDBjZmzBgrU6ZMqDcNQDpDpgIAgHSYnVA2QtkJBRS5cuWyIUOG2Ndff01AASBFkKkAACAdWbdunbVo0cK+//57d7lRo0YuO1G6dOlQbxqAdIxMBQAA6cCpU6dswIABdskll7iAInfu3DZs2DD78ssvCSgApDgyFQAApHFr1qxx2YmffvrJXW7SpImNHj3aSpUqFepNAxAhyFQAAJCGsxP9+vWzatWquYDinHPOcatkf/755wQUAFIVmQoAANKgX3/91R5++GFbsGCBu3zttdfayJEjrWTJkqHeNAARiEwFAABpyMmTJ61Pnz5WvXp1F1DkzZvXLWL3ySefEFAACBkyFQAApBG//PKLy04sWrTIXb7hhhtsxIgRVrx48VBvGoAIR6YCAIAwd+LECevdu7fVqFHDBRT58uWzd955x2bNmkVAASAshG1QcejQIevatasbfFa/fn0bN25crPddunSp3XTTTVa5cmVr1qyZqzP1t2zZMrvjjjvcNHu33HKLLVmyJBVeAQAASbd8+XKrXbu29ezZ0wUX+r3T79yDDz5oGTJkCPXmAYCTISoqKsrC0LPPPmtTp061cuXK2T///GO7d++2oUOHumny/B04cMCuvvpqd66gYuXKlVawYEE380WOHDnszz//tJtvvtnNkFG1alVbvHix5cmTx92u82B0kD548KBbgRQAgFA4fvy4GzuhDIXGURQoUMAGDx5s99xzD8EEgLATlpmKw4cP20cffWTnnXeezZgxw81mIZMnTz7jvp999pnt2bPHWrVqZVOmTLG7777bdu7cad988427XelhPd6rr75q48ePt4ceesiyZs1qq1evTvXXBQBAfCgDf+mll1qvXr1cQHHrrbfaqlWr7N577yWgABCWwjKoUINfPTRVqlSxzJkzuwxE9uzZXRYiWFpYNAuG1KpVy52vWLHCnXtT7TVo0MCdd+/e3b777juXSgYAIJwcO3bMlTkpoNDvWKFChVyH2gcffGDFihUL9eYBQNoKKpRpEA1EE/XKqFRp79697oAb7L6aUs//fMeOHe588+bNli1bNjc7hgKP//3vf9ErjgIAEC40AFsdYyp3UsmuxgIqO3HXXXeRnQAQ9sIyqPACB2UpPN7fR48ejfO+mTJlinE/nes+7733nst8bNiwwdq1a2dbtmxJpVcDAEDs9Bv19NNPW506ddyUsYULF3ZjCt9//30rUqRIqDcPANJuUKHMgqinxqMZL0RlUMHue/r0aXeu2lP/+3m3a3Dbu+++a506dXKBhqbhAwAglFSiq2liNSBbv3kaF6iZnW6//fZQbxoApP2gQr00sn//fneuCao0u5PKobwgwaN6U9m3b1+M//FqT4sWLerONYuUaHyGf3kUAACpTZ1bGuNXt25dF0Tot2r69Ok2adKk6N81AEhLwjKoqFixoitn0iBsZR50wNUBWOtMBKpUqZI711Sx4q1BoVInqVmzpjufP3++O1f5k7BYEAAgFDSuT2swvfbaay7Lfv/997uxE5rhCQDSqrBdp6Jbt25uWln/dSreeustK1mypA0cONAFDe3bt3fTyTZt2tRNG+utU6FeHq1DoRKoNWvWuDSyBrkpxazgQ1PKaira2GpVWacCAJDc9DulmZ3eeOMNl4E/99xzbfjw4W4xOwBI68IyUyHPP/+8O9Bq9qaMGTO6NHHjxo1dEPHVV1+5VbIlf/78NmrUKBd8qKdHWQ4dpL0xFbo8bNgwK1WqlMt8KLOh1bkZ/AYASC3ff/+9y04MGDDABRRaM0m/WQQUANKLsM1UhBKZCgBAcjh06JA988wzNmjQIBdMqPRWU5zfcMMNod40AEhW/83ZCgAAks3cuXOtZcuW0WP5WrRoYf37949egwkA0pOwLX8CACAtUqZb05c3bNjQBRQlSpSwTz/91MaMGUNAASDdIlMBAEAy+frrr61Vq1a2adMmd7lNmzbWr18/y5MnT6g3DQBSFJkKAACSSGspdejQwU0oooDi/PPPd7MQavwEAQWASEBQAQBAEnz55ZdumnPNNCia7vyXX36xq6++OtSbBgCphvInAAASYf/+/fbEE0+4ac2ldOnSNnr0aLvqqqtCvWkAkOrIVAAAkEBz5sxxC656AUXHjh1txYoVBBQAIhaZCgAA4mnv3r3WtWtXGzt2rLtcpkwZN6tTgwYNQr1pABBSZCoAAIiHjz/+2GUnFFBokdTOnTvb8uXLCSgAgEwFAABx27Nnjz322GP2zjvvuMvlypVzgUX9+vVDvWkAEDbIVAAAEIuZM2dapUqVXECh7IRKn5YtW0ZAAQAByFQAABDgn3/+ceVNEyZMcJcrVKhg48aNs7p164Z60wAgLJGpAADAz4cffuiyEwooMmbMaN26dbOlS5cSUABAHMhUAABgZn///bd16tTJJk+e7C5ffPHFbuxE7dq1Q71pABD2yFQAACLetGnTXBChgCJTpkzWo0cPW7x4MQEFAMQTmQoAQMTauXOnW7hu6tSp7rKmjNXYiVq1aoV60wAgTSFTAQCIOFFRUTZlyhQ3dkIBhbITPXv2tEWLFhFQAEAikKkAAESU7du3W4cOHdyAbKlatarLTlSvXj3UmwYAaRaZCgBAxGQnNKOTshMKKDJnzmy9evWyBQsWEFAAQBKRqQAApHvbtm2zdu3aucXsREGEshPKUgAAko5MBQAgXWcn3n33XTezkwKKLFmy2EsvvWQ///wzAQUApMVMxaZNm9wc4JdeemlqPSUAIIJt2bLF2rZtax9//LG7XLNmTZedqFKlSqg3DQDSnVTLVIwcOdIefPDB1Ho6AEAEZycUPGjshAKKrFmzWp8+fWz+/PkEFACQFjIVM2bMiPW2P/74IzmfCgCAM/z111/WunVrmzNnjrt82WWXuQBD5U8AgJSTIUpdOsmkYsWKliFDhqC36Wl02+rVqy3caTsPHjxouXLlCvWmAADiQb8xo0ePtq5du9qBAwcsW7ZsbuzEY4895mZ5AoBIdPy42ebNZn/+6TulZNFQ5uRujBcpUsQuvPDCM25bv369G1MBAEByUiZc2YkvvvjCXa5bt66NHTvWdXQBQHoVFWW2Z89/AYNOKgzyv7xtm+9+njQTVJQtW9YKFizoUs2BnnrqKfvoo4+S8+kAABHs9OnTbrzek08+6bLL2bNnt5dfftk6d+7sVsgGgLTsxAlNOHFmoOAfPBw6dPbHyZ7d7PzzfaeUlKxBxe23326//vpr0Ns060ZspVEAACR0RsFWrVrZ119/7S7Xr1/fxowZY+XLlw/1pgHAWSl7sHdv3FmGrVtjZhliU6SIL2AoVeq/4ME76bpChVRNZGlrTEV6wZgKAAjf7MSwYcOse/fudujQIcuRI4f17dvXOnbsaBkzsvQSgPDJMmzdGjzL4AUQBw+e/XGyZTszUPAPIEqUMMuRw8ICo9cAAGnChg0brGXLljZ37lx3+corr3TZCZXeAkBq2r/f7PffY880bN2qTpCzP07hwrEHDDrp9rTSX0JQAQAI++zE4MGD7emnn7bDhw+7LPKrr75q7du3JzsBIMUGQCtIUODgnfv/rdKls8ma1axkyeDBgk66LWdOSzcIKgAAYWvdunXWokUL+/77793lRo0aualjg80yCADxDRo0Ial/kBB4fuDA2R+nQIH/AoVSQcYzFC2adrIMYR9UzJs3z5YvX+5qXQEAiK9Tp07ZoEGDXHbi6NGjljt3buvXr5+1adOG7ASAswYNO3acmV3wPz98OH4DoC+4wBcwBJ7rdM45qfFq0o4UDyrGjx9PUAEAiLfffvvNHn74Yfvpp5/c5SZNmrjsRCn9igOIeKdO+dZfCFaWpHOdjh07++Ocd17wgEHnyjSkp9Kk1ED5EwAgbLITAwYMsJ49e9qxY8fsnHPOsf79+7upY5mSHIgcJ0/61meIbTzDX3/5ZleKixKaxYvHnmnQeAat34AwDip69OgR/feKFSvOuK5Pnz7J/ZQAgDROaxxp7MTPP//sLl9zzTVuYbvzU3q1JgAhKU/avl3rzQQ/KWhQNiIuWt/SG8sQLHDQVKtZsqTWK0KKBBWbN2+O/ltrPQReBwCA5+TJk/b666/b888/b8ePH7e8efO6bIXKn8hOAGmXZk+KLWhQtuHo0bPPnKSgIbZMg0qXMlNvE1ZSdPG7V155xY2pWL16taUlLH4HACnvl19+ccHDokWL3OXrr7/eRowYYSXUxQggrGmgs4KD2AKHffvOXp6kr3rp0sFP554bWTMnpQfEeACAVHXixAl77bXX7IUXXnB/58uXz95880174IEHyE4AYUJjFlSGFFvQoNmV4jN7UmxBg8Y0KBuB9CNFgwrN1FGrVq2UfAoAQBqisXbNmze3pUuXusv/+9//bPjw4Xaeahn87N+/3xYuXGjz5893A7ife+65EG0xkD5ptee4xjWocv1s4xry5Ik9aFCZEgUfkSVFy5/SKsqfACB5abyEJuro3bu3G0dRoEABtw7Fvffea/oZ0jSyGqStIELnCj60krY3pewXX3wR6pcApDlHjvgChA0bzDZujHken3EN2bL5goPYAof8+dVmSq1Xg3BH+RMAIEUpK6GxE1oMVW644Qa7//77be3ate5vBRG7d++O9f//+usvF4AAiEndwhdccKkVLVo3aOCwdWvc/68xCypDii1oKFaMcQ2IPzIVQZCpAIDkyU60b9/e3nnnHVfClCVLFitatCgzAgIJ7v/Vwo8XmlmZIOfnnLVEqUwZswsvjHmuoEGzKzHtKsI6U3HTTTe5Xqlbb701JR4eABDmFi9e7H4HVq5cGX3dxRdf7GYFVImTTgsWLLB9Z5sixk0tmdUKFy6cwlsMhM7p0+fYyZOl7NSpUu785Mnzo/8+daq4VmWI67/dIm9ly2aMDhj8g4cCBShRQhoMKnbt2uUO/Eppr1mzJsZtEydOdNf36tUrOZ8SABBGtBL2iy++aK+++mp0dkIzPEmOHDnctLE6iW7Xonf+Yyk0zWygK6+8kjEVSNM0PEgrRPuXJvn/HUf1n5Mjhy9ICMw2rFz5kT311F3WtWsfe+yxx1Lr5QApX/500UUXuYWL1PNUtWpVu/POO61s2bJWrlw569mzp3388cdpYs0Kyp8AIOGUeVB2QoGC3H333bZ9+3b79ttv3eU6derYTz/9FOdj7Nmzx836pPspyNCpRo0aBBUIeydPmv3xh9n69b7TunX//a3B0sePn3361WBlSjrXmg2B2QZNeFCpUiXXYauywg0bNtBuQfrJVOTMmdP27t3rGuUakOcNyvNkz549OZ8OABAGjh496lbE1srYmrGpSJEiNmzYMGvWrJldc801CXqs/PnzW9OmTd1J9HgKTIBwoMBAsyb5BwzeSdcrsIiNVn/WTEqB5UleBiJ37oRty4QJE1xAITt27HALRz7++ONJfIVAmAQVqqHVLB1XX321i55Llixp69atsz/++MNF1MpcAADSD2UUWrRoEV3yet9997mF7AoWLJgsj58xY8Yz1rAAUpKmWVVZUmDQoJMyEf/OdByU+k7Llo15UuCgc82ylCmuoREJoJJCTc/sTyWHbdq0sdwJjU6AcAgqZs+ebTfeeGOM6xRIDB061M455xy77LLL3HUKKNSTxY4OAOnDkSNHXFnrgAED3DoTxYoVcz2lmqgDCHeHD/vGMgQLHLSKdFyF4aowCgwcypXznatMKTWmYH3vvfdsvTbWz86dO91Ckk888UTKbwCQ3GMqLrnkEhs7dmycq2Yrc6FAIy1hTAUAxO6HH35w2Qmv9OLBBx+0N954wy1oF0jlT59//nm8x1QAyeXAgTMDB69s6WzrN5xzzn+BQmDgULRoaGdTUpZCY1g1hiKQJsvR9erYBdJUpkJzkD/yyCM2adIku1AFgQE+/PBDl55TWRQAIG07fPiwPfPMM668Sf1RKksaOXKkW8AOCFWpktrWChYU4/qfduyI+3/z5YsZOPj/XahQ+E7D+u677wYNKLxZON966y3r3r17qm8XkKSgQhGxdmDV8E2ZMiW6hla9/M8995x9+umnybWdAIAQ+u6771x2wmvM6O/+/ftbPrXMgBR06pRvLIMXLPgHELo+rnoLBQfBsg06BUmshT1lKbTWS1w0YUKHDh3IViBtBRUqfbr//vtty5Yt1q5dOxs/frybY7xbt262bds215OVWdMdAADSJHUS9ejRw4YMGeIulyhRwkaNGmXXXnttqDcN6YgCA03yFZhtUAChODau6Vi1YnT58r6TggbvXKf0FvNqdfqNGkUeh7///tuNbX3qqadSbbsASVKLX+tP6MelefPmLpi4/fbbbdOmTW4KQAUUF1xwgb322mu80wCQBn3zzTfWsmVLd1yX1q1bW79+/dx6REBi7NkTvFRJ1x08GPv/Zcvmyy54wYN/AKH1HcK1VCm5qdTQG6C9bNky1+7yqD3WqFEj9zdT+CPsg4rbbrvNypcv704KKHSuwdqKiNu2bevS4gomNNBZGQzNQMCODQBpy4EDB1xNttaakPPPP99Gjx7tpgsHzubIkf8Ch8AA4u+/Y/8/zZqkdRz8AwcveEjO6VjTsnM1vdS/VH7uTzOwldH8tUBaCCpWrVoVvVKqJ0+ePC64UEpcKbkcOXK4OturrroqubcVAJDCvvzyS2vVqpVbX0hU2qqMM/XZCCxX2rbN7LffzLREiU7e33/+Gfc4By074mUZ/E+lS/syEgAipPwpcAbaffv22aJFi9zfylBoPYqOHTu6IKNChQrupMsAgPC1f/9+e/LJJ91sTqLy1TFjxtBBFOE0u5KyDV7A4H+uKVtjo7EMFSqcGTyohIn4FEifMie0vlbzkv/222/uXCdlJ7S4XWDgofUpdFKvF0EFAISvOXPmuPESOmaLpgrv27cvC5ZGCPUVavrVYIGDhtPElnVQuZJmk1fwULFizPPChSNnnAOARAQVquXTqUGDBtHXKaDQIL5169bFCDa2bt0aPb4CABB+lGnu2rWry0iI1hvS3w0bNgz1piEFHDvmm0kpMHDQ+b59sf+fxuUHBg06V/k+5UoAPEme71VTxmrQtk7XX3999PWHDh1ygYa34ioAIHx88sknbo0hTQmuzp9HH33UXn75ZcuVK1eoNw1JtHu32erVvpP/eAfNRHr6dPD/Uf+fxjQEyzqEegVpAGlDii0ioR+matWquRMAIDzs2bPHHnvsMTffvahDSGsO1a9fP9SbhkSs66DAQfOneEGE/o5rJWmNZ/ACBv/gQWMdmKwRQFKwMh0ARIhZs2a56b+1OKmyEwouXnrpJcuZM2eoNw2xUGZBsyn5Bw/e+d69sf+fpmC96CLfyT/roBlJyToASAkEFQCQzu3evds6d+5s7733nrusWfmUnahXr16oNw3/0nwnGu8QGDyodOnw4bgHSl98sS948M4VQDDDEoDURlABAOnYjBkz3FoTO3bssIwZM7qB2S+88IJbUwihmaJVQw0Dsw667sSJ4P+TJYtvOtbA4EHXUbIEIFwQVABAOvT333+7wdeTJk1yly+66CIbN26c1a5dO9SbFjGrSitYWLXKd/KCh7gGS6sKzStZ8g8glI3IzK81gDDHYQoA0plp06a5tSZ27tzpshPdu3e35557zrLTrZ3sjh/3zaykwOGXX/47VylTbOs7aGG4wKyDzjUOQiVNAJAWEVQAQDqhIEKLjU6dOtVdrly5sstO1KpVK1VX5q5Zs6bt/XcUsXcuCxYssMJaFc31yue0xYsXW6FChSytjHlYvz5m4KBzrTYdsP5rtIIF9RmYVaoUM3hgilYA6RFBBQCkcVpo9P3333cBhcqeMmXKZD169LBnn33WsqXy6mR58uSxe+65x80qFej06dNu+0QzT4VjQKHSJK0iHRg8aMC0shKxLQ6nwMELILy/ixQheAAQOQgqACAN0wDsDh062PTp093lSy65xGUnatSoEbJtUsAwaNAgt2J3MBok/uSTT1ooqTRJU7X6Bw7e2AeNhwhG6wIq0+AFD9558eIEDwBAUAEAaTQ7oUHYnTp1clPGZs6c2Z555hl7+umnLWvWrCHdtvz581uXLl3cLFPBKAg6VwsmpOIK0ytXmq1Y4TvXSQHEgQPB76/kjkqVAoOHUqUY8wAAsSGoAIA0RovXtW/f3j766CN3uVq1ai47ofNwoXUx3nzzzRhjKrwsxRNPPJEiz6nyJJUp+QcQOt+yJfj9NaOSFoQLDB7KlDHLlClFNhEA0i2CCgBIQ9kJLWCnBvuePXssS5YsblYnze6kv8OJl63o1atXjOs1K1WxYsWSXLqkQMELGrwAQlO2xjZo+oILzKpUUXmY71wBRLlyZiFO6gBAukFQAQBpwJYtW6xt27b28ccfu8uaYUnZiSpqIYcpL1uhAMib8SmhYykOHvSNeQgMIP59yDPkyfNf4KBznRRA6HoAQMohqACAMM9OvP32227wswY+a7yEev/VONc4Co8a7gsXLrSffvrJfv75Z3fbzJkzQ7rt+fLlc9utbIpodqoimhIpllmXNGWrf9mSzrXeQzAqT1Lpkn8AofPzz2fQNACEAkEFAISpv/76y9q0aWOfffaZu3zZZZfZ2LFjrWLFivbrr7+64GH+/Pnu/Bd15/upV6+ehQOt6v3GG2/Y8ePH7fHHH3fXHT7syz4sW/bfSUHEoUPBH0PVUl7WwQsgKlY0Yy0/AAgfBBUAEIbZiTFjxljXrl3dYnJaa+Lee++18847z/X8axG52KZr9axevdqaNWtmoXb0aF4755zb7fzzb7IuXYra8uW+FaiVmQikIEGlSoHZh3/XywMAhDGCCgAIsSNHjrhVr7Ui9qlTp1yJk9afEAUUx44dc+MnEkLlUB9++KGlHs21Wk5zUZlZ1X/PdfJNHas1IfwpUKheXTNX/XfSwGm/ii4AQBrC4RsAQkzTrD744IP21FNPnXGbAgqPAg9lK1TypAAkLgULFrRrrrkmRbb35MlstndvSduzp1T0SZdPnQq2evdpy5NnuzVtWtRq1szkgoeqVX0lTYx9AID0g6ACAEJs06ZN9umnn8Z5Hw28fv/996106dJ2+vRp27hxY4wxFUuXLrWTfvOpVqhQwSZMmJDkbVPssmSJ2dKlvrEPKl9au9Y3rWugnDl9JUsKGrzsQ5UqGS1XrvOSvB0AgPBGUAEAIaLgYNiwYW6diUOHDrm1Jk6cOBH0vi1btnQBhWTMmNHKli3rTvfdd5+7Tv+/ePHi6CAjQyLSAFu3+gKIxYt95zpt3hz8vso0+Jcu6VS2LIvGAUCkCtugQj+Qmobwq6++sty5c7sf1IcffjjofdVD9/zzz7ueu/Lly1vv3r3t4osvPuN+7777rr388stuWsNOnTqlwqsAgOA2bNjgjmtz5851l6+88kobPHiwNW3aNHo8hUfBRo8ePeJ8vFy5crnH0OlslGX4668zA4jt28+8r2KT8uV94x+8MRDKRBQtmtBXDABIz8I2qOjTp4/Nnj3bypUrZ//884/17dvXSpYsaU2aNIlxvwMHDlj79u3deeXKlW3lypVugajPP//c1Sl7du3aZYMGDQrBKwGAmNmJIUOGuCDh8OHDbkG4V1991Tp06OAyEN26dXOzPvlr1aqVlSpVKlHPpwBi06aYwYNOf/995n0zZjS76CKzGjW0uJ7vXEHEOeck9tUCACJFWAYV+qH96KOP3IDEGTNmuKkRb7/9dps8efIZQYXmb9csJ+3atXNTLb744ouujvibb76x66+/Pvp+CkoUeABAqKxbt85lJ+bNm+cuN2rUyEaPHm0XXnhh9H3UKdKvXz/b/m/aQFkKlUfFh6ZpXbfuv8BBgYTGQuzde+Z9NctSpUr/BQ86KQOhcREAAKSLoEJBhBZKqlKlihucqAxE9uzZXRYi0HKNGjSl5atHz46ioGLFihXRQYXqi5X1UGnUWo0wBIBUpGlilSl95pln3PSxKulU4KCF7ZSd8GhGJ61BUalSpeigonXr1kGzFMpAbNxotnCh77RokS+QOHjwzOfPmtU3gNoLHhRIaD0IFo8DAKTroMKbKjFfvnzuXAMO8+TJ467X9Iqatz3wvnnz5o1x7tUka9DjCy+84HoCH3jgAevZs2eqvx4Akeu3335z48F++uknd1nZ1lGjRlnx4sXdeDD/GZyCdXp408xu2RIzgNBp9+4zn09Vn8o4+JcwaYiZAgsAACIqqPDmZVeWwuP9ffTo0RhBReB9M/079YjuJ1owSgMide71/AFAamQnBgwY4Cac0PFI2Ql1bKiDpHnz5rZw4UJX6hlcAeVdrXz5+61jx5IukNi27cx7KVDQmIdatcwuvdR3XrEiC8gBAFJfWP70eEGDfpQ93jSLKoMKdl8NfhRvnnbdb9u2bW66Ri0AVa9ePZs+fXqqvQYA6ZyOTxobodb+ueeaXXFF9HyqKuFUdkLZBylSpIjLqup4dKbcZlbDzC7991TLzMq4W5S48JIXqpLSGAgFD96pShUyEACA8BCWQUXhwoXd+f79+915VFSUG2Stcij/LIUUKlTIne/bty/G/xQrVsyVG6gncM6cOW4hKI9mXlHd8vjx41PtNQFIR9RB0blzzEUcSpSwUwMGWL8NG6xXr14ui6qsxBtvvOECDB2bfvxxoc2c+bvNm3fC1q/PZ8eOXWJmFylkCPIk6+yKK7LbrbeWdAGEho3lypWaLxIAgDQeVFSsWNGVM2kQtjIPqklW+cBll112xn01oPGDDz5wiz5pfvYlGqlo6sGrYvnz57fGjRtH31eZi19//dUtIFVDhcYAkJiA4vbbz1hSOmrLFst45522QGWZZm6iiOefH2F//FHCnnhCE0bktcWLm9i/lZkx5Mq12zJnXmb7939pUVF6hMVmttcKFbrVHnuMDCsAIPyFZVCh2uMbbrjBTSt7yy23uHUq5O6773YDGQcOHOiCBq1PoR9uXda0jBrsqBmiihYtaldddZUrgapbt27046r8SXPD67FZ/A5AokqelKEICCgkQ1SUqQjzTctgm2uMtSVLHrLatc9c1VrzT9SubaY+Eq+MqVgxjaG4yvbvr2WLFi2KHrjtZWIBAAh3YRlUiFbIVtnTF1984VaK1Tztyjroh1arbHvjLZSN0EwqKjdYtWqVy3JoRe3AsRcAkGQaQ+Ff8hRARUwlLcpyLrnAtlsGN8RCU7nWqeM7KZgoV843PiIYlUupQ0QnAADSkgxRarkjBk1he/DgQRfMAIBWn9aY60OjJ9mdM+496/1n3zvR8ra7x03pymJyAFKCMpr+1RizZs2yG2+8MaTbhMgWtpkKAAgFTST3669mP/xg9uOPvvMNG3y3NbBz7c54PMaNrTUbVEpvKQAA4YOgAkBE0wrUykIogNBJa9T9O5lcDBUqHLd9Wb+0v1aaFY9lvibLkMHNAuWmlwUAIIIQVACIKH/+GTMLsXy5LzvhT5WPGv9Qr57Z5ZdrPZzF1rnzw7Zs5UrrbGYfaLanDBnc4OwYAYUMHBi9XgUAAJGCoAJAuqU1MxU0eEGETsHGWZcs6QsevCBCg6u1KrXWmnjxxRft1VdfdZNDaDame956yzIoaAiyToULKJo1S9XXCABAOCCoAJBuHDjgK1/SJE3ff2+2YIHZ4cMx76N4oFq1/4IInRRUBFq4cKE1b97crW0jd911lw0ePDh6cU67+eZYV9QGACDSEFQASLO0hI2Ch+++852WLvUtJRG4LoQmSPGCCK0PEdfEblpoU1NU9+vXz06fPm1FihSxYcOGWbPADIQCiIYNU+aFAQCQxhBUAEgzVG2k5IACCJ2vWnXmfUqVMrvySrP69X2BxEUXxb4uRLApGh9++GFbs2aNu3zvvffaoEGDrGDBgsn8SgAASF8IKgCEJY2BXr/+vwBC55s2nXk/BQ0KIlR9pNP55yf8uY4cOWI9e/a0N954w2UnihUrZsOHD7ebVeIEAADOiqACQFjQDEwrV/4XQOi0Y0fM+yjjUL26L3jwshHeEIfE+uGHH6xFixa2du1ad/nBBx90wUWBAgWS9sAAAEQQggoAIQsiVL707bdm33xjNneu2e7dMe+TNatvalcviNDYiDx5kuf5Dx8+bM8884y9+eabFhUVZeedd56NGDGCFWkBAEgEggoAqVbOpKEKCiB0UjDx998x76MB1BoH4ZUzaVB19uzJvy3fffedy05s+HepbI2jGDBggOXTqG4AAJBgBBUAUiyIWLfuvwBCp+3bY94nZ05fENGoke9Us6ZZliwpt02HDh2yHj16uKlhpUSJEjZy5Ei77rrrUu5JAQCIAAQVAJItiNBAav9MxJYtMe+jrIOmdfWCiEsv9ZU4pYZvvvnGWrZsaZv+He3dqlUre/311y1v3rypswEAAKRjBBUAEm3XLrOvvzb78kuzL74w++OPmLcrYKhT578gQuMjUqKcKS4HDhyw7t27u7Um5Pzzz7dRo0ZZ06ZNU3dDAABIxwgqAMTbkSO+xeYUQCiQ0GJz/jJn9gUOXhChgdU5coRqa82++uorl534499op127dvbqq69anuQa7Q0AAByCCgCx0urUChy8TMQPP5gdOxbzPpdcYtakie+kAdZxrVadWvbv32/dunVzsznJBRdcYKNHj7bGjRuHetMAAEiXCCoAxLBx439BhEqbAqd5LV7c7OqrfaerrjIrVszCyueff+7GS/z111/u8iOPPGJ9+/a13Llzh3rTAABItwgqgAi3f7/KhMw++8wXTCio8KdKIZUyKROhQKJ8ebMMGSzs7Nu3z7p27Wpjxoxxly+88EL3d8OGDUO9aQAApHsEFUAEztK0fLnZp5/6AokffzQ7eTLmuAiNhVAAoUBCMzTpunD26aefWps2bWzz5s3u8qOPPmqvvPKK5QqHWiwAACJAmDcVACSHf/7xlTMpiJgz58z1IpR9uPZaM02I1KCBWVqpFNqzZ489/vjj9vbbb7vLZcuWtbFjx9oVWjkPAACkGoIKIJ0OsF640BdE6LRggS9D4VEHvsYsK5C45hqVClmaM2vWLGvbtq1t27bNMmTIYF26dLHevXtbTq2oBwAAUhVBBZCOshEKIGbP1mDlMwdYV6niCyK0eLQWoMuWzdKk3bt3uwBi/Pjx7nL58uVt3LhxVk8vCgAAhARBBZBGKfPw66++IEInjY04ffq/2/Pl842L8LIRmrUprZsxY4a1b9/etm/fbhkzZnQDs1944QXLEcrFMAAAAEEFkJYcPWo2d+5/gcTvv5+5ZsSNN5pdf71vEbpwH2AdX3///bcbfD1p0iR3+aKLLnLZidp6kQAAIOTSSZMDSL+2bTP75BNfEKHB1ocO/XebSpg0NkKBxA03mJ1/vqU7H3zwgXXo0MF27tzpshNa1O7555+37Nmzh3rTAADAvwgqgDAsa1qxQqU+vkBi0aKYt593ni+I0EmLz6XXWVN37dplHTt2tPfff99drlSpkstOXKo5bgEAQFghqADCZLYmjYn48ENfMLFpU8zbL7vsv0CiWrXwXHwuuURFRdnUqVPdStgqe8qUKZM99dRT1rNnT8uWVkeXAwCQzhFUACEcH6GVrBVIzJypnvn/blNljwZX33STb3xEsWIWEXbs2OGCCZU8SZUqVVx2ombNmqHeNAAAEAeCCiAV7dtn9vHHvmyEVrQ+ePC/2/Ln92Uibr3Vtwhdei1rii07MXnyZOvUqZP9888/ljlzZnvmmWfs6aeftqxZs4Z68wAAwFkQVACpMND6o498gcTXX5udOPHfbSVKmN1yi+905ZVmWbJYxNHidZom9iO9SabyrmouO6FzAACQNhBUAClg61bNWmQ2darZ99/HXM36oot82QgFErVqpe/xEWfLTrz33nvWuXNn27Nnj2XJksWNm9D4Cf0NAADSDoIKIBUCCS2n4AUSFSqEcivDw9atW61t27Y2W9NbmVmNGjXs7bffdmMoAABA2kNQASRDIKFZT3/4IWYgUbeu2Z13mt12m1nJkqHcyvDKTrzzzjv22GOP2d69e914Ca058eSTT5KdAAAgDSOoABIxRmLatOCBRL16ZnfcQSARzObNm61Nmzb2qUaom7n1JjR2QutPAACAtI2gAoiHvXvNpk83mzjRN9iaQCJh2YmxY8fa448/bvv373drTbz44ovusmZ5AgAAaR+/6EAc60ho+lcFEjo/duzM0qbbb/fN4ITg/vzzT2vdurV9/vnn7nKdOnVcgHGRRqsDAIB0g6ACCFjZWpkIBRLKTOzf/99tqtK57z6zu+82K106lFuZNrITI0eOdGMlDhw4YNmzZ7fevXtbly5d3ArZAAAgfSGoQMRTKdPChb5AYvJkrer8323nn292zz2+YIKJieLn999/t1atWtlXWi7czC6//HKXnShfvnyoNw0AAKQQggpErC1bzMaPN3v7bbPffvvv+gIFfKVNCiQ0XiJjxlBuZdpx+vRpGz58uHXr1s0OHTpkOXLksFdeecWtkk12AgCA9I2gAhHlyBHf6tYKJL74Qg1h3/U5cvjWkFAgcfXVZlmzhnpL05aNGzday5Yt7dtvv3WXr7jiCpedKFu2bKg3DQAApAKCCkREedOCBb5AYtIks337/rvtiivMmjf3DbjOkyeUW5l2sxNDhw51q2AfPnzYcubMaa+++qp16NDBMpLiAQAgYhBUIF2XN733ni+YWLMm5jiJhx4ye/BBMzrSE2/9+vXWokULmzdvnrvcsGFDGzNmjF144YWh3jQAAJDKCCqQrpw4YTZ7ttnIkWaaxdS/vEnZCGUlGjZknERSnDp1ygYNGmTPPPOMHTlyxHLlymX9+vWztm3bkp0AACBCEVQgXdi0yWz0aLOxY822b//v+vr1fYGEFqejvCnpfvvtN5ed+PHHH93lxo0b2+jRo+2CCy4I9aYBAIAQIqhAms5KzJzpy0po0LW3ynWRImYtWvhO5cqFeivTT3bijTfesJ49e9rRo0ftnHPOsddff90tbJchQ4ZQbx4AAAgxggqkORs3mo0aZTZuXMw1JTRrU9u2Zv/7H7M3JafVq1e77MT8+fPd5aZNm9qoUaPsfA1OAQAAIKhAWqGxEZ99ZjZkiNmnn/53fdGivoxEq1ZmjA9OXidPnrT+/fvb888/b8eOHbM8efK4bMXDDz9MdgIAAMRAUIGwtnevLyMxdKjZhg3/Xd+06X9ZiSxZQrmF6dOqVatc8LBQS42b2XXXXWcjR460EiVKhHrTAABAGCKoQFhaudIXSGjF68OHfdflzevLSnTowFSwKeXEiRP22muv2YsvvmjHjx+3vHnz2ptvvmkPPvgg2QkAABArggqEjZMnfatdq8Tp34WZncqVzTp18q12nStXKLcwfVuxYoXLTixZssRdvvHGG23EiBF23nnnhXrTAABAmCOoQMgdOOCbDnbgQLM///RdlymT2a23mnXsaHbllWZ0kqdsdqJPnz7Wu3dv93f+/PndOhT33Xcf2QkAABAvBBUI6YrXgwaZjRhhtm+f77rChc3atPGNlyhZMtRbmP4tW7bMZSd0Lrfccou99dZbdu6554Z60wAAQBpCUIFUt3y5Wf/+ZpMm+UqepEIFs65dze6/37f6NVKWxku8/PLL9sorr7hZngoWLGhDhgyxu+66i+wEAABIMIIKpAotTPf5575gQgvVeRo0MHviCbPrrzfLmDGUWxg5NGaiefPmtlKj4c3stttus6FDh1pRzc8LAACQCAQVSFGnTplNnWr2yiu+GZ288RJ33OHLTNSqFeotjBxaa+Kll16yvn37uhWyCxUq5Eqd7tCHAQAAkAQEFUgRx4+bvfeeWd++ZuvW+a7Lndu3SF3nzmYXXBDqLYwsWm9CYye0/oTceeedrtypsAaxAAAAJBFBBZLVkSNmY8aYvfaa2V9/+a4rUMCsSxffTE7584d6CyPL0aNHrVevXtavXz87ffq0FSlSxGUnVPIEAACQXAgqkCwOHTIbNszs9dfNduzwXVesmG+8hGZyUpYCqWv+/PkuO7FmzRp3+d5773UL2ansCQAAIDkRVCDJmQlNCdunj9nOnb7rzj/frHt33+rX2bOHegsjz5EjR+y5556zAQMGuOxEsWLFbPjw4XbzzTeHetMAAEA6RVCBRDl2zLdgnQZgb93qu+7CC82efdY3LWyWLKHewsj0448/uuzE2rVr3eUHHnjABg4caAVUgwYAAJBCCCqQICdOmI0bZ9a7939jJrRIXc+eZs2bE0yEyuHDh+3ZZ591AURUVJSdd955NmLECLvxxhtDvWkAACACEFQgXk6fNnv/fbNnnjHbuNF33Xnn+S63bGmWLVuotzByzZs3z1q0aGHr1693l7UGhUqf8jMqHgAApBKCCpzV11+bdetmtnix77LWSOvRw6xNG1a/DqVDhw5Zjx493NSwyk4UL17cRo0aZdddd12oNw0AAEQYggrESovVacD1p5/6LmsGJ11+7DGzXLlCvXWR7dtvv7WWLVvaxn/TRq1atbLXX3/d8ubNG+pNAwAAEYigAmfQWInnnjN75x2zqCizzJnN2rXzjZsoUiTUWxfZDh48aN27d3drTUjJkiVdduKaa64J9aYBAIAIRlCBGNPD9uvnWwVbf8sdd/hmeCpbNtRbh6+++splJH7//Xd3uW3btvbaa69Znjx5Qr1pAAAgwhFUwGUjpk8369rV7I8/fNddcYUvwKhdO9Rbh/3791u3bt3cbE5SqlQpGzNmjDVu3DjUmwYAAOAQVES4VavMHn3UNxjbmx62f3+z2283y5Ah1FuHzz//3GUn/vp3/t4OHTpY37597Zxzzgn1pgEAAEQjqIhQe/aY9eplNnSo2alTvilhNQhbp5w5Q7112Ldvn3Xt2tVlJKR06dLu70aNGoV60wAAAM5AUBGBpU4TJ/pmcNq1y3dds2Zmr7+uhmuotw7y6aefWps2bWzz5s3ucqdOnaxPnz6Wiym3AABAmCKoiCCbNpm1b282Z47v8sUXm735plmTJqHeMsiePXvs8ccft7fffttdLlOmjI0dO9auvPLKUG8aAABAnDLGfTPSg5MnfeMkKlf2BRQqdXr5ZbOlSwkowsXs2bOtcuXKLqDIkCGDPfbYY7ZixQoCCgAAkCaQqUjnlizRwmi+AEIaNjTTJELly4d6yyC7d++2Ll262Pjx493l8uXLu+zE5ZdfHupNAwAAiDcyFemU1pl44gmzSy/1BRT585tpzK9meSKgCA8fffSRVapUyQUUGTNmtCeeeMKWLVtGQAEAANIcMhXp0MKFZg8+aLZmje/yXXf5xk4ULRrqLYP8/fff9uijj9qkSZPc5YoVK9q4ceOsTp06od40AACARCFTkY6cOGH23HNmdev6AopixcxmzTKbPJmAIlxMnz7dZScUUCg70b17d1u6dCkBBQAASNPIVKQTv/5q9sADvjEUXnZCa1AULBjqLYPs2rXLOnbsaO+//767fPHFF7vsxGWXXRbqTQMAAEgyMhXpYN0JDbyuWdMXUBQo4MtM6ERAER6mTp3qgggFFJkyZbJnnnnGlixZQkABAADSDTIVadjevWatW5tNm+a73LSp2bhxZuedF+otg+zYscMeeeQR++CDD9zlKlWquOxETUWAAAAA6QiZijTqp5/MqlXzBRSZM5v166eVmAkowkFUVJQbM6GxEwooMmfObM8995wtWrSIgAIAAKRLZCrSYLnTgAFm3bubnTplduGFZppEiEqa8LB9+3Zr3769zZgxw12uWrWqW9CumiJAAACAdCpsMxWHDh2yrl27usZY/fr1XdlIbDR7zk033eRWJG7WrJn9qlHL/zp58qS98cYb1qhRI6tRo4Y98MAD9ttvv1ladPCg2d13+9afUEChv7UGBQFFeGQn3nvvPTd2QgFFlixZ7IUXXrCFCxcSUAAAgHQvbIOKPn362OzZs61EiRJ26tQp69u3r3355Zdn3O/AgQOuZ3jDhg2u3GTNmjXWtm1bO6LV38xs2LBhNnz4cDt9+rRbD2DBggXWokUL27dvn6Ula9eaadZRTR6kcqchQ8wmTjTLkyfUW4atW7e6oFYB6549e1zwqlInlTwpuAAAAEjvwjKoOHz4sFtt+LzzznO9viNHjnTXT9aURgE+++wz15Br1aqVTZkyxe6++27buXOnffPNN+72Dz/80DXstD7AxIkT7cYbb3SLj/3www+WVsyc6VsZe9Uqs3PPNfv2W7NHHjHLkCHUWxbZlJ145513XDCrAFj72csvv2zz58+3Sy65JNSbBwAAENlBxerVq+348eNuthwNclVZU/bs2W3lypVn3Hf58uXuvHr16u68Vq1a7nzFihWu0ff000+7MpSC/86v6p0rEEkL4yc0APvmm8327zerX99s8WKzyy8P9ZZh8+bNdsMNN1jz5s1t7969br/TNLHa38hOAACASBOWA7WVaZB8+fK58wwZMliePHnc9ceOHbNs2bKdcd+8efPGONd0nvq/Jk2aRN9XJU+faoqkf6f3DPfVsTt2NPs3SWMdOpi98YZZ1qyh3rLIpkB17Nix9vjjj9v+/fsta9as9uKLL7rxPwqAAQAAIlFYtoIUOIh/I837++jRozGCisD7anEx737+lPnQisYKQrToWDiXp2i4xx13mH3xha/EaeBAs0cfDfVW4c8//7TWrVvb559/7i7Xrl3bTSBw0UUXhXrTAAAAQiosy5+8oEEDtD0n1HVv5sqggt1XA7G92Z4C76frunTp4gZpFyhQwF555RULV3/84StvUkCRM6fZRx8RUIRDdkLjelSGp4BC+1a/fv3cuBwCCgAAgDDNVBQuXNidq7zEa9RplieVQ/lnKaRQoULu3JvNyfufYsWKRd+nV69e9tVXX1nu3Llt9OjRVrJkSQtHmgn36qs1m5BvQPbs2WY1aoR6qyLb77//7iYB0P4j9erVc+VPFSpUCPWmAQAAhI2wzFRo6leVM2kQtrIMWndC5UzBSpY0844s1ghmMzdY1n/MhGaPmjp1qhs8O2LEiOj7hxttdoMGvoBCm/jzzwQUoaTMl6YjVnZCAUWOHDnceiffffcdAQUAAECADFFKA4Shbt26uWlly5UrZ//884/t3r3b3nrrLZdlGDhwoAsatD6FZnFq2rSpm4ZWDUDNEKXshcpUNIhWA7W3bNniyp68GaJEi+T5D+L2pwHeBw8etFy5cqXKa/3+e7MbbvDN8KSpYzWW/N9JqhACGzdutJYtW9q3mrvXzK644gobM2aM2xcBAAgHmr68bt260ZdnzZrlps0HQiUsMxXy/PPPuwXFNHVnxowZrXv37ta4cWMXRKjneNmyZe5++fPnt1GjRrkG36pVq1yWQ4vdqe59/fr1LqAQBSX6P+/0hwYvhIE5c8yaNvUFFFdeaab1/QgoQpedGDx4sAtYFVDkzJnTBg0a5P4moAAAAEiDmYpQSq1MxaxZZrfd5ps+9rrrzKZN8w3ORupTAKrshMqbpGHDhm78TZkyZUK9aQAAnIFMBcJN2GYq0jtlJG6/3RdQ6HzGDAKKUNAMYyqn03gdBRQKJIcOHeqyWQQUAAAAaXj2p/Tuxx99q2QfP252661mkyZpnY1Qb1XkWbt2rbVo0cJNDStXXXWVy06ULl061JsGAACQppCpSGUaCnL99WaHD/umjyWgCE12on///la1alUXUGiqYc0M9uWXXxJQAAAAJALN2VS0Zo1vULaW1NACdx9+qMX7Qr1VkWXNmjX28MMPu1pUufrqq91A/1KlSoV60wAAANIsMhWp5K+/zDSD7a5dvvUnPv7YLJVmrMW/q6q/+uqrVq1aNRdQ5MmTx5U6zZkzh4ACAAAgichUpIIDB8w0IYNmt61Y0eyzz8zy5g31VkUOTTWs7MTChQvd5euuu86VO4XryuoAAABpDZmKFHbypNldd5mtWGFWtKhvYbvChUO9VZGTnXjllVesRo0aLqDImzevjRs3zj7++GMCCgAAgGREpiKFPfmkL5DIkcNs5kyzCy4I9RZFBq2sruzE4sWL3WXN3a1FEYsXLx7qTQMAAEh3yFSkoPfeMxs40Pf3+PFml10W6i1K/06cOGEvvfSS1axZ0wUUWnF9/PjxNnPmTAIKAACAFEKmIoUsXWrWurXv72ef9a2cjZS1bNkyl53Qudx88802bNgwO/fcc0O9aQAAAOkamYoUoCljFUQcPapBwWa9eoV6i9K348ePW69evezSSy91AUWBAgVs4sSJ9uGHHxJQAAAApAIyFcksKsqsbVuzTZt84ycmTDDLlCnUW5V+LVmyxGUnVmgkvJk1a9bM3nrrLSuqUfEAAABIFWQqktnYsWZTpvhWydZq2fnzh3qL0qdjx47Zs88+a5dddpkLKAoVKmRTpkyxadOmEVAAAACkMjIVyWjtWrNOnXx/9+5tVqdOqLcofVq0aJE1b97crT8hd955pw0ZMsQKM1cvAABASJCpSCanTpm1aGF25IhZ48a+qWSRvI4ePWo9evSwOnXquICiSJEiLjOhDAUBBQAAQOiQqUgmgweb/fCD2TnnmI0ZY5aRcC1Z/fzzz27sxOrVq93le+65xwYNGuTKngAAABBaNH2Twbp1Zk8/7fv79dfNSpUK9RalH0eOHLFu3bpZvXr1XECh8RKa1UmzOxFQAAAAhAcyFckw29Mjj/xX9uStTYGk+/HHH112Yq0Gq5jZ/fffb2+++aabMhYAAADhg0xFEn34odkXX5hlzWo2YoRZhgyh3qK07/Dhw/b4449b/fr1XUChtSa0IrZWxiagAAAACD9kKpLg8GGzxx7z/d2tm1mZMqHeorRv3rx51qJFC1u/fr27rFmeBgwYYPmZmxcAACBskalIgr59zf780+z888169Aj11qRthw4dss6dO1uDBg1cQFG8eHH75JNPbNy4cQQUAAAAYY5MRSJt2+YblC39+5vlzBnqLUq75s6d67ITGzdudJdbtmxp/fv3t7x584Z60wAAABAPZCoS6ZVXfIOztcDdbbeFemvSpoMHD1rHjh2tYcOGLqAoWbKkffbZZzZ69GgCCgAAgDSETEUi/PGHb1C2vPwyg7MT4+uvv3YZid9//91dbtOmjfXr18/y5MkT6k0DAABAApGpSIQXXzQ7ccLsqqt8J8Tf/v37rV27dta4cWMXUJQqVcq++OILGzFiBAEFAABAGkVQkUAq+3/nnf+yFIg/BQ9VqlRxAYR06NDBVq5caU2aNAn1pgEAACAJKH9KoMGDzU6dMmva1DeeAme3b98+e+KJJ9xYCSldurSNGTPGGjVqFOpNAwAAQDIgU5EA+/ebjRnj+/vxx0O9NWmDBl5Xrlw5OqDo1KmTrVixgoACAAAgHSFTkQBjx5odOGB20UW+TAVit3fvXrcqttaZkDJlytjYsWPtyiuvDPWmAQAAIJmRqYgnlTwNGuT7u0sXZnyKy8cff2yVKlVyAUWGDBmsS5cuLjtBQAEAAJA+kamIp1mzzDZtMitQwOz++0O9NeFp9+7dLoAYP368u1yuXDkXWFx++eWh3jQAAACkIDIV8fT2277zVq1YPTuYmTNnuuyEAgplJ7p27WrLly8noAAAAIgAZCriYc8es08/9f39wAOh3prw8s8//9ijjz5qEydOdJcrVqzoxk7UrVs31JsGAACAVEKmIh6mTzc7ftyscmXfCT7Tp0+3iy++2AUUGTNmtO7du9vSpUsJKAAAACIMmYp4mDTJd37PPaHekvCwa9cuNzXslClT3GUFFho7cdlll4V60wAAABACZCrOYts2s2++8f1NUGE2depUN3ZCAUWmTJns6aeftiVLlhBQAAAARDAyFWfx/vtmp0/7Vs8uXdoi1s6dO+2RRx6xadOmucta0O7tt9+2mjVrhnrTAAAAEGJkKuIRVERyliIqKsomT57sSpwUUGTOnNl69uxpixcvJqAAAACAQ6YiDgcPmv38s+/vm2+2iLN9+3Zr3769zZgxw12uWrWqGztRvXr1UG8aAAAAwgiZijj8+KNvJe1SpXynSMpOTJgwwWUnFFAoO/HCCy/YggULCCgAAABwBjIVcfjuO995gwYWMbZu3Wrt2rWzWVpC3MwFEcpOKEsBAAAABEOmIg5z5/rOr7zSIiI78c4777iZnRRQZMmSxXr37m0///wzAQUAAADiRKYiFkeOmC1YEBmZis2bN1vbtm3tk08+cZdr1arlshOa4QkAAAA4GzIVsVi40LeK9rnnmpUpY+k2OzF27FiXnVBAkTVrVuvTp4/99NNPBBQAAACINzIVsfjhh/9KnzJksHTnzz//tDZt2ticOXPc5dq1a7sAQ4OzAQAAgIQgUxGL779Pn6VPyk6MGjXKZSIUUGTLls369etnP/zwAwEFAAAAEoVMRSy89SnS0yDt33//3Vq3bm1ffvmlu1y3bl2XnahYsWKoNw0AAABpGJmKWBw9apY3r1l66Lw/ffq0DRs2zKpUqeICiuzZs9uAAQNs3rx5BBQAAABIMjIVcShaNO2Pp9i4caO1atXKvvnmG3e5fv36LjtRrly5UG8aAAAA0gkyFXHIl8/SdHZiyJAhLjuhgCJnzpz25ptv2ty5cwkoAAAAkKzIVKTDoGL9+vXWsmVL++7fJcEbNGhgY8aMsTLpdW5cAAAAhBSZinQUVCg7oWzEJZdc4gKKXLly2dChQ+3rr78moAAAAECKIVORToKKtWvXWosWLdzUsHLVVVfZ6NGjrXTp0qHeNAAAAKRzZCrSeFBx6tQp69+/v1WtWtUFFLlz57bhw4e7WZ4IKAAAAJAayFSk4aBizZo19vDDD9v8+fPd5auvvtotbFeqVKlQbxoAAAAiCJmKNBhUnDx50l577TWrVq2aCyjOOeccF0xohWwCCgAAAKQ2MhVpLKhYtWqVy04sXLjQXb722mtt5MiRVrJkyVBvGgAAACIUmYo0ElQoO9GnTx+rUaOGCyjy5s1r48aNs08++YSAAgAAACFFpiINBBUrV6502YnFixe7yzfccIONGDHCihcvHupNAwAAAMhUhHNQceLECXvppZesZs2aLqDIly+fvfvuuzZr1iwCCgAAAIQNMhVhGlQsX77cZSeWLl3qLt90001uqthzzz03dBsFAAAABEGmIsyCiuPHj1uvXr2sVq1aLqAoUKCATZgwwWbMmEFAAQAAgLBEpiIWWbOa5ciRus+5ZMkSl51YsWKFu9ysWTMbOnSoFStWLHU3BAAAAEgAMhVhkKU4duyY9ezZ0y677DIXUBQqVMimTJli06ZNI6AAAABA2CNTEYu8eVPneRYtWmTNmzd360/IHXfcYUOGDLEiRYqkzgYAAAAASUSmIkRBxdGjR61Hjx5Wp04dF1AULlzYpk6dau+//z4BBQAAANIUMhUhCCp+/vlnN3Zi9erV7vLdd99tgwcPdmVPAAAAQFpDpiIVx1QcOXLEunXrZvXq1XMBRdGiRW369Ok2adIkAgoAAACkWWQqUilT8eOPP1qLFi3st99+c5fvv/9+GzhwoBUsWDB5nwgAAABIZWQqUjioOHz4sHXt2tXq16/vAgqtNTFz5kwbP348AQUAAADSBTIVKVj+NG/ePJedWL9+vbv80EMP2RtvvGH58+dP+oMDAAAAYYJMRQpkKg4dOmSdO3e2Bg0auICiePHi9vHHH9vbb79NQAEAAIB0h0xFMgcVc+fOddmJjRs3usv6u3///pYvNVfTAwAAAFIRmYpYJDQGOHjwoHXs2NEaNmzoAooSJUrYZ599ZmPGjCGgAAAAQLpGpiIZMhVff/21tWzZ0n7//Xd3uU2bNtavXz/LkydPym0gAAAAECbIVCQhqDhw4IC1b9/eGjdu7AKKUqVK2RdffGEjRowgoAAAAEDEIKiIxdkqlr788kurXLmyDR8+3F1WcLFy5Upr0qRJ6mwgAAAAECYof0pgpmLfvn325JNP2qhRo9zl0qVLu3ETjRo1St0NBAAAkS1jRrMqVcwKFrSVmTLZdVFRlilDhlBvFSJUhqioqKhQb0S4yZAhgxt4nStXrhjXa+B169atbfPmze6yBmb36dPHcufOHaItBQAAkajvDz9Yjy1bzIoUib6uRLZs9mbZstascOGQbhsiE+VP8bB37143Nex1113nAooyZcrYt99+a4MHDyagAAAAqWr6rl3W48QJs4DgYcuxY3b7qlXudiC1hW1QoQXkunbtatWqVbP69evbuHHjYr3v0qVL7aabbnJjHJo1a2a//vprjNunTp3qFqKrWrWqPfLII7Znz554b4cWratUqZJ7fmUwunTpYsuXL3ePBwAAkJpORUVZ5/XrfRcCSp280pMu69e7+wGpKWyDCpUVzZ492633cOrUKevbt68bHB3bDEwbNmxwjf81a9ZY27Zt7ciRI+72RYsW2bPPPmuHDx+2Cy64wD2GLp+NAo+HHnrIbrzxRtu6dauVK1fO5s2bZ2+88cYZZVEAAACpYd7evbb52LFYb1co8dexY+5+gEV6UKEA4KOPPrLzzjvPZsyYYSNHjnTXT548+Yz7apyDAoBWrVrZlClT7O6777adO3faN998427XdTJw4ED3WOXLl7evvvrK3ScutWrVsnfffddlJ5QxWbZsmV1++eUp8noBAADiY9vx48l6PyBdz/60evVqO378uFWpUsUyZ87sypqyZ8/upmwNpFIkqV69enQwMGHCBFuxYoVdf/31MW5XgFCjRg1bu3at/fLLL3bVVVfFug07duxw2QlNGVu7dm3TeHaVZAEAAIRKPo2l+Lca42z3o92CQClZbROWQYWXRcj372IRCga0mJyuP3bsmGXLlu2M++b9dw5Y71xBgXd7lixZLGfOnDEe07s9LuvWrXML2wEAAKQl14d6AxCWUnLS17AMKhQ4iLIUHu/vo0ePxggqAu+bKVOm6Pt5tyvL4fFu9/4vGGbZBQAA4UqzO2mWJ/FvsXjDtqdVqsS0skh1YRlUeEGDBmh7TijdZxYjQPC/7+nTp935yZMnY9xPt/s/jne7f2ACAACQVihgON2wYag3Awj/gdqF/42u9+/fH5050CxPKl0KDAYKFSoUvdK1//8UK1Ys+nZlJbzMhHc/73YAAAAA6TCoqFixoitn0iBrZRa07oTKmS655JIz7qtpZGXx4sXufMmSJe5cg7z9b9fUsgpOtKaFxmho8DcAAACApMsQFaYDCLp16+amldUMTP/884/t3r3b3nrrLStZsqSbHlZBg9an0HSyTZs2ddPQKlDQDFHKTnz++eeuBOqnn36y5s2bu4HemqJW61hcffXVNmTIkFC/RAAAACBdCMtMhTz//PNulezNmzdbxowZrXv37m4mJgURWmdC60ZI/vz5bdSoUS74WLVqlctyaBpYb0xF3bp17bnnnnNT1CqgyJo1q1188cUhWZ0b4S+5VnJXhk0LJTZq1MhNY/zAAw/Yb7/9lkqvAmltf/Gn9XEqVKhggwcPTsEtR1reV/T7d8cdd7js/S233BKdoUf6kVz7i6o8evfu7R7j0ksvde2W+Mx+ifS5r3jUJtHvjDrsk7ONG7aZiuSkFbT1RvlnPYYOHWpNmjSJcT+N21AWQ+de1qNgwYIu65EjRw5XQnXffffFyHroMfRYSB+Sa19Rg1DZMI3dKV68uCvPUwbtk08+iZ72GGlfcu0vnl27dtl1113n7texY0fr1KlTCF4Vwnlf+fPPP+3mm292E5Doh1/HFv0m6XadI31Irv2lX79+Nnr0aFfloU5YreFVs2ZNmzhxYsheG0Kzr3h026BBg9zfquYpUKCA+zs52rhhm6lIT6tzI/L2lQ8//NCtjzJ9+nR38L7xxhvt77//th9++CHVXxfCf3/x9O3b1zUOkL4k577yzjvvuMd79dVXbfz48fbQQw+5DLwWjUX6kJz7y7x589w6XXo8NTwvu+wyF4h6k9ogcvaVXbt22aOPPhodUARKjjZuug8qkro6tyiyD7zdW51biR6tzo20L7n2Fe0TTz/9tL3wwguux0i8c8rl0o/kPLbIzz//bLNnz3YHcqQvybmvLFiwwJ2rREFUGvzdd99Z7dq1U+31IO3sL96Cvyoj92gWTQWiiLx9Zc6cOXb77bdb0aJFg96e1DZuug8qYlude+/evWcsgJeSq3MjcvYV/Z9Shrfddlv0NMaffvppjFnJkPYl57FF6/AoCL3wwgtdrSvSl+TcVzTOUI3CESNGuB////3vf66EAelHcu4vTzzxhCuDUsmcxuEsXLjQunTpcsaaX0j/+0qJEiVszJgx9vLLL8dYXNr/sZLaxk33QcXZVueO677BVufWG56Q1bkRmfuKRz0Iqo3Xl1Vp52DTIiNtSs79RQPrNmzYYD179gx6sEfalpz7is51n/fee891Umi/adeunW3ZsiWVXg3S0v6i3yA1NP/44w+XvVCA4dXQI7L2lYoVK7qB3HE9VlLbuOk+qGB1boRiX/GuU4+QyhV0EH/llVdS4VUgre0v27Zts2HDhtk111xj9erVS7XtR9r9HRJNBqGZwjSYX42HWbNmpcprQdrZX1S6ovI4Dd5Vx4XGV5x77rnWo0cPW7duXaq9HoTHvhKfx0pqGzfdBxWszo1Q7CvSq1cvN8gpd+7c0bNvIP1Irv1FpSsabKdaV03xpx980exhlEKlD8l5bPFqoTXTi3gLuVKGm34k1/6iYELlcip7UYdFkSJF3DTnCkBUBoXI2lfOJjnauOk+qGB1boRiX9HMCZppQ6lE1T5790f6kVz7i3oOtQaPd/LW0SldurQbKIe0LzmPLZoOVObPn+/OVf4kmroa6UNy7S+qjdfjqPxWAYZ4GQqvMYrI2VfOJjnauBGxTgWrcyM19xXNqqGB2qpxVtmTNyuHaGGi2OaORuQeW/xpGmJlK1inIn1Jrn1FvzuavcWbnUWNSR1zNLWoeqKRPiTX/vLkk0/azJkzXYZLJ42rUPtFM83lypUr1C8Tqbiv+LvqqqtcG8V/nYrkaOOm+0xFcq/OrZUp9UXctGmTe4yXXnopxK8O4bavrF+/PnrQpL7c+j/vpMFySD+S69iC9C+59hVd1hicUqVKud5J9S6qXp6AIn1Jrv1FbZSWLVu6vzdu3OgG6moGIAKKyNtXziY52rgRkakAAAAAkHIiIlMBAAAAIOUQVAAAAABIEoIKAAAAAElCUAEAAAAgSQgqAAAAACQJQQUAAACAJCGoAAAAAJAkBBUAAAAAkoSgAgAAAECSEFQAAAAASBKCCgBAitu6datVqFDBnZo1axbqzQEAJDOCCgBAilu7dm303+XKlQvptgAAkh9BBQAgVYOK8uXLh3RbAADJj6ACAJDifvvtt+i/yVQAQPpDUAEASNVMhcZVyLp16+yKK65wlytXrmwzZ84M4RYCAJIic5L+GwCAszhx4oRt2rTJ/Z03b14rWrSorVixwlq3bm179+61PHny2JAhQ6x27dqh3lQAQCIRVAAAUpQCCgUWXunTTz/9ZB06dLDDhw9b8eLFbeTIkVa2bNlQbyYAIAkIKgAAKUplTp7du3dbmzZt7Pjx41apUiUbMWKEFS5cOKTbBwBIOsZUAABSbTzFxo0bXUBRpkwZe++9984IKKKioqxmzZpunMWOHTtCsLUAgMQgqAAApNrMTzly5IguiVq1atUZ9928ebMdPHjQ8uXL58ZeAADSBoIKAECqZCoyZMhgr7/+ujs/ffq0devWzfbv3x99vy+//NKaNGni/tYAbmUr/ve///HpAEAaQFABAEgxyjps3brV/V2iRAkXNNx///3usq5/7rnnou97zjnnuHEWUrVqVXvwwQetefPmIdpyAEBCEFQAAFJ0kLbGSfivT9G1a1e74IIL3N+ffvqpTZ8+3f2tKWVLlizp/r7zzjvtmWeesdtuuy1k2w4AiD+CCgBAqgzSLl++fPS4itdee80yZcrkLr/00kv2xx9/xJgpilW3ASBtyRDldSEBABBCWsuiWrVqdvLkSVuyZInlypUr1JsEAIgnMhUAgLBw7NgxF1CIxlpMmDAh1JsEAIgnggoAQFjInTu3G5yt8qjZs2fHmIoWABDeKH8CAAAAkCRkKgAAAAAkCUEFAAAAgCQhqAAAAACQJAQVAAAAAJKEoAIAAABAkhBUAAAAAEgSggoAAAAASUJQAQAAACBJCCoAAAAAJAlBBQAAAABLiv8D5fwLhs0LH1AAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 900x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "87571140ef9948a9b989f2c504ee1927",
+       "model_id": "db370df272564e20853720a937611cce",
        "version_major": 2,
        "version_minor": 0
       },
@@ -228,6 +246,10 @@
     }
    ],
    "source": [
+    "# Make the static figure\n",
+    "plot1(0.33, 0.96, 1.01, years_per_gen, 0.08);\n",
+    "make_figs(\"convergence\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DiamondOLG\")\n",
+    "\n",
     "# Make the widget\n",
     "interact(\n",
     "    plot1,\n",
@@ -269,28 +291,26 @@
     "\n",
     "    # Plot the production function and depreciation/dilution curves\n",
     "    kt_range = np.linspace(0, kMax, 500)\n",
-    "    plt.figure(figsize=(18, 6))\n",
-    "    plt.suptitle(\"Gross and Net Per Capita Output as a Function of $k$\", fontsize=20)\n",
-    "    plt.subplot(1, 2, 1)\n",
-    "    plt.plot(kt_range, kt_range**Epsilon, \"b-\", label=\"$f(k)$\")\n",
-    "    plt.plot(kt_range, Xi * kt_range, \"k-\", label=\"$Xi * k$\")\n",
-    "    plt.legend()\n",
-    "    plt.xlim(0, kMax)\n",
-    "    plt.ylim(0, 3)\n",
-    "    plt.xlabel(\"$k_t$\")\n",
-    "    plt.axvline(0, color=\"black\")\n",
-    "    plt.axhline(0, color=\"black\")\n",
-    "\n",
-    "    plt.subplot(1, 2, 2)\n",
-    "    plt.plot(kt_range, kt_range**Epsilon - Xi * kt_range, \"k-\", label=\"$f(k) - Xi * k$\")\n",
-    "    plt.legend()\n",
-    "    plt.xlim(0, kMax)\n",
-    "    plt.ylim(0, 1)\n",
-    "    plt.xlabel(\"$k_t$\", fontsize=12)\n",
-    "    plt.axvline(0, color=\"black\")\n",
-    "    plt.axhline(0, color=\"black\")\n",
+    "    fig = plt.figure(figsize=(18, 6))\n",
+    "    fig.suptitle(\"Gross and Net Per Capita Output as a Function of $k$\", fontsize=20)\n",
+    "    ax = fig.add_subplot(1, 2, 1)\n",
+    "    ax.plot(kt_range, kt_range**Epsilon, \"b-\", label=\"$f(k)$\")\n",
+    "    ax.plot(kt_range, Xi * kt_range, \"k-\", label=\"$Xi * k$\")\n",
+    "    ax.legend()\n",
+    "    ax.set_xlim(0, kMax)\n",
+    "    ax.set_ylim(0, 3)\n",
+    "    ax.set_xlabel(\"$k_t$\")\n",
+    "    ax.axvline(0, color=\"black\")\n",
+    "    ax.axhline(0, color=\"black\")\n",
     "\n",
-    "    plt.show()\n",
+    "    ax2 = fig.add_subplot(1, 2, 2)\n",
+    "    ax2.plot(kt_range, kt_range**Epsilon - Xi * kt_range, \"k-\", label=\"$f(k) - Xi * k$\")\n",
+    "    ax2.legend()\n",
+    "    ax2.set_xlim(0, kMax)\n",
+    "    ax2.set_ylim(0, 1)\n",
+    "    ax2.set_xlabel(\"$k_t$\", fontsize=12)\n",
+    "    ax2.axvline(0, color=\"black\")\n",
+    "    ax2.axhline(0, color=\"black\")\n",
     "\n",
     "    return None"
    ]
@@ -333,10 +353,27 @@
    "execution_count": 7,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure output in Figures/DiamondOLG\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1800x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "59169b6bf4cf4b9585842527142bab77",
+       "model_id": "191c974c0e9b42b4b7e9ba14e2eb0706",
        "version_major": 2,
        "version_minor": 0
       },
@@ -349,6 +386,11 @@
     }
    ],
    "source": [
+    "# Make the static figure\n",
+    "plot2(0.33, 1.01, years_per_gen)\n",
+    "make_figs(\"output\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DiamondOLG\")\n",
+    "\n",
+    "\n",
     "# Make the widget\n",
     "interact(\n",
     "    plot2,\n",
@@ -415,15 +457,16 @@
     "    PFagent.solve()\n",
     "\n",
     "    # Plot the OLG capital accumulation curve and 45 deg line\n",
-    "    plt.figure(figsize=(9, 6))\n",
+    "    fig = plt.figure(figsize=(9, 6))\n",
+    "    ax  = fig.add_subplot(111)\n",
     "    kt_range = np.linspace(0, kMax, 300)\n",
     "\n",
     "    # Analitical solution plot\n",
     "    ktp1 = Q * kt_range**Epsilon\n",
     "    ktp1_PAYG = Q * kt_range**Epsilon - transfers\n",
-    "    plt.plot(kt_range, ktp1, \"b-\", label=\"Capital accumulation curve\")\n",
-    "    plt.plot(kt_range, ktp1_PAYG, \"g-\", label=\"Capital accumulation curve with PAYG\")\n",
-    "    plt.plot(kt_range, kt_range, \"k-\", label=\"45 Degree line\")\n",
+    "    ax.plot(kt_range, ktp1, \"b-\", label=\"Capital accumulation curve\")\n",
+    "    ax.plot(kt_range, ktp1_PAYG, \"g-\", label=\"Capital accumulation curve with PAYG\")\n",
+    "    ax.plot(kt_range, kt_range, \"k-\", label=\"45 Degree line\")\n",
     "\n",
     "    # Plot the path\n",
     "    kt_PAYG = kBar_old\n",
@@ -438,7 +481,7 @@
     "            xi\n",
     "        )  # capital accumulation differs\n",
     "\n",
-    "        plt.arrow(\n",
+    "        ax.arrow(\n",
     "            kt_PAYG,\n",
     "            k1,\n",
     "            k1 - kt_PAYG,\n",
@@ -449,7 +492,7 @@
     "            color=\"black\",\n",
     "            edgecolor=None,\n",
     "        )\n",
-    "        plt.arrow(\n",
+    "        ax.arrow(\n",
     "            kt_PAYG,\n",
     "            ktp1_PAYG,\n",
     "            0.0,\n",
@@ -465,22 +508,21 @@
     "        ktp1_PAYG = kt_PAYG\n",
     "\n",
     "    # Plot kbar and initial k\n",
-    "    plt.plot(kBar_old, kBar_old, \"co\", label=r\"$\\bar{k}$\")\n",
-    "    plt.plot(kBar_new, kBar_new, \"ro\", label=r\"$\\bar{k}_{PAYG}$\")\n",
+    "    ax.plot(kBar_old, kBar_old, \"co\", label=r\"$\\bar{k}$\")\n",
+    "    ax.plot(kBar_new, kBar_new, \"ro\", label=r\"$\\bar{k}_{PAYG}$\")\n",
     "\n",
-    "    plt.title(\n",
+    "    ax.set_title(\n",
     "        \"Convergence of OLG Economy After Intro of PAYG Social Security System\",\n",
     "        fontsize=20,\n",
     "        y=1.05,\n",
     "    )\n",
-    "    plt.legend()\n",
-    "    plt.xlim(0, kMax)\n",
-    "    plt.ylim(0, kMax)\n",
-    "    plt.xlabel(\"$k_t$\", fontsize=12)\n",
-    "    plt.ylabel(\"$k_{t+1}$\", fontsize=12)\n",
-    "    plt.axvline(0, color=\"black\")\n",
-    "    plt.axhline(0, color=\"black\")\n",
-    "    plt.show()\n",
+    "    ax.legend()\n",
+    "    ax.set_xlim(0, kMax)\n",
+    "    ax.set_ylim(0, kMax)\n",
+    "    ax.set_xlabel(\"$k_t$\", fontsize=12)\n",
+    "    ax.set_ylabel(\"$k_{t+1}$\", fontsize=12)\n",
+    "    ax.axvline(0, color=\"black\")\n",
+    "    ax.axhline(0, color=\"black\")\n",
     "\n",
     "    return None"
    ]
@@ -543,10 +585,27 @@
    "execution_count": 10,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure socialSecurity in Figures/DiamondOLG\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 900x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "feb8fd6489894eba9399c8a8b690bd8a",
+       "model_id": "52931b4d4bd04dd29ee44c4c2e649d2b",
        "version_major": 2,
        "version_minor": 0
       },
@@ -559,6 +618,10 @@
     }
    ],
    "source": [
+    "# Make the static figure\n",
+    "plot3(0.33,0.96,0.015,1.03,years_per_gen)\n",
+    "make_figs(\"socialSecurity\",saveFigs=True,drawFigs=False,target_dir=\"Figures/DiamondOLG\")\n",
+    "\n",
     "# Make the widget\n",
     "interact(\n",
     "    plot3,\n",
@@ -569,20 +632,6 @@
     "    YearsPerGeneration=fixed(years_per_gen),\n",
     ");"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -591,7 +640,7 @@
    "notebook_metadata_filter": "all"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -605,7 +654,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/notebooks/Durables-vs-Nondurables-At-Low-And-High-Frequencies.ipynb b/notebooks/Durables-vs-Nondurables-At-Low-And-High-Frequencies.ipynb
index c8562f2c..5466625e 100644
--- a/notebooks/Durables-vs-Nondurables-At-Low-And-High-Frequencies.ipynb
+++ b/notebooks/Durables-vs-Nondurables-At-Low-And-High-Frequencies.ipynb
@@ -13,79 +13,8 @@
    "metadata": {
     "code_folding": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: numpy in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (2.2.6)\n",
-      "Requirement already satisfied: matplotlib in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (3.10.5)\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib) (1.3.2)\n",
-      "Requirement already satisfied: cycler>=0.10 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib) (0.12.1)\n",
-      "Requirement already satisfied: fonttools>=4.22.0 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib) (4.59.2)\n",
-      "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib) (1.4.9)\n",
-      "Requirement already satisfied: numpy>=1.23 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib) (2.2.6)\n",
-      "Requirement already satisfied: packaging>=20.0 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib) (25.0)\n",
-      "Requirement already satisfied: pillow>=8 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib) (11.3.0)\n",
-      "Requirement already satisfied: pyparsing>=2.3.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib) (3.2.3)\n",
-      "Requirement already satisfied: python-dateutil>=2.7 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib) (2.9.0.post0)\n",
-      "Requirement already satisfied: six>=1.5 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n",
-      "Requirement already satisfied: pandas in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (2.3.2)\n",
-      "Requirement already satisfied: numpy>=1.22.4 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas) (2.2.6)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas) (2.9.0.post0)\n",
-      "Requirement already satisfied: pytz>=2020.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas) (2025.2)\n",
-      "Requirement already satisfied: tzdata>=2022.7 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas) (2025.2)\n",
-      "Requirement already satisfied: six>=1.5 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n",
-      "Requirement already satisfied: pandas_datareader in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (0.10.0)\n",
-      "Requirement already satisfied: lxml in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas_datareader) (6.0.1)\n",
-      "Requirement already satisfied: pandas>=0.23 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas_datareader) (2.3.2)\n",
-      "Requirement already satisfied: requests>=2.19.0 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas_datareader) (2.32.5)\n",
-      "Requirement already satisfied: numpy>=1.22.4 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas>=0.23->pandas_datareader) (2.2.6)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas>=0.23->pandas_datareader) (2.9.0.post0)\n",
-      "Requirement already satisfied: pytz>=2020.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas>=0.23->pandas_datareader) (2025.2)\n",
-      "Requirement already satisfied: tzdata>=2022.7 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas>=0.23->pandas_datareader) (2025.2)\n",
-      "Requirement already satisfied: six>=1.5 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pandas>=0.23->pandas_datareader) (1.17.0)\n",
-      "Requirement already satisfied: charset_normalizer<4,>=2 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from requests>=2.19.0->pandas_datareader) (3.4.3)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from requests>=2.19.0->pandas_datareader) (3.10)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from requests>=2.19.0->pandas_datareader) (2.5.0)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from requests>=2.19.0->pandas_datareader) (2025.8.3)\n",
-      "Collecting datetime\n",
-      "  Downloading DateTime-5.5-py3-none-any.whl.metadata (33 kB)\n",
-      "Collecting zope.interface (from datetime)\n",
-      "  Downloading zope_interface-8.0-cp310-cp310-macosx_11_0_arm64.whl.metadata (44 kB)\n",
-      "Requirement already satisfied: pytz in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from datetime) (2025.2)\n",
-      "Requirement already satisfied: setuptools in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from zope.interface->datetime) (80.9.0)\n",
-      "Downloading DateTime-5.5-py3-none-any.whl (52 kB)\n",
-      "Downloading zope_interface-8.0-cp310-cp310-macosx_11_0_arm64.whl (207 kB)\n",
-      "Installing collected packages: zope.interface, datetime\n",
-      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2/2\u001b[0m [datetime]\n",
-      "\u001b[1A\u001b[2KSuccessfully installed datetime-5.5 zope.interface-8.0\n",
-      "Requirement already satisfied: seaborn in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (0.13.2)\n",
-      "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from seaborn) (2.2.6)\n",
-      "Requirement already satisfied: pandas>=1.2 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from seaborn) (2.3.2)\n",
-      "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from seaborn) (3.10.5)\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.3.2)\n",
-      "Requirement already satisfied: cycler>=0.10 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
-      "Requirement already satisfied: fonttools>=4.22.0 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.59.2)\n",
-      "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.9)\n",
-      "Requirement already satisfied: packaging>=20.0 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (25.0)\n",
-      "Requirement already satisfied: pillow>=8 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (11.3.0)\n",
-      "Requirement already satisfied: pyparsing>=2.3.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.2.3)\n",
-      "Requirement already satisfied: python-dateutil>=2.7 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n",
-      "Requirement already satisfied: pytz>=2020.1 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas>=1.2->seaborn) (2025.2)\n",
-      "Requirement already satisfied: tzdata>=2022.7 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from pandas>=1.2->seaborn) (2025.2)\n",
-      "Requirement already satisfied: six>=1.5 in /opt/anaconda3/envs/DemARK/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.17.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "!pip install numpy\n",
-    "!pip install matplotlib \n",
-    "!pip install pandas\n",
-    "!pip install pandas_datareader\n",
-    "!pip install datetime\n",
-    "!pip install seaborn\n",
-    "\n",
     "# Some initial setup\n",
     "from matplotlib import pyplot as plt\n",
     "import numpy as np\n",
@@ -94,7 +23,8 @@
     "import pandas as pd\n",
     "import pandas_datareader.data as web\n",
     "import datetime\n",
-    "import seaborn as sns"
+    "import seaborn as sns\n",
+    "from HARK.utilities import make_figs"
    ]
   },
   {
@@ -152,9 +82,16 @@
     ]
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure timeSeries in Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1400x800 with 1 Axes>"
       ]
@@ -174,7 +111,7 @@
     "plt.plot(s3,label=\"PCDG  quarterly growth\")\n",
     "plt.plot(s4,label=\"PCND  quarterly growth\")\n",
     "plt.legend()\n",
-    "plt.show()"
+    "make_figs(\"timeSeries\",saveFigs=True,drawFigs=True,target_dir=\"Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies\")"
    ]
   },
   {
@@ -219,9 +156,16 @@
     ]
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure tenYearGrowthRates in Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 500x500 with 6 Axes>"
       ]
@@ -232,10 +176,9 @@
    ],
    "source": [
     "#Pairwise Plotting for the 10 year growth series\n",
-    "\n",
     "sns.pairplot(c1)\n",
     "plt.suptitle('10 Year Growth Rates')\n",
-    "plt.show()"
+    "make_figs(\"tenYearGrowthRates\",saveFigs=True,drawFigs=True,target_dir=\"Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies\")"
    ]
   },
   {
@@ -247,9 +190,16 @@
     ]
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure quarterlyGrowthRates in Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 500x500 with 6 Axes>"
       ]
@@ -260,10 +210,9 @@
    ],
    "source": [
     "#Pairwise Plotting for the quarterly growth series\n",
-    "\n",
     "sns.pairplot(c2)\n",
     "plt.suptitle('1 Quarter Growth Rates')\n",
-    "plt.show()"
+    "make_figs(\"quarterlyGrowthRates\",saveFigs=True,drawFigs=True,target_dir=\"Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies\")"
    ]
   },
   {
diff --git a/notebooks/Equiprobable.ipynb b/notebooks/Equiprobable.ipynb
new file mode 100644
index 00000000..4e3ba300
--- /dev/null
+++ b/notebooks/Equiprobable.ipynb
@@ -0,0 +1,273 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# An Equiprobable Approximation to the Bivariate Lognormal\n",
+    "\n",
+    "## 3D Plot of the Cumulative Distribution Function (CDF)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import HARK tools\n",
+    "from HARK.distributions import MultivariateNormal\n",
+    "from HARK.utilities import make_figs\n",
+    "\n",
+    "# Import math and statistics tools\n",
+    "import numpy as np\n",
+    "from scipy.stats import multivariate_normal\n",
+    "\n",
+    "# Import plotting tools\n",
+    "import matplotlib.pyplot as plt\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from ipywidgets import interact, IntSlider\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Theoretical Scenario\n",
+    "\n",
+    "Following the first section of [Equiprobable Lecture Note](https://www.econ2.jhu.edu/people/ccarroll/public/LectureNotes/Consumption/Equiprobable.pdf), we have three random variables:\n",
+    "\n",
+    "$$θ_{1,t+1} \\sim \\mathcal{N}(-σ_1^2,σ_1^2)$$\n",
+    "$$θ_2 \\sim \\mathcal{N}(-σ_2^2,σ_2^2)$$\n",
+    "\n",
+    "$$r_{t+1} = r + φ + ζ + ωθ_{1,t+1}(σ_2/σ_1) + θ_2$$\n",
+    "\n",
+    "but we additionally assume $σ_2 = σ_1 = σ$, $ζ = 0$, and $ω = 0.5$. Simplifying, we get \n",
+    "\n",
+    "$$r_{t+1} = r + φ + 0.5θ_{1,t+1} + θ_2$$\n",
+    "\n",
+    "so in expectation, \n",
+    "\n",
+    "$$\\mathbb{E}[r_{t+1}] = r + φ - 1.5σ^2$$\n",
+    "\n",
+    "Furthermore, the variance-covariance matrix between $θ_{1,t+1}, r_{t+1}$ is given by\n",
+    "\n",
+    "$$\n",
+    "cov(θ_{1,t+1}, r_{t+1})=\n",
+    "\\begin{bmatrix}\n",
+    "σ^2 & 0.5σ \\cr\n",
+    "0.5σ & (σ^2 + 1)σ^2\n",
+    "\\end{bmatrix}\n",
+    "$$\n",
+    "\n",
+    "The rest of this notebook calcualates the \"true\" CDF of this multivariate normal distribution and uses HARK tools to show the discretized approximation of the CDF."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set parameters for this distribution\n",
+    "Rfree = 0.02\n",
+    "sigma = 0.2\n",
+    "omega = 0.5\n",
+    "phi   = 0.05"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Define parameters for bivariate normal distribution\n",
+    "mu = np.array([-sigma**2, Rfree + phi - 1.5*sigma**2])  # Mean\n",
+    "cov = np.array([[sigma**2, omega*sigma**2],             # Covariance matrix\n",
+    "                    [omega*sigma**2, (omega**2 + 1)*sigma**2]])\n",
+    "\n",
+    "# Use HARK.distributions.MultivariateNormal to approximate the CDF\n",
+    "mv = MultivariateNormal(mu=mu, Sigma=cov)\n",
+    "approx = mv.discretize(20, method=\"equiprobable\")\n",
+    "Xa, Ya = approx.atoms[0], approx.atoms[1]\n",
+    "\n",
+    "#print(approx.dist_of_func(0))\n",
+    "\n",
+    "# Create a grid for visualization of true CDF\n",
+    "x_min, x_max = np.min(Xa), np.max(Xa)\n",
+    "y_min, y_max = np.min(Ya), np.max(Ya)\n",
+    "x = np.linspace(x_min, x_max, 50)\n",
+    "y = np.linspace(y_min, y_max, 50)\n",
+    "X, Y = np.meshgrid(x, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create multivariate normal distribution\n",
+    "mv_normal = multivariate_normal(mean=mu, cov=cov)\n",
+    "\n",
+    "# Calculate CDF at each grid point\n",
+    "Z = np.zeros_like(X)\n",
+    "Za = np.zeros_like(Xa)\n",
+    "\n",
+    "for i in range(X.shape[0]):\n",
+    "    for j in range(X.shape[1]):\n",
+    "        Z[i, j] = mv_normal.cdf([X[i, j], Y[i, j]])\n",
+    "\n",
+    "# Visualize the approximate grid by placing it onto the CDF's surface\n",
+    "for i in range(len(Xa)-1):\n",
+    "        Za[i] = mv_normal.cdf([Xa[i], Ya[i]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure approximation in Figures/Equiprobable\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a6b440656b5d46e1bb89225baf312969",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(IntSlider(value=50, description='Elevation:', max=90, step=5), IntSlider(value=-60, desc…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create interactive 3D surface plot of the CDF\n",
+    "def plot_3d_cdf(elev=50, azim=-60):\n",
+    "    fig = plt.figure(figsize=(12, 8))\n",
+    "    ax = fig.add_subplot(111, projection='3d')\n",
+    "    \n",
+    "    # Plot the surface\n",
+    "    surf = ax.plot_surface(X, Y, Z, cmap='viridis', alpha=0.5, \n",
+    "                          linewidth=0, antialiased=True, edgecolor='none')\n",
+    "    # Plot the approximation\n",
+    "    scat = ax.scatter3D(Xa, Ya, Za, color='red')\n",
+    "    \n",
+    "    # Add colorbar\n",
+    "    fig.colorbar(surf, ax=ax, shrink=0.5, aspect=20, label='CDF Value')\n",
+    "    \n",
+    "    # Set labels and title\n",
+    "    ax.set_xlabel('X', fontsize=12)\n",
+    "    ax.set_ylabel('Y', fontsize=12)\n",
+    "    ax.set_zlabel('CDF', fontsize=12)\n",
+    "    ax.set_title('\"True\" Bivariate Lognormal CDF With Approximation Points in Red for ω = 0.5', fontsize=14)\n",
+    "    \n",
+    "    # Set viewing angle\n",
+    "    ax.view_init(elev=elev, azim=azim)\n",
+    "    \n",
+    "    plt.tight_layout()\n",
+    "    return(fig)\n",
+    "    \n",
+    "# Display static figure\n",
+    "fig = plot_3d_cdf();\n",
+    "make_figs(\"approximation\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Equiprobable\")\n",
+    "\n",
+    "# Create interactive widget\n",
+    "interact(plot_3d_cdf, \n",
+    "         elev=IntSlider(min=0, max=90, step=5, value=50, description='Elevation:'),\n",
+    "         azim=IntSlider(min=-180, max=180, step=5, value=-60, description='Azimuth:'));"
+   ]
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "formats": "ipynb,py:percent"
+  },
+  "kernelspec": {
+   "display_name": "DemARK",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.18"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autoclose": false,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/Figures/ChangeLiqConstr/cFuncKinky.jpg b/notebooks/Figures/ChangeLiqConstr/cFuncKinky.jpg
new file mode 100644
index 00000000..7a29bcb5
Binary files /dev/null and b/notebooks/Figures/ChangeLiqConstr/cFuncKinky.jpg differ
diff --git a/notebooks/Figures/ChangeLiqConstr/cFuncKinky.pdf b/notebooks/Figures/ChangeLiqConstr/cFuncKinky.pdf
new file mode 100644
index 00000000..990556fa
Binary files /dev/null and b/notebooks/Figures/ChangeLiqConstr/cFuncKinky.pdf differ
diff --git a/notebooks/Figures/ChangeLiqConstr/cFuncKinky.png b/notebooks/Figures/ChangeLiqConstr/cFuncKinky.png
new file mode 100644
index 00000000..5d91fe8c
Binary files /dev/null and b/notebooks/Figures/ChangeLiqConstr/cFuncKinky.png differ
diff --git a/notebooks/Figures/ChangeLiqConstr/cFuncKinky.svg b/notebooks/Figures/ChangeLiqConstr/cFuncKinky.svg
new file mode 100644
index 00000000..8318497f
--- /dev/null
+++ b/notebooks/Figures/ChangeLiqConstr/cFuncKinky.svg
@@ -0,0 +1,964 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m390e91d871" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m390e91d871" x="122.351515" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(119.170265 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m390e91d871" x="197.50303" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1 -->
+      <g transform="translate(194.32178 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m390e91d871" x="272.654545" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 2 -->
+      <g transform="translate(269.473295 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m390e91d871" x="347.806061" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 3 -->
+      <g transform="translate(344.624811 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m390e91d871" x="422.957576" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 4 -->
+      <g transform="translate(419.776326 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m390e91d871" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 5 -->
+      <g transform="translate(494.927841 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Market Resources m -->
+     <g transform="translate(244.435156 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-52" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(440.458984 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(501.982422 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(554.082031 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(615.263672 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(678.642578 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(717.505859 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(772.486328 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(834.009766 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(886.109375 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(917.896484 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m6883559354" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m6883559354" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 373.159219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m6883559354" x="72" y="326.814781" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 330.614) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m6883559354" x="72" y="284.269563" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 288.068782) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m6883559354" x="72" y="241.724344" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 245.523563) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m6883559354" x="72" y="199.179126" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 202.978344) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m6883559354" x="72" y="156.633907" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 160.433126) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m6883559354" x="72" y="114.088688" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 117.887907) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m6883559354" x="72" y="71.54347" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 1.4 -->
+      <g transform="translate(49.096875 75.342689) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- Consumption c -->
+     <g transform="translate(43.017187 255.613125) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(194.384766 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(246.484375 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(309.863281 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(407.275391 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(470.751953 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(509.960938 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(537.744141 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(598.925781 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(662.304688 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(694.091797 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_15">
+    <path d="M 92.290909 369.36 
+L 100.572913 345.916716 
+L 108.854917 322.473433 
+L 117.13692 299.030149 
+L 125.418924 275.586865 
+L 133.700928 253.157707 
+L 141.982931 239.116892 
+L 150.264935 226.990116 
+L 158.546939 216.202908 
+L 166.828942 206.341198 
+L 175.110946 196.896441 
+L 183.39295 188.143929 
+L 191.674954 173.131033 
+L 199.956957 162.82057 
+L 208.238961 157.850362 
+L 216.520965 153.356228 
+L 224.802968 149.126146 
+L 233.084972 145.033304 
+L 241.366976 140.950371 
+L 249.64898 136.770603 
+L 257.930983 132.859352 
+L 266.212987 129.332623 
+L 274.494991 126.095539 
+L 282.776994 123.043449 
+L 291.058998 120.189814 
+L 299.341002 117.42709 
+L 307.623006 114.728422 
+L 315.905009 112.16199 
+L 324.187013 109.624375 
+L 332.469017 107.196187 
+L 340.75102 104.793694 
+L 349.033024 102.495255 
+L 357.315028 100.196817 
+L 365.597032 98.011127 
+L 373.879035 95.82955 
+L 382.161039 93.696026 
+L 390.443043 91.621072 
+L 398.725046 89.546117 
+L 407.00705 87.530527 
+L 415.289054 85.553501 
+L 423.571058 83.576475 
+L 431.853061 81.632931 
+L 440.135065 79.746099 
+L 448.417069 77.859267 
+L 456.699072 75.972435 
+L 464.981076 74.141612 
+L 473.26308 72.338109 
+L 481.545083 70.534607 
+L 489.827087 68.731104 
+L 498.109091 66.96 
+" clip-path="url(#p79bb190286)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p79bb190286">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/ChangeLiqConstr/cFuncTighten.jpg b/notebooks/Figures/ChangeLiqConstr/cFuncTighten.jpg
new file mode 100644
index 00000000..26ca30ce
Binary files /dev/null and b/notebooks/Figures/ChangeLiqConstr/cFuncTighten.jpg differ
diff --git a/notebooks/Figures/ChangeLiqConstr/cFuncTighten.pdf b/notebooks/Figures/ChangeLiqConstr/cFuncTighten.pdf
new file mode 100644
index 00000000..6901253b
Binary files /dev/null and b/notebooks/Figures/ChangeLiqConstr/cFuncTighten.pdf differ
diff --git a/notebooks/Figures/ChangeLiqConstr/cFuncTighten.png b/notebooks/Figures/ChangeLiqConstr/cFuncTighten.png
new file mode 100644
index 00000000..fcd949f1
Binary files /dev/null and b/notebooks/Figures/ChangeLiqConstr/cFuncTighten.png differ
diff --git a/notebooks/Figures/ChangeLiqConstr/cFuncTighten.svg b/notebooks/Figures/ChangeLiqConstr/cFuncTighten.svg
new file mode 100644
index 00000000..27f88f9e
--- /dev/null
+++ b/notebooks/Figures/ChangeLiqConstr/cFuncTighten.svg
@@ -0,0 +1,1015 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m0964cbdd36" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m0964cbdd36" x="122.351515" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(119.170265 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m0964cbdd36" x="197.50303" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1 -->
+      <g transform="translate(194.32178 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m0964cbdd36" x="272.654545" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 2 -->
+      <g transform="translate(269.473295 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m0964cbdd36" x="347.806061" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 3 -->
+      <g transform="translate(344.624811 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m0964cbdd36" x="422.957576" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 4 -->
+      <g transform="translate(419.776326 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m0964cbdd36" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 5 -->
+      <g transform="translate(494.927841 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Market Resources m -->
+     <g transform="translate(244.435156 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-52" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(440.458984 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(501.982422 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(554.082031 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(615.263672 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(678.642578 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(717.505859 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(772.486328 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(834.009766 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(886.109375 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(917.896484 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m5503db5bea" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m5503db5bea" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 373.159219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m5503db5bea" x="72" y="326.814781" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 330.614) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m5503db5bea" x="72" y="284.269563" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 288.068782) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m5503db5bea" x="72" y="241.724344" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 245.523563) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m5503db5bea" x="72" y="199.179126" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 202.978344) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m5503db5bea" x="72" y="156.633907" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 160.433126) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m5503db5bea" x="72" y="114.088688" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 117.887907) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m5503db5bea" x="72" y="71.54347" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 1.4 -->
+      <g transform="translate(49.096875 75.342689) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- Consumption c -->
+     <g transform="translate(43.017187 255.613125) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(194.384766 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(246.484375 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(309.863281 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(407.275391 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(470.751953 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(509.960938 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(537.744141 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(598.925781 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(662.304688 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(694.091797 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_15">
+    <path d="M 92.290909 369.36 
+L 100.572913 345.916716 
+L 108.854917 322.473433 
+L 117.13692 299.030149 
+L 125.418924 275.586865 
+L 133.700928 253.157707 
+L 141.982931 239.116892 
+L 150.264935 226.990116 
+L 158.546939 216.202908 
+L 166.828942 206.341198 
+L 175.110946 196.896441 
+L 183.39295 188.143929 
+L 191.674954 173.131033 
+L 199.956957 162.82057 
+L 208.238961 157.850362 
+L 216.520965 153.356228 
+L 224.802968 149.126146 
+L 233.084972 145.033304 
+L 241.366976 140.950371 
+L 249.64898 136.770603 
+L 257.930983 132.859352 
+L 266.212987 129.332623 
+L 274.494991 126.095539 
+L 282.776994 123.043449 
+L 291.058998 120.189814 
+L 299.341002 117.42709 
+L 307.623006 114.728422 
+L 315.905009 112.16199 
+L 324.187013 109.624375 
+L 332.469017 107.196187 
+L 340.75102 104.793694 
+L 349.033024 102.495255 
+L 357.315028 100.196817 
+L 365.597032 98.011127 
+L 373.879035 95.82955 
+L 382.161039 93.696026 
+L 390.443043 91.621072 
+L 398.725046 89.546117 
+L 407.00705 87.530527 
+L 415.289054 85.553501 
+L 423.571058 83.576475 
+L 431.853061 81.632931 
+L 440.135065 79.746099 
+L 448.417069 77.859267 
+L 456.699072 75.972435 
+L 464.981076 74.141612 
+L 473.26308 72.338109 
+L 481.545083 70.534607 
+L 489.827087 68.731104 
+L 498.109091 66.96 
+" clip-path="url(#p3eca678e6b)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_16">
+    <path d="M 108.854917 365.018651 
+L 117.13692 341.575367 
+L 125.418924 318.132084 
+L 133.700928 294.6888 
+L 141.982931 271.245516 
+L 150.264935 247.802233 
+L 158.546939 228.936215 
+L 166.828942 216.262294 
+L 175.110946 204.666237 
+L 183.39295 194.375975 
+L 191.674954 176.100047 
+L 199.956957 168.429163 
+L 208.238961 162.217425 
+L 216.520965 157.021285 
+L 224.802968 152.187739 
+L 233.084972 147.592369 
+L 241.366976 143.000277 
+L 249.64898 138.547104 
+L 257.930983 134.556904 
+L 266.212987 130.970108 
+L 274.494991 127.65897 
+L 282.776994 124.545634 
+L 291.058998 121.576525 
+L 299.341002 118.713189 
+L 307.623006 115.979385 
+L 315.905009 113.325357 
+L 324.187013 110.725547 
+L 332.469017 108.256746 
+L 340.75102 105.815382 
+L 349.033024 103.47118 
+L 357.315028 101.152945 
+L 365.597032 98.92143 
+L 373.879035 96.690355 
+L 382.161039 94.562386 
+L 390.443043 92.434417 
+L 398.725046 90.354174 
+L 407.00705 88.322336 
+L 415.289054 86.290499 
+L 423.571058 84.317572 
+L 431.853061 82.375303 
+L 440.135065 80.433034 
+L 448.417069 78.526466 
+L 456.699072 76.667618 
+L 464.981076 74.808771 
+L 473.26308 72.949923 
+L 481.545083 71.148254 
+L 489.827087 69.367342 
+L 498.109091 67.586429 
+" clip-path="url(#p3eca678e6b)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p3eca678e6b">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Chinese-Growth/savingsRate.jpg b/notebooks/Figures/Chinese-Growth/savingsRate.jpg
new file mode 100644
index 00000000..5ab6ea8c
Binary files /dev/null and b/notebooks/Figures/Chinese-Growth/savingsRate.jpg differ
diff --git a/notebooks/Figures/Chinese-Growth/savingsRate.pdf b/notebooks/Figures/Chinese-Growth/savingsRate.pdf
new file mode 100644
index 00000000..76bb6c04
Binary files /dev/null and b/notebooks/Figures/Chinese-Growth/savingsRate.pdf differ
diff --git a/notebooks/Figures/Chinese-Growth/savingsRate.png b/notebooks/Figures/Chinese-Growth/savingsRate.png
new file mode 100644
index 00000000..1458d085
Binary files /dev/null and b/notebooks/Figures/Chinese-Growth/savingsRate.png differ
diff --git a/notebooks/Figures/Chinese-Growth/savingsRate.svg b/notebooks/Figures/Chinese-Growth/savingsRate.svg
new file mode 100644
index 00000000..573e459a
--- /dev/null
+++ b/notebooks/Figures/Chinese-Growth/savingsRate.svg
@@ -0,0 +1,1894 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mdc83f865b8" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mdc83f865b8" x="104.663415" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(101.482165 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mdc83f865b8" x="166.525942" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 25 -->
+      <g transform="translate(160.163442 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mdc83f865b8" x="228.38847" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 50 -->
+      <g transform="translate(222.02597 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mdc83f865b8" x="290.250998" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 75 -->
+      <g transform="translate(283.888498 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-37"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mdc83f865b8" x="352.113525" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 100 -->
+      <g transform="translate(342.569775 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mdc83f865b8" x="413.976053" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 125 -->
+      <g transform="translate(404.432303 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mdc83f865b8" x="475.838581" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 150 -->
+      <g transform="translate(466.294831 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Quarters Since Economic Reforms -->
+     <g transform="translate(210.160937 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-51" d="M 2522 4238 
+Q 1834 4238 1429 3725 
+Q 1025 3213 1025 2328 
+Q 1025 1447 1429 934 
+Q 1834 422 2522 422 
+Q 3209 422 3611 934 
+Q 4013 1447 4013 2328 
+Q 4013 3213 3611 3725 
+Q 3209 4238 2522 4238 
+z
+M 3406 84 
+L 4238 -825 
+L 3475 -825 
+L 2784 -78 
+Q 2681 -84 2626 -87 
+Q 2572 -91 2522 -91 
+Q 1538 -91 948 567 
+Q 359 1225 359 2328 
+Q 359 3434 948 4092 
+Q 1538 4750 2522 4750 
+Q 3503 4750 4090 4092 
+Q 4678 3434 4678 2328 
+Q 4678 1516 4351 937 
+Q 4025 359 3406 84 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-45" d="M 628 4666 
+L 3578 4666 
+L 3578 4134 
+L 1259 4134 
+L 1259 2753 
+L 3481 2753 
+L 3481 2222 
+L 1259 2222 
+L 1259 531 
+L 3634 531 
+L 3634 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-51"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(78.710938 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(142.089844 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(203.369141 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(244.482422 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(283.691406 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(345.214844 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(386.328125 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(438.427734 0)"/>
+      <use xlink:href="#DejaVuSans-53" transform="translate(470.214844 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(533.691406 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(561.474609 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(624.853516 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(679.833984 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(741.357422 0)"/>
+      <use xlink:href="#DejaVuSans-45" transform="translate(773.144531 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(836.328125 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(891.308594 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(952.490234 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1015.869141 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(1077.050781 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(1174.462891 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1202.246094 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1257.226562 0)"/>
+      <use xlink:href="#DejaVuSans-52" transform="translate(1289.013672 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1353.996094 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(1415.519531 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1450.724609 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(1511.90625 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(1551.269531 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(1648.681641 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_8">
+      <defs>
+       <path id="mebf9e5dc48" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mebf9e5dc48" x="72" y="332.925033" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- −0.1 -->
+      <g transform="translate(40.717187 336.724251) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mebf9e5dc48" x="72" y="269.794" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 273.593219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#mebf9e5dc48" x="72" y="206.662967" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.1 -->
+      <g transform="translate(49.096875 210.462186) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mebf9e5dc48" x="72" y="143.531934" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 147.331153) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mebf9e5dc48" x="72" y="80.400902" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.3 -->
+      <g transform="translate(49.096875 84.20012) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Natl Saving Rate -->
+     <g transform="translate(34.6375 259.884219) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(74.804688 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(136.083984 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(175.292969 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(203.076172 0)"/>
+      <use xlink:href="#DejaVuSans-53" transform="translate(234.863281 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(298.339844 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(359.619141 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(418.798828 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(446.582031 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(509.960938 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(573.4375 0)"/>
+      <use xlink:href="#DejaVuSans-52" transform="translate(605.224609 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(672.457031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(733.736328 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(772.945312 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 202.313265 
+L 97.239911 202.156866 
+L 102.188914 202.311916 
+L 104.663415 369.36 
+L 112.086918 358.334788 
+L 114.561419 354.49266 
+L 117.03592 351.078701 
+L 126.933925 338.323312 
+L 134.357428 330.247831 
+L 136.831929 327.241339 
+L 141.780931 322.21728 
+L 144.255432 320.141473 
+L 146.729933 317.861543 
+L 149.204435 315.355594 
+L 151.678936 313.267864 
+L 154.153437 311.51991 
+L 156.627938 309.464887 
+L 159.102439 308.043119 
+L 161.57694 306.0619 
+L 164.051441 304.545021 
+L 166.525942 303.284422 
+L 171.474945 300.400008 
+L 173.949446 299.131544 
+L 176.423947 297.668877 
+L 178.898448 295.581249 
+L 181.372949 294.32676 
+L 186.321951 292.454903 
+L 188.796452 291.23131 
+L 193.745455 288.44384 
+L 196.219956 286.764048 
+L 198.694457 286.224147 
+L 201.168958 285.871914 
+L 203.643459 285.223144 
+L 206.11796 284.108794 
+L 208.592461 283.756972 
+L 211.066962 282.169475 
+L 213.541463 282.046629 
+L 216.015965 281.024818 
+L 218.490466 279.878183 
+L 220.964967 279.637301 
+L 223.439468 279.20405 
+L 225.913969 278.614784 
+L 228.38847 277.588995 
+L 230.862971 277.549752 
+L 233.337472 276.292207 
+L 238.286475 275.043362 
+L 240.760976 274.369215 
+L 243.235477 273.980149 
+L 245.709978 272.82504 
+L 248.184479 273.070451 
+L 253.133481 272.13766 
+L 255.607982 271.316205 
+L 258.082483 270.668928 
+L 260.556984 270.924138 
+L 263.031486 270.183838 
+L 265.505987 269.818877 
+L 267.980488 270.306189 
+L 275.403991 270.016026 
+L 277.878492 270.585523 
+L 280.352993 269.694758 
+L 282.827494 270.278186 
+L 287.776497 269.907476 
+L 290.250998 269.673246 
+L 292.725499 269.162864 
+L 295.2 269.108241 
+L 297.674501 268.274699 
+L 300.149002 268.73318 
+L 302.623503 268.73017 
+L 305.098004 267.970443 
+L 307.572506 267.492457 
+L 310.047007 267.590207 
+L 312.521508 266.910918 
+L 314.996009 266.872638 
+L 317.47051 264.979739 
+L 319.945011 266.445541 
+L 322.419512 266.082972 
+L 324.894013 266.871433 
+L 327.368514 267.157022 
+L 329.843016 267.852728 
+L 332.317517 265.725126 
+L 334.792018 265.985112 
+L 337.266519 265.518876 
+L 339.74102 265.577829 
+L 342.215521 264.656429 
+L 344.690022 264.617686 
+L 349.639024 264.383436 
+L 352.113525 263.749459 
+L 354.588027 264.21943 
+L 357.062528 262.960118 
+L 359.537029 263.568272 
+L 362.01153 263.104476 
+L 364.486031 264.017467 
+L 366.960532 263.67342 
+L 369.435033 264.44726 
+L 371.909534 263.589954 
+L 374.384035 262.851961 
+L 379.333038 263.741401 
+L 381.807539 263.467706 
+L 386.756541 261.925436 
+L 389.231042 261.676331 
+L 391.705543 262.508871 
+L 394.180044 260.975155 
+L 396.654545 261.939706 
+L 401.603548 262.013811 
+L 404.078049 262.369192 
+L 406.55255 260.894893 
+L 409.027051 261.6794 
+L 411.501552 262.989053 
+L 413.976053 261.939454 
+L 416.450554 262.564882 
+L 418.925055 262.551123 
+L 421.399557 260.317554 
+L 423.874058 259.93704 
+L 426.348559 261.21019 
+L 428.82306 261.973233 
+L 431.297561 261.150731 
+L 433.772062 262.555449 
+L 436.246563 262.34827 
+L 438.721064 263.073355 
+L 441.195565 263.196379 
+L 443.670067 262.805161 
+L 446.144568 262.77763 
+L 448.619069 263.883352 
+L 451.09357 262.916376 
+L 453.568071 262.570084 
+L 456.042572 262.790526 
+L 458.517073 261.576602 
+L 460.991574 261.47719 
+L 463.466075 262.669768 
+L 465.940576 262.404421 
+L 468.415078 263.094808 
+L 470.889579 261.224971 
+L 473.36408 262.021737 
+L 475.838581 262.290721 
+L 478.313082 262.726844 
+L 480.787583 262.240176 
+L 483.262084 262.227504 
+L 485.736585 260.491003 
+L 490.685588 262.132841 
+L 493.160089 261.40485 
+L 495.63459 261.229475 
+L 498.109091 262.166806 
+L 498.109091 262.166806 
+" clip-path="url(#p3418756b8c)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 201.990788 
+L 94.76541 202.070999 
+L 97.239911 201.846208 
+L 102.188914 201.93026 
+L 104.663415 296.797448 
+L 107.137916 295.036391 
+L 109.612417 292.774392 
+L 117.03592 286.696189 
+L 119.510421 285.125627 
+L 121.984922 283.400106 
+L 124.459424 281.422412 
+L 126.933925 279.603215 
+L 129.408426 277.608045 
+L 134.357428 274.475348 
+L 136.831929 272.888577 
+L 139.30643 271.770728 
+L 141.780931 270.209266 
+L 144.255432 269.262402 
+L 146.729933 267.999678 
+L 149.204435 266.45988 
+L 151.678936 265.400444 
+L 154.153437 264.763959 
+L 156.627938 263.188738 
+L 161.57694 261.379644 
+L 169.000443 258.667428 
+L 171.474945 257.353116 
+L 173.949446 256.520385 
+L 176.423947 255.516643 
+L 178.898448 254.63537 
+L 181.372949 254.314304 
+L 183.84745 253.153681 
+L 186.321951 252.151671 
+L 188.796452 252.011729 
+L 191.270953 251.56776 
+L 193.745455 250.763015 
+L 196.219956 250.094395 
+L 198.694457 249.67449 
+L 201.168958 248.899719 
+L 208.592461 247.598515 
+L 211.066962 247.094338 
+L 213.541463 247.214967 
+L 218.490466 246.302599 
+L 220.964967 245.634718 
+L 223.439468 245.187443 
+L 225.913969 245.053729 
+L 228.38847 244.240004 
+L 230.862971 244.003034 
+L 233.337472 243.457625 
+L 235.811973 243.604428 
+L 238.286475 243.269096 
+L 240.760976 243.501341 
+L 243.235477 242.523937 
+L 245.709978 242.624407 
+L 248.184479 242.562259 
+L 253.133481 241.292486 
+L 255.607982 241.43472 
+L 258.082483 240.906854 
+L 260.556984 240.839933 
+L 263.031486 240.414928 
+L 265.505987 240.208383 
+L 267.980488 239.745625 
+L 280.352993 238.767822 
+L 282.827494 237.98641 
+L 285.301996 238.489338 
+L 287.776497 238.619285 
+L 290.250998 238.081667 
+L 292.725499 237.726925 
+L 297.674501 237.595818 
+L 300.149002 237.389195 
+L 302.623503 237.56414 
+L 305.098004 236.982356 
+L 307.572506 236.592182 
+L 310.047007 236.889288 
+L 312.521508 236.687631 
+L 317.47051 235.86016 
+L 319.945011 235.667291 
+L 322.419512 236.179604 
+L 324.894013 235.469779 
+L 329.843016 235.927919 
+L 332.317517 235.672959 
+L 334.792018 235.907164 
+L 339.74102 235.232013 
+L 342.215521 234.988 
+L 344.690022 234.935055 
+L 347.164523 234.53926 
+L 349.639024 234.810984 
+L 354.588027 234.675175 
+L 357.062528 234.160427 
+L 359.537029 234.200491 
+L 362.01153 234.563305 
+L 364.486031 234.361857 
+L 366.960532 234.498474 
+L 369.435033 233.521274 
+L 371.909534 234.062414 
+L 374.384035 233.910462 
+L 376.858537 234.015711 
+L 381.807539 233.606527 
+L 384.28204 234.348592 
+L 386.756541 234.370495 
+L 389.231042 234.713898 
+L 391.705543 234.730631 
+L 396.654545 233.922802 
+L 399.129047 234.838466 
+L 401.603548 235.285385 
+L 404.078049 234.121518 
+L 406.55255 234.053977 
+L 409.027051 234.793291 
+L 413.976053 234.472869 
+L 416.450554 235.030803 
+L 418.925055 234.819599 
+L 421.399557 231.377184 
+L 423.874058 232.983026 
+L 426.348559 233.906921 
+L 428.82306 234.467422 
+L 431.297561 234.860302 
+L 433.772062 234.665343 
+L 436.246563 234.99297 
+L 438.721064 234.015466 
+L 441.195565 234.424152 
+L 443.670067 233.813991 
+L 446.144568 234.466163 
+L 448.619069 233.614865 
+L 451.09357 232.601808 
+L 453.568071 233.971266 
+L 456.042572 234.066151 
+L 458.517073 233.803908 
+L 460.991574 234.004354 
+L 463.466075 233.230103 
+L 465.940576 232.935912 
+L 468.415078 233.278958 
+L 470.889579 233.958171 
+L 473.36408 234.467355 
+L 475.838581 233.844428 
+L 478.313082 234.590144 
+L 480.787583 233.639662 
+L 483.262084 234.462765 
+L 485.736585 234.387693 
+L 488.211086 234.463084 
+L 490.685588 234.763401 
+L 493.160089 232.945417 
+L 495.63459 233.530735 
+L 498.109091 233.437023 
+L 498.109091 233.437023 
+" clip-path="url(#p3418756b8c)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 92.290909 202.496929 
+L 99.714412 202.317004 
+L 102.188914 202.346577 
+L 104.663415 194.191688 
+L 107.137916 192.792105 
+L 114.561419 191.051248 
+L 117.03592 190.029012 
+L 119.510421 189.354855 
+L 121.984922 188.86568 
+L 124.459424 187.940942 
+L 129.408426 187.175411 
+L 131.882927 186.778244 
+L 136.831929 185.53384 
+L 141.780931 185.155702 
+L 144.255432 184.759343 
+L 149.204435 183.411391 
+L 156.627938 181.76807 
+L 159.102439 181.52588 
+L 161.57694 180.991929 
+L 164.051441 181.111607 
+L 169.000443 179.83449 
+L 171.474945 179.387381 
+L 173.949446 179.295611 
+L 176.423947 178.980358 
+L 181.372949 178.201352 
+L 183.84745 177.845595 
+L 186.321951 177.091697 
+L 188.796452 177.233177 
+L 191.270953 176.941782 
+L 193.745455 176.347084 
+L 196.219956 176.102835 
+L 198.694457 176.172488 
+L 203.643459 174.68028 
+L 206.11796 174.37212 
+L 208.592461 174.377292 
+L 211.066962 173.924263 
+L 213.541463 174.989232 
+L 216.015965 175.444624 
+L 218.490466 174.982687 
+L 220.964967 175.306562 
+L 223.439468 174.591995 
+L 225.913969 174.559088 
+L 228.38847 174.209331 
+L 230.862971 174.214459 
+L 233.337472 174.650176 
+L 235.811973 174.0345 
+L 238.286475 173.655207 
+L 243.235477 173.685603 
+L 245.709978 174.105491 
+L 248.184479 174.115775 
+L 253.133481 173.077274 
+L 258.082483 172.476498 
+L 260.556984 173.001115 
+L 263.031486 173.06275 
+L 265.505987 171.857607 
+L 267.980488 170.903426 
+L 270.454989 170.245413 
+L 272.92949 170.78803 
+L 275.403991 171.172346 
+L 282.827494 171.745403 
+L 285.301996 171.356222 
+L 287.776497 172.458546 
+L 290.250998 171.938887 
+L 292.725499 171.632441 
+L 295.2 171.802107 
+L 297.674501 172.831112 
+L 300.149002 172.953343 
+L 302.623503 172.633865 
+L 305.098004 173.907822 
+L 307.572506 172.523449 
+L 310.047007 172.198784 
+L 312.521508 171.373286 
+L 314.996009 171.645879 
+L 317.47051 169.589079 
+L 319.945011 168.270163 
+L 322.419512 169.014986 
+L 324.894013 169.422223 
+L 327.368514 168.838834 
+L 332.317517 166.823833 
+L 334.792018 169.106462 
+L 339.74102 167.56003 
+L 342.215521 167.159211 
+L 344.690022 168.691967 
+L 347.164523 166.745395 
+L 349.639024 167.499616 
+L 352.113525 170.002896 
+L 354.588027 171.170788 
+L 357.062528 172.537998 
+L 359.537029 171.120573 
+L 362.01153 171.224887 
+L 364.486031 171.1357 
+L 366.960532 170.569806 
+L 369.435033 169.739844 
+L 371.909534 169.466871 
+L 374.384035 170.072072 
+L 376.858537 170.34521 
+L 379.333038 172.562208 
+L 381.807539 172.40636 
+L 384.28204 172.568974 
+L 386.756541 171.661804 
+L 389.231042 169.004262 
+L 391.705543 169.528106 
+L 394.180044 167.124423 
+L 396.654545 167.146812 
+L 399.129047 169.755009 
+L 401.603548 171.207065 
+L 404.078049 171.867227 
+L 406.55255 170.127168 
+L 409.027051 170.98716 
+L 411.501552 170.966687 
+L 413.976053 173.003517 
+L 416.450554 174.071027 
+L 418.925055 174.180657 
+L 421.399557 173.010345 
+L 423.874058 174.429188 
+L 426.348559 173.59396 
+L 428.82306 174.446275 
+L 431.297561 174.10069 
+L 433.772062 171.396598 
+L 436.246563 168.285263 
+L 438.721064 167.624586 
+L 441.195565 171.657022 
+L 443.670067 173.67768 
+L 446.144568 174.500078 
+L 448.619069 177.992187 
+L 451.09357 173.495715 
+L 453.568071 172.735387 
+L 456.042572 172.45919 
+L 460.991574 170.936433 
+L 463.466075 173.318288 
+L 465.940576 175.253486 
+L 468.415078 173.973954 
+L 473.36408 175.567796 
+L 475.838581 175.620831 
+L 478.313082 173.166495 
+L 480.787583 173.529183 
+L 483.262084 174.132884 
+L 485.736585 176.574637 
+L 488.211086 177.320469 
+L 493.160089 176.133668 
+L 495.63459 176.147572 
+L 498.109091 176.400852 
+L 498.109091 176.400852 
+" clip-path="url(#p3418756b8c)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_16">
+    <path d="M 92.290909 202.292668 
+L 99.714412 202.258857 
+L 102.188914 202.099732 
+L 104.663415 101.889522 
+L 107.137916 101.697425 
+L 109.612417 102.716991 
+L 112.086918 103.344513 
+L 114.561419 103.396273 
+L 117.03592 102.889325 
+L 119.510421 104.413328 
+L 121.984922 104.757361 
+L 124.459424 105.252694 
+L 126.933925 104.534199 
+L 129.408426 105.99684 
+L 131.882927 106.627436 
+L 136.831929 106.57653 
+L 139.30643 107.336282 
+L 141.780931 107.290809 
+L 144.255432 108.00331 
+L 149.204435 107.810514 
+L 151.678936 106.913494 
+L 154.153437 107.148049 
+L 156.627938 105.487223 
+L 159.102439 104.573327 
+L 161.57694 106.264556 
+L 164.051441 107.169964 
+L 166.525942 108.2353 
+L 169.000443 111.023591 
+L 171.474945 111.968025 
+L 173.949446 111.880639 
+L 176.423947 112.491351 
+L 178.898448 111.808353 
+L 181.372949 112.208406 
+L 186.321951 109.889807 
+L 188.796452 108.69008 
+L 191.270953 107.719757 
+L 193.745455 110.211363 
+L 196.219956 111.658539 
+L 198.694457 110.191173 
+L 201.168958 109.303383 
+L 203.643459 109.494357 
+L 206.11796 106.135185 
+L 208.592461 106.954734 
+L 211.066962 104.741359 
+L 213.541463 108.254999 
+L 216.015965 112.143397 
+L 218.490466 111.765969 
+L 220.964967 113.023881 
+L 223.439468 112.297894 
+L 225.913969 110.303304 
+L 228.38847 109.701366 
+L 230.862971 109.364759 
+L 233.337472 106.176652 
+L 235.811973 105.6948 
+L 238.286475 106.631104 
+L 240.760976 109.824645 
+L 243.235477 107.396385 
+L 245.709978 111.39904 
+L 248.184479 112.870308 
+L 250.65898 114.126917 
+L 253.133481 112.870014 
+L 255.607982 112.55879 
+L 258.082483 115.216443 
+L 260.556984 122.146567 
+L 263.031486 118.883324 
+L 265.505987 118.85968 
+L 267.980488 120.384319 
+L 270.454989 122.1364 
+L 272.92949 121.620085 
+L 275.403991 120.054778 
+L 277.878492 117.985075 
+L 280.352993 109.067604 
+L 282.827494 114.168424 
+L 285.301996 110.085992 
+L 287.776497 107.02635 
+L 290.250998 100.607873 
+L 292.725499 93.101038 
+L 295.2 90.755166 
+L 297.674501 89.413517 
+L 300.149002 86.275789 
+L 302.623503 78.282888 
+L 305.098004 96.281916 
+L 307.572506 86.146278 
+L 310.047007 83.106615 
+L 312.521508 88.681724 
+L 314.996009 80.15558 
+L 317.47051 89.047142 
+L 319.945011 94.052447 
+L 322.419512 101.54355 
+L 324.894013 103.206883 
+L 327.368514 106.79947 
+L 329.843016 99.657518 
+L 332.317517 97.51425 
+L 334.792018 87.487951 
+L 337.266519 90.609127 
+L 339.74102 100.847002 
+L 342.215521 110.363115 
+L 344.690022 105.480352 
+L 347.164523 104.392639 
+L 349.639024 118.03091 
+L 354.588027 114.18169 
+L 357.062528 98.141039 
+L 359.537029 115.225168 
+L 362.01153 131.2624 
+L 364.486031 131.430934 
+L 366.960532 125.826085 
+L 369.435033 134.673058 
+L 371.909534 139.859087 
+L 374.384035 152.658478 
+L 376.858537 157.35185 
+L 379.333038 148.9191 
+L 381.807539 154.062421 
+L 384.28204 163.309793 
+L 386.756541 154.572614 
+L 389.231042 142.001325 
+L 391.705543 141.134925 
+L 394.180044 157.857697 
+L 396.654545 145.698772 
+L 399.129047 141.450586 
+L 401.603548 148.280336 
+L 404.078049 136.768325 
+L 406.55255 141.44364 
+L 409.027051 134.159311 
+L 411.501552 135.960634 
+L 413.976053 123.527063 
+L 416.450554 134.03989 
+L 418.925055 126.857221 
+L 421.399557 121.411197 
+L 423.874058 111.748093 
+L 426.348559 120.915727 
+L 428.82306 117.000695 
+L 431.297561 111.245348 
+L 433.772062 110.530174 
+L 436.246563 120.542566 
+L 438.721064 137.006277 
+L 441.195565 135.671121 
+L 443.670067 150.716924 
+L 446.144568 157.260222 
+L 448.619069 168.456841 
+L 451.09357 182.850219 
+L 453.568071 164.924885 
+L 456.042572 166.004402 
+L 458.517073 168.76828 
+L 460.991574 164.374346 
+L 463.466075 171.523393 
+L 465.940576 169.861871 
+L 468.415078 167.7094 
+L 470.889579 164.303099 
+L 473.36408 165.145758 
+L 475.838581 159.220271 
+L 478.313082 166.623954 
+L 480.787583 160.25558 
+L 483.262084 162.782911 
+L 485.736585 164.293666 
+L 488.211086 162.009579 
+L 490.685588 153.304321 
+L 493.160089 146.588693 
+L 495.63459 143.977173 
+L 498.109091 133.488613 
+L 498.109091 133.488613 
+" clip-path="url(#p3418756b8c)" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_17">
+    <path d="M 92.290909 202.439086 
+L 94.76541 202.419572 
+L 97.239911 202.236558 
+L 102.188914 202.259871 
+L 104.663415 67.441433 
+L 107.137916 67.061693 
+L 109.612417 66.96 
+L 112.086918 68.472931 
+L 114.561419 69.628035 
+L 117.03592 70.246185 
+L 119.510421 70.448918 
+L 121.984922 70.141849 
+L 124.459424 70.686405 
+L 126.933925 72.776657 
+L 129.408426 74.279467 
+L 131.882927 76.362205 
+L 136.831929 79.252454 
+L 139.30643 78.777658 
+L 141.780931 79.691487 
+L 144.255432 80.363753 
+L 146.729933 80.606009 
+L 149.204435 79.878847 
+L 151.678936 82.204029 
+L 154.153437 83.134831 
+L 156.627938 85.421276 
+L 159.102439 86.031388 
+L 161.57694 88.474837 
+L 164.051441 85.590982 
+L 166.525942 87.21206 
+L 169.000443 89.523368 
+L 171.474945 88.861915 
+L 173.949446 89.29503 
+L 176.423947 91.27099 
+L 178.898448 92.595745 
+L 181.372949 94.777744 
+L 183.84745 93.823127 
+L 186.321951 95.748081 
+L 188.796452 99.334316 
+L 191.270953 95.20064 
+L 193.745455 99.225414 
+L 196.219956 98.644039 
+L 198.694457 96.382539 
+L 201.168958 96.379765 
+L 203.643459 92.393587 
+L 206.11796 94.562074 
+L 208.592461 93.088728 
+L 211.066962 90.182747 
+L 216.015965 91.560718 
+L 218.490466 91.238369 
+L 220.964967 94.786952 
+L 223.439468 92.662195 
+L 225.913969 97.248753 
+L 228.38847 96.479137 
+L 230.862971 100.006811 
+L 233.337472 102.973844 
+L 235.811973 99.496249 
+L 238.286475 96.859625 
+L 240.760976 99.38915 
+L 243.235477 104.837661 
+L 245.709978 102.623801 
+L 248.184479 101.993773 
+L 250.65898 106.121979 
+L 253.133481 103.914427 
+L 255.607982 96.728743 
+L 258.082483 95.83271 
+L 260.556984 87.235046 
+L 263.031486 91.637238 
+L 265.505987 100.055949 
+L 267.980488 104.262683 
+L 270.454989 103.675547 
+L 272.92949 98.433607 
+L 275.403991 104.231677 
+L 277.878492 100.807141 
+L 280.352993 112.152794 
+L 282.827494 113.802644 
+L 285.301996 110.886158 
+L 287.776497 109.240443 
+L 290.250998 112.481306 
+L 292.725499 106.902002 
+L 295.2 109.253533 
+L 297.674501 93.369 
+L 300.149002 84.27752 
+L 302.623503 91.026287 
+L 307.572506 96.023471 
+L 310.047007 105.785303 
+L 312.521508 110.234809 
+L 314.996009 113.855376 
+L 317.47051 119.096821 
+L 319.945011 118.650593 
+L 322.419512 112.11346 
+L 324.894013 131.447217 
+L 327.368514 135.011172 
+L 329.843016 124.345755 
+L 332.317517 120.162332 
+L 334.792018 119.509877 
+L 337.266519 114.31773 
+L 339.74102 106.340111 
+L 342.215521 90.363883 
+L 344.690022 112.206144 
+L 347.164523 115.255957 
+L 349.639024 109.769996 
+L 352.113525 108.745489 
+L 354.588027 110.945915 
+L 357.062528 108.14349 
+L 359.537029 119.786922 
+L 362.01153 124.972887 
+L 364.486031 120.903551 
+L 366.960532 128.754208 
+L 369.435033 125.790754 
+L 371.909534 135.785498 
+L 374.384035 125.654647 
+L 376.858537 127.949977 
+L 379.333038 123.105431 
+L 381.807539 122.693914 
+L 384.28204 115.302921 
+L 386.756541 113.19595 
+L 389.231042 96.060623 
+L 391.705543 90.876433 
+L 394.180044 86.446908 
+L 396.654545 77.572539 
+L 399.129047 92.261818 
+L 401.603548 101.792908 
+L 404.078049 82.890998 
+L 406.55255 79.09528 
+L 409.027051 97.981805 
+L 411.501552 100.047908 
+L 413.976053 101.817376 
+L 416.450554 105.679508 
+L 418.925055 110.6403 
+L 421.399557 107.268933 
+L 423.874058 107.563848 
+L 426.348559 104.79988 
+L 428.82306 98.552127 
+L 431.297561 126.687838 
+L 433.772062 122.477168 
+L 436.246563 119.333488 
+L 438.721064 123.545235 
+L 441.195565 126.541323 
+L 443.670067 133.280576 
+L 446.144568 133.931824 
+L 448.619069 146.670737 
+L 451.09357 154.003119 
+L 453.568071 127.015897 
+L 456.042572 116.771103 
+L 458.517073 115.019842 
+L 460.991574 132.619129 
+L 463.466075 132.328146 
+L 465.940576 122.484307 
+L 468.415078 133.649571 
+L 470.889579 145.393137 
+L 473.36408 124.114901 
+L 475.838581 116.276626 
+L 478.313082 113.511582 
+L 480.787583 137.795487 
+L 483.262084 138.700704 
+L 485.736585 133.99273 
+L 488.211086 141.056431 
+L 490.685588 135.085413 
+L 493.160089 138.592583 
+L 495.63459 137.45258 
+L 498.109091 131.29992 
+L 498.109091 131.29992 
+" clip-path="url(#p3418756b8c)" style="fill: none; stroke: #9467bd; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 74 45.1872 
+L 516.4 45.1872 
+Q 518.4 45.1872 518.4 43.1872 
+L 518.4 0.152825 
+Q 518.4 -1.847175 516.4 -1.847175 
+L 74 -1.847175 
+Q 72 -1.847175 72 0.152825 
+L 72 43.1872 
+Q 72 45.1872 74 45.1872 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_18">
+     <path d="M 76 6.251262 
+L 86 6.251262 
+L 96 6.251262 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_15">
+     <!-- 1.0 x variance -->
+     <g transform="translate(104 9.751262) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-78" d="M 3513 3500 
+L 2247 1797 
+L 3578 0 
+L 2900 0 
+L 1881 1375 
+L 863 0 
+L 184 0 
+L 1544 1831 
+L 300 3500 
+L 978 3500 
+L 1906 2253 
+L 2834 3500 
+L 3513 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-31"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(159.033203 0)"/>
+      <use xlink:href="#DejaVuSans-78" transform="translate(190.820312 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(250 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(281.787109 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(340.966797 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(402.246094 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(443.359375 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(471.142578 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(532.421875 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(595.800781 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(650.78125 0)"/>
+     </g>
+    </g>
+    <g id="line2d_19">
+     <path d="M 76 20.929387 
+L 86 20.929387 
+L 96 20.929387 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_16">
+     <!-- 2.0 x variance -->
+     <g transform="translate(104 24.429387) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-32"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(159.033203 0)"/>
+      <use xlink:href="#DejaVuSans-78" transform="translate(190.820312 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(250 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(281.787109 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(340.966797 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(402.246094 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(443.359375 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(471.142578 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(532.421875 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(595.800781 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(650.78125 0)"/>
+     </g>
+    </g>
+    <g id="line2d_20">
+     <path d="M 76 35.607512 
+L 86 35.607512 
+L 96 35.607512 
+" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_17">
+     <!-- 4.0 x variance -->
+     <g transform="translate(104 39.107512) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-34"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(159.033203 0)"/>
+      <use xlink:href="#DejaVuSans-78" transform="translate(190.820312 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(250 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(281.787109 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(340.966797 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(402.246094 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(443.359375 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(471.142578 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(532.421875 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(595.800781 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(650.78125 0)"/>
+     </g>
+    </g>
+    <g id="line2d_21">
+     <path d="M 408.80625 6.251262 
+L 418.80625 6.251262 
+L 428.80625 6.251262 
+" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_18">
+     <!-- 8.0 x variance -->
+     <g transform="translate(436.80625 9.751262) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-38"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(159.033203 0)"/>
+      <use xlink:href="#DejaVuSans-78" transform="translate(190.820312 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(250 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(281.787109 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(340.966797 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(402.246094 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(443.359375 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(471.142578 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(532.421875 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(595.800781 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(650.78125 0)"/>
+     </g>
+    </g>
+    <g id="line2d_22">
+     <path d="M 408.80625 20.929387 
+L 418.80625 20.929387 
+L 428.80625 20.929387 
+" style="fill: none; stroke: #9467bd; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_19">
+     <!-- 11.0 x variance -->
+     <g transform="translate(436.80625 24.429387) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-31"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(222.65625 0)"/>
+      <use xlink:href="#DejaVuSans-78" transform="translate(254.443359 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(313.623047 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(345.410156 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(404.589844 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(465.869141 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(506.982422 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(534.765625 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(596.044922 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(659.423828 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(714.404297 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p3418756b8c">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/allData.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/allData.jpg
new file mode 100644
index 00000000..465733e1
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/allData.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/allData.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/allData.pdf
new file mode 100644
index 00000000..fe6265a9
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/allData.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/allData.png b/notebooks/Figures/DCEGM-Upper-Envelope/allData.png
new file mode 100644
index 00000000..6d6ca44e
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/allData.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/allData.svg b/notebooks/Figures/DCEGM-Upper-Envelope/allData.svg
new file mode 100644
index 00000000..b7a78b6e
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/allData.svg
@@ -0,0 +1,684 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m8b040b198f" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m8b040b198f" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g transform="translate(84.339347 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m8b040b198f" x="187.77754" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.2 -->
+      <g transform="translate(179.825978 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m8b040b198f" x="283.264171" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.4 -->
+      <g transform="translate(275.312609 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m8b040b198f" x="378.750802" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.6 -->
+      <g transform="translate(370.79924 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m8b040b198f" x="474.237433" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 0.8 -->
+      <g transform="translate(466.285871 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Resources -->
+     <g transform="translate(269.667969 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-52"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(64.982422 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(126.505859 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(178.605469 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(239.787109 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(303.166016 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(342.029297 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(397.009766 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(458.533203 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="m91ab76d54f" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m91ab76d54f" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 373.159219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m91ab76d54f" x="72" y="318.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 322.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m91ab76d54f" x="72" y="268.56" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 272.359219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m91ab76d54f" x="72" y="218.16" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 221.959219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m91ab76d54f" x="72" y="167.76" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 171.559219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m91ab76d54f" x="72" y="117.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 121.159219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m91ab76d54f" x="72" y="66.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 70.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Value -->
+     <g transform="translate(43.017187 231.89125) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-56"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(60.658203 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(121.9375 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(149.720703 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(213.099609 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 111.388235 356.76 
+L 211.649198 344.16 
+L 163.905882 359.28 
+L 140.034225 364.32 
+L 235.520856 318.96 
+L 378.750802 192.96 
+L 331.007487 243.36 
+L 259.392513 318.96 
+L 378.750802 142.56 
+L 450.365775 117.36 
+L 498.109091 66.96 
+" clip-path="url(#p6c180b1e6b)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p6c180b1e6b">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.jpg
new file mode 100644
index 00000000..27d3fa5c
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.pdf
new file mode 100644
index 00000000..24046096
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.png b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.png
new file mode 100644
index 00000000..a63d9077
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.svg b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.svg
new file mode 100644
index 00000000..b76c2380
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillFirstPeriod.svg
@@ -0,0 +1,1195 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m58e1cee271" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m58e1cee271" x="134.665683" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 2 -->
+      <g transform="translate(131.484433 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m58e1cee271" x="220.149902" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 4 -->
+      <g transform="translate(216.968652 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m58e1cee271" x="305.634122" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 6 -->
+      <g transform="translate(302.452872 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m58e1cee271" x="391.118341" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 8 -->
+      <g transform="translate(387.937091 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m58e1cee271" x="476.60256" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 10 -->
+      <g transform="translate(470.24006 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Market resources -->
+     <g transform="translate(252.200781 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(414.339844 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(475.863281 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(527.962891 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(589.144531 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(652.523438 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(691.386719 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(746.367188 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(807.890625 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="m5f50bf7e47" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m5f50bf7e47" x="72" y="371.098886" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 374.898105) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m5f50bf7e47" x="72" y="330.632543" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 334.431762) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m5f50bf7e47" x="72" y="290.1662" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 1.4 -->
+      <g transform="translate(49.096875 293.965419) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m5f50bf7e47" x="72" y="249.699857" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 1.6 -->
+      <g transform="translate(49.096875 253.499076) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m5f50bf7e47" x="72" y="209.233514" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 1.8 -->
+      <g transform="translate(49.096875 213.032733) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m5f50bf7e47" x="72" y="168.767171" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 2.0 -->
+      <g transform="translate(49.096875 172.56639) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m5f50bf7e47" x="72" y="128.300828" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 2.2 -->
+      <g transform="translate(49.096875 132.100047) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m5f50bf7e47" x="72" y="87.834485" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 2.4 -->
+      <g transform="translate(49.096875 91.633704) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 369.36 
+L 93.835964 366.102826 
+L 97.743635 359.775105 
+L 268.289403 87.943536 
+L 237.363526 238.39659 
+L 255.619811 224.99734 
+L 274.821211 211.180897 
+L 293.956303 197.678341 
+L 314.031551 183.782071 
+L 335.041613 169.517378 
+L 355.985573 155.565594 
+L 376.86763 141.906844 
+L 399.671779 127.262889 
+L 422.410588 112.928238 
+L 446.072686 98.279718 
+L 470.653865 83.337248 
+L 495.171148 68.697244 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#p585efc1f14)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 92.290909 369.36 
+L 93.835964 366.102826 
+L 97.743635 359.775105 
+L 249.394038 118.060711 
+L 249.394038 229.537118 
+L 268.289403 215.850139 
+L 286.913895 202.618115 
+L 307.012677 188.610439 
+L 327.045824 174.913469 
+L 348.014448 160.844929 
+L 369.913558 146.428454 
+L 391.747524 132.320355 
+L 413.520343 118.501709 
+L 437.206931 103.737257 
+L 460.829271 89.276942 
+L 485.37166 74.518096 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#p585efc1f14)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_16">
+    <defs>
+     <path id="md4f37255f5" d="M -1.5 3 
+L 0 1.5 
+L 1.5 3 
+L 3 1.5 
+L 1.5 0 
+L 3 -1.5 
+L 1.5 -3 
+L 0 -1.5 
+L -1.5 -3 
+L -3 -1.5 
+L -1.5 0 
+L -3 1.5 
+z
+" style="stroke: #ff0000; stroke-linejoin: miter"/>
+    </defs>
+    <g clip-path="url(#p585efc1f14)">
+     <use xlink:href="#md4f37255f5" x="249.394038" y="118.060711" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: miter"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_15">
+    <!-- Period 1: Consumption function -->
+    <g transform="translate(200.687813 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3a" d="M 750 794 
+L 1409 794 
+L 1409 0 
+L 750 0 
+L 750 794 
+z
+M 750 3309 
+L 1409 3309 
+L 1409 2516 
+L 750 2516 
+L 750 3309 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-50"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(56.677734 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(118.201172 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(159.314453 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(187.097656 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(248.279297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(311.755859 0)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(343.542969 0)"/>
+     <use xlink:href="#DejaVuSans-3a" transform="translate(407.166016 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(440.857422 0)"/>
+     <use xlink:href="#DejaVuSans-43" transform="translate(472.644531 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(542.46875 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(603.650391 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(667.029297 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(719.128906 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(782.507812 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(879.919922 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(943.396484 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(982.605469 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1010.388672 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1071.570312 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1134.949219 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(1166.736328 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(1201.941406 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1265.320312 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(1328.699219 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1383.679688 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1422.888672 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1450.671875 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1511.853516 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 79 103.874375 
+L 190.584375 103.874375 
+Q 192.584375 103.874375 192.584375 101.874375 
+L 192.584375 58.84 
+Q 192.584375 56.84 190.584375 56.84 
+L 79 56.84 
+Q 77 56.84 77 58.84 
+L 77 101.874375 
+Q 77 103.874375 79 103.874375 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_17">
+     <path d="M 81 64.938437 
+L 91 64.938437 
+L 101 64.938437 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_16">
+     <!-- EGM Points -->
+     <g transform="translate(109 68.438437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-45" d="M 628 4666 
+L 3578 4666 
+L 3578 4134 
+L 1259 4134 
+L 1259 2753 
+L 3481 2753 
+L 3481 2222 
+L 1259 2222 
+L 1259 531 
+L 3634 531 
+L 3634 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-47" d="M 3809 666 
+L 3809 1919 
+L 2778 1919 
+L 2778 2438 
+L 4434 2438 
+L 4434 434 
+Q 4069 175 3628 42 
+Q 3188 -91 2688 -91 
+Q 1594 -91 976 548 
+Q 359 1188 359 2328 
+Q 359 3472 976 4111 
+Q 1594 4750 2688 4750 
+Q 3144 4750 3555 4637 
+Q 3966 4525 4313 4306 
+L 4313 3634 
+Q 3963 3931 3569 4081 
+Q 3175 4231 2741 4231 
+Q 1884 4231 1454 3753 
+Q 1025 3275 1025 2328 
+Q 1025 1384 1454 906 
+Q 1884 428 2741 428 
+Q 3075 428 3337 486 
+Q 3600 544 3809 666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-45"/>
+      <use xlink:href="#DejaVuSans-47" transform="translate(63.183594 0)"/>
+      <use xlink:href="#DejaVuSans-4d" transform="translate(140.673828 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(226.953125 0)"/>
+      <use xlink:href="#DejaVuSans-50" transform="translate(258.740234 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(315.417969 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(376.599609 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(404.382812 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(467.761719 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(506.970703 0)"/>
+     </g>
+    </g>
+    <g id="line2d_18">
+     <path d="M 81 79.616562 
+L 91 79.616562 
+L 101 79.616562 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_17">
+     <!-- Upper Envelope -->
+     <g transform="translate(109 83.116562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-55" d="M 556 4666 
+L 1191 4666 
+L 1191 1831 
+Q 1191 1081 1462 751 
+Q 1734 422 2344 422 
+Q 2950 422 3222 751 
+Q 3494 1081 3494 1831 
+L 3494 4666 
+L 4128 4666 
+L 4128 1753 
+Q 4128 841 3676 375 
+Q 3225 -91 2344 -91 
+Q 1459 -91 1007 375 
+Q 556 841 556 1753 
+L 556 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-55"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(73.193359 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(136.669922 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(200.146484 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(261.669922 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(302.783203 0)"/>
+      <use xlink:href="#DejaVuSans-45" transform="translate(334.570312 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(397.753906 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(461.132812 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(520.3125 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(581.835938 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(609.619141 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(670.800781 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(734.277344 0)"/>
+     </g>
+    </g>
+    <g id="line2d_19">
+     <g>
+      <use xlink:href="#md4f37255f5" x="91" y="94.294687" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: miter"/>
+     </g>
+    </g>
+    <g id="text_18">
+     <!-- Secondary Kink -->
+     <g transform="translate(109 97.794687) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-4b" d="M 628 4666 
+L 1259 4666 
+L 1259 2694 
+L 3353 4666 
+L 4166 4666 
+L 1850 2491 
+L 4331 0 
+L 3500 0 
+L 1259 2247 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-53"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(63.476562 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(125 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(179.980469 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(241.162109 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(304.541016 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(368.017578 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(429.296875 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(470.410156 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(529.589844 0)"/>
+      <use xlink:href="#DejaVuSans-4b" transform="translate(561.376953 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(626.953125 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(654.736328 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(718.115234 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p585efc1f14">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.jpg
new file mode 100644
index 00000000..e6fc78ae
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.pdf
new file mode 100644
index 00000000..90d12f4a
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.png b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.png
new file mode 100644
index 00000000..1cb234f6
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.svg b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.svg
new file mode 100644
index 00000000..6bc3c67f
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillSecondPeriod.svg
@@ -0,0 +1,1220 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m93a4e43421" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m93a4e43421" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m93a4e43421" x="159.927273" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2 -->
+      <g transform="translate(156.746023 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m93a4e43421" x="227.563636" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 4 -->
+      <g transform="translate(224.382386 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m93a4e43421" x="295.2" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 6 -->
+      <g transform="translate(292.01875 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m93a4e43421" x="362.836364" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 8 -->
+      <g transform="translate(359.655114 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m93a4e43421" x="430.472727" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 10 -->
+      <g transform="translate(424.110227 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m93a4e43421" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 12 -->
+      <g transform="translate(491.746591 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Market resources -->
+     <g transform="translate(252.200781 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(414.339844 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(475.863281 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(527.962891 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(589.144531 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(652.523438 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(691.386719 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(746.367188 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(807.890625 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_8">
+      <defs>
+       <path id="md4815f48d8" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#md4815f48d8" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0 -->
+      <g transform="translate(58.6375 373.159219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#md4815f48d8" x="72" y="323.070713" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 1 -->
+      <g transform="translate(58.6375 326.869932) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#md4815f48d8" x="72" y="276.781427" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 2 -->
+      <g transform="translate(58.6375 280.580645) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#md4815f48d8" x="72" y="230.49214" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 3 -->
+      <g transform="translate(58.6375 234.291359) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#md4815f48d8" x="72" y="184.202853" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 4 -->
+      <g transform="translate(58.6375 188.002072) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#md4815f48d8" x="72" y="137.913567" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 5 -->
+      <g transform="translate(58.6375 141.712785) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#md4815f48d8" x="72" y="91.62428" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 6 -->
+      <g transform="translate(58.6375 95.423499) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_15">
+    <path d="M 92.290909 369.36 
+L 119.75229 331.771707 
+L 122.803554 329.836324 
+L 152.299111 311.73112 
+L 153.3162 311.232988 
+L 171.623787 306.012097 
+L 190.948462 300.744772 
+L 211.290226 295.436785 
+L 232.649077 290.093188 
+L 255.025017 284.718048 
+L 279.435133 279.084708 
+L 304.862338 273.44368 
+L 332.323718 267.582681 
+L 360.802187 261.730785 
+L 391.314833 255.689421 
+L 423.861654 249.478293 
+L 457.425564 243.298285 
+L 498.109091 235.91616 
+L 498.109091 235.91616 
+" clip-path="url(#p124743fe6e)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_16">
+    <path d="M 92.290909 369.36 
+L 125.854819 323.418753 
+L 126.871907 322.312227 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#p124743fe6e)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_17">
+    <path d="M 92.290909 369.36 
+L 125.854819 323.418753 
+L 126.871907 322.312227 
+L 218.682759 259.160941 
+L 218.682759 293.562115 
+L 240.785783 288.113649 
+L 264.178811 282.578771 
+L 289.606015 276.802015 
+L 316.050308 271.028383 
+L 343.511688 265.257691 
+L 373.007245 259.28736 
+L 404.536979 253.13858 
+L 437.0838 247.017957 
+L 480.818592 239.053563 
+L 498.109091 235.91616 
+L 498.109091 235.91616 
+" clip-path="url(#p124743fe6e)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_18">
+    <defs>
+     <path id="m507006a03a" d="M -1.5 3 
+L 0 1.5 
+L 1.5 3 
+L 3 1.5 
+L 1.5 0 
+L 3 -1.5 
+L 1.5 -3 
+L 0 -1.5 
+L -1.5 -3 
+L -3 -1.5 
+L -1.5 0 
+L -3 1.5 
+z
+" style="stroke: #ff0000; stroke-linejoin: miter"/>
+    </defs>
+    <g clip-path="url(#p124743fe6e)">
+     <use xlink:href="#m507006a03a" x="218.682759" y="259.160941" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: miter"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_16">
+    <!-- Period 2: Consumption Functions -->
+    <g transform="translate(196.553437 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3a" d="M 750 794 
+L 1409 794 
+L 1409 0 
+L 750 0 
+L 750 794 
+z
+M 750 3309 
+L 1409 3309 
+L 1409 2516 
+L 750 2516 
+L 750 3309 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-46" d="M 628 4666 
+L 3309 4666 
+L 3309 4134 
+L 1259 4134 
+L 1259 2759 
+L 3109 2759 
+L 3109 2228 
+L 1259 2228 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-50"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(56.677734 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(118.201172 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(159.314453 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(187.097656 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(248.279297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(311.755859 0)"/>
+     <use xlink:href="#DejaVuSans-32" transform="translate(343.542969 0)"/>
+     <use xlink:href="#DejaVuSans-3a" transform="translate(407.166016 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(440.857422 0)"/>
+     <use xlink:href="#DejaVuSans-43" transform="translate(472.644531 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(542.46875 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(603.650391 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(667.029297 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(719.128906 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(782.507812 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(879.919922 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(943.396484 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(982.605469 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1010.388672 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1071.570312 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1134.949219 0)"/>
+     <use xlink:href="#DejaVuSans-46" transform="translate(1166.736328 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(1218.755859 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1282.134766 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(1345.513672 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1400.494141 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1439.703125 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1467.486328 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1528.667969 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1592.046875 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 79 118.5525 
+L 176.434375 118.5525 
+Q 178.434375 118.5525 178.434375 116.5525 
+L 178.434375 58.84 
+Q 178.434375 56.84 176.434375 56.84 
+L 79 56.84 
+Q 77 56.84 77 58.84 
+L 77 116.5525 
+Q 77 118.5525 79 118.5525 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_19">
+     <path d="M 81 64.938438 
+L 91 64.938438 
+L 101 64.938438 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_17">
+     <!-- Cond. Will -->
+     <g transform="translate(109 68.438438) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-57" d="M 213 4666 
+L 850 4666 
+L 1831 722 
+L 2809 4666 
+L 3519 4666 
+L 4500 722 
+L 5478 4666 
+L 6119 4666 
+L 4947 0 
+L 4153 0 
+L 3169 4050 
+L 2175 0 
+L 1381 0 
+L 213 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(194.384766 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(257.861328 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(289.648438 0)"/>
+      <use xlink:href="#DejaVuSans-57" transform="translate(321.435547 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(418.0625 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(445.845703 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(473.628906 0)"/>
+     </g>
+    </g>
+    <g id="line2d_20">
+     <path d="M 81 79.616563 
+L 91 79.616563 
+L 101 79.616563 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_18">
+     <!-- Cond. No will -->
+     <g transform="translate(109 83.116563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(194.384766 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(257.861328 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(289.648438 0)"/>
+      <use xlink:href="#DejaVuSans-4e" transform="translate(321.435547 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(396.240234 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(457.421875 0)"/>
+      <use xlink:href="#DejaVuSans-77" transform="translate(489.208984 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(570.996094 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(598.779297 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(626.5625 0)"/>
+     </g>
+    </g>
+    <g id="line2d_21">
+     <path d="M 81 94.294688 
+L 91 94.294688 
+L 101 94.294688 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_19">
+     <!-- Uncond. -->
+     <g transform="translate(109 97.794688) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-55" d="M 556 4666 
+L 1191 4666 
+L 1191 1831 
+Q 1191 1081 1462 751 
+Q 1734 422 2344 422 
+Q 2950 422 3222 751 
+Q 3494 1081 3494 1831 
+L 3494 4666 
+L 4128 4666 
+L 4128 1753 
+Q 4128 841 3676 375 
+Q 3225 -91 2344 -91 
+Q 1459 -91 1007 375 
+Q 556 841 556 1753 
+L 556 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-55"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(73.193359 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(136.572266 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(191.552734 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(252.734375 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(316.113281 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(379.589844 0)"/>
+     </g>
+    </g>
+    <g id="line2d_22">
+     <g>
+      <use xlink:href="#m507006a03a" x="91" y="108.972813" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: miter"/>
+     </g>
+    </g>
+    <g id="text_20">
+     <!-- Primary kink -->
+     <g transform="translate(109 112.472813) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-50"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(58.552734 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(99.666016 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(127.449219 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(224.861328 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(286.140625 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(327.253906 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(386.433594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(418.220703 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(476.130859 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(503.914062 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(567.292969 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p124743fe6e">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.jpg
new file mode 100644
index 00000000..c34d6617
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.pdf
new file mode 100644
index 00000000..2305d613
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.png b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.png
new file mode 100644
index 00000000..7dd0680b
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.svg b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.svg
new file mode 100644
index 00000000..0ad3873d
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/cFuncWillThirdPeriod.svg
@@ -0,0 +1,1190 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m9b28f5a66b" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m9b28f5a66b" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m9b28f5a66b" x="173.454545" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2 -->
+      <g transform="translate(170.273295 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m9b28f5a66b" x="254.618182" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 4 -->
+      <g transform="translate(251.436932 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m9b28f5a66b" x="335.781818" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 6 -->
+      <g transform="translate(332.600568 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m9b28f5a66b" x="416.945455" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 8 -->
+      <g transform="translate(413.764205 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m9b28f5a66b" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 10 -->
+      <g transform="translate(491.746591 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Market resources -->
+     <g transform="translate(252.200781 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(414.339844 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(475.863281 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(527.962891 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(589.144531 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(652.523438 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(691.386719 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(746.367188 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(807.890625 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m96fb89035f" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m96fb89035f" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0 -->
+      <g transform="translate(58.6375 373.159219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m96fb89035f" x="72" y="308.88" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 2 -->
+      <g transform="translate(58.6375 312.679219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m96fb89035f" x="72" y="248.4" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 4 -->
+      <g transform="translate(58.6375 252.199219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m96fb89035f" x="72" y="187.92" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 6 -->
+      <g transform="translate(58.6375 191.719219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m96fb89035f" x="72" y="127.44" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 8 -->
+      <g transform="translate(58.6375 131.239219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m96fb89035f" x="72" y="66.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 10 -->
+      <g transform="translate(52.275 70.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 132.872727 339.12 
+L 136.561983 338.212899 
+L 140.25124 337.32306 
+L 143.940496 336.449703 
+L 147.629752 335.591945 
+L 151.319008 334.748979 
+L 155.008264 333.920064 
+L 158.697521 333.104521 
+L 162.386777 332.301722 
+L 166.076033 331.51109 
+L 169.765289 330.732085 
+L 173.454545 329.964211 
+L 177.143802 329.207002 
+L 180.833058 328.460028 
+L 184.522314 327.722883 
+L 188.21157 326.99519 
+L 191.900826 326.276594 
+L 195.590083 325.566762 
+L 199.279339 324.865381 
+L 202.968595 324.172157 
+L 206.657851 323.48681 
+L 210.347107 322.80908 
+L 214.036364 322.138716 
+L 217.72562 321.475485 
+L 221.414876 320.819163 
+L 225.104132 320.169538 
+L 228.793388 319.52641 
+L 232.482645 318.889588 
+L 236.171901 318.258889 
+L 239.861157 317.634141 
+L 243.550413 317.015178 
+L 247.239669 316.401842 
+L 250.928926 315.793983 
+L 254.618182 315.191455 
+L 258.307438 314.594136 
+L 261.996694 314.001877 
+L 265.68595 313.414554 
+L 269.375207 312.832045 
+L 273.064463 312.254234 
+L 276.753719 311.681008 
+L 280.442975 311.11226 
+L 284.132231 310.547887 
+L 287.821488 309.987789 
+L 291.510744 309.431871 
+L 295.2 308.880041 
+L 298.889256 308.332209 
+L 302.578512 307.78829 
+L 306.267769 307.248202 
+L 309.957025 306.711864 
+L 313.646281 306.179199 
+L 317.335537 305.650134 
+L 321.024793 305.124595 
+L 324.71405 304.602514 
+L 328.403306 304.083823 
+L 332.092562 303.568456 
+L 335.781818 303.056352 
+L 339.471074 302.547448 
+L 343.160331 302.041685 
+L 346.849587 301.539007 
+L 350.538843 301.039356 
+L 354.228099 300.542679 
+L 357.917355 300.048924 
+L 361.606612 299.55804 
+L 365.295868 299.069977 
+L 368.985124 298.584687 
+L 372.67438 298.102123 
+L 376.363636 297.62224 
+L 380.052893 297.144994 
+L 383.742149 296.670341 
+L 387.431405 296.19824 
+L 391.120661 295.728651 
+L 394.809917 295.261532 
+L 398.499174 294.796847 
+L 402.18843 294.334557 
+L 405.877686 293.874626 
+L 409.566942 293.417017 
+L 413.256198 292.961697 
+L 416.945455 292.508631 
+L 420.634711 292.05779 
+L 424.323967 291.609139 
+L 428.013223 291.162644 
+L 431.702479 290.718275 
+L 435.391736 290.276002 
+L 439.080992 289.835796 
+L 442.770248 289.397627 
+L 446.459504 288.961469 
+L 450.14876 288.527293 
+L 453.838017 288.095072 
+L 457.527273 287.664781 
+L 461.216529 287.236394 
+L 464.905785 286.809885 
+L 468.595041 286.385231 
+L 472.284298 285.962407 
+L 475.973554 285.54139 
+L 479.66281 285.122157 
+L 483.352066 284.704686 
+L 487.041322 284.288953 
+L 490.730579 283.874939 
+L 494.419835 283.462621 
+L 498.109091 283.051979 
+" clip-path="url(#pcd79eed658)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 369.36 
+L 132.872727 339.12 
+L 136.561983 336.370909 
+L 140.25124 333.621818 
+L 143.940496 330.872727 
+L 147.629752 328.123636 
+L 151.319008 325.374545 
+L 155.008264 322.625455 
+L 158.697521 319.876364 
+L 162.386777 317.127273 
+L 166.076033 314.378182 
+L 169.765289 311.629091 
+L 173.454545 308.88 
+L 177.143802 306.130909 
+L 180.833058 303.381818 
+L 184.522314 300.632727 
+L 188.21157 297.883636 
+L 191.900826 295.134545 
+L 195.590083 292.385455 
+L 199.279339 289.636364 
+L 202.968595 286.887273 
+L 206.657851 284.138182 
+L 210.347107 281.389091 
+L 214.036364 278.64 
+L 217.72562 275.890909 
+L 221.414876 273.141818 
+L 225.104132 270.392727 
+L 228.793388 267.643636 
+L 232.482645 264.894545 
+L 236.171901 262.145455 
+L 239.861157 259.396364 
+L 243.550413 256.647273 
+L 247.239669 253.898182 
+L 250.928926 251.149091 
+L 254.618182 248.4 
+L 258.307438 245.650909 
+L 261.996694 242.901818 
+L 265.68595 240.152727 
+L 269.375207 237.403636 
+L 273.064463 234.654545 
+L 276.753719 231.905455 
+L 280.442975 229.156364 
+L 284.132231 226.407273 
+L 287.821488 223.658182 
+L 291.510744 220.909091 
+L 295.2 218.16 
+L 298.889256 215.410909 
+L 302.578512 212.661818 
+L 306.267769 209.912727 
+L 309.957025 207.163636 
+L 313.646281 204.414545 
+L 317.335537 201.665455 
+L 321.024793 198.916364 
+L 324.71405 196.167273 
+L 328.403306 193.418182 
+L 332.092562 190.669091 
+L 335.781818 187.92 
+L 339.471074 185.170909 
+L 343.160331 182.421818 
+L 346.849587 179.672727 
+L 350.538843 176.923636 
+L 354.228099 174.174545 
+L 357.917355 171.425455 
+L 361.606612 168.676364 
+L 365.295868 165.927273 
+L 368.985124 163.178182 
+L 372.67438 160.429091 
+L 376.363636 157.68 
+L 380.052893 154.930909 
+L 383.742149 152.181818 
+L 387.431405 149.432727 
+L 391.120661 146.683636 
+L 394.809917 143.934545 
+L 398.499174 141.185455 
+L 402.18843 138.436364 
+L 405.877686 135.687273 
+L 409.566942 132.938182 
+L 413.256198 130.189091 
+L 416.945455 127.44 
+L 420.634711 124.690909 
+L 424.323967 121.941818 
+L 428.013223 119.192727 
+L 431.702479 116.443636 
+L 435.391736 113.694545 
+L 439.080992 110.945455 
+L 442.770248 108.196364 
+L 446.459504 105.447273 
+L 450.14876 102.698182 
+L 453.838017 99.949091 
+L 457.527273 97.2 
+L 461.216529 94.450909 
+L 464.905785 91.701818 
+L 468.595041 88.952727 
+L 472.284298 86.203636 
+L 475.973554 83.454545 
+L 479.66281 80.705455 
+L 483.352066 77.956364 
+L 487.041322 75.207273 
+L 490.730579 72.458182 
+L 494.419835 69.709091 
+L 498.109091 66.96 
+" clip-path="url(#pcd79eed658)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_14">
+    <!-- Period 3: Consumption Functions -->
+    <g transform="translate(196.553437 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3a" d="M 750 794 
+L 1409 794 
+L 1409 0 
+L 750 0 
+L 750 794 
+z
+M 750 3309 
+L 1409 3309 
+L 1409 2516 
+L 750 2516 
+L 750 3309 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-46" d="M 628 4666 
+L 3309 4666 
+L 3309 4134 
+L 1259 4134 
+L 1259 2759 
+L 3109 2759 
+L 3109 2228 
+L 1259 2228 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-50"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(56.677734 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(118.201172 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(159.314453 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(187.097656 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(248.279297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(311.755859 0)"/>
+     <use xlink:href="#DejaVuSans-33" transform="translate(343.542969 0)"/>
+     <use xlink:href="#DejaVuSans-3a" transform="translate(407.166016 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(440.857422 0)"/>
+     <use xlink:href="#DejaVuSans-43" transform="translate(472.644531 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(542.46875 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(603.650391 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(667.029297 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(719.128906 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(782.507812 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(879.919922 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(943.396484 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(982.605469 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1010.388672 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1071.570312 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1134.949219 0)"/>
+     <use xlink:href="#DejaVuSans-46" transform="translate(1166.736328 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(1218.755859 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1282.134766 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(1345.513672 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1400.494141 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1439.703125 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1467.486328 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1528.667969 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1592.046875 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 79 89.19625 
+L 145.775 89.19625 
+Q 147.775 89.19625 147.775 87.19625 
+L 147.775 58.84 
+Q 147.775 56.84 145.775 56.84 
+L 79 56.84 
+Q 77 56.84 77 58.84 
+L 77 87.19625 
+Q 77 89.19625 79 89.19625 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_15">
+     <path d="M 81 64.938437 
+L 91 64.938437 
+L 101 64.938437 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_15">
+     <!-- Will -->
+     <g transform="translate(109 68.438437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-57" d="M 213 4666 
+L 850 4666 
+L 1831 722 
+L 2809 4666 
+L 3519 4666 
+L 4500 722 
+L 5478 4666 
+L 6119 4666 
+L 4947 0 
+L 4153 0 
+L 3169 4050 
+L 2175 0 
+L 1381 0 
+L 213 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-57"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(96.626953 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(124.410156 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(152.193359 0)"/>
+     </g>
+    </g>
+    <g id="line2d_16">
+     <path d="M 81 79.616562 
+L 91 79.616562 
+L 101 79.616562 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_16">
+     <!-- No Will -->
+     <g transform="translate(109 83.116562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(74.804688 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(135.986328 0)"/>
+      <use xlink:href="#DejaVuSans-57" transform="translate(167.773438 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(264.400391 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(292.183594 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(319.966797 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pcd79eed658">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.jpg
new file mode 100644
index 00000000..2739c75a
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.pdf
new file mode 100644
index 00000000..bf5d7d84
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.png b/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.png
new file mode 100644
index 00000000..b40e61db
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.svg b/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.svg
new file mode 100644
index 00000000..62642e55
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/decisionRuleWill.svg
@@ -0,0 +1,944 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m677133b48f" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m677133b48f" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m677133b48f" x="159.927273" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2 -->
+      <g transform="translate(156.746023 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m677133b48f" x="227.563636" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 4 -->
+      <g transform="translate(224.382386 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m677133b48f" x="295.2" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 6 -->
+      <g transform="translate(292.01875 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m677133b48f" x="362.836364" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 8 -->
+      <g transform="translate(359.655114 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m677133b48f" x="430.472727" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 10 -->
+      <g transform="translate(424.110227 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m677133b48f" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 12 -->
+      <g transform="translate(491.746591 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Market resources: m -->
+     <g transform="translate(244.057031 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-3a" d="M 750 794 
+L 1409 794 
+L 1409 0 
+L 750 0 
+L 750 794 
+z
+M 750 3309 
+L 1409 3309 
+L 1409 2516 
+L 750 2516 
+L 750 3309 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(414.339844 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(475.863281 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(527.962891 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(589.144531 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(652.523438 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(691.386719 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(746.367188 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(807.890625 0)"/>
+      <use xlink:href="#DejaVuSans-3a" transform="translate(859.990234 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(893.681641 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(925.46875 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_8">
+      <defs>
+       <path id="m50385ce6cb" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m50385ce6cb" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 373.159219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m50385ce6cb" x="72" y="308.88" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 312.679219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m50385ce6cb" x="72" y="248.4" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 252.199219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m50385ce6cb" x="72" y="187.92" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 191.719219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m50385ce6cb" x="72" y="127.44" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 131.239219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m50385ce6cb" x="72" y="66.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 70.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_15">
+     <!-- Write will (1) or not (0) -->
+     <g transform="translate(43.017187 275.030312) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-57" d="M 213 4666 
+L 850 4666 
+L 1831 722 
+L 2809 4666 
+L 3519 4666 
+L 4500 722 
+L 5478 4666 
+L 6119 4666 
+L 4947 0 
+L 4153 0 
+L 3169 4050 
+L 2175 0 
+L 1381 0 
+L 213 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-57"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(94.376953 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(135.490234 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(163.273438 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(202.482422 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(264.005859 0)"/>
+      <use xlink:href="#DejaVuSans-77" transform="translate(295.792969 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(377.580078 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(405.363281 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(433.146484 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(460.929688 0)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(492.716797 0)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(531.730469 0)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(595.353516 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(634.367188 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(666.154297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(727.335938 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(768.449219 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(800.236328 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(863.615234 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(924.796875 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(964.005859 0)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(995.792969 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(1034.806641 0)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(1098.429688 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 369.36 
+L 218.682759 369.36 
+L 218.682759 66.96 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#paa501045e6)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_16">
+    <!-- $w^*(m)$ -->
+    <g transform="translate(275.58 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-Oblique-77" d="M 544 3500 
+L 1113 3500 
+L 1259 684 
+L 2566 3500 
+L 3231 3500 
+L 3425 684 
+L 4666 3500 
+L 5241 3500 
+L 3641 0 
+L 2969 0 
+L 2797 2900 
+L 1459 0 
+L 781 0 
+L 544 3500 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2a" d="M 3009 3897 
+L 1888 3291 
+L 3009 2681 
+L 2828 2375 
+L 1778 3009 
+L 1778 1831 
+L 1422 1831 
+L 1422 3009 
+L 372 2375 
+L 191 2681 
+L 1313 3291 
+L 191 3897 
+L 372 4206 
+L 1422 3572 
+L 1422 4750 
+L 1778 4750 
+L 1778 3572 
+L 2828 4206 
+L 3009 3897 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-Oblique-6d" d="M 5747 2113 
+L 5338 0 
+L 4763 0 
+L 5166 2094 
+Q 5191 2228 5203 2325 
+Q 5216 2422 5216 2491 
+Q 5216 2772 5059 2928 
+Q 4903 3084 4622 3084 
+Q 4203 3084 3875 2770 
+Q 3547 2456 3450 1953 
+L 3066 0 
+L 2491 0 
+L 2900 2094 
+Q 2925 2209 2937 2307 
+Q 2950 2406 2950 2484 
+Q 2950 2769 2794 2926 
+Q 2638 3084 2363 3084 
+Q 1938 3084 1609 2770 
+Q 1281 2456 1184 1953 
+L 800 0 
+L 225 0 
+L 909 3500 
+L 1484 3500 
+L 1375 2956 
+Q 1609 3263 1923 3423 
+Q 2238 3584 2597 3584 
+Q 2978 3584 3223 3384 
+Q 3469 3184 3519 2828 
+Q 3781 3197 4126 3390 
+Q 4472 3584 4856 3584 
+Q 5306 3584 5551 3325 
+Q 5797 3066 5797 2591 
+Q 5797 2488 5784 2364 
+Q 5772 2241 5747 2113 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-Oblique-77" transform="translate(0 0.765625)"/>
+     <use xlink:href="#DejaVuSans-2a" transform="translate(99.890951 39.046875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(151.263021 0.765625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-6d" transform="translate(190.276693 0.765625)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(287.688802 0.765625)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="paa501045e6">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.jpg
new file mode 100644
index 00000000..a12818f9
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.pdf
new file mode 100644
index 00000000..56fc80ac
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.png b/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.png
new file mode 100644
index 00000000..2c659fcf
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.svg b/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.svg
new file mode 100644
index 00000000..7b257f9f
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/gridWillFirstPeriod.svg
@@ -0,0 +1,942 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mb671814f01" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mb671814f01" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mb671814f01" x="143.145318" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 50 -->
+      <g transform="translate(136.782818 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mb671814f01" x="193.999727" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 100 -->
+      <g transform="translate(184.455977 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mb671814f01" x="244.854135" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 150 -->
+      <g transform="translate(235.310385 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mb671814f01" x="295.708544" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 200 -->
+      <g transform="translate(286.164794 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mb671814f01" x="346.562953" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 250 -->
+      <g transform="translate(337.019203 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mb671814f01" x="397.417362" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 300 -->
+      <g transform="translate(387.873612 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mb671814f01" x="448.27177" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 350 -->
+      <g transform="translate(438.72802 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mb671814f01" x="499.126179" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 400 -->
+      <g transform="translate(489.582429 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_10">
+     <!-- Position: i -->
+     <g transform="translate(271.073438 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-3a" d="M 750 794 
+L 1409 794 
+L 1409 0 
+L 750 0 
+L 750 794 
+z
+M 750 3309 
+L 1409 3309 
+L 1409 2516 
+L 750 2516 
+L 750 3309 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-50"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(56.677734 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(117.859375 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(169.958984 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(197.742188 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(236.951172 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(264.734375 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(325.916016 0)"/>
+      <use xlink:href="#DejaVuSans-3a" transform="translate(389.294922 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(422.986328 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(454.773438 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_10">
+      <defs>
+       <path id="m4cd829e214" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m4cd829e214" x="72" y="337.783959" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 2 -->
+      <g transform="translate(58.6375 341.583177) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m4cd829e214" x="72" y="274.084428" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 4 -->
+      <g transform="translate(58.6375 277.883646) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m4cd829e214" x="72" y="210.384897" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 6 -->
+      <g transform="translate(58.6375 214.184115) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m4cd829e214" x="72" y="146.685365" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 8 -->
+      <g transform="translate(58.6375 150.484584) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m4cd829e214" x="72" y="82.985834" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 10 -->
+      <g transform="translate(52.275 86.785053) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- Endogenous grid point: $m_i$ -->
+     <g transform="translate(46.175 283.96) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-45" d="M 628 4666 
+L 3578 4666 
+L 3578 4134 
+L 1259 4134 
+L 1259 2753 
+L 3481 2753 
+L 3481 2222 
+L 1259 2222 
+L 1259 531 
+L 3634 531 
+L 3634 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6d" d="M 5747 2113 
+L 5338 0 
+L 4763 0 
+L 5166 2094 
+Q 5191 2228 5203 2325 
+Q 5216 2422 5216 2491 
+Q 5216 2772 5059 2928 
+Q 4903 3084 4622 3084 
+Q 4203 3084 3875 2770 
+Q 3547 2456 3450 1953 
+L 3066 0 
+L 2491 0 
+L 2900 2094 
+Q 2925 2209 2937 2307 
+Q 2950 2406 2950 2484 
+Q 2950 2769 2794 2926 
+Q 2638 3084 2363 3084 
+Q 1938 3084 1609 2770 
+Q 1281 2456 1184 1953 
+L 800 0 
+L 225 0 
+L 909 3500 
+L 1484 3500 
+L 1375 2956 
+Q 1609 3263 1923 3423 
+Q 2238 3584 2597 3584 
+Q 2978 3584 3223 3384 
+Q 3469 3184 3519 2828 
+Q 3781 3197 4126 3390 
+Q 4472 3584 4856 3584 
+Q 5306 3584 5551 3325 
+Q 5797 3066 5797 2591 
+Q 5797 2488 5784 2364 
+Q 5772 2241 5747 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-69" d="M 1172 4863 
+L 1747 4863 
+L 1606 4134 
+L 1031 4134 
+L 1172 4863 
+z
+M 909 3500 
+L 1484 3500 
+L 800 0 
+L 225 0 
+L 909 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-45" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(63.183594 0.015625)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(126.5625 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(190.039062 0.015625)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(251.220703 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(314.697266 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(376.220703 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(439.599609 0.015625)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(500.78125 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(564.160156 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(616.259766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(648.046875 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(711.523438 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(752.636719 0.015625)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(780.419922 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(843.896484 0.015625)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(875.683594 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(939.160156 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(1000.341797 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(1028.125 0.015625)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(1091.503906 0.015625)"/>
+      <use xlink:href="#DejaVuSans-3a" transform="translate(1130.712891 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1164.404297 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6d" transform="translate(1196.191406 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-69" transform="translate(1293.603516 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_15">
+    <path d="M 92.290909 369.36 
+L 94.325085 367.222357 
+L 230.614901 238.212735 
+L 231.631989 261.257502 
+L 275.366781 228.837588 
+L 323.169925 193.684589 
+L 374.024334 156.564584 
+L 429.964183 116.015057 
+L 488.955297 73.529669 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#p27c0631874)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_17">
+    <!-- Endogenous gridpoints -->
+    <g transform="translate(226.137187 45.84) scale(0.12 -0.12)">
+     <use xlink:href="#DejaVuSans-45"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(63.183594 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(126.5625 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(190.039062 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(251.220703 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(314.697266 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(376.220703 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(439.599609 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(500.78125 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(564.160156 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(616.259766 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(648.046875 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(711.523438 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(752.636719 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(780.419922 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(843.896484 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(907.373047 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(968.554688 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(996.337891 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1059.716797 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1098.925781 0)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p27c0631874">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.jpg
new file mode 100644
index 00000000..86c89c2c
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.pdf
new file mode 100644
index 00000000..68bea470
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.png b/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.png
new file mode 100644
index 00000000..3f06eb68
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.svg b/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.svg
new file mode 100644
index 00000000..cfe25b8f
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/nonDecreasing.svg
@@ -0,0 +1,799 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mc7ba5c58f4" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mc7ba5c58f4" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g transform="translate(84.339347 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mc7ba5c58f4" x="187.77754" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.2 -->
+      <g transform="translate(179.825978 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mc7ba5c58f4" x="283.264171" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.4 -->
+      <g transform="translate(275.312609 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mc7ba5c58f4" x="378.750802" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.6 -->
+      <g transform="translate(370.79924 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mc7ba5c58f4" x="474.237433" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 0.8 -->
+      <g transform="translate(466.285871 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- resources -->
+     <g transform="translate(270.974219 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-72"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(38.863281 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(100.386719 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(152.486328 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(213.667969 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(277.046875 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(315.910156 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(370.890625 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(432.414062 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="mf3e6ebb906" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mf3e6ebb906" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 373.159219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mf3e6ebb906" x="72" y="318.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 322.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mf3e6ebb906" x="72" y="268.56" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 272.359219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mf3e6ebb906" x="72" y="218.16" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 221.959219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#mf3e6ebb906" x="72" y="167.76" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 171.559219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mf3e6ebb906" x="72" y="117.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 121.159219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mf3e6ebb906" x="72" y="66.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 70.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- transformed values -->
+     <g transform="translate(43.017187 266.773281) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-74"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(39.208984 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(80.322266 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(141.601562 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(204.980469 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(257.080078 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(292.285156 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(353.466797 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(392.830078 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(490.242188 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(551.765625 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(615.242188 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(647.029297 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(706.208984 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(767.488281 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(795.271484 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(858.650391 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(920.173828 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 111.388235 356.76 
+L 211.649198 344.16 
+" clip-path="url(#pfd55a48f46)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 163.905882 359.28 
+" clip-path="url(#pfd55a48f46)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 140.034225 364.32 
+L 235.520856 318.96 
+L 378.750802 192.96 
+" clip-path="url(#pfd55a48f46)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_16">
+    <path d="M 331.007487 243.36 
+" clip-path="url(#pfd55a48f46)" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_17">
+    <path d="M 259.392513 318.96 
+L 378.750802 142.56 
+L 450.365775 117.36 
+L 498.109091 66.96 
+" clip-path="url(#pfd55a48f46)" style="fill: none; stroke: #9467bd; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pfd55a48f46">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.jpg
new file mode 100644
index 00000000..53589334
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.pdf
new file mode 100644
index 00000000..e1a8853e
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.png b/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.png
new file mode 100644
index 00000000..87fbb049
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.svg b/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.svg
new file mode 100644
index 00000000..150f7d71
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/upperEnvelopeDots.svg
@@ -0,0 +1,831 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="me5dc8a7e5c" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#me5dc8a7e5c" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g transform="translate(84.339347 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#me5dc8a7e5c" x="187.77754" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.2 -->
+      <g transform="translate(179.825978 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#me5dc8a7e5c" x="283.264171" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.4 -->
+      <g transform="translate(275.312609 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#me5dc8a7e5c" x="378.750802" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.6 -->
+      <g transform="translate(370.79924 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#me5dc8a7e5c" x="474.237433" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 0.8 -->
+      <g transform="translate(466.285871 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- resources -->
+     <g transform="translate(270.974219 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-72"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(38.863281 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(100.386719 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(152.486328 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(213.667969 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(277.046875 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(315.910156 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(370.890625 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(432.414062 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="m85f38c3ab1" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m85f38c3ab1" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 373.159219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m85f38c3ab1" x="72" y="318.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 322.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m85f38c3ab1" x="72" y="268.56" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 272.359219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m85f38c3ab1" x="72" y="218.16" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 221.959219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m85f38c3ab1" x="72" y="167.76" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 171.559219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m85f38c3ab1" x="72" y="117.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 121.159219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m85f38c3ab1" x="72" y="66.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 70.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- transformed values -->
+     <g transform="translate(43.017187 266.773281) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-74"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(39.208984 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(80.322266 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(141.601562 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(204.980469 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(257.080078 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(292.285156 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(353.466797 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(392.830078 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(490.242188 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(551.765625 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(615.242188 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(647.029297 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(706.208984 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(767.488281 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(795.271484 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(858.650391 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(920.173828 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 111.388235 356.76 
+L 211.649198 344.16 
+" clip-path="url(#p72932be591)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 163.905882 359.28 
+" clip-path="url(#p72932be591)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 140.034225 364.32 
+L 235.520856 318.96 
+L 378.750802 192.96 
+" clip-path="url(#p72932be591)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_16">
+    <path d="M 331.007487 243.36 
+" clip-path="url(#p72932be591)" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_17">
+    <path d="M 259.392513 318.96 
+L 378.750802 142.56 
+L 450.365775 117.36 
+L 498.109091 66.96 
+" clip-path="url(#p72932be591)" style="fill: none; stroke: #9467bd; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_18">
+    <defs>
+     <path id="m782b3a6305" d="M 0 1.5 
+C 0.397805 1.5 0.77937 1.341951 1.06066 1.06066 
+C 1.341951 0.77937 1.5 0.397805 1.5 0 
+C 1.5 -0.397805 1.341951 -0.77937 1.06066 -1.06066 
+C 0.77937 -1.341951 0.397805 -1.5 0 -1.5 
+C -0.397805 -1.5 -0.77937 -1.341951 -1.06066 -1.06066 
+C -1.341951 -0.77937 -1.5 -0.397805 -1.5 0 
+C -1.5 0.397805 -1.341951 0.77937 -1.06066 1.06066 
+C -0.77937 1.341951 -0.397805 1.5 0 1.5 
+z
+" style="stroke: #000000"/>
+    </defs>
+    <g clip-path="url(#p72932be591)">
+     <use xlink:href="#m782b3a6305" x="92.290909" y="369.36" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="111.388235" y="356.76" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="140.034225" y="353.16" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="163.905882" y="350.16" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="171.977594" y="349.145612" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="171.977594" y="349.145612" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="211.649198" y="330.3" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="235.520856" y="318.96" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="259.392513" y="297.96" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="294.497892" y="267.077647" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="294.497892" y="267.077647" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="331.007487" y="213.12" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="378.750802" y="142.56" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="450.365775" y="117.36" style="stroke: #000000"/>
+     <use xlink:href="#m782b3a6305" x="498.109091" y="66.96" style="stroke: #000000"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p72932be591">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.jpg
new file mode 100644
index 00000000..9eb83e36
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.pdf
new file mode 100644
index 00000000..3253eea2
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.png b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.png
new file mode 100644
index 00000000..a07594e3
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.svg b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.svg
new file mode 100644
index 00000000..ae79a83b
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncGridWillFirstPeriod.svg
@@ -0,0 +1,1051 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mcea5b4d5de" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mcea5b4d5de" x="134.665683" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 2 -->
+      <g transform="translate(131.484433 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mcea5b4d5de" x="220.149902" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 4 -->
+      <g transform="translate(216.968652 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mcea5b4d5de" x="305.634122" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 6 -->
+      <g transform="translate(302.452872 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mcea5b4d5de" x="391.118341" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 8 -->
+      <g transform="translate(387.937091 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mcea5b4d5de" x="476.60256" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 10 -->
+      <g transform="translate(470.24006 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Market resources: m -->
+     <g transform="translate(244.057031 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-3a" d="M 750 794 
+L 1409 794 
+L 1409 0 
+L 750 0 
+L 750 794 
+z
+M 750 3309 
+L 1409 3309 
+L 1409 2516 
+L 750 2516 
+L 750 3309 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(414.339844 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(475.863281 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(527.962891 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(589.144531 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(652.523438 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(691.386719 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(746.367188 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(807.890625 0)"/>
+      <use xlink:href="#DejaVuSans-3a" transform="translate(859.990234 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(893.681641 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(925.46875 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="m9935fdbfcc" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m9935fdbfcc" x="72" y="376.312371" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- −3.0 -->
+      <g transform="translate(40.717187 380.111589) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m9935fdbfcc" x="72" y="325.253136" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- −2.5 -->
+      <g transform="translate(40.717187 329.052355) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m9935fdbfcc" x="72" y="274.193902" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- −2.0 -->
+      <g transform="translate(40.717187 277.993121) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m9935fdbfcc" x="72" y="223.134668" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- −1.5 -->
+      <g transform="translate(40.717187 226.933886) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m9935fdbfcc" x="72" y="172.075433" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- −1.0 -->
+      <g transform="translate(40.717187 175.874652) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m9935fdbfcc" x="72" y="121.016199" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- −0.5 -->
+      <g transform="translate(40.717187 124.815418) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m9935fdbfcc" x="72" y="69.956964" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 73.756183) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Value function -->
+     <g transform="translate(34.6375 253.904531) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-56"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(60.658203 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(121.9375 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(149.720703 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(213.099609 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(274.623047 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(306.410156 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(341.615234 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(404.994141 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(468.373047 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(523.353516 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(562.5625 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(590.345703 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(651.527344 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 96.451621 359.970165 
+L 100.327661 351.746901 
+L 104.203702 343.969551 
+L 108.079742 336.617649 
+L 111.955782 329.642032 
+L 117.123836 320.896901 
+L 120.999876 314.714152 
+L 126.167929 306.926398 
+L 131.335983 299.624263 
+L 136.504037 292.754283 
+L 141.67209 286.282969 
+L 146.840144 280.181149 
+L 152.008197 274.410401 
+L 157.176251 268.947892 
+L 162.344305 263.772955 
+L 167.512358 258.857331 
+L 173.972425 253.052645 
+L 180.432492 247.595427 
+L 186.892559 242.45395 
+L 193.352626 237.60287 
+L 199.812693 233.01629 
+L 206.27276 228.672804 
+L 214.02484 223.757605 
+L 221.776921 219.13769 
+L 229.529001 214.787228 
+L 237.281082 210.683312 
+L 246.325175 206.180515 
+L 255.369269 201.956106 
+L 264.413363 197.985353 
+L 268.289403 196.356631 
+L 237.363526 214.928253 
+L 246.499898 207.124751 
+L 255.619811 199.634659 
+L 264.72376 192.436637 
+L 274.821211 184.757806 
+L 284.900347 177.391348 
+L 294.961607 170.314504 
+L 305.005919 163.509105 
+L 316.035458 156.313931 
+L 327.045824 149.403548 
+L 338.037539 142.757851 
+L 350.008081 135.789708 
+L 361.958004 129.095218 
+L 374.881403 122.130274 
+L 387.782366 115.443049 
+L 400.661757 109.014627 
+L 414.508585 102.360943 
+L 428.332202 95.967411 
+L 443.118394 89.385601 
+L 457.879864 83.062262 
+L 472.617603 76.979703 
+L 488.312543 70.7387 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#p9a2df76393)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_15">
+    <!-- Value function at grid points -->
+    <g transform="translate(210.377813 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-56"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(60.658203 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(121.9375 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(149.720703 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(213.099609 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(274.623047 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(306.410156 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(341.615234 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(404.994141 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(468.373047 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(523.353516 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(562.5625 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(590.345703 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(651.527344 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(714.90625 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(746.693359 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(807.972656 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(847.181641 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(878.96875 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(942.445312 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(983.558594 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(1011.341797 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1074.818359 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(1106.605469 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1170.082031 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1231.263672 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1259.046875 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1322.425781 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1361.634766 0)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p9a2df76393">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.jpg
new file mode 100644
index 00000000..a0a78391
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.pdf
new file mode 100644
index 00000000..a2a8bf55
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.png b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.png
new file mode 100644
index 00000000..e8052679
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.svg b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.svg
new file mode 100644
index 00000000..960febbf
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillFirstPeriod.svg
@@ -0,0 +1,1262 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mb2ef851fbc" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mb2ef851fbc" x="134.665683" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 2 -->
+      <g transform="translate(131.484433 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mb2ef851fbc" x="220.149902" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 4 -->
+      <g transform="translate(216.968652 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mb2ef851fbc" x="305.634122" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 6 -->
+      <g transform="translate(302.452872 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mb2ef851fbc" x="391.118341" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 8 -->
+      <g transform="translate(387.937091 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mb2ef851fbc" x="476.60256" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 10 -->
+      <g transform="translate(470.24006 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Market resources -->
+     <g transform="translate(252.200781 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(414.339844 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(475.863281 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(527.962891 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(589.144531 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(652.523438 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(691.386719 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(746.367188 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(807.890625 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="mc5270f75c8" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mc5270f75c8" x="72" y="376.312371" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- −3.0 -->
+      <g transform="translate(40.717187 380.111589) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mc5270f75c8" x="72" y="325.253136" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- −2.5 -->
+      <g transform="translate(40.717187 329.052355) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mc5270f75c8" x="72" y="274.193902" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- −2.0 -->
+      <g transform="translate(40.717187 277.993121) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mc5270f75c8" x="72" y="223.134668" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- −1.5 -->
+      <g transform="translate(40.717187 226.933886) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#mc5270f75c8" x="72" y="172.075433" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- −1.0 -->
+      <g transform="translate(40.717187 175.874652) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mc5270f75c8" x="72" y="121.016199" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- −0.5 -->
+      <g transform="translate(40.717187 124.815418) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mc5270f75c8" x="72" y="69.956964" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 73.756183) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 96.451621 359.970165 
+L 100.327661 351.746901 
+L 104.203702 343.969551 
+L 108.079742 336.617649 
+L 111.955782 329.642032 
+L 117.123836 320.896901 
+L 120.999876 314.714152 
+L 126.167929 306.926398 
+L 131.335983 299.624263 
+L 136.504037 292.754283 
+L 141.67209 286.282969 
+L 146.840144 280.181149 
+L 152.008197 274.410401 
+L 157.176251 268.947892 
+L 162.344305 263.772955 
+L 167.512358 258.857331 
+L 173.972425 253.052645 
+L 180.432492 247.595427 
+L 186.892559 242.45395 
+L 193.352626 237.60287 
+L 199.812693 233.01629 
+L 206.27276 228.672804 
+L 214.02484 223.757605 
+L 221.776921 219.13769 
+L 229.529001 214.787228 
+L 237.281082 210.683312 
+L 246.325175 206.180515 
+L 255.369269 201.956106 
+L 264.413363 197.985353 
+L 268.289403 196.356631 
+L 237.363526 214.928253 
+L 246.499898 207.124751 
+L 255.619811 199.634659 
+L 264.72376 192.436637 
+L 274.821211 184.757806 
+L 284.900347 177.391348 
+L 294.961607 170.314504 
+L 305.005919 163.509105 
+L 316.035458 156.313931 
+L 327.045824 149.403548 
+L 338.037539 142.757851 
+L 350.008081 135.789708 
+L 361.958004 129.095218 
+L 374.881403 122.130274 
+L 387.782366 115.443049 
+L 400.661757 109.014627 
+L 414.508585 102.360943 
+L 428.332202 95.967411 
+L 443.118394 89.385601 
+L 457.879864 83.062262 
+L 472.617603 76.979703 
+L 488.312543 70.7387 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#p18f00335f2)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 369.36 
+L 96.451621 359.970165 
+L 100.327661 351.746901 
+L 104.203702 343.969551 
+L 108.079742 336.617649 
+L 111.955782 329.642032 
+L 117.123836 320.896901 
+L 120.999876 314.714152 
+L 126.167929 306.926398 
+L 131.335983 299.624263 
+L 136.504037 292.754283 
+L 141.67209 286.282969 
+L 146.840144 280.181149 
+L 152.008197 274.410401 
+L 157.176251 268.947892 
+L 162.344305 263.772955 
+L 167.512358 258.857331 
+L 173.972425 253.052645 
+L 180.432492 247.595427 
+L 186.892559 242.45395 
+L 193.352626 237.60287 
+L 199.812693 233.01629 
+L 206.27276 228.672804 
+L 214.02484 223.757605 
+L 221.776921 219.13769 
+L 229.529001 214.787228 
+L 237.363526 210.641014 
+L 246.325175 206.180515 
+L 249.541705 204.594353 
+L 258.656227 197.203952 
+L 267.754962 190.098853 
+L 276.83843 183.25998 
+L 286.913895 175.953055 
+L 296.971809 168.932462 
+L 307.012677 162.178475 
+L 318.03877 155.037043 
+L 329.04566 148.176019 
+L 340.034122 141.576726 
+L 352.001132 134.65546 
+L 363.947713 128.004751 
+L 375.874575 121.606192 
+L 388.77384 114.939603 
+L 401.651605 108.530377 
+L 415.496743 101.895852 
+L 429.318739 95.520177 
+L 444.103221 88.956128 
+L 458.863091 82.649384 
+L 474.580823 76.185871 
+L 490.272631 69.975675 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#p18f00335f2)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_15">
+    <defs>
+     <path id="ma1115779d5" d="M -1.5 3 
+L 0 1.5 
+L 1.5 3 
+L 3 1.5 
+L 1.5 0 
+L 3 -1.5 
+L 1.5 -3 
+L 0 -1.5 
+L -1.5 -3 
+L -3 -1.5 
+L -1.5 0 
+L -3 1.5 
+z
+" style="stroke: #ff0000; stroke-linejoin: miter"/>
+    </defs>
+    <g clip-path="url(#p18f00335f2)">
+     <use xlink:href="#ma1115779d5" x="249.394038" y="204.716333" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: miter"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_14">
+    <!-- Period 1: Value function -->
+    <g transform="translate(223.948125 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3a" d="M 750 794 
+L 1409 794 
+L 1409 0 
+L 750 0 
+L 750 794 
+z
+M 750 3309 
+L 1409 3309 
+L 1409 2516 
+L 750 2516 
+L 750 3309 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-50"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(56.677734 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(118.201172 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(159.314453 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(187.097656 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(248.279297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(311.755859 0)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(343.542969 0)"/>
+     <use xlink:href="#DejaVuSans-3a" transform="translate(407.166016 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(440.857422 0)"/>
+     <use xlink:href="#DejaVuSans-56" transform="translate(472.644531 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(533.302734 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(594.582031 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(622.365234 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(685.744141 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(747.267578 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(779.054688 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(814.259766 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(877.638672 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(941.017578 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(995.998047 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1035.207031 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1062.990234 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1124.171875 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 79 103.874375 
+L 190.584375 103.874375 
+Q 192.584375 103.874375 192.584375 101.874375 
+L 192.584375 58.84 
+Q 192.584375 56.84 190.584375 56.84 
+L 79 56.84 
+Q 77 56.84 77 58.84 
+L 77 101.874375 
+Q 77 103.874375 79 103.874375 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_16">
+     <path d="M 81 64.938437 
+L 91 64.938437 
+L 101 64.938437 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_15">
+     <!-- EGM Points -->
+     <g transform="translate(109 68.438437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-45" d="M 628 4666 
+L 3578 4666 
+L 3578 4134 
+L 1259 4134 
+L 1259 2753 
+L 3481 2753 
+L 3481 2222 
+L 1259 2222 
+L 1259 531 
+L 3634 531 
+L 3634 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-47" d="M 3809 666 
+L 3809 1919 
+L 2778 1919 
+L 2778 2438 
+L 4434 2438 
+L 4434 434 
+Q 4069 175 3628 42 
+Q 3188 -91 2688 -91 
+Q 1594 -91 976 548 
+Q 359 1188 359 2328 
+Q 359 3472 976 4111 
+Q 1594 4750 2688 4750 
+Q 3144 4750 3555 4637 
+Q 3966 4525 4313 4306 
+L 4313 3634 
+Q 3963 3931 3569 4081 
+Q 3175 4231 2741 4231 
+Q 1884 4231 1454 3753 
+Q 1025 3275 1025 2328 
+Q 1025 1384 1454 906 
+Q 1884 428 2741 428 
+Q 3075 428 3337 486 
+Q 3600 544 3809 666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-45"/>
+      <use xlink:href="#DejaVuSans-47" transform="translate(63.183594 0)"/>
+      <use xlink:href="#DejaVuSans-4d" transform="translate(140.673828 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(226.953125 0)"/>
+      <use xlink:href="#DejaVuSans-50" transform="translate(258.740234 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(315.417969 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(376.599609 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(404.382812 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(467.761719 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(506.970703 0)"/>
+     </g>
+    </g>
+    <g id="line2d_17">
+     <path d="M 81 79.616562 
+L 91 79.616562 
+L 101 79.616562 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_16">
+     <!-- Upper Envelope -->
+     <g transform="translate(109 83.116562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-55" d="M 556 4666 
+L 1191 4666 
+L 1191 1831 
+Q 1191 1081 1462 751 
+Q 1734 422 2344 422 
+Q 2950 422 3222 751 
+Q 3494 1081 3494 1831 
+L 3494 4666 
+L 4128 4666 
+L 4128 1753 
+Q 4128 841 3676 375 
+Q 3225 -91 2344 -91 
+Q 1459 -91 1007 375 
+Q 556 841 556 1753 
+L 556 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-55"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(73.193359 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(136.669922 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(200.146484 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(261.669922 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(302.783203 0)"/>
+      <use xlink:href="#DejaVuSans-45" transform="translate(334.570312 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(397.753906 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(461.132812 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(520.3125 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(581.835938 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(609.619141 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(670.800781 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(734.277344 0)"/>
+     </g>
+    </g>
+    <g id="line2d_18">
+     <g>
+      <use xlink:href="#ma1115779d5" x="91" y="94.294687" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: miter"/>
+     </g>
+    </g>
+    <g id="text_17">
+     <!-- Crossings -->
+     <g transform="translate(109 97.794687) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(108.6875 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(169.869141 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(221.96875 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(274.068359 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(301.851562 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(365.230469 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(428.707031 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p18f00335f2">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.jpg
new file mode 100644
index 00000000..da991904
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.pdf
new file mode 100644
index 00000000..59d8c208
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.png b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.png
new file mode 100644
index 00000000..80228e10
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.svg b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.svg
new file mode 100644
index 00000000..3eaca0f1
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillSecondPeriod.svg
@@ -0,0 +1,1373 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mf6b0a07f82" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mf6b0a07f82" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mf6b0a07f82" x="159.927273" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2 -->
+      <g transform="translate(156.746023 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mf6b0a07f82" x="227.563636" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 4 -->
+      <g transform="translate(224.382386 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mf6b0a07f82" x="295.2" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 6 -->
+      <g transform="translate(292.01875 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mf6b0a07f82" x="362.836364" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 8 -->
+      <g transform="translate(359.655114 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mf6b0a07f82" x="430.472727" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 10 -->
+      <g transform="translate(424.110227 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mf6b0a07f82" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 12 -->
+      <g transform="translate(491.746591 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Market resources -->
+     <g transform="translate(252.200781 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(414.339844 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(475.863281 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(527.962891 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(589.144531 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(652.523438 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(691.386719 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(746.367188 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(807.890625 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_8">
+      <defs>
+       <path id="m23c309c8a9" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m23c309c8a9" x="72" y="382.99021" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- −7 -->
+      <g transform="translate(50.257812 386.789429) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m23c309c8a9" x="72" y="342.749117" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- −6 -->
+      <g transform="translate(50.257812 346.548336) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m23c309c8a9" x="72" y="302.508024" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- −5 -->
+      <g transform="translate(50.257812 306.307243) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m23c309c8a9" x="72" y="262.266932" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- −4 -->
+      <g transform="translate(50.257812 266.06615) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m23c309c8a9" x="72" y="222.025839" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- −3 -->
+      <g transform="translate(50.257812 225.825058) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m23c309c8a9" x="72" y="181.784746" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- −2 -->
+      <g transform="translate(50.257812 185.583965) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m23c309c8a9" x="72" y="141.543654" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- −1 -->
+      <g transform="translate(50.257812 145.342872) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#m23c309c8a9" x="72" y="101.302561" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- 0 -->
+      <g transform="translate(58.6375 105.10178) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#m23c309c8a9" x="72" y="61.061468" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_17">
+      <!-- 1 -->
+      <g transform="translate(58.6375 64.860687) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_17">
+    <path d="M 98.393438 346.635478 
+L 99.410526 312.77933 
+L 100.427614 294.656671 
+L 101.444703 282.206402 
+L 102.461791 272.711646 
+L 103.478879 265.034979 
+L 104.495967 258.590783 
+L 105.513055 253.037524 
+L 107.547232 243.807592 
+L 109.581408 236.304706 
+L 111.615584 229.983314 
+L 113.649761 224.521441 
+L 115.683937 219.713083 
+L 117.718113 215.418434 
+L 119.75229 211.538244 
+L 122.803554 206.303992 
+L 125.854819 201.551238 
+L 128.906083 197.207619 
+L 131.957348 193.223736 
+L 135.008612 189.561205 
+L 138.059877 186.176674 
+L 142.12823 182.051537 
+L 146.196582 178.305452 
+L 150.264935 174.892781 
+L 155.350376 170.9997 
+L 161.452905 166.618916 
+L 168.572522 161.817077 
+L 175.692139 157.312447 
+L 182.811757 153.074444 
+L 190.948462 148.523295 
+L 199.085167 144.25135 
+L 207.221873 140.229667 
+L 215.358578 136.432077 
+L 224.512372 132.402423 
+L 233.666165 128.603687 
+L 243.837047 124.626038 
+L 254.007929 120.878529 
+L 265.195899 116.995003 
+L 277.400957 113.013806 
+L 289.606015 109.270784 
+L 302.828161 105.456269 
+L 317.067396 101.598118 
+L 331.30663 97.971337 
+L 346.562953 94.314773 
+L 362.836364 90.648208 
+L 380.126863 86.988414 
+L 398.43445 83.349462 
+L 417.759125 79.743017 
+L 438.100889 76.178489 
+L 459.45974 72.665854 
+L 478.784416 69.711881 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#pdd4c73e644)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_18">
+    <path d="M 92.290909 369.36 
+L 93.307997 311.465538 
+L 94.325085 288.653598 
+L 95.342174 274.184246 
+L 96.359262 263.563903 
+L 97.37635 255.169243 
+L 98.393438 248.227122 
+L 99.410526 242.308246 
+L 100.427614 237.14936 
+L 102.461791 228.472143 
+L 104.495967 221.338142 
+L 106.530144 215.280449 
+L 108.56432 210.01647 
+L 110.598496 205.362101 
+L 112.632673 201.19069 
+L 114.666849 197.411363 
+L 117.718113 192.334582 
+L 120.769378 187.827128 
+L 123.820643 183.774086 
+L 126.871907 180.092169 
+L 129.923172 176.728605 
+L 132.974436 173.639258 
+L 137.042789 169.893606 
+L 141.111141 166.516739 
+L 145.179494 163.456751 
+L 149.247847 160.671041 
+L 153.3162 158.124317 
+L 158.40164 155.232829 
+L 163.487081 152.62042 
+L 168.572522 150.249377 
+L 174.675051 147.679895 
+L 180.77758 145.364894 
+L 187.897198 142.941199 
+L 195.016815 140.77047 
+L 202.136432 138.814348 
+L 210.273137 136.803588 
+L 219.426931 134.784547 
+L 228.580725 132.982569 
+L 238.751606 131.195332 
+L 249.939576 129.448545 
+L 262.144634 127.761871 
+L 275.366781 126.148799 
+L 290.623103 124.515992 
+L 306.896514 122.995332 
+L 325.204101 121.506388 
+L 345.545865 120.074751 
+L 368.938893 118.660219 
+L 395.383185 117.297864 
+L 424.878742 116.010199 
+L 458.442652 114.776 
+L 496.074915 113.617312 
+L 498.109091 113.560351 
+L 498.109091 113.560351 
+" clip-path="url(#pdd4c73e644)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_19">
+    <path d="M 92.290909 369.36 
+L 93.307997 311.465538 
+L 94.325085 288.653598 
+L 95.342174 274.184246 
+L 96.359262 263.563903 
+L 97.37635 255.169243 
+L 98.393438 248.227122 
+L 99.410526 242.308246 
+L 100.427614 237.14936 
+L 102.461791 228.472143 
+L 104.495967 221.338142 
+L 106.530144 215.280449 
+L 108.56432 210.01647 
+L 110.598496 205.362101 
+L 112.632673 201.19069 
+L 114.666849 197.411363 
+L 117.718113 192.334582 
+L 120.769378 187.827128 
+L 123.820643 183.774086 
+L 126.871907 180.092169 
+L 129.923172 176.728605 
+L 132.974436 173.639258 
+L 137.042789 169.893606 
+L 141.111141 166.516739 
+L 145.179494 163.456751 
+L 149.247847 160.671041 
+L 153.3162 158.124317 
+L 158.40164 155.232829 
+L 163.487081 152.62042 
+L 168.572522 150.249377 
+L 174.675051 147.679895 
+L 180.77758 145.364894 
+L 187.897198 142.941199 
+L 195.016815 140.77047 
+L 202.136432 138.814348 
+L 210.273137 136.803588 
+L 219.426931 134.610939 
+L 228.580725 130.686915 
+L 238.751606 126.584405 
+L 248.922488 122.724987 
+L 260.110458 118.731027 
+L 271.298428 114.97292 
+L 283.503486 111.114126 
+L 295.708544 107.480854 
+L 308.93069 103.772749 
+L 323.169925 100.016914 
+L 338.426247 96.236964 
+L 353.68257 92.682568 
+L 369.955981 89.113346 
+L 387.24648 85.545911 
+L 405.554067 81.99417 
+L 424.878742 78.469783 
+L 445.220506 74.982216 
+L 465.562269 71.709386 
+L 485.904033 68.676008 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#pdd4c73e644)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_20">
+    <defs>
+     <path id="mc68fcfe27b" d="M -1.5 3 
+L 0 1.5 
+L 1.5 3 
+L 3 1.5 
+L 1.5 0 
+L 3 -1.5 
+L 1.5 -3 
+L 0 -1.5 
+L -1.5 -3 
+L -3 -1.5 
+L -1.5 0 
+L -3 1.5 
+z
+" style="stroke: #ff0000; stroke-linejoin: miter"/>
+    </defs>
+    <g clip-path="url(#pdd4c73e644)">
+     <use xlink:href="#mc68fcfe27b" x="218.682759" y="134.940193" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: miter"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_18">
+    <!-- Period 2: Value Functions -->
+    <g transform="translate(219.81375 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3a" d="M 750 794 
+L 1409 794 
+L 1409 0 
+L 750 0 
+L 750 794 
+z
+M 750 3309 
+L 1409 3309 
+L 1409 2516 
+L 750 2516 
+L 750 3309 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-46" d="M 628 4666 
+L 3309 4666 
+L 3309 4134 
+L 1259 4134 
+L 1259 2759 
+L 3109 2759 
+L 3109 2228 
+L 1259 2228 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-50"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(56.677734 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(118.201172 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(159.314453 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(187.097656 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(248.279297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(311.755859 0)"/>
+     <use xlink:href="#DejaVuSans-32" transform="translate(343.542969 0)"/>
+     <use xlink:href="#DejaVuSans-3a" transform="translate(407.166016 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(440.857422 0)"/>
+     <use xlink:href="#DejaVuSans-56" transform="translate(472.644531 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(533.302734 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(594.582031 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(622.365234 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(685.744141 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(747.267578 0)"/>
+     <use xlink:href="#DejaVuSans-46" transform="translate(779.054688 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(831.074219 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(894.453125 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(957.832031 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1012.8125 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1052.021484 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1079.804688 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1140.986328 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1204.365234 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 79 118.5525 
+L 176.434375 118.5525 
+Q 178.434375 118.5525 178.434375 116.5525 
+L 178.434375 58.84 
+Q 178.434375 56.84 176.434375 56.84 
+L 79 56.84 
+Q 77 56.84 77 58.84 
+L 77 116.5525 
+Q 77 118.5525 79 118.5525 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_21">
+     <path d="M 81 64.938438 
+L 91 64.938438 
+L 101 64.938438 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_19">
+     <!-- Cond. Will -->
+     <g transform="translate(109 68.438438) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-57" d="M 213 4666 
+L 850 4666 
+L 1831 722 
+L 2809 4666 
+L 3519 4666 
+L 4500 722 
+L 5478 4666 
+L 6119 4666 
+L 4947 0 
+L 4153 0 
+L 3169 4050 
+L 2175 0 
+L 1381 0 
+L 213 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(194.384766 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(257.861328 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(289.648438 0)"/>
+      <use xlink:href="#DejaVuSans-57" transform="translate(321.435547 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(418.0625 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(445.845703 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(473.628906 0)"/>
+     </g>
+    </g>
+    <g id="line2d_22">
+     <path d="M 81 79.616563 
+L 91 79.616563 
+L 101 79.616563 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_20">
+     <!-- Cond. No will -->
+     <g transform="translate(109 83.116563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(194.384766 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(257.861328 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(289.648438 0)"/>
+      <use xlink:href="#DejaVuSans-4e" transform="translate(321.435547 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(396.240234 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(457.421875 0)"/>
+      <use xlink:href="#DejaVuSans-77" transform="translate(489.208984 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(570.996094 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(598.779297 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(626.5625 0)"/>
+     </g>
+    </g>
+    <g id="line2d_23">
+     <path d="M 81 94.294688 
+L 91 94.294688 
+L 101 94.294688 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_21">
+     <!-- Uncond. -->
+     <g transform="translate(109 97.794688) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-55" d="M 556 4666 
+L 1191 4666 
+L 1191 1831 
+Q 1191 1081 1462 751 
+Q 1734 422 2344 422 
+Q 2950 422 3222 751 
+Q 3494 1081 3494 1831 
+L 3494 4666 
+L 4128 4666 
+L 4128 1753 
+Q 4128 841 3676 375 
+Q 3225 -91 2344 -91 
+Q 1459 -91 1007 375 
+Q 556 841 556 1753 
+L 556 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-55"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(73.193359 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(136.572266 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(191.552734 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(252.734375 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(316.113281 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(379.589844 0)"/>
+     </g>
+    </g>
+    <g id="line2d_24">
+     <g>
+      <use xlink:href="#mc68fcfe27b" x="91" y="108.972813" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: miter"/>
+     </g>
+    </g>
+    <g id="text_22">
+     <!-- Primary kink -->
+     <g transform="translate(109 112.472813) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-50"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(58.552734 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(99.666016 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(127.449219 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(224.861328 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(286.140625 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(327.253906 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(386.433594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(418.220703 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(476.130859 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(503.914062 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(567.292969 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pdd4c73e644">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.jpg b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.jpg
new file mode 100644
index 00000000..b845e29f
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.jpg differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.pdf b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.pdf
new file mode 100644
index 00000000..3f43167a
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.pdf differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.png b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.png
new file mode 100644
index 00000000..5757ba6a
Binary files /dev/null and b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.png differ
diff --git a/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.svg b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.svg
new file mode 100644
index 00000000..4632ac14
--- /dev/null
+++ b/notebooks/Figures/DCEGM-Upper-Envelope/vFuncWillThirdPeriod.svg
@@ -0,0 +1,1164 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m2823289e5d" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m2823289e5d" x="137.381818" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 2 -->
+      <g transform="translate(134.200568 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m2823289e5d" x="227.563636" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 4 -->
+      <g transform="translate(224.382386 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m2823289e5d" x="317.745455" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 6 -->
+      <g transform="translate(314.564205 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m2823289e5d" x="407.927273" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 8 -->
+      <g transform="translate(404.746023 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m2823289e5d" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 10 -->
+      <g transform="translate(491.746591 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Market resources -->
+     <g transform="translate(252.200781 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(375.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(414.339844 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(475.863281 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(527.962891 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(589.144531 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(652.523438 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(691.386719 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(746.367188 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(807.890625 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="m7d0068cd6f" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m7d0068cd6f" x="72" y="369.350713" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- −1.0 -->
+      <g transform="translate(40.717187 373.149931) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m7d0068cd6f" x="72" y="314.313381" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- −0.5 -->
+      <g transform="translate(40.717187 318.1126) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m7d0068cd6f" x="72" y="259.276049" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 263.075268) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m7d0068cd6f" x="72" y="204.238718" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.5 -->
+      <g transform="translate(49.096875 208.037937) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m7d0068cd6f" x="72" y="149.201386" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 153.000605) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m7d0068cd6f" x="72" y="94.164055" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1.5 -->
+      <g transform="translate(49.096875 97.963274) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_12">
+    <path d="M 92.290909 369.350713 
+L 96.390083 359.633501 
+L 100.489256 350.46423 
+L 104.58843 341.786142 
+L 108.687603 333.552874 
+L 112.786777 325.724121 
+L 116.88595 318.264644 
+L 120.985124 311.143469 
+L 125.084298 304.333241 
+L 129.183471 297.80969 
+L 133.282645 291.551193 
+L 137.381818 285.538412 
+L 141.480992 279.753983 
+L 145.580165 274.182269 
+L 149.679339 268.809135 
+L 153.778512 263.62177 
+L 157.877686 258.608527 
+L 161.97686 253.75879 
+L 166.076033 249.062857 
+L 170.175207 244.511841 
+L 174.27438 240.09758 
+L 178.373554 235.812566 
+L 182.472727 231.649874 
+L 186.571901 227.603105 
+L 190.671074 223.666338 
+L 194.770248 219.834081 
+L 198.869421 216.101232 
+L 202.968595 212.463043 
+L 207.067769 208.915091 
+L 211.166942 205.453248 
+L 215.266116 202.073653 
+L 219.365289 198.772694 
+L 223.464463 195.546987 
+L 227.563636 192.393353 
+L 231.66281 189.308764 
+L 235.761983 186.29046 
+L 239.861157 183.335797 
+L 243.960331 180.442281 
+L 248.059504 177.607559 
+L 252.158678 174.829407 
+L 256.257851 172.105722 
+L 260.357025 169.434515 
+L 264.456198 166.8139 
+L 268.555372 164.242087 
+L 272.654545 161.71738 
+L 276.753719 159.238165 
+L 280.852893 156.802911 
+L 284.952066 154.410158 
+L 289.05124 152.058517 
+L 293.150413 149.746666 
+L 297.249587 147.473342 
+L 301.34876 145.23734 
+L 305.447934 143.037512 
+L 309.547107 140.872757 
+L 313.646281 138.742027 
+L 317.745455 136.644315 
+L 321.844628 134.578659 
+L 325.943802 132.544138 
+L 330.042975 130.539868 
+L 334.142149 128.565003 
+L 338.241322 126.618729 
+L 342.340496 124.700266 
+L 346.439669 122.808866 
+L 350.538843 120.943807 
+L 354.638017 119.104397 
+L 358.73719 117.289971 
+L 362.836364 115.499887 
+L 366.935537 113.733528 
+L 371.034711 111.990301 
+L 375.133884 110.269631 
+L 379.233058 108.570967 
+L 383.332231 106.893776 
+L 387.431405 105.237545 
+L 391.530579 103.601777 
+L 395.629752 101.985993 
+L 399.728926 100.389731 
+L 403.828099 98.812543 
+L 407.927273 97.253997 
+L 412.026446 95.713667 
+L 416.12562 94.191157 
+L 420.224793 92.686076 
+L 424.323967 91.198045 
+L 428.42314 89.726697 
+L 432.522314 88.271677 
+L 436.621488 86.83264 
+L 440.720661 85.409253 
+L 444.819835 84.001191 
+L 448.919008 82.608142 
+L 453.018182 81.2298 
+L 457.117355 79.865871 
+L 461.216529 78.516066 
+L 465.315702 77.180108 
+L 469.414876 75.857726 
+L 473.51405 74.548657 
+L 477.613223 73.252645 
+L 481.712397 71.969444 
+L 485.81157 70.69881 
+L 489.910744 69.440509 
+L 494.009917 68.194313 
+L 498.109091 66.96 
+" clip-path="url(#pe294a8f4bf)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 96.390083 360.186021 
+L 100.489256 352.423358 
+L 104.58843 345.769618 
+L 108.687603 340.003035 
+L 112.786777 334.957277 
+L 116.88595 330.505146 
+L 120.985124 326.547706 
+L 125.084298 323.006849 
+L 129.183471 319.820089 
+L 133.282645 316.93684 
+L 137.381818 314.315715 
+L 141.480992 311.922522 
+L 145.580165 309.728771 
+L 149.679339 307.710527 
+L 153.778512 305.847539 
+L 157.877686 304.122556 
+L 161.97686 302.520792 
+L 166.076033 301.0295 
+L 170.175207 299.637632 
+L 174.27438 298.335565 
+L 178.373554 297.114882 
+L 182.472727 295.968182 
+L 186.571901 294.888939 
+L 190.671074 293.871369 
+L 194.770248 292.910334 
+L 198.869421 292.001249 
+L 202.968595 291.140012 
+L 207.067769 290.322944 
+L 211.166942 289.54673 
+L 215.266116 288.808383 
+L 219.365289 288.105196 
+L 223.464463 287.434717 
+L 227.563636 286.794715 
+L 231.66281 286.183217 
+L 235.761983 285.598303 
+L 239.861157 285.038276 
+L 243.960331 284.50158 
+L 248.059504 283.986788 
+L 252.158678 283.492586 
+L 256.257851 283.017762 
+L 260.357025 282.561199 
+L 264.456198 282.121864 
+L 268.555372 281.698798 
+L 272.654545 281.291116 
+L 276.753719 280.897993 
+L 280.852893 280.518663 
+L 284.952066 280.152412 
+L 289.05124 279.798575 
+L 293.150413 279.456533 
+L 297.249587 279.125705 
+L 301.34876 278.805548 
+L 305.447934 278.495554 
+L 309.547107 278.195247 
+L 313.646281 277.90418 
+L 317.745455 277.621932 
+L 321.844628 277.34811 
+L 325.943802 277.082341 
+L 330.042975 276.824275 
+L 334.142149 276.573583 
+L 338.241322 276.329952 
+L 342.340496 276.093088 
+L 346.439669 275.862713 
+L 350.538843 275.638565 
+L 354.638017 275.420394 
+L 358.73719 275.207964 
+L 362.836364 275.001052 
+L 366.935537 274.799445 
+L 371.034711 274.602942 
+L 375.133884 274.411352 
+L 379.233058 274.224492 
+L 383.332231 274.042189 
+L 387.431405 273.86428 
+L 391.530579 273.690606 
+L 395.629752 273.521019 
+L 399.728926 273.355375 
+L 403.828099 273.19354 
+L 407.927273 273.035382 
+L 412.026446 272.880787 
+L 416.12562 272.729627 
+L 420.224793 272.581788 
+L 424.323967 272.437164 
+L 428.42314 272.295649 
+L 432.522314 272.157145 
+L 436.621488 272.021556 
+L 440.720661 271.888792 
+L 444.819835 271.758765 
+L 448.919008 271.631392 
+L 453.018182 271.506592 
+L 457.117355 271.384287 
+L 461.216529 271.264404 
+L 465.315702 271.146872 
+L 469.414876 271.031622 
+L 473.51405 270.918588 
+L 477.613223 270.807706 
+L 481.712397 270.698917 
+L 485.81157 270.592161 
+L 489.910744 270.487382 
+L 494.009917 270.384526 
+L 498.109091 270.283539 
+" clip-path="url(#pe294a8f4bf)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_13">
+    <!-- Period 3: Value functions -->
+    <g transform="translate(220.8225 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3a" d="M 750 794 
+L 1409 794 
+L 1409 0 
+L 750 0 
+L 750 794 
+z
+M 750 3309 
+L 1409 3309 
+L 1409 2516 
+L 750 2516 
+L 750 3309 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-50"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(56.677734 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(118.201172 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(159.314453 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(187.097656 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(248.279297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(311.755859 0)"/>
+     <use xlink:href="#DejaVuSans-33" transform="translate(343.542969 0)"/>
+     <use xlink:href="#DejaVuSans-3a" transform="translate(407.166016 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(440.857422 0)"/>
+     <use xlink:href="#DejaVuSans-56" transform="translate(472.644531 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(533.302734 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(594.582031 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(622.365234 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(685.744141 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(747.267578 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(779.054688 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(814.259766 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(877.638672 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(941.017578 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(995.998047 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1035.207031 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1062.990234 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1124.171875 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1187.550781 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 79 89.19625 
+L 145.775 89.19625 
+Q 147.775 89.19625 147.775 87.19625 
+L 147.775 58.84 
+Q 147.775 56.84 145.775 56.84 
+L 79 56.84 
+Q 77 56.84 77 58.84 
+L 77 87.19625 
+Q 77 89.19625 79 89.19625 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_14">
+     <path d="M 81 64.938437 
+L 91 64.938437 
+L 101 64.938437 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_14">
+     <!-- Will -->
+     <g transform="translate(109 68.438437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-57" d="M 213 4666 
+L 850 4666 
+L 1831 722 
+L 2809 4666 
+L 3519 4666 
+L 4500 722 
+L 5478 4666 
+L 6119 4666 
+L 4947 0 
+L 4153 0 
+L 3169 4050 
+L 2175 0 
+L 1381 0 
+L 213 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-57"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(96.626953 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(124.410156 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(152.193359 0)"/>
+     </g>
+    </g>
+    <g id="line2d_15">
+     <path d="M 81 79.616562 
+L 91 79.616562 
+L 101 79.616562 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_15">
+     <!-- No Will -->
+     <g transform="translate(109 83.116562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(74.804688 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(135.986328 0)"/>
+      <use xlink:href="#DejaVuSans-57" transform="translate(167.773438 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(264.400391 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(292.183594 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(319.966797 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pe294a8f4bf">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DiamondOLG/convergence.jpg b/notebooks/Figures/DiamondOLG/convergence.jpg
new file mode 100644
index 00000000..7417aa61
Binary files /dev/null and b/notebooks/Figures/DiamondOLG/convergence.jpg differ
diff --git a/notebooks/Figures/DiamondOLG/convergence.pdf b/notebooks/Figures/DiamondOLG/convergence.pdf
new file mode 100644
index 00000000..0506a210
Binary files /dev/null and b/notebooks/Figures/DiamondOLG/convergence.pdf differ
diff --git a/notebooks/Figures/DiamondOLG/convergence.png b/notebooks/Figures/DiamondOLG/convergence.png
new file mode 100644
index 00000000..f600917a
Binary files /dev/null and b/notebooks/Figures/DiamondOLG/convergence.png differ
diff --git a/notebooks/Figures/DiamondOLG/convergence.svg b/notebooks/Figures/DiamondOLG/convergence.svg
new file mode 100644
index 00000000..de7abddc
--- /dev/null
+++ b/notebooks/Figures/DiamondOLG/convergence.svg
@@ -0,0 +1,1648 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="text_1">
+      <!-- 0.00 -->
+      <g style="fill: #262626" transform="translate(71.269531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-30" d="M 1756 4600 
+Q 2422 4600 2797 4125 
+Q 3244 3563 3244 2259 
+Q 3244 959 2794 391 
+Q 2422 -78 1756 -78 
+Q 1088 -78 678 436 
+Q 269 950 269 2269 
+Q 269 3563 719 4131 
+Q 1091 4600 1756 4600 
+z
+M 1756 3872 
+Q 1597 3872 1472 3770 
+Q 1347 3669 1278 3406 
+Q 1188 3066 1188 2259 
+Q 1188 1453 1269 1151 
+Q 1350 850 1473 750 
+Q 1597 650 1756 650 
+Q 1916 650 2041 751 
+Q 2166 853 2234 1116 
+Q 2325 1453 2325 2259 
+Q 2325 3066 2244 3367 
+Q 2163 3669 2039 3770 
+Q 1916 3872 1756 3872 
+z
+" transform="scale(0.015625)"/>
+        <path id="Arial-BoldMT-2e" d="M 459 0 
+L 459 878 
+L 1338 878 
+L 1338 0 
+L 459 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="text_2">
+      <!-- 0.02 -->
+      <g style="fill: #262626" transform="translate(171.709531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-32" d="M 3238 816 
+L 3238 0 
+L 159 0 
+Q 209 463 459 877 
+Q 709 1291 1447 1975 
+Q 2041 2528 2175 2725 
+Q 2356 2997 2356 3263 
+Q 2356 3556 2198 3714 
+Q 2041 3872 1763 3872 
+Q 1488 3872 1325 3706 
+Q 1163 3541 1138 3156 
+L 263 3244 
+Q 341 3969 753 4284 
+Q 1166 4600 1784 4600 
+Q 2463 4600 2850 4234 
+Q 3238 3869 3238 3325 
+Q 3238 3016 3127 2736 
+Q 3016 2456 2775 2150 
+Q 2616 1947 2200 1565 
+Q 1784 1184 1673 1059 
+Q 1563 934 1494 816 
+L 3238 816 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-32" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="text_3">
+      <!-- 0.04 -->
+      <g style="fill: #262626" transform="translate(272.149531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-34" d="M 1994 0 
+L 1994 922 
+L 119 922 
+L 119 1691 
+L 2106 4600 
+L 2844 4600 
+L 2844 1694 
+L 3413 1694 
+L 3413 922 
+L 2844 922 
+L 2844 0 
+L 1994 0 
+z
+M 1994 1694 
+L 1994 3259 
+L 941 1694 
+L 1994 1694 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-34" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="text_4">
+      <!-- 0.06 -->
+      <g style="fill: #262626" transform="translate(372.589531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-36" d="M 3247 3459 
+L 2397 3366 
+Q 2366 3628 2234 3753 
+Q 2103 3878 1894 3878 
+Q 1616 3878 1423 3628 
+Q 1231 3378 1181 2588 
+Q 1509 2975 1997 2975 
+Q 2547 2975 2939 2556 
+Q 3331 2138 3331 1475 
+Q 3331 772 2918 347 
+Q 2506 -78 1859 -78 
+Q 1166 -78 719 461 
+Q 272 1000 272 2228 
+Q 272 3488 737 4044 
+Q 1203 4600 1947 4600 
+Q 2469 4600 2811 4308 
+Q 3153 4016 3247 3459 
+z
+M 1256 1544 
+Q 1256 1116 1453 883 
+Q 1650 650 1903 650 
+Q 2147 650 2309 840 
+Q 2472 1031 2472 1466 
+Q 2472 1913 2297 2120 
+Q 2122 2328 1859 2328 
+Q 1606 2328 1431 2129 
+Q 1256 1931 1256 1544 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-36" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="text_5">
+      <!-- 0.08 -->
+      <g style="fill: #262626" transform="translate(473.029531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-38" d="M 1025 2472 
+Q 684 2616 529 2867 
+Q 375 3119 375 3419 
+Q 375 3931 733 4265 
+Q 1091 4600 1750 4600 
+Q 2403 4600 2764 4265 
+Q 3125 3931 3125 3419 
+Q 3125 3100 2959 2851 
+Q 2794 2603 2494 2472 
+Q 2875 2319 3073 2025 
+Q 3272 1731 3272 1347 
+Q 3272 713 2867 316 
+Q 2463 -81 1791 -81 
+Q 1166 -81 750 247 
+Q 259 634 259 1309 
+Q 259 1681 443 1992 
+Q 628 2303 1025 2472 
+z
+M 1206 3356 
+Q 1206 3094 1354 2947 
+Q 1503 2800 1750 2800 
+Q 2000 2800 2150 2948 
+Q 2300 3097 2300 3359 
+Q 2300 3606 2151 3754 
+Q 2003 3903 1759 3903 
+Q 1506 3903 1356 3753 
+Q 1206 3603 1206 3356 
+z
+M 1125 1394 
+Q 1125 1031 1311 828 
+Q 1497 625 1775 625 
+Q 2047 625 2225 820 
+Q 2403 1016 2403 1384 
+Q 2403 1706 2222 1901 
+Q 2041 2097 1763 2097 
+Q 1441 2097 1283 1875 
+Q 1125 1653 1125 1394 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-38" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="text_6">
+      <!-- 0.10 -->
+      <g style="fill: #262626" transform="translate(573.469531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-31" d="M 2519 0 
+L 1641 0 
+L 1641 3309 
+Q 1159 2859 506 2644 
+L 506 3441 
+Q 850 3553 1253 3867 
+Q 1656 4181 1806 4600 
+L 2519 4600 
+L 2519 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-31" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- $k_t$ -->
+     <g style="fill: #262626" transform="translate(325.92 409.88625) scale(0.12 -0.12)">
+      <defs>
+       <path id="DejaVuSans-BoldOblique-6b" d="M 1141 4863 
+L 2266 4863 
+L 1753 2228 
+L 3263 3500 
+L 4581 3500 
+L 2547 1881 
+L 4025 0 
+L 2747 0 
+L 1613 1509 
+L 1319 0 
+L 197 0 
+L 1141 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-BoldOblique-74" d="M 2303 4494 
+L 2113 3500 
+L 3256 3500 
+L 3097 2700 
+L 1953 2700 
+L 1666 1219 
+Q 1653 1169 1648 1134 
+Q 1644 1100 1644 1069 
+Q 1644 925 1739 862 
+Q 1834 800 2059 800 
+L 2638 800 
+L 2478 0 
+L 1538 0 
+Q 1031 0 765 212 
+Q 500 425 500 825 
+Q 500 913 509 1013 
+Q 519 1113 538 1216 
+L 825 2700 
+L 275 2700 
+L 428 3500 
+L 984 3500 
+L 1178 4494 
+L 2303 4494 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-74" transform="translate(66.503906 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="text_8">
+      <!-- 0.00 -->
+      <g style="fill: #262626" transform="translate(58.039062 388.058906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="text_9">
+      <!-- 0.02 -->
+      <g style="fill: #262626" transform="translate(58.039062 321.530906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-32" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="text_10">
+      <!-- 0.04 -->
+      <g style="fill: #262626" transform="translate(58.039062 255.002906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-34" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="text_11">
+      <!-- 0.06 -->
+      <g style="fill: #262626" transform="translate(58.039062 188.474906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-36" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="text_12">
+      <!-- 0.08 -->
+      <g style="fill: #262626" transform="translate(58.039062 121.946906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-38" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="text_13">
+      <!-- 0.10 -->
+      <g style="fill: #262626" transform="translate(58.039062 55.418906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-31" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- $k_{t+1}$ -->
+     <g style="fill: #262626" transform="translate(51.654063 232.56) rotate(-90) scale(0.12 -0.12)">
+      <defs>
+       <path id="DejaVuSans-Bold-2b" d="M 3053 4013 
+L 3053 2375 
+L 4684 2375 
+L 4684 1638 
+L 3053 1638 
+L 3053 0 
+L 2309 0 
+L 2309 1638 
+L 678 1638 
+L 678 2375 
+L 2309 2375 
+L 2309 4013 
+L 3053 4013 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Bold-31" d="M 750 831 
+L 1813 831 
+L 1813 3847 
+L 722 3622 
+L 722 4441 
+L 1806 4666 
+L 2950 4666 
+L 2950 831 
+L 4013 831 
+L 4013 0 
+L 750 0 
+L 750 831 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-74" transform="translate(66.503906 -16.390625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Bold-2b" transform="translate(114.553711 -16.390625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Bold-31" transform="translate(187.793945 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 482.76 221.146969 
+L 486.5265 228.631369 
+L 484.0155 228.631369 
+L 484.0155 384.48 
+L 481.5045 384.48 
+L 481.5045 228.631369 
+L 478.9935 228.631369 
+z
+" clip-path="url(#p2b7f610c57)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 327.590452 221.146969 
+L 338.889952 218.652169 
+L 338.889952 220.315369 
+L 482.76 220.315369 
+L 482.76 221.978569 
+L 338.889952 221.978569 
+L 338.889952 223.641769 
+z
+" clip-path="url(#p2b7f610c57)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 327.590452 245.447505 
+L 323.823952 237.963105 
+L 326.334952 237.963105 
+L 326.334952 221.146969 
+L 328.845952 221.146969 
+L 328.845952 237.963105 
+L 331.356952 237.963105 
+z
+" clip-path="url(#p2b7f610c57)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 290.902955 245.447505 
+L 302.202455 242.952705 
+L 302.202455 244.615905 
+L 327.590452 244.615905 
+L 327.590452 246.279105 
+L 302.202455 246.279105 
+L 302.202455 247.942305 
+z
+" clip-path="url(#p2b7f610c57)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 290.902955 252.645233 
+L 287.136455 245.160833 
+L 289.647455 245.160833 
+L 289.647455 245.447505 
+L 292.158455 245.447505 
+L 292.158455 245.160833 
+L 294.669455 245.160833 
+z
+" clip-path="url(#p2b7f610c57)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_8">
+    <path d="M 280.036256 252.645233 
+L 291.335756 250.150433 
+L 291.335756 251.813633 
+L 290.902955 251.813633 
+L 290.902955 253.476833 
+L 291.335756 253.476833 
+L 291.335756 255.140033 
+z
+" clip-path="url(#p2b7f610c57)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="line2d_1">
+    <path d="M 81 384.48 
+L 82.679599 357.707615 
+L 84.359197 350.826754 
+L 86.038796 346.008681 
+L 87.718395 342.177419 
+L 89.397993 338.944809 
+L 91.077592 336.121037 
+L 92.757191 333.597386 
+L 96.116388 329.197574 
+L 99.475585 325.412764 
+L 102.834783 322.065087 
+L 106.19398 319.046948 
+L 109.553177 316.28772 
+L 114.591973 312.530635 
+L 119.630769 309.134512 
+L 124.669565 306.023619 
+L 129.708361 303.144825 
+L 136.426756 299.601702 
+L 143.145151 296.335822 
+L 149.863545 293.298709 
+L 158.261538 289.769714 
+L 166.659532 286.489218 
+L 176.737124 282.825697 
+L 186.814716 279.412247 
+L 198.571906 275.694899 
+L 210.329097 272.218975 
+L 223.765886 268.49674 
+L 237.202676 265.002414 
+L 252.319064 261.304277 
+L 269.11505 257.443356 
+L 285.911037 253.807016 
+L 304.386622 250.030836 
+L 324.541806 246.142952 
+L 346.376589 242.16722 
+L 369.89097 238.12369 
+L 395.08495 234.029098 
+L 421.958528 229.897347 
+L 450.511706 225.739937 
+L 480.744482 221.566355 
+L 512.656856 217.384407 
+L 546.248829 213.200499 
+L 583.2 208.825793 
+L 583.2 208.825793 
+" clip-path="url(#p2b7f610c57)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_2">
+    <path d="M 81 384.48 
+L 583.2 51.84 
+L 583.2 51.84 
+" clip-path="url(#p2b7f610c57)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_3">
+    <defs>
+     <path id="mea8a7efe76" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #ff0000"/>
+    </defs>
+    <g clip-path="url(#p2b7f610c57)">
+     <use xlink:href="#mea8a7efe76" x="274.629871" y="256.226236" style="fill: #ff0000; stroke: #ff0000"/>
+    </g>
+   </g>
+   <g id="line2d_4">
+    <defs>
+     <path id="m978b1e9db4" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #00bfbf"/>
+    </defs>
+    <g clip-path="url(#p2b7f610c57)">
+     <use xlink:href="#m978b1e9db4" x="482.76" y="382.8168" style="fill: #00bfbf; stroke: #00bfbf"/>
+    </g>
+   </g>
+   <g id="line2d_5">
+    <path d="M 81 384.48 
+L 81 51.84 
+" clip-path="url(#p2b7f610c57)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_6">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" clip-path="url(#p2b7f610c57)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_9">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_10">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_11">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_12">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="text_15">
+    <!-- Convergence of OLG Economy to Steady State -->
+    <g style="fill: #262626" transform="translate(121.995313 29.208) scale(0.2 -0.2)">
+     <defs>
+      <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-20" transform="scale(0.015625)"/>
+      <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-4f" d="M 309 2231 
+Q 309 3372 921 4017 
+Q 1534 4663 2503 4663 
+Q 3138 4663 3647 4359 
+Q 4156 4056 4423 3514 
+Q 4691 2972 4691 2284 
+Q 4691 1588 4409 1038 
+Q 4128 488 3612 205 
+Q 3097 -78 2500 -78 
+Q 1853 -78 1343 234 
+Q 834 547 571 1087 
+Q 309 1628 309 2231 
+z
+M 934 2222 
+Q 934 1394 1379 917 
+Q 1825 441 2497 441 
+Q 3181 441 3623 922 
+Q 4066 1403 4066 2288 
+Q 4066 2847 3877 3264 
+Q 3688 3681 3323 3911 
+Q 2959 4141 2506 4141 
+Q 1863 4141 1398 3698 
+Q 934 3256 934 2222 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-4c" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 541 
+L 3331 541 
+L 3331 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-47" d="M 2638 1797 
+L 2638 2334 
+L 4578 2338 
+L 4578 638 
+Q 4131 281 3656 101 
+Q 3181 -78 2681 -78 
+Q 2006 -78 1454 211 
+Q 903 500 622 1047 
+Q 341 1594 341 2269 
+Q 341 2938 620 3517 
+Q 900 4097 1425 4378 
+Q 1950 4659 2634 4659 
+Q 3131 4659 3532 4498 
+Q 3934 4338 4162 4050 
+Q 4391 3763 4509 3300 
+L 3963 3150 
+Q 3859 3500 3706 3700 
+Q 3553 3900 3268 4020 
+Q 2984 4141 2638 4141 
+Q 2222 4141 1919 4014 
+Q 1616 3888 1430 3681 
+Q 1244 3475 1141 3228 
+Q 966 2803 966 2306 
+Q 966 1694 1177 1281 
+Q 1388 869 1791 669 
+Q 2194 469 2647 469 
+Q 3041 469 3416 620 
+Q 3791 772 3984 944 
+L 3984 1797 
+L 2638 1797 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-45" d="M 506 0 
+L 506 4581 
+L 3819 4581 
+L 3819 4041 
+L 1113 4041 
+L 1113 2638 
+L 3647 2638 
+L 3647 2100 
+L 1113 2100 
+L 1113 541 
+L 3925 541 
+L 3925 0 
+L 506 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-53" d="M 288 1472 
+L 859 1522 
+Q 900 1178 1048 958 
+Q 1197 738 1509 602 
+Q 1822 466 2213 466 
+Q 2559 466 2825 569 
+Q 3091 672 3220 851 
+Q 3350 1031 3350 1244 
+Q 3350 1459 3225 1620 
+Q 3100 1781 2813 1891 
+Q 2628 1963 1997 2114 
+Q 1366 2266 1113 2400 
+Q 784 2572 623 2826 
+Q 463 3081 463 3397 
+Q 463 3744 659 4045 
+Q 856 4347 1234 4503 
+Q 1613 4659 2075 4659 
+Q 2584 4659 2973 4495 
+Q 3363 4331 3572 4012 
+Q 3781 3694 3797 3291 
+L 3216 3247 
+Q 3169 3681 2898 3903 
+Q 2628 4125 2100 4125 
+Q 1550 4125 1298 3923 
+Q 1047 3722 1047 3438 
+Q 1047 3191 1225 3031 
+Q 1400 2872 2139 2705 
+Q 2878 2538 3153 2413 
+Q 3553 2228 3743 1945 
+Q 3934 1663 3934 1294 
+Q 3934 928 3725 604 
+Q 3516 281 3123 101 
+Q 2731 -78 2241 -78 
+Q 1619 -78 1198 103 
+Q 778 284 539 648 
+Q 300 1013 288 1472 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#ArialMT-43"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+     <use xlink:href="#ArialMT-76" transform="translate(183.447266 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(233.447266 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(289.0625 0)"/>
+     <use xlink:href="#ArialMT-67" transform="translate(322.363281 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(377.978516 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(433.59375 0)"/>
+     <use xlink:href="#ArialMT-63" transform="translate(489.208984 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(539.208984 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(594.824219 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(622.607422 0)"/>
+     <use xlink:href="#ArialMT-66" transform="translate(678.222656 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(706.005859 0)"/>
+     <use xlink:href="#ArialMT-4f" transform="translate(733.789062 0)"/>
+     <use xlink:href="#ArialMT-4c" transform="translate(811.572266 0)"/>
+     <use xlink:href="#ArialMT-47" transform="translate(867.1875 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(944.970703 0)"/>
+     <use xlink:href="#ArialMT-45" transform="translate(972.753906 0)"/>
+     <use xlink:href="#ArialMT-63" transform="translate(1039.453125 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(1089.453125 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(1145.068359 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(1200.683594 0)"/>
+     <use xlink:href="#ArialMT-6d" transform="translate(1256.298828 0)"/>
+     <use xlink:href="#ArialMT-79" transform="translate(1339.599609 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1389.599609 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(1417.382812 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(1445.166016 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1500.78125 0)"/>
+     <use xlink:href="#ArialMT-53" transform="translate(1528.564453 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(1595.263672 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(1623.046875 0)"/>
+     <use xlink:href="#ArialMT-61" transform="translate(1678.662109 0)"/>
+     <use xlink:href="#ArialMT-64" transform="translate(1734.277344 0)"/>
+     <use xlink:href="#ArialMT-79" transform="translate(1789.892578 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1839.892578 0)"/>
+     <use xlink:href="#ArialMT-53" transform="translate(1867.675781 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(1934.375 0)"/>
+     <use xlink:href="#ArialMT-61" transform="translate(1962.158203 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(2017.773438 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(2045.556641 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_7">
+     <path d="M 90 64.619687 
+L 100 64.619687 
+L 110 64.619687 
+" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_16">
+     <!-- Capital accumulation curve -->
+     <g style="fill: #262626" transform="translate(118 68.119687) scale(0.1 -0.1)">
+      <defs>
+       <path id="Arial-BoldMT-43" d="M 3397 1684 
+L 4294 1400 
+Q 4088 650 3608 286 
+Q 3128 -78 2391 -78 
+Q 1478 -78 890 545 
+Q 303 1169 303 2250 
+Q 303 3394 893 4026 
+Q 1484 4659 2447 4659 
+Q 3288 4659 3813 4163 
+Q 4125 3869 4281 3319 
+L 3366 3100 
+Q 3284 3456 3026 3662 
+Q 2769 3869 2400 3869 
+Q 1891 3869 1573 3503 
+Q 1256 3138 1256 2319 
+Q 1256 1450 1568 1081 
+Q 1881 713 2381 713 
+Q 2750 713 3015 947 
+Q 3281 1181 3397 1684 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-61" d="M 1116 2306 
+L 319 2450 
+Q 453 2931 781 3162 
+Q 1109 3394 1756 3394 
+Q 2344 3394 2631 3255 
+Q 2919 3116 3036 2902 
+Q 3153 2688 3153 2116 
+L 3144 1091 
+Q 3144 653 3186 445 
+Q 3228 238 3344 0 
+L 2475 0 
+Q 2441 88 2391 259 
+Q 2369 338 2359 363 
+Q 2134 144 1878 34 
+Q 1622 -75 1331 -75 
+Q 819 -75 523 203 
+Q 228 481 228 906 
+Q 228 1188 362 1408 
+Q 497 1628 739 1745 
+Q 981 1863 1438 1950 
+Q 2053 2066 2291 2166 
+L 2291 2253 
+Q 2291 2506 2166 2614 
+Q 2041 2722 1694 2722 
+Q 1459 2722 1328 2630 
+Q 1197 2538 1116 2306 
+z
+M 2291 1594 
+Q 2122 1538 1756 1459 
+Q 1391 1381 1278 1306 
+Q 1106 1184 1106 997 
+Q 1106 813 1243 678 
+Q 1381 544 1594 544 
+Q 1831 544 2047 700 
+Q 2206 819 2256 991 
+Q 2291 1103 2291 1419 
+L 2291 1594 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-70" d="M 434 3319 
+L 1253 3319 
+L 1253 2831 
+Q 1413 3081 1684 3237 
+Q 1956 3394 2288 3394 
+Q 2866 3394 3269 2941 
+Q 3672 2488 3672 1678 
+Q 3672 847 3265 386 
+Q 2859 -75 2281 -75 
+Q 2006 -75 1782 34 
+Q 1559 144 1313 409 
+L 1313 -1263 
+L 434 -1263 
+L 434 3319 
+z
+M 1303 1716 
+Q 1303 1156 1525 889 
+Q 1747 622 2066 622 
+Q 2372 622 2575 867 
+Q 2778 1113 2778 1672 
+Q 2778 2194 2568 2447 
+Q 2359 2700 2050 2700 
+Q 1728 2700 1515 2451 
+Q 1303 2203 1303 1716 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-69" d="M 459 3769 
+L 459 4581 
+L 1338 4581 
+L 1338 3769 
+L 459 3769 
+z
+M 459 0 
+L 459 3319 
+L 1338 3319 
+L 1338 0 
+L 459 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-74" d="M 1981 3319 
+L 1981 2619 
+L 1381 2619 
+L 1381 1281 
+Q 1381 875 1398 808 
+Q 1416 741 1477 697 
+Q 1538 653 1625 653 
+Q 1747 653 1978 738 
+L 2053 56 
+Q 1747 -75 1359 -75 
+Q 1122 -75 931 4 
+Q 741 84 652 211 
+Q 563 338 528 553 
+Q 500 706 500 1172 
+L 500 2619 
+L 97 2619 
+L 97 3319 
+L 500 3319 
+L 500 3978 
+L 1381 4491 
+L 1381 3319 
+L 1981 3319 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-6c" d="M 459 0 
+L 459 4581 
+L 1338 4581 
+L 1338 0 
+L 459 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-20" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-63" d="M 3353 2338 
+L 2488 2181 
+Q 2444 2441 2289 2572 
+Q 2134 2703 1888 2703 
+Q 1559 2703 1364 2476 
+Q 1169 2250 1169 1719 
+Q 1169 1128 1367 884 
+Q 1566 641 1900 641 
+Q 2150 641 2309 783 
+Q 2469 925 2534 1272 
+L 3397 1125 
+Q 3263 531 2881 228 
+Q 2500 -75 1859 -75 
+Q 1131 -75 698 384 
+Q 266 844 266 1656 
+Q 266 2478 700 2936 
+Q 1134 3394 1875 3394 
+Q 2481 3394 2839 3133 
+Q 3197 2872 3353 2338 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-75" d="M 2644 0 
+L 2644 497 
+Q 2463 231 2167 78 
+Q 1872 -75 1544 -75 
+Q 1209 -75 943 72 
+Q 678 219 559 484 
+Q 441 750 441 1219 
+L 441 3319 
+L 1319 3319 
+L 1319 1794 
+Q 1319 1094 1367 936 
+Q 1416 778 1544 686 
+Q 1672 594 1869 594 
+Q 2094 594 2272 717 
+Q 2450 841 2515 1023 
+Q 2581 1206 2581 1919 
+L 2581 3319 
+L 3459 3319 
+L 3459 0 
+L 2644 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-6d" d="M 394 3319 
+L 1203 3319 
+L 1203 2866 
+Q 1638 3394 2238 3394 
+Q 2556 3394 2790 3262 
+Q 3025 3131 3175 2866 
+Q 3394 3131 3647 3262 
+Q 3900 3394 4188 3394 
+Q 4553 3394 4806 3245 
+Q 5059 3097 5184 2809 
+Q 5275 2597 5275 2122 
+L 5275 0 
+L 4397 0 
+L 4397 1897 
+Q 4397 2391 4306 2534 
+Q 4184 2722 3931 2722 
+Q 3747 2722 3584 2609 
+Q 3422 2497 3350 2280 
+Q 3278 2063 3278 1594 
+L 3278 0 
+L 2400 0 
+L 2400 1819 
+Q 2400 2303 2353 2443 
+Q 2306 2584 2207 2653 
+Q 2109 2722 1941 2722 
+Q 1738 2722 1575 2612 
+Q 1413 2503 1342 2297 
+Q 1272 2091 1272 1613 
+L 1272 0 
+L 394 0 
+L 394 3319 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-6f" d="M 256 1706 
+Q 256 2144 472 2553 
+Q 688 2963 1083 3178 
+Q 1478 3394 1966 3394 
+Q 2719 3394 3200 2905 
+Q 3681 2416 3681 1669 
+Q 3681 916 3195 420 
+Q 2709 -75 1972 -75 
+Q 1516 -75 1102 131 
+Q 688 338 472 736 
+Q 256 1134 256 1706 
+z
+M 1156 1659 
+Q 1156 1166 1390 903 
+Q 1625 641 1969 641 
+Q 2313 641 2545 903 
+Q 2778 1166 2778 1666 
+Q 2778 2153 2545 2415 
+Q 2313 2678 1969 2678 
+Q 1625 2678 1390 2415 
+Q 1156 2153 1156 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-6e" d="M 3478 0 
+L 2600 0 
+L 2600 1694 
+Q 2600 2231 2544 2389 
+Q 2488 2547 2361 2634 
+Q 2234 2722 2056 2722 
+Q 1828 2722 1647 2597 
+Q 1466 2472 1398 2265 
+Q 1331 2059 1331 1503 
+L 1331 0 
+L 453 0 
+L 453 3319 
+L 1269 3319 
+L 1269 2831 
+Q 1703 3394 2363 3394 
+Q 2653 3394 2893 3289 
+Q 3134 3184 3257 3021 
+Q 3381 2859 3429 2653 
+Q 3478 2447 3478 2063 
+L 3478 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-72" d="M 1300 0 
+L 422 0 
+L 422 3319 
+L 1238 3319 
+L 1238 2847 
+Q 1447 3181 1614 3287 
+Q 1781 3394 1994 3394 
+Q 2294 3394 2572 3228 
+L 2300 2463 
+Q 2078 2606 1888 2606 
+Q 1703 2606 1575 2504 
+Q 1447 2403 1373 2137 
+Q 1300 1872 1300 1025 
+L 1300 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-76" d="M 1372 0 
+L 34 3319 
+L 956 3319 
+L 1581 1625 
+L 1763 1059 
+Q 1834 1275 1853 1344 
+Q 1897 1484 1947 1625 
+L 2578 3319 
+L 3481 3319 
+L 2163 0 
+L 1372 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-65" d="M 2381 1056 
+L 3256 909 
+Q 3088 428 2723 176 
+Q 2359 -75 1813 -75 
+Q 947 -75 531 491 
+Q 203 944 203 1634 
+Q 203 2459 634 2926 
+Q 1066 3394 1725 3394 
+Q 2466 3394 2894 2905 
+Q 3322 2416 3303 1406 
+L 1103 1406 
+Q 1113 1016 1316 798 
+Q 1519 581 1822 581 
+Q 2028 581 2168 693 
+Q 2309 806 2381 1056 
+z
+M 2431 1944 
+Q 2422 2325 2234 2523 
+Q 2047 2722 1778 2722 
+Q 1491 2722 1303 2513 
+Q 1116 2303 1119 1944 
+L 2431 1944 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#Arial-BoldMT-43"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(72.216797 0)"/>
+      <use xlink:href="#Arial-BoldMT-70" transform="translate(127.832031 0)"/>
+      <use xlink:href="#Arial-BoldMT-69" transform="translate(188.916016 0)"/>
+      <use xlink:href="#Arial-BoldMT-74" transform="translate(216.699219 0)"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(250 0)"/>
+      <use xlink:href="#Arial-BoldMT-6c" transform="translate(305.615234 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(333.398438 0)"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(361.181641 0)"/>
+      <use xlink:href="#Arial-BoldMT-63" transform="translate(416.796875 0)"/>
+      <use xlink:href="#Arial-BoldMT-63" transform="translate(472.412109 0)"/>
+      <use xlink:href="#Arial-BoldMT-75" transform="translate(528.027344 0)"/>
+      <use xlink:href="#Arial-BoldMT-6d" transform="translate(589.111328 0)"/>
+      <use xlink:href="#Arial-BoldMT-75" transform="translate(678.027344 0)"/>
+      <use xlink:href="#Arial-BoldMT-6c" transform="translate(739.111328 0)"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(766.894531 0)"/>
+      <use xlink:href="#Arial-BoldMT-74" transform="translate(822.509766 0)"/>
+      <use xlink:href="#Arial-BoldMT-69" transform="translate(855.810547 0)"/>
+      <use xlink:href="#Arial-BoldMT-6f" transform="translate(883.59375 0)"/>
+      <use xlink:href="#Arial-BoldMT-6e" transform="translate(944.677734 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(1005.761719 0)"/>
+      <use xlink:href="#Arial-BoldMT-63" transform="translate(1033.544922 0)"/>
+      <use xlink:href="#Arial-BoldMT-75" transform="translate(1089.160156 0)"/>
+      <use xlink:href="#Arial-BoldMT-72" transform="translate(1150.244141 0)"/>
+      <use xlink:href="#Arial-BoldMT-76" transform="translate(1189.160156 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(1244.775391 0)"/>
+     </g>
+    </g>
+    <g id="line2d_8">
+     <path d="M 90 78.780625 
+L 100 78.780625 
+L 110 78.780625 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_17">
+     <!-- 45 Degree line -->
+     <g style="fill: #262626" transform="translate(118 82.280625) scale(0.1 -0.1)">
+      <defs>
+       <path id="Arial-BoldMT-35" d="M 284 1178 
+L 1159 1269 
+Q 1197 972 1381 798 
+Q 1566 625 1806 625 
+Q 2081 625 2272 848 
+Q 2463 1072 2463 1522 
+Q 2463 1944 2273 2155 
+Q 2084 2366 1781 2366 
+Q 1403 2366 1103 2031 
+L 391 2134 
+L 841 4519 
+L 3163 4519 
+L 3163 3697 
+L 1506 3697 
+L 1369 2919 
+Q 1663 3066 1969 3066 
+Q 2553 3066 2959 2641 
+Q 3366 2216 3366 1538 
+Q 3366 972 3038 528 
+Q 2591 -78 1797 -78 
+Q 1163 -78 763 262 
+Q 363 603 284 1178 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-44" d="M 463 4581 
+L 2153 4581 
+Q 2725 4581 3025 4494 
+Q 3428 4375 3715 4072 
+Q 4003 3769 4153 3330 
+Q 4303 2891 4303 2247 
+Q 4303 1681 4163 1272 
+Q 3991 772 3672 463 
+Q 3431 228 3022 97 
+Q 2716 0 2203 0 
+L 463 0 
+L 463 4581 
+z
+M 1388 3806 
+L 1388 772 
+L 2078 772 
+Q 2466 772 2638 816 
+Q 2863 872 3011 1006 
+Q 3159 1141 3253 1448 
+Q 3347 1756 3347 2288 
+Q 3347 2819 3253 3103 
+Q 3159 3388 2990 3547 
+Q 2822 3706 2563 3763 
+Q 2369 3806 1803 3806 
+L 1388 3806 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-67" d="M 378 -219 
+L 1381 -341 
+Q 1406 -516 1497 -581 
+Q 1622 -675 1891 -675 
+Q 2234 -675 2406 -572 
+Q 2522 -503 2581 -350 
+Q 2622 -241 2622 53 
+L 2622 538 
+Q 2228 0 1628 0 
+Q 959 0 569 566 
+Q 263 1013 263 1678 
+Q 263 2513 664 2953 
+Q 1066 3394 1663 3394 
+Q 2278 3394 2678 2853 
+L 2678 3319 
+L 3500 3319 
+L 3500 341 
+Q 3500 -247 3403 -537 
+Q 3306 -828 3131 -993 
+Q 2956 -1159 2664 -1253 
+Q 2372 -1347 1925 -1347 
+Q 1081 -1347 728 -1058 
+Q 375 -769 375 -325 
+Q 375 -281 378 -219 
+z
+M 1163 1728 
+Q 1163 1200 1367 954 
+Q 1572 709 1872 709 
+Q 2194 709 2416 961 
+Q 2638 1213 2638 1706 
+Q 2638 2222 2425 2472 
+Q 2213 2722 1888 2722 
+Q 1572 2722 1367 2476 
+Q 1163 2231 1163 1728 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#Arial-BoldMT-34"/>
+      <use xlink:href="#Arial-BoldMT-35" transform="translate(55.615234 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(111.230469 0)"/>
+      <use xlink:href="#Arial-BoldMT-44" transform="translate(139.013672 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(211.230469 0)"/>
+      <use xlink:href="#Arial-BoldMT-67" transform="translate(266.845703 0)"/>
+      <use xlink:href="#Arial-BoldMT-72" transform="translate(327.929688 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(366.845703 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(422.460938 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(478.076172 0)"/>
+      <use xlink:href="#Arial-BoldMT-6c" transform="translate(505.859375 0)"/>
+      <use xlink:href="#Arial-BoldMT-69" transform="translate(533.642578 0)"/>
+      <use xlink:href="#Arial-BoldMT-6e" transform="translate(561.425781 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(622.509766 0)"/>
+     </g>
+    </g>
+    <g id="line2d_9">
+     <g>
+      <use xlink:href="#mea8a7efe76" x="100" y="93.711875" style="fill: #ff0000; stroke: #ff0000"/>
+     </g>
+    </g>
+    <g id="text_18">
+     <!-- $\bar{k}$ -->
+     <g style="fill: #262626" transform="translate(118 97.211875) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Bold-304" d="M -2592 4863 
+L -624 4863 
+L -624 4275 
+L -2592 4275 
+L -2592 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Bold-304" transform="translate(67.125977 22.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.328125)"/>
+     </g>
+    </g>
+    <g id="line2d_10">
+     <g>
+      <use xlink:href="#m978b1e9db4" x="100" y="108.111875" style="fill: #00bfbf; stroke: #00bfbf"/>
+     </g>
+    </g>
+    <g id="text_19">
+     <!-- $k_0$ -->
+     <g style="fill: #262626" transform="translate(118 111.611875) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Bold-30" d="M 2944 2338 
+Q 2944 3213 2780 3570 
+Q 2616 3928 2228 3928 
+Q 1841 3928 1675 3570 
+Q 1509 3213 1509 2338 
+Q 1509 1453 1675 1090 
+Q 1841 728 2228 728 
+Q 2613 728 2778 1090 
+Q 2944 1453 2944 2338 
+z
+M 4147 2328 
+Q 4147 1169 3647 539 
+Q 3147 -91 2228 -91 
+Q 1306 -91 806 539 
+Q 306 1169 306 2328 
+Q 306 3491 806 4120 
+Q 1306 4750 2228 4750 
+Q 3147 4750 3647 4120 
+Q 4147 3491 4147 2328 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Bold-30" transform="translate(66.503906 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p2b7f610c57">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DiamondOLG/output.jpg b/notebooks/Figures/DiamondOLG/output.jpg
new file mode 100644
index 00000000..92d1eb3b
Binary files /dev/null and b/notebooks/Figures/DiamondOLG/output.jpg differ
diff --git a/notebooks/Figures/DiamondOLG/output.pdf b/notebooks/Figures/DiamondOLG/output.pdf
new file mode 100644
index 00000000..96ba4fd8
Binary files /dev/null and b/notebooks/Figures/DiamondOLG/output.pdf differ
diff --git a/notebooks/Figures/DiamondOLG/output.png b/notebooks/Figures/DiamondOLG/output.png
new file mode 100644
index 00000000..ca5a55a8
Binary files /dev/null and b/notebooks/Figures/DiamondOLG/output.png differ
diff --git a/notebooks/Figures/DiamondOLG/output.svg b/notebooks/Figures/DiamondOLG/output.svg
new file mode 100644
index 00000000..12804d61
--- /dev/null
+++ b/notebooks/Figures/DiamondOLG/output.svg
@@ -0,0 +1,1434 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="1296pt" height="432pt" viewBox="0 0 1296 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 1296 432 
+L 1296 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 162 384.48 
+L 618.545455 384.48 
+L 618.545455 51.84 
+L 162 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="text_1">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(159.219531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-30" d="M 1756 4600 
+Q 2422 4600 2797 4125 
+Q 3244 3563 3244 2259 
+Q 3244 959 2794 391 
+Q 2422 -78 1756 -78 
+Q 1088 -78 678 436 
+Q 269 950 269 2269 
+Q 269 3563 719 4131 
+Q 1091 4600 1756 4600 
+z
+M 1756 3872 
+Q 1597 3872 1472 3770 
+Q 1347 3669 1278 3406 
+Q 1188 3066 1188 2259 
+Q 1188 1453 1269 1151 
+Q 1350 850 1473 750 
+Q 1597 650 1756 650 
+Q 1916 650 2041 751 
+Q 2166 853 2234 1116 
+Q 2325 1453 2325 2259 
+Q 2325 3066 2244 3367 
+Q 2163 3669 2039 3770 
+Q 1916 3872 1756 3872 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="text_2">
+      <!-- 1 -->
+      <g style="fill: #262626" transform="translate(242.227796 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-31" d="M 2519 0 
+L 1641 0 
+L 1641 3309 
+Q 1159 2859 506 2644 
+L 506 3441 
+Q 850 3553 1253 3867 
+Q 1656 4181 1806 4600 
+L 2519 4600 
+L 2519 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="text_3">
+      <!-- 2 -->
+      <g style="fill: #262626" transform="translate(325.23606 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-32" d="M 3238 816 
+L 3238 0 
+L 159 0 
+Q 209 463 459 877 
+Q 709 1291 1447 1975 
+Q 2041 2528 2175 2725 
+Q 2356 2997 2356 3263 
+Q 2356 3556 2198 3714 
+Q 2041 3872 1763 3872 
+Q 1488 3872 1325 3706 
+Q 1163 3541 1138 3156 
+L 263 3244 
+Q 341 3969 753 4284 
+Q 1166 4600 1784 4600 
+Q 2463 4600 2850 4234 
+Q 3238 3869 3238 3325 
+Q 3238 3016 3127 2736 
+Q 3016 2456 2775 2150 
+Q 2616 1947 2200 1565 
+Q 1784 1184 1673 1059 
+Q 1563 934 1494 816 
+L 3238 816 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="text_4">
+      <!-- 3 -->
+      <g style="fill: #262626" transform="translate(408.244325 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-33" d="M 241 1216 
+L 1091 1319 
+Q 1131 994 1309 822 
+Q 1488 650 1741 650 
+Q 2013 650 2198 856 
+Q 2384 1063 2384 1413 
+Q 2384 1744 2206 1937 
+Q 2028 2131 1772 2131 
+Q 1603 2131 1369 2066 
+L 1466 2781 
+Q 1822 2772 2009 2936 
+Q 2197 3100 2197 3372 
+Q 2197 3603 2059 3740 
+Q 1922 3878 1694 3878 
+Q 1469 3878 1309 3722 
+Q 1150 3566 1116 3266 
+L 306 3403 
+Q 391 3819 561 4067 
+Q 731 4316 1036 4458 
+Q 1341 4600 1719 4600 
+Q 2366 4600 2756 4188 
+Q 3078 3850 3078 3425 
+Q 3078 2822 2419 2463 
+Q 2813 2378 3048 2084 
+Q 3284 1791 3284 1375 
+Q 3284 772 2843 347 
+Q 2403 -78 1747 -78 
+Q 1125 -78 715 280 
+Q 306 638 241 1216 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="text_5">
+      <!-- 4 -->
+      <g style="fill: #262626" transform="translate(491.252589 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-34" d="M 1994 0 
+L 1994 922 
+L 119 922 
+L 119 1691 
+L 2106 4600 
+L 2844 4600 
+L 2844 1694 
+L 3413 1694 
+L 3413 922 
+L 2844 922 
+L 2844 0 
+L 1994 0 
+z
+M 1994 1694 
+L 1994 3259 
+L 941 1694 
+L 1994 1694 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="text_6">
+      <!-- 5 -->
+      <g style="fill: #262626" transform="translate(574.260854 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-35" d="M 284 1178 
+L 1159 1269 
+Q 1197 972 1381 798 
+Q 1566 625 1806 625 
+Q 2081 625 2272 848 
+Q 2463 1072 2463 1522 
+Q 2463 1944 2273 2155 
+Q 2084 2366 1781 2366 
+Q 1403 2366 1103 2031 
+L 391 2134 
+L 841 4519 
+L 3163 4519 
+L 3163 3697 
+L 1506 3697 
+L 1369 2919 
+Q 1663 3066 1969 3066 
+Q 2553 3066 2959 2641 
+Q 3366 2216 3366 1538 
+Q 3366 972 3038 528 
+Q 2591 -78 1797 -78 
+Q 1163 -78 763 262 
+Q 363 603 284 1178 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- $k_t$ -->
+     <g style="fill: #262626" transform="translate(385.122727 408.42375) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-BoldOblique-6b" d="M 1141 4863 
+L 2266 4863 
+L 1753 2228 
+L 3263 3500 
+L 4581 3500 
+L 2547 1881 
+L 4025 0 
+L 2747 0 
+L 1613 1509 
+L 1319 0 
+L 197 0 
+L 1141 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-BoldOblique-74" d="M 2303 4494 
+L 2113 3500 
+L 3256 3500 
+L 3097 2700 
+L 1953 2700 
+L 1666 1219 
+Q 1653 1169 1648 1134 
+Q 1644 1100 1644 1069 
+Q 1644 925 1739 862 
+Q 1834 800 2059 800 
+L 2638 800 
+L 2478 0 
+L 1538 0 
+Q 1031 0 765 212 
+Q 500 425 500 825 
+Q 500 913 509 1013 
+Q 519 1113 538 1216 
+L 825 2700 
+L 275 2700 
+L 428 3500 
+L 984 3500 
+L 1178 4494 
+L 2303 4494 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-74" transform="translate(66.503906 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g style="fill: #262626" transform="translate(144.6 388.058906) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-2e" d="M 459 0 
+L 459 878 
+L 1338 878 
+L 1338 0 
+L 459 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="text_9">
+      <!-- 0.5 -->
+      <g style="fill: #262626" transform="translate(144.6 332.618906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="text_10">
+      <!-- 1.0 -->
+      <g style="fill: #262626" transform="translate(144.6 277.178906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-31"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="text_11">
+      <!-- 1.5 -->
+      <g style="fill: #262626" transform="translate(144.6 221.738906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-31"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="text_12">
+      <!-- 2.0 -->
+      <g style="fill: #262626" transform="translate(144.6 166.298906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-32"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="text_13">
+      <!-- 2.5 -->
+      <g style="fill: #262626" transform="translate(144.6 110.858906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-32"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="text_14">
+      <!-- 3.0 -->
+      <g style="fill: #262626" transform="translate(144.6 55.418906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-33"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_1">
+    <path d="M 162 384.48 
+L 162.914921 359.430462 
+L 163.829842 352.992395 
+L 164.744762 348.484373 
+L 165.659683 344.89966 
+L 167.489525 339.233016 
+L 169.319366 334.726983 
+L 171.149208 330.925037 
+L 172.979049 327.603936 
+L 174.808891 324.635812 
+L 177.553653 320.676006 
+L 180.298415 317.160695 
+L 183.043177 313.983118 
+L 186.70286 310.152459 
+L 190.362543 306.685466 
+L 194.022226 303.506637 
+L 198.59683 299.858733 
+L 203.171434 296.504883 
+L 208.660958 292.795086 
+L 214.150483 289.367318 
+L 220.554928 285.661305 
+L 226.959373 282.217836 
+L 234.278739 278.550563 
+L 241.598105 275.124387 
+L 249.832392 271.513615 
+L 258.9816 267.758554 
+L 269.045728 263.892842 
+L 279.109856 260.263578 
+L 290.088905 256.535395 
+L 301.982875 252.730827 
+L 314.791765 248.868612 
+L 328.515577 244.964236 
+L 343.154309 241.030434 
+L 358.707961 237.077647 
+L 375.176535 233.114403 
+L 393.47495 228.944512 
+L 412.688286 224.797468 
+L 433.731463 220.493026 
+L 455.689561 216.233366 
+L 479.4775 211.853108 
+L 504.180361 207.531309 
+L 530.713062 203.116291 
+L 559.075606 198.626247 
+L 589.267991 194.076777 
+L 618.545455 189.866526 
+L 618.545455 189.866526 
+" clip-path="url(#pe63f703f22)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_2">
+    <path d="M 162 384.48 
+L 618.545455 172.347817 
+L 618.545455 172.347817 
+" clip-path="url(#pe63f703f22)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_3">
+    <path d="M 162 384.48 
+L 162 51.84 
+" clip-path="url(#pe63f703f22)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_4">
+    <path d="M 162 384.48 
+L 618.545455 384.48 
+" clip-path="url(#pe63f703f22)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 162 384.48 
+L 162 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 618.545455 384.48 
+L 618.545455 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 162 384.48 
+L 618.545455 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 162 51.84 
+L 618.545455 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_5">
+     <path d="M 554.345455 64.497812 
+L 564.345455 64.497812 
+L 574.345455 64.497812 
+" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_15">
+     <!-- $f(k)$ -->
+     <g style="fill: #262626" transform="translate(582.345455 67.997812) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-BoldOblique-66" d="M 3456 4863 
+L 3309 4128 
+L 2694 4128 
+Q 2459 4128 2351 4042 
+Q 2244 3956 2203 3747 
+L 2150 3500 
+L 3097 3500 
+L 2944 2700 
+L 1997 2700 
+L 1472 0 
+L 347 0 
+L 872 2700 
+L 319 2700 
+L 475 3500 
+L 1025 3500 
+L 1075 3744 
+Q 1191 4325 1556 4594 
+Q 1922 4863 2597 4863 
+L 3456 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Bold-28" d="M 2413 -844 
+L 1484 -844 
+Q 1006 -72 778 623 
+Q 550 1319 550 2003 
+Q 550 2688 779 3389 
+Q 1009 4091 1484 4856 
+L 2413 4856 
+Q 2013 4116 1813 3408 
+Q 1613 2700 1613 2009 
+Q 1613 1319 1811 609 
+Q 2009 -100 2413 -844 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Bold-29" d="M 513 -844 
+Q 913 -100 1113 609 
+Q 1313 1319 1313 2009 
+Q 1313 2700 1113 3408 
+Q 913 4116 513 4856 
+L 1441 4856 
+Q 1916 4091 2145 3389 
+Q 2375 2688 2375 2003 
+Q 2375 1319 2147 623 
+Q 1919 -72 1441 -844 
+L 513 -844 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-BoldOblique-66" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Bold-28" transform="translate(43.505859 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(89.208984 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Bold-29" transform="translate(155.712891 0.015625)"/>
+     </g>
+    </g>
+    <g id="line2d_6">
+     <path d="M 554.345455 78.629062 
+L 564.345455 78.629062 
+L 574.345455 78.629062 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_16">
+     <!-- $Xi * k$ -->
+     <g style="fill: #262626" transform="translate(582.345455 82.129062) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-BoldOblique-58" d="M 3175 2363 
+L 4319 0 
+L 3097 0 
+L 2338 1563 
+L 972 0 
+L -325 0 
+L 1772 2394 
+L 666 4666 
+L 1894 4666 
+L 2613 3200 
+L 3891 4666 
+L 5197 4666 
+L 3175 2363 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-BoldOblique-69" d="M 878 3500 
+L 2003 3500 
+L 1319 0 
+L 197 0 
+L 878 3500 
+z
+M 1141 4863 
+L 2266 4863 
+L 2088 3950 
+L 959 3950 
+L 1141 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Bold-2a" d="M 3219 3803 
+L 2188 3263 
+L 3219 2719 
+L 2981 2278 
+L 1941 2853 
+L 1941 1778 
+L 1409 1778 
+L 1409 2853 
+L 366 2278 
+L 128 2719 
+L 1172 3263 
+L 128 3803 
+L 366 4244 
+L 1409 3675 
+L 1409 4750 
+L 1941 4750 
+L 1941 3675 
+L 2981 4244 
+L 3219 3803 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-BoldOblique-58" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-69" transform="translate(77.099609 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Bold-2a" transform="translate(132.216797 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(205.351562 0.015625)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+  <g id="axes_2">
+   <g id="patch_7">
+    <path d="M 709.854545 384.48 
+L 1166.4 384.48 
+L 1166.4 51.84 
+L 709.854545 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_3">
+    <g id="xtick_7">
+     <g id="text_17">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(707.074077 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="text_18">
+      <!-- 1 -->
+      <g style="fill: #262626" transform="translate(790.082341 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="text_19">
+      <!-- 2 -->
+      <g style="fill: #262626" transform="translate(873.090606 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_10">
+     <g id="text_20">
+      <!-- 3 -->
+      <g style="fill: #262626" transform="translate(956.09887 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_11">
+     <g id="text_21">
+      <!-- 4 -->
+      <g style="fill: #262626" transform="translate(1039.107135 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_12">
+     <g id="text_22">
+      <!-- 5 -->
+      <g style="fill: #262626" transform="translate(1122.115399 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_23">
+     <!-- $k_t$ -->
+     <g style="fill: #262626" transform="translate(931.947273 409.88625) scale(0.12 -0.12)">
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-74" transform="translate(66.503906 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_4">
+    <g id="ytick_8">
+     <g id="text_24">
+      <!-- 0.0 -->
+      <g style="fill: #262626" transform="translate(692.454545 388.058906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="text_25">
+      <!-- 0.2 -->
+      <g style="fill: #262626" transform="translate(692.454545 321.530906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-32" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_10">
+     <g id="text_26">
+      <!-- 0.4 -->
+      <g style="fill: #262626" transform="translate(692.454545 255.002906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-34" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_11">
+     <g id="text_27">
+      <!-- 0.6 -->
+      <g style="fill: #262626" transform="translate(692.454545 188.474906) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-36" d="M 3247 3459 
+L 2397 3366 
+Q 2366 3628 2234 3753 
+Q 2103 3878 1894 3878 
+Q 1616 3878 1423 3628 
+Q 1231 3378 1181 2588 
+Q 1509 2975 1997 2975 
+Q 2547 2975 2939 2556 
+Q 3331 2138 3331 1475 
+Q 3331 772 2918 347 
+Q 2506 -78 1859 -78 
+Q 1166 -78 719 461 
+Q 272 1000 272 2228 
+Q 272 3488 737 4044 
+Q 1203 4600 1947 4600 
+Q 2469 4600 2811 4308 
+Q 3153 4016 3247 3459 
+z
+M 1256 1544 
+Q 1256 1116 1453 883 
+Q 1650 650 1903 650 
+Q 2147 650 2309 840 
+Q 2472 1031 2472 1466 
+Q 2472 1913 2297 2120 
+Q 2122 2328 1859 2328 
+Q 1606 2328 1431 2129 
+Q 1256 1931 1256 1544 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-36" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_12">
+     <g id="text_28">
+      <!-- 0.8 -->
+      <g style="fill: #262626" transform="translate(692.454545 121.946906) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-38" d="M 1025 2472 
+Q 684 2616 529 2867 
+Q 375 3119 375 3419 
+Q 375 3931 733 4265 
+Q 1091 4600 1750 4600 
+Q 2403 4600 2764 4265 
+Q 3125 3931 3125 3419 
+Q 3125 3100 2959 2851 
+Q 2794 2603 2494 2472 
+Q 2875 2319 3073 2025 
+Q 3272 1731 3272 1347 
+Q 3272 713 2867 316 
+Q 2463 -81 1791 -81 
+Q 1166 -81 750 247 
+Q 259 634 259 1309 
+Q 259 1681 443 1992 
+Q 628 2303 1025 2472 
+z
+M 1206 3356 
+Q 1206 3094 1354 2947 
+Q 1503 2800 1750 2800 
+Q 2000 2800 2150 2948 
+Q 2300 3097 2300 3359 
+Q 2300 3606 2151 3754 
+Q 2003 3903 1759 3903 
+Q 1506 3903 1356 3753 
+Q 1206 3603 1206 3356 
+z
+M 1125 1394 
+Q 1125 1031 1311 828 
+Q 1497 625 1775 625 
+Q 2047 625 2225 820 
+Q 2403 1016 2403 1384 
+Q 2403 1706 2222 1901 
+Q 2041 2097 1763 2097 
+Q 1441 2097 1283 1875 
+Q 1125 1653 1125 1394 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-38" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_13">
+     <g id="text_29">
+      <!-- 1.0 -->
+      <g style="fill: #262626" transform="translate(692.454545 55.418906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-31"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_7">
+    <path d="M 709.854545 384.48 
+L 710.769466 310.606729 
+L 711.684387 292.567874 
+L 712.599308 280.319151 
+L 713.514228 270.840355 
+L 714.429149 263.041938 
+L 715.34407 256.39111 
+L 717.173911 245.4237 
+L 719.003753 236.568548 
+L 720.833594 229.155933 
+L 722.663436 222.80225 
+L 724.493277 217.264878 
+L 726.323119 212.379473 
+L 728.15296 208.028961 
+L 729.982802 204.126646 
+L 731.812643 200.606331 
+L 734.557406 195.931658 
+L 737.302168 191.868458 
+L 740.04693 188.317623 
+L 742.791692 185.203476 
+L 745.536455 182.466773 
+L 748.281217 180.060158 
+L 751.025979 177.945118 
+L 753.770741 176.089859 
+L 756.515504 174.46779 
+L 759.260266 173.056424 
+L 762.919949 171.469552 
+L 766.579632 170.185005 
+L 770.239315 169.17086 
+L 773.898998 168.400262 
+L 777.558681 167.850386 
+L 781.218364 167.501643 
+L 785.792968 167.322952 
+L 790.367572 167.403785 
+L 794.942175 167.719951 
+L 799.516779 168.250679 
+L 804.091383 168.977979 
+L 809.580907 170.088258 
+L 815.070432 171.435566 
+L 820.559956 172.999587 
+L 826.964402 175.074739 
+L 833.368847 177.396578 
+L 839.773292 179.944093 
+L 847.092658 183.108518 
+L 854.412024 186.52016 
+L 862.646311 190.628248 
+L 870.880598 194.997871 
+L 879.114884 199.607051 
+L 888.264092 204.986099 
+L 897.413299 210.614363 
+L 907.477428 217.069516 
+L 917.541556 223.77887 
+L 928.520605 231.364344 
+L 940.414575 239.869593 
+L 952.308544 248.649308 
+L 965.117435 258.386002 
+L 978.841246 269.115599 
+L 992.565057 280.127667 
+L 1007.203789 292.159865 
+L 1022.757442 305.241426 
+L 1039.226016 319.399189 
+L 1055.694589 333.846977 
+L 1073.078083 349.387 
+L 1091.376498 366.040975 
+L 1110.589834 383.828718 
+L 1130.718091 402.768248 
+L 1151.761268 422.875904 
+L 1162.241694 433 
+L 1162.241694 433 
+" clip-path="url(#p9c26724088)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_8">
+    <path d="M 709.854545 384.48 
+L 709.854545 51.84 
+" clip-path="url(#p9c26724088)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_9">
+    <path d="M 709.854545 384.48 
+L 1166.4 384.48 
+" clip-path="url(#p9c26724088)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_8">
+    <path d="M 709.854545 384.48 
+L 709.854545 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_9">
+    <path d="M 1166.4 384.48 
+L 1166.4 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_10">
+    <path d="M 709.854545 384.48 
+L 1166.4 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_11">
+    <path d="M 709.854545 51.84 
+L 1166.4 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="legend_2">
+    <g id="line2d_10">
+     <path d="M 1069.5 64.497813 
+L 1079.5 64.497813 
+L 1089.5 64.497813 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_30">
+     <!-- $f(k) - Xi * k$ -->
+     <g style="fill: #262626" transform="translate(1097.5 67.997813) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Bold-2212" d="M 678 2375 
+L 4684 2375 
+L 4684 1638 
+L 678 1638 
+L 678 2375 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-BoldOblique-66" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Bold-28" transform="translate(43.505859 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(89.208984 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Bold-29" transform="translate(155.712891 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Bold-2212" transform="translate(222.255859 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-58" transform="translate(326.884766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-69" transform="translate(403.984375 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Bold-2a" transform="translate(459.101562 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(532.236328 0.015625)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+  <g id="text_31">
+   <!-- Gross and Net Per Capita Output as a Function of $k$ -->
+   <g style="fill: #262626" transform="translate(417.3 23.84) scale(0.2 -0.2)">
+    <defs>
+     <path id="ArialMT-47" d="M 2638 1797 
+L 2638 2334 
+L 4578 2338 
+L 4578 638 
+Q 4131 281 3656 101 
+Q 3181 -78 2681 -78 
+Q 2006 -78 1454 211 
+Q 903 500 622 1047 
+Q 341 1594 341 2269 
+Q 341 2938 620 3517 
+Q 900 4097 1425 4378 
+Q 1950 4659 2634 4659 
+Q 3131 4659 3532 4498 
+Q 3934 4338 4162 4050 
+Q 4391 3763 4509 3300 
+L 3963 3150 
+Q 3859 3500 3706 3700 
+Q 3553 3900 3268 4020 
+Q 2984 4141 2638 4141 
+Q 2222 4141 1919 4014 
+Q 1616 3888 1430 3681 
+Q 1244 3475 1141 3228 
+Q 966 2803 966 2306 
+Q 966 1694 1177 1281 
+Q 1388 869 1791 669 
+Q 2194 469 2647 469 
+Q 3041 469 3416 620 
+Q 3791 772 3984 944 
+L 3984 1797 
+L 2638 1797 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-20" transform="scale(0.015625)"/>
+     <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-4e" d="M 488 0 
+L 488 4581 
+L 1109 4581 
+L 3516 984 
+L 3516 4581 
+L 4097 4581 
+L 4097 0 
+L 3475 0 
+L 1069 3600 
+L 1069 0 
+L 488 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-4f" d="M 309 2231 
+Q 309 3372 921 4017 
+Q 1534 4663 2503 4663 
+Q 3138 4663 3647 4359 
+Q 4156 4056 4423 3514 
+Q 4691 2972 4691 2284 
+Q 4691 1588 4409 1038 
+Q 4128 488 3612 205 
+Q 3097 -78 2500 -78 
+Q 1853 -78 1343 234 
+Q 834 547 571 1087 
+Q 309 1628 309 2231 
+z
+M 934 2222 
+Q 934 1394 1379 917 
+Q 1825 441 2497 441 
+Q 3181 441 3623 922 
+Q 4066 1403 4066 2288 
+Q 4066 2847 3877 3264 
+Q 3688 3681 3323 3911 
+Q 2959 4141 2506 4141 
+Q 1863 4141 1398 3698 
+Q 934 3256 934 2222 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-46" d="M 525 0 
+L 525 4581 
+L 3616 4581 
+L 3616 4041 
+L 1131 4041 
+L 1131 2622 
+L 3281 2622 
+L 3281 2081 
+L 1131 2081 
+L 1131 0 
+L 525 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+    </defs>
+    <use xlink:href="#ArialMT-47" transform="translate(0 0.015625)"/>
+    <use xlink:href="#ArialMT-72" transform="translate(77.783203 0.015625)"/>
+    <use xlink:href="#ArialMT-6f" transform="translate(111.083984 0.015625)"/>
+    <use xlink:href="#ArialMT-73" transform="translate(166.699219 0.015625)"/>
+    <use xlink:href="#ArialMT-73" transform="translate(216.699219 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(266.699219 0.015625)"/>
+    <use xlink:href="#ArialMT-61" transform="translate(294.482422 0.015625)"/>
+    <use xlink:href="#ArialMT-6e" transform="translate(350.097656 0.015625)"/>
+    <use xlink:href="#ArialMT-64" transform="translate(405.712891 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(461.328125 0.015625)"/>
+    <use xlink:href="#ArialMT-4e" transform="translate(489.111328 0.015625)"/>
+    <use xlink:href="#ArialMT-65" transform="translate(561.328125 0.015625)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(616.943359 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(644.726562 0.015625)"/>
+    <use xlink:href="#ArialMT-50" transform="translate(672.509766 0.015625)"/>
+    <use xlink:href="#ArialMT-65" transform="translate(739.208984 0.015625)"/>
+    <use xlink:href="#ArialMT-72" transform="translate(794.824219 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(828.125 0.015625)"/>
+    <use xlink:href="#ArialMT-43" transform="translate(855.908203 0.015625)"/>
+    <use xlink:href="#ArialMT-61" transform="translate(928.125 0.015625)"/>
+    <use xlink:href="#ArialMT-70" transform="translate(983.740234 0.015625)"/>
+    <use xlink:href="#ArialMT-69" transform="translate(1039.355469 0.015625)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(1061.572266 0.015625)"/>
+    <use xlink:href="#ArialMT-61" transform="translate(1089.355469 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(1144.970703 0.015625)"/>
+    <use xlink:href="#ArialMT-4f" transform="translate(1172.753906 0.015625)"/>
+    <use xlink:href="#ArialMT-75" transform="translate(1250.537109 0.015625)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(1306.152344 0.015625)"/>
+    <use xlink:href="#ArialMT-70" transform="translate(1333.935547 0.015625)"/>
+    <use xlink:href="#ArialMT-75" transform="translate(1389.550781 0.015625)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(1445.166016 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(1472.949219 0.015625)"/>
+    <use xlink:href="#ArialMT-61" transform="translate(1500.732422 0.015625)"/>
+    <use xlink:href="#ArialMT-73" transform="translate(1556.347656 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(1606.347656 0.015625)"/>
+    <use xlink:href="#ArialMT-61" transform="translate(1634.130859 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(1689.746094 0.015625)"/>
+    <use xlink:href="#ArialMT-46" transform="translate(1717.529297 0.015625)"/>
+    <use xlink:href="#ArialMT-75" transform="translate(1778.613281 0.015625)"/>
+    <use xlink:href="#ArialMT-6e" transform="translate(1834.228516 0.015625)"/>
+    <use xlink:href="#ArialMT-63" transform="translate(1889.84375 0.015625)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(1939.84375 0.015625)"/>
+    <use xlink:href="#ArialMT-69" transform="translate(1967.626953 0.015625)"/>
+    <use xlink:href="#ArialMT-6f" transform="translate(1989.84375 0.015625)"/>
+    <use xlink:href="#ArialMT-6e" transform="translate(2045.458984 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(2101.074219 0.015625)"/>
+    <use xlink:href="#ArialMT-6f" transform="translate(2128.857422 0.015625)"/>
+    <use xlink:href="#ArialMT-66" transform="translate(2184.472656 0.015625)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(2212.255859 0.015625)"/>
+    <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(2240.039062 0.015625)"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pe63f703f22">
+   <rect x="162" y="51.84" width="456.545455" height="332.64"/>
+  </clipPath>
+  <clipPath id="p9c26724088">
+   <rect x="709.854545" y="51.84" width="456.545455" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/DiamondOLG/socialSecurity.jpg b/notebooks/Figures/DiamondOLG/socialSecurity.jpg
new file mode 100644
index 00000000..a8ee6f7b
Binary files /dev/null and b/notebooks/Figures/DiamondOLG/socialSecurity.jpg differ
diff --git a/notebooks/Figures/DiamondOLG/socialSecurity.pdf b/notebooks/Figures/DiamondOLG/socialSecurity.pdf
new file mode 100644
index 00000000..702dca10
Binary files /dev/null and b/notebooks/Figures/DiamondOLG/socialSecurity.pdf differ
diff --git a/notebooks/Figures/DiamondOLG/socialSecurity.png b/notebooks/Figures/DiamondOLG/socialSecurity.png
new file mode 100644
index 00000000..35bc6408
Binary files /dev/null and b/notebooks/Figures/DiamondOLG/socialSecurity.png differ
diff --git a/notebooks/Figures/DiamondOLG/socialSecurity.svg b/notebooks/Figures/DiamondOLG/socialSecurity.svg
new file mode 100644
index 00000000..db97afbf
--- /dev/null
+++ b/notebooks/Figures/DiamondOLG/socialSecurity.svg
@@ -0,0 +1,2098 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="text_1">
+      <!-- 0.00 -->
+      <g style="fill: #262626" transform="translate(71.269531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-30" d="M 1756 4600 
+Q 2422 4600 2797 4125 
+Q 3244 3563 3244 2259 
+Q 3244 959 2794 391 
+Q 2422 -78 1756 -78 
+Q 1088 -78 678 436 
+Q 269 950 269 2269 
+Q 269 3563 719 4131 
+Q 1091 4600 1756 4600 
+z
+M 1756 3872 
+Q 1597 3872 1472 3770 
+Q 1347 3669 1278 3406 
+Q 1188 3066 1188 2259 
+Q 1188 1453 1269 1151 
+Q 1350 850 1473 750 
+Q 1597 650 1756 650 
+Q 1916 650 2041 751 
+Q 2166 853 2234 1116 
+Q 2325 1453 2325 2259 
+Q 2325 3066 2244 3367 
+Q 2163 3669 2039 3770 
+Q 1916 3872 1756 3872 
+z
+" transform="scale(0.015625)"/>
+        <path id="Arial-BoldMT-2e" d="M 459 0 
+L 459 878 
+L 1338 878 
+L 1338 0 
+L 459 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="text_2">
+      <!-- 0.02 -->
+      <g style="fill: #262626" transform="translate(171.709531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-32" d="M 3238 816 
+L 3238 0 
+L 159 0 
+Q 209 463 459 877 
+Q 709 1291 1447 1975 
+Q 2041 2528 2175 2725 
+Q 2356 2997 2356 3263 
+Q 2356 3556 2198 3714 
+Q 2041 3872 1763 3872 
+Q 1488 3872 1325 3706 
+Q 1163 3541 1138 3156 
+L 263 3244 
+Q 341 3969 753 4284 
+Q 1166 4600 1784 4600 
+Q 2463 4600 2850 4234 
+Q 3238 3869 3238 3325 
+Q 3238 3016 3127 2736 
+Q 3016 2456 2775 2150 
+Q 2616 1947 2200 1565 
+Q 1784 1184 1673 1059 
+Q 1563 934 1494 816 
+L 3238 816 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-32" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="text_3">
+      <!-- 0.04 -->
+      <g style="fill: #262626" transform="translate(272.149531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-34" d="M 1994 0 
+L 1994 922 
+L 119 922 
+L 119 1691 
+L 2106 4600 
+L 2844 4600 
+L 2844 1694 
+L 3413 1694 
+L 3413 922 
+L 2844 922 
+L 2844 0 
+L 1994 0 
+z
+M 1994 1694 
+L 1994 3259 
+L 941 1694 
+L 1994 1694 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-34" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="text_4">
+      <!-- 0.06 -->
+      <g style="fill: #262626" transform="translate(372.589531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-36" d="M 3247 3459 
+L 2397 3366 
+Q 2366 3628 2234 3753 
+Q 2103 3878 1894 3878 
+Q 1616 3878 1423 3628 
+Q 1231 3378 1181 2588 
+Q 1509 2975 1997 2975 
+Q 2547 2975 2939 2556 
+Q 3331 2138 3331 1475 
+Q 3331 772 2918 347 
+Q 2506 -78 1859 -78 
+Q 1166 -78 719 461 
+Q 272 1000 272 2228 
+Q 272 3488 737 4044 
+Q 1203 4600 1947 4600 
+Q 2469 4600 2811 4308 
+Q 3153 4016 3247 3459 
+z
+M 1256 1544 
+Q 1256 1116 1453 883 
+Q 1650 650 1903 650 
+Q 2147 650 2309 840 
+Q 2472 1031 2472 1466 
+Q 2472 1913 2297 2120 
+Q 2122 2328 1859 2328 
+Q 1606 2328 1431 2129 
+Q 1256 1931 1256 1544 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-36" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="text_5">
+      <!-- 0.08 -->
+      <g style="fill: #262626" transform="translate(473.029531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-38" d="M 1025 2472 
+Q 684 2616 529 2867 
+Q 375 3119 375 3419 
+Q 375 3931 733 4265 
+Q 1091 4600 1750 4600 
+Q 2403 4600 2764 4265 
+Q 3125 3931 3125 3419 
+Q 3125 3100 2959 2851 
+Q 2794 2603 2494 2472 
+Q 2875 2319 3073 2025 
+Q 3272 1731 3272 1347 
+Q 3272 713 2867 316 
+Q 2463 -81 1791 -81 
+Q 1166 -81 750 247 
+Q 259 634 259 1309 
+Q 259 1681 443 1992 
+Q 628 2303 1025 2472 
+z
+M 1206 3356 
+Q 1206 3094 1354 2947 
+Q 1503 2800 1750 2800 
+Q 2000 2800 2150 2948 
+Q 2300 3097 2300 3359 
+Q 2300 3606 2151 3754 
+Q 2003 3903 1759 3903 
+Q 1506 3903 1356 3753 
+Q 1206 3603 1206 3356 
+z
+M 1125 1394 
+Q 1125 1031 1311 828 
+Q 1497 625 1775 625 
+Q 2047 625 2225 820 
+Q 2403 1016 2403 1384 
+Q 2403 1706 2222 1901 
+Q 2041 2097 1763 2097 
+Q 1441 2097 1283 1875 
+Q 1125 1653 1125 1394 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-38" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="text_6">
+      <!-- 0.10 -->
+      <g style="fill: #262626" transform="translate(573.469531 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="Arial-BoldMT-31" d="M 2519 0 
+L 1641 0 
+L 1641 3309 
+Q 1159 2859 506 2644 
+L 506 3441 
+Q 850 3553 1253 3867 
+Q 1656 4181 1806 4600 
+L 2519 4600 
+L 2519 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-31" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- $k_t$ -->
+     <g style="fill: #262626" transform="translate(325.92 409.88625) scale(0.12 -0.12)">
+      <defs>
+       <path id="DejaVuSans-BoldOblique-6b" d="M 1141 4863 
+L 2266 4863 
+L 1753 2228 
+L 3263 3500 
+L 4581 3500 
+L 2547 1881 
+L 4025 0 
+L 2747 0 
+L 1613 1509 
+L 1319 0 
+L 197 0 
+L 1141 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-BoldOblique-74" d="M 2303 4494 
+L 2113 3500 
+L 3256 3500 
+L 3097 2700 
+L 1953 2700 
+L 1666 1219 
+Q 1653 1169 1648 1134 
+Q 1644 1100 1644 1069 
+Q 1644 925 1739 862 
+Q 1834 800 2059 800 
+L 2638 800 
+L 2478 0 
+L 1538 0 
+Q 1031 0 765 212 
+Q 500 425 500 825 
+Q 500 913 509 1013 
+Q 519 1113 538 1216 
+L 825 2700 
+L 275 2700 
+L 428 3500 
+L 984 3500 
+L 1178 4494 
+L 2303 4494 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-74" transform="translate(66.503906 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="text_8">
+      <!-- 0.00 -->
+      <g style="fill: #262626" transform="translate(58.039062 388.058906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="text_9">
+      <!-- 0.02 -->
+      <g style="fill: #262626" transform="translate(58.039062 321.530906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-32" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="text_10">
+      <!-- 0.04 -->
+      <g style="fill: #262626" transform="translate(58.039062 255.002906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-34" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="text_11">
+      <!-- 0.06 -->
+      <g style="fill: #262626" transform="translate(58.039062 188.474906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-36" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="text_12">
+      <!-- 0.08 -->
+      <g style="fill: #262626" transform="translate(58.039062 121.946906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-38" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="text_13">
+      <!-- 0.10 -->
+      <g style="fill: #262626" transform="translate(58.039062 55.418906) scale(0.1 -0.1)">
+       <use xlink:href="#Arial-BoldMT-30"/>
+       <use xlink:href="#Arial-BoldMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#Arial-BoldMT-31" transform="translate(83.398438 0)"/>
+       <use xlink:href="#Arial-BoldMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- $k_{t+1}$ -->
+     <g style="fill: #262626" transform="translate(51.654063 232.56) rotate(-90) scale(0.12 -0.12)">
+      <defs>
+       <path id="DejaVuSans-Bold-2b" d="M 3053 4013 
+L 3053 2375 
+L 4684 2375 
+L 4684 1638 
+L 3053 1638 
+L 3053 0 
+L 2309 0 
+L 2309 1638 
+L 678 1638 
+L 678 2375 
+L 2309 2375 
+L 2309 4013 
+L 3053 4013 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Bold-31" d="M 750 831 
+L 1813 831 
+L 1813 3847 
+L 722 3622 
+L 722 4441 
+L 1806 4666 
+L 2950 4666 
+L 2950 831 
+L 4013 831 
+L 4013 0 
+L 750 0 
+L 750 831 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-74" transform="translate(66.503906 -16.390625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Bold-2b" transform="translate(114.553711 -16.390625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Bold-31" transform="translate(187.793945 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 309.685644 233.006498 
+L 320.985144 230.511698 
+L 320.985144 232.174898 
+L 383.319879 232.174898 
+L 383.319879 233.838098 
+L 320.985144 233.838098 
+L 320.985144 235.501298 
+z
+" clip-path="url(#p81db5a65f0)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 383.319879 233.006498 
+L 379.553379 225.522098 
+L 382.064379 225.522098 
+L 382.064379 184.233714 
+L 384.575379 184.233714 
+L 384.575379 225.522098 
+L 387.086379 225.522098 
+z
+" clip-path="url(#p81db5a65f0)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 283.081486 250.628177 
+L 294.380986 248.133377 
+L 294.380986 249.796577 
+L 309.685644 249.796577 
+L 309.685644 251.459777 
+L 294.380986 251.459777 
+L 294.380986 253.122977 
+z
+" clip-path="url(#p81db5a65f0)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 309.685644 250.628177 
+L 305.919144 243.143777 
+L 308.430144 243.143777 
+L 308.430144 233.006498 
+L 310.941144 233.006498 
+L 310.941144 243.143777 
+L 313.452144 243.143777 
+z
+" clip-path="url(#p81db5a65f0)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 272.055102 257.931675 
+L 283.354602 255.436875 
+L 283.354602 257.100075 
+L 283.081486 257.100075 
+L 283.081486 258.763275 
+L 283.354602 258.763275 
+L 283.354602 260.426475 
+z
+" clip-path="url(#p81db5a65f0)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_8">
+    <path d="M 283.081486 257.931675 
+L 279.314986 250.447275 
+L 281.825986 250.447275 
+L 281.825986 250.628177 
+L 284.336986 250.628177 
+L 284.336986 250.447275 
+L 286.847986 250.447275 
+z
+" clip-path="url(#p81db5a65f0)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_9">
+    <path d="M 267.199205 261.148054 
+L 278.498705 258.653254 
+L 278.498705 260.316454 
+L 272.055102 260.316454 
+L 272.055102 261.979654 
+L 278.498705 261.979654 
+L 278.498705 263.642854 
+z
+" clip-path="url(#p81db5a65f0)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_10">
+    <path d="M 272.055102 261.148054 
+L 268.288602 253.663654 
+L 270.799602 253.663654 
+L 270.799602 257.931675 
+L 273.310602 257.931675 
+L 273.310602 253.663654 
+L 275.821602 253.663654 
+z
+" clip-path="url(#p81db5a65f0)" style="stroke: #000000; stroke-width: 0.01; stroke-linejoin: miter"/>
+   </g>
+   <g id="line2d_1">
+    <path d="M 81 384.48 
+L 82.679599 348.39487 
+L 84.359197 339.120509 
+L 86.038796 332.626474 
+L 87.718395 327.462513 
+L 89.397993 323.105442 
+L 91.077592 319.299424 
+L 92.757191 315.897923 
+L 94.436789 312.808256 
+L 97.795987 307.331359 
+L 101.155184 302.547145 
+L 104.514381 298.271412 
+L 107.873579 294.387659 
+L 111.232776 290.81697 
+L 114.591973 287.503127 
+L 119.630769 282.925666 
+L 124.669565 278.732652 
+L 129.708361 274.852473 
+L 134.747157 271.232722 
+L 139.785953 267.833763 
+L 146.504348 263.593 
+L 153.222742 259.634507 
+L 159.941137 255.915646 
+L 168.33913 251.55417 
+L 176.737124 247.465358 
+L 185.135117 243.610318 
+L 195.212709 239.25004 
+L 205.290301 235.140482 
+L 215.367893 231.248528 
+L 227.125084 226.947694 
+L 238.882274 222.872888 
+L 252.319064 218.457735 
+L 265.755853 214.268906 
+L 280.872241 209.793729 
+L 295.988629 205.539944 
+L 312.784615 201.042393 
+L 331.260201 196.340603 
+L 349.735786 191.86599 
+L 369.89097 187.213806 
+L 391.725753 182.413207 
+L 413.560535 177.833625 
+L 437.074916 173.121795 
+L 462.268896 168.299354 
+L 489.142475 163.385292 
+L 517.695652 158.39618 
+L 547.928428 153.346412 
+L 579.840803 148.248446 
+L 583.2 147.724667 
+L 583.2 147.724667 
+" clip-path="url(#p81db5a65f0)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_2">
+    <path d="M 81.011766 433 
+L 82.679599 397.167654 
+L 84.359197 387.893293 
+L 86.038796 381.399258 
+L 87.718395 376.235297 
+L 89.397993 371.878226 
+L 91.077592 368.072209 
+L 92.757191 364.670707 
+L 94.436789 361.58104 
+L 97.795987 356.104143 
+L 101.155184 351.319929 
+L 104.514381 347.044196 
+L 107.873579 343.160443 
+L 111.232776 339.589754 
+L 114.591973 336.275911 
+L 119.630769 331.69845 
+L 124.669565 327.505436 
+L 129.708361 323.625257 
+L 134.747157 320.005506 
+L 139.785953 316.606547 
+L 146.504348 312.365785 
+L 153.222742 308.407291 
+L 159.941137 304.68843 
+L 168.33913 300.326954 
+L 176.737124 296.238142 
+L 185.135117 292.383102 
+L 195.212709 288.022824 
+L 205.290301 283.913266 
+L 215.367893 280.021312 
+L 227.125084 275.720478 
+L 238.882274 271.645672 
+L 252.319064 267.230519 
+L 265.755853 263.04169 
+L 280.872241 258.566513 
+L 295.988629 254.312728 
+L 312.784615 249.815177 
+L 331.260201 245.113388 
+L 349.735786 240.638774 
+L 369.89097 235.98659 
+L 391.725753 231.185991 
+L 413.560535 226.606409 
+L 437.074916 221.894579 
+L 462.268896 217.072138 
+L 489.142475 212.158076 
+L 517.695652 207.168964 
+L 547.928428 202.119196 
+L 579.840803 197.02123 
+L 583.2 196.497451 
+L 583.2 196.497451 
+" clip-path="url(#p81db5a65f0)" style="fill: none; stroke: #008000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_3">
+    <path d="M 81 384.48 
+L 583.2 51.84 
+L 583.2 51.84 
+" clip-path="url(#p81db5a65f0)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_4">
+    <defs>
+     <path id="mbdf07aa080" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #00bfbf"/>
+    </defs>
+    <g clip-path="url(#p81db5a65f0)">
+     <use xlink:href="#mbdf07aa080" x="383.319879" y="184.233714" style="fill: #00bfbf; stroke: #00bfbf"/>
+    </g>
+   </g>
+   <g id="line2d_5">
+    <defs>
+     <path id="m9f3535e5b5" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #ff0000"/>
+    </defs>
+    <g clip-path="url(#p81db5a65f0)">
+     <use xlink:href="#m9f3535e5b5" x="263.128648" y="263.84425" style="fill: #ff0000; stroke: #ff0000"/>
+    </g>
+   </g>
+   <g id="line2d_6">
+    <path d="M 81 384.48 
+L 81 51.84 
+" clip-path="url(#p81db5a65f0)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_7">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" clip-path="url(#p81db5a65f0)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_11">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_12">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_13">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_14">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="text_15">
+    <!-- Convergence of OLG Economy After Intro of PAYG Social Security System -->
+    <g style="fill: #262626" transform="translate(1.776563 29.208) scale(0.2 -0.2)">
+     <defs>
+      <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-20" transform="scale(0.015625)"/>
+      <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-4f" d="M 309 2231 
+Q 309 3372 921 4017 
+Q 1534 4663 2503 4663 
+Q 3138 4663 3647 4359 
+Q 4156 4056 4423 3514 
+Q 4691 2972 4691 2284 
+Q 4691 1588 4409 1038 
+Q 4128 488 3612 205 
+Q 3097 -78 2500 -78 
+Q 1853 -78 1343 234 
+Q 834 547 571 1087 
+Q 309 1628 309 2231 
+z
+M 934 2222 
+Q 934 1394 1379 917 
+Q 1825 441 2497 441 
+Q 3181 441 3623 922 
+Q 4066 1403 4066 2288 
+Q 4066 2847 3877 3264 
+Q 3688 3681 3323 3911 
+Q 2959 4141 2506 4141 
+Q 1863 4141 1398 3698 
+Q 934 3256 934 2222 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-4c" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 541 
+L 3331 541 
+L 3331 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-47" d="M 2638 1797 
+L 2638 2334 
+L 4578 2338 
+L 4578 638 
+Q 4131 281 3656 101 
+Q 3181 -78 2681 -78 
+Q 2006 -78 1454 211 
+Q 903 500 622 1047 
+Q 341 1594 341 2269 
+Q 341 2938 620 3517 
+Q 900 4097 1425 4378 
+Q 1950 4659 2634 4659 
+Q 3131 4659 3532 4498 
+Q 3934 4338 4162 4050 
+Q 4391 3763 4509 3300 
+L 3963 3150 
+Q 3859 3500 3706 3700 
+Q 3553 3900 3268 4020 
+Q 2984 4141 2638 4141 
+Q 2222 4141 1919 4014 
+Q 1616 3888 1430 3681 
+Q 1244 3475 1141 3228 
+Q 966 2803 966 2306 
+Q 966 1694 1177 1281 
+Q 1388 869 1791 669 
+Q 2194 469 2647 469 
+Q 3041 469 3416 620 
+Q 3791 772 3984 944 
+L 3984 1797 
+L 2638 1797 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-45" d="M 506 0 
+L 506 4581 
+L 3819 4581 
+L 3819 4041 
+L 1113 4041 
+L 1113 2638 
+L 3647 2638 
+L 3647 2100 
+L 1113 2100 
+L 1113 541 
+L 3925 541 
+L 3925 0 
+L 506 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-41" d="M -9 0 
+L 1750 4581 
+L 2403 4581 
+L 4278 0 
+L 3588 0 
+L 3053 1388 
+L 1138 1388 
+L 634 0 
+L -9 0 
+z
+M 1313 1881 
+L 2866 1881 
+L 2388 3150 
+Q 2169 3728 2063 4100 
+Q 1975 3659 1816 3225 
+L 1313 1881 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-53" d="M 288 1472 
+L 859 1522 
+Q 900 1178 1048 958 
+Q 1197 738 1509 602 
+Q 1822 466 2213 466 
+Q 2559 466 2825 569 
+Q 3091 672 3220 851 
+Q 3350 1031 3350 1244 
+Q 3350 1459 3225 1620 
+Q 3100 1781 2813 1891 
+Q 2628 1963 1997 2114 
+Q 1366 2266 1113 2400 
+Q 784 2572 623 2826 
+Q 463 3081 463 3397 
+Q 463 3744 659 4045 
+Q 856 4347 1234 4503 
+Q 1613 4659 2075 4659 
+Q 2584 4659 2973 4495 
+Q 3363 4331 3572 4012 
+Q 3781 3694 3797 3291 
+L 3216 3247 
+Q 3169 3681 2898 3903 
+Q 2628 4125 2100 4125 
+Q 1550 4125 1298 3923 
+Q 1047 3722 1047 3438 
+Q 1047 3191 1225 3031 
+Q 1400 2872 2139 2705 
+Q 2878 2538 3153 2413 
+Q 3553 2228 3743 1945 
+Q 3934 1663 3934 1294 
+Q 3934 928 3725 604 
+Q 3516 281 3123 101 
+Q 2731 -78 2241 -78 
+Q 1619 -78 1198 103 
+Q 778 284 539 648 
+Q 300 1013 288 1472 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#ArialMT-43"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+     <use xlink:href="#ArialMT-76" transform="translate(183.447266 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(233.447266 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(289.0625 0)"/>
+     <use xlink:href="#ArialMT-67" transform="translate(322.363281 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(377.978516 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(433.59375 0)"/>
+     <use xlink:href="#ArialMT-63" transform="translate(489.208984 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(539.208984 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(594.824219 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(622.607422 0)"/>
+     <use xlink:href="#ArialMT-66" transform="translate(678.222656 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(706.005859 0)"/>
+     <use xlink:href="#ArialMT-4f" transform="translate(733.789062 0)"/>
+     <use xlink:href="#ArialMT-4c" transform="translate(811.572266 0)"/>
+     <use xlink:href="#ArialMT-47" transform="translate(867.1875 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(944.970703 0)"/>
+     <use xlink:href="#ArialMT-45" transform="translate(972.753906 0)"/>
+     <use xlink:href="#ArialMT-63" transform="translate(1039.453125 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(1089.453125 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(1145.068359 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(1200.683594 0)"/>
+     <use xlink:href="#ArialMT-6d" transform="translate(1256.298828 0)"/>
+     <use xlink:href="#ArialMT-79" transform="translate(1339.599609 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1389.599609 0)"/>
+     <use xlink:href="#ArialMT-41" transform="translate(1411.882812 0)"/>
+     <use xlink:href="#ArialMT-66" transform="translate(1478.582031 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(1506.365234 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(1534.148438 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(1589.763672 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1623.064453 0)"/>
+     <use xlink:href="#ArialMT-49" transform="translate(1650.847656 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(1678.630859 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(1734.246094 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(1762.029297 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(1795.330078 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1850.945312 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(1878.728516 0)"/>
+     <use xlink:href="#ArialMT-66" transform="translate(1934.34375 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1962.126953 0)"/>
+     <use xlink:href="#ArialMT-50" transform="translate(1989.910156 0)"/>
+     <use xlink:href="#ArialMT-41" transform="translate(2049.234375 0)"/>
+     <use xlink:href="#ArialMT-59" transform="translate(2108.558594 0)"/>
+     <use xlink:href="#ArialMT-47" transform="translate(2175.257812 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(2253.041016 0)"/>
+     <use xlink:href="#ArialMT-53" transform="translate(2280.824219 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(2347.523438 0)"/>
+     <use xlink:href="#ArialMT-63" transform="translate(2403.138672 0)"/>
+     <use xlink:href="#ArialMT-69" transform="translate(2453.138672 0)"/>
+     <use xlink:href="#ArialMT-61" transform="translate(2475.355469 0)"/>
+     <use xlink:href="#ArialMT-6c" transform="translate(2530.970703 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(2553.1875 0)"/>
+     <use xlink:href="#ArialMT-53" transform="translate(2580.970703 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(2647.669922 0)"/>
+     <use xlink:href="#ArialMT-63" transform="translate(2703.285156 0)"/>
+     <use xlink:href="#ArialMT-75" transform="translate(2753.285156 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(2808.900391 0)"/>
+     <use xlink:href="#ArialMT-69" transform="translate(2842.201172 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(2864.417969 0)"/>
+     <use xlink:href="#ArialMT-79" transform="translate(2892.201172 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(2942.201172 0)"/>
+     <use xlink:href="#ArialMT-53" transform="translate(2969.984375 0)"/>
+     <use xlink:href="#ArialMT-79" transform="translate(3036.683594 0)"/>
+     <use xlink:href="#ArialMT-73" transform="translate(3086.683594 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(3136.683594 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(3164.466797 0)"/>
+     <use xlink:href="#ArialMT-6d" transform="translate(3220.082031 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_8">
+     <path d="M 90 64.619687 
+L 100 64.619687 
+L 110 64.619687 
+" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_16">
+     <!-- Capital accumulation curve -->
+     <g style="fill: #262626" transform="translate(118 68.119687) scale(0.1 -0.1)">
+      <defs>
+       <path id="Arial-BoldMT-43" d="M 3397 1684 
+L 4294 1400 
+Q 4088 650 3608 286 
+Q 3128 -78 2391 -78 
+Q 1478 -78 890 545 
+Q 303 1169 303 2250 
+Q 303 3394 893 4026 
+Q 1484 4659 2447 4659 
+Q 3288 4659 3813 4163 
+Q 4125 3869 4281 3319 
+L 3366 3100 
+Q 3284 3456 3026 3662 
+Q 2769 3869 2400 3869 
+Q 1891 3869 1573 3503 
+Q 1256 3138 1256 2319 
+Q 1256 1450 1568 1081 
+Q 1881 713 2381 713 
+Q 2750 713 3015 947 
+Q 3281 1181 3397 1684 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-61" d="M 1116 2306 
+L 319 2450 
+Q 453 2931 781 3162 
+Q 1109 3394 1756 3394 
+Q 2344 3394 2631 3255 
+Q 2919 3116 3036 2902 
+Q 3153 2688 3153 2116 
+L 3144 1091 
+Q 3144 653 3186 445 
+Q 3228 238 3344 0 
+L 2475 0 
+Q 2441 88 2391 259 
+Q 2369 338 2359 363 
+Q 2134 144 1878 34 
+Q 1622 -75 1331 -75 
+Q 819 -75 523 203 
+Q 228 481 228 906 
+Q 228 1188 362 1408 
+Q 497 1628 739 1745 
+Q 981 1863 1438 1950 
+Q 2053 2066 2291 2166 
+L 2291 2253 
+Q 2291 2506 2166 2614 
+Q 2041 2722 1694 2722 
+Q 1459 2722 1328 2630 
+Q 1197 2538 1116 2306 
+z
+M 2291 1594 
+Q 2122 1538 1756 1459 
+Q 1391 1381 1278 1306 
+Q 1106 1184 1106 997 
+Q 1106 813 1243 678 
+Q 1381 544 1594 544 
+Q 1831 544 2047 700 
+Q 2206 819 2256 991 
+Q 2291 1103 2291 1419 
+L 2291 1594 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-70" d="M 434 3319 
+L 1253 3319 
+L 1253 2831 
+Q 1413 3081 1684 3237 
+Q 1956 3394 2288 3394 
+Q 2866 3394 3269 2941 
+Q 3672 2488 3672 1678 
+Q 3672 847 3265 386 
+Q 2859 -75 2281 -75 
+Q 2006 -75 1782 34 
+Q 1559 144 1313 409 
+L 1313 -1263 
+L 434 -1263 
+L 434 3319 
+z
+M 1303 1716 
+Q 1303 1156 1525 889 
+Q 1747 622 2066 622 
+Q 2372 622 2575 867 
+Q 2778 1113 2778 1672 
+Q 2778 2194 2568 2447 
+Q 2359 2700 2050 2700 
+Q 1728 2700 1515 2451 
+Q 1303 2203 1303 1716 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-69" d="M 459 3769 
+L 459 4581 
+L 1338 4581 
+L 1338 3769 
+L 459 3769 
+z
+M 459 0 
+L 459 3319 
+L 1338 3319 
+L 1338 0 
+L 459 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-74" d="M 1981 3319 
+L 1981 2619 
+L 1381 2619 
+L 1381 1281 
+Q 1381 875 1398 808 
+Q 1416 741 1477 697 
+Q 1538 653 1625 653 
+Q 1747 653 1978 738 
+L 2053 56 
+Q 1747 -75 1359 -75 
+Q 1122 -75 931 4 
+Q 741 84 652 211 
+Q 563 338 528 553 
+Q 500 706 500 1172 
+L 500 2619 
+L 97 2619 
+L 97 3319 
+L 500 3319 
+L 500 3978 
+L 1381 4491 
+L 1381 3319 
+L 1981 3319 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-6c" d="M 459 0 
+L 459 4581 
+L 1338 4581 
+L 1338 0 
+L 459 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-20" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-63" d="M 3353 2338 
+L 2488 2181 
+Q 2444 2441 2289 2572 
+Q 2134 2703 1888 2703 
+Q 1559 2703 1364 2476 
+Q 1169 2250 1169 1719 
+Q 1169 1128 1367 884 
+Q 1566 641 1900 641 
+Q 2150 641 2309 783 
+Q 2469 925 2534 1272 
+L 3397 1125 
+Q 3263 531 2881 228 
+Q 2500 -75 1859 -75 
+Q 1131 -75 698 384 
+Q 266 844 266 1656 
+Q 266 2478 700 2936 
+Q 1134 3394 1875 3394 
+Q 2481 3394 2839 3133 
+Q 3197 2872 3353 2338 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-75" d="M 2644 0 
+L 2644 497 
+Q 2463 231 2167 78 
+Q 1872 -75 1544 -75 
+Q 1209 -75 943 72 
+Q 678 219 559 484 
+Q 441 750 441 1219 
+L 441 3319 
+L 1319 3319 
+L 1319 1794 
+Q 1319 1094 1367 936 
+Q 1416 778 1544 686 
+Q 1672 594 1869 594 
+Q 2094 594 2272 717 
+Q 2450 841 2515 1023 
+Q 2581 1206 2581 1919 
+L 2581 3319 
+L 3459 3319 
+L 3459 0 
+L 2644 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-6d" d="M 394 3319 
+L 1203 3319 
+L 1203 2866 
+Q 1638 3394 2238 3394 
+Q 2556 3394 2790 3262 
+Q 3025 3131 3175 2866 
+Q 3394 3131 3647 3262 
+Q 3900 3394 4188 3394 
+Q 4553 3394 4806 3245 
+Q 5059 3097 5184 2809 
+Q 5275 2597 5275 2122 
+L 5275 0 
+L 4397 0 
+L 4397 1897 
+Q 4397 2391 4306 2534 
+Q 4184 2722 3931 2722 
+Q 3747 2722 3584 2609 
+Q 3422 2497 3350 2280 
+Q 3278 2063 3278 1594 
+L 3278 0 
+L 2400 0 
+L 2400 1819 
+Q 2400 2303 2353 2443 
+Q 2306 2584 2207 2653 
+Q 2109 2722 1941 2722 
+Q 1738 2722 1575 2612 
+Q 1413 2503 1342 2297 
+Q 1272 2091 1272 1613 
+L 1272 0 
+L 394 0 
+L 394 3319 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-6f" d="M 256 1706 
+Q 256 2144 472 2553 
+Q 688 2963 1083 3178 
+Q 1478 3394 1966 3394 
+Q 2719 3394 3200 2905 
+Q 3681 2416 3681 1669 
+Q 3681 916 3195 420 
+Q 2709 -75 1972 -75 
+Q 1516 -75 1102 131 
+Q 688 338 472 736 
+Q 256 1134 256 1706 
+z
+M 1156 1659 
+Q 1156 1166 1390 903 
+Q 1625 641 1969 641 
+Q 2313 641 2545 903 
+Q 2778 1166 2778 1666 
+Q 2778 2153 2545 2415 
+Q 2313 2678 1969 2678 
+Q 1625 2678 1390 2415 
+Q 1156 2153 1156 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-6e" d="M 3478 0 
+L 2600 0 
+L 2600 1694 
+Q 2600 2231 2544 2389 
+Q 2488 2547 2361 2634 
+Q 2234 2722 2056 2722 
+Q 1828 2722 1647 2597 
+Q 1466 2472 1398 2265 
+Q 1331 2059 1331 1503 
+L 1331 0 
+L 453 0 
+L 453 3319 
+L 1269 3319 
+L 1269 2831 
+Q 1703 3394 2363 3394 
+Q 2653 3394 2893 3289 
+Q 3134 3184 3257 3021 
+Q 3381 2859 3429 2653 
+Q 3478 2447 3478 2063 
+L 3478 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-72" d="M 1300 0 
+L 422 0 
+L 422 3319 
+L 1238 3319 
+L 1238 2847 
+Q 1447 3181 1614 3287 
+Q 1781 3394 1994 3394 
+Q 2294 3394 2572 3228 
+L 2300 2463 
+Q 2078 2606 1888 2606 
+Q 1703 2606 1575 2504 
+Q 1447 2403 1373 2137 
+Q 1300 1872 1300 1025 
+L 1300 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-76" d="M 1372 0 
+L 34 3319 
+L 956 3319 
+L 1581 1625 
+L 1763 1059 
+Q 1834 1275 1853 1344 
+Q 1897 1484 1947 1625 
+L 2578 3319 
+L 3481 3319 
+L 2163 0 
+L 1372 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-65" d="M 2381 1056 
+L 3256 909 
+Q 3088 428 2723 176 
+Q 2359 -75 1813 -75 
+Q 947 -75 531 491 
+Q 203 944 203 1634 
+Q 203 2459 634 2926 
+Q 1066 3394 1725 3394 
+Q 2466 3394 2894 2905 
+Q 3322 2416 3303 1406 
+L 1103 1406 
+Q 1113 1016 1316 798 
+Q 1519 581 1822 581 
+Q 2028 581 2168 693 
+Q 2309 806 2381 1056 
+z
+M 2431 1944 
+Q 2422 2325 2234 2523 
+Q 2047 2722 1778 2722 
+Q 1491 2722 1303 2513 
+Q 1116 2303 1119 1944 
+L 2431 1944 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#Arial-BoldMT-43"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(72.216797 0)"/>
+      <use xlink:href="#Arial-BoldMT-70" transform="translate(127.832031 0)"/>
+      <use xlink:href="#Arial-BoldMT-69" transform="translate(188.916016 0)"/>
+      <use xlink:href="#Arial-BoldMT-74" transform="translate(216.699219 0)"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(250 0)"/>
+      <use xlink:href="#Arial-BoldMT-6c" transform="translate(305.615234 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(333.398438 0)"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(361.181641 0)"/>
+      <use xlink:href="#Arial-BoldMT-63" transform="translate(416.796875 0)"/>
+      <use xlink:href="#Arial-BoldMT-63" transform="translate(472.412109 0)"/>
+      <use xlink:href="#Arial-BoldMT-75" transform="translate(528.027344 0)"/>
+      <use xlink:href="#Arial-BoldMT-6d" transform="translate(589.111328 0)"/>
+      <use xlink:href="#Arial-BoldMT-75" transform="translate(678.027344 0)"/>
+      <use xlink:href="#Arial-BoldMT-6c" transform="translate(739.111328 0)"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(766.894531 0)"/>
+      <use xlink:href="#Arial-BoldMT-74" transform="translate(822.509766 0)"/>
+      <use xlink:href="#Arial-BoldMT-69" transform="translate(855.810547 0)"/>
+      <use xlink:href="#Arial-BoldMT-6f" transform="translate(883.59375 0)"/>
+      <use xlink:href="#Arial-BoldMT-6e" transform="translate(944.677734 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(1005.761719 0)"/>
+      <use xlink:href="#Arial-BoldMT-63" transform="translate(1033.544922 0)"/>
+      <use xlink:href="#Arial-BoldMT-75" transform="translate(1089.160156 0)"/>
+      <use xlink:href="#Arial-BoldMT-72" transform="translate(1150.244141 0)"/>
+      <use xlink:href="#Arial-BoldMT-76" transform="translate(1189.160156 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(1244.775391 0)"/>
+     </g>
+    </g>
+    <g id="line2d_9">
+     <path d="M 90 78.872812 
+L 100 78.872812 
+L 110 78.872812 
+" style="fill: none; stroke: #008000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_17">
+     <!-- Capital accumulation curve with PAYG -->
+     <g style="fill: #262626" transform="translate(118 82.372812) scale(0.1 -0.1)">
+      <defs>
+       <path id="Arial-BoldMT-77" d="M 1078 0 
+L 28 3319 
+L 881 3319 
+L 1503 1144 
+L 2075 3319 
+L 2922 3319 
+L 3475 1144 
+L 4109 3319 
+L 4975 3319 
+L 3909 0 
+L 3066 0 
+L 2494 2134 
+L 1931 0 
+L 1078 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-68" d="M 1334 4581 
+L 1334 2897 
+Q 1759 3394 2350 3394 
+Q 2653 3394 2897 3281 
+Q 3141 3169 3264 2994 
+Q 3388 2819 3433 2606 
+Q 3478 2394 3478 1947 
+L 3478 0 
+L 2600 0 
+L 2600 1753 
+Q 2600 2275 2550 2415 
+Q 2500 2556 2373 2639 
+Q 2247 2722 2056 2722 
+Q 1838 2722 1666 2615 
+Q 1494 2509 1414 2295 
+Q 1334 2081 1334 1663 
+L 1334 0 
+L 456 0 
+L 456 4581 
+L 1334 4581 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-50" d="M 466 0 
+L 466 4581 
+L 1950 4581 
+Q 2794 4581 3050 4513 
+Q 3444 4409 3709 4064 
+Q 3975 3719 3975 3172 
+Q 3975 2750 3822 2462 
+Q 3669 2175 3433 2011 
+Q 3197 1847 2953 1794 
+Q 2622 1728 1994 1728 
+L 1391 1728 
+L 1391 0 
+L 466 0 
+z
+M 1391 3806 
+L 1391 2506 
+L 1897 2506 
+Q 2444 2506 2628 2578 
+Q 2813 2650 2917 2803 
+Q 3022 2956 3022 3159 
+Q 3022 3409 2875 3571 
+Q 2728 3734 2503 3775 
+Q 2338 3806 1838 3806 
+L 1391 3806 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-41" d="M 4597 0 
+L 3591 0 
+L 3191 1041 
+L 1359 1041 
+L 981 0 
+L 0 0 
+L 1784 4581 
+L 2763 4581 
+L 4597 0 
+z
+M 2894 1813 
+L 2263 3513 
+L 1644 1813 
+L 2894 1813 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-59" d="M 1669 0 
+L 1669 1928 
+L -9 4581 
+L 1075 4581 
+L 2153 2769 
+L 3209 4581 
+L 4275 4581 
+L 2591 1922 
+L 2591 0 
+L 1669 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-47" d="M 2597 1684 
+L 2597 2456 
+L 4591 2456 
+L 4591 631 
+Q 4300 350 3748 136 
+Q 3197 -78 2631 -78 
+Q 1913 -78 1378 223 
+Q 844 525 575 1086 
+Q 306 1647 306 2306 
+Q 306 3022 606 3578 
+Q 906 4134 1484 4431 
+Q 1925 4659 2581 4659 
+Q 3434 4659 3914 4301 
+Q 4394 3944 4531 3313 
+L 3613 3141 
+Q 3516 3478 3248 3673 
+Q 2981 3869 2581 3869 
+Q 1975 3869 1617 3484 
+Q 1259 3100 1259 2344 
+Q 1259 1528 1621 1120 
+Q 1984 713 2572 713 
+Q 2863 713 3155 827 
+Q 3447 941 3656 1103 
+L 3656 1684 
+L 2597 1684 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#Arial-BoldMT-43"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(72.216797 0)"/>
+      <use xlink:href="#Arial-BoldMT-70" transform="translate(127.832031 0)"/>
+      <use xlink:href="#Arial-BoldMT-69" transform="translate(188.916016 0)"/>
+      <use xlink:href="#Arial-BoldMT-74" transform="translate(216.699219 0)"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(250 0)"/>
+      <use xlink:href="#Arial-BoldMT-6c" transform="translate(305.615234 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(333.398438 0)"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(361.181641 0)"/>
+      <use xlink:href="#Arial-BoldMT-63" transform="translate(416.796875 0)"/>
+      <use xlink:href="#Arial-BoldMT-63" transform="translate(472.412109 0)"/>
+      <use xlink:href="#Arial-BoldMT-75" transform="translate(528.027344 0)"/>
+      <use xlink:href="#Arial-BoldMT-6d" transform="translate(589.111328 0)"/>
+      <use xlink:href="#Arial-BoldMT-75" transform="translate(678.027344 0)"/>
+      <use xlink:href="#Arial-BoldMT-6c" transform="translate(739.111328 0)"/>
+      <use xlink:href="#Arial-BoldMT-61" transform="translate(766.894531 0)"/>
+      <use xlink:href="#Arial-BoldMT-74" transform="translate(822.509766 0)"/>
+      <use xlink:href="#Arial-BoldMT-69" transform="translate(855.810547 0)"/>
+      <use xlink:href="#Arial-BoldMT-6f" transform="translate(883.59375 0)"/>
+      <use xlink:href="#Arial-BoldMT-6e" transform="translate(944.677734 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(1005.761719 0)"/>
+      <use xlink:href="#Arial-BoldMT-63" transform="translate(1033.544922 0)"/>
+      <use xlink:href="#Arial-BoldMT-75" transform="translate(1089.160156 0)"/>
+      <use xlink:href="#Arial-BoldMT-72" transform="translate(1150.244141 0)"/>
+      <use xlink:href="#Arial-BoldMT-76" transform="translate(1189.160156 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(1244.775391 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(1300.390625 0)"/>
+      <use xlink:href="#Arial-BoldMT-77" transform="translate(1328.173828 0)"/>
+      <use xlink:href="#Arial-BoldMT-69" transform="translate(1405.957031 0)"/>
+      <use xlink:href="#Arial-BoldMT-74" transform="translate(1433.740234 0)"/>
+      <use xlink:href="#Arial-BoldMT-68" transform="translate(1467.041016 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(1528.125 0)"/>
+      <use xlink:href="#Arial-BoldMT-50" transform="translate(1555.908203 0)"/>
+      <use xlink:href="#Arial-BoldMT-41" transform="translate(1615.232422 0)"/>
+      <use xlink:href="#Arial-BoldMT-59" transform="translate(1678.324219 0)"/>
+      <use xlink:href="#Arial-BoldMT-47" transform="translate(1745.023438 0)"/>
+     </g>
+    </g>
+    <g id="line2d_10">
+     <path d="M 90 93.03375 
+L 100 93.03375 
+L 110 93.03375 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_18">
+     <!-- 45 Degree line -->
+     <g style="fill: #262626" transform="translate(118 96.53375) scale(0.1 -0.1)">
+      <defs>
+       <path id="Arial-BoldMT-35" d="M 284 1178 
+L 1159 1269 
+Q 1197 972 1381 798 
+Q 1566 625 1806 625 
+Q 2081 625 2272 848 
+Q 2463 1072 2463 1522 
+Q 2463 1944 2273 2155 
+Q 2084 2366 1781 2366 
+Q 1403 2366 1103 2031 
+L 391 2134 
+L 841 4519 
+L 3163 4519 
+L 3163 3697 
+L 1506 3697 
+L 1369 2919 
+Q 1663 3066 1969 3066 
+Q 2553 3066 2959 2641 
+Q 3366 2216 3366 1538 
+Q 3366 972 3038 528 
+Q 2591 -78 1797 -78 
+Q 1163 -78 763 262 
+Q 363 603 284 1178 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-44" d="M 463 4581 
+L 2153 4581 
+Q 2725 4581 3025 4494 
+Q 3428 4375 3715 4072 
+Q 4003 3769 4153 3330 
+Q 4303 2891 4303 2247 
+Q 4303 1681 4163 1272 
+Q 3991 772 3672 463 
+Q 3431 228 3022 97 
+Q 2716 0 2203 0 
+L 463 0 
+L 463 4581 
+z
+M 1388 3806 
+L 1388 772 
+L 2078 772 
+Q 2466 772 2638 816 
+Q 2863 872 3011 1006 
+Q 3159 1141 3253 1448 
+Q 3347 1756 3347 2288 
+Q 3347 2819 3253 3103 
+Q 3159 3388 2990 3547 
+Q 2822 3706 2563 3763 
+Q 2369 3806 1803 3806 
+L 1388 3806 
+z
+" transform="scale(0.015625)"/>
+       <path id="Arial-BoldMT-67" d="M 378 -219 
+L 1381 -341 
+Q 1406 -516 1497 -581 
+Q 1622 -675 1891 -675 
+Q 2234 -675 2406 -572 
+Q 2522 -503 2581 -350 
+Q 2622 -241 2622 53 
+L 2622 538 
+Q 2228 0 1628 0 
+Q 959 0 569 566 
+Q 263 1013 263 1678 
+Q 263 2513 664 2953 
+Q 1066 3394 1663 3394 
+Q 2278 3394 2678 2853 
+L 2678 3319 
+L 3500 3319 
+L 3500 341 
+Q 3500 -247 3403 -537 
+Q 3306 -828 3131 -993 
+Q 2956 -1159 2664 -1253 
+Q 2372 -1347 1925 -1347 
+Q 1081 -1347 728 -1058 
+Q 375 -769 375 -325 
+Q 375 -281 378 -219 
+z
+M 1163 1728 
+Q 1163 1200 1367 954 
+Q 1572 709 1872 709 
+Q 2194 709 2416 961 
+Q 2638 1213 2638 1706 
+Q 2638 2222 2425 2472 
+Q 2213 2722 1888 2722 
+Q 1572 2722 1367 2476 
+Q 1163 2231 1163 1728 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#Arial-BoldMT-34"/>
+      <use xlink:href="#Arial-BoldMT-35" transform="translate(55.615234 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(111.230469 0)"/>
+      <use xlink:href="#Arial-BoldMT-44" transform="translate(139.013672 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(211.230469 0)"/>
+      <use xlink:href="#Arial-BoldMT-67" transform="translate(266.845703 0)"/>
+      <use xlink:href="#Arial-BoldMT-72" transform="translate(327.929688 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(366.845703 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(422.460938 0)"/>
+      <use xlink:href="#Arial-BoldMT-20" transform="translate(478.076172 0)"/>
+      <use xlink:href="#Arial-BoldMT-6c" transform="translate(505.859375 0)"/>
+      <use xlink:href="#Arial-BoldMT-69" transform="translate(533.642578 0)"/>
+      <use xlink:href="#Arial-BoldMT-6e" transform="translate(561.425781 0)"/>
+      <use xlink:href="#Arial-BoldMT-65" transform="translate(622.509766 0)"/>
+     </g>
+    </g>
+    <g id="line2d_11">
+     <g>
+      <use xlink:href="#mbdf07aa080" x="100" y="107.965" style="fill: #00bfbf; stroke: #00bfbf"/>
+     </g>
+    </g>
+    <g id="text_19">
+     <!-- $\bar{k}$ -->
+     <g style="fill: #262626" transform="translate(118 111.465) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Bold-304" d="M -2592 4863 
+L -624 4863 
+L -624 4275 
+L -2592 4275 
+L -2592 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Bold-304" transform="translate(67.125977 22.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.328125)"/>
+     </g>
+    </g>
+    <g id="line2d_12">
+     <g>
+      <use xlink:href="#m9f3535e5b5" x="100" y="124.565" style="fill: #ff0000; stroke: #ff0000"/>
+     </g>
+    </g>
+    <g id="text_20">
+     <!-- $\bar{k}_{PAYG}$ -->
+     <g style="fill: #262626" transform="translate(118 128.065) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-BoldOblique-50" d="M 1044 4666 
+L 3041 4666 
+Q 3775 4666 4189 4330 
+Q 4603 3994 4603 3397 
+Q 4603 3031 4465 2701 
+Q 4328 2372 4072 2125 
+Q 3794 1859 3409 1739 
+Q 3025 1619 2444 1619 
+L 1650 1619 
+L 1338 0 
+L 134 0 
+L 1044 4666 
+z
+M 2081 3794 
+L 1825 2491 
+L 2491 2491 
+Q 2916 2491 3141 2691 
+Q 3366 2891 3366 3272 
+Q 3366 3525 3205 3659 
+Q 3044 3794 2741 3794 
+L 2081 3794 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-BoldOblique-41" d="M 3144 850 
+L 1281 850 
+L 819 0 
+L -416 0 
+L 2222 4666 
+L 3597 4666 
+L 4422 0 
+L 3278 0 
+L 3144 850 
+z
+M 1734 1697 
+L 2988 1697 
+L 2706 3494 
+L 1734 1697 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-BoldOblique-59" d="M 403 4666 
+L 1606 4666 
+L 2400 2938 
+L 3788 4666 
+L 5178 4666 
+L 2875 1947 
+L 2497 0 
+L 1294 0 
+L 1672 1947 
+L 403 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-BoldOblique-47" d="M 4359 347 
+Q 3903 125 3412 17 
+Q 2922 -91 2363 -91 
+Q 1369 -91 800 414 
+Q 231 919 231 1791 
+Q 231 2356 409 2851 
+Q 588 3347 941 3756 
+Q 1372 4256 1958 4503 
+Q 2544 4750 3297 4750 
+Q 3716 4750 4141 4662 
+Q 4566 4575 4978 4403 
+L 4794 3438 
+Q 4413 3659 4048 3768 
+Q 3684 3878 3316 3878 
+Q 2509 3878 2003 3340 
+Q 1497 2803 1497 1959 
+Q 1497 1400 1792 1090 
+Q 2088 781 2625 781 
+Q 2800 781 2975 804 
+Q 3150 828 3328 878 
+L 3506 1784 
+L 2772 1784 
+L 2925 2591 
+L 4794 2591 
+L 4359 347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Bold-304" transform="translate(67.125977 22.015625)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-6b" transform="translate(0 0.328125)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-50" transform="translate(67.460938 -16.078125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-41" transform="translate(118.764648 -16.078125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-59" transform="translate(172.939453 -16.078125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-BoldOblique-47" transform="translate(223.62793 -16.078125) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p81db5a65f0">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.jpg b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.jpg
new file mode 100644
index 00000000..3840173c
Binary files /dev/null and b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.jpg differ
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.pdf b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.pdf
new file mode 100644
index 00000000..619debde
Binary files /dev/null and b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.pdf differ
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.png b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.png
new file mode 100644
index 00000000..68de05af
Binary files /dev/null and b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.png differ
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.svg b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.svg
new file mode 100644
index 00000000..7a1a2912
--- /dev/null
+++ b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/quarterlyGrowthRates.svg
@@ -0,0 +1,2096 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="360pt" height="360pt" viewBox="0 0 360 360" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 360 
+L 360 360 
+L 360 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 37.61 163.67 
+L 190.806821 163.67 
+L 190.806821 8.6 
+L 37.61 8.6 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 69.008963 163.67 
+L 69.008963 8.6 
+" clip-path="url(#pc6ebbdb1e9)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 102.226345 163.67 
+L 102.226345 8.6 
+" clip-path="url(#pc6ebbdb1e9)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 135.443728 163.67 
+L 135.443728 8.6 
+" clip-path="url(#pc6ebbdb1e9)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 168.66111 163.67 
+L 168.66111 8.6 
+" clip-path="url(#pc6ebbdb1e9)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_9">
+      <path d="M 37.61 131.887114 
+L 190.806821 131.887114 
+" clip-path="url(#pc6ebbdb1e9)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_1">
+      <!-- −5 -->
+      <g style="fill: #262626" transform="translate(22.708437 135.46602) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-2212" d="M 3381 1997 
+L 356 1997 
+L 356 2522 
+L 3381 2522 
+L 3381 1997 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-35" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_11">
+      <path d="M 37.61 98.263573 
+L 190.806821 98.263573 
+" clip-path="url(#pc6ebbdb1e9)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_2">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(28.549062 101.84248) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_13">
+      <path d="M 37.61 64.640033 
+L 190.806821 64.640033 
+" clip-path="url(#pc6ebbdb1e9)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_3">
+      <!-- 5 -->
+      <g style="fill: #262626" transform="translate(28.549062 68.21894) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_15">
+      <path d="M 37.61 31.016493 
+L 190.806821 31.016493 
+" clip-path="url(#pc6ebbdb1e9)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_4">
+      <!-- 10 -->
+      <g style="fill: #262626" transform="translate(22.988125 34.595399) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_5">
+     <!-- PCDG -->
+     <g style="fill: #262626" transform="translate(16.720937 100.581094) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-44" d="M 494 0 
+L 494 4581 
+L 2072 4581 
+Q 2606 4581 2888 4516 
+Q 3281 4425 3559 4188 
+Q 3922 3881 4101 3404 
+Q 4281 2928 4281 2316 
+Q 4281 1794 4159 1391 
+Q 4038 988 3847 723 
+Q 3656 459 3429 307 
+Q 3203 156 2883 78 
+Q 2563 0 2147 0 
+L 494 0 
+z
+M 1100 541 
+L 2078 541 
+Q 2531 541 2789 625 
+Q 3047 709 3200 863 
+Q 3416 1078 3536 1442 
+Q 3656 1806 3656 2325 
+Q 3656 3044 3420 3430 
+Q 3184 3816 2847 3947 
+Q 2603 4041 2063 4041 
+L 1100 4041 
+L 1100 541 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-47" d="M 2638 1797 
+L 2638 2334 
+L 4578 2338 
+L 4578 638 
+Q 4131 281 3656 101 
+Q 3181 -78 2681 -78 
+Q 2006 -78 1454 211 
+Q 903 500 622 1047 
+Q 341 1594 341 2269 
+Q 341 2938 620 3517 
+Q 900 4097 1425 4378 
+Q 1950 4659 2634 4659 
+Q 3131 4659 3532 4498 
+Q 3934 4338 4162 4050 
+Q 4391 3763 4509 3300 
+L 3963 3150 
+Q 3859 3500 3706 3700 
+Q 3553 3900 3268 4020 
+Q 2984 4141 2638 4141 
+Q 2222 4141 1919 4014 
+Q 1616 3888 1430 3681 
+Q 1244 3475 1141 3228 
+Q 966 2803 966 2306 
+Q 966 1694 1177 1281 
+Q 1388 869 1791 669 
+Q 2194 469 2647 469 
+Q 3041 469 3416 620 
+Q 3791 772 3984 944 
+L 3984 1797 
+L 2638 1797 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-47" transform="translate(211.132812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 37.61 163.67 
+L 37.61 8.6 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 37.61 163.67 
+L 190.806821 163.67 
+" style="fill: none"/>
+   </g>
+  </g>
+  <g id="axes_2">
+   <g id="patch_5">
+    <path d="M 195.806821 163.67 
+L 349.003643 163.67 
+L 349.003643 8.6 
+L 195.806821 8.6 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_3">
+    <g id="xtick_5">
+     <g id="line2d_17">
+      <path d="M 227.834749 163.67 
+L 227.834749 8.6 
+" clip-path="url(#p11605e56a4)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_19">
+      <path d="M 288.226359 163.67 
+L 288.226359 8.6 
+" clip-path="url(#p11605e56a4)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_21">
+      <path d="M 348.617969 163.67 
+L 348.617969 8.6 
+" clip-path="url(#p11605e56a4)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+    </g>
+   </g>
+   <g id="matplotlib.axis_4">
+    <g id="ytick_5">
+     <g id="line2d_23">
+      <path d="M 195.806821 131.887114 
+L 349.003643 131.887114 
+" clip-path="url(#p11605e56a4)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_25">
+      <path d="M 195.806821 98.263573 
+L 349.003643 98.263573 
+" clip-path="url(#p11605e56a4)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_27">
+      <path d="M 195.806821 64.640033 
+L 349.003643 64.640033 
+" clip-path="url(#p11605e56a4)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_29">
+      <path d="M 195.806821 31.016493 
+L 349.003643 31.016493 
+" clip-path="url(#p11605e56a4)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_30"/>
+    </g>
+   </g>
+   <g id="PathCollection_1">
+    <defs>
+     <path id="mc51a56afd0" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #ffffff; stroke-width: 0.48"/>
+    </defs>
+    <g clip-path="url(#p11605e56a4)">
+     <use xlink:href="#mc51a56afd0" x="306.724863" y="80.437758" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="299.340128" y="105.004542" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="318.028381" y="102.951893" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="285.18029" y="104.831549" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.444147" y="131.849004" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.537887" y="111.236408" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="306.595559" y="85.035553" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="298.574214" y="76.124406" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="307.636558" y="49.414295" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="298.553969" y="70.285682" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="298.067448" y="85.380651" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.221011" y="130.670931" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="289.569836" y="77.648637" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="310.182709" y="83.780042" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="284.739086" y="105.678508" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="295.872842" y="116.304687" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="297.238603" y="135.12984" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="295.868059" y="81.069718" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="291.384385" y="78.704173" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="302.324136" y="66.540691" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="302.995287" y="83.584831" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.227047" y="79.302666" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="298.803433" y="91.133987" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.317824" y="71.414668" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.601455" y="84.656561" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="291.151447" y="81.742395" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="308.212687" y="88.029427" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="289.166559" y="85.502843" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="316.260763" y="71.045752" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="311.009667" y="81.090899" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="315.516325" y="76.758437" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="295.424517" y="120.186967" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="303.421167" y="35.543273" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="311.25602" y="99.268421" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="313.026407" y="78.738286" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="335.900943" y="73.80459" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="313.361054" y="67.269563" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="310.038854" y="122.35877" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.4813" y="73.166845" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="292.418868" y="95.455529" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.490191" y="112.365784" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="299.12748" y="66.286642" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="299.751964" y="96.313414" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.795024" y="89.774304" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="324.686865" y="51.883518" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="314.650322" y="79.75917" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="319.202523" y="62.156835" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.123971" y="96.105092" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="310.773754" y="81.533349" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="307.786816" y="94.998753" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.694783" y="96.925293" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.230386" y="96.660827" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="314.27997" y="107.39083" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="299.331675" y="87.795029" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.116433" y="90.837325" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="313.24888" y="132.518941" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="295.195959" y="15.648636" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="303.611843" y="78.120723" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.277495" y="81.92941" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="304.156699" y="73.169924" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.307917" y="76.942949" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="323.731854" y="77.841124" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="315.688533" y="77.4821" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="325.253036" y="64.95199" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="321.565352" y="52.515333" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="314.228497" y="100.901174" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="324.840863" y="100.79888" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="320.551481" y="111.625589" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="333.581691" y="106.388762" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="324.064037" y="77.391556" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="324.87717" y="68.698815" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.173196" y="143.527739" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="307.564347" y="73.728449" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="319.276649" y="73.234782" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="327.156601" y="48.59523" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.763975" y="68.009076" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="314.343629" y="54.840036" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="306.746392" y="87.5442" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="312.630999" y="82.272631" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="316.784041" y="76.051785" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.493248" y="65.777395" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="310.273797" y="78.915473" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="306.790948" y="81.315247" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="328.579857" y="74.989578" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.522897" y="106.76721" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="326.721943" y="37.117216" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="317.574152" y="96.543413" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="324.669161" y="81.015879" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="327.400033" y="95.302027" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="326.802514" y="101.808473" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="342.040151" y="71.525334" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="327.630565" y="103.746843" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="334.261151" y="89.438181" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.099641" y="156.621364" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="310.817961" y="55.595725" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="319.131413" y="65.837043" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="334.790972" y="70.317733" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.545904" y="112.232442" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.400691" y="67.592434" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.849402" y="138.51973" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.115149" y="71.020505" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="286.087631" y="90.658543" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.023763" y="90.489953" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.278448" y="65.590562" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="288.710051" y="86.684161" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="317.725274" y="46.558134" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="315.841172" y="68.590553" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="302.411133" y="60.659191" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.454549" y="72.632298" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="315.439714" y="78.319065" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="291.893125" y="96.67535" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.918859" y="75.135257" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="304.056492" y="71.339275" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.10609" y="88.681047" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.621417" y="56.465098" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="308.651117" y="119.803957" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="297.45208" y="84.465508" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="269.936487" y="71.36481" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="293.876377" y="34.835611" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.703479" y="105.164702" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="316.716369" y="132.770285" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="310.794579" y="65.155598" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.679679" y="65.428818" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="297.241065" y="113.729755" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.181394" y="67.640266" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="310.056709" y="94.283974" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="312.619606" y="102.290813" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.785627" y="75.714402" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="310.308328" y="97.863822" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="321.983163" y="88.734677" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="299.343245" y="81.505782" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="307.641192" y="116.554309" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="317.217999" y="66.123711" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.508583" y="120.427707" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="315.628926" y="104.789849" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="307.070404" y="115.461942" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="282.765508" y="111.205519" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="297.295671" y="93.192502" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="291.331746" y="85.404151" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="283.872045" y="107.816031" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="308.306427" y="71.891838" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="299.342436" y="91.745955" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="304.178651" y="83.360166" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="303.891026" y="83.855323" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="293.079894" y="92.10794" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.281715" y="72.796792" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="295.122057" y="87.466568" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="302.318664" y="77.535104" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.869926" y="80.651232" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.391794" y="86.960631" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="311.232146" y="86.370232" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="302.335829" y="73.40916" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="292.218506" y="109.521975" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="298.71211" y="92.134773" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="295.109147" y="81.49884" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.348702" y="88.112822" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="308.013445" y="90.445392" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="316.516111" y="81.44021" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="295.012213" y="95.230986" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.330635" y="88.108936" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.351489" y="82.710685" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="285.117718" y="106.844929" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="306.777925" y="72.978354" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="297.979548" y="84.882616" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="287.17167" y="97.770049" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.470335" y="69.51614" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.856422" y="84.445908" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="306.631318" y="63.875258" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="314.773248" y="102.534619" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="317.287869" y="69.676011" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="306.794335" y="85.372789" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="323.972236" y="94.29756" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="295.982377" y="64.080197" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="322.956338" y="112.097467" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.830242" y="91.011219" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="303.803791" y="95.191324" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="284.287224" y="90.195301" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="302.200931" y="103.583489" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="288.782199" y="95.039004" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="281.040962" y="45.861266" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="291.083513" y="111.520786" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="306.432577" y="97.472795" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="293.61965" y="81.52881" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="307.0029" y="108.746175" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="318.348323" y="106.155058" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="279.09513" y="75.294764" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="327.562942" y="75.605645" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.390341" y="94.843692" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="313.999556" y="87.245979" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="304.521525" y="97.162197" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="303.826971" y="86.230698" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="322.080559" y="84.62632" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="297.554575" y="96.493482" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.790517" y="81.327665" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="330.093139" y="90.05151" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="308.727562" y="119.905801" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.964521" y="74.505748" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="308.407017" y="101.106399" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.19839" y="91.661446" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="276.748865" y="93.112259" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.162309" y="92.743137" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.219158" y="94.459251" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.517642" y="94.76593" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="312.755584" y="96.15339" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="299.192443" y="121.93731" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="316.611388" y="107.462972" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.995566" y="123.035071" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="202.770313" y="152.164015" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="259.499317" y="100.602577" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="302.057737" y="104.811005" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="318.481236" y="70.948292" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="304.491049" y="111.84352" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.267141" y="93.699104" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="289.444376" y="83.237308" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.483225" y="92.773784" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="319.002728" y="81.638751" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="319.852721" y="92.3485" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="313.815414" y="101.369015" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="290.941003" y="93.387568" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="294.068713" y="84.913479" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="308.85188" y="82.737144" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="284.441312" y="100.943783" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="291.784446" y="93.448842" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="298.103862" y="85.371054" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="305.775429" y="83.132473" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="276.80613" y="99.464675" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="302.805232" y="95.819701" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.071742" y="94.924726" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="299.655491" y="92.824752" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="306.249765" y="77.828918" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="296.927931" y="89.060988" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="284.394929" y="90.399793" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="267.065483" y="90.339963" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="304.643076" y="84.344788" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="299.902874" y="93.602391" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="277.828397" y="97.978246" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="283.26252" y="92.593891" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="308.892151" y="94.623057" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="291.170254" y="88.061858" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="300.135735" y="93.939802" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="309.998293" y="93.380586" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="292.096101" y="93.747388" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="301.138255" y="86.971748" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="314.279874" y="75.236597" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="307.666048" y="90.477458" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="295.36709" y="96.090208" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+    </g>
+   </g>
+   <g id="patch_6">
+    <path d="M 195.806821 163.67 
+L 195.806821 8.6 
+" style="fill: none"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 195.806821 163.67 
+L 349.003643 163.67 
+" style="fill: none"/>
+   </g>
+  </g>
+  <g id="axes_3">
+   <g id="patch_8">
+    <path d="M 37.61 323.74 
+L 190.806821 323.74 
+L 190.806821 168.67 
+L 37.61 168.67 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_5">
+    <g id="xtick_8">
+     <g id="line2d_31">
+      <path d="M 69.008963 323.74 
+L 69.008963 168.67 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_32"/>
+     <g id="text_6">
+      <!-- −5 -->
+      <g style="fill: #262626" transform="translate(63.308182 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-35" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_33">
+      <path d="M 102.226345 323.74 
+L 102.226345 168.67 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_34"/>
+     <g id="text_7">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(99.445876 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_10">
+     <g id="line2d_35">
+      <path d="M 135.443728 323.74 
+L 135.443728 168.67 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_36"/>
+     <g id="text_8">
+      <!-- 5 -->
+      <g style="fill: #262626" transform="translate(132.663259 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_11">
+     <g id="line2d_37">
+      <path d="M 168.66111 323.74 
+L 168.66111 168.67 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_38"/>
+     <g id="text_9">
+      <!-- 10 -->
+      <g style="fill: #262626" transform="translate(163.100172 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_10">
+     <!-- PCDG -->
+     <g style="fill: #262626" transform="translate(99.762317 347.543125) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-47" transform="translate(211.132812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_6">
+    <g id="ytick_9">
+     <g id="line2d_39">
+      <path d="M 37.61 303.546465 
+L 190.806821 303.546465 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_40"/>
+     <g id="text_11">
+      <!-- −6 -->
+      <g style="fill: #262626" transform="translate(22.708437 307.125371) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-36" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_10">
+     <g id="line2d_41">
+      <path d="M 37.61 279.094451 
+L 190.806821 279.094451 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_42"/>
+     <g id="text_12">
+      <!-- −4 -->
+      <g style="fill: #262626" transform="translate(22.708437 282.673357) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-34" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_11">
+     <g id="line2d_43">
+      <path d="M 37.61 254.642437 
+L 190.806821 254.642437 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_44"/>
+     <g id="text_13">
+      <!-- −2 -->
+      <g style="fill: #262626" transform="translate(22.708437 258.221344) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-32" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_12">
+     <g id="line2d_45">
+      <path d="M 37.61 230.190424 
+L 190.806821 230.190424 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_46"/>
+     <g id="text_14">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(28.549062 233.76933) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_13">
+     <g id="line2d_47">
+      <path d="M 37.61 205.73841 
+L 190.806821 205.73841 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_48"/>
+     <g id="text_15">
+      <!-- 2 -->
+      <g style="fill: #262626" transform="translate(28.549062 209.317316) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_14">
+     <g id="line2d_49">
+      <path d="M 37.61 181.286396 
+L 190.806821 181.286396 
+" clip-path="url(#p99ca5e7915)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_50"/>
+     <g id="text_16">
+      <!-- 4 -->
+      <g style="fill: #262626" transform="translate(28.549062 184.865303) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_17">
+     <!-- PCND -->
+     <g style="fill: #262626" transform="translate(16.720937 260.372969) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4e" d="M 488 0 
+L 488 4581 
+L 1109 4581 
+L 3516 984 
+L 3516 4581 
+L 4097 4581 
+L 4097 0 
+L 3475 0 
+L 1069 3600 
+L 1069 0 
+L 488 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-4e" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(211.132812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="PathCollection_2">
+    <g clip-path="url(#p99ca5e7915)">
+     <use xlink:href="#mc51a56afd0" x="119.836833" y="211.465734" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="95.566805" y="218.940764" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="97.594659" y="200.024004" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="95.737708" y="233.273738" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="69.046613" y="221.872155" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="89.410216" y="216.716132" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="115.294577" y="211.596619" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="124.098081" y="219.716043" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="150.485546" y="210.542892" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="129.866276" y="219.736535" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="114.953648" y="220.229005" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="70.210455" y="218.04911" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="122.592262" y="228.83052" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="116.534922" y="207.965608" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="94.90098" y="233.720337" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="84.40316" y="222.450445" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="65.805407" y="221.067985" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="119.212507" y="222.455287" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="121.549476" y="226.993784" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="133.566029" y="215.920269" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="116.727775" y="215.240912" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="120.958214" y="222.091909" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="109.269809" y="219.484021" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="128.750928" y="216.938886" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="115.668991" y="221.712924" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.547955" y="227.22957" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="112.336868" y="209.959718" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="114.832931" y="229.238728" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="129.115387" y="201.813236" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="119.191581" y="207.128538" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="123.471708" y="202.566776" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="80.567776" y="222.904252" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="164.189012" y="214.809825" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="101.233636" y="206.879173" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="121.515775" y="205.087139" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="126.389874" y="181.93291" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="132.845962" y="204.748401" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="78.422208" y="208.111222" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="127.019916" y="212.724503" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.000469" y="225.946652" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="88.294483" y="216.764412" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="133.817009" y="219.156013" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="104.152947" y="218.523892" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="110.613068" y="216.455851" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="148.04615" y="193.284106" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="120.507223" y="203.443369" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="137.89693" y="198.835506" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="104.358754" y="217.135109" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.754476" y="207.367336" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.451728" y="210.390796" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="103.548459" y="208.4595" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="103.809731" y="208.929575" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="93.209342" y="203.818249" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="112.568435" y="218.94932" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="109.562888" y="213.093831" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="68.384767" y="204.861946" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="183.84333" y="223.135605" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="122.125878" y="214.616817" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.363199" y="222.040845" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="127.016874" y="214.0653" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="123.289426" y="212.900006" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="122.4021" y="194.250794" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="122.756788" y="202.392462" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="135.135539" y="192.711012" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="147.421967" y="196.443786" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="99.620606" y="203.870351" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="99.721664" y="193.128225" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="89.025737" y="197.470054" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="94.199306" y="184.28052" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="122.846237" y="193.914549" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="131.433974" y="193.091474" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="57.508951" y="218.09751" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="126.465096" y="210.615985" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="126.952799" y="198.760474" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="151.294717" y="190.784172" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="132.115381" y="217.499507" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="145.125345" y="203.753811" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="112.816233" y="211.443942" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.024124" y="205.487381" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="124.169825" y="201.28356" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="134.320105" y="208.663499" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="121.340729" y="207.873406" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.969944" y="211.398841" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="125.219201" y="189.343513" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="93.825429" y="208.633487" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="162.634081" y="191.224145" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="103.925727" y="200.483788" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="119.265695" y="193.302026" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.152118" y="190.537763" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="98.724266" y="191.142588" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="128.641598" y="175.718636" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="96.809311" y="190.304413" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="110.94513" y="183.592752" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="44.573492" y="217.159737" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="144.378784" y="207.322588" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="134.261177" y="198.907485" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="129.834612" y="183.056453" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="88.426214" y="212.659108" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="132.526991" y="217.867233" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="62.456466" y="217.413036" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="129.140329" y="222.205176" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="109.73951" y="232.355303" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="109.906064" y="209.138725" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="134.504681" y="216.978744" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="113.665883" y="229.700817" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="153.307205" y="200.330818" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="131.540928" y="202.237958" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="139.376483" y="215.832209" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="127.548006" y="212.751581" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="121.929933" y="202.644324" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="103.795384" y="226.478824" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="125.075282" y="216.330502" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="128.82541" y="214.166732" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="111.693119" y="213.1043" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="143.519913" y="217.643808" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="80.94616" y="209.515927" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="115.857736" y="220.851898" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="128.800183" y="248.703932" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="164.888125" y="224.471321" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="95.408579" y="217.560743" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="68.13646" y="201.352059" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="134.934391" y="207.346257" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="134.664471" y="217.584834" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="86.946988" y="221.065493" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="132.479737" y="213.028075" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="106.157873" y="208.093149" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="98.247753" y="205.498915" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="124.503132" y="208.367545" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="102.621268" y="207.838452" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="111.640137" y="196.020866" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.78171" y="218.937609" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="84.156554" y="210.538201" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="133.977972" y="200.844296" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="80.329945" y="221.806931" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="95.778905" y="202.452798" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="85.235725" y="211.115968" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="89.440733" y="235.718046" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="107.23616" y="221.010219" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="114.930431" y="227.047067" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="92.789277" y="234.597979" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="128.279521" y="209.864832" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="108.665234" y="218.938427" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="116.949726" y="214.043079" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="116.46055" y="214.334221" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="108.307621" y="225.277544" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="127.385499" y="222.036573" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="112.892928" y="223.210411" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="122.704424" y="215.925809" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="119.625937" y="217.39226" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="113.392753" y="217.876239" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="113.97602" y="206.903339" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="126.780528" y="215.908433" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="91.10394" y="226.149464" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="108.281113" y="219.576461" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.788568" y="223.223479" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="112.25448" y="221.968767" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="109.950086" y="210.161396" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.846489" y="201.554765" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.2223" y="223.321598" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="112.258319" y="208.8281" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="117.591361" y="217.917037" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="93.748649" y="233.337076" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="127.20613" y="211.412023" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="115.445667" y="220.317981" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="102.713908" y="231.258009" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="130.626522" y="217.796738" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="115.877099" y="216.393703" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="136.199264" y="211.560423" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="98.006892" y="203.318939" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="130.468582" y="200.773571" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="114.961414" y="211.395413" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="106.144451" y="194.007473" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="135.996802" y="222.339571" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="88.559559" y="195.035792" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="109.391095" y="212.371293" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.261483" y="214.422522" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="110.197156" y="234.177724" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="96.970692" y="216.044981" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.411963" y="229.627788" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="153.995655" y="237.463679" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="89.129274" y="227.298335" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="103.007571" y="211.761594" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.75896" y="224.731188" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="91.870369" y="211.184297" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="94.430187" y="199.70015" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="124.917702" y="239.433303" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="124.610576" y="190.372862" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.604916" y="217.87771" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="113.110852" y="204.102092" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="103.314417" y="213.696013" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="114.113869" y="214.399059" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="115.698867" y="195.922279" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="103.975055" y="220.748149" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.957675" y="212.411505" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="110.33921" y="187.811728" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="80.845547" y="209.438548" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="125.697187" y="216.284281" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="99.417859" y="209.763011" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="108.748722" y="208.961962" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="107.315434" y="241.808256" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="107.680097" y="208.998485" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.984713" y="208.940941" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.681738" y="217.748852" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="104.311038" y="205.361274" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="78.838577" y="219.090254" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="93.138071" y="201.458323" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="77.754077" y="216.252858" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="48.976998" y="316.691364" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="99.915596" y="259.26872" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="95.758003" y="216.189926" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="129.21167" y="199.565613" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="88.810438" y="213.726861" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="106.735677" y="218.002416" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="117.071099" y="228.957514" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="107.64982" y="221.832599" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="118.650347" y="199.037745" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="108.069967" y="198.177358" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="99.158416" y="204.288485" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="107.04345" y="227.442587" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="115.415177" y="224.276634" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="117.565222" y="209.312709" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="99.578512" y="234.021752" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="106.982917" y="226.588832" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="114.963128" y="220.192146" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="117.174668" y="212.426777" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="101.039753" y="241.750291" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="104.640696" y="215.433291" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.524861" y="218.200204" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="107.599468" y="218.621545" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="122.414159" y="211.946641" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="111.317767" y="221.382456" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="109.995135" y="234.068702" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="110.054242" y="251.61004" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="115.976998" y="213.572976" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="106.831223" y="218.371137" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="102.508226" y="240.715524" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="107.82754" y="235.214958" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="105.822886" y="209.271946" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="112.304828" y="227.210533" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="106.497888" y="218.135429" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="107.050349" y="208.152278" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="106.687977" y="226.273365" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="113.381771" y="217.120651" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="124.975165" y="203.818346" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="109.918408" y="210.513041" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mc51a56afd0" x="104.373458" y="222.962382" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+    </g>
+   </g>
+   <g id="patch_9">
+    <path d="M 37.61 323.74 
+L 37.61 168.67 
+" style="fill: none"/>
+   </g>
+   <g id="patch_10">
+    <path d="M 37.61 323.74 
+L 190.806821 323.74 
+" style="fill: none"/>
+   </g>
+  </g>
+  <g id="axes_4">
+   <g id="patch_11">
+    <path d="M 195.806821 323.74 
+L 349.003643 323.74 
+L 349.003643 168.67 
+L 195.806821 168.67 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_7">
+    <g id="xtick_12">
+     <g id="line2d_51">
+      <path d="M 227.834749 323.74 
+L 227.834749 168.67 
+" clip-path="url(#pbcb3dff3a0)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_52"/>
+     <g id="text_18">
+      <!-- −5 -->
+      <g style="fill: #262626" transform="translate(222.133968 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-35" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_13">
+     <g id="line2d_53">
+      <path d="M 288.226359 323.74 
+L 288.226359 168.67 
+" clip-path="url(#pbcb3dff3a0)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_54"/>
+     <g id="text_19">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(285.445891 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_14">
+     <g id="line2d_55">
+      <path d="M 348.617969 323.74 
+L 348.617969 168.67 
+" clip-path="url(#pbcb3dff3a0)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_56"/>
+     <g id="text_20">
+      <!-- 5 -->
+      <g style="fill: #262626" transform="translate(345.8375 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_21">
+     <!-- PCND -->
+     <g style="fill: #262626" transform="translate(258.237263 347.543125) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-4e" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(211.132812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_8">
+    <g id="ytick_15">
+     <g id="line2d_57">
+      <path d="M 195.806821 303.546465 
+L 349.003643 303.546465 
+" clip-path="url(#pbcb3dff3a0)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_58"/>
+    </g>
+    <g id="ytick_16">
+     <g id="line2d_59">
+      <path d="M 195.806821 279.094451 
+L 349.003643 279.094451 
+" clip-path="url(#pbcb3dff3a0)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_60"/>
+    </g>
+    <g id="ytick_17">
+     <g id="line2d_61">
+      <path d="M 195.806821 254.642437 
+L 349.003643 254.642437 
+" clip-path="url(#pbcb3dff3a0)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_62"/>
+    </g>
+    <g id="ytick_18">
+     <g id="line2d_63">
+      <path d="M 195.806821 230.190424 
+L 349.003643 230.190424 
+" clip-path="url(#pbcb3dff3a0)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_64"/>
+    </g>
+    <g id="ytick_19">
+     <g id="line2d_65">
+      <path d="M 195.806821 205.73841 
+L 349.003643 205.73841 
+" clip-path="url(#pbcb3dff3a0)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_66"/>
+    </g>
+    <g id="ytick_20">
+     <g id="line2d_67">
+      <path d="M 195.806821 181.286396 
+L 349.003643 181.286396 
+" clip-path="url(#pbcb3dff3a0)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_68"/>
+    </g>
+   </g>
+   <g id="patch_12">
+    <path d="M 195.806821 323.74 
+L 195.806821 168.67 
+" style="fill: none"/>
+   </g>
+   <g id="patch_13">
+    <path d="M 195.806821 323.74 
+L 349.003643 323.74 
+" style="fill: none"/>
+   </g>
+  </g>
+  <g id="axes_5">
+   <g id="patch_14">
+    <path d="M 44.573492 163.67 
+L 50.903939 163.67 
+L 50.903939 156.957013 
+L 44.573492 156.957013 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_15">
+    <path d="M 50.903939 163.67 
+L 57.234386 163.67 
+L 57.234386 163.67 
+L 50.903939 163.67 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_16">
+    <path d="M 57.234386 163.67 
+L 63.564833 163.67 
+L 63.564833 156.957013 
+L 57.234386 156.957013 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_17">
+    <path d="M 63.564833 163.67 
+L 69.895281 163.67 
+L 69.895281 150.244026 
+L 63.564833 150.244026 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_18">
+    <path d="M 69.895281 163.67 
+L 76.225728 163.67 
+L 76.225728 160.313506 
+L 69.895281 160.313506 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_19">
+    <path d="M 76.225728 163.67 
+L 82.556175 163.67 
+L 82.556175 140.174545 
+L 76.225728 140.174545 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_20">
+    <path d="M 82.556175 163.67 
+L 88.886622 163.67 
+L 88.886622 136.818052 
+L 82.556175 136.818052 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_21">
+    <path d="M 88.886622 163.67 
+L 95.217069 163.67 
+L 95.217069 116.679091 
+L 88.886622 116.679091 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_22">
+    <path d="M 95.217069 163.67 
+L 101.547516 163.67 
+L 101.547516 99.896623 
+L 95.217069 99.896623 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_23">
+    <path d="M 101.547516 163.67 
+L 107.877964 163.67 
+L 107.877964 26.053766 
+L 101.547516 26.053766 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_24">
+    <path d="M 107.877964 163.67 
+L 114.208411 163.67 
+L 114.208411 49.549221 
+L 107.877964 49.549221 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_25">
+    <path d="M 114.208411 163.67 
+L 120.538858 163.67 
+L 120.538858 36.123247 
+L 114.208411 36.123247 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_26">
+    <path d="M 120.538858 163.67 
+L 126.869305 163.67 
+L 126.869305 76.401169 
+L 120.538858 76.401169 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_27">
+    <path d="M 126.869305 163.67 
+L 133.199752 163.67 
+L 133.199752 83.114156 
+L 126.869305 83.114156 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_28">
+    <path d="M 133.199752 163.67 
+L 139.530199 163.67 
+L 139.530199 120.035584 
+L 133.199752 120.035584 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_29">
+    <path d="M 139.530199 163.67 
+L 145.860647 163.67 
+L 145.860647 153.600519 
+L 139.530199 153.600519 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_30">
+    <path d="M 145.860647 163.67 
+L 152.191094 163.67 
+L 152.191094 150.244026 
+L 145.860647 150.244026 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_31">
+    <path d="M 152.191094 163.67 
+L 158.521541 163.67 
+L 158.521541 156.957013 
+L 152.191094 156.957013 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_32">
+    <path d="M 158.521541 163.67 
+L 164.851988 163.67 
+L 164.851988 156.957013 
+L 158.521541 156.957013 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_33">
+    <path d="M 164.851988 163.67 
+L 171.182435 163.67 
+L 171.182435 160.313506 
+L 164.851988 160.313506 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_34">
+    <path d="M 171.182435 163.67 
+L 177.512882 163.67 
+L 177.512882 163.67 
+L 171.182435 163.67 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_35">
+    <path d="M 177.512882 163.67 
+L 183.84333 163.67 
+L 183.84333 160.313506 
+L 177.512882 160.313506 
+z
+" clip-path="url(#pc6ebbdb1e9)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.572262; stroke-linejoin: miter"/>
+   </g>
+  </g>
+  <g id="axes_6">
+   <g id="patch_36">
+    <path d="M 202.770313 323.74 
+L 207.412641 323.74 
+L 207.412641 320.383506 
+L 202.770313 320.383506 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_37">
+    <path d="M 207.412641 323.74 
+L 212.054969 323.74 
+L 212.054969 323.74 
+L 207.412641 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_38">
+    <path d="M 212.054969 323.74 
+L 216.697297 323.74 
+L 216.697297 323.74 
+L 212.054969 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_39">
+    <path d="M 216.697297 323.74 
+L 221.339625 323.74 
+L 221.339625 323.74 
+L 216.697297 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_40">
+    <path d="M 221.339625 323.74 
+L 225.981953 323.74 
+L 225.981953 323.74 
+L 221.339625 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_41">
+    <path d="M 225.981953 323.74 
+L 230.624281 323.74 
+L 230.624281 323.74 
+L 225.981953 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_42">
+    <path d="M 230.624281 323.74 
+L 235.266609 323.74 
+L 235.266609 323.74 
+L 230.624281 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_43">
+    <path d="M 235.266609 323.74 
+L 239.908937 323.74 
+L 239.908937 323.74 
+L 235.266609 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_44">
+    <path d="M 239.908937 323.74 
+L 244.551265 323.74 
+L 244.551265 323.74 
+L 239.908937 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_45">
+    <path d="M 244.551265 323.74 
+L 249.193593 323.74 
+L 249.193593 323.74 
+L 244.551265 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_46">
+    <path d="M 249.193593 323.74 
+L 253.83592 323.74 
+L 253.83592 323.74 
+L 249.193593 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_47">
+    <path d="M 253.83592 323.74 
+L 258.478248 323.74 
+L 258.478248 323.74 
+L 253.83592 323.74 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_48">
+    <path d="M 258.478248 323.74 
+L 263.120576 323.74 
+L 263.120576 320.383506 
+L 258.478248 320.383506 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_49">
+    <path d="M 263.120576 323.74 
+L 267.762904 323.74 
+L 267.762904 320.383506 
+L 263.120576 320.383506 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_50">
+    <path d="M 267.762904 323.74 
+L 272.405232 323.74 
+L 272.405232 320.383506 
+L 267.762904 320.383506 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_51">
+    <path d="M 272.405232 323.74 
+L 277.04756 323.74 
+L 277.04756 317.027013 
+L 272.405232 317.027013 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_52">
+    <path d="M 277.04756 323.74 
+L 281.689888 323.74 
+L 281.689888 313.670519 
+L 277.04756 313.670519 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_53">
+    <path d="M 281.689888 323.74 
+L 286.332216 323.74 
+L 286.332216 290.175065 
+L 281.689888 290.175065 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_54">
+    <path d="M 286.332216 323.74 
+L 290.974544 323.74 
+L 290.974544 300.244545 
+L 286.332216 300.244545 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_55">
+    <path d="M 290.974544 323.74 
+L 295.616872 323.74 
+L 295.616872 256.61013 
+L 290.974544 256.61013 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_56">
+    <path d="M 295.616872 323.74 
+L 300.2592 323.74 
+L 300.2592 196.193247 
+L 295.616872 196.193247 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_57">
+    <path d="M 300.2592 323.74 
+L 304.901528 323.74 
+L 304.901528 176.054286 
+L 300.2592 176.054286 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_58">
+    <path d="M 304.901528 323.74 
+L 309.543856 323.74 
+L 309.543856 182.767273 
+L 304.901528 182.767273 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_59">
+    <path d="M 309.543856 323.74 
+L 314.186183 323.74 
+L 314.186183 249.897143 
+L 309.543856 249.897143 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_60">
+    <path d="M 314.186183 323.74 
+L 318.828511 323.74 
+L 318.828511 246.540649 
+L 314.186183 246.540649 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_61">
+    <path d="M 318.828511 323.74 
+L 323.470839 323.74 
+L 323.470839 290.175065 
+L 318.828511 290.175065 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_62">
+    <path d="M 323.470839 323.74 
+L 328.113167 323.74 
+L 328.113167 276.749091 
+L 323.470839 276.749091 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_63">
+    <path d="M 328.113167 323.74 
+L 332.755495 323.74 
+L 332.755495 317.027013 
+L 328.113167 317.027013 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_64">
+    <path d="M 332.755495 323.74 
+L 337.397823 323.74 
+L 337.397823 310.314026 
+L 332.755495 310.314026 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_65">
+    <path d="M 337.397823 323.74 
+L 342.040151 323.74 
+L 342.040151 320.383506 
+L 337.397823 320.383506 
+z
+" clip-path="url(#pbcb3dff3a0)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-width: 0.419659; stroke-linejoin: miter"/>
+   </g>
+  </g>
+  <g id="text_22">
+   <!-- 1 Quarter Growth Rates -->
+   <g style="fill: #262626" transform="translate(116.312813 15.789375) scale(0.12 -0.12)">
+    <defs>
+     <path id="ArialMT-20" transform="scale(0.015625)"/>
+     <path id="ArialMT-51" d="M 3966 491 
+Q 4388 200 4744 66 
+L 4566 -356 
+Q 4072 -178 3581 206 
+Q 3072 -78 2456 -78 
+Q 1834 -78 1328 222 
+Q 822 522 548 1065 
+Q 275 1609 275 2291 
+Q 275 2969 550 3525 
+Q 825 4081 1333 4372 
+Q 1841 4663 2469 4663 
+Q 3103 4663 3612 4361 
+Q 4122 4059 4389 3517 
+Q 4656 2975 4656 2294 
+Q 4656 1728 4484 1276 
+Q 4313 825 3966 491 
+z
+M 2631 1266 
+Q 3156 1119 3497 828 
+Q 4031 1316 4031 2294 
+Q 4031 2850 3842 3265 
+Q 3653 3681 3289 3911 
+Q 2925 4141 2472 4141 
+Q 1794 4141 1347 3677 
+Q 900 3213 900 2291 
+Q 900 1397 1342 919 
+Q 1784 441 2472 441 
+Q 2797 441 3084 563 
+Q 2800 747 2484 825 
+L 2631 1266 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-77" d="M 1034 0 
+L 19 3319 
+L 600 3319 
+L 1128 1403 
+L 1325 691 
+Q 1338 744 1497 1375 
+L 2025 3319 
+L 2603 3319 
+L 3100 1394 
+L 3266 759 
+L 3456 1400 
+L 4025 3319 
+L 4572 3319 
+L 3534 0 
+L 2950 0 
+L 2422 1988 
+L 2294 2553 
+L 1622 0 
+L 1034 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-68" d="M 422 0 
+L 422 4581 
+L 984 4581 
+L 984 2938 
+Q 1378 3394 1978 3394 
+Q 2347 3394 2619 3248 
+Q 2891 3103 3008 2847 
+Q 3125 2591 3125 2103 
+L 3125 0 
+L 2563 0 
+L 2563 2103 
+Q 2563 2525 2380 2717 
+Q 2197 2909 1863 2909 
+Q 1613 2909 1392 2779 
+Q 1172 2650 1078 2428 
+Q 984 2206 984 1816 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-52" d="M 503 0 
+L 503 4581 
+L 2534 4581 
+Q 3147 4581 3465 4457 
+Q 3784 4334 3975 4021 
+Q 4166 3709 4166 3331 
+Q 4166 2844 3850 2509 
+Q 3534 2175 2875 2084 
+Q 3116 1969 3241 1856 
+Q 3506 1613 3744 1247 
+L 4541 0 
+L 3778 0 
+L 3172 953 
+Q 2906 1366 2734 1584 
+Q 2563 1803 2427 1890 
+Q 2291 1978 2150 2013 
+Q 2047 2034 1813 2034 
+L 1109 2034 
+L 1109 0 
+L 503 0 
+z
+M 1109 2559 
+L 2413 2559 
+Q 2828 2559 3062 2645 
+Q 3297 2731 3419 2920 
+Q 3541 3109 3541 3331 
+Q 3541 3656 3305 3865 
+Q 3069 4075 2559 4075 
+L 1109 4075 
+L 1109 2559 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+    </defs>
+    <use xlink:href="#ArialMT-31"/>
+    <use xlink:href="#ArialMT-20" transform="translate(55.615234 0)"/>
+    <use xlink:href="#ArialMT-51" transform="translate(83.398438 0)"/>
+    <use xlink:href="#ArialMT-75" transform="translate(161.181641 0)"/>
+    <use xlink:href="#ArialMT-61" transform="translate(216.796875 0)"/>
+    <use xlink:href="#ArialMT-72" transform="translate(272.412109 0)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(305.712891 0)"/>
+    <use xlink:href="#ArialMT-65" transform="translate(333.496094 0)"/>
+    <use xlink:href="#ArialMT-72" transform="translate(389.111328 0)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(422.412109 0)"/>
+    <use xlink:href="#ArialMT-47" transform="translate(450.195312 0)"/>
+    <use xlink:href="#ArialMT-72" transform="translate(527.978516 0)"/>
+    <use xlink:href="#ArialMT-6f" transform="translate(561.279297 0)"/>
+    <use xlink:href="#ArialMT-77" transform="translate(616.894531 0)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(689.111328 0)"/>
+    <use xlink:href="#ArialMT-68" transform="translate(716.894531 0)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(772.509766 0)"/>
+    <use xlink:href="#ArialMT-52" transform="translate(800.292969 0)"/>
+    <use xlink:href="#ArialMT-61" transform="translate(872.509766 0)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(928.125 0)"/>
+    <use xlink:href="#ArialMT-65" transform="translate(955.908203 0)"/>
+    <use xlink:href="#ArialMT-73" transform="translate(1011.523438 0)"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pc6ebbdb1e9">
+   <rect x="37.61" y="8.6" width="153.196821" height="155.07"/>
+  </clipPath>
+  <clipPath id="p11605e56a4">
+   <rect x="195.806821" y="8.6" width="153.196821" height="155.07"/>
+  </clipPath>
+  <clipPath id="p99ca5e7915">
+   <rect x="37.61" y="168.67" width="153.196821" height="155.07"/>
+  </clipPath>
+  <clipPath id="pbcb3dff3a0">
+   <rect x="195.806821" y="168.67" width="153.196821" height="155.07"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.jpg b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.jpg
new file mode 100644
index 00000000..de5cbb29
Binary files /dev/null and b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.jpg differ
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.pdf b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.pdf
new file mode 100644
index 00000000..c218cf90
Binary files /dev/null and b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.pdf differ
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.png b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.png
new file mode 100644
index 00000000..74df0213
Binary files /dev/null and b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.png differ
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.svg b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.svg
new file mode 100644
index 00000000..3dd8cd70
--- /dev/null
+++ b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/tenYearGrowthRates.svg
@@ -0,0 +1,1721 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="360pt" height="360pt" viewBox="0 0 360 360" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 360 
+L 360 360 
+L 360 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 42.92 163.67 
+L 194.66 163.67 
+L 194.66 8.6 
+L 42.92 8.6 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 81.868169 163.67 
+L 81.868169 8.6 
+" clip-path="url(#p6f83c523e8)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 122.835153 163.67 
+L 122.835153 8.6 
+" clip-path="url(#p6f83c523e8)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 163.802138 163.67 
+L 163.802138 8.6 
+" clip-path="url(#p6f83c523e8)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <path d="M 42.92 123.867097 
+L 194.66 123.867097 
+" clip-path="url(#p6f83c523e8)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_1">
+      <!-- 50 -->
+      <g style="fill: #262626" transform="translate(28.298125 127.446003) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_9">
+      <path d="M 42.92 82.001074 
+L 194.66 82.001074 
+" clip-path="url(#p6f83c523e8)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_2">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(22.737188 85.57998) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_11">
+      <path d="M 42.92 40.135051 
+L 194.66 40.135051 
+" clip-path="url(#p6f83c523e8)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_3">
+      <!-- 150 -->
+      <g style="fill: #262626" transform="translate(22.737188 43.713958) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_4">
+     <!-- PCDG -->
+     <g style="fill: #262626" transform="translate(16.749688 100.581094) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-44" d="M 494 0 
+L 494 4581 
+L 2072 4581 
+Q 2606 4581 2888 4516 
+Q 3281 4425 3559 4188 
+Q 3922 3881 4101 3404 
+Q 4281 2928 4281 2316 
+Q 4281 1794 4159 1391 
+Q 4038 988 3847 723 
+Q 3656 459 3429 307 
+Q 3203 156 2883 78 
+Q 2563 0 2147 0 
+L 494 0 
+z
+M 1100 541 
+L 2078 541 
+Q 2531 541 2789 625 
+Q 3047 709 3200 863 
+Q 3416 1078 3536 1442 
+Q 3656 1806 3656 2325 
+Q 3656 3044 3420 3430 
+Q 3184 3816 2847 3947 
+Q 2603 4041 2063 4041 
+L 1100 4041 
+L 1100 541 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-47" d="M 2638 1797 
+L 2638 2334 
+L 4578 2338 
+L 4578 638 
+Q 4131 281 3656 101 
+Q 3181 -78 2681 -78 
+Q 2006 -78 1454 211 
+Q 903 500 622 1047 
+Q 341 1594 341 2269 
+Q 341 2938 620 3517 
+Q 900 4097 1425 4378 
+Q 1950 4659 2634 4659 
+Q 3131 4659 3532 4498 
+Q 3934 4338 4162 4050 
+Q 4391 3763 4509 3300 
+L 3963 3150 
+Q 3859 3500 3706 3700 
+Q 3553 3900 3268 4020 
+Q 2984 4141 2638 4141 
+Q 2222 4141 1919 4014 
+Q 1616 3888 1430 3681 
+Q 1244 3475 1141 3228 
+Q 966 2803 966 2306 
+Q 966 1694 1177 1281 
+Q 1388 869 1791 669 
+Q 2194 469 2647 469 
+Q 3041 469 3416 620 
+Q 3791 772 3984 944 
+L 3984 1797 
+L 2638 1797 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-47" transform="translate(211.132812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 42.92 163.67 
+L 42.92 8.6 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 42.92 163.67 
+L 194.66 163.67 
+" style="fill: none"/>
+   </g>
+  </g>
+  <g id="axes_2">
+   <g id="patch_5">
+    <path d="M 199.66 163.67 
+L 351.4 163.67 
+L 351.4 8.6 
+L 199.66 8.6 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_3">
+    <g id="xtick_4">
+     <g id="line2d_13">
+      <path d="M 230.358875 163.67 
+L 230.358875 8.6 
+" clip-path="url(#p70480188ad)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_15">
+      <path d="M 281.464725 163.67 
+L 281.464725 8.6 
+" clip-path="url(#p70480188ad)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_17">
+      <path d="M 332.570575 163.67 
+L 332.570575 8.6 
+" clip-path="url(#p70480188ad)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+    </g>
+   </g>
+   <g id="matplotlib.axis_4">
+    <g id="ytick_4">
+     <g id="line2d_19">
+      <path d="M 199.66 123.867097 
+L 351.4 123.867097 
+" clip-path="url(#p70480188ad)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_21">
+      <path d="M 199.66 82.001074 
+L 351.4 82.001074 
+" clip-path="url(#p70480188ad)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_23">
+      <path d="M 199.66 40.135051 
+L 351.4 40.135051 
+" clip-path="url(#p70480188ad)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+    </g>
+   </g>
+   <g id="PathCollection_1">
+    <defs>
+     <path id="mfdb8b9d5de" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #ffffff; stroke-width: 0.48"/>
+    </defs>
+    <g clip-path="url(#p70480188ad)">
+     <use xlink:href="#mfdb8b9d5de" x="234.603134" y="77.34211" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="231.865526" y="84.087414" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="232.151664" y="88.401172" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="229.214242" y="101.640032" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="227.279213" y="109.374807" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="225.970859" y="114.777155" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="227.699644" y="118.962824" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="228.589108" y="113.014557" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="232.802018" y="99.898131" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="235.739423" y="105.205153" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="240.299856" y="107.415297" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="240.507568" y="119.234018" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.652844" y="119.721169" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.962982" y="118.990525" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="232.28437" y="146.530003" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.231117" y="137.066237" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="225.304194" y="150.221616" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="227.092281" y="131.447524" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="224.697634" y="125.834701" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="222.848316" y="120.846065" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="225.708966" y="119.682671" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="223.844798" y="117.017471" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="222.313676" y="108.617902" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="221.170305" y="121.479754" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="221.901143" y="124.319239" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="222.195641" y="120.633207" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="225.652767" y="117.000619" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="225.594367" y="110.904452" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="227.087951" y="101.910015" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="229.823223" y="101.452113" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="231.942118" y="94.82052" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="231.004671" y="107.674221" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="231.343805" y="108.052835" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="231.885472" y="116.144678" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.853161" y="117.810385" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="236.897664" y="109.700807" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="238.017286" y="96.850564" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.819962" y="102.854704" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="240.469862" y="96.869657" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.24247" y="102.923492" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="238.550104" y="109.701428" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="238.521929" y="101.572968" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="236.137309" y="100.10276" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="238.331339" y="96.725411" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="242.077294" y="77.607883" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="243.849423" y="69.405292" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="245.564429" y="63.397495" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="245.917163" y="68.749793" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="246.34886" y="76.796716" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="247.632099" y="82.888765" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="249.261039" y="85.69471" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="250.533016" y="76.992682" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="254.078409" y="84.393945" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="252.516323" y="85.358723" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="255.485335" y="81.696574" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="258.036305" y="85.853235" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="257.73248" y="55.097397" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="258.883663" y="54.266284" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="259.618413" y="55.176016" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="259.892229" y="57.005042" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="260.238103" y="55.144752" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="264.382416" y="54.733999" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="266.978648" y="50.822218" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="270.702214" y="48.986483" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="274.677302" y="39.5945" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="278.444247" y="45.430368" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="281.171818" y="49.246676" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="286.471923" y="56.879508" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="289.407136" y="66.607487" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="291.659913" y="65.626613" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="293.286481" y="63.491569" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="294.131628" y="70.164053" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="294.867053" y="79.476794" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="296.286464" y="72.886117" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="298.799765" y="65.194408" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="292.593571" y="63.662053" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="292.765349" y="60.379096" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="292.187732" y="50.226107" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="293.443343" y="52.8269" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="297.793644" y="47.176614" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="299.240453" y="32.861991" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="301.272647" y="36.745097" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="302.567067" y="32.014503" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="307.512756" y="27.293304" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="304.704043" y="44.255949" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="306.930694" y="31.591932" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="306.628513" y="42.165107" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="311.056744" y="37.528495" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="314.219024" y="41.76251" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="317.893561" y="43.855632" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="324.230867" y="36.104959" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="327.9322" y="38.347851" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="331.995052" y="32.634198" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="332.364841" y="54.48633" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="333.553465" y="44.37985" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="334.777406" y="22.952166" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="343.178006" y="39.351974" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="343.598801" y="49.700199" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="344.502727" y="45.542237" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="343.779896" y="64.646312" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="341.778068" y="63.068634" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="333.7627" y="66.516672" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="332.377614" y="69.94943" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="327.460123" y="70.111851" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="320.831235" y="78.644474" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="321.522154" y="64.785926" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="319.754097" y="55.907147" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="316.203827" y="40.940035" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="310.835949" y="30.34454" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="309.214682" y="30.637665" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="303.06111" y="39.358071" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="303.384574" y="16.447367" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="302.737573" y="15.648636" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="300.156019" y="20.826549" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="295.407409" y="23.318251" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="296.818689" y="39.986575" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="293.810154" y="48.655315" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="287.303671" y="43.899713" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="284.103482" y="29.735654" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="281.410419" y="38.944129" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="282.611447" y="58.95019" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="282.698494" y="55.160958" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="281.673682" y="50.683566" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="276.53588" y="61.752042" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="275.83123" y="50.690288" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="273.173116" y="66.179723" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="272.387666" y="67.742211" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="270.051009" y="66.345409" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="267.40558" y="67.03995" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="266.66952" y="63.474547" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="260.25208" y="66.129361" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="257.315773" y="69.649767" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="254.865398" y="63.496348" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="254.196604" y="52.536001" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="254.889282" y="66.082686" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="253.157659" y="78.992845" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="245.853325" y="88.944402" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="244.716536" y="84.303101" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="243.470119" y="88.486922" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="241.154982" y="80.668964" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="242.800717" y="80.879161" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="244.622995" y="81.148722" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="243.962135" y="79.384562" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="244.31933" y="83.79002" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="244.924287" y="85.103645" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="242.014792" y="91.058861" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.248098" y="95.317361" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.235824" y="98.980895" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="238.628833" y="100.709473" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="236.660034" y="102.565992" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.20801" y="100.320175" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.263366" y="99.950078" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="237.693993" y="108.112689" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="236.855257" y="108.828458" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="236.133311" y="113.7575" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="234.539821" y="107.150449" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="235.906559" y="108.390525" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="242.127341" y="110.422903" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="242.281863" y="121.834133" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="243.450055" y="118.563483" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="241.247346" y="108.291924" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="237.820579" y="116.633187" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="238.624056" y="118.05501" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="238.722118" y="112.285177" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="236.344704" y="118.163769" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="235.102784" y="113.356246" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.722157" y="109.722654" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.320153" y="107.342245" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.887487" y="108.328806" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.294345" y="104.384712" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="234.249476" y="105.198705" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="236.341453" y="100.29042" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.606353" y="99.857782" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="237.01129" y="97.941355" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="235.742305" y="94.806273" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="235.319687" y="90.021956" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="235.520004" y="84.942669" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="236.158822" y="87.465835" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="235.823811" y="89.743336" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="235.450288" y="74.816115" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.228416" y="84.71986" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="234.136895" y="86.109383" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="232.78145" y="85.674158" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.177564" y="91.609551" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="236.430935" y="94.877058" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="234.177961" y="95.430341" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="238.374499" y="92.756433" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="238.119899" y="96.669315" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.852749" y="98.129501" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="240.403871" y="100.387354" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="239.421022" y="100.356959" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="242.044832" y="102.755511" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="242.771398" y="99.864751" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="243.734287" y="97.482275" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="248.535072" y="99.368219" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="250.280941" y="106.358957" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="249.427326" y="103.005879" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="248.296456" y="107.184496" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="250.296636" y="106.432647" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="245.703262" y="107.481008" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="246.921379" y="109.551357" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="250.319963" y="106.941092" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="249.435433" y="111.391436" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="251.527525" y="113.660436" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="253.265591" y="118.537408" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="255.596958" y="125.62264" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="255.617299" y="132.586154" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="240.4921" y="147.184682" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.172982" y="146.888947" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="231.2505" y="152.029767" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="232.720026" y="149.979088" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="230.281252" y="152.559637" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="230.8214" y="156.621364" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="226.673944" y="152.553133" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="225.53262" y="152.804432" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="227.377391" y="150.865249" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="231.81863" y="151.177215" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.289941" y="150.850968" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.569082" y="150.60995" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="235.267504" y="155.93573" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="237.589669" y="151.851898" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="234.709938" y="152.355141" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="234.471438" y="154.03469" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="233.329283" y="150.664994" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="231.741994" y="147.242325" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="231.446582" y="150.795066" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="228.381463" y="153.664352" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="228.341941" y="153.675837" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="226.582654" y="154.45769" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="226.793779" y="151.730727" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="225.949312" y="152.13484" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="221.429901" y="152.953857" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="217.813059" y="152.073038" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="217.681243" y="152.499265" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="214.28366" y="153.005102" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="210.83128" y="149.755193" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="208.782982" y="152.345676" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="208.835027" y="151.405365" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="206.901444" y="150.885575" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="209.440007" y="151.005965" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="209.530084" y="151.098537" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="207.68392" y="150.994994" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="207.750371" y="149.859594" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="207.912043" y="146.771115" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="208.821912" y="141.791531" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="206.557273" y="139.945308" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+    </g>
+   </g>
+   <g id="patch_6">
+    <path d="M 199.66 163.67 
+L 199.66 8.6 
+" style="fill: none"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 199.66 163.67 
+L 351.4 163.67 
+" style="fill: none"/>
+   </g>
+  </g>
+  <g id="axes_3">
+   <g id="patch_8">
+    <path d="M 42.92 323.74 
+L 194.66 323.74 
+L 194.66 168.67 
+L 42.92 168.67 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_5">
+    <g id="xtick_7">
+     <g id="line2d_25">
+      <path d="M 81.868169 323.74 
+L 81.868169 168.67 
+" clip-path="url(#p49d24d346d)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_5">
+      <!-- 50 -->
+      <g style="fill: #262626" transform="translate(76.307231 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_27">
+      <path d="M 122.835153 323.74 
+L 122.835153 168.67 
+" clip-path="url(#p49d24d346d)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_6">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(114.493747 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_29">
+      <path d="M 163.802138 323.74 
+L 163.802138 168.67 
+" clip-path="url(#p49d24d346d)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_30"/>
+     <g id="text_7">
+      <!-- 150 -->
+      <g style="fill: #262626" transform="translate(155.460732 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- PCDG -->
+     <g style="fill: #262626" transform="translate(104.343906 347.543125) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-47" transform="translate(211.132812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_6">
+    <g id="ytick_7">
+     <g id="line2d_31">
+      <path d="M 42.92 318.48112 
+L 194.66 318.48112 
+" clip-path="url(#p49d24d346d)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_32"/>
+     <g id="text_9">
+      <!-- 25 -->
+      <g style="fill: #262626" transform="translate(28.298125 322.060026) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_33">
+      <path d="M 42.92 292.367425 
+L 194.66 292.367425 
+" clip-path="url(#p49d24d346d)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_34"/>
+     <g id="text_10">
+      <!-- 50 -->
+      <g style="fill: #262626" transform="translate(28.298125 295.946331) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_35">
+      <path d="M 42.92 266.25373 
+L 194.66 266.25373 
+" clip-path="url(#p49d24d346d)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_36"/>
+     <g id="text_11">
+      <!-- 75 -->
+      <g style="fill: #262626" transform="translate(28.298125 269.832636) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-37" d="M 303 3981 
+L 303 4522 
+L 3269 4522 
+L 3269 4084 
+Q 2831 3619 2401 2847 
+Q 1972 2075 1738 1259 
+Q 1569 684 1522 0 
+L 944 0 
+Q 953 541 1156 1306 
+Q 1359 2072 1739 2783 
+Q 2119 3494 2547 3981 
+L 303 3981 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-37"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_10">
+     <g id="line2d_37">
+      <path d="M 42.92 240.140035 
+L 194.66 240.140035 
+" clip-path="url(#p49d24d346d)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_38"/>
+     <g id="text_12">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(22.737188 243.718941) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_11">
+     <g id="line2d_39">
+      <path d="M 42.92 214.02634 
+L 194.66 214.02634 
+" clip-path="url(#p49d24d346d)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_40"/>
+     <g id="text_13">
+      <!-- 125 -->
+      <g style="fill: #262626" transform="translate(22.737188 217.605246) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_12">
+     <g id="line2d_41">
+      <path d="M 42.92 187.912645 
+L 194.66 187.912645 
+" clip-path="url(#p49d24d346d)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_42"/>
+     <g id="text_14">
+      <!-- 150 -->
+      <g style="fill: #262626" transform="translate(22.737188 191.491551) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_15">
+     <!-- PCND -->
+     <g style="fill: #262626" transform="translate(16.749688 260.372969) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4e" d="M 488 0 
+L 488 4581 
+L 1109 4581 
+L 3516 984 
+L 3516 4581 
+L 4097 4581 
+L 4097 0 
+L 3475 0 
+L 1069 3600 
+L 1069 0 
+L 488 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-4e" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(211.132812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="PathCollection_2">
+    <g clip-path="url(#p49d24d346d)">
+     <use xlink:href="#mfdb8b9d5de" x="127.39407" y="288.030024" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="120.793616" y="290.82771" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="116.572493" y="290.535293" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="103.617926" y="293.537177" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="96.049249" y="295.514672" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="90.762911" y="296.851738" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="86.667126" y="295.085014" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="92.487659" y="294.176031" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="105.322421" y="289.870666" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="100.129362" y="286.868798" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="97.96668" y="282.208285" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="86.401756" y="281.996015" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="85.925066" y="282.869496" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="86.64002" y="282.552552" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="59.69193" y="290.399674" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="68.952469" y="289.432151" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="56.079591" y="297.533033" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="74.450525" y="295.705706" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="79.942817" y="298.152904" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="84.824327" y="300.042806" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="85.962737" y="297.119378" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="88.570704" y="299.024456" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="96.7899" y="300.589179" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="84.204245" y="301.757642" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="81.425736" y="301.010765" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="85.032614" y="300.709805" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="88.587195" y="297.17681" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="94.552451" y="297.236492" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="103.35374" y="295.710131" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="103.801809" y="292.914832" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="110.290994" y="290.749437" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="97.713316" y="291.707457" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="97.342832" y="291.36088" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="89.424755" y="290.807326" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="87.794818" y="288.796455" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="95.73025" y="285.685139" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="108.304544" y="284.540947" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="102.429338" y="282.69871" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="108.285861" y="282.034548" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="102.362027" y="283.288875" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="95.729641" y="283.996436" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="103.683549" y="284.025229" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="105.122186" y="286.462181" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="108.427009" y="284.220001" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="127.134004" y="280.39184" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="135.160452" y="278.580821" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="141.039236" y="276.828178" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="135.801874" y="276.467704" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="127.927752" y="276.026533" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="121.966525" y="274.715132" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="119.220835" y="273.050445" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="127.735995" y="271.750554" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="120.493668" y="268.127356" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="119.549607" y="269.723722" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="123.133114" y="266.689554" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="119.065714" y="264.082601" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="149.161096" y="264.393094" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="149.974362" y="263.216648" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="149.084165" y="262.465774" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="147.294417" y="262.185949" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="149.114758" y="261.832484" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="149.51669" y="257.597222" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="153.344469" y="254.944015" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="155.140783" y="251.138733" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="164.331081" y="247.076411" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="158.620534" y="243.226799" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="154.886177" y="240.439369" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="147.417255" y="235.022952" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="137.898176" y="232.023324" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="138.857986" y="229.721109" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="140.947182" y="228.058845" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="134.417984" y="227.195151" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="125.305226" y="226.443587" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="131.754375" y="224.993026" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="139.28091" y="222.424569" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="140.780359" y="228.766961" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="143.992817" y="228.591414" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="153.927779" y="229.181707" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="151.382836" y="227.898541" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="156.911787" y="223.452771" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="170.919015" y="221.97421" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="167.119296" y="219.897419" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="171.748304" y="218.574593" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="176.368119" y="213.520368" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="159.769733" y="216.39072" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="172.161801" y="214.115204" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="161.815675" y="214.424017" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="166.35272" y="209.898606" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="162.209627" y="206.666928" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="160.161453" y="202.911752" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="167.745687" y="196.435371" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="165.55096" y="192.652811" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="171.141917" y="188.500797" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="149.759041" y="188.122893" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="159.648493" y="186.908185" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="180.616035" y="185.657384" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="164.568399" y="177.07243" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="154.442393" y="176.6424" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="158.511067" y="175.718636" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="139.817236" y="176.457331" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="141.361035" y="178.503089" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="137.98704" y="186.694358" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="134.627998" y="188.10984" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="134.469065" y="193.135248" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="126.119673" y="199.909609" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="139.68062" y="199.203529" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="148.368735" y="201.010386" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="163.01444" y="204.638569" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="173.382406" y="210.124247" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="173.095576" y="211.781093" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="164.562433" y="218.069708" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="186.981149" y="217.739146" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="187.762727" y="218.400345" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="182.696006" y="221.038552" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="180.257811" y="225.891373" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="163.947426" y="224.449121" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="155.46484" y="227.52368" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="160.118319" y="234.17295" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="173.978217" y="237.443369" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="164.967486" y="240.195532" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="145.391038" y="238.968147" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="149.0989" y="238.87919" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="153.480144" y="239.926492" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="142.649354" y="245.177045" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="153.473566" y="245.89716" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="138.316753" y="248.613606" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="136.787819" y="249.416294" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="138.154626" y="251.80423" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="137.475" y="254.507714" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="140.963838" y="255.259927" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="138.366035" y="261.818201" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="134.921227" y="264.818946" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="140.942506" y="267.323096" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="151.667488" y="268.006567" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="138.411707" y="267.298687" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="125.778783" y="269.068311" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="116.040928" y="276.532943" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="120.582561" y="277.694679" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="116.488584" y="278.968449" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="124.138658" y="281.334393" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="123.932975" y="279.652541" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="123.669201" y="277.790272" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="125.395478" y="278.465635" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="121.084623" y="278.100601" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="119.799208" y="277.482369" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="113.971875" y="280.455713" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="109.804823" y="283.283124" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="106.21996" y="283.295668" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="104.528502" y="283.915979" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="102.71185" y="285.927984" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="104.90944" y="283.324092" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="105.271589" y="283.267521" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="97.284264" y="284.871335" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="96.583865" y="285.728477" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="91.760671" y="286.466266" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="98.22584" y="288.094726" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="97.012394" y="286.697995" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="95.023659" y="280.340695" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="83.857477" y="280.182782" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="87.057892" y="278.988953" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="97.108877" y="281.240002" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="88.946736" y="284.741971" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="87.555446" y="283.920861" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="93.201376" y="283.820647" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="87.449022" y="286.250234" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="92.153308" y="287.519408" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="95.708871" y="288.930334" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="98.038163" y="289.34116" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="97.072788" y="288.761375" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="100.932186" y="289.367534" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="100.135672" y="288.391443" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="104.938556" y="286.253556" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="105.361903" y="289.04868" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="107.237177" y="285.569019" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="110.304935" y="286.865853" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="114.986513" y="287.297745" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="119.956727" y="287.093033" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="117.487743" y="286.440195" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="115.259151" y="286.782558" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="129.865821" y="287.164278" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="120.174751" y="289.43491" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="118.815067" y="288.506495" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="119.240946" y="289.891685" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="113.43301" y="289.486879" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="110.23567" y="286.16211" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="109.694269" y="288.464527" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="112.310757" y="284.175894" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="108.481901" y="284.436082" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="107.053071" y="282.665203" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="104.843703" y="282.101987" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="104.873446" y="283.106405" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="102.526401" y="280.425014" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="105.355084" y="279.682504" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="107.686399" y="278.698484" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="105.840954" y="273.792344" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="99.000335" y="272.008161" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="102.281409" y="272.880508" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="98.192525" y="274.036196" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="98.928228" y="271.992121" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="97.90238" y="276.686298" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="95.87649" y="275.44145" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="98.430702" y="271.968282" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="94.075925" y="272.872224" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="91.85565" y="270.734219" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="87.083407" y="268.958011" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="80.150325" y="266.575481" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="73.336346" y="266.554694" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="59.051309" y="282.011821" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="59.340694" y="289.491561" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="54.310269" y="291.456233" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="56.316911" y="289.954457" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="53.791777" y="292.446751" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="49.817273" y="291.89475" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="53.798141" y="296.133224" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="53.552239" y="297.299594" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.449779" y="295.414339" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.144512" y="290.875635" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.463754" y="289.372035" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.699597" y="289.086769" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="50.488183" y="287.351074" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="54.484318" y="284.977948" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="53.991882" y="287.920876" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="52.3484" y="288.16461" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.645734" y="289.33183" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="58.994905" y="290.953953" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.518456" y="291.255847" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="52.710785" y="294.388232" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="52.699546" y="294.428621" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="51.934484" y="296.226516" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="54.602887" y="296.010758" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="54.207452" y="296.873757" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="53.406023" y="301.492349" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="54.267927" y="305.188564" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="53.850852" y="305.323273" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="53.355878" y="308.795418" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="56.535998" y="312.323561" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="54.001143" y="314.41681" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="54.921262" y="314.363623" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.42989" y="316.339639" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.312085" y="313.745366" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.221501" y="313.653313" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="55.322821" y="315.539992" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="56.433839" y="315.472082" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="59.455995" y="315.306862" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="64.328647" y="314.377026" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+     <use xlink:href="#mfdb8b9d5de" x="66.135224" y="316.691364" style="fill: #1f77b4; stroke: #ffffff; stroke-width: 0.48"/>
+    </g>
+   </g>
+   <g id="patch_9">
+    <path d="M 42.92 323.74 
+L 42.92 168.67 
+" style="fill: none"/>
+   </g>
+   <g id="patch_10">
+    <path d="M 42.92 323.74 
+L 194.66 323.74 
+" style="fill: none"/>
+   </g>
+  </g>
+  <g id="axes_4">
+   <g id="patch_11">
+    <path d="M 199.66 323.74 
+L 351.4 323.74 
+L 351.4 168.67 
+L 199.66 168.67 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_7">
+    <g id="xtick_10">
+     <g id="line2d_43">
+      <path d="M 230.358875 323.74 
+L 230.358875 168.67 
+" clip-path="url(#pe1d6741d10)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_44"/>
+     <g id="text_16">
+      <!-- 50 -->
+      <g style="fill: #262626" transform="translate(224.797937 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_11">
+     <g id="line2d_45">
+      <path d="M 281.464725 323.74 
+L 281.464725 168.67 
+" clip-path="url(#pe1d6741d10)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_46"/>
+     <g id="text_17">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(273.123319 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_12">
+     <g id="line2d_47">
+      <path d="M 332.570575 323.74 
+L 332.570575 168.67 
+" clip-path="url(#pe1d6741d10)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_48"/>
+     <g id="text_18">
+      <!-- 150 -->
+      <g style="fill: #262626" transform="translate(324.229169 334.397813) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_19">
+     <!-- PCND -->
+     <g style="fill: #262626" transform="translate(261.362031 347.543125) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-4e" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(211.132812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_8">
+    <g id="ytick_13">
+     <g id="line2d_49">
+      <path d="M 199.66 318.48112 
+L 351.4 318.48112 
+" clip-path="url(#pe1d6741d10)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_50"/>
+    </g>
+    <g id="ytick_14">
+     <g id="line2d_51">
+      <path d="M 199.66 292.367425 
+L 351.4 292.367425 
+" clip-path="url(#pe1d6741d10)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_52"/>
+    </g>
+    <g id="ytick_15">
+     <g id="line2d_53">
+      <path d="M 199.66 266.25373 
+L 351.4 266.25373 
+" clip-path="url(#pe1d6741d10)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_54"/>
+    </g>
+    <g id="ytick_16">
+     <g id="line2d_55">
+      <path d="M 199.66 240.140035 
+L 351.4 240.140035 
+" clip-path="url(#pe1d6741d10)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_56"/>
+    </g>
+    <g id="ytick_17">
+     <g id="line2d_57">
+      <path d="M 199.66 214.02634 
+L 351.4 214.02634 
+" clip-path="url(#pe1d6741d10)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_58"/>
+    </g>
+    <g id="ytick_18">
+     <g id="line2d_59">
+      <path d="M 199.66 187.912645 
+L 351.4 187.912645 
+" clip-path="url(#pe1d6741d10)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_60"/>
+    </g>
+   </g>
+   <g id="patch_12">
+    <path d="M 199.66 323.74 
+L 199.66 168.67 
+" style="fill: none"/>
+   </g>
+   <g id="patch_13">
+    <path d="M 199.66 323.74 
+L 351.4 323.74 
+" style="fill: none"/>
+   </g>
+  </g>
+  <g id="axes_5">
+   <g id="patch_14">
+    <path d="M 49.817273 163.67 
+L 65.144545 163.67 
+L 65.144545 98.031905 
+L 49.817273 98.031905 
+z
+" clip-path="url(#p6f83c523e8)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_15">
+    <path d="M 65.144545 163.67 
+L 80.471818 163.67 
+L 80.471818 153.824286 
+L 65.144545 153.824286 
+z
+" clip-path="url(#p6f83c523e8)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_16">
+    <path d="M 80.471818 163.67 
+L 95.799091 163.67 
+L 95.799091 112.800476 
+L 80.471818 112.800476 
+z
+" clip-path="url(#p6f83c523e8)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_17">
+    <path d="M 95.799091 163.67 
+L 111.126364 163.67 
+L 111.126364 75.058571 
+L 95.799091 75.058571 
+z
+" clip-path="url(#p6f83c523e8)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_18">
+    <path d="M 111.126364 163.67 
+L 126.453636 163.67 
+L 126.453636 114.441429 
+L 111.126364 114.441429 
+z
+" clip-path="url(#p6f83c523e8)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_19">
+    <path d="M 126.453636 163.67 
+L 141.780909 163.67 
+L 141.780909 114.441429 
+L 126.453636 114.441429 
+z
+" clip-path="url(#p6f83c523e8)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_20">
+    <path d="M 141.780909 163.67 
+L 157.108182 163.67 
+L 157.108182 124.287143 
+L 141.780909 124.287143 
+z
+" clip-path="url(#p6f83c523e8)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_21">
+    <path d="M 157.108182 163.67 
+L 172.435455 163.67 
+L 172.435455 127.569048 
+L 157.108182 127.569048 
+z
+" clip-path="url(#p6f83c523e8)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_22">
+    <path d="M 172.435455 163.67 
+L 187.762727 163.67 
+L 187.762727 148.901429 
+L 172.435455 148.901429 
+z
+" clip-path="url(#p6f83c523e8)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+  </g>
+  <g id="axes_6">
+   <g id="patch_23">
+    <path d="M 206.557273 323.74 
+L 219.097769 323.74 
+L 219.097769 300.766667 
+L 206.557273 300.766667 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_24">
+    <path d="M 219.097769 323.74 
+L 231.638264 323.74 
+L 231.638264 267.947619 
+L 219.097769 267.947619 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_25">
+    <path d="M 231.638264 323.74 
+L 244.17876 323.74 
+L 244.17876 176.054286 
+L 231.638264 176.054286 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_26">
+    <path d="M 244.17876 323.74 
+L 256.719256 323.74 
+L 256.719256 272.870476 
+L 244.17876 272.870476 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_27">
+    <path d="M 256.719256 323.74 
+L 269.259752 323.74 
+L 269.259752 304.048571 
+L 256.719256 304.048571 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_28">
+    <path d="M 269.259752 323.74 
+L 281.800248 323.74 
+L 281.800248 305.689524 
+L 269.259752 305.689524 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_29">
+    <path d="M 281.800248 323.74 
+L 294.340744 323.74 
+L 294.340744 300.766667 
+L 281.800248 300.766667 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_30">
+    <path d="M 294.340744 323.74 
+L 306.88124 323.74 
+L 306.88124 299.125714 
+L 294.340744 299.125714 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_31">
+    <path d="M 306.88124 323.74 
+L 319.421736 323.74 
+L 319.421736 310.612381 
+L 306.88124 310.612381 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_32">
+    <path d="M 319.421736 323.74 
+L 331.962231 323.74 
+L 331.962231 313.894286 
+L 319.421736 313.894286 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+   <g id="patch_33">
+    <path d="M 331.962231 323.74 
+L 344.502727 323.74 
+L 344.502727 305.689524 
+L 331.962231 305.689524 
+z
+" clip-path="url(#pe1d6741d10)" style="fill: #1f77b4; fill-opacity: 0.75; stroke: #000000; stroke-linejoin: miter"/>
+   </g>
+  </g>
+  <g id="text_20">
+   <!-- 10 Year Growth Rates -->
+   <g style="fill: #262626" transform="translate(121.294688 15.789375) scale(0.12 -0.12)">
+    <defs>
+     <path id="ArialMT-20" transform="scale(0.015625)"/>
+     <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-77" d="M 1034 0 
+L 19 3319 
+L 600 3319 
+L 1128 1403 
+L 1325 691 
+Q 1338 744 1497 1375 
+L 2025 3319 
+L 2603 3319 
+L 3100 1394 
+L 3266 759 
+L 3456 1400 
+L 4025 3319 
+L 4572 3319 
+L 3534 0 
+L 2950 0 
+L 2422 1988 
+L 2294 2553 
+L 1622 0 
+L 1034 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-68" d="M 422 0 
+L 422 4581 
+L 984 4581 
+L 984 2938 
+Q 1378 3394 1978 3394 
+Q 2347 3394 2619 3248 
+Q 2891 3103 3008 2847 
+Q 3125 2591 3125 2103 
+L 3125 0 
+L 2563 0 
+L 2563 2103 
+Q 2563 2525 2380 2717 
+Q 2197 2909 1863 2909 
+Q 1613 2909 1392 2779 
+Q 1172 2650 1078 2428 
+Q 984 2206 984 1816 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-52" d="M 503 0 
+L 503 4581 
+L 2534 4581 
+Q 3147 4581 3465 4457 
+Q 3784 4334 3975 4021 
+Q 4166 3709 4166 3331 
+Q 4166 2844 3850 2509 
+Q 3534 2175 2875 2084 
+Q 3116 1969 3241 1856 
+Q 3506 1613 3744 1247 
+L 4541 0 
+L 3778 0 
+L 3172 953 
+Q 2906 1366 2734 1584 
+Q 2563 1803 2427 1890 
+Q 2291 1978 2150 2013 
+Q 2047 2034 1813 2034 
+L 1109 2034 
+L 1109 0 
+L 503 0 
+z
+M 1109 2559 
+L 2413 2559 
+Q 2828 2559 3062 2645 
+Q 3297 2731 3419 2920 
+Q 3541 3109 3541 3331 
+Q 3541 3656 3305 3865 
+Q 3069 4075 2559 4075 
+L 1109 4075 
+L 1109 2559 
+z
+" transform="scale(0.015625)"/>
+     <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+    </defs>
+    <use xlink:href="#ArialMT-31"/>
+    <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(111.230469 0)"/>
+    <use xlink:href="#ArialMT-59" transform="translate(137.263672 0)"/>
+    <use xlink:href="#ArialMT-65" transform="translate(194.837891 0)"/>
+    <use xlink:href="#ArialMT-61" transform="translate(250.453125 0)"/>
+    <use xlink:href="#ArialMT-72" transform="translate(306.068359 0)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(339.369141 0)"/>
+    <use xlink:href="#ArialMT-47" transform="translate(367.152344 0)"/>
+    <use xlink:href="#ArialMT-72" transform="translate(444.935547 0)"/>
+    <use xlink:href="#ArialMT-6f" transform="translate(478.236328 0)"/>
+    <use xlink:href="#ArialMT-77" transform="translate(533.851562 0)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(606.068359 0)"/>
+    <use xlink:href="#ArialMT-68" transform="translate(633.851562 0)"/>
+    <use xlink:href="#ArialMT-20" transform="translate(689.466797 0)"/>
+    <use xlink:href="#ArialMT-52" transform="translate(717.25 0)"/>
+    <use xlink:href="#ArialMT-61" transform="translate(789.466797 0)"/>
+    <use xlink:href="#ArialMT-74" transform="translate(845.082031 0)"/>
+    <use xlink:href="#ArialMT-65" transform="translate(872.865234 0)"/>
+    <use xlink:href="#ArialMT-73" transform="translate(928.480469 0)"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p6f83c523e8">
+   <rect x="42.92" y="8.6" width="151.74" height="155.07"/>
+  </clipPath>
+  <clipPath id="p70480188ad">
+   <rect x="199.66" y="8.6" width="151.74" height="155.07"/>
+  </clipPath>
+  <clipPath id="p49d24d346d">
+   <rect x="42.92" y="168.67" width="151.74" height="155.07"/>
+  </clipPath>
+  <clipPath id="pe1d6741d10">
+   <rect x="199.66" y="168.67" width="151.74" height="155.07"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.jpg b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.jpg
new file mode 100644
index 00000000..f973e52c
Binary files /dev/null and b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.jpg differ
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.pdf b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.pdf
new file mode 100644
index 00000000..5fa606a4
Binary files /dev/null and b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.pdf differ
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.png b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.png
new file mode 100644
index 00000000..e43e0879
Binary files /dev/null and b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.png differ
diff --git a/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.svg b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.svg
new file mode 100644
index 00000000..00d0cc01
--- /dev/null
+++ b/notebooks/Figures/Durables-vs-Nondurables-At-Low-And-High-Frequencies/timeSeries.svg
@@ -0,0 +1,2382 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="1008pt" height="576pt" viewBox="0 0 1008 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 1008 576 
+L 1008 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 126 512.64 
+L 907.2 512.64 
+L 907.2 69.12 
+L 126 69.12 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 196.272126 512.64 
+L 196.272126 69.12 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 1960 -->
+      <g style="fill: #262626" transform="translate(185.150251 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-39" d="M 350 1059 
+L 891 1109 
+Q 959 728 1153 556 
+Q 1347 384 1650 384 
+Q 1909 384 2104 503 
+Q 2300 622 2425 820 
+Q 2550 1019 2634 1356 
+Q 2719 1694 2719 2044 
+Q 2719 2081 2716 2156 
+Q 2547 1888 2255 1720 
+Q 1963 1553 1622 1553 
+Q 1053 1553 659 1965 
+Q 266 2378 266 3053 
+Q 266 3750 677 4175 
+Q 1088 4600 1706 4600 
+Q 2153 4600 2523 4359 
+Q 2894 4119 3086 3673 
+Q 3278 3228 3278 2384 
+Q 3278 1506 3087 986 
+Q 2897 466 2520 194 
+Q 2144 -78 1638 -78 
+Q 1100 -78 759 220 
+Q 419 519 350 1059 
+z
+M 2653 3081 
+Q 2653 3566 2395 3850 
+Q 2138 4134 1775 4134 
+Q 1400 4134 1122 3828 
+Q 844 3522 844 3034 
+Q 844 2597 1108 2323 
+Q 1372 2050 1759 2050 
+Q 2150 2050 2401 2323 
+Q 2653 2597 2653 3081 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-39" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-36" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 312.24415 512.64 
+L 312.24415 69.12 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 1970 -->
+      <g style="fill: #262626" transform="translate(301.122275 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-37" d="M 303 3981 
+L 303 4522 
+L 3269 4522 
+L 3269 4084 
+Q 2831 3619 2401 2847 
+Q 1972 2075 1738 1259 
+Q 1569 684 1522 0 
+L 944 0 
+Q 953 541 1156 1306 
+Q 1359 2072 1739 2783 
+Q 2119 3494 2547 3981 
+L 303 3981 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-39" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-37" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 428.184427 512.64 
+L 428.184427 69.12 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 1980 -->
+      <g style="fill: #262626" transform="translate(417.062552 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-39" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-38" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 544.156451 512.64 
+L 544.156451 69.12 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 1990 -->
+      <g style="fill: #262626" transform="translate(533.034576 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-39" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-39" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 660.096729 512.64 
+L 660.096729 69.12 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 2000 -->
+      <g style="fill: #262626" transform="translate(648.974854 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 776.068753 512.64 
+L 776.068753 69.12 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 2010 -->
+      <g style="fill: #262626" transform="translate(764.946878 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-31" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 892.00903 512.64 
+L 892.00903 69.12 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 2020 -->
+      <g style="fill: #262626" transform="translate(880.887155 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Year -->
+     <g style="fill: #262626" transform="translate(506.495313 536.443125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-59"/>
+      <use xlink:href="#ArialMT-65" transform="translate(57.574219 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(113.189453 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(168.804688 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_15">
+      <path d="M 126 473.860477 
+L 907.2 473.860477 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(116.939063 477.439383) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_17">
+      <path d="M 126 420.221171 
+L 907.2 420.221171 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 25 -->
+      <g style="fill: #262626" transform="translate(111.378125 423.800078) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_19">
+      <path d="M 126 366.581865 
+L 907.2 366.581865 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 50 -->
+      <g style="fill: #262626" transform="translate(111.378125 370.160772) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_21">
+      <path d="M 126 312.94256 
+L 907.2 312.94256 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 75 -->
+      <g style="fill: #262626" transform="translate(111.378125 316.521466) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-37"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_23">
+      <path d="M 126 259.303254 
+L 907.2 259.303254 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(105.817188 262.88216) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_25">
+      <path d="M 126 205.663948 
+L 907.2 205.663948 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 125 -->
+      <g style="fill: #262626" transform="translate(105.817188 209.242854) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_27">
+      <path d="M 126 152.024642 
+L 907.2 152.024642 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- 150 -->
+      <g style="fill: #262626" transform="translate(105.817188 155.603548) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_29">
+      <path d="M 126 98.385336 
+L 907.2 98.385336 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_30"/>
+     <g id="text_16">
+      <!-- 175 -->
+      <g style="fill: #262626" transform="translate(105.817188 101.964242) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-37" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_17">
+     <!--  Growth (Percentage Terms) -->
+     <g style="fill: #262626" transform="translate(99.7125 353.583906) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-47" d="M 2638 1797 
+L 2638 2334 
+L 4578 2338 
+L 4578 638 
+Q 4131 281 3656 101 
+Q 3181 -78 2681 -78 
+Q 2006 -78 1454 211 
+Q 903 500 622 1047 
+Q 341 1594 341 2269 
+Q 341 2938 620 3517 
+Q 900 4097 1425 4378 
+Q 1950 4659 2634 4659 
+Q 3131 4659 3532 4498 
+Q 3934 4338 4162 4050 
+Q 4391 3763 4509 3300 
+L 3963 3150 
+Q 3859 3500 3706 3700 
+Q 3553 3900 3268 4020 
+Q 2984 4141 2638 4141 
+Q 2222 4141 1919 4014 
+Q 1616 3888 1430 3681 
+Q 1244 3475 1141 3228 
+Q 966 2803 966 2306 
+Q 966 1694 1177 1281 
+Q 1388 869 1791 669 
+Q 2194 469 2647 469 
+Q 3041 469 3416 620 
+Q 3791 772 3984 944 
+L 3984 1797 
+L 2638 1797 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-77" d="M 1034 0 
+L 19 3319 
+L 600 3319 
+L 1128 1403 
+L 1325 691 
+Q 1338 744 1497 1375 
+L 2025 3319 
+L 2603 3319 
+L 3100 1394 
+L 3266 759 
+L 3456 1400 
+L 4025 3319 
+L 4572 3319 
+L 3534 0 
+L 2950 0 
+L 2422 1988 
+L 2294 2553 
+L 1622 0 
+L 1034 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-68" d="M 422 0 
+L 422 4581 
+L 984 4581 
+L 984 2938 
+Q 1378 3394 1978 3394 
+Q 2347 3394 2619 3248 
+Q 2891 3103 3008 2847 
+Q 3125 2591 3125 2103 
+L 3125 0 
+L 2563 0 
+L 2563 2103 
+Q 2563 2525 2380 2717 
+Q 2197 2909 1863 2909 
+Q 1613 2909 1392 2779 
+Q 1172 2650 1078 2428 
+Q 984 2206 984 1816 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-28" d="M 1497 -1347 
+Q 1031 -759 709 28 
+Q 388 816 388 1659 
+Q 388 2403 628 3084 
+Q 909 3875 1497 4659 
+L 1900 4659 
+Q 1522 4009 1400 3731 
+Q 1209 3300 1100 2831 
+Q 966 2247 966 1656 
+Q 966 153 1900 -1347 
+L 1497 -1347 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-54" d="M 1659 0 
+L 1659 4041 
+L 150 4041 
+L 150 4581 
+L 3781 4581 
+L 3781 4041 
+L 2266 4041 
+L 2266 0 
+L 1659 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-29" d="M 791 -1347 
+L 388 -1347 
+Q 1322 153 1322 1656 
+Q 1322 2244 1188 2822 
+Q 1081 3291 891 3722 
+Q 769 4003 388 4659 
+L 791 4659 
+Q 1378 3875 1659 3084 
+Q 1900 2403 1900 1659 
+Q 1900 816 1576 28 
+Q 1253 -759 791 -1347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-20"/>
+      <use xlink:href="#ArialMT-47" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(105.566406 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(138.867188 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(194.482422 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(266.699219 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(294.482422 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(350.097656 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(377.880859 0)"/>
+      <use xlink:href="#ArialMT-50" transform="translate(411.181641 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(477.880859 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(533.496094 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(566.796875 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(616.796875 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(672.412109 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(728.027344 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(755.810547 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(811.425781 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(867.041016 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(922.65625 0)"/>
+      <use xlink:href="#ArialMT-54" transform="translate(948.689453 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(998.648438 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(1054.263672 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(1087.564453 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(1170.865234 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(1220.865234 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_31">
+    <path d="M 161.509091 247.365001 
+L 164.366327 264.649347 
+L 167.255309 275.703034 
+L 170.176039 309.626642 
+L 173.096769 329.446436 
+L 175.954005 343.289557 
+L 178.842988 354.015027 
+L 181.763718 338.773029 
+L 184.684448 305.163148 
+L 187.541683 318.762004 
+L 190.430666 324.425334 
+L 193.351396 354.709941 
+L 196.272126 355.958229 
+L 199.161109 354.086008 
+L 202.050091 424.653899 
+L 204.970821 400.403694 
+L 207.891551 434.113387 
+L 210.748787 386.006153 
+L 213.63777 371.623708 
+L 216.5585 358.840692 
+L 219.479229 355.859581 
+L 222.336465 349.030203 
+L 225.225448 327.506923 
+L 228.146178 360.464475 
+L 231.066908 367.740448 
+L 236.813126 348.987019 
+L 239.733856 333.36604 
+L 242.654586 310.318455 
+L 245.543569 309.145115 
+L 248.432552 292.152143 
+L 251.353282 325.088809 
+L 254.274011 326.05898 
+L 257.131247 346.793733 
+L 260.02023 351.061985 
+L 262.94096 330.281786 
+L 265.86169 297.353983 
+L 268.718926 312.739151 
+L 271.607908 297.402907 
+L 274.528638 312.915415 
+L 277.449368 330.283379 
+L 280.306604 309.454796 
+L 283.195587 305.687496 
+L 286.116316 297.033287 
+L 289.037046 248.046025 
+L 291.926029 227.027485 
+L 294.815012 211.632948 
+L 297.735742 225.347819 
+L 300.656472 245.967467 
+L 303.513707 261.577895 
+L 306.40269 268.767924 
+L 309.32342 246.469615 
+L 312.24415 265.434809 
+L 315.101386 267.906983 
+L 317.990369 258.522995 
+L 320.911098 269.174134 
+L 323.831828 190.364555 
+L 326.689064 188.234888 
+L 329.578047 190.566011 
+L 332.498777 195.252754 
+L 335.419507 190.485898 
+L 338.308489 189.433374 
+L 341.197472 179.409722 
+L 344.118202 174.705787 
+L 347.038932 150.63952 
+L 349.896168 165.593502 
+L 352.785151 175.372513 
+L 355.70588 194.931082 
+L 358.62661 219.858317 
+L 361.483846 217.3449 
+L 364.372829 211.874005 
+L 367.293559 228.971756 
+L 370.214289 252.834972 
+L 373.071524 235.946844 
+L 375.960507 216.237405 
+L 378.881237 212.310858 
+L 381.801967 203.898521 
+L 384.69095 177.882232 
+L 387.579933 184.546572 
+L 390.500662 170.068129 
+L 393.421392 133.387959 
+L 396.278628 143.338132 
+L 402.088341 119.118606 
+L 405.009071 162.58414 
+L 407.866306 130.133525 
+L 410.755289 157.226512 
+L 413.676019 145.345533 
+L 416.596749 156.194886 
+L 419.453985 161.558357 
+L 422.342967 141.697827 
+L 425.263697 147.445072 
+L 428.184427 132.804255 
+L 431.07341 188.79874 
+L 433.962393 162.901626 
+L 436.883123 107.99476 
+L 439.803853 150.018064 
+L 442.661088 176.534632 
+L 445.550071 165.880158 
+L 448.470801 214.832949 
+L 451.391531 210.790265 
+L 457.137749 228.4218 
+L 460.058479 228.837992 
+L 462.979209 250.702213 
+L 465.836445 215.1907 
+L 468.725428 192.43948 
+L 471.646158 154.087354 
+L 474.566887 126.937174 
+L 477.45587 127.688286 
+L 480.344853 150.033687 
+L 483.265583 91.326689 
+L 486.186313 89.28 
+L 489.043549 102.548021 
+L 491.932531 108.932826 
+L 494.853261 151.644182 
+L 497.773991 173.857193 
+L 500.631227 161.671311 
+L 503.52021 125.376949 
+L 506.44094 148.97299 
+L 509.361669 200.237055 
+L 512.218905 190.527426 
+L 515.107888 179.054437 
+L 518.028618 207.416594 
+L 520.949348 179.071663 
+L 523.838331 218.762203 
+L 526.727313 222.765962 
+L 529.648043 219.18676 
+L 532.568773 220.96647 
+L 535.426009 211.830387 
+L 538.314992 218.633152 
+L 541.235722 227.653934 
+L 544.156451 211.886251 
+L 547.013687 183.801166 
+L 549.90267 218.513551 
+L 552.8234 251.594888 
+L 555.74413 277.095021 
+L 558.601365 265.202028 
+L 561.490348 275.922762 
+L 564.411078 255.889819 
+L 567.331808 256.428433 
+L 570.220791 257.119165 
+L 573.109774 252.598633 
+L 576.030504 263.887296 
+L 578.951233 267.253364 
+L 581.808469 282.513167 
+L 584.697452 293.425262 
+L 587.618182 302.8128 
+L 590.538912 307.242152 
+L 593.396147 311.999346 
+L 596.28513 306.244605 
+L 599.20586 305.29626 
+L 602.12659 326.212351 
+L 604.983826 328.046457 
+L 607.872809 340.676764 
+L 610.793538 323.746682 
+L 613.714268 326.924286 
+L 616.603251 332.132106 
+L 619.492234 361.372544 
+L 622.412964 352.991745 
+L 625.333694 326.671629 
+L 628.190929 348.045502 
+L 631.079912 351.68882 
+L 634.000642 336.904046 
+L 636.921372 351.967506 
+L 639.778608 339.64858 
+L 642.667591 330.337769 
+L 645.58832 324.238146 
+L 648.50905 326.766134 
+L 651.366286 316.659683 
+L 654.255269 318.74548 
+L 657.175999 306.16836 
+L 660.096729 305.059759 
+L 662.985711 300.149054 
+L 665.874694 292.115638 
+L 668.795424 279.856175 
+L 671.716154 266.840874 
+L 674.57339 273.306303 
+L 677.462372 279.14223 
+L 680.383102 240.892323 
+L 683.303832 266.269942 
+L 686.161068 269.830493 
+L 689.050051 268.715261 
+L 691.970781 283.924272 
+L 694.891511 292.297018 
+L 697.748746 293.714764 
+L 700.637729 286.863071 
+L 703.558459 296.889544 
+L 706.479189 300.631164 
+L 709.368172 306.416748 
+L 712.257154 306.338862 
+L 715.177884 312.484975 
+L 718.098614 305.077616 
+L 720.95585 298.972694 
+L 723.844833 303.805287 
+L 726.765563 321.718543 
+L 729.686293 313.126526 
+L 732.543528 323.833924 
+L 735.432511 321.907367 
+L 738.353241 324.593715 
+L 741.273971 329.898832 
+L 744.131207 323.21022 
+L 747.020189 334.613899 
+L 749.940919 340.428046 
+L 752.861649 352.924929 
+L 758.639615 388.92381 
+L 761.560345 426.331467 
+L 764.481074 425.573667 
+L 767.33831 438.746641 
+L 770.227293 433.491926 
+L 773.148023 440.104395 
+L 776.068753 450.512271 
+L 778.925989 440.087728 
+L 781.814971 440.731664 
+L 784.735701 435.76265 
+L 787.656431 436.56204 
+L 790.513667 435.726056 
+L 793.40265 435.108464 
+L 796.32338 448.755385 
+L 799.244109 438.290864 
+L 802.133092 439.580388 
+L 805.022075 443.884109 
+L 810.863535 426.479172 
+L 813.720771 435.582811 
+L 816.609753 442.935145 
+L 819.530483 442.964576 
+L 822.451213 444.968015 
+L 825.308449 437.980374 
+L 828.197432 439.015884 
+L 831.118161 441.114554 
+L 834.038891 438.85752 
+L 836.896127 439.949697 
+L 839.78511 441.245866 
+L 842.70584 432.918214 
+L 845.62657 439.556136 
+L 848.515552 437.146657 
+L 851.404535 435.814734 
+L 857.245995 436.360432 
+L 860.103231 436.095111 
+L 862.992214 433.185732 
+L 865.912943 425.271732 
+L 868.833673 412.511912 
+L 871.690909 407.781101 
+L 871.690909 407.781101 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_32">
+    <path d="M 161.509091 357.672548 
+L 164.366327 363.419185 
+L 167.255309 362.818541 
+L 170.176039 368.984617 
+L 173.096769 373.046525 
+L 175.954005 375.792948 
+L 178.842988 372.163978 
+L 181.763718 370.296865 
+L 184.684448 361.453354 
+L 187.541683 355.287312 
+L 190.430666 345.714301 
+L 193.351396 345.278283 
+L 196.272126 347.072473 
+L 199.161109 346.421448 
+L 202.050091 362.539971 
+L 204.970821 360.552612 
+L 207.891551 377.192376 
+L 210.748787 373.438921 
+L 213.63777 378.465633 
+L 216.5585 382.34762 
+L 219.479229 376.3427 
+L 222.336465 380.25586 
+L 225.225448 383.469907 
+L 228.146178 385.87001 
+L 231.066908 384.335874 
+L 233.924144 383.717681 
+L 236.813126 376.460669 
+L 239.733856 376.58326 
+L 242.654586 373.44801 
+L 245.543569 367.706277 
+L 248.432552 363.258408 
+L 251.353282 365.226245 
+L 254.274011 364.514354 
+L 257.131247 363.377316 
+L 260.02023 359.24685 
+L 262.94096 352.855996 
+L 265.86169 350.505747 
+L 268.718926 346.721668 
+L 271.607908 345.357433 
+L 274.528638 347.933907 
+L 277.449368 349.387284 
+L 280.306604 349.446428 
+L 283.195587 354.452092 
+L 286.116316 349.846503 
+L 289.037046 341.983199 
+L 294.815012 334.663195 
+L 297.735742 333.922756 
+L 300.656472 333.016562 
+L 303.513707 330.322856 
+L 306.40269 326.903475 
+L 309.32342 324.233409 
+L 312.24415 316.791114 
+L 315.101386 320.07016 
+L 317.990369 313.837771 
+L 320.911098 308.482913 
+L 323.831828 309.120687 
+L 326.689064 306.704186 
+L 329.578047 305.161839 
+L 332.498777 304.58706 
+L 335.419507 303.861019 
+L 338.308489 295.161504 
+L 341.197472 289.711635 
+L 344.118202 281.895328 
+L 349.896168 265.643677 
+L 352.785151 259.918107 
+L 355.70588 248.792418 
+L 358.62661 242.630978 
+L 361.483846 237.902072 
+L 364.372829 234.487667 
+L 367.293559 232.713582 
+L 370.214289 231.169819 
+L 373.071524 228.190268 
+L 375.960507 222.914482 
+L 378.881237 235.942187 
+L 381.801967 235.581601 
+L 384.69095 236.794102 
+L 387.579933 234.158393 
+L 390.500662 225.026478 
+L 393.421392 221.989414 
+L 396.278628 217.723544 
+L 399.167611 215.006369 
+L 402.088341 204.624648 
+L 405.009071 210.520545 
+L 407.866306 205.84648 
+L 410.755289 206.480803 
+L 413.676019 197.185302 
+L 416.596749 190.547215 
+L 419.453985 182.833828 
+L 422.342967 169.530901 
+L 425.263697 161.761266 
+L 428.184427 153.232747 
+L 431.07341 152.456507 
+L 436.883123 147.392182 
+L 439.803853 129.758102 
+L 442.661088 128.874791 
+L 445.550071 126.977319 
+L 448.470801 128.494648 
+L 451.391531 132.696774 
+L 454.248767 149.522197 
+L 457.137749 152.429694 
+L 460.058479 162.752223 
+L 462.979209 176.667223 
+L 465.836445 175.216885 
+L 468.725428 178.928292 
+L 471.646158 186.380827 
+L 474.566887 197.648783 
+L 477.45587 201.052057 
+L 480.344853 213.969301 
+L 483.265583 213.290303 
+L 486.186313 214.648451 
+L 489.043549 220.067508 
+L 491.932531 230.035532 
+L 494.853261 227.073049 
+L 497.773991 233.388402 
+L 500.631227 247.046456 
+L 503.52021 253.764118 
+L 506.44094 259.417249 
+L 509.361669 256.896116 
+L 512.218905 256.713392 
+L 515.107888 258.864622 
+L 518.028618 269.649616 
+L 520.949348 271.12878 
+L 523.838331 276.708546 
+L 526.727313 278.357321 
+L 529.648043 283.262304 
+L 532.568773 288.815443 
+L 535.426009 290.360541 
+L 538.314992 303.831681 
+L 541.235722 309.995415 
+L 544.156451 315.139109 
+L 547.013687 316.543005 
+L 549.90267 315.088973 
+L 552.8234 318.723901 
+L 555.74413 334.056762 
+L 558.601365 336.443046 
+L 561.490348 339.059458 
+L 564.411078 343.919267 
+L 567.331808 340.464629 
+L 570.220791 336.639402 
+L 573.109774 338.026643 
+L 576.030504 337.276839 
+L 578.951233 336.006948 
+L 581.808469 342.1144 
+L 584.697452 347.922094 
+L 587.618182 347.947859 
+L 590.538912 349.222021 
+L 593.396147 353.354816 
+L 596.28513 348.006245 
+L 599.20586 347.890044 
+L 602.12659 351.184386 
+L 604.983826 352.945015 
+L 607.872809 354.460483 
+L 610.793538 357.805451 
+L 613.714268 354.93647 
+L 616.603251 341.878145 
+L 619.492234 341.553779 
+L 622.412964 339.101574 
+L 625.333694 343.725382 
+L 628.190929 350.918663 
+L 631.079912 349.232048 
+L 634.000642 349.026202 
+L 636.921372 354.01674 
+L 639.778608 356.623709 
+L 642.667591 359.521848 
+L 645.58832 360.365712 
+L 648.50905 359.174794 
+L 651.366286 360.419886 
+L 654.255269 358.414929 
+L 657.175999 354.023563 
+L 660.096729 359.764937 
+L 662.985711 352.617478 
+L 665.874694 355.281263 
+L 668.795424 356.168398 
+L 671.716154 355.747905 
+L 674.57339 354.406932 
+L 680.383102 355.894248 
+L 683.303832 360.558281 
+L 686.161068 358.651252 
+L 689.050051 361.496528 
+L 691.970781 360.665028 
+L 694.891511 353.835727 
+L 697.748746 358.565048 
+L 700.637729 349.755904 
+L 703.558459 350.290347 
+L 706.479189 346.652842 
+L 709.368172 345.495957 
+L 712.257154 347.559101 
+L 715.177884 342.051341 
+L 718.098614 340.526174 
+L 720.95585 338.50493 
+L 723.844833 328.427385 
+L 726.765563 324.762552 
+L 729.686293 326.554413 
+L 732.543528 328.928275 
+L 735.432511 324.729604 
+L 738.353241 334.371764 
+L 741.273971 331.814761 
+L 744.131207 324.680639 
+L 747.020189 326.537397 
+L 749.940919 322.14579 
+L 752.861649 318.497336 
+L 755.750632 313.603458 
+L 758.639615 313.560761 
+L 761.560345 345.310751 
+L 764.481074 360.674646 
+L 767.33831 364.710215 
+L 770.227293 361.625465 
+L 773.148023 366.744807 
+L 776.068753 365.610959 
+L 778.925989 374.317072 
+L 781.814971 376.712876 
+L 784.735701 372.840434 
+L 787.656431 363.517628 
+L 790.513667 360.429131 
+L 793.40265 359.843174 
+L 796.32338 356.27794 
+L 799.244109 351.403377 
+L 802.133092 357.448352 
+L 805.022075 357.948998 
+L 807.942805 360.346546 
+L 810.863535 363.678498 
+L 813.720771 364.298609 
+L 816.609753 370.73274 
+L 819.530483 370.815702 
+L 822.451213 374.508701 
+L 825.308449 374.06552 
+L 828.197432 375.838179 
+L 831.118161 385.32508 
+L 834.038891 392.917357 
+L 836.896127 393.194059 
+L 842.70584 407.573127 
+L 845.62657 411.872802 
+L 848.515552 411.763552 
+L 851.404535 415.822424 
+L 854.325265 410.493611 
+L 857.245995 410.304527 
+L 860.103231 414.179894 
+L 862.992214 414.040403 
+L 865.912943 413.70103 
+L 868.833673 411.791083 
+L 871.690909 416.54489 
+L 871.690909 416.54489 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_33">
+    <path d="M 161.509091 468.173007 
+L 164.366327 476.011237 
+L 167.255309 475.356323 
+L 170.176039 475.956043 
+L 173.096769 484.576179 
+L 175.954005 477.999565 
+L 178.842988 469.639971 
+L 181.763718 466.796798 
+L 184.684448 458.274722 
+L 187.541683 464.933906 
+L 190.430666 469.750077 
+L 193.351396 484.200305 
+L 196.272126 467.283116 
+L 199.161109 469.23939 
+L 202.050091 476.226272 
+L 204.970821 479.61664 
+L 207.891551 485.622956 
+L 210.748787 468.374639 
+L 213.63777 467.619893 
+L 216.5585 463.739036 
+L 219.479229 469.177106 
+L 222.336465 467.810847 
+L 225.225448 471.585725 
+L 228.146178 465.294118 
+L 231.066908 469.51905 
+L 233.924144 468.589262 
+L 236.813126 470.59519 
+L 239.733856 469.789064 
+L 242.654586 465.176412 
+L 245.543569 468.381397 
+L 248.432552 466.99909 
+L 251.353282 480.855313 
+L 254.274011 453.84906 
+L 257.131247 474.181082 
+L 260.02023 467.630777 
+L 262.94096 466.056642 
+L 265.86169 463.971589 
+L 268.718926 481.548244 
+L 271.607908 465.853164 
+L 274.528638 472.964548 
+L 277.449368 478.359901 
+L 280.306604 463.65798 
+L 283.195587 473.238263 
+L 286.116316 471.151907 
+L 289.037046 459.062547 
+L 291.926029 467.956498 
+L 294.815012 462.340332 
+L 297.735742 473.171796 
+L 300.656472 468.522564 
+L 303.513707 472.81881 
+L 306.40269 473.433488 
+L 309.32342 473.349108 
+L 312.24415 476.772602 
+L 315.101386 470.520404 
+L 317.990369 471.491073 
+L 320.911098 484.789928 
+L 323.831828 447.501516 
+L 326.689064 467.433739 
+L 329.578047 468.648931 
+L 332.498777 465.854146 
+L 335.419507 467.05796 
+L 338.308489 467.34453 
+L 341.197472 467.229981 
+L 347.038932 459.264133 
+L 349.896168 474.702025 
+L 352.785151 474.669387 
+L 355.70588 478.123736 
+L 358.62661 476.452884 
+L 361.483846 467.201092 
+L 364.372829 464.427603 
+L 367.293559 488.302374 
+L 370.214289 466.032348 
+L 373.071524 465.87484 
+L 375.960507 458.013392 
+L 378.881237 464.207536 
+L 381.801967 460.005848 
+L 384.69095 470.440375 
+L 387.579933 468.758438 
+L 390.500662 466.773627 
+L 393.421392 463.4955 
+L 396.278628 467.68731 
+L 399.167611 468.452977 
+L 402.088341 466.434721 
+L 405.009071 476.573631 
+L 407.866306 454.35124 
+L 410.755289 473.311646 
+L 413.676019 468.357462 
+L 416.596749 472.915572 
+L 419.453985 474.991506 
+L 422.342967 465.329427 
+L 425.263697 475.609959 
+L 428.184427 471.044665 
+L 431.07341 492.48 
+L 433.962393 460.246957 
+L 436.883123 463.514532 
+L 439.803853 464.944132 
+L 442.661088 478.317357 
+L 445.550071 464.074603 
+L 448.470801 486.704528 
+L 451.391531 465.168357 
+L 454.248767 471.434031 
+L 457.137749 471.380241 
+L 460.058479 463.43589 
+L 462.979209 470.165972 
+L 465.836445 457.36344 
+L 468.725428 464.393061 
+L 471.646158 461.862496 
+L 474.566887 465.682613 
+L 477.45587 467.497021 
+L 480.344853 473.353742 
+L 483.265583 466.481201 
+L 486.186313 465.270063 
+L 489.043549 470.803095 
+L 491.932531 460.524337 
+L 494.853261 480.73311 
+L 497.773991 469.458093 
+L 500.631227 465.27821 
+L 503.52021 453.623275 
+L 506.44094 476.062338 
+L 509.361669 484.870121 
+L 512.218905 463.297111 
+L 515.107888 463.384284 
+L 518.028618 478.795087 
+L 520.949348 464.089864 
+L 523.838331 472.590754 
+L 526.727313 475.1454 
+L 529.648043 466.665983 
+L 532.568773 473.732933 
+L 535.426009 470.820206 
+L 538.314992 468.513769 
+L 541.235722 479.696284 
+L 544.156451 463.605995 
+L 547.013687 480.932122 
+L 549.90267 475.942738 
+L 552.8234 479.347755 
+L 555.74413 477.989709 
+L 558.601365 472.242511 
+L 561.490348 469.757575 
+L 564.411078 476.908266 
+L 567.331808 465.446363 
+L 570.220791 471.780978 
+L 573.109774 469.105425 
+L 576.030504 469.263409 
+L 578.951233 471.896473 
+L 581.808469 465.735096 
+L 584.697452 470.415606 
+L 587.618182 467.246892 
+L 590.538912 468.241118 
+L 593.396147 470.254183 
+L 596.28513 470.065811 
+L 599.20586 465.930477 
+L 602.12659 477.452561 
+L 604.983826 471.905034 
+L 607.872809 468.511554 
+L 610.793538 470.621798 
+L 613.714268 471.366024 
+L 616.603251 468.492848 
+L 619.492234 472.892906 
+L 622.412964 470.620558 
+L 625.333694 468.898203 
+L 628.190929 476.598428 
+L 631.079912 465.793024 
+L 634.000642 469.591175 
+L 636.921372 473.703014 
+L 639.778608 464.688377 
+L 642.667591 469.45184 
+L 645.58832 462.888608 
+L 648.50905 475.223189 
+L 651.366286 464.739385 
+L 654.255269 469.747569 
+L 657.175999 472.595089 
+L 660.096729 462.953996 
+L 662.985711 478.274292 
+L 665.874694 471.546555 
+L 668.795424 472.880251 
+L 671.716154 471.28623 
+L 674.57339 475.557839 
+L 677.462372 472.831652 
+L 680.383102 457.141099 
+L 683.303832 478.090298 
+L 686.161068 473.608173 
+L 689.050051 468.521116 
+L 691.970781 477.205036 
+L 694.891511 476.378319 
+L 697.748746 466.532093 
+L 700.637729 466.631283 
+L 703.558459 472.769337 
+L 706.479189 470.345225 
+L 709.368172 473.509074 
+L 712.257154 470.021291 
+L 715.177884 469.509402 
+L 718.098614 473.295715 
+L 720.95585 468.456939 
+L 723.844833 471.240352 
+L 726.765563 480.765604 
+L 729.686293 466.280352 
+L 732.543528 474.767504 
+L 735.432511 471.754015 
+L 738.353241 472.216909 
+L 741.273971 472.099138 
+L 744.131207 472.646677 
+L 747.020189 472.744526 
+L 749.940919 473.187206 
+L 752.861649 481.413774 
+L 755.750632 476.795619 
+L 758.639615 481.764023 
+L 761.560345 491.057847 
+L 764.481074 474.606755 
+L 767.33831 475.949488 
+L 770.227293 465.145317 
+L 773.148023 478.193269 
+L 776.068753 472.404147 
+L 778.925989 469.066226 
+L 781.814971 472.108916 
+L 784.735701 468.556194 
+L 787.656431 471.973225 
+L 790.513667 474.851293 
+L 796.32338 469.601022 
+L 799.244109 468.906645 
+L 802.133092 474.71562 
+L 805.022075 472.324298 
+L 807.942805 469.747015 
+L 810.863535 469.032778 
+L 813.720771 474.243698 
+L 816.609753 473.08074 
+L 819.530483 472.795191 
+L 822.451213 472.125178 
+L 825.308449 467.340636 
+L 828.197432 470.924318 
+L 831.118161 471.351475 
+L 834.038891 471.332385 
+L 836.896127 469.419577 
+L 839.78511 472.373289 
+L 842.70584 473.769441 
+L 845.62657 472.051519 
+L 848.515552 472.698941 
+L 851.404535 470.605538 
+L 854.325265 472.480943 
+L 857.245995 472.302521 
+L 860.103231 472.419552 
+L 862.992214 470.257729 
+L 865.912943 466.513535 
+L 868.833673 471.376254 
+L 871.690909 473.167047 
+L 871.690909 473.167047 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_34">
+    <path d="M 161.509091 470.574435 
+L 164.366327 471.886247 
+L 167.255309 468.566497 
+L 170.176039 474.401576 
+L 173.096769 472.400684 
+L 178.842988 470.597404 
+L 181.763718 472.022302 
+L 184.684448 470.412483 
+L 187.541683 472.025898 
+L 190.430666 472.112323 
+L 193.351396 471.729768 
+L 196.272126 473.621824 
+L 199.161109 469.960189 
+L 202.050091 474.47995 
+L 204.970821 472.502169 
+L 207.891551 472.259558 
+L 210.748787 472.503019 
+L 213.63777 473.299491 
+L 216.5585 471.356172 
+L 219.479229 471.23695 
+L 222.336465 472.439249 
+L 228.146178 471.534932 
+L 231.066908 472.37274 
+L 233.924144 473.34087 
+L 236.813126 470.310141 
+L 239.733856 473.693462 
+L 242.654586 468.880494 
+L 245.543569 469.81329 
+L 248.432552 469.012735 
+L 251.353282 472.581809 
+L 257.131247 469.769528 
+L 260.02023 469.45504 
+L 262.94096 465.391647 
+L 265.86169 469.395594 
+L 268.718926 469.985743 
+L 271.607908 470.795339 
+L 274.528638 473.115727 
+L 277.449368 471.504313 
+L 280.306604 471.924021 
+L 283.195587 471.813089 
+L 286.116316 471.450163 
+L 289.037046 467.383696 
+L 291.926029 469.16657 
+L 294.815012 468.357925 
+L 297.735742 471.569368 
+L 300.656472 469.855197 
+L 303.513707 470.385791 
+L 306.40269 470.046863 
+L 309.32342 470.129358 
+L 312.24415 469.232359 
+L 315.101386 471.887748 
+L 317.990369 470.860154 
+L 320.911098 469.41552 
+L 323.831828 472.622409 
+L 326.689064 471.127426 
+L 329.578047 472.430287 
+L 332.498777 471.030639 
+L 335.419507 470.826139 
+L 338.308489 467.553342 
+L 341.197472 468.982144 
+L 344.118202 467.283122 
+L 347.038932 467.938196 
+L 349.896168 469.241502 
+L 352.785151 467.35634 
+L 355.70588 468.118298 
+L 358.62661 465.803635 
+L 361.483846 467.494334 
+L 364.372829 467.349891 
+L 367.293559 471.738262 
+L 370.214289 470.42531 
+L 373.071524 468.344757 
+L 375.960507 466.944976 
+L 378.881237 471.633317 
+L 381.801967 469.221051 
+L 384.69095 470.570611 
+L 387.579933 469.525279 
+L 390.500662 468.78754 
+L 393.421392 470.082664 
+L 396.278628 469.944008 
+L 399.167611 470.562696 
+L 402.088341 466.692152 
+L 405.009071 470.077397 
+L 407.866306 467.022188 
+L 410.755289 468.647186 
+L 413.676019 467.386841 
+L 416.596749 466.901734 
+L 419.453985 467.007876 
+L 422.342967 464.301088 
+L 425.263697 466.860782 
+L 428.184427 465.682936 
+L 431.07341 471.57369 
+L 433.962393 469.847344 
+L 436.883123 468.370557 
+L 439.803853 465.58882 
+L 442.661088 470.783863 
+L 445.550071 471.69785 
+L 448.470801 471.618142 
+L 451.391531 472.459126 
+L 454.248767 474.240397 
+L 457.137749 470.166062 
+L 460.058479 471.541927 
+L 462.979209 473.774555 
+L 465.836445 468.620341 
+L 468.725428 468.95503 
+L 471.646158 471.340718 
+L 474.566887 470.800091 
+L 477.45587 469.026344 
+L 480.344853 473.209119 
+L 483.265583 471.428165 
+L 486.186313 471.04844 
+L 489.043549 470.861991 
+L 491.932531 471.658641 
+L 494.853261 470.232258 
+L 497.773991 472.221636 
+L 500.631227 477.109459 
+L 503.52021 472.856818 
+L 506.44094 471.644063 
+L 509.361669 468.799561 
+L 512.218905 469.851498 
+L 515.107888 471.648291 
+L 518.028618 472.25912 
+L 520.949348 470.848614 
+L 523.838331 469.982572 
+L 526.727313 469.527303 
+L 529.648043 470.030726 
+L 532.568773 469.937874 
+L 535.426009 467.863977 
+L 538.314992 471.885693 
+L 541.235722 470.41166 
+L 544.156451 468.710452 
+L 547.013687 472.389237 
+L 549.90267 468.992733 
+L 552.8234 470.513054 
+L 555.74413 474.830533 
+L 558.601365 472.24942 
+L 561.490348 473.308842 
+L 564.411078 474.63397 
+L 567.331808 470.293489 
+L 570.220791 471.885836 
+L 573.109774 471.02674 
+L 576.030504 471.077833 
+L 578.951233 472.998304 
+L 581.808469 472.429538 
+L 584.697452 472.635537 
+L 587.618182 471.357145 
+L 590.538912 471.614496 
+L 593.396147 471.69943 
+L 596.28513 469.773769 
+L 599.20586 471.354095 
+L 602.12659 473.151319 
+L 604.983826 471.997807 
+L 607.872809 472.637831 
+L 610.793538 472.417638 
+L 613.714268 470.345534 
+L 616.603251 468.835135 
+L 619.492234 472.65505 
+L 622.412964 470.11155 
+L 625.333694 471.70659 
+L 628.190929 474.412691 
+L 631.079912 470.565009 
+L 634.000642 472.127938 
+L 636.921372 474.04783 
+L 639.778608 471.685479 
+L 642.667591 471.439256 
+L 645.58832 470.591052 
+L 648.50905 469.144734 
+L 651.366286 468.698041 
+L 654.255269 470.562094 
+L 657.175999 467.510641 
+L 660.096729 472.482712 
+L 662.985711 467.691104 
+L 665.874694 470.733354 
+L 668.795424 471.093329 
+L 671.716154 474.560218 
+L 674.57339 471.378058 
+L 677.462372 473.761739 
+L 680.383102 475.136879 
+L 683.303832 473.352937 
+L 686.161068 470.626356 
+L 689.050051 472.902422 
+L 691.970781 470.525045 
+L 694.891511 468.509664 
+L 697.748746 475.482533 
+L 700.637729 466.872795 
+L 703.558459 471.699688 
+L 706.479189 469.282171 
+L 709.368172 470.965832 
+L 712.257154 471.089212 
+L 715.177884 467.846676 
+L 718.098614 472.203429 
+L 720.95585 470.740411 
+L 723.844833 466.423335 
+L 726.765563 470.218679 
+L 729.686293 471.420054 
+L 732.543528 470.27562 
+L 735.432511 470.135042 
+L 738.353241 475.899319 
+L 741.273971 470.141451 
+L 744.131207 470.131353 
+L 747.020189 471.677075 
+L 749.940919 469.503148 
+L 752.861649 471.912481 
+L 755.750632 468.81821 
+L 758.639615 471.414539 
+L 761.560345 489.040741 
+L 764.481074 478.963499 
+L 767.33831 471.403495 
+L 770.227293 468.486053 
+L 773.148023 470.971246 
+L 776.068753 471.721574 
+L 778.925989 473.644111 
+L 781.814971 472.393742 
+L 784.735701 468.393416 
+L 787.656431 468.242425 
+L 790.513667 469.314882 
+L 793.40265 473.378253 
+L 796.32338 472.822652 
+L 799.244109 470.196595 
+L 802.133092 474.532846 
+L 805.022075 473.228425 
+L 807.942805 472.105855 
+L 810.863535 470.743091 
+L 813.720771 475.889147 
+L 816.609753 471.270711 
+L 819.530483 471.756284 
+L 822.451213 471.830226 
+L 825.308449 470.658831 
+L 828.197432 472.314745 
+L 831.118161 474.541086 
+L 834.038891 477.619459 
+L 836.896127 470.94424 
+L 839.78511 471.786281 
+L 842.70584 475.707553 
+L 845.62657 474.742245 
+L 848.515552 470.189442 
+L 851.404535 473.337529 
+L 854.325265 471.744916 
+L 857.245995 469.992948 
+L 860.103231 473.173063 
+L 862.992214 471.56683 
+L 865.912943 469.232376 
+L 868.833673 470.407245 
+L 871.690909 472.59201 
+L 871.690909 472.59201 
+" clip-path="url(#p6c0adcfe22)" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 126 512.64 
+L 126 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 907.2 512.64 
+L 907.2 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 126 512.64 
+L 907.2 512.64 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 126 69.12 
+L 907.2 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="text_18">
+    <!-- Durables vs Non Durables Growth 10 year vs Quarterly -->
+    <g style="fill: #262626" transform="translate(369.884063 63.12) scale(0.12 -0.12)">
+     <defs>
+      <path id="ArialMT-44" d="M 494 0 
+L 494 4581 
+L 2072 4581 
+Q 2606 4581 2888 4516 
+Q 3281 4425 3559 4188 
+Q 3922 3881 4101 3404 
+Q 4281 2928 4281 2316 
+Q 4281 1794 4159 1391 
+Q 4038 988 3847 723 
+Q 3656 459 3429 307 
+Q 3203 156 2883 78 
+Q 2563 0 2147 0 
+L 494 0 
+z
+M 1100 541 
+L 2078 541 
+Q 2531 541 2789 625 
+Q 3047 709 3200 863 
+Q 3416 1078 3536 1442 
+Q 3656 1806 3656 2325 
+Q 3656 3044 3420 3430 
+Q 3184 3816 2847 3947 
+Q 2603 4041 2063 4041 
+L 1100 4041 
+L 1100 541 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-62" d="M 941 0 
+L 419 0 
+L 419 4581 
+L 981 4581 
+L 981 2947 
+Q 1338 3394 1891 3394 
+Q 2197 3394 2470 3270 
+Q 2744 3147 2920 2923 
+Q 3097 2700 3197 2384 
+Q 3297 2069 3297 1709 
+Q 3297 856 2875 390 
+Q 2453 -75 1863 -75 
+Q 1275 -75 941 416 
+L 941 0 
+z
+M 934 1684 
+Q 934 1088 1097 822 
+Q 1363 388 1816 388 
+Q 2184 388 2453 708 
+Q 2722 1028 2722 1663 
+Q 2722 2313 2464 2622 
+Q 2206 2931 1841 2931 
+Q 1472 2931 1203 2611 
+Q 934 2291 934 1684 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-4e" d="M 488 0 
+L 488 4581 
+L 1109 4581 
+L 3516 984 
+L 3516 4581 
+L 4097 4581 
+L 4097 0 
+L 3475 0 
+L 1069 3600 
+L 1069 0 
+L 488 0 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+      <path id="ArialMT-51" d="M 3966 491 
+Q 4388 200 4744 66 
+L 4566 -356 
+Q 4072 -178 3581 206 
+Q 3072 -78 2456 -78 
+Q 1834 -78 1328 222 
+Q 822 522 548 1065 
+Q 275 1609 275 2291 
+Q 275 2969 550 3525 
+Q 825 4081 1333 4372 
+Q 1841 4663 2469 4663 
+Q 3103 4663 3612 4361 
+Q 4122 4059 4389 3517 
+Q 4656 2975 4656 2294 
+Q 4656 1728 4484 1276 
+Q 4313 825 3966 491 
+z
+M 2631 1266 
+Q 3156 1119 3497 828 
+Q 4031 1316 4031 2294 
+Q 4031 2850 3842 3265 
+Q 3653 3681 3289 3911 
+Q 2925 4141 2472 4141 
+Q 1794 4141 1347 3677 
+Q 900 3213 900 2291 
+Q 900 1397 1342 919 
+Q 1784 441 2472 441 
+Q 2797 441 3084 563 
+Q 2800 747 2484 825 
+L 2631 1266 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#ArialMT-44"/>
+     <use xlink:href="#ArialMT-75" transform="translate(72.216797 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(127.832031 0)"/>
+     <use xlink:href="#ArialMT-61" transform="translate(161.132812 0)"/>
+     <use xlink:href="#ArialMT-62" transform="translate(216.748047 0)"/>
+     <use xlink:href="#ArialMT-6c" transform="translate(272.363281 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(294.580078 0)"/>
+     <use xlink:href="#ArialMT-73" transform="translate(350.195312 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(400.195312 0)"/>
+     <use xlink:href="#ArialMT-76" transform="translate(427.978516 0)"/>
+     <use xlink:href="#ArialMT-73" transform="translate(477.978516 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(527.978516 0)"/>
+     <use xlink:href="#ArialMT-4e" transform="translate(555.761719 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(627.978516 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(683.59375 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(739.208984 0)"/>
+     <use xlink:href="#ArialMT-44" transform="translate(766.992188 0)"/>
+     <use xlink:href="#ArialMT-75" transform="translate(839.208984 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(894.824219 0)"/>
+     <use xlink:href="#ArialMT-61" transform="translate(928.125 0)"/>
+     <use xlink:href="#ArialMT-62" transform="translate(983.740234 0)"/>
+     <use xlink:href="#ArialMT-6c" transform="translate(1039.355469 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(1061.572266 0)"/>
+     <use xlink:href="#ArialMT-73" transform="translate(1117.1875 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1167.1875 0)"/>
+     <use xlink:href="#ArialMT-47" transform="translate(1194.970703 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(1272.753906 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(1306.054688 0)"/>
+     <use xlink:href="#ArialMT-77" transform="translate(1361.669922 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(1433.886719 0)"/>
+     <use xlink:href="#ArialMT-68" transform="translate(1461.669922 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1517.285156 0)"/>
+     <use xlink:href="#ArialMT-31" transform="translate(1545.068359 0)"/>
+     <use xlink:href="#ArialMT-30" transform="translate(1600.683594 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1656.298828 0)"/>
+     <use xlink:href="#ArialMT-79" transform="translate(1684.082031 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(1734.082031 0)"/>
+     <use xlink:href="#ArialMT-61" transform="translate(1789.697266 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(1845.3125 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(1878.613281 0)"/>
+     <use xlink:href="#ArialMT-76" transform="translate(1906.396484 0)"/>
+     <use xlink:href="#ArialMT-73" transform="translate(1956.396484 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(2006.396484 0)"/>
+     <use xlink:href="#ArialMT-51" transform="translate(2034.179688 0)"/>
+     <use xlink:href="#ArialMT-75" transform="translate(2111.962891 0)"/>
+     <use xlink:href="#ArialMT-61" transform="translate(2167.578125 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(2223.193359 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(2256.494141 0)"/>
+     <use xlink:href="#ArialMT-65" transform="translate(2284.277344 0)"/>
+     <use xlink:href="#ArialMT-72" transform="translate(2339.892578 0)"/>
+     <use xlink:href="#ArialMT-6c" transform="translate(2373.193359 0)"/>
+     <use xlink:href="#ArialMT-79" transform="translate(2395.410156 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_35">
+     <path d="M 764.057813 81.899688 
+L 774.057813 81.899688 
+L 784.057813 81.899688 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_19">
+     <!-- PCDG 10 year growth -->
+     <g style="fill: #262626" transform="translate(792.057813 85.399688) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-47" transform="translate(211.132812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(288.916016 0)"/>
+      <use xlink:href="#ArialMT-31" transform="translate(316.699219 0)"/>
+      <use xlink:href="#ArialMT-30" transform="translate(372.314453 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(427.929688 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(455.712891 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(505.712891 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(561.328125 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(616.943359 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(650.244141 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(678.027344 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(733.642578 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(766.943359 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(822.558594 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(894.775391 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(922.558594 0)"/>
+     </g>
+    </g>
+    <g id="line2d_36">
+     <path d="M 764.057813 96.284063 
+L 774.057813 96.284063 
+L 784.057813 96.284063 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_20">
+     <!-- PCND 10 year growth -->
+     <g style="fill: #262626" transform="translate(792.057813 99.784063) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-4e" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(211.132812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(283.349609 0)"/>
+      <use xlink:href="#ArialMT-31" transform="translate(311.132812 0)"/>
+      <use xlink:href="#ArialMT-30" transform="translate(366.748047 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(422.363281 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(450.146484 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(500.146484 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(555.761719 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(611.376953 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(644.677734 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(672.460938 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(728.076172 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(761.376953 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(816.992188 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(889.208984 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(916.992188 0)"/>
+     </g>
+    </g>
+    <g id="line2d_37">
+     <path d="M 764.057813 110.668438 
+L 774.057813 110.668438 
+L 784.057813 110.668438 
+" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_21">
+     <!-- PCDG  quarterly growth -->
+     <g style="fill: #262626" transform="translate(792.057813 114.168438) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-71" d="M 2538 -1272 
+L 2538 353 
+Q 2406 169 2170 47 
+Q 1934 -75 1669 -75 
+Q 1078 -75 651 397 
+Q 225 869 225 1691 
+Q 225 2191 398 2587 
+Q 572 2984 901 3189 
+Q 1231 3394 1625 3394 
+Q 2241 3394 2594 2875 
+L 2594 3319 
+L 3100 3319 
+L 3100 -1272 
+L 2538 -1272 
+z
+M 803 1669 
+Q 803 1028 1072 708 
+Q 1341 388 1716 388 
+Q 2075 388 2334 692 
+Q 2594 997 2594 1619 
+Q 2594 2281 2320 2615 
+Q 2047 2950 1678 2950 
+Q 1313 2950 1058 2639 
+Q 803 2328 803 1669 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-47" transform="translate(211.132812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(288.916016 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(316.699219 0)"/>
+      <use xlink:href="#ArialMT-71" transform="translate(344.482422 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(400.097656 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(455.712891 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(511.328125 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(544.628906 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(572.412109 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(628.027344 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(661.328125 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(683.544922 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(733.544922 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(761.328125 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(816.943359 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(850.244141 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(905.859375 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(978.076172 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(1005.859375 0)"/>
+     </g>
+    </g>
+    <g id="line2d_38">
+     <path d="M 764.057813 125.052813 
+L 774.057813 125.052813 
+L 784.057813 125.052813 
+" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_22">
+     <!-- PCND  quarterly growth -->
+     <g style="fill: #262626" transform="translate(792.057813 128.552813) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-43" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-4e" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(211.132812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(283.349609 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(311.132812 0)"/>
+      <use xlink:href="#ArialMT-71" transform="translate(338.916016 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(394.53125 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(450.146484 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(505.761719 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(539.0625 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(566.845703 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(622.460938 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(655.761719 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(677.978516 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(727.978516 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(755.761719 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(811.376953 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(844.677734 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(900.292969 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(972.509766 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(1000.292969 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p6c0adcfe22">
+   <rect x="126" y="69.12" width="781.2" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Equiprobable/approximation.jpg b/notebooks/Figures/Equiprobable/approximation.jpg
new file mode 100644
index 00000000..8e87883c
Binary files /dev/null and b/notebooks/Figures/Equiprobable/approximation.jpg differ
diff --git a/notebooks/Figures/Equiprobable/approximation.pdf b/notebooks/Figures/Equiprobable/approximation.pdf
new file mode 100644
index 00000000..b87c5f06
Binary files /dev/null and b/notebooks/Figures/Equiprobable/approximation.pdf differ
diff --git a/notebooks/Figures/Equiprobable/approximation.png b/notebooks/Figures/Equiprobable/approximation.png
new file mode 100644
index 00000000..7638dbda
Binary files /dev/null and b/notebooks/Figures/Equiprobable/approximation.png differ
diff --git a/notebooks/Figures/Equiprobable/approximation.svg b/notebooks/Figures/Equiprobable/approximation.svg
new file mode 100644
index 00000000..f2ac144d
--- /dev/null
+++ b/notebooks/Figures/Equiprobable/approximation.svg
@@ -0,0 +1,17185 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="864pt" height="576pt" viewBox="0 0 864 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 864 576 
+L 864 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="patch_2">
+   <path d="M 147.12 565.2 
+L 684.72 565.2 
+L 684.72 27.6 
+L 147.12 27.6 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="pane3d_1">
+   <g id="patch_3">
+    <path d="M 191.576455 418.413363 
+L 364.910965 199.287243 
+L 360.995949 29.433409 
+L 174.932907 252.479765 
+" style="fill: #f2f2f2; opacity: 0.5; stroke: #f2f2f2; stroke-linejoin: miter"/>
+   </g>
+  </g>
+  <g id="pane3d_2">
+   <g id="patch_4">
+    <path d="M 364.910965 199.287243 
+L 648.604447 322.419216 
+L 664.340196 154.528046 
+L 360.995949 29.433409 
+" style="fill: #e6e6e6; opacity: 0.5; stroke: #e6e6e6; stroke-linejoin: miter"/>
+   </g>
+  </g>
+  <g id="pane3d_3">
+   <g id="patch_5">
+    <path d="M 191.576455 418.413363 
+L 487.662301 558.393754 
+L 648.604447 322.419216 
+L 364.910965 199.287243 
+" style="fill: #ececec; opacity: 0.5; stroke: #ececec; stroke-linejoin: miter"/>
+   </g>
+  </g>
+  <g id="grid3d_1">
+   <g id="Line3DCollection_1">
+    <path d="M 213.868404 428.952319 
+L 386.316842 208.578073 
+L 383.832655 38.850925 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 257.318532 449.494219 
+L 428.017884 226.677648 
+L 428.345396 57.207315 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 301.26695 470.271696 
+L 470.167592 244.971959 
+L 473.369694 75.774663 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 345.722278 491.288824 
+L 512.773246 263.464165 
+L 518.91442 94.556628 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 390.693338 512.549775 
+L 555.842284 282.157494 
+L 564.988648 113.556951 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 436.189157 534.058816 
+L 599.382308 301.055246 
+L 611.601667 132.779464 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 482.218974 555.820314 
+L 643.401084 320.160791 
+L 658.762983 152.228086 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+   </g>
+  </g>
+  <g id="grid3d_2">
+   <g id="Line3DCollection_2">
+    <path d="M 188.199041 236.576753 
+L 203.884952 402.853201 
+L 499.116044 541.600193 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 215.920662 203.34497 
+L 229.630193 370.306568 
+L 523.060934 506.492022 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 243.107277 170.754535 
+L 254.911139 338.346887 
+L 546.557561 472.041099 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 269.774226 138.787059 
+L 279.740238 306.958422 
+L 569.618394 438.229138 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 295.936268 107.42485 
+L 304.129497 276.125995 
+L 592.255448 405.038526 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 321.607607 76.650879 
+L 328.090499 245.83496 
+L 614.480296 372.452292 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 346.801922 46.448749 
+L 351.634428 216.071183 
+L 636.304097 340.454078 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+   </g>
+  </g>
+  <g id="grid3d_3">
+   <g id="Line3DCollection_3">
+    <path d="M 649.544375 312.390736 
+L 364.676573 189.118082 
+L 190.584094 408.519677 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 652.175803 284.314951 
+L 364.020733 160.664317 
+L 187.804666 380.809204 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 654.869131 255.578726 
+L 363.350023 131.565424 
+L 184.958009 352.428479 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 657.62657 226.15848 
+L 362.663932 101.799212 
+L 182.041655 323.352884 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 660.450436 196.029497 
+L 361.961924 71.342458 
+L 179.053013 293.556584 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+    <path d="M 663.343158 165.165854 
+L 361.24344 40.170851 
+L 175.989361 263.012446 
+" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8"/>
+   </g>
+  </g>
+  <g id="axis3d_1">
+   <g id="line2d_1">
+    <path d="M 191.576455 418.413363 
+L 487.662301 558.393754 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+   </g>
+   <g id="xtick_1">
+    <g id="line2d_2">
+     <path d="M 215.337105 427.075446 
+L 210.926405 432.711941 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_1">
+     <!-- −0.6 -->
+     <g transform="translate(194.761515 452.537911) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-2212"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+      <use xlink:href="#DejaVuSans-36" transform="translate(179.199219 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_2">
+    <g id="line2d_3">
+     <path d="M 258.772839 447.595889 
+L 254.405339 453.296856 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_2">
+     <!-- −0.4 -->
+     <g transform="translate(238.168182 473.169178) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-2212"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+      <use xlink:href="#DejaVuSans-34" transform="translate(179.199219 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_3">
+    <g id="line2d_4">
+     <path d="M 302.706435 468.351539 
+L 298.38342 474.118089 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_3">
+     <!-- −0.2 -->
+     <g transform="translate(282.072597 494.037025) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-2212"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(179.199219 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_4">
+    <g id="line2d_5">
+     <path d="M 347.146503 489.346462 
+L 342.869293 495.179734 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_4">
+     <!-- 0.0 -->
+     <g transform="translate(330.673215 515.145546) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_5">
+    <g id="line2d_6">
+     <path d="M 392.10185 510.58482 
+L 387.871803 516.485979 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_5">
+     <!-- 0.2 -->
+     <g transform="translate(375.599159 536.498928) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_6">
+    <g id="line2d_7">
+     <path d="M 437.581492 532.070871 
+L 433.400002 538.04111 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_6">
+     <!-- 0.4 -->
+     <g transform="translate(421.049288 558.101456) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_7">
+    <g id="line2d_8">
+     <path d="M 483.594654 553.808974 
+L 479.463157 559.849512 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_7">
+     <!-- 0.6 -->
+     <g transform="translate(467.032832 579.957517) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="text_8">
+    <!-- X -->
+    <g transform="translate(317.271936 525.677843) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-58" d="M 403 4666 
+L 1081 4666 
+L 2241 2931 
+L 3406 4666 
+L 4084 4666 
+L 2584 2425 
+L 4184 0 
+L 3506 0 
+L 2194 1984 
+L 872 0 
+L 191 0 
+L 1856 2491 
+L 403 4666 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-58"/>
+    </g>
+   </g>
+  </g>
+  <g id="axis3d_2">
+   <g id="line2d_9">
+    <path d="M 648.604447 322.419216 
+L 487.662301 558.393754 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+   </g>
+   <g id="xtick_8">
+    <g id="line2d_10">
+     <path d="M 496.663341 540.447519 
+L 504.026021 543.907689 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_9">
+     <!-- −0.6 -->
+     <g transform="translate(499.338785 561.32841) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-2212"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+      <use xlink:href="#DejaVuSans-36" transform="translate(179.199219 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_9">
+    <g id="line2d_11">
+     <path d="M 520.624041 505.361025 
+L 527.939219 508.756104 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_10">
+     <!-- −0.4 -->
+     <g transform="translate(523.137269 526.149354) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-2212"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+      <use xlink:href="#DejaVuSans-34" transform="translate(179.199219 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_10">
+    <g id="line2d_12">
+     <path d="M 544.136318 470.931172 
+L 551.404473 474.262981 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_11">
+     <!-- −0.2 -->
+     <g transform="translate(546.490777 491.628062) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-2212"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(179.199219 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_11">
+    <g id="line2d_13">
+     <path d="M 567.212643 437.139698 
+L 574.434255 440.40999 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_12">
+     <!-- 0.0 -->
+     <g transform="translate(573.601519 457.746258) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_12">
+    <g id="line2d_14">
+     <path d="M 589.86503 403.969012 
+L 597.040573 407.179474 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_13">
+     <!-- 0.2 -->
+     <g transform="translate(596.101717 424.486335) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_13">
+    <g id="line2d_15">
+     <path d="M 612.105055 371.402162 
+L 619.235002 374.554421 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_14">
+     <!-- 0.4 -->
+     <g transform="translate(618.192692 391.831327) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_14">
+    <g id="line2d_16">
+     <path d="M 633.943876 339.422808 
+L 641.028698 342.518433 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_15">
+     <!-- 0.6 -->
+     <g transform="translate(639.885508 359.764882) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="text_16">
+    <!-- Y -->
+    <g transform="translate(592.988447 465.731883) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-59" d="M -13 4666 
+L 666 4666 
+L 1959 2747 
+L 3244 4666 
+L 3922 4666 
+L 2272 2222 
+L 2272 0 
+L 1638 0 
+L 1638 2222 
+L -13 4666 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-59"/>
+    </g>
+   </g>
+  </g>
+  <g id="axis3d_3">
+   <g id="line2d_17">
+    <path d="M 648.604447 322.419216 
+L 664.340196 154.528046 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+   </g>
+   <g id="xtick_15">
+    <g id="line2d_18">
+     <path d="M 647.182593 311.368708 
+L 654.272097 314.436593 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_17">
+     <!-- 0.0 -->
+     <g transform="translate(659.916976 316.15119) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_16">
+    <g id="line2d_19">
+     <path d="M 649.785793 283.28937 
+L 656.960079 286.367938 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_18">
+     <!-- 0.2 -->
+     <g transform="translate(662.758255 288.062103) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_17">
+    <g id="line2d_20">
+     <path d="M 652.450211 254.549708 
+L 659.71133 257.638615 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_19">
+     <!-- 0.4 -->
+     <g transform="translate(665.666295 259.313008) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_18">
+    <g id="line2d_21">
+     <path d="M 655.178032 225.126152 
+L 662.52811 228.22502 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_20">
+     <!-- 0.6 -->
+     <g transform="translate(668.643477 229.880367) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_19">
+    <g id="line2d_22">
+     <path d="M 657.971546 194.993996 
+L 665.412788 198.102412 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_21">
+     <!-- 0.8 -->
+     <g transform="translate(671.692297 199.739508) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-30"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="xtick_20">
+    <g id="line2d_23">
+     <path d="M 660.833156 164.127331 
+L 668.36785 167.244841 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linecap: square"/>
+    </g>
+    <g id="text_22">
+     <!-- 1.0 -->
+     <g transform="translate(674.815373 168.864557) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-31"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="text_23">
+    <!-- CDF -->
+    <g transform="translate(684.881779 236.213589) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-44" d="M 1259 4147 
+L 1259 519 
+L 2022 519 
+Q 2988 519 3436 956 
+Q 3884 1394 3884 2338 
+Q 3884 3275 3436 3711 
+Q 2988 4147 2022 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 1925 4666 
+Q 3281 4666 3915 4102 
+Q 4550 3538 4550 2338 
+Q 4550 1131 3912 565 
+Q 3275 0 1925 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-46" d="M 628 4666 
+L 3309 4666 
+L 3309 4134 
+L 1259 4134 
+L 1259 2759 
+L 3109 2759 
+L 3109 2228 
+L 1259 2228 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-43"/>
+     <use xlink:href="#DejaVuSans-44" transform="translate(69.824219 0)"/>
+     <use xlink:href="#DejaVuSans-46" transform="translate(146.826172 0)"/>
+    </g>
+   </g>
+  </g>
+  <g id="axes_1">
+   <g id="Path3DCollection_1">
+    <defs>
+     <path id="C0_0_7c19c29ab6" d="M 0 2.236068 
+C 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 
+C 2.000462 1.161816 2.236068 0.593012 2.236068 -0 
+C 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 
+C 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 
+C -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 
+C -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 
+C -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 
+C -1.161816 2.000462 -0.593012 2.236068 0 2.236068 
+z
+"/>
+    </defs>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="365.181218" y="304.321845" style="fill: #ff0000; fill-opacity: 0.3; stroke: #ff0000; stroke-opacity: 0.3"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="373.021288" y="300.379695" style="fill: #ff0000; fill-opacity: 0.3006; stroke: #ff0000; stroke-opacity: 0.3006"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="356.815783" y="308.21618" style="fill: #ff0000; fill-opacity: 0.300635; stroke: #ff0000; stroke-opacity: 0.300635"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="380.530579" y="296.30962" style="fill: #ff0000; fill-opacity: 0.302378; stroke: #ff0000; stroke-opacity: 0.302378"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="347.639698" y="312.162681" style="fill: #ff0000; fill-opacity: 0.302662; stroke: #ff0000; stroke-opacity: 0.302662"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="387.857076" y="292.037318" style="fill: #ff0000; fill-opacity: 0.305344; stroke: #ff0000; stroke-opacity: 0.305344"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="337.180595" y="316.309428" style="fill: #ff0000; fill-opacity: 0.306409; stroke: #ff0000; stroke-opacity: 0.306409"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="395.1262" y="287.485003" style="fill: #ff0000; fill-opacity: 0.309569; stroke: #ff0000; stroke-opacity: 0.309569"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="324.520258" y="320.926287" style="fill: #ff0000; fill-opacity: 0.31259; stroke: #ff0000; stroke-opacity: 0.31259"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="402.456817" y="282.562964" style="fill: #ff0000; fill-opacity: 0.315184; stroke: #ff0000; stroke-opacity: 0.315184"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="409.975126" y="277.159346" style="fill: #ff0000; fill-opacity: 0.322396; stroke: #ff0000; stroke-opacity: 0.322396"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="307.327046" y="326.679405" style="fill: #ff0000; fill-opacity: 0.323098; stroke: #ff0000; stroke-opacity: 0.323098"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="417.830867" y="271.124935" style="fill: #ff0000; fill-opacity: 0.331519; stroke: #ff0000; stroke-opacity: 0.331519"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="426.221866" y="264.247159" style="fill: #ff0000; fill-opacity: 0.343031; stroke: #ff0000; stroke-opacity: 0.343031"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="271.167425" y="337.878719" style="fill: #ff0000; fill-opacity: 0.348878; stroke: #ff0000; stroke-opacity: 0.348878"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="435.43925" y="256.200044" style="fill: #ff0000; fill-opacity: 0.357688; stroke: #ff0000; stroke-opacity: 0.357688"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="346.178675" y="330.229929" style="fill: #ff0000; fill-opacity: 0.366355; stroke: #ff0000; stroke-opacity: 0.366355"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="356.669868" y="325.077048" style="fill: #ff0000; fill-opacity: 0.366662; stroke: #ff0000; stroke-opacity: 0.366662"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="333.482511" y="335.798098" style="fill: #ff0000; fill-opacity: 0.36875; stroke: #ff0000; stroke-opacity: 0.36875"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="365.878123" y="320.07082" style="fill: #ff0000; fill-opacity: 0.368935; stroke: #ff0000; stroke-opacity: 0.368935"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="374.277985" y="315.064099" style="fill: #ff0000; fill-opacity: 0.372831; stroke: #ff0000; stroke-opacity: 0.372831"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="316.240481" y="342.44812" style="fill: #ff0000; fill-opacity: 0.375781; stroke: #ff0000; stroke-opacity: 0.375781"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="445.96652" y="246.434295" style="fill: #ff0000; fill-opacity: 0.376779; stroke: #ff0000; stroke-opacity: 0.376779"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="382.156295" y="309.957434" style="fill: #ff0000; fill-opacity: 0.378188; stroke: #ff0000; stroke-opacity: 0.378188"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="389.708966" y="304.670978" style="fill: #ff0000; fill-opacity: 0.384944; stroke: #ff0000; stroke-opacity: 0.384944"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="397.085288" y="299.130624" style="fill: #ff0000; fill-opacity: 0.393105; stroke: #ff0000; stroke-opacity: 0.393105"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="350.505698" y="336.609566" style="fill: #ff0000; fill-opacity: 0.396645; stroke: #ff0000; stroke-opacity: 0.396645"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="337.791212" y="342.720373" style="fill: #ff0000; fill-opacity: 0.39683; stroke: #ff0000; stroke-opacity: 0.39683"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="279.951478" y="354.372591" style="fill: #ff0000; fill-opacity: 0.399165; stroke: #ff0000; stroke-opacity: 0.399165"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="361.014354" y="330.895148" style="fill: #ff0000; fill-opacity: 0.399261; stroke: #ff0000; stroke-opacity: 0.399261"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="320.525765" y="349.893706" style="fill: #ff0000; fill-opacity: 0.401772; stroke: #ff0000; stroke-opacity: 0.401772"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="404.412092" y="293.258979" style="fill: #ff0000; fill-opacity: 0.402738; stroke: #ff0000; stroke-opacity: 0.402738"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="458.745829" y="233.8871" style="fill: #ff0000; fill-opacity: 0.402785; stroke: #ff0000; stroke-opacity: 0.402785"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="370.240922" y="325.310064" style="fill: #ff0000; fill-opacity: 0.403926; stroke: #ff0000; stroke-opacity: 0.403926"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="378.660904" y="319.70882" style="fill: #ff0000; fill-opacity: 0.410287; stroke: #ff0000; stroke-opacity: 0.410287"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="411.809892" y="286.967354" style="fill: #ff0000; fill-opacity: 0.413969; stroke: #ff0000; stroke-opacity: 0.413969"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="340.98739" y="347.824377" style="fill: #ff0000; fill-opacity: 0.417806; stroke: #ff0000; stroke-opacity: 0.417806"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="386.561812" y="313.993674" style="fill: #ff0000; fill-opacity: 0.418171; stroke: #ff0000; stroke-opacity: 0.418171"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="353.716707" y="341.3069" style="fill: #ff0000; fill-opacity: 0.419295; stroke: #ff0000; stroke-opacity: 0.419295"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="323.703591" y="355.394038" style="fill: #ff0000; fill-opacity: 0.421148; stroke: #ff0000; stroke-opacity: 0.421148"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="284.182018" y="362.358424" style="fill: #ff0000; fill-opacity: 0.423164; stroke: #ff0000; stroke-opacity: 0.423164"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="364.239742" y="335.175765" style="fill: #ff0000; fill-opacity: 0.423641; stroke: #ff0000; stroke-opacity: 0.423641"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="419.406925" y="280.14625" style="fill: #ff0000; fill-opacity: 0.426995; stroke: #ff0000; stroke-opacity: 0.426995"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="394.140129" y="308.086667" style="fill: #ff0000; fill-opacity: 0.427507; stroke: #ff0000; stroke-opacity: 0.427507"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="373.481456" y="329.165242" style="fill: #ff0000; fill-opacity: 0.430081; stroke: #ff0000; stroke-opacity: 0.430081"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="343.644159" y="352.086411" style="fill: #ff0000; fill-opacity: 0.43515; stroke: #ff0000; stroke-opacity: 0.43515"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="326.344049" y="359.973251" style="fill: #ff0000; fill-opacity: 0.437204; stroke: #ff0000; stroke-opacity: 0.437204"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="356.386874" y="345.24565" style="fill: #ff0000; fill-opacity: 0.437978; stroke: #ff0000; stroke-opacity: 0.437978"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="381.918022" y="323.131338" style="fill: #ff0000; fill-opacity: 0.438252; stroke: #ff0000; stroke-opacity: 0.438252"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="401.545694" y="301.915956" style="fill: #ff0000; fill-opacity: 0.438291; stroke: #ff0000; stroke-opacity: 0.438291"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="287.318675" y="368.27305" style="fill: #ff0000; fill-opacity: 0.440991; stroke: #ff0000; stroke-opacity: 0.440991"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="476.174169" y="215.932539" style="fill: #ff0000; fill-opacity: 0.441697; stroke: #ff0000; stroke-opacity: 0.441697"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="427.355584" y="272.651485" style="fill: #ff0000; fill-opacity: 0.442106; stroke: #ff0000; stroke-opacity: 0.442106"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="366.92292" y="338.785246" style="fill: #ff0000; fill-opacity: 0.4437; stroke: #ff0000; stroke-opacity: 0.4437"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="389.837413" y="316.977939" style="fill: #ff0000; fill-opacity: 0.447973; stroke: #ff0000; stroke-opacity: 0.447973"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="345.98772" y="355.88732" style="fill: #ff0000; fill-opacity: 0.450253; stroke: #ff0000; stroke-opacity: 0.450253"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="408.905923" y="295.407057" style="fill: #ff0000; fill-opacity: 0.450577; stroke: #ff0000; stroke-opacity: 0.450577"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="328.672213" y="364.033161" style="fill: #ff0000; fill-opacity: 0.451252; stroke: #ff0000; stroke-opacity: 0.451252"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="376.178255" y="332.440559" style="fill: #ff0000; fill-opacity: 0.451544; stroke: #ff0000; stroke-opacity: 0.451544"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="358.743169" y="348.783778" style="fill: #ff0000; fill-opacity: 0.454175; stroke: #ff0000; stroke-opacity: 0.454175"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="289.923877" y="373.186915" style="fill: #ff0000; fill-opacity: 0.455791; stroke: #ff0000; stroke-opacity: 0.455791"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="397.436496" y="310.628959" style="fill: #ff0000; fill-opacity: 0.459164; stroke: #ff0000; stroke-opacity: 0.459164"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="435.857316" y="264.280851" style="fill: #ff0000; fill-opacity: 0.459738; stroke: #ff0000; stroke-opacity: 0.459738"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="369.291515" y="342.056788" style="fill: #ff0000; fill-opacity: 0.461018; stroke: #ff0000; stroke-opacity: 0.461018"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="384.629587" y="326.068882" style="fill: #ff0000; fill-opacity: 0.461139; stroke: #ff0000; stroke-opacity: 0.461139"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="348.134726" y="359.422455" style="fill: #ff0000; fill-opacity: 0.463838; stroke: #ff0000; stroke-opacity: 0.463838"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="330.804168" y="367.780415" style="fill: #ff0000; fill-opacity: 0.463973; stroke: #ff0000; stroke-opacity: 0.463973"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="416.342006" y="288.475237" style="fill: #ff0000; fill-opacity: 0.464474; stroke: #ff0000; stroke-opacity: 0.464474"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="360.902633" y="352.104382" style="fill: #ff0000; fill-opacity: 0.468655; stroke: #ff0000; stroke-opacity: 0.468655"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="292.219765" y="377.52224" style="fill: #ff0000; fill-opacity: 0.468808; stroke: #ff0000; stroke-opacity: 0.468808"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="378.559587" y="335.442581" style="fill: #ff0000; fill-opacity: 0.470001; stroke: #ff0000; stroke-opacity: 0.470001"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="404.86547" y="304.014817" style="fill: #ff0000; fill-opacity: 0.471811; stroke: #ff0000; stroke-opacity: 0.471811"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="392.565254" y="319.575553" style="fill: #ff0000; fill-opacity: 0.472297; stroke: #ff0000; stroke-opacity: 0.472297"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="332.810253" y="371.340401" style="fill: #ff0000; fill-opacity: 0.475776; stroke: #ff0000; stroke-opacity: 0.475776"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="350.155858" y="362.810536" style="fill: #ff0000; fill-opacity: 0.47634; stroke: #ff0000; stroke-opacity: 0.47634"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="371.4629" y="345.160286" style="fill: #ff0000; fill-opacity: 0.476416; stroke: #ff0000; stroke-opacity: 0.476416"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="423.982992" y="281.016658" style="fill: #ff0000; fill-opacity: 0.480155; stroke: #ff0000; stroke-opacity: 0.480155"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="445.208493" y="254.729896" style="fill: #ff0000; fill-opacity: 0.480557; stroke: #ff0000; stroke-opacity: 0.480557"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="294.320944" y="381.496708" style="fill: #ff0000; fill-opacity: 0.480685; stroke: #ff0000; stroke-opacity: 0.480685"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="387.024556" y="328.79954" style="fill: #ff0000; fill-opacity: 0.480749; stroke: #ff0000; stroke-opacity: 0.480749"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="362.936182" y="355.318963" style="fill: #ff0000; fill-opacity: 0.481884; stroke: #ff0000; stroke-opacity: 0.481884"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="400.182415" y="312.886172" style="fill: #ff0000; fill-opacity: 0.484928; stroke: #ff0000; stroke-opacity: 0.484928"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="412.252136" y="297.063919" style="fill: #ff0000; fill-opacity: 0.485955; stroke: #ff0000; stroke-opacity: 0.485955"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="380.743156" y="338.327082" style="fill: #ff0000; fill-opacity: 0.486331; stroke: #ff0000; stroke-opacity: 0.486331"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="334.738645" y="374.799623" style="fill: #ff0000; fill-opacity: 0.48694; stroke: #ff0000; stroke-opacity: 0.48694"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="352.099538" y="366.134028" style="fill: #ff0000; fill-opacity: 0.488053; stroke: #ff0000; stroke-opacity: 0.488053"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="373.508194" y="348.199483" style="fill: #ff0000; fill-opacity: 0.490389; stroke: #ff0000; stroke-opacity: 0.490389"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="296.296852" y="385.242251" style="fill: #ff0000; fill-opacity: 0.491813; stroke: #ff0000; stroke-opacity: 0.491813"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="394.975073" y="322.034254" style="fill: #ff0000; fill-opacity: 0.493063; stroke: #ff0000; stroke-opacity: 0.493063"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="364.892407" y="358.505607" style="fill: #ff0000; fill-opacity: 0.494171; stroke: #ff0000; stroke-opacity: 0.494171"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="336.626187" y="378.225144" style="fill: #ff0000; fill-opacity: 0.497675; stroke: #ff0000; stroke-opacity: 0.497675"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="431.982307" y="272.895629" style="fill: #ff0000; fill-opacity: 0.497874; stroke: #ff0000; stroke-opacity: 0.497874"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="389.220998" y="331.464052" style="fill: #ff0000; fill-opacity: 0.498019; stroke: #ff0000; stroke-opacity: 0.498019"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="407.631545" y="305.933216" style="fill: #ff0000; fill-opacity: 0.49901; stroke: #ff0000; stroke-opacity: 0.49901"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="354.002811" y="369.457668" style="fill: #ff0000; fill-opacity: 0.499194; stroke: #ff0000; stroke-opacity: 0.499194"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="382.800286" y="341.189521" style="fill: #ff0000; fill-opacity: 0.501062; stroke: #ff0000; stroke-opacity: 0.501062"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="419.718113" y="289.695374" style="fill: #ff0000; fill-opacity: 0.501689; stroke: #ff0000; stroke-opacity: 0.501689"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="298.19504" y="388.849351" style="fill: #ff0000; fill-opacity: 0.502457; stroke: #ff0000; stroke-opacity: 0.502457"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="375.476132" y="351.247751" style="fill: #ff0000; fill-opacity: 0.503266; stroke: #ff0000; stroke-opacity: 0.503266"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="455.900787" y="243.496362" style="fill: #ff0000; fill-opacity: 0.505657; stroke: #ff0000; stroke-opacity: 0.505657"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="366.808491" y="361.726511" style="fill: #ff0000; fill-opacity: 0.505742; stroke: #ff0000; stroke-opacity: 0.505742"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="402.60854" y="315.0738" style="fill: #ff0000; fill-opacity: 0.506851; stroke: #ff0000; stroke-opacity: 0.506851"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="338.504305" y="381.675294" style="fill: #ff0000; fill-opacity: 0.508152; stroke: #ff0000; stroke-opacity: 0.508152"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="355.897294" y="372.838753" style="fill: #ff0000; fill-opacity: 0.509938; stroke: #ff0000; stroke-opacity: 0.509938"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="397.185354" y="324.478843" style="fill: #ff0000; fill-opacity: 0.511277; stroke: #ff0000; stroke-opacity: 0.511277"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="300.051846" y="392.387363" style="fill: #ff0000; fill-opacity: 0.512819; stroke: #ff0000; stroke-opacity: 0.512819"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="391.290458" y="334.149079" style="fill: #ff0000; fill-opacity: 0.513513; stroke: #ff0000; stroke-opacity: 0.513513"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="384.779855" y="344.098227" style="fill: #ff0000; fill-opacity: 0.514541; stroke: #ff0000; stroke-opacity: 0.514541"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="415.040727" y="298.6477" style="fill: #ff0000; fill-opacity: 0.514574; stroke: #ff0000; stroke-opacity: 0.514574"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="377.404017" y="354.364527" style="fill: #ff0000; fill-opacity: 0.515284; stroke: #ff0000; stroke-opacity: 0.515284"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="368.716186" y="365.037799" style="fill: #ff0000; fill-opacity: 0.516776; stroke: #ff0000; stroke-opacity: 0.516776"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="440.542755" y="263.923364" style="fill: #ff0000; fill-opacity: 0.518011; stroke: #ff0000; stroke-opacity: 0.518011"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="340.402986" y="385.207011" style="fill: #ff0000; fill-opacity: 0.51853; stroke: #ff0000; stroke-opacity: 0.51853"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="427.392963" y="281.81069" style="fill: #ff0000; fill-opacity: 0.519162; stroke: #ff0000; stroke-opacity: 0.519162"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="357.813181" y="376.334305" style="fill: #ff0000; fill-opacity: 0.520441; stroke: #ff0000; stroke-opacity: 0.520441"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="410.075657" y="307.852457" style="fill: #ff0000; fill-opacity: 0.522079; stroke: #ff0000; stroke-opacity: 0.522079"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="301.898239" y="395.915647" style="fill: #ff0000; fill-opacity: 0.52307; stroke: #ff0000; stroke-opacity: 0.52307"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="513.104155" y="177.506169" style="fill: #ff0000; fill-opacity: 0.525709; stroke: #ff0000; stroke-opacity: 0.525709"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="404.833844" y="317.299791" style="fill: #ff0000; fill-opacity: 0.526004; stroke: #ff0000; stroke-opacity: 0.526004"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="379.323708" y="357.604614" style="fill: #ff0000; fill-opacity: 0.526625; stroke: #ff0000; stroke-opacity: 0.526625"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="386.719277" y="347.109659" style="fill: #ff0000; fill-opacity: 0.527017; stroke: #ff0000; stroke-opacity: 0.527017"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="370.645828" y="368.496499" style="fill: #ff0000; fill-opacity: 0.527428; stroke: #ff0000; stroke-opacity: 0.527428"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="399.267899" y="326.986671" style="fill: #ff0000; fill-opacity: 0.527538; stroke: #ff0000; stroke-opacity: 0.527538"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="393.281968" y="336.917584" style="fill: #ff0000; fill-opacity: 0.527602; stroke: #ff0000; stroke-opacity: 0.527602"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="342.354264" y="388.882458" style="fill: #ff0000; fill-opacity: 0.528972; stroke: #ff0000; stroke-opacity: 0.528972"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="359.782749" y="380.007712" style="fill: #ff0000; fill-opacity: 0.530858; stroke: #ff0000; stroke-opacity: 0.530858"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="422.531895" y="290.952187" style="fill: #ff0000; fill-opacity: 0.531695; stroke: #ff0000; stroke-opacity: 0.531695"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="303.763738" y="399.491071" style="fill: #ff0000; fill-opacity: 0.533373; stroke: #ff0000; stroke-opacity: 0.533373"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="468.890536" y="229.632279" style="fill: #ff0000; fill-opacity: 0.53705; stroke: #ff0000; stroke-opacity: 0.53705"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="381.265653" y="361.024948" style="fill: #ff0000; fill-opacity: 0.537446; stroke: #ff0000; stroke-opacity: 0.537446"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="372.629862" y="372.167204" style="fill: #ff0000; fill-opacity: 0.537848; stroke: #ff0000; stroke-opacity: 0.537848"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="435.430748" y="273.28194" style="fill: #ff0000; fill-opacity: 0.538598; stroke: #ff0000; stroke-opacity: 0.538598"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="388.650511" y="350.277147" style="fill: #ff0000; fill-opacity: 0.538679; stroke: #ff0000; stroke-opacity: 0.538679"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="417.504733" y="300.303532" style="fill: #ff0000; fill-opacity: 0.538769; stroke: #ff0000; stroke-opacity: 0.538769"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="344.396329" y="392.777051" style="fill: #ff0000; fill-opacity: 0.539663; stroke: #ff0000; stroke-opacity: 0.539663"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="395.233058" y="339.822831" style="fill: #ff0000; fill-opacity: 0.540545; stroke: #ff0000; stroke-opacity: 0.540545"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="449.962598" y="253.818015" style="fill: #ff0000; fill-opacity: 0.541139; stroke: #ff0000; stroke-opacity: 0.541139"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="361.844502" y="383.936985" style="fill: #ff0000; fill-opacity: 0.541365; stroke: #ff0000; stroke-opacity: 0.541365"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="412.31736" y="309.862719" style="fill: #ff0000; fill-opacity: 0.542162; stroke: #ff0000; stroke-opacity: 0.542162"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="401.271912" y="329.615016" style="fill: #ff0000; fill-opacity: 0.542239; stroke: #ff0000; stroke-opacity: 0.542239"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="406.930427" y="319.631676" style="fill: #ff0000; fill-opacity: 0.543029; stroke: #ff0000; stroke-opacity: 0.543029"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="305.679838" y="403.174613" style="fill: #ff0000; fill-opacity: 0.543896; stroke: #ff0000; stroke-opacity: 0.543896"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="383.262428" y="364.691272" style="fill: #ff0000; fill-opacity: 0.547887; stroke: #ff0000; stroke-opacity: 0.547887"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="374.707009" y="376.130555" style="fill: #ff0000; fill-opacity: 0.548196; stroke: #ff0000; stroke-opacity: 0.548196"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="390.604102" y="353.657426" style="fill: #ff0000; fill-opacity: 0.549682; stroke: #ff0000; stroke-opacity: 0.549682"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="430.234979" y="282.752924" style="fill: #ff0000; fill-opacity: 0.550504; stroke: #ff0000; stroke-opacity: 0.550504"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="346.579773" y="396.991877" style="fill: #ff0000; fill-opacity: 0.550848; stroke: #ff0000; stroke-opacity: 0.550848"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="364.049474" y="388.227682" style="fill: #ff0000; fill-opacity: 0.552181; stroke: #ff0000; stroke-opacity: 0.552181"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="397.175784" y="342.916517" style="fill: #ff0000; fill-opacity: 0.552539; stroke: #ff0000; stroke-opacity: 0.552539"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="307.684051" y="407.039191" style="fill: #ff0000; fill-opacity: 0.554844; stroke: #ff0000; stroke-opacity: 0.554844"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="403.235051" y="332.413725" style="fill: #ff0000; fill-opacity: 0.555655; stroke: #ff0000; stroke-opacity: 0.555655"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="425.017949" y="292.352598" style="fill: #ff0000; fill-opacity: 0.556985; stroke: #ff0000; stroke-opacity: 0.556985"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="385.35292" y="368.686849" style="fill: #ff0000; fill-opacity: 0.5581; stroke: #ff0000; stroke-opacity: 0.5581"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="408.947695" y="322.120726" style="fill: #ff0000; fill-opacity: 0.558341; stroke: #ff0000; stroke-opacity: 0.558341"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="376.928607" y="380.496718" style="fill: #ff0000; fill-opacity: 0.558673; stroke: #ff0000; stroke-opacity: 0.558673"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="419.764402" y="302.102893" style="fill: #ff0000; fill-opacity: 0.559763; stroke: #ff0000; stroke-opacity: 0.559763"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="414.429108" y="312.021201" style="fill: #ff0000; fill-opacity: 0.559942; stroke: #ff0000; stroke-opacity: 0.559942"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="392.612734" y="357.317313" style="fill: #ff0000; fill-opacity: 0.560163; stroke: #ff0000; stroke-opacity: 0.560163"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="444.035095" y="263.932189" style="fill: #ff0000; fill-opacity: 0.560325; stroke: #ff0000; stroke-opacity: 0.560325"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="348.979149" y="401.676753" style="fill: #ff0000; fill-opacity: 0.562879; stroke: #ff0000; stroke-opacity: 0.562879"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="366.472883" y="393.037061" style="fill: #ff0000; fill-opacity: 0.563624; stroke: #ff0000; stroke-opacity: 0.563624"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="399.140783" y="346.255058" style="fill: #ff0000; fill-opacity: 0.563737; stroke: #ff0000; stroke-opacity: 0.563737"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="309.826043" y="411.181595" style="fill: #ff0000; fill-opacity: 0.56648; stroke: #ff0000; stroke-opacity: 0.56648"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="405.189475" y="335.432698" style="fill: #ff0000; fill-opacity: 0.567987; stroke: #ff0000; stroke-opacity: 0.567987"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="460.736296" y="242.118871" style="fill: #ff0000; fill-opacity: 0.56818; stroke: #ff0000; stroke-opacity: 0.56818"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="387.588696" y="373.126504" style="fill: #ff0000; fill-opacity: 0.56826; stroke: #ff0000; stroke-opacity: 0.56826"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="379.370337" y="385.430681" style="fill: #ff0000; fill-opacity: 0.569558; stroke: #ff0000; stroke-opacity: 0.569558"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="394.715426" y="361.34265" style="fill: #ff0000; fill-opacity: 0.570259; stroke: #ff0000; stroke-opacity: 0.570259"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="438.30449" y="273.928767" style="fill: #ff0000; fill-opacity: 0.571197; stroke: #ff0000; stroke-opacity: 0.571197"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="410.923451" y="324.813149" style="fill: #ff0000; fill-opacity: 0.572232; stroke: #ff0000; stroke-opacity: 0.572232"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="401.160833" y="349.90625" style="fill: #ff0000; fill-opacity: 0.574273; stroke: #ff0000; stroke-opacity: 0.574273"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="416.460547" y="314.372847" style="fill: #ff0000; fill-opacity: 0.575861; stroke: #ff0000; stroke-opacity: 0.575861"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="369.239665" y="398.626994" style="fill: #ff0000; fill-opacity: 0.576217; stroke: #ff0000; stroke-opacity: 0.576217"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="351.718273" y="407.08075" style="fill: #ff0000; fill-opacity: 0.576341; stroke: #ff0000; stroke-opacity: 0.576341"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="432.745522" y="283.910011" style="fill: #ff0000; fill-opacity: 0.576838; stroke: #ff0000; stroke-opacity: 0.576838"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="421.892615" y="304.092145" style="fill: #ff0000; fill-opacity: 0.578281; stroke: #ff0000; stroke-opacity: 0.578281"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="390.045778" y="378.183124" style="fill: #ff0000; fill-opacity: 0.578614; stroke: #ff0000; stroke-opacity: 0.578614"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="427.297359" y="293.948462" style="fill: #ff0000; fill-opacity: 0.578859; stroke: #ff0000; stroke-opacity: 0.578859"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="312.17897" y="415.744568" style="fill: #ff0000; fill-opacity: 0.579197; stroke: #ff0000; stroke-opacity: 0.579197"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="486.604456" y="210.864408" style="fill: #ff0000; fill-opacity: 0.579285; stroke: #ff0000; stroke-opacity: 0.579285"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="407.165909" y="338.727902" style="fill: #ff0000; fill-opacity: 0.579393; stroke: #ff0000; stroke-opacity: 0.579393"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="396.96392" y="365.852921" style="fill: #ff0000; fill-opacity: 0.580127; stroke: #ff0000; stroke-opacity: 0.580127"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="382.157911" y="391.207746" style="fill: #ff0000; fill-opacity: 0.581314; stroke: #ff0000; stroke-opacity: 0.581314"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="403.275058" y="353.958442" style="fill: #ff0000; fill-opacity: 0.584273; stroke: #ff0000; stroke-opacity: 0.584273"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="453.505378" y="253.498863" style="fill: #ff0000; fill-opacity: 0.584837; stroke: #ff0000; stroke-opacity: 0.584837"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="412.889967" y="327.75688" style="fill: #ff0000; fill-opacity: 0.584909; stroke: #ff0000; stroke-opacity: 0.584909"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="392.850458" y="384.145837" style="fill: #ff0000; fill-opacity: 0.58956; stroke: #ff0000; stroke-opacity: 0.58956"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="399.434502" y="371.02899" style="fill: #ff0000; fill-opacity: 0.589976; stroke: #ff0000; stroke-opacity: 0.589976"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="409.197218" y="342.368" style="fill: #ff0000; fill-opacity: 0.59; stroke: #ff0000; stroke-opacity: 0.59"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="418.449648" y="316.959998" style="fill: #ff0000; fill-opacity: 0.590223; stroke: #ff0000; stroke-opacity: 0.590223"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="372.593093" y="405.505488" style="fill: #ff0000; fill-opacity: 0.59099; stroke: #ff0000; stroke-opacity: 0.59099"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="355.038245" y="413.68754" style="fill: #ff0000; fill-opacity: 0.59238; stroke: #ff0000; stroke-opacity: 0.59238"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="314.864318" y="420.965155" style="fill: #ff0000; fill-opacity: 0.593643; stroke: #ff0000; stroke-opacity: 0.593643"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="405.53534" y="358.535734" style="fill: #ff0000; fill-opacity: 0.593872; stroke: #ff0000; stroke-opacity: 0.593872"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="446.944629" y="264.312973" style="fill: #ff0000; fill-opacity: 0.594057; stroke: #ff0000; stroke-opacity: 0.594057"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="423.939298" y="306.309584" style="fill: #ff0000; fill-opacity: 0.594794; stroke: #ff0000; stroke-opacity: 0.594794"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="385.536112" y="398.361723" style="fill: #ff0000; fill-opacity: 0.594849; stroke: #ff0000; stroke-opacity: 0.594849"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="414.878061" y="331.007289" style="fill: #ff0000; fill-opacity: 0.596531; stroke: #ff0000; stroke-opacity: 0.596531"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="429.443515" y="295.774799" style="fill: #ff0000; fill-opacity: 0.598091; stroke: #ff0000; stroke-opacity: 0.598091"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="440.842307" y="274.860459" style="fill: #ff0000; fill-opacity: 0.598499; stroke: #ff0000; stroke-opacity: 0.598499"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="435.046683" y="285.313277" style="fill: #ff0000; fill-opacity: 0.599548; stroke: #ff0000; stroke-opacity: 0.599548"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="411.322615" y="346.443746" style="fill: #ff0000; fill-opacity: 0.599923; stroke: #ff0000; stroke-opacity: 0.599923"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="402.253899" y="377.174063" style="fill: #ff0000; fill-opacity: 0.60014; stroke: #ff0000; stroke-opacity: 0.60014"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="473.824692" y="227.965092" style="fill: #ff0000; fill-opacity: 0.600786; stroke: #ff0000; stroke-opacity: 0.600786"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="396.248642" y="391.57527" style="fill: #ff0000; fill-opacity: 0.601884; stroke: #ff0000; stroke-opacity: 0.601884"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="408.018166" y="363.826972" style="fill: #ff0000; fill-opacity: 0.603243; stroke: #ff0000; stroke-opacity: 0.603243"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="420.428809" y="319.828444" style="fill: #ff0000; fill-opacity: 0.603248; stroke: #ff0000; stroke-opacity: 0.603248"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="416.920676" y="334.633773" style="fill: #ff0000; fill-opacity: 0.607224; stroke: #ff0000; stroke-opacity: 0.607224"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="413.594093" y="351.08377" style="fill: #ff0000; fill-opacity: 0.609278; stroke: #ff0000; stroke-opacity: 0.609278"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="425.942622" y="308.793452" style="fill: #ff0000; fill-opacity: 0.609623; stroke: #ff0000; stroke-opacity: 0.609623"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="377.151458" y="414.952075" style="fill: #ff0000; fill-opacity: 0.610613; stroke: #ff0000; stroke-opacity: 0.610613"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="318.118672" y="427.304568" style="fill: #ff0000; fill-opacity: 0.611084; stroke: #ff0000; stroke-opacity: 0.611084"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="405.668869" y="384.876294" style="fill: #ff0000; fill-opacity: 0.611283; stroke: #ff0000; stroke-opacity: 0.611283"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="390.127029" y="408.233777" style="fill: #ff0000; fill-opacity: 0.612546; stroke: #ff0000; stroke-opacity: 0.612546"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="410.850591" y="370.149566" style="fill: #ff0000; fill-opacity: 0.612659; stroke: #ff0000; stroke-opacity: 0.612659"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="464.337648" y="241.55539" style="fill: #ff0000; fill-opacity: 0.612914; stroke: #ff0000; stroke-opacity: 0.612914"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="359.551902" y="422.719342" style="fill: #ff0000; fill-opacity: 0.613943; stroke: #ff0000; stroke-opacity: 0.613943"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="422.428947" y="323.032799" style="fill: #ff0000; fill-opacity: 0.615097; stroke: #ff0000; stroke-opacity: 0.615097"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="431.506681" y="297.862942" style="fill: #ff0000; fill-opacity: 0.615179; stroke: #ff0000; stroke-opacity: 0.615179"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="419.057107" y="338.729362" style="fill: #ff0000; fill-opacity: 0.617092; stroke: #ff0000; stroke-opacity: 0.617092"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="400.865256" y="401.87737" style="fill: #ff0000; fill-opacity: 0.617671; stroke: #ff0000; stroke-opacity: 0.617671"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="416.088287" y="356.484835" style="fill: #ff0000; fill-opacity: 0.618204; stroke: #ff0000; stroke-opacity: 0.618204"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="437.212467" y="286.98592" style="fill: #ff0000; fill-opacity: 0.619455; stroke: #ff0000; stroke-opacity: 0.619455"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="456.455528" y="253.659248" style="fill: #ff0000; fill-opacity: 0.619512; stroke: #ff0000; stroke-opacity: 0.619512"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="443.167513" y="276.086964" style="fill: #ff0000; fill-opacity: 0.621979; stroke: #ff0000; stroke-opacity: 0.621979"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="449.512941" y="265.045878" style="fill: #ff0000; fill-opacity: 0.622218; stroke: #ff0000; stroke-opacity: 0.622218"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="414.280007" y="378.119675" style="fill: #ff0000; fill-opacity: 0.622657; stroke: #ff0000; stroke-opacity: 0.622657"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="427.93513" y="311.587205" style="fill: #ff0000; fill-opacity: 0.622996; stroke: #ff0000; stroke-opacity: 0.622996"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="410.306493" y="395.608823" style="fill: #ff0000; fill-opacity: 0.625185; stroke: #ff0000; stroke-opacity: 0.625185"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="424.483088" y="326.643038" style="fill: #ff0000; fill-opacity: 0.625891; stroke: #ff0000; stroke-opacity: 0.625891"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="421.339432" y="343.42708" style="fill: #ff0000; fill-opacity: 0.626231; stroke: #ff0000; stroke-opacity: 0.626231"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="418.932493" y="362.978568" style="fill: #ff0000; fill-opacity: 0.626908; stroke: #ff0000; stroke-opacity: 0.626908"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="433.525263" y="300.246805" style="fill: #ff0000; fill-opacity: 0.630462; stroke: #ff0000; stroke-opacity: 0.630462"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="418.935113" y="389.279475" style="fill: #ff0000; fill-opacity: 0.63471; stroke: #ff0000; stroke-opacity: 0.63471"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="423.844397" y="348.931472" style="fill: #ff0000; fill-opacity: 0.634746; stroke: #ff0000; stroke-opacity: 0.634746"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="322.543537" y="435.933461" style="fill: #ff0000; fill-opacity: 0.63475; stroke: #ff0000; stroke-opacity: 0.63475"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="429.94785" y="314.744525" style="fill: #ff0000; fill-opacity: 0.635077; stroke: #ff0000; stroke-opacity: 0.635077"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="426.630598" y="330.754301" style="fill: #ff0000; fill-opacity: 0.635725; stroke: #ff0000; stroke-opacity: 0.635725"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="422.37456" y="371.209386" style="fill: #ff0000; fill-opacity: 0.635806; stroke: #ff0000; stroke-opacity: 0.635806"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="439.293541" y="288.952008" style="fill: #ff0000; fill-opacity: 0.637089; stroke: #ff0000; stroke-opacity: 0.637089"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="445.354852" y="277.619229" style="fill: #ff0000; fill-opacity: 0.642507; stroke: #ff0000; stroke-opacity: 0.642507"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="491.662986" y="209.315015" style="fill: #ff0000; fill-opacity: 0.642554; stroke: #ff0000; stroke-opacity: 0.642554"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="426.699461" y="355.588267" style="fill: #ff0000; fill-opacity: 0.642783; stroke: #ff0000; stroke-opacity: 0.642783"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="435.531975" y="302.967307" style="fill: #ff0000; fill-opacity: 0.644179; stroke: #ff0000; stroke-opacity: 0.644179"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="428.923626" y="335.503815" style="fill: #ff0000; fill-opacity: 0.644679; stroke: #ff0000; stroke-opacity: 0.644679"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="477.495199" y="227.30981" style="fill: #ff0000; fill-opacity: 0.645921; stroke: #ff0000; stroke-opacity: 0.645921"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="432.013895" y="318.335781" style="fill: #ff0000; fill-opacity: 0.645988; stroke: #ff0000; stroke-opacity: 0.645988"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="427.044351" y="382.789835" style="fill: #ff0000; fill-opacity: 0.646056; stroke: #ff0000; stroke-opacity: 0.646056"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="451.864836" y="266.118767" style="fill: #ff0000; fill-opacity: 0.646371; stroke: #ff0000; stroke-opacity: 0.646371"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="467.334298" y="241.56932" style="fill: #ff0000; fill-opacity: 0.648223; stroke: #ff0000; stroke-opacity: 0.648223"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="459.058124" y="254.233692" style="fill: #ff0000; fill-opacity: 0.648362; stroke: #ff0000; stroke-opacity: 0.648362"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="399.786905" y="428.963933" style="fill: #ff0000; fill-opacity: 0.649977; stroke: #ff0000; stroke-opacity: 0.649977"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="430.152779" y="364.070171" style="fill: #ff0000; fill-opacity: 0.650634; stroke: #ff0000; stroke-opacity: 0.650634"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="410.574068" y="423.547622" style="fill: #ff0000; fill-opacity: 0.650849; stroke: #ff0000; stroke-opacity: 0.650849"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="386.747776" y="434.774153" style="fill: #ff0000; fill-opacity: 0.652231; stroke: #ff0000; stroke-opacity: 0.652231"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="441.328591" y="291.240897" style="fill: #ff0000; fill-opacity: 0.652807; stroke: #ff0000; stroke-opacity: 0.652807"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="431.438993" y="341.103689" style="fill: #ff0000; fill-opacity: 0.652823; stroke: #ff0000; stroke-opacity: 0.652823"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="420.054012" y="418.241352" style="fill: #ff0000; fill-opacity: 0.654069; stroke: #ff0000; stroke-opacity: 0.654069"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="524.019737" y="174.560303" style="fill: #ff0000; fill-opacity: 0.654667; stroke: #ff0000; stroke-opacity: 0.654667"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="434.172702" y="322.45801" style="fill: #ff0000; fill-opacity: 0.655814; stroke: #ff0000; stroke-opacity: 0.655814"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="437.557973" y="306.077002" style="fill: #ff0000; fill-opacity: 0.656498; stroke: #ff0000; stroke-opacity: 0.656498"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="434.834984" y="376.06091" style="fill: #ff0000; fill-opacity: 0.659144; stroke: #ff0000; stroke-opacity: 0.659144"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="428.713412" y="412.888656" style="fill: #ff0000; fill-opacity: 0.65928; stroke: #ff0000; stroke-opacity: 0.65928"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="369.059139" y="441.68063" style="fill: #ff0000; fill-opacity: 0.659669; stroke: #ff0000; stroke-opacity: 0.659669"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="434.30426" y="347.913499" style="fill: #ff0000; fill-opacity: 0.660246; stroke: #ff0000; stroke-opacity: 0.660246"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="447.455478" y="279.473786" style="fill: #ff0000; fill-opacity: 0.660644; stroke: #ff0000; stroke-opacity: 0.660644"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="436.476476" y="327.252392" style="fill: #ff0000; fill-opacity: 0.664617; stroke: #ff0000; stroke-opacity: 0.664617"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="436.846917" y="407.382804" style="fill: #ff0000; fill-opacity: 0.666323; stroke: #ff0000; stroke-opacity: 0.666323"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="443.350537" y="293.890763" style="fill: #ff0000; fill-opacity: 0.666859; stroke: #ff0000; stroke-opacity: 0.666859"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="437.767755" y="356.634012" style="fill: #ff0000; fill-opacity: 0.667114; stroke: #ff0000; stroke-opacity: 0.667114"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="454.075961" y="267.53001" style="fill: #ff0000; fill-opacity: 0.667439; stroke: #ff0000; stroke-opacity: 0.667439"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="439.636465" y="309.646432" style="fill: #ff0000; fill-opacity: 0.66754; stroke: #ff0000; stroke-opacity: 0.66754"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="439.00209" y="332.938273" style="fill: #ff0000; fill-opacity: 0.672437; stroke: #ff0000; stroke-opacity: 0.672437"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="461.439813" y="255.187585" style="fill: #ff0000; fill-opacity: 0.673042; stroke: #ff0000; stroke-opacity: 0.673042"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="442.460535" y="369.020358" style="fill: #ff0000; fill-opacity: 0.673965; stroke: #ff0000; stroke-opacity: 0.673965"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="444.656285" y="401.637258" style="fill: #ff0000; fill-opacity: 0.675147; stroke: #ff0000; stroke-opacity: 0.675147"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="449.508418" y="281.675217" style="fill: #ff0000; fill-opacity: 0.676766; stroke: #ff0000; stroke-opacity: 0.676766"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="441.806963" y="313.774272" style="fill: #ff0000; fill-opacity: 0.677384; stroke: #ff0000; stroke-opacity: 0.677384"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="469.975747" y="242.049196" style="fill: #ff0000; fill-opacity: 0.677495; stroke: #ff0000; stroke-opacity: 0.677495"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="441.877153" y="339.888659" style="fill: #ff0000; fill-opacity: 0.679306; stroke: #ff0000; stroke-opacity: 0.679306"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="445.390683" y="296.952808" style="fill: #ff0000; fill-opacity: 0.679419; stroke: #ff0000; stroke-opacity: 0.679419"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="480.545811" y="227.307136" style="fill: #ff0000; fill-opacity: 0.681323; stroke: #ff0000; stroke-opacity: 0.681323"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="331.869913" y="454.094678" style="fill: #ff0000; fill-opacity: 0.684766; stroke: #ff0000; stroke-opacity: 0.684766"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="445.350055" y="348.831833" style="fill: #ff0000; fill-opacity: 0.685273; stroke: #ff0000; stroke-opacity: 0.685273"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="452.295807" y="395.571107" style="fill: #ff0000; fill-opacity: 0.685779; stroke: #ff0000; stroke-opacity: 0.685779"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="456.19806" y="269.2884" style="fill: #ff0000; fill-opacity: 0.686014; stroke: #ff0000; stroke-opacity: 0.686014"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="444.121722" y="318.605314" style="fill: #ff0000; fill-opacity: 0.686077; stroke: #ff0000; stroke-opacity: 0.686077"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="495.417529" y="208.89578" style="fill: #ff0000; fill-opacity: 0.686731; stroke: #ff0000; stroke-opacity: 0.686731"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="450.051973" y="361.593843" style="fill: #ff0000; fill-opacity: 0.690567; stroke: #ff0000; stroke-opacity: 0.690567"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="447.482353" y="300.497484" style="fill: #ff0000; fill-opacity: 0.690608; stroke: #ff0000; stroke-opacity: 0.690608"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="451.546834" y="284.258739" style="fill: #ff0000; fill-opacity: 0.691136; stroke: #ff0000; stroke-opacity: 0.691136"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="446.65765" y="324.365693" style="fill: #ff0000; fill-opacity: 0.69363; stroke: #ff0000; stroke-opacity: 0.69363"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="463.677349" y="256.506612" style="fill: #ff0000; fill-opacity: 0.694529; stroke: #ff0000; stroke-opacity: 0.694529"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="459.897151" y="389.099606" style="fill: #ff0000; fill-opacity: 0.698314; stroke: #ff0000; stroke-opacity: 0.698314"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="449.542366" y="331.441204" style="fill: #ff0000; fill-opacity: 0.70002; stroke: #ff0000; stroke-opacity: 0.70002"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="449.665136" y="304.624772" style="fill: #ff0000; fill-opacity: 0.700501; stroke: #ff0000; stroke-opacity: 0.700501"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="472.390959" y="242.938275" style="fill: #ff0000; fill-opacity: 0.702475; stroke: #ff0000; stroke-opacity: 0.702475"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="458.270573" y="271.413564" style="fill: #ff0000; fill-opacity: 0.702494; stroke: #ff0000; stroke-opacity: 0.702494"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="453.602214" y="287.27395" style="fill: #ff0000; fill-opacity: 0.703936; stroke: #ff0000; stroke-opacity: 0.703936"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="453.024226" y="340.586703" style="fill: #ff0000; fill-opacity: 0.705182; stroke: #ff0000; stroke-opacity: 0.705182"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="457.734269" y="353.697765" style="fill: #ff0000; fill-opacity: 0.709052; stroke: #ff0000; stroke-opacity: 0.709052"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="451.991345" y="309.482633" style="fill: #ff0000; fill-opacity: 0.709129; stroke: #ff0000; stroke-opacity: 0.709129"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="529.258888" y="174.895379" style="fill: #ff0000; fill-opacity: 0.710202; stroke: #ff0000; stroke-opacity: 0.710202"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="483.231826" y="227.802269" style="fill: #ff0000; fill-opacity: 0.710556; stroke: #ff0000; stroke-opacity: 0.710556"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="467.586018" y="382.125838" style="fill: #ff0000; fill-opacity: 0.712915; stroke: #ff0000; stroke-opacity: 0.712915"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="465.823205" y="258.191766" style="fill: #ff0000; fill-opacity: 0.713446; stroke: #ff0000; stroke-opacity: 0.713446"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="455.708016" y="290.790898" style="fill: #ff0000; fill-opacity: 0.715288; stroke: #ff0000; stroke-opacity: 0.715288"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="454.537913" y="315.303367" style="fill: #ff0000; fill-opacity: 0.716481; stroke: #ff0000; stroke-opacity: 0.716481"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="460.326961" y="273.937541" style="fill: #ff0000; fill-opacity: 0.717156; stroke: #ff0000; stroke-opacity: 0.717156"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="498.532199" y="209.145169" style="fill: #ff0000; fill-opacity: 0.721106; stroke: #ff0000; stroke-opacity: 0.721106"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="457.432442" y="322.484635" style="fill: #ff0000; fill-opacity: 0.722483; stroke: #ff0000; stroke-opacity: 0.722483"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="474.658077" y="244.209931" style="fill: #ff0000; fill-opacity: 0.724192; stroke: #ff0000; stroke-opacity: 0.724192"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="457.903929" y="294.910441" style="fill: #ff0000; fill-opacity: 0.725263; stroke: #ff0000; stroke-opacity: 0.725263"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="460.923192" y="331.806386" style="fill: #ff0000; fill-opacity: 0.726966; stroke: #ff0000; stroke-opacity: 0.726966"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="465.640857" y="345.231096" style="fill: #ff0000; fill-opacity: 0.729581; stroke: #ff0000; stroke-opacity: 0.729581"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="475.496729" y="374.530927" style="fill: #ff0000; fill-opacity: 0.729822; stroke: #ff0000; stroke-opacity: 0.729822"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="462.398936" y="276.908047" style="fill: #ff0000; fill-opacity: 0.730188; stroke: #ff0000; stroke-opacity: 0.730188"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="467.917328" y="260.257611" style="fill: #ff0000; fill-opacity: 0.730214; stroke: #ff0000; stroke-opacity: 0.730214"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="460.242334" y="299.78312" style="fill: #ff0000; fill-opacity: 0.733884; stroke: #ff0000; stroke-opacity: 0.733884"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="485.685212" y="228.718506" style="fill: #ff0000; fill-opacity: 0.73545; stroke: #ff0000; stroke-opacity: 0.73545"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="462.800194" y="305.646544" style="fill: #ff0000; fill-opacity: 0.741116; stroke: #ff0000; stroke-opacity: 0.741116"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="464.520124" y="280.394329" style="fill: #ff0000; fill-opacity: 0.741718; stroke: #ff0000; stroke-opacity: 0.741718"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="476.830485" y="245.857603" style="fill: #ff0000; fill-opacity: 0.743301; stroke: #ff0000; stroke-opacity: 0.743301"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="469.993551" y="262.732823" style="fill: #ff0000; fill-opacity: 0.745123; stroke: #ff0000; stroke-opacity: 0.745123"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="465.705092" y="312.908915" style="fill: #ff0000; fill-opacity: 0.746844; stroke: #ff0000; stroke-opacity: 0.746844"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="533.126617" y="176.013427" style="fill: #ff0000; fill-opacity: 0.748033; stroke: #ff0000; stroke-opacity: 0.748033"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="501.27036" y="209.877584" style="fill: #ff0000; fill-opacity: 0.749371; stroke: #ff0000; stroke-opacity: 0.749371"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="483.789395" y="366.159954" style="fill: #ff0000; fill-opacity: 0.749384; stroke: #ff0000; stroke-opacity: 0.749384"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="469.20516" y="322.373049" style="fill: #ff0000; fill-opacity: 0.750805; stroke: #ff0000; stroke-opacity: 0.750805"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="466.730346" y="284.497574" style="fill: #ff0000; fill-opacity: 0.751816; stroke: #ff0000; stroke-opacity: 0.751816"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="473.930619" y="336.063947" style="fill: #ff0000; fill-opacity: 0.75239; stroke: #ff0000; stroke-opacity: 0.75239"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="487.985899" y="230.01845" style="fill: #ff0000; fill-opacity: 0.757079; stroke: #ff0000; stroke-opacity: 0.757079"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="472.083867" y="265.662908" style="fill: #ff0000; fill-opacity: 0.758372; stroke: #ff0000; stroke-opacity: 0.758372"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="478.948765" y="247.890873" style="fill: #ff0000; fill-opacity: 0.760244; stroke: #ff0000; stroke-opacity: 0.760244"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="469.082075" y="289.370105" style="fill: #ff0000; fill-opacity: 0.760497; stroke: #ff0000; stroke-opacity: 0.760497"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="471.652333" y="295.253641" style="fill: #ff0000; fill-opacity: 0.767713; stroke: #ff0000; stroke-opacity: 0.767713"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="474.222123" y="269.115824" style="fill: #ff0000; fill-opacity: 0.770093; stroke: #ff0000; stroke-opacity: 0.770093"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="492.675977" y="356.798605" style="fill: #ff0000; fill-opacity: 0.772102; stroke: #ff0000; stroke-opacity: 0.772102"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="474.56871" y="302.565025" style="fill: #ff0000; fill-opacity: 0.773313; stroke: #ff0000; stroke-opacity: 0.773313"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="503.768097" y="211.004242" style="fill: #ff0000; fill-opacity: 0.773409; stroke: #ff0000; stroke-opacity: 0.773409"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="481.047223" y="250.334927" style="fill: #ff0000; fill-opacity: 0.775326; stroke: #ff0000; stroke-opacity: 0.775326"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="490.188443" y="231.688986" style="fill: #ff0000; fill-opacity: 0.776125; stroke: #ff0000; stroke-opacity: 0.776125"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="478.079233" y="312.126602" style="fill: #ff0000; fill-opacity: 0.776958; stroke: #ff0000; stroke-opacity: 0.776958"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="536.323997" y="177.529101" style="fill: #ff0000; fill-opacity: 0.777157; stroke: #ff0000; stroke-opacity: 0.777157"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="482.813651" y="326.018918" style="fill: #ff0000; fill-opacity: 0.777813; stroke: #ff0000; stroke-opacity: 0.777813"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="476.448317" y="273.192346" style="fill: #ff0000; fill-opacity: 0.780361; stroke: #ff0000; stroke-opacity: 0.780361"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="483.158216" y="253.232716" style="fill: #ff0000; fill-opacity: 0.788758; stroke: #ff0000; stroke-opacity: 0.788758"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="478.815067" y="278.045468" style="fill: #ff0000; fill-opacity: 0.78919; stroke: #ff0000; stroke-opacity: 0.78919"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="492.334251" y="233.735242" style="fill: #ff0000; fill-opacity: 0.793049; stroke: #ff0000; stroke-opacity: 0.793049"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="506.107767" y="212.482052" style="fill: #ff0000; fill-opacity: 0.794317; stroke: #ff0000; stroke-opacity: 0.794317"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="481.399513" y="283.919311" style="fill: #ff0000; fill-opacity: 0.796523; stroke: #ff0000; stroke-opacity: 0.796523"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="502.46833" y="346.129641" style="fill: #ff0000; fill-opacity: 0.798722; stroke: #ff0000; stroke-opacity: 0.798722"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="485.315891" y="256.650267" style="fill: #ff0000; fill-opacity: 0.800681; stroke: #ff0000; stroke-opacity: 0.800681"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="539.128292" y="179.310005" style="fill: #ff0000; fill-opacity: 0.801058; stroke: #ff0000; stroke-opacity: 0.801058"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="484.329327" y="291.236556" style="fill: #ff0000; fill-opacity: 0.802189; stroke: #ff0000; stroke-opacity: 0.802189"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="487.85255" y="300.834015" style="fill: #ff0000; fill-opacity: 0.805795; stroke: #ff0000; stroke-opacity: 0.805795"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="492.598668" y="314.836647" style="fill: #ff0000; fill-opacity: 0.806336; stroke: #ff0000; stroke-opacity: 0.806336"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="494.458247" y="236.179013" style="fill: #ff0000; fill-opacity: 0.808173; stroke: #ff0000; stroke-opacity: 0.808173"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="487.560502" y="260.68691" style="fill: #ff0000; fill-opacity: 0.811178; stroke: #ff0000; stroke-opacity: 0.811178"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="508.345513" y="214.294594" style="fill: #ff0000; fill-opacity: 0.812794; stroke: #ff0000; stroke-opacity: 0.812794"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="489.944902" y="265.4947" style="fill: #ff0000; fill-opacity: 0.820269; stroke: #ff0000; stroke-opacity: 0.820269"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="541.682421" y="181.302124" style="fill: #ff0000; fill-opacity: 0.821481; stroke: #ff0000; stroke-opacity: 0.821481"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="496.593286" y="239.060345" style="fill: #ff0000; fill-opacity: 0.82172; stroke: #ff0000; stroke-opacity: 0.82172"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="492.546463" y="271.317591" style="fill: #ff0000; fill-opacity: 0.827901; stroke: #ff0000; stroke-opacity: 0.827901"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="510.523869" y="216.444463" style="fill: #ff0000; fill-opacity: 0.829314; stroke: #ff0000; stroke-opacity: 0.829314"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="513.683146" y="333.640464" style="fill: #ff0000; fill-opacity: 0.830424; stroke: #ff0000; stroke-opacity: 0.830424"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="498.773937" y="242.442472" style="fill: #ff0000; fill-opacity: 0.833846; stroke: #ff0000; stroke-opacity: 0.833846"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="495.493114" y="278.579808" style="fill: #ff0000; fill-opacity: 0.833903; stroke: #ff0000; stroke-opacity: 0.833903"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="499.033195" y="288.124623" style="fill: #ff0000; fill-opacity: 0.837865; stroke: #ff0000; stroke-opacity: 0.837865"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="503.796547" y="302.103118" style="fill: #ff0000; fill-opacity: 0.838697; stroke: #ff0000; stroke-opacity: 0.838697"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="544.072692" y="183.485165" style="fill: #ff0000; fill-opacity: 0.839435; stroke: #ff0000; stroke-opacity: 0.839435"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="512.678628" y="218.950912" style="fill: #ff0000; fill-opacity: 0.844208; stroke: #ff0000; stroke-opacity: 0.844208"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="501.04085" y="246.421739" style="fill: #ff0000; fill-opacity: 0.844647; stroke: #ff0000; stroke-opacity: 0.844647"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="503.447284" y="251.146731" style="fill: #ff0000; fill-opacity: 0.854162; stroke: #ff0000; stroke-opacity: 0.854162"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="546.357824" y="185.857372" style="fill: #ff0000; fill-opacity: 0.855562; stroke: #ff0000; stroke-opacity: 0.855562"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="514.843367" y="221.850931" style="fill: #ff0000; fill-opacity: 0.857717; stroke: #ff0000; stroke-opacity: 0.857717"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="506.071076" y="256.85709" style="fill: #ff0000; fill-opacity: 0.862361; stroke: #ff0000; stroke-opacity: 0.862361"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="509.040769" y="263.971452" style="fill: #ff0000; fill-opacity: 0.869105; stroke: #ff0000; stroke-opacity: 0.869105"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="527.322944" y="318.388054" style="fill: #ff0000; fill-opacity: 0.869262; stroke: #ff0000; stroke-opacity: 0.869262"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="517.053322" y="225.203715" style="fill: #ff0000; fill-opacity: 0.870015; stroke: #ff0000; stroke-opacity: 0.870015"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="548.58223" y="188.429989" style="fill: #ff0000; fill-opacity: 0.870302; stroke: #ff0000; stroke-opacity: 0.870302"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="512.605658" y="273.325914" style="fill: #ff0000; fill-opacity: 0.874029; stroke: #ff0000; stroke-opacity: 0.874029"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="517.397427" y="287.06539" style="fill: #ff0000; fill-opacity: 0.876107; stroke: #ff0000; stroke-opacity: 0.876107"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="519.349817" y="229.100017" style="fill: #ff0000; fill-opacity: 0.881225; stroke: #ff0000; stroke-opacity: 0.881225"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="550.783232" y="191.225941" style="fill: #ff0000; fill-opacity: 0.883977; stroke: #ff0000; stroke-opacity: 0.883977"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="521.786879" y="233.680382" style="fill: #ff0000; fill-opacity: 0.891425; stroke: #ff0000; stroke-opacity: 0.891425"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="552.995813" y="194.281188" style="fill: #ff0000; fill-opacity: 0.896834; stroke: #ff0000; stroke-opacity: 0.896834"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="524.443344" y="239.172367" style="fill: #ff0000; fill-opacity: 0.900642; stroke: #ff0000; stroke-opacity: 0.900642"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="527.449225" y="245.975259" style="fill: #ff0000; fill-opacity: 0.908831; stroke: #ff0000; stroke-opacity: 0.908831"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="555.256658" y="197.648766" style="fill: #ff0000; fill-opacity: 0.909078; stroke: #ff0000; stroke-opacity: 0.909078"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="531.056391" y="254.890921" style="fill: #ff0000; fill-opacity: 0.915795; stroke: #ff0000; stroke-opacity: 0.915795"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="545.922115" y="298.183656" style="fill: #ff0000; fill-opacity: 0.919555; stroke: #ff0000; stroke-opacity: 0.919555"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="535.902272" y="267.991705" style="fill: #ff0000; fill-opacity: 0.920872; stroke: #ff0000; stroke-opacity: 0.920872"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="557.608778" y="201.406802" style="fill: #ff0000; fill-opacity: 0.920891; stroke: #ff0000; stroke-opacity: 0.920891"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="560.108396" y="205.673894" style="fill: #ff0000; fill-opacity: 0.93245; stroke: #ff0000; stroke-opacity: 0.93245"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="562.837524" y="210.640455" style="fill: #ff0000; fill-opacity: 0.943951; stroke: #ff0000; stroke-opacity: 0.943951"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="565.931367" y="216.640264" style="fill: #ff0000; fill-opacity: 0.955646; stroke: #ff0000; stroke-opacity: 0.955646"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="569.651671" y="224.346721" style="fill: #ff0000; fill-opacity: 0.967921; stroke: #ff0000; stroke-opacity: 0.967921"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="574.660124" y="235.517911" style="fill: #ff0000; fill-opacity: 0.981549; stroke: #ff0000; stroke-opacity: 0.981549"/>
+    </g>
+    <g clip-path="url(#pe9aa66fa6a)">
+     <use xlink:href="#C0_0_7c19c29ab6" x="585.030884" y="261.335672" style="fill: #ff0000; stroke: #ff0000"/>
+    </g>
+   </g>
+   <g id="text_24">
+    <!-- "True" Bivariate Lognormal CDF With Approximation Points in Red for ω = 0.5 -->
+    <g transform="translate(145.09875 21.6) scale(0.14 -0.14)">
+     <defs>
+      <path id="DejaVuSans-22" d="M 1147 4666 
+L 1147 2931 
+L 616 2931 
+L 616 4666 
+L 1147 4666 
+z
+M 2328 4666 
+L 2328 2931 
+L 1797 2931 
+L 1797 4666 
+L 2328 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-54" d="M -19 4666 
+L 3928 4666 
+L 3928 4134 
+L 2272 4134 
+L 2272 0 
+L 1638 0 
+L 1638 4134 
+L -19 4134 
+L -19 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-42" d="M 1259 2228 
+L 1259 519 
+L 2272 519 
+Q 2781 519 3026 730 
+Q 3272 941 3272 1375 
+Q 3272 1813 3026 2020 
+Q 2781 2228 2272 2228 
+L 1259 2228 
+z
+M 1259 4147 
+L 1259 2741 
+L 2194 2741 
+Q 2656 2741 2882 2914 
+Q 3109 3088 3109 3444 
+Q 3109 3797 2882 3972 
+Q 2656 4147 2194 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2241 4666 
+Q 2963 4666 3353 4366 
+Q 3744 4066 3744 3513 
+Q 3744 3084 3544 2831 
+Q 3344 2578 2956 2516 
+Q 3422 2416 3680 2098 
+Q 3938 1781 3938 1306 
+Q 3938 681 3513 340 
+Q 3088 0 2303 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-4c" d="M 628 4666 
+L 1259 4666 
+L 1259 531 
+L 3531 531 
+L 3531 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-57" d="M 213 4666 
+L 850 4666 
+L 1831 722 
+L 2809 4666 
+L 3519 4666 
+L 4500 722 
+L 5478 4666 
+L 6119 4666 
+L 4947 0 
+L 4153 0 
+L 3169 4050 
+L 2175 0 
+L 1381 0 
+L 213 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-78" d="M 3513 3500 
+L 2247 1797 
+L 3578 0 
+L 2900 0 
+L 1881 1375 
+L 863 0 
+L 184 0 
+L 1544 1831 
+L 300 3500 
+L 978 3500 
+L 1906 2253 
+L 2834 3500 
+L 3513 3500 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3c9" d="M 1719 -91 
+Q 422 -91 422 1766 
+Q 422 2500 906 3500 
+L 1525 3500 
+Q 1078 2500 1078 1750 
+Q 1078 397 1772 397 
+Q 2406 397 2406 2078 
+L 2938 2078 
+Q 2938 397 3572 397 
+Q 4266 397 4266 1750 
+Q 4266 2500 3819 3500 
+L 4438 3500 
+Q 4922 2500 4922 1766 
+Q 4922 -91 3625 -91 
+Q 2775 -91 2672 844 
+Q 2544 -91 1719 -91 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3d" d="M 678 2906 
+L 4684 2906 
+L 4684 2381 
+L 678 2381 
+L 678 2906 
+z
+M 678 1631 
+L 4684 1631 
+L 4684 1100 
+L 678 1100 
+L 678 1631 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-22"/>
+     <use xlink:href="#DejaVuSans-54" transform="translate(45.996094 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(92.330078 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(133.443359 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(196.822266 0)"/>
+     <use xlink:href="#DejaVuSans-22" transform="translate(258.345703 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(304.341797 0)"/>
+     <use xlink:href="#DejaVuSans-42" transform="translate(336.128906 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(404.732422 0)"/>
+     <use xlink:href="#DejaVuSans-76" transform="translate(432.515625 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(491.695312 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(552.974609 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(594.087891 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(621.871094 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(683.150391 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(722.359375 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(783.882812 0)"/>
+     <use xlink:href="#DejaVuSans-4c" transform="translate(815.669922 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(869.632812 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(930.814453 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(994.291016 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1057.669922 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(1118.851562 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(1158.214844 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(1255.626953 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(1316.90625 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1344.689453 0)"/>
+     <use xlink:href="#DejaVuSans-43" transform="translate(1376.476562 0)"/>
+     <use xlink:href="#DejaVuSans-44" transform="translate(1446.300781 0)"/>
+     <use xlink:href="#DejaVuSans-46" transform="translate(1523.302734 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1580.822266 0)"/>
+     <use xlink:href="#DejaVuSans-57" transform="translate(1612.609375 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1709.236328 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1737.019531 0)"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(1776.228516 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1839.607422 0)"/>
+     <use xlink:href="#DejaVuSans-41" transform="translate(1871.394531 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(1939.802734 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(2003.279297 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(2066.755859 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2105.619141 0)"/>
+     <use xlink:href="#DejaVuSans-78" transform="translate(2163.675781 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(2222.855469 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(2250.638672 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(2348.050781 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(2409.330078 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(2448.539062 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2476.322266 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(2537.503906 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2600.882812 0)"/>
+     <use xlink:href="#DejaVuSans-50" transform="translate(2632.669922 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2689.347656 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(2750.529297 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(2778.3125 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(2841.691406 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(2880.900391 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2933 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(2964.787109 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(2992.570312 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(3055.949219 0)"/>
+     <use xlink:href="#DejaVuSans-52" transform="translate(3087.736328 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(3152.71875 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(3214.242188 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(3277.71875 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(3309.505859 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(3344.710938 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(3405.892578 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(3447.005859 0)"/>
+     <use xlink:href="#DejaVuSans-3c9" transform="translate(3478.792969 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(3562.533203 0)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(3594.320312 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(3678.109375 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(3709.896484 0)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(3773.519531 0)"/>
+     <use xlink:href="#DejaVuSans-35" transform="translate(3805.306641 0)"/>
+    </g>
+   </g>
+   <g id="Poly3DCollection_1">
+    <path d="M 368.877295 213.372197 
+L 373.811273 215.403515 
+L 376.732376 211.680653 
+L 371.801824 209.6541 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 373.811273 215.403515 
+L 378.751171 217.39143 
+L 381.66889 213.663775 
+L 376.732376 211.680653 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 365.946332 217.098474 
+L 370.883739 219.134574 
+L 373.811273 215.403515 
+L 368.877295 213.372197 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 378.751171 217.39143 
+L 383.697041 219.321225 
+L 386.611435 215.588743 
+L 381.66889 213.663775 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 370.883739 219.134574 
+L 375.827024 221.127299 
+L 378.751171 217.39143 
+L 373.811273 215.403515 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 383.697041 219.321225 
+L 388.649007 221.174745 
+L 391.560157 217.437395 
+L 386.611435 215.588743 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 363.008913 220.832959 
+L 367.949753 222.873857 
+L 370.883739 219.134574 
+L 365.946332 217.098474 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 375.827024 221.127299 
+L 380.776221 223.061938 
+L 383.697041 219.321225 
+L 378.751171 217.39143 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 367.949753 222.873857 
+L 372.896427 224.871409 
+L 375.827024 221.127299 
+L 370.883739 219.134574 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 388.649007 221.174745 
+L 393.607293 222.930039 
+L 396.515304 219.187769 
+L 391.560157 217.437395 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 380.776221 223.061938 
+L 385.731434 224.920344 
+L 388.649007 221.174745 
+L 383.697041 219.321225 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 360.065017 224.575679 
+L 365.009293 226.621392 
+L 367.949753 222.873857 
+L 363.008913 220.832959 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 372.896427 224.871409 
+L 377.848955 226.81091 
+L 380.776221 223.061938 
+L 375.827024 221.127299 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 393.607293 222.930039 
+L 398.57226 224.561124 
+L 401.477267 220.813872 
+L 396.515304 219.187769 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 365.009293 226.621392 
+L 369.95936 228.623788 
+L 372.896427 224.871409 
+L 367.949753 222.873857 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 385.731434 224.920344 
+L 390.692861 226.680577 
+L 393.607293 222.930039 
+L 388.649007 221.174745 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 377.848955 226.81091 
+L 382.807416 228.674221 
+L 385.731434 224.920344 
+L 380.776221 223.061938 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 357.114623 228.326662 
+L 362.062338 230.377208 
+L 365.009293 226.621392 
+L 360.065017 224.575679 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 398.57226 224.561124 
+L 403.544444 226.037917 
+L 406.446616 222.285605 
+L 401.477267 220.813872 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 369.95936 228.623788 
+L 374.91522 230.56817 
+L 377.848955 226.81091 
+L 372.896427 224.871409 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 390.692861 226.680577 
+L 395.660833 228.316666 
+L 398.57226 224.561124 
+L 393.607293 222.930039 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 362.062338 230.377208 
+L 367.015801 232.384466 
+L 369.95936 228.623788 
+L 365.009293 226.621392 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 382.807416 228.674221 
+L 387.771986 230.439415 
+L 390.692861 226.680577 
+L 385.731434 224.920344 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 374.91522 230.56817 
+L 379.876933 232.436407 
+L 382.807416 228.674221 
+L 377.848955 226.81091 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 354.15771 232.085936 
+L 359.108867 234.141332 
+L 362.062338 230.377208 
+L 357.114623 228.326662 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 403.544444 226.037917 
+L 408.524606 227.326396 
+L 411.424149 223.568932 
+L 406.446616 222.285605 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 395.660833 228.316666 
+L 400.635853 229.798543 
+L 403.544444 226.037917 
+L 398.57226 224.561124 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 367.015801 232.384466 
+L 371.974996 234.333748 
+L 374.91522 230.56817 
+L 369.95936 228.623788 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 387.771986 230.439415 
+L 392.742964 232.080532 
+L 395.660833 228.316666 
+L 390.692861 226.680577 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 359.108867 234.141332 
+L 364.065729 236.153473 
+L 367.015801 232.384466 
+L 362.062338 230.377208 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 379.876933 232.436407 
+L 384.844647 234.206584 
+L 387.771986 230.439415 
+L 382.807416 228.674221 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 371.974996 234.333748 
+L 376.939963 236.206935 
+L 379.876933 232.436407 
+L 374.91522 230.56817 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 351.194255 235.85353 
+L 356.148858 237.913796 
+L 359.108867 234.141332 
+L 354.15771 232.085936 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 408.524606 227.326396 
+L 413.513766 228.389059 
+L 416.410932 224.626329 
+L 411.424149 223.568932 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 400.635853 229.798543 
+L 405.618641 231.092204 
+L 408.524606 227.326396 
+L 403.544444 226.037917 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 392.742964 232.080532 
+L 397.72082 233.56752 
+L 400.635853 229.798543 
+L 395.660833 228.316666 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 364.065729 236.153473 
+L 369.028262 238.107677 
+L 371.974996 234.333748 
+L 367.015801 232.384466 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 384.844647 234.206584 
+L 389.818633 235.852756 
+L 392.742964 232.080532 
+L 387.771986 230.439415 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 356.148858 237.913796 
+L 361.109121 239.930839 
+L 364.065729 236.153473 
+L 359.108867 234.141332 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 376.939963 236.206935 
+L 381.910823 237.98212 
+L 384.844647 234.206584 
+L 379.876933 232.436407 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 369.028262 238.107677 
+L 373.996484 239.985837 
+L 376.939963 236.206935 
+L 371.974996 234.333748 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 348.224238 239.629473 
+L 353.182289 241.694629 
+L 356.148858 237.913796 
+L 351.194255 235.85353 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 405.618641 231.092204 
+L 410.610179 232.160167 
+L 413.513766 228.389059 
+L 408.524606 227.326396 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 413.513766 228.389059 
+L 418.513251 229.185698 
+L 421.408332 225.417569 
+L 416.410932 224.626329 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 397.72082 233.56752 
+L 402.706236 234.866397 
+L 405.618641 231.092204 
+L 400.635853 229.798543 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 389.818633 235.852756 
+L 394.799326 237.344889 
+L 397.72082 233.56752 
+L 392.742964 232.080532 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 361.109121 239.930839 
+L 366.074995 241.889991 
+L 369.028262 238.107677 
+L 364.065729 236.153473 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 381.910823 237.98212 
+L 386.887819 239.63338 
+L 389.818633 235.852756 
+L 384.844647 234.206584 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 353.182289 241.694629 
+L 358.145957 243.716599 
+L 361.109121 239.930839 
+L 356.148858 237.913796 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 373.996484 239.985837 
+L 378.970493 241.766064 
+L 381.910823 237.98212 
+L 376.939963 236.206935 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 366.074995 241.889991 
+L 371.046476 243.773154 
+L 373.996484 239.985837 
+L 369.028262 238.107677 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 345.247635 243.413796 
+L 350.209138 245.483865 
+L 353.182289 241.694629 
+L 348.224238 239.629473 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 402.706236 234.866397 
+L 407.700149 235.939703 
+L 410.610179 232.160167 
+L 405.618641 231.092204 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 410.610179 232.160167 
+L 415.611745 232.962249 
+L 418.513251 229.185698 
+L 413.513766 228.389059 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 394.799326 237.344889 
+L 399.787368 238.649024 
+L 402.706236 234.866397 
+L 397.72082 233.56752 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 418.513251 229.185698 
+L 423.524715 229.674546 
+L 426.418052 225.900859 
+L 421.408332 225.417569 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 386.887819 239.63338 
+L 391.871349 241.130698 
+L 394.799326 237.344889 
+L 389.818633 235.852756 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 358.145957 243.716599 
+L 363.115174 245.680726 
+L 366.074995 241.889991 
+L 361.109121 239.930839 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 378.970493 241.766064 
+L 383.950499 243.422449 
+L 386.887819 239.63338 
+L 381.910823 237.98212 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 350.209138 245.483865 
+L 355.176214 247.510789 
+L 358.145957 243.716599 
+L 353.182289 241.694629 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 371.046476 243.773154 
+L 376.023635 245.558458 
+L 378.970493 241.766064 
+L 373.996484 239.985837 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 363.115174 245.680726 
+L 368.089917 247.568928 
+L 371.046476 243.773154 
+L 366.074995 241.889991 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 342.264426 247.206531 
+L 347.229385 249.281538 
+L 350.209138 245.483865 
+L 345.247635 243.413796 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 399.787368 238.649024 
+L 404.783655 239.727728 
+L 407.700149 235.939703 
+L 402.706236 234.866397 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 407.700149 235.939703 
+L 412.703794 236.747283 
+L 415.611745 232.962249 
+L 410.610179 232.160167 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 391.871349 241.130698 
+L 396.862017 242.440144 
+L 399.787368 238.649024 
+L 394.799326 237.344889 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 415.611745 232.962249 
+L 420.624949 233.45671 
+L 423.524715 229.674546 
+L 418.513251 229.185698 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 383.950499 243.422449 
+L 388.936867 244.925005 
+L 391.871349 241.130698 
+L 386.887819 239.63338 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 355.176214 247.510789 
+L 360.148778 249.479924 
+L 363.115174 245.680726 
+L 358.145957 243.716599 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 376.023635 245.558458 
+L 381.006654 247.220019 
+L 383.950499 243.422449 
+L 378.970493 241.766064 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 423.524715 229.674546 
+L 428.550161 229.813778 
+L 431.442139 226.034349 
+L 426.418052 225.900859 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 347.229385 249.281538 
+L 352.199872 251.313448 
+L 355.176214 247.510789 
+L 350.209138 245.483865 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 368.089917 247.568928 
+L 373.070229 249.359357 
+L 376.023635 245.558458 
+L 371.046476 243.773154 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 360.148778 249.479924 
+L 365.126785 251.37321 
+L 368.089917 247.568928 
+L 363.115174 245.680726 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 339.274589 251.007712 
+L 344.243006 253.087687 
+L 347.229385 249.281538 
+L 342.264426 247.206531 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 396.862017 242.440144 
+L 401.860677 243.524318 
+L 404.783655 239.727728 
+L 399.787368 238.649024 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 404.783655 239.727728 
+L 409.789376 240.54088 
+L 412.703794 236.747283 
+L 407.700149 235.939703 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 388.936867 244.925005 
+L 393.930162 246.239832 
+L 396.862017 242.440144 
+L 391.871349 241.130698 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 412.703794 236.747283 
+L 417.718733 237.247432 
+L 420.624949 233.45671 
+L 415.611745 232.962249 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 381.006654 247.220019 
+L 385.995861 248.72788 
+L 388.936867 244.925005 
+L 383.950499 243.422449 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 352.199872 251.313448 
+L 357.175786 253.287633 
+L 360.148778 249.479924 
+L 355.176214 247.510789 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 373.070229 249.359357 
+L 378.056261 251.026158 
+L 381.006654 247.220019 
+L 376.023635 245.558458 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 420.624949 233.45671 
+L 425.651746 233.601758 
+L 428.550161 229.813778 
+L 423.524715 229.674546 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 344.243006 253.087687 
+L 349.216909 255.12462 
+L 352.199872 251.313448 
+L 347.229385 249.281538 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 365.126785 251.37321 
+L 370.110253 253.168824 
+L 373.070229 249.359357 
+L 368.089917 247.568928 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 428.550161 229.813778 
+L 433.591932 229.563349 
+L 436.482981 225.777965 
+L 431.442139 226.034349 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 357.175786 253.287633 
+L 362.15706 255.186058 
+L 365.126785 251.37321 
+L 360.148778 249.479924 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 336.278102 254.817375 
+L 341.249982 256.902353 
+L 344.243006 253.087687 
+L 339.274589 251.007712 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 393.930162 246.239832 
+L 398.931193 247.329573 
+L 401.860677 243.524318 
+L 396.862017 242.440144 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 401.860677 243.524318 
+L 406.868471 244.343141 
+L 409.789376 240.54088 
+L 404.783655 239.727728 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 385.995861 248.72788 
+L 390.991783 250.048182 
+L 393.930162 246.239832 
+L 388.936867 244.925005 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 409.789376 240.54088 
+L 414.806045 241.046816 
+L 417.718733 237.247432 
+L 412.703794 236.747283 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 378.056261 251.026158 
+L 383.048309 252.539413 
+L 385.995861 248.72788 
+L 381.006654 247.220019 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 349.216909 255.12462 
+L 354.196177 257.103907 
+L 357.175786 253.287633 
+L 352.199872 251.313448 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 370.110253 253.168824 
+L 375.099302 254.840949 
+L 378.056261 251.026158 
+L 373.070229 249.359357 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 417.718733 237.247432 
+L 422.746875 237.398395 
+L 425.651746 233.601758 
+L 420.624949 233.45671 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 341.249982 256.902353 
+L 346.227303 258.944358 
+L 349.216909 255.12462 
+L 344.243006 253.087687 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 362.15706 255.186058 
+L 367.143687 256.986936 
+L 370.110253 253.168824 
+L 365.126785 251.37321 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 425.651746 233.601758 
+L 430.694438 233.357383 
+L 433.591932 229.563349 
+L 428.550161 229.813778 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 354.196177 257.103907 
+L 359.180722 259.007544 
+L 362.15706 255.186058 
+L 357.175786 253.287633 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 333.274944 258.63556 
+L 338.25029 260.725584 
+L 341.249982 256.902353 
+L 336.278102 254.817375 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 390.991783 250.048182 
+L 395.995185 251.143623 
+L 398.931193 247.329573 
+L 393.930162 246.239832 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 398.931193 247.329573 
+L 403.941058 248.154203 
+L 406.868471 244.343141 
+L 401.860677 243.524318 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 383.048309 252.539413 
+L 388.046859 253.865318 
+L 390.991783 250.048182 
+L 385.995861 248.72788 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 406.868471 244.343141 
+L 411.886867 244.855001 
+L 414.806045 241.046816 
+L 409.789376 240.54088 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 375.099302 254.840949 
+L 380.094193 256.35972 
+L 383.048309 252.539413 
+L 378.056261 251.026158 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 346.227303 258.944358 
+L 351.209929 260.928812 
+L 354.196177 257.103907 
+L 349.216909 255.12462 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 433.591932 229.563349 
+L 438.652685 228.887106 
+L 441.543274 225.09552 
+L 436.482981 225.777965 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 367.143687 256.986936 
+L 372.135756 258.664498 
+L 375.099302 254.840949 
+L 370.110253 253.168824 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 414.806045 241.046816 
+L 419.835527 241.20383 
+L 422.746875 237.398395 
+L 417.718733 237.247432 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 338.25029 260.725584 
+L 343.231034 262.772719 
+L 346.227303 258.944358 
+L 341.249982 256.902353 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 359.180722 259.007544 
+L 364.170511 260.81379 
+L 367.143687 256.986936 
+L 362.15706 255.186058 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 422.746875 237.398395 
+L 427.790478 237.160208 
+L 430.694438 233.357383 
+L 425.651746 233.601758 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 351.209929 260.928812 
+L 356.197749 262.837755 
+L 359.180722 259.007544 
+L 354.196177 257.103907 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 330.265092 262.462311 
+L 335.243909 264.557434 
+L 338.25029 260.725584 
+L 333.274944 258.63556 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 388.046859 253.865318 
+L 393.052632 254.966639 
+L 395.995185 251.143623 
+L 390.991783 250.048182 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 395.995185 251.143623 
+L 401.007119 251.974246 
+L 403.941058 248.154203 
+L 398.931193 247.329573 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 380.094193 256.35972 
+L 385.095372 257.691399 
+L 388.046859 253.865318 
+L 383.048309 252.539413 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 403.941058 248.154203 
+L 408.961177 248.672177 
+L 411.886867 244.855001 
+L 406.868471 244.343141 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 372.135756 258.664498 
+L 377.133493 260.188946 
+L 380.094193 256.35972 
+L 375.099302 254.840949 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 343.231034 262.772719 
+L 348.217023 264.762425 
+L 351.209929 260.928812 
+L 346.227303 258.944358 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 430.694438 233.357383 
+L 435.755641 232.687472 
+L 438.652685 228.887106 
+L 433.591932 229.563349 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 364.170511 260.81379 
+L 369.165604 262.496939 
+L 372.135756 258.664498 
+L 367.143687 256.986936 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 411.886867 244.855001 
+L 416.917682 245.018258 
+L 419.835527 241.20383 
+L 414.806045 241.046816 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 335.243909 264.557434 
+L 340.228082 266.609773 
+L 343.231034 262.772719 
+L 338.25029 260.725584 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 356.197749 262.837755 
+L 361.190707 264.649504 
+L 364.170511 260.81379 
+L 359.180722 259.007544 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 419.835527 241.20383 
+L 424.880033 240.97202 
+L 427.790478 237.160208 
+L 422.746875 237.398395 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 348.217023 264.762425 
+L 353.208124 266.676797 
+L 356.197749 262.837755 
+L 351.209929 260.928812 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 327.248525 266.297675 
+L 332.230819 268.397963 
+L 335.243909 264.557434 
+L 330.265092 262.462311 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 385.095372 257.691399 
+L 390.103518 258.798847 
+L 393.052632 254.966639 
+L 388.046859 253.865318 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 438.652685 228.887106 
+L 443.735336 227.755073 
+L 446.625963 223.957006 
+L 441.543274 225.09552 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 393.052632 254.966639 
+L 398.066635 255.803512 
+L 401.007119 251.974246 
+L 395.995185 251.143623 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 377.133493 260.188946 
+L 382.137305 261.526634 
+L 385.095372 257.691399 
+L 380.094193 256.35972 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 401.007119 251.974246 
+L 406.028958 252.498597 
+L 408.961177 248.672177 
+L 403.941058 248.154203 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 369.165604 262.496939 
+L 374.166192 264.02728 
+L 377.133493 260.188946 
+L 372.135756 258.664498 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 340.228082 266.609773 
+L 345.217439 268.60484 
+L 348.217023 264.762425 
+L 343.231034 262.772719 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 427.790478 237.160208 
+L 432.85212 236.496812 
+L 435.755641 232.687472 
+L 430.694438 233.357383 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 361.190707 264.649504 
+L 366.18883 266.338438 
+L 369.165604 262.496939 
+L 364.170511 260.81379 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 408.961177 248.672177 
+L 413.993319 248.841939 
+L 416.917682 245.018258 
+L 411.886867 244.855001 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 332.230819 268.397963 
+L 337.218425 270.455602 
+L 340.228082 266.609773 
+L 335.243909 264.557434 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 353.208124 266.676797 
+L 358.204255 268.494228 
+L 361.190707 264.649504 
+L 356.197749 262.837755 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 416.917682 245.018258 
+L 421.963082 244.793084 
+L 424.880033 240.97202 
+L 419.835527 241.20383 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 345.217439 268.60484 
+L 350.211827 270.524798 
+L 353.208124 266.676797 
+L 348.217023 264.762425 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 324.225223 270.14171 
+L 329.210998 272.247244 
+L 332.230819 268.397963 
+L 327.248525 266.297675 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 382.137305 261.526634 
+L 387.147827 262.640541 
+L 390.103518 258.798847 
+L 385.095372 257.691399 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 435.755641 232.687472 
+L 440.83824 231.562096 
+L 443.735336 227.755073 
+L 438.652685 228.887106 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 390.103518 258.798847 
+L 395.119591 259.642319 
+L 398.066635 255.803512 
+L 393.052632 254.966639 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 374.166192 264.02728 
+L 379.172641 265.371288 
+L 382.137305 261.526634 
+L 377.133493 260.188946 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 398.066635 255.803512 
+L 403.090192 256.334599 
+L 406.028958 252.498597 
+L 401.007119 251.974246 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 366.18883 266.338438 
+L 371.192274 267.874962 
+L 374.166192 264.02728 
+L 369.165604 262.496939 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 337.218425 270.455602 
+L 342.211157 272.456168 
+L 345.217439 268.60484 
+L 340.228082 266.609773 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 424.880033 240.97202 
+L 429.942103 240.315392 
+L 432.85212 236.496812 
+L 427.790478 237.160208 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 358.204255 268.494228 
+L 363.205416 270.189208 
+L 366.18883 266.338438 
+L 361.190707 264.649504 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 406.028958 252.498597 
+L 411.062423 252.675229 
+L 413.993319 248.841939 
+L 408.961177 248.672177 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 329.210998 272.247244 
+L 334.202046 274.310302 
+L 337.218425 270.455602 
+L 332.230819 268.397963 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 350.211827 270.524798 
+L 355.211141 272.348145 
+L 358.204255 268.494228 
+L 353.208124 266.676797 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 413.993319 248.841939 
+L 419.039607 248.623766 
+L 421.963082 244.793084 
+L 416.917682 245.018258 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 443.735336 227.755073 
+L 448.842973 226.145795 
+L 451.734159 222.34093 
+L 446.625963 223.957006 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 342.211157 272.456168 
+L 347.208843 274.381918 
+L 350.211827 270.524798 
+L 345.217439 268.60484 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 379.172641 265.371288 
+L 384.185545 266.492101 
+L 387.147827 262.640541 
+L 382.137305 261.526634 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 321.195163 273.994475 
+L 326.184428 276.105358 
+L 329.210998 272.247244 
+L 324.225223 270.14171 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 432.85212 236.496812 
+L 437.934653 235.378336 
+L 440.83824 231.562096 
+L 435.755641 232.687472 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 387.147827 262.640541 
+L 392.165972 263.491084 
+L 395.119591 259.642319 
+L 390.103518 258.798847 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 371.192274 267.874962 
+L 376.201369 269.225704 
+L 379.172641 265.371288 
+L 374.166192 264.02728 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 395.119591 259.642319 
+L 400.144866 260.180632 
+L 403.090192 256.334599 
+L 398.066635 255.803512 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 363.205416 270.189208 
+L 368.211727 271.732291 
+L 371.192274 267.874962 
+L 366.18883 266.338438 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 334.202046 274.310302 
+L 339.198162 276.316543 
+L 342.211157 272.456168 
+L 337.218425 270.455602 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 421.963082 244.793084 
+L 427.025568 244.143583 
+L 429.942103 240.315392 
+L 424.880033 240.97202 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 355.211141 272.348145 
+L 360.215349 274.04951 
+L 363.205416 270.189208 
+L 358.204255 268.494228 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 403.090192 256.334599 
+L 408.124977 256.518603 
+L 411.062423 252.675229 
+L 406.028958 252.498597 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 326.184428 276.105358 
+L 331.178925 278.173986 
+L 334.202046 274.310302 
+L 329.210998 272.247244 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 347.208843 274.381918 
+L 352.211349 276.211478 
+L 355.211141 272.348145 
+L 350.211827 270.524798 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 411.062423 252.675229 
+L 416.10959 252.46456 
+L 419.039607 248.623766 
+L 413.993319 248.841939 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 440.83824 231.562096 
+L 445.945301 229.959847 
+L 448.842973 226.145795 
+L 443.735336 227.755073 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 339.198162 276.316543 
+L 344.199154 278.248343 
+L 347.208843 274.381918 
+L 342.211157 272.456168 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 376.201369 269.225704 
+L 381.216663 270.354011 
+L 384.185545 266.492101 
+L 379.172641 265.371288 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 318.158327 277.856043 
+L 323.151088 279.9724 
+L 326.184428 276.105358 
+L 321.195163 273.994475 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 429.942103 240.315392 
+L 435.024555 239.204162 
+L 437.934653 235.378336 
+L 432.85212 236.496812 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 384.185545 266.492101 
+L 389.205769 267.350343 
+L 392.165972 263.491084 
+L 387.147827 262.640541 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 368.211727 271.732291 
+L 373.223478 273.090309 
+L 376.201369 269.225704 
+L 371.192274 267.874962 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 392.165972 263.491084 
+L 397.192968 264.037283 
+L 400.144866 260.180632 
+L 395.119591 259.642319 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 360.215349 274.04951 
+L 365.224538 275.599643 
+L 368.211727 271.732291 
+L 363.205416 270.189208 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 331.178925 278.173986 
+L 336.178435 280.186123 
+L 339.198162 276.316543 
+L 334.202046 274.310302 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 419.039607 248.623766 
+L 424.102498 247.981889 
+L 427.025568 244.143583 
+L 421.963082 244.793084 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 352.211349 276.211478 
+L 357.218618 277.919664 
+L 360.215349 274.04951 
+L 355.211141 272.348145 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 400.144866 260.180632 
+L 405.180968 260.372688 
+L 408.124977 256.518603 
+L 403.090192 256.334599 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 323.151088 279.9724 
+L 328.149045 282.046784 
+L 331.178925 278.173986 
+L 326.184428 276.105358 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 344.199154 278.248343 
+L 349.204867 280.084498 
+L 352.211349 276.211478 
+L 347.208843 274.381918 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 408.124977 256.518603 
+L 413.173018 256.316127 
+L 416.10959 252.46456 
+L 411.062423 252.675229 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 437.934653 235.378336 
+L 443.041121 233.783445 
+L 445.945301 229.959847 
+L 440.83824 231.562096 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 448.842973 226.145795 
+L 453.978744 224.048568 
+L 456.871017 220.23655 
+L 451.734159 222.34093 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 336.178435 280.186123 
+L 341.182748 282.1243 
+L 344.199154 278.248343 
+L 339.198162 276.316543 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 373.223478 273.090309 
+L 378.241176 274.226878 
+L 381.216663 270.354011 
+L 376.201369 269.225704 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 315.114694 281.726492 
+L 320.110961 283.848478 
+L 323.151088 279.9724 
+L 318.158327 277.856043 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 427.025568 244.143583 
+L 432.107924 243.040081 
+L 435.024555 239.204162 
+L 429.942103 240.315392 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 381.216663 270.354011 
+L 386.238976 271.220779 
+L 389.205769 267.350343 
+L 384.185545 266.492101 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 365.224538 275.599643 
+L 370.238962 276.965635 
+L 373.223478 273.090309 
+L 368.211727 271.732291 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 389.205769 267.350343 
+L 394.234492 267.905303 
+L 397.192968 264.037283 
+L 392.165972 263.491084 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 357.218618 277.919664 
+L 362.230703 279.477471 
+L 365.224538 275.599643 
+L 360.215349 274.04951 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 328.149045 282.046784 
+L 333.151963 284.065093 
+L 336.178435 280.186123 
+L 331.178925 278.173986 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 416.10959 252.46456 
+L 421.172876 251.830992 
+L 424.102498 247.981889 
+L 419.039607 248.623766 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 349.204867 280.084498 
+L 354.215214 281.800053 
+L 357.218618 277.919664 
+L 352.211349 276.211478 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 397.192968 264.037283 
+L 402.230391 264.2383 
+L 405.180968 260.372688 
+L 400.144866 260.180632 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 320.110961 283.848478 
+L 325.11239 285.928846 
+L 328.149045 282.046784 
+L 323.151088 279.9724 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 341.182748 282.1243 
+L 346.191686 283.967523 
+L 349.204867 280.084498 
+L 344.199154 278.248343 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 405.180968 260.372688 
+L 410.229881 260.179334 
+L 413.173018 256.316127 
+L 408.124977 256.518603 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 435.024555 239.204162 
+L 440.13041 237.61709 
+L 443.041121 233.783445 
+L 437.934653 235.378336 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 445.945301 229.959847 
+L 451.079963 227.870079 
+L 453.978744 224.048568 
+L 448.842973 226.145795 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 333.151963 284.065093 
+L 338.159614 286.010048 
+L 341.182748 282.1243 
+L 336.178435 280.186123 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 370.238962 276.965635 
+L 375.259083 278.111449 
+L 378.241176 274.226878 
+L 373.223478 273.090309 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 312.064244 285.605911 
+L 317.064029 287.733713 
+L 320.110961 283.848478 
+L 315.114694 281.726492 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 424.102498 247.981889 
+L 429.184744 246.886786 
+L 432.107924 243.040081 
+L 427.025568 244.143583 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 378.241176 274.226878 
+L 383.265594 275.103242 
+L 386.238976 271.220779 
+L 381.216663 270.354011 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 362.230703 279.477471 
+L 367.247821 280.852326 
+L 370.238962 276.965635 
+L 365.224538 275.599643 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 386.238976 271.220779 
+L 391.269438 271.785645 
+L 394.234492 267.905303 
+L 389.205769 267.350343 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 354.215214 281.800053 
+L 359.230219 283.366321 
+L 362.230703 279.477471 
+L 357.218618 277.919664 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 325.11239 285.928846 
+L 330.118732 287.953663 
+L 333.151963 284.065093 
+L 328.149045 282.046784 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 413.173018 256.316127 
+L 418.236691 255.691799 
+L 421.172876 251.830992 
+L 416.10959 252.46456 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 346.191686 283.967523 
+L 351.205135 285.691132 
+L 354.215214 281.800053 
+L 349.204867 280.084498 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 394.234492 267.905303 
+L 399.273241 268.116482 
+L 402.230391 264.2383 
+L 397.192968 264.037283 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 317.064029 287.733713 
+L 322.068944 289.820341 
+L 325.11239 285.928846 
+L 320.110961 283.848478 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 338.159614 286.010048 
+L 343.171799 287.860926 
+L 346.191686 283.967523 
+L 341.182748 282.1243 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 402.230391 264.2383 
+L 407.280174 264.055305 
+L 410.229881 260.179334 
+L 405.180968 260.372688 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 432.107924 243.040081 
+L 437.213148 241.461471 
+L 440.13041 237.61709 
+L 435.024555 239.204162 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 443.041121 233.783445 
+L 448.174652 231.70157 
+L 451.079963 227.870079 
+L 445.945301 229.959847 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 330.118732 287.953663 
+L 335.129742 289.905889 
+L 338.159614 286.010048 
+L 333.151963 284.065093 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 367.247821 280.852326 
+L 372.270393 282.008624 
+L 375.259083 278.111449 
+L 370.238962 276.965635 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 309.00696 289.494399 
+L 314.010276 291.62824 
+L 317.064029 287.733713 
+L 312.064244 285.605911 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 421.172876 251.830992 
+L 426.254998 250.745207 
+L 429.184744 246.886786 
+L 424.102498 247.981889 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 375.259083 278.111449 
+L 380.28563 278.998771 
+L 383.265594 275.103242 
+L 378.241176 274.226878 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 359.230219 283.366321 
+L 364.25006 284.751146 
+L 367.247821 280.852326 
+L 362.230703 279.477471 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 453.978744 224.048568 
+L 459.145721 221.465403 
+L 462.039606 217.645837 
+L 456.871017 220.23655 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 383.265594 275.103242 
+L 388.297814 275.679482 
+L 391.269438 271.785645 
+L 386.238976 271.220779 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 351.205135 285.691132 
+L 356.223089 287.266833 
+L 359.230219 283.366321 
+L 354.215214 281.800053 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 322.068944 289.820341 
+L 327.07873 291.852072 
+L 330.118732 287.953663 
+L 325.11239 285.928846 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 410.229881 260.179334 
+L 415.293934 259.5655 
+L 418.236691 255.691799 
+L 413.173018 256.316127 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 343.171799 287.860926 
+L 348.18838 289.593425 
+L 351.205135 285.691132 
+L 346.191686 283.967523 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 391.269438 271.785645 
+L 396.309526 272.008542 
+L 399.273241 268.116482 
+L 394.234492 267.905303 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 314.010276 291.62824 
+L 319.018696 293.721457 
+L 322.068944 289.820341 
+L 317.064029 287.733713 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 335.129742 289.905889 
+L 340.145203 291.765126 
+L 343.171799 287.860926 
+L 338.159614 286.010048 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 399.273241 268.116482 
+L 404.323902 267.945466 
+L 407.280174 264.055305 
+L 402.230391 264.2383 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 429.184744 246.886786 
+L 434.289317 245.317529 
+L 437.213148 241.461471 
+L 432.107924 243.040081 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 440.13041 237.61709 
+L 445.262787 235.543716 
+L 448.174652 231.70157 
+L 443.041121 233.783445 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 327.07873 291.852072 
+L 332.093127 293.812155 
+L 335.129742 289.905889 
+L 330.118732 287.953663 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 364.25006 284.751146 
+L 369.275119 285.919462 
+L 372.270393 282.008624 
+L 367.247821 280.852326 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 305.942822 293.39206 
+L 310.949686 295.532203 
+L 314.010276 291.62824 
+L 309.00696 289.494399 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 418.236691 255.691799 
+L 423.318675 254.616577 
+L 426.254998 250.745207 
+L 421.172876 251.830992 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 372.270393 282.008624 
+L 377.299101 282.908608 
+L 380.28563 278.998771 
+L 375.259083 278.111449 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 356.223089 287.266833 
+L 361.245691 288.662983 
+L 364.25006 284.751146 
+L 359.230219 283.366321 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 451.079963 227.870079 
+L 456.245303 225.294865 
+L 459.145721 221.465403 
+L 453.978744 224.048568 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 380.28563 278.998771 
+L 385.319636 279.588242 
+L 388.297814 275.679482 
+L 383.265594 275.103242 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 348.18838 289.593425 
+L 353.209322 291.179735 
+L 356.223089 287.266833 
+L 351.205135 285.691132 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 319.018696 293.721457 
+L 324.03195 295.760579 
+L 327.07873 291.852072 
+L 322.068944 289.820341 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 407.280174 264.055305 
+L 412.344606 263.453618 
+L 415.293934 259.5655 
+L 410.229881 260.179334 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 388.297814 275.679482 
+L 393.339262 275.916083 
+L 396.309526 272.008542 
+L 391.269438 271.785645 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 340.145203 291.765126 
+L 345.164954 293.507519 
+L 348.18838 289.593425 
+L 343.171799 287.860926 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 310.949686 295.532203 
+L 315.961632 297.632393 
+L 319.018696 293.721457 
+L 314.010276 291.62824 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 332.093127 293.812155 
+L 337.111899 295.680592 
+L 340.145203 291.765126 
+L 335.129742 289.905889 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 396.309526 272.008542 
+L 401.361077 271.851589 
+L 404.323902 267.945466 
+L 399.273241 268.116482 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 426.254998 250.745207 
+L 431.358901 249.186518 
+L 434.289317 245.317529 
+L 429.184744 246.886786 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 437.213148 241.461471 
+L 442.344346 239.397447 
+L 445.262787 235.543716 
+L 440.13041 237.61709 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 324.03195 295.760579 
+L 329.049765 297.729209 
+L 332.093127 293.812155 
+L 327.07873 291.852072 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 361.245691 288.662983 
+L 366.273286 289.845185 
+L 369.275119 285.919462 
+L 364.25006 284.751146 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 302.871815 297.29901 
+L 307.882244 299.445758 
+L 310.949686 295.532203 
+L 305.942822 293.39206 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 415.293934 259.5655 
+L 420.375771 258.502498 
+L 423.318675 254.616577 
+L 418.236691 255.691799 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 369.275119 285.919462 
+L 374.306035 286.834201 
+L 377.299101 282.908608 
+L 372.270393 282.008624 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 353.209322 291.179735 
+L 358.234736 292.588845 
+L 361.245691 288.662983 
+L 356.223089 287.266833 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 448.174652 231.70157 
+L 453.338328 229.134872 
+L 456.245303 225.294865 
+L 451.079963 227.870079 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 377.299101 282.908608 
+L 382.334933 283.513613 
+L 385.319636 279.588242 
+L 380.28563 278.998771 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 345.164954 293.507519 
+L 350.188933 295.105842 
+L 353.209322 291.179735 
+L 348.18838 289.593425 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 315.961632 297.632393 
+L 320.978383 299.679464 
+L 324.03195 295.760579 
+L 319.018696 293.721457 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 404.323902 267.945466 
+L 409.388715 267.358075 
+L 412.344606 263.453618 
+L 407.280174 264.055305 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 385.319636 279.588242 
+L 390.362477 279.841036 
+L 393.339262 275.916083 
+L 388.297814 275.679482 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 337.111899 295.680592 
+L 342.134866 297.434061 
+L 345.164954 293.507519 
+L 340.145203 291.765126 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 459.145721 221.465403 
+L 464.346746 218.412543 
+L 467.242746 214.584987 
+L 462.039606 217.645837 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 307.882244 299.445758 
+L 312.897742 301.553362 
+L 315.961632 297.632393 
+L 310.949686 295.532203 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 329.049765 297.729209 
+L 334.071892 299.607824 
+L 337.111899 295.680592 
+L 332.093127 293.812155 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 393.339262 275.916083 
+L 398.391726 275.775833 
+L 401.361077 271.851589 
+L 396.309526 272.008542 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 423.318675 254.616577 
+L 428.421889 253.070091 
+L 431.358901 249.186518 
+L 426.254998 250.745207 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 434.289317 245.317529 
+L 439.41931 243.26402 
+L 442.344346 239.397447 
+L 437.213148 241.461471 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 320.978383 299.679464 
+L 325.999656 301.657434 
+L 329.049765 297.729209 
+L 324.03195 295.760579 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 358.234736 292.588845 
+L 363.264929 293.787158 
+L 366.273286 289.845185 
+L 361.245691 288.662983 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 366.273286 289.845185 
+L 371.30647 290.777201 
+L 374.306035 286.834201 
+L 369.275119 285.919462 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 412.344606 263.453618 
+L 417.426288 262.405014 
+L 420.375771 258.502498 
+L 415.293934 259.5655 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 299.79392 301.215364 
+L 304.807937 303.369061 
+L 307.882244 299.445758 
+L 302.871815 297.29901 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 350.188933 295.105842 
+L 355.21722 296.529839 
+L 358.234736 292.588845 
+L 353.209322 291.179735 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 445.262787 235.543716 
+L 450.424769 232.986327 
+L 453.338328 229.134872 
+L 448.174652 231.70157 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 374.306035 286.834201 
+L 379.343748 287.457546 
+L 382.334933 283.513613 
+L 377.299101 282.908608 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 342.134866 297.434061 
+L 347.161942 299.046033 
+L 350.188933 295.105842 
+L 345.164954 293.507519 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 312.897742 301.553362 
+L 317.918024 303.609014 
+L 320.978383 299.679464 
+L 315.961632 297.632393 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 401.361077 271.851589 
+L 406.426284 271.281242 
+L 409.388715 267.358075 
+L 404.323902 267.945466 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 382.334933 283.513613 
+L 387.379214 283.785661 
+L 390.362477 279.841036 
+L 385.319636 279.588242 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 334.071892 299.607824 
+L 339.098131 301.373733 
+L 342.134866 297.434061 
+L 337.111899 295.680592 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 456.245303 225.294865 
+L 461.444183 222.250512 
+L 464.346746 218.412543 
+L 459.145721 221.465403 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 304.807937 303.369061 
+L 309.827016 305.484575 
+L 312.897742 301.553362 
+L 307.882244 299.445758 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 325.999656 301.657434 
+L 331.025188 303.547343 
+L 334.071892 299.607824 
+L 329.049765 297.729209 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 390.362477 279.841036 
+L 395.41589 279.720768 
+L 398.391726 275.775833 
+L 393.339262 275.916083 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 420.375771 258.502498 
+L 425.478279 256.970379 
+L 428.421889 253.070091 
+L 423.318675 254.616577 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 431.358901 249.186518 
+L 436.487662 247.145106 
+L 439.41931 243.26402 
+L 434.289317 245.317529 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 317.918024 303.609014 
+L 322.9428 305.597221 
+L 325.999656 301.657434 
+L 320.978383 299.679464 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 355.21722 296.529839 
+L 360.25009 297.746867 
+L 363.264929 293.787158 
+L 358.234736 292.588845 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 363.264929 293.787158 
+L 368.300457 294.739435 
+L 371.30647 290.777201 
+L 366.273286 289.845185 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 409.388715 267.358075 
+L 414.470243 266.326677 
+L 417.426288 262.405014 
+L 412.344606 263.453618 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 296.709122 305.141243 
+L 301.726751 307.302271 
+L 304.807937 303.369061 
+L 299.79392 301.215364 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 347.161942 299.046033 
+L 352.19318 300.487148 
+L 355.21722 296.529839 
+L 350.188933 295.105842 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 442.344346 239.397447 
+L 447.504603 236.850467 
+L 450.424769 232.986327 
+L 445.262787 235.543716 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 371.30647 290.777201 
+L 376.346136 291.42224 
+L 379.343748 287.457546 
+L 374.306035 286.834201 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 339.098131 301.373733 
+L 344.128377 303.001229 
+L 347.161942 299.046033 
+L 342.134866 297.434061 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 309.827016 305.484575 
+L 314.850868 307.549514 
+L 317.918024 303.609014 
+L 312.897742 301.553362 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 398.391726 275.775833 
+L 403.457349 275.225979 
+L 406.426284 271.281242 
+L 401.361077 271.851589 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 379.343748 287.457546 
+L 384.389532 287.752547 
+L 387.379214 283.785661 
+L 382.334933 283.513613 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 331.025188 303.547343 
+L 336.054767 305.327237 
+L 339.098131 301.373733 
+L 334.071892 299.607824 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 453.338328 229.134872 
+L 458.535029 226.099756 
+L 461.444183 222.250512 
+L 456.245303 225.294865 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 301.726751 307.302271 
+L 306.749445 309.42624 
+L 309.827016 305.484575 
+L 304.807937 303.369061 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 322.9428 305.597221 
+L 327.971798 307.499672 
+L 331.025188 303.547343 
+L 325.999656 301.657434 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 387.379214 283.785661 
+L 392.433627 283.689378 
+L 395.41589 279.720768 
+L 390.362477 279.841036 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 417.426288 262.405014 
+L 422.528077 260.890078 
+L 425.478279 256.970379 
+L 420.375771 258.502498 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 428.421889 253.070091 
+L 433.549392 251.042887 
+L 436.487662 247.145106 
+L 431.358901 249.186518 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 314.850868 307.549514 
+L 319.8792 309.548947 
+L 322.9428 305.597221 
+L 317.918024 303.609014 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 352.19318 300.487148 
+L 357.228824 301.725876 
+L 360.25009 297.746867 
+L 355.21722 296.529839 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 464.346746 218.412543 
+L 469.584266 214.921366 
+L 472.482846 211.085334 
+L 467.242746 214.584987 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 360.25009 297.746867 
+L 365.28806 298.722863 
+L 368.300457 294.739435 
+L 363.264929 293.787158 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 406.426284 271.281242 
+L 411.507665 270.270608 
+L 414.470243 266.326677 
+L 409.388715 267.358075 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 293.617405 309.076761 
+L 298.638674 311.245534 
+L 301.726751 307.302271 
+L 296.709122 305.141243 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 344.128377 303.001229 
+L 349.16266 304.461988 
+L 352.19318 300.487148 
+L 347.161942 299.046033 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 439.41931 243.26402 
+L 444.577807 240.728952 
+L 447.504603 236.850467 
+L 442.344346 239.397447 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 368.300457 294.739435 
+L 373.342169 295.410096 
+L 376.346136 291.42224 
+L 371.30647 290.777201 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 336.054767 305.327237 
+L 341.08827 306.972355 
+L 344.128377 303.001229 
+L 339.098131 301.373733 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 306.749445 309.42624 
+L 311.776913 311.501237 
+L 314.850868 307.549514 
+L 309.827016 305.484575 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 395.41589 279.720768 
+L 400.481967 279.195657 
+L 403.457349 275.225979 
+L 398.391726 275.775833 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 376.346136 291.42224 
+L 381.393508 291.744573 
+L 384.389532 287.752547 
+L 379.343748 287.457546 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 327.971798 307.499672 
+L 333.004795 309.295259 
+L 336.054767 305.327237 
+L 331.025188 303.547343 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 450.424769 232.986327 
+L 455.619254 229.961468 
+L 458.535029 226.099756 
+L 453.338328 229.134872 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 298.638674 311.245534 
+L 303.665019 313.378548 
+L 306.749445 309.42624 
+L 301.726751 307.302271 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 319.8792 309.548947 
+L 324.911733 311.465304 
+L 327.971798 307.499672 
+L 322.9428 305.597221 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 384.389532 287.752547 
+L 389.445019 287.685038 
+L 392.433627 283.689378 
+L 387.379214 283.785661 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 414.470243 266.326677 
+L 419.571304 264.83253 
+L 422.528077 260.890078 
+L 417.426288 262.405014 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 425.478279 256.970379 
+L 430.604497 254.960159 
+L 433.549392 251.042887 
+L 428.421889 253.070091 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 349.16266 304.461988 
+L 354.201193 305.725764 
+L 357.228824 301.725876 
+L 352.19318 300.487148 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 311.776913 311.501237 
+L 316.808859 313.512963 
+L 319.8792 309.548947 
+L 314.850868 307.549514 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 357.228824 301.725876 
+L 362.269354 302.729513 
+L 365.28806 298.722863 
+L 360.25009 297.746867 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 403.457349 275.225979 
+L 408.538603 274.24054 
+L 411.507665 270.270608 
+L 406.426284 271.281242 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 461.444183 222.250512 
+L 466.679086 218.768471 
+L 469.584266 214.921366 
+L 464.346746 218.412543 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 290.518752 313.022024 
+L 295.543692 315.198984 
+L 298.638674 311.245534 
+L 293.617405 309.076761 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 341.08827 306.972355 
+L 346.125706 308.455559 
+L 349.16266 304.461988 
+L 344.128377 303.001229 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 365.28806 298.722863 
+L 370.331934 299.423653 
+L 373.342169 295.410096 
+L 368.300457 294.739435 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 436.487662 247.145106 
+L 441.644363 244.623974 
+L 444.577807 240.728952 
+L 439.41931 243.26402 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 333.004795 309.295259 
+L 338.041656 310.960295 
+L 341.08827 306.972355 
+L 336.054767 305.327237 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 392.433627 283.689378 
+L 397.500215 283.194148 
+L 400.481967 279.195657 
+L 395.41589 279.720768 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 303.665019 313.378548 
+L 308.696153 315.464421 
+L 311.776913 311.501237 
+L 306.749445 309.42624 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 373.342169 295.410096 
+L 378.39124 295.764841 
+L 381.393508 291.744573 
+L 376.346136 291.42224 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 324.911733 311.465304 
+L 329.948239 313.278431 
+L 333.004795 309.295259 
+L 327.971798 307.499672 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 447.504603 236.850467 
+L 452.696833 233.837267 
+L 455.619254 229.961468 
+L 450.424769 232.986327 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 295.543692 315.198984 
+L 300.57373 317.341659 
+L 303.665019 313.378548 
+L 298.638674 311.245534 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 316.808859 313.512963 
+L 321.845006 315.444682 
+L 324.911733 311.465304 
+L 319.8792 309.548947 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 381.393508 291.744573 
+L 386.450167 291.711454 
+L 389.445019 287.685038 
+L 384.389532 287.752547 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 411.507665 270.270608 
+L 416.608001 268.801782 
+L 419.571304 264.83253 
+L 414.470243 266.326677 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 422.528077 260.890078 
+L 427.652987 258.900428 
+L 430.604497 254.960159 
+L 425.478279 256.970379 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 346.125706 308.455559 
+L 351.167266 309.748053 
+L 354.201193 305.725764 
+L 349.16266 304.461988 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 354.201193 305.725764 
+L 359.244426 306.761397 
+L 362.269354 302.729513 
+L 357.228824 301.725876 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 308.696153 315.464421 
+L 313.731781 317.489566 
+L 316.808859 313.512963 
+L 311.776913 311.501237 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 400.481967 279.195657 
+L 405.563131 278.240823 
+L 408.538603 274.24054 
+L 403.457349 275.225979 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 458.535029 226.099756 
+L 463.767274 222.62778 
+L 466.679086 218.768471 
+L 461.444183 222.250512 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 338.041656 310.960295 
+L 343.082373 312.468977 
+L 346.125706 308.455559 
+L 341.08827 306.972355 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 287.413147 316.977125 
+L 292.441791 319.162728 
+L 295.543692 315.198984 
+L 290.518752 313.022024 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 362.269354 302.729513 
+L 367.315535 303.465497 
+L 370.331934 299.423653 
+L 365.28806 298.722863 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 433.549392 251.042887 
+L 438.704259 248.538377 
+L 441.644363 244.623974 
+L 436.487662 247.145106 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 329.948239 313.278431 
+L 334.988572 314.965842 
+L 338.041656 310.960295 
+L 333.004795 309.295259 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 389.445019 287.685038 
+L 394.512197 287.225783 
+L 397.500215 283.194148 
+L 392.433627 283.689378 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 300.57373 317.341659 
+L 305.608584 319.43926 
+L 308.696153 315.464421 
+L 303.665019 313.378548 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 370.331934 299.423653 
+L 375.382842 299.816586 
+L 378.39124 295.764841 
+L 373.342169 295.410096 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 321.845006 315.444682 
+L 326.88512 317.277297 
+L 329.948239 313.278431 
+L 324.911733 311.465304 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 444.577807 240.728952 
+L 449.767736 237.729317 
+L 452.696833 233.837267 
+L 447.504603 236.850467 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 313.731781 317.489566 
+L 318.771626 319.438159 
+L 321.845006 315.444682 
+L 316.808859 313.512963 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 292.441791 319.162728 
+L 297.475567 321.315697 
+L 300.57373 317.341659 
+L 295.543692 315.198984 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 469.584266 214.921366 
+L 474.860173 211.038553 
+L 477.761745 207.19351 
+L 472.482846 211.085334 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 378.39124 295.764841 
+L 383.449197 295.77257 
+L 386.450167 291.711454 
+L 381.393508 291.744573 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 408.538603 274.24054 
+L 413.638229 272.802626 
+L 416.608001 268.801782 
+L 411.507665 270.270608 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 419.571304 264.83253 
+L 424.694888 262.868001 
+L 427.652987 258.900428 
+L 422.528077 260.890078 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 343.082373 312.468977 
+L 348.127117 313.79412 
+L 351.167266 309.748053 
+L 346.125706 308.455559 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 351.167266 309.748053 
+L 356.213369 310.820405 
+L 359.244426 306.761397 
+L 354.201193 305.725764 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 397.500215 283.194148 
+L 402.581348 282.276404 
+L 405.563131 278.240823 
+L 400.481967 279.195657 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482979; fill-opacity: 0.5"/>
+    <path d="M 305.608584 319.43926 
+L 310.647965 321.478976 
+L 313.731781 317.489566 
+L 308.696153 315.464421 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 455.619254 229.961468 
+L 460.848796 226.500842 
+L 463.767274 222.62778 
+L 458.535029 226.099756 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 334.988572 314.965842 
+L 340.032713 316.503206 
+L 343.082373 312.468977 
+L 338.041656 310.960295 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 284.300572 320.942135 
+L 289.332955 323.136842 
+L 292.441791 319.162728 
+L 287.413147 316.977125 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 359.244426 306.761397 
+L 364.293084 307.538136 
+L 367.315535 303.465497 
+L 362.269354 302.729513 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 430.604497 254.960159 
+L 435.757491 252.475771 
+L 438.704259 248.538377 
+L 433.549392 251.042887 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 326.88512 317.277297 
+L 331.929052 318.989641 
+L 334.988572 314.965842 
+L 329.948239 313.278431 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 386.450167 291.711454 
+L 391.518044 291.295255 
+L 394.512197 287.225783 
+L 389.445019 287.685038 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 367.315535 303.465497 
+L 372.368447 303.903035 
+L 375.382842 299.816586 
+L 370.331934 299.423653 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 297.475567 321.315697 
+L 302.514199 323.425886 
+L 305.608584 319.43926 
+L 300.57373 317.341659 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 318.771626 319.438159 
+L 323.815459 321.292263 
+L 326.88512 317.277297 
+L 321.845006 315.444682 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 441.644363 244.623974 
+L 446.831943 241.640454 
+L 449.767736 237.729317 
+L 444.577807 240.728952 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 310.647965 321.478976 
+L 315.691602 323.445976 
+L 318.771626 319.438159 
+L 313.731781 317.489566 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 375.382842 299.816586 
+L 380.442255 299.872424 
+L 383.449197 295.77257 
+L 378.39124 295.764841 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 289.332955 323.136842 
+L 294.370515 325.300732 
+L 297.475567 321.315697 
+L 292.441791 319.162728 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 466.679086 218.768471 
+L 471.951956 214.895499 
+L 474.860173 211.038553 
+L 469.584266 214.921366 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 405.563131 278.240823 
+L 410.662078 276.840595 
+L 413.638229 272.802626 
+L 408.538603 274.24054 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 416.608001 268.801782 
+L 421.730249 266.868046 
+L 424.694888 262.868001 
+L 419.571304 264.83253 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443a83; fill-opacity: 0.5"/>
+    <path d="M 340.032713 316.503206 
+L 345.080817 317.8651 
+L 348.127117 313.79412 
+L 343.082373 312.468977 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 348.127117 313.79412 
+L 353.176279 314.908188 
+L 356.213369 310.820405 
+L 351.167266 309.748053 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 394.512197 287.225783 
+L 399.593383 286.352747 
+L 402.581348 282.276404 
+L 397.500215 283.194148 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482979; fill-opacity: 0.5"/>
+    <path d="M 302.514199 323.425886 
+L 307.557408 325.481319 
+L 310.647965 321.478976 
+L 305.608584 319.43926 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 331.929052 318.989641 
+L 336.976777 320.558984 
+L 340.032713 316.503206 
+L 334.988572 314.965842 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 452.696833 233.837267 
+L 457.923619 230.389755 
+L 460.848796 226.500842 
+L 455.619254 229.961468 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 356.213369 310.820405 
+L 361.264702 311.643863 
+L 364.293084 307.538136 
+L 359.244426 306.761397 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 281.181008 324.917101 
+L 286.217167 327.121362 
+L 289.332955 323.136842 
+L 284.300572 320.942135 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 427.652987 258.900428 
+L 432.80407 256.440648 
+L 435.757491 252.475771 
+L 430.604497 254.960159 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 323.815459 321.292263 
+L 328.863129 323.032132 
+L 331.929052 318.989641 
+L 326.88512 317.277297 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 383.449197 295.77257 
+L 388.517913 295.407483 
+L 391.518044 291.295255 
+L 386.450167 291.711454 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482173; fill-opacity: 0.5"/>
+    <path d="M 364.293084 307.538136 
+L 369.348201 308.027251 
+L 372.368447 303.903035 
+L 367.315535 303.465497 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 294.370515 325.300732 
+L 299.412987 327.424349 
+L 302.514199 323.425886 
+L 297.475567 321.315697 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 315.691602 323.445976 
+L 320.739271 325.323561 
+L 323.815459 321.292263 
+L 318.771626 319.438159 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 438.704259 248.538377 
+L 443.889437 245.574328 
+L 446.831943 241.640454 
+L 441.644363 244.623974 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 372.368447 303.903035 
+L 377.42951 304.014969 
+L 380.442255 299.872424 
+L 375.382842 299.816586 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 307.557408 325.481319 
+L 312.604934 327.468224 
+L 315.691602 323.445976 
+L 310.647965 321.478976 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 286.217167 327.121362 
+L 291.258559 329.296776 
+L 294.370515 325.300732 
+L 289.332955 323.136842 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 463.767274 222.62778 
+L 469.037058 218.765808 
+L 471.951956 214.895499 
+L 466.679086 218.768471 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 402.581348 282.276404 
+L 407.679669 280.921901 
+L 410.662078 276.840595 
+L 405.563131 278.240823 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 413.638229 272.802626 
+L 418.759144 270.906622 
+L 421.730249 266.868046 
+L 416.608001 268.801782 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443a83; fill-opacity: 0.5"/>
+    <path d="M 391.518044 291.295255 
+L 396.599397 290.475693 
+L 399.593383 286.352747 
+L 394.512197 287.225783 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482979; fill-opacity: 0.5"/>
+    <path d="M 345.080817 317.8651 
+L 350.133252 319.026032 
+L 353.176279 314.908188 
+L 348.127117 313.79412 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 336.976777 320.558984 
+L 342.028434 321.961789 
+L 345.080817 317.8651 
+L 340.032713 316.503206 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 299.412987 327.424349 
+L 304.460103 329.496601 
+L 307.557408 325.481319 
+L 302.514199 323.425886 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 328.863129 323.032132 
+L 333.914607 324.636743 
+L 336.976777 320.558984 
+L 331.929052 318.989641 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 353.176279 314.908188 
+L 358.230515 315.784597 
+L 361.264702 311.643863 
+L 356.213369 310.820405 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 449.767736 237.729317 
+L 454.99171 234.297297 
+L 457.923619 230.389755 
+L 452.696833 233.837267 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 278.054435 328.902042 
+L 283.094407 331.11628 
+L 286.217167 327.121362 
+L 281.181008 324.917101 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 424.694888 262.868001 
+L 429.844028 260.438475 
+L 432.80407 256.440648 
+L 427.652987 258.900428 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 380.442255 299.872424 
+L 385.511989 299.567417 
+L 388.517913 295.407483 
+L 383.449197 295.77257 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482173; fill-opacity: 0.5"/>
+    <path d="M 320.739271 325.323561 
+L 325.790825 327.093499 
+L 328.863129 323.032132 
+L 323.815459 321.292263 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 361.264702 311.643863 
+L 366.322258 312.19194 
+L 369.348201 308.027251 
+L 364.293084 307.538136 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 291.258559 329.296776 
+L 296.304932 331.434612 
+L 299.412987 327.424349 
+L 294.370515 325.300732 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 312.604934 327.468224 
+L 317.656561 329.371212 
+L 320.739271 325.323561 
+L 315.691602 323.445976 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 474.860173 211.038553 
+L 480.175657 206.825419 
+L 483.080565 202.970783 
+L 477.761745 207.19351 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d708e; fill-opacity: 0.5"/>
+    <path d="M 435.757491 252.475771 
+L 440.940211 249.535533 
+L 443.889437 245.574328 
+L 438.704259 248.538377 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 369.348201 308.027251 
+L 374.411144 308.203854 
+L 377.42951 304.014969 
+L 372.368447 303.903035 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 304.460103 329.496601 
+L 309.511617 331.504828 
+L 312.604934 327.468224 
+L 307.557408 325.481319 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 283.094407 331.11628 
+L 288.139678 333.303773 
+L 291.258559 329.296776 
+L 286.217167 327.121362 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 460.848796 226.500842 
+L 466.115439 222.651473 
+L 469.037058 218.765808 
+L 463.767274 222.62778 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 399.593383 286.352747 
+L 404.691162 285.053323 
+L 407.679669 280.921901 
+L 402.581348 282.276404 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46307e; fill-opacity: 0.5"/>
+    <path d="M 410.662078 276.840595 
+L 415.781681 274.990649 
+L 418.759144 270.906622 
+L 413.638229 272.802626 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443a83; fill-opacity: 0.5"/>
+    <path d="M 388.517913 295.407483 
+L 393.599585 294.651267 
+L 396.599397 290.475693 
+L 391.518044 291.295255 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482979; fill-opacity: 0.5"/>
+    <path d="M 342.028434 321.961789 
+L 347.084374 323.174732 
+L 350.133252 319.026032 
+L 345.080817 317.8651 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 333.914607 324.636743 
+L 338.970026 326.08455 
+L 342.028434 321.961789 
+L 336.976777 320.558984 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 350.133252 319.026032 
+L 355.190643 319.961722 
+L 358.230515 315.784597 
+L 353.176279 314.908188 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 325.790825 327.093499 
+L 330.846237 328.736553 
+L 333.914607 324.636743 
+L 328.863129 323.032132 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 296.304932 331.434612 
+L 301.356035 333.524703 
+L 304.460103 329.496601 
+L 299.412987 327.424349 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 446.831943 241.640454 
+L 452.05304 238.227084 
+L 454.99171 234.297297 
+L 449.767736 237.729317 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 421.730249 266.868046 
+L 426.877419 264.475753 
+L 429.844028 260.438475 
+L 424.694888 262.868001 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414487; fill-opacity: 0.5"/>
+    <path d="M 274.92083 332.896941 
+L 279.964651 335.121537 
+L 283.094407 331.11628 
+L 278.054435 328.902042 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 377.42951 304.014969 
+L 382.500477 303.779793 
+L 385.511989 299.567417 
+L 380.442255 299.872424 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482173; fill-opacity: 0.5"/>
+    <path d="M 317.656561 329.371212 
+L 322.712152 331.173622 
+L 325.790825 327.093499 
+L 320.739271 325.323561 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 358.230515 315.784597 
+L 363.290774 316.399254 
+L 366.322258 312.19194 
+L 361.264702 311.643863 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 288.139678 333.303773 
+L 293.190014 335.456543 
+L 296.304932 331.434612 
+L 291.258559 329.296776 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 309.511617 331.504828 
+L 314.567327 333.434995 
+L 317.656561 329.371212 
+L 312.604934 327.468224 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 432.80407 256.440648 
+L 437.984276 253.52974 
+L 440.940211 249.535533 
+L 435.757491 252.475771 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 471.951956 214.895499 
+L 477.264053 210.692986 
+L 480.175657 206.825419 
+L 474.860173 211.038553 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d708e; fill-opacity: 0.5"/>
+    <path d="M 366.322258 312.19194 
+L 371.387348 312.442184 
+L 374.411144 308.203854 
+L 369.348201 308.027251 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 301.356035 333.524703 
+L 306.411637 335.555529 
+L 309.511617 331.504828 
+L 304.460103 329.496601 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 396.599397 290.475693 
+L 401.696752 289.242006 
+L 404.691162 285.053323 
+L 399.593383 286.352747 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46307e; fill-opacity: 0.5"/>
+    <path d="M 279.964651 335.121537 
+L 285.013848 337.321597 
+L 288.139678 333.303773 
+L 283.094407 331.11628 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 457.923619 230.389755 
+L 463.187055 226.555165 
+L 466.115439 222.651473 
+L 460.848796 226.500842 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 385.511989 299.567417 
+L 390.594171 298.885416 
+L 393.599585 294.651267 
+L 388.517913 295.407483 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 407.679669 280.921901 
+L 412.798007 279.127806 
+L 415.781681 274.990649 
+L 410.662078 276.840595 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443a83; fill-opacity: 0.5"/>
+    <path d="M 338.970026 326.08455 
+L 344.029718 327.354479 
+L 347.084374 323.174732 
+L 342.028434 321.961789 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 330.846237 328.736553 
+L 335.905633 330.233237 
+L 338.970026 326.08455 
+L 333.914607 324.636743 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 347.084374 323.174732 
+L 352.145193 324.175937 
+L 355.190643 319.961722 
+L 350.133252 319.026032 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 322.712152 331.173622 
+L 327.771681 332.858063 
+L 330.846237 328.736553 
+L 325.790825 327.093499 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 293.190014 335.456543 
+L 298.24518 337.565365 
+L 301.356035 333.524703 
+L 296.304932 331.434612 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 374.411144 308.203854 
+L 379.483602 308.048855 
+L 382.500477 303.779793 
+L 377.42951 304.014969 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 443.889437 245.574328 
+L 449.107584 242.183731 
+L 452.05304 238.227084 
+L 446.831943 241.640454 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 418.759144 270.906622 
+L 423.90433 268.560023 
+L 426.877419 264.475753 
+L 421.730249 266.868046 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414487; fill-opacity: 0.5"/>
+    <path d="M 271.780168 336.901749 
+L 276.827872 339.137027 
+L 279.964651 335.121537 
+L 274.92083 332.896941 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 355.190643 319.961722 
+L 360.253896 320.650591 
+L 363.290774 316.399254 
+L 358.230515 315.784597 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 314.567327 333.434995 
+L 319.627106 335.272054 
+L 322.712152 331.173622 
+L 317.656561 329.371212 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 285.013848 337.321597 
+L 290.068205 339.489907 
+L 293.190014 335.456543 
+L 288.139678 333.303773 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 306.411637 335.555529 
+L 311.471552 337.514437 
+L 314.567327 333.434995 
+L 309.511617 331.504828 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 363.290774 316.399254 
+L 368.358311 316.73227 
+L 371.387348 312.442184 
+L 366.322258 312.19194 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 429.844028 260.438475 
+L 435.021664 257.563783 
+L 437.984276 253.52974 
+L 432.80407 256.440648 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 469.037058 218.765808 
+L 474.345708 214.575344 
+L 477.264053 210.692986 
+L 471.951956 214.895499 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d708e; fill-opacity: 0.5"/>
+    <path d="M 393.599585 294.651267 
+L 398.696672 293.495193 
+L 401.696752 289.242006 
+L 396.599397 290.475693 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46307e; fill-opacity: 0.5"/>
+    <path d="M 298.24518 337.565365 
+L 303.304966 339.619878 
+L 306.411637 335.555529 
+L 301.356035 333.524703 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 382.500477 303.779793 
+L 387.583407 303.183693 
+L 390.594171 298.885416 
+L 385.511989 299.567417 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 276.827872 339.137027 
+L 281.881039 341.350054 
+L 285.013848 337.321597 
+L 279.964651 335.121537 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 454.99171 234.297297 
+L 460.251865 230.480405 
+L 463.187055 226.555165 
+L 457.923619 230.389755 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 404.691162 285.053323 
+L 409.808309 283.326362 
+L 412.798007 279.127806 
+L 407.679669 280.921901 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443983; fill-opacity: 0.5"/>
+    <path d="M 335.905633 330.233237 
+L 340.969333 331.564775 
+L 344.029718 327.354479 
+L 338.970026 326.08455 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 327.771681 332.858063 
+L 332.835275 334.407139 
+L 335.905633 330.233237 
+L 330.846237 328.736553 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 344.029718 327.354479 
+L 349.094253 328.427118 
+L 352.145193 324.175937 
+L 347.084374 323.174732 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 319.627106 335.272054 
+L 324.690937 337.000477 
+L 327.771681 332.858063 
+L 322.712152 331.173622 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 371.387348 312.442184 
+L 376.461595 312.37805 
+L 379.483602 308.048855 
+L 374.411144 308.203854 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 290.068205 339.489907 
+L 295.127508 341.618192 
+L 298.24518 337.565365 
+L 293.190014 335.456543 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 415.781681 274.990649 
+L 420.924886 272.699799 
+L 423.90433 268.560023 
+L 418.759144 270.906622 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414487; fill-opacity: 0.5"/>
+    <path d="M 352.145193 324.175937 
+L 357.211756 324.946404 
+L 360.253896 320.650591 
+L 355.190643 319.961722 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 440.940211 249.535533 
+L 446.155332 246.173002 
+L 449.107584 242.183731 
+L 443.889437 245.574328 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 268.63242 340.916384 
+L 273.684039 343.162598 
+L 276.827872 339.137027 
+L 271.780168 336.901749 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 311.471552 337.514437 
+L 316.535668 339.388004 
+L 319.627106 335.272054 
+L 314.567327 333.434995 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 360.253896 320.650591 
+L 365.324213 321.07538 
+L 368.358311 316.73227 
+L 363.290774 316.399254 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 281.881039 341.350054 
+L 286.939471 343.534378 
+L 290.068205 339.489907 
+L 285.013848 337.321597 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 303.304966 339.619878 
+L 308.369203 341.608812 
+L 311.471552 337.514437 
+L 306.411637 335.555529 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 480.175657 206.825419 
+L 485.531092 202.356375 
+L 488.439597 198.491516 
+L 483.080565 202.970783 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 426.877419 264.475753 
+L 432.052435 261.645712 
+L 435.021664 257.563783 
+L 429.844028 260.438475 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4e8a; fill-opacity: 0.5"/>
+    <path d="M 466.115439 222.651473 
+L 471.420571 218.475018 
+L 474.345708 214.575344 
+L 469.037058 218.765808 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 390.594171 298.885416 
+L 395.691194 297.819888 
+L 398.696672 293.495193 
+L 393.599585 294.651267 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472f7d; fill-opacity: 0.5"/>
+    <path d="M 379.483602 308.048855 
+L 384.567561 307.5509 
+L 387.583407 303.183693 
+L 382.500477 303.779793 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 401.696752 289.242006 
+L 406.81282 287.594901 
+L 409.808309 283.326362 
+L 404.691162 285.053323 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443983; fill-opacity: 0.5"/>
+    <path d="M 295.127508 341.618192 
+L 300.191566 343.697245 
+L 303.304966 339.619878 
+L 298.24518 337.565365 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 332.835275 334.407139 
+L 337.903241 335.804372 
+L 340.969333 331.564775 
+L 335.905633 330.233237 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 452.05304 238.227084 
+L 457.309828 234.431735 
+L 460.251865 230.480405 
+L 454.99171 234.297297 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 273.684039 343.162598 
+L 278.741215 345.388885 
+L 281.881039 341.350054 
+L 276.827872 339.137027 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 324.690937 337.000477 
+L 329.758944 338.604954 
+L 332.835275 334.407139 
+L 327.771681 332.858063 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 340.969333 331.564775 
+L 346.037881 332.714225 
+L 349.094253 328.427118 
+L 344.029718 327.354479 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 368.358311 316.73227 
+L 373.434684 316.769717 
+L 376.461595 312.37805 
+L 371.387348 312.442184 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481f70; fill-opacity: 0.5"/>
+    <path d="M 316.535668 339.388004 
+L 321.603976 341.162547 
+L 324.690937 337.000477 
+L 319.627106 335.272054 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 349.094253 328.427118 
+L 354.164456 329.286061 
+L 357.211756 324.946404 
+L 352.145193 324.175937 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 412.798007 279.127806 
+L 417.93926 276.904423 
+L 420.924886 272.699799 
+L 415.781681 274.990649 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414487; fill-opacity: 0.5"/>
+    <path d="M 286.939471 343.534378 
+L 292.002977 345.682665 
+L 295.127508 341.618192 
+L 290.068205 339.489907 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 437.984276 253.52974 
+L 443.196289 250.201943 
+L 446.155332 246.173002 
+L 440.940211 249.535533 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38598c; fill-opacity: 0.5"/>
+    <path d="M 308.369203 341.608812 
+L 313.437795 343.520345 
+L 316.535668 339.388004 
+L 311.471552 337.514437 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 265.477557 344.940734 
+L 270.533119 347.198056 
+L 273.684039 343.162598 
+L 268.63242 340.916384 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 357.211756 324.946404 
+L 362.285209 325.471529 
+L 365.324213 321.07538 
+L 360.253896 320.650591 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 300.191566 343.697245 
+L 305.260233 345.717153 
+L 308.369203 341.608812 
+L 303.304966 339.619878 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 278.741215 345.388885 
+L 283.803771 347.589543 
+L 286.939471 343.534378 
+L 281.881039 341.350054 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 423.90433 268.560023 
+L 429.076688 265.784765 
+L 432.052435 261.645712 
+L 426.877419 264.475753 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4e8a; fill-opacity: 0.5"/>
+    <path d="M 477.264053 210.692986 
+L 482.61583 206.235417 
+L 485.531092 202.356375 
+L 480.175657 206.825419 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 387.583407 303.183693 
+L 392.680614 302.222447 
+L 395.691194 297.819888 
+L 390.594171 298.885416 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 376.461595 312.37805 
+L 381.54691 311.990715 
+L 384.567561 307.5509 
+L 379.483602 308.048855 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482576; fill-opacity: 0.5"/>
+    <path d="M 463.187055 226.555165 
+L 468.488589 222.395366 
+L 471.420571 218.475018 
+L 466.115439 222.651473 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 398.696672 293.495193 
+L 403.811818 291.94197 
+L 406.81282 287.594901 
+L 401.696752 289.242006 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453882; fill-opacity: 0.5"/>
+    <path d="M 329.758944 338.604954 
+L 334.831428 340.071261 
+L 337.903241 335.804372 
+L 332.835275 334.407139 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 292.002977 345.682665 
+L 297.071388 347.786835 
+L 300.191566 343.697245 
+L 295.127508 341.618192 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 337.903241 335.804372 
+L 342.976098 337.035251 
+L 346.037881 332.714225 
+L 340.969333 331.564775 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 365.324213 321.07538 
+L 370.403082 321.224802 
+L 373.434684 316.769717 
+L 368.358311 316.73227 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 321.603976 341.162547 
+L 326.676605 342.8248 
+L 329.758944 338.604954 
+L 324.690937 337.000477 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 449.107584 242.183731 
+L 454.360911 238.414906 
+L 457.309828 234.431735 
+L 452.05304 238.227084 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 270.533119 347.198056 
+L 275.594337 349.437778 
+L 278.741215 345.388885 
+L 273.684039 343.162598 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 346.037881 332.714225 
+L 351.112063 333.667737 
+L 354.164456 329.286061 
+L 349.094253 328.427118 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 313.437795 343.520345 
+L 318.510747 345.342599 
+L 321.603976 341.162547 
+L 316.535668 339.388004 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 409.808309 283.326362 
+L 414.947669 281.183809 
+L 417.93926 276.904423 
+L 412.798007 279.127806 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414287; fill-opacity: 0.5"/>
+    <path d="M 435.021664 257.563783 
+L 440.230484 254.278972 
+L 443.196289 250.201943 
+L 437.984276 253.52974 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38598c; fill-opacity: 0.5"/>
+    <path d="M 283.803771 347.589543 
+L 288.871537 349.758155 
+L 292.002977 345.682665 
+L 286.939471 343.534378 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 305.260233 345.717153 
+L 310.333429 347.66765 
+L 313.437795 343.520345 
+L 308.369203 341.608812 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 354.164456 329.286061 
+L 359.241418 329.919315 
+L 362.285209 325.471529 
+L 357.211756 324.946404 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 262.315544 348.97466 
+L 267.375072 351.243175 
+L 270.533119 347.198056 
+L 265.477557 344.940734 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 384.567561 307.5509 
+L 389.665252 306.708143 
+L 392.680614 302.222447 
+L 387.583407 303.183693 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 373.434684 316.769717 
+L 378.521723 316.505321 
+L 381.54691 311.990715 
+L 376.461595 312.37805 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482576; fill-opacity: 0.5"/>
+    <path d="M 420.924886 272.699799 
+L 426.094563 269.991259 
+L 429.076688 265.784765 
+L 423.90433 268.560023 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4e8a; fill-opacity: 0.5"/>
+    <path d="M 297.071388 347.786835 
+L 302.144578 349.838288 
+L 305.260233 345.717153 
+L 300.191566 343.697245 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 275.594337 349.437778 
+L 280.661057 351.654924 
+L 283.803771 347.589543 
+L 278.741215 345.388885 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 474.345708 214.575344 
+L 479.693755 210.130982 
+L 482.61583 206.235417 
+L 477.264053 210.692986 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 395.691194 297.819888 
+L 400.80562 296.375643 
+L 403.811818 291.94197 
+L 398.696672 293.495193 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453882; fill-opacity: 0.5"/>
+    <path d="M 460.251865 230.480405 
+L 465.549707 226.34078 
+L 468.488589 222.395366 
+L 463.187055 226.555165 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 362.285209 325.471529 
+L 367.36697 325.742616 
+L 370.403082 321.224802 
+L 365.324213 321.07538 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 326.676605 342.8248 
+L 331.753843 344.362704 
+L 334.831428 340.071261 
+L 329.758944 338.604954 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 334.831428 340.071261 
+L 339.908883 341.387228 
+L 342.976098 337.035251 
+L 337.903241 335.804372 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 288.871537 349.758155 
+L 293.944369 351.887721 
+L 297.071388 347.786835 
+L 292.002977 345.682665 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 318.510747 345.342599 
+L 323.588187 347.064261 
+L 326.676605 342.8248 
+L 321.603976 341.162547 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 446.155332 246.173002 
+L 451.405092 242.437039 
+L 454.360911 238.414906 
+L 449.107584 242.183731 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 342.976098 337.035251 
+L 348.054594 338.088387 
+L 351.112063 333.667737 
+L 346.037881 332.714225 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 267.375072 351.243175 
+L 272.440361 353.496381 
+L 275.594337 349.437778 
+L 270.533119 347.198056 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 406.81282 287.594901 
+L 411.950385 285.548089 
+L 414.947669 281.183809 
+L 409.808309 283.326362 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414287; fill-opacity: 0.5"/>
+    <path d="M 310.333429 347.66765 
+L 315.41117 349.53858 
+L 318.510747 345.342599 
+L 313.437795 343.520345 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 432.052435 261.645712 
+L 437.257981 258.413904 
+L 440.230484 254.278972 
+L 435.021664 257.563783 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38598c; fill-opacity: 0.5"/>
+    <path d="M 351.112063 333.667737 
+L 356.192912 334.415831 
+L 359.241418 329.919315 
+L 354.164456 329.286061 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 280.661057 351.654924 
+L 285.733131 353.84395 
+L 288.871537 349.758155 
+L 283.803771 347.589543 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 302.144578 349.838288 
+L 307.222487 351.828238 
+L 310.333429 347.66765 
+L 305.260233 345.717153 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 381.54691 311.990715 
+L 386.645433 311.280713 
+L 389.665252 306.708143 
+L 384.567561 307.5509 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472d7b; fill-opacity: 0.5"/>
+    <path d="M 259.146346 353.018007 
+L 264.209859 355.297707 
+L 267.375072 351.243175 
+L 262.315544 348.97466 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 370.403082 321.224802 
+L 375.492248 321.095077 
+L 378.521723 316.505321 
+L 373.434684 316.769717 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482475; fill-opacity: 0.5"/>
+    <path d="M 417.93926 276.904423 
+L 423.106257 274.276367 
+L 426.094563 269.991259 
+L 420.924886 272.699799 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4d8a; fill-opacity: 0.5"/>
+    <path d="M 392.680614 302.222447 
+L 397.794576 300.903019 
+L 400.80562 296.375643 
+L 395.691194 297.819888 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 293.944369 351.887721 
+L 299.022161 353.970886 
+L 302.144578 349.838288 
+L 297.071388 347.786835 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 272.440361 353.496381 
+L 277.511275 355.729995 
+L 280.661057 351.654924 
+L 275.594337 349.437778 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 485.531092 202.356375 
+L 490.925957 197.716557 
+L 493.838226 193.840801 
+L 488.439597 198.491516 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 359.241418 329.919315 
+L 364.326482 330.320674 
+L 367.36697 325.742616 
+L 362.285209 325.471529 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 471.420571 218.475018 
+L 476.764804 214.046218 
+L 479.693755 210.130982 
+L 474.345708 214.575344 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 331.753843 344.362704 
+L 336.836164 345.766296 
+L 339.908883 341.387228 
+L 334.831428 340.071261 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 323.588187 347.064261 
+L 328.670396 348.675315 
+L 331.753843 344.362704 
+L 326.676605 342.8248 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 457.309828 234.431735 
+L 462.603869 230.316886 
+L 465.549707 226.34078 
+L 460.251865 230.480405 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 339.908883 341.387228 
+L 344.992016 342.543783 
+L 348.054594 338.088387 
+L 342.976098 337.035251 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 315.41117 349.53858 
+L 320.493588 351.32047 
+L 323.588187 347.064261 
+L 318.510747 345.342599 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 403.811818 291.94197 
+L 408.947732 290.007157 
+L 411.950385 285.548089 
+L 406.81282 287.594901 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #424186; fill-opacity: 0.5"/>
+    <path d="M 285.733131 353.84395 
+L 290.810436 355.998878 
+L 293.944369 351.887721 
+L 288.871537 349.758155 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 443.196289 250.201943 
+L 448.442367 246.506763 
+L 451.405092 242.437039 
+L 446.155332 246.173002 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 264.209859 355.297707 
+L 269.279237 357.564321 
+L 272.440361 353.496381 
+L 267.375072 351.243175 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 307.222487 351.828238 
+L 312.305142 353.748145 
+L 315.41117 349.53858 
+L 310.333429 347.66765 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 348.054594 338.088387 
+L 353.139704 338.956659 
+L 356.192912 334.415831 
+L 351.112063 333.667737 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 429.076688 265.784765 
+L 434.278886 262.617884 
+L 437.257981 258.413904 
+L 432.052435 261.645712 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38598c; fill-opacity: 0.5"/>
+    <path d="M 378.521723 316.505321 
+L 383.621472 315.941928 
+L 386.645433 311.280713 
+L 381.54691 311.990715 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472c7a; fill-opacity: 0.5"/>
+    <path d="M 367.36697 325.742616 
+L 372.458693 325.758264 
+L 375.492248 321.095077 
+L 370.403082 321.224802 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 277.511275 355.729995 
+L 282.587691 357.939291 
+L 285.733131 353.84395 
+L 280.661057 351.654924 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 299.022161 353.970886 
+L 304.104871 356.000247 
+L 307.222487 351.828238 
+L 302.144578 349.838288 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 389.665252 306.708143 
+L 394.779061 305.529688 
+L 397.794576 300.903019 
+L 392.680614 302.222447 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 414.947669 281.183809 
+L 420.11202 278.651779 
+L 423.106257 274.276367 
+L 417.93926 276.904423 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4d8a; fill-opacity: 0.5"/>
+    <path d="M 255.969926 357.070608 
+L 261.037435 359.361395 
+L 264.209859 355.297707 
+L 259.146346 353.018007 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 356.192912 334.415831 
+L 361.281696 334.95462 
+L 364.326482 330.320674 
+L 359.241418 329.919315 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 290.810436 355.998878 
+L 295.892889 358.113511 
+L 299.022161 353.970886 
+L 293.944369 351.887721 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 269.279237 357.564321 
+L 274.354367 359.81421 
+L 277.511275 355.729995 
+L 272.440361 353.496381 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 482.61583 206.235417 
+L 488.006859 201.607997 
+L 490.925957 197.716557 
+L 485.531092 202.356375 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 328.670396 348.675315 
+L 333.757825 350.16783 
+L 336.836164 345.766296 
+L 331.753843 344.362704 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 320.493588 351.32047 
+L 325.580956 353.005186 
+L 328.670396 348.675315 
+L 323.588187 347.064261 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 468.488589 222.395366 
+L 473.828906 217.985292 
+L 476.764804 214.046218 
+L 471.420571 218.475018 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 336.836164 345.766296 
+L 341.924233 347.02863 
+L 344.992016 342.543783 
+L 339.908883 341.387228 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 400.80562 296.375643 
+L 405.940079 294.570117 
+L 408.947732 290.007157 
+L 403.811818 291.94197 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #424086; fill-opacity: 0.5"/>
+    <path d="M 454.360911 238.414906 
+L 459.651025 234.330744 
+L 462.603869 230.316886 
+L 457.309828 234.431735 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 312.305142 353.748145 
+L 317.392677 355.590229 
+L 320.493588 351.32047 
+L 315.41117 349.53858 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 440.230484 254.278972 
+L 445.47276 250.63429 
+L 448.442367 246.506763 
+L 443.196289 250.201943 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33638d; fill-opacity: 0.5"/>
+    <path d="M 282.587691 357.939291 
+L 287.669508 360.119238 
+L 290.810436 355.998878 
+L 285.733131 353.84395 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 344.992016 342.543783 
+L 350.081742 343.535957 
+L 353.139704 338.956659 
+L 348.054594 338.088387 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 375.492248 321.095077 
+L 380.593654 320.691232 
+L 383.621472 315.941928 
+L 378.521723 316.505321 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 304.104871 356.000247 
+L 309.192536 357.968749 
+L 312.305142 353.748145 
+L 307.222487 351.828238 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 364.326482 330.320674 
+L 369.421211 330.490928 
+L 372.458693 325.758264 
+L 367.36697 325.742616 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482173; fill-opacity: 0.5"/>
+    <path d="M 261.037435 359.361395 
+L 266.110915 361.641217 
+L 269.279237 357.564321 
+L 264.209859 355.297707 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 426.094563 269.991259 
+L 431.293355 266.903211 
+L 434.278886 262.617884 
+L 429.076688 265.784765 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38588c; fill-opacity: 0.5"/>
+    <path d="M 386.645433 311.280713 
+L 391.75945 310.259205 
+L 394.779061 305.529688 
+L 389.665252 306.708143 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #463480; fill-opacity: 0.5"/>
+    <path d="M 274.354367 359.81421 
+L 279.435147 362.043403 
+L 282.587691 357.939291 
+L 277.511275 355.729995 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 295.892889 358.113511 
+L 300.980464 360.181713 
+L 304.104871 356.000247 
+L 299.022161 353.970886 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 411.950385 285.548089 
+L 417.112164 283.129241 
+L 420.11202 278.651779 
+L 414.947669 281.183809 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4c8a; fill-opacity: 0.5"/>
+    <path d="M 353.139704 338.956659 
+L 358.232616 339.638276 
+L 361.281696 334.95462 
+L 356.192912 334.415831 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 252.786244 361.132296 
+L 257.857755 363.433987 
+L 261.037435 359.361395 
+L 255.969926 357.070608 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 397.794576 300.903019 
+L 402.927834 299.244682 
+L 405.940079 294.570117 
+L 400.80562 296.375643 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 325.580956 353.005186 
+L 330.673698 354.586624 
+L 333.757825 350.16783 
+L 328.670396 348.675315 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 287.669508 360.119238 
+L 292.756661 362.264694 
+L 295.892889 358.113511 
+L 290.810436 355.998878 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 333.757825 350.16783 
+L 338.851095 351.536764 
+L 341.924233 347.02863 
+L 336.836164 345.766296 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 317.392677 355.590229 
+L 322.485356 357.348052 
+L 325.580956 353.005186 
+L 320.493588 351.32047 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 266.110915 361.641217 
+L 271.190272 363.907026 
+L 274.354367 359.81421 
+L 269.279237 357.564321 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 479.693755 210.130982 
+L 485.08086 205.518021 
+L 488.006859 201.607997 
+L 482.61583 206.235417 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 465.549707 226.34078 
+L 470.88599 221.953603 
+L 473.828906 217.985292 
+L 468.488589 222.395366 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 372.458693 325.758264 
+L 377.562217 325.525478 
+L 380.593654 320.691232 
+L 375.492248 321.095077 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 309.192536 357.968749 
+L 314.285295 359.870142 
+L 317.392677 355.590229 
+L 312.305142 353.748145 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 451.405092 242.437039 
+L 456.69114 238.391026 
+L 459.651025 234.330744 
+L 454.360911 238.414906 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 341.924233 347.02863 
+L 347.018904 348.14665 
+L 350.081742 343.535957 
+L 344.992016 342.543783 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 361.281696 334.95462 
+L 366.379881 335.286849 
+L 369.421211 330.490928 
+L 364.326482 330.320674 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481f70; fill-opacity: 0.5"/>
+    <path d="M 437.257981 258.413904 
+L 442.496334 254.831406 
+L 445.47276 250.63429 
+L 440.230484 254.278972 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33638d; fill-opacity: 0.5"/>
+    <path d="M 279.435147 362.043403 
+L 284.521496 364.24773 
+L 287.669508 360.119238 
+L 282.587691 357.939291 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 383.621472 315.941928 
+L 388.736109 315.092603 
+L 391.75945 310.259205 
+L 386.645433 311.280713 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 423.106257 274.276367 
+L 428.301608 271.283037 
+L 431.293355 266.903211 
+L 426.094563 269.991259 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #39568c; fill-opacity: 0.5"/>
+    <path d="M 300.980464 360.181713 
+L 306.073209 362.197769 
+L 309.192536 357.968749 
+L 304.104871 356.000247 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 257.857755 363.433987 
+L 262.935342 365.726705 
+L 266.110915 361.641217 
+L 261.037435 359.361395 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 350.081742 343.535957 
+L 355.179171 344.363795 
+L 358.232616 339.638276 
+L 353.139704 338.956659 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 408.947732 290.007157 
+L 414.107062 287.719977 
+L 417.112164 283.129241 
+L 411.950385 285.548089 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4a89; fill-opacity: 0.5"/>
+    <path d="M 292.756661 362.264694 
+L 297.849141 364.370668 
+L 300.980464 360.181713 
+L 295.892889 358.113511 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 271.190272 363.907026 
+L 276.275425 366.155535 
+L 279.435147 362.043403 
+L 274.354367 359.81421 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 394.779061 305.529688 
+L 399.911427 304.036539 
+L 402.927834 299.244682 
+L 397.794576 300.903019 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433e85; fill-opacity: 0.5"/>
+    <path d="M 249.595262 365.202912 
+L 254.670776 367.515249 
+L 257.857755 363.433987 
+L 252.786244 361.132296 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 322.485356 357.348052 
+L 327.583575 359.017114 
+L 330.673698 354.586624 
+L 325.580956 353.005186 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 330.673698 354.586624 
+L 335.772394 356.061397 
+L 338.851095 351.536764 
+L 333.757825 350.16783 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 369.421211 330.490928 
+L 374.527331 330.438798 
+L 377.562217 325.525478 
+L 372.458693 325.758264 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 314.285295 359.870142 
+L 319.383397 361.69948 
+L 322.485356 357.348052 
+L 317.392677 355.590229 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 358.232616 339.638276 
+L 363.334699 340.137652 
+L 366.379881 335.286849 
+L 361.281696 334.95462 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 284.521496 364.24773 
+L 289.613368 366.422999 
+L 292.756661 362.264694 
+L 287.669508 360.119238 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 338.851095 351.536764 
+L 343.951 352.780699 
+L 347.018904 348.14665 
+L 341.924233 347.02863 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 262.935342 365.726705 
+L 268.018928 368.007933 
+L 271.190272 363.907026 
+L 266.110915 361.641217 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 490.925957 197.716557 
+L 496.358808 192.998722 
+L 499.274909 189.111359 
+L 493.838226 193.840801 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 380.593654 320.691232 
+L 385.709365 320.028007 
+L 388.736109 315.092603 
+L 383.621472 315.941928 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46307e; fill-opacity: 0.5"/>
+    <path d="M 476.764804 214.046218 
+L 482.147882 209.450506 
+L 485.08086 205.518021 
+L 479.693755 210.130982 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 462.603869 230.316886 
+L 467.935979 225.958017 
+L 470.88599 221.953603 
+L 465.549707 226.34078 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 306.073209 362.197769 
+L 311.171261 364.156775 
+L 314.285295 359.870142 
+L 309.192536 357.968749 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 448.442367 246.506763 
+L 453.724194 242.508142 
+L 456.69114 238.391026 
+L 451.405092 242.437039 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 434.278886 262.617884 
+L 439.513198 259.111349 
+L 442.496334 254.831406 
+L 437.257981 258.413904 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33638d; fill-opacity: 0.5"/>
+    <path d="M 420.11202 278.651779 
+L 425.303926 275.77091 
+L 428.301608 271.283037 
+L 423.106257 274.276367 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #39568c; fill-opacity: 0.5"/>
+    <path d="M 347.018904 348.14665 
+L 352.121204 349.121939 
+L 355.179171 344.363795 
+L 350.081742 343.535957 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 276.275425 366.155535 
+L 281.36631 368.383342 
+L 284.521496 364.24773 
+L 279.435147 362.043403 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 405.940079 294.570117 
+L 411.097137 292.434023 
+L 414.107062 287.719977 
+L 408.947732 290.007157 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4989; fill-opacity: 0.5"/>
+    <path d="M 297.849141 364.370668 
+L 302.947003 366.432621 
+L 306.073209 362.197769 
+L 300.980464 360.181713 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 254.670776 367.515249 
+L 259.752465 369.820452 
+L 262.935342 365.726705 
+L 257.857755 363.433987 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 391.75945 310.259205 
+L 396.891292 308.948745 
+L 399.911427 304.036539 
+L 394.779061 305.529688 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 366.379881 335.286849 
+L 371.489078 335.422641 
+L 374.527331 330.438798 
+L 369.421211 330.490928 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482475; fill-opacity: 0.5"/>
+    <path d="M 289.613368 366.422999 
+L 294.710767 368.56522 
+L 297.849141 364.370668 
+L 292.756661 362.264694 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 268.018928 368.007933 
+L 273.108448 370.274992 
+L 276.275425 366.155535 
+L 271.190272 363.907026 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 355.179171 344.363795 
+L 360.285567 345.033058 
+L 363.334699 340.137652 
+L 358.232616 339.638276 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 327.583575 359.017114 
+L 332.687872 360.595421 
+L 335.772394 356.061397 
+L 330.673698 354.586624 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 319.383397 361.69948 
+L 324.487213 363.453628 
+L 327.583575 359.017114 
+L 322.485356 357.348052 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 377.562217 325.525478 
+L 382.679485 325.060384 
+L 385.709365 320.028007 
+L 380.593654 320.691232 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 335.772394 356.061397 
+L 340.877773 357.429441 
+L 343.951 352.780699 
+L 338.851095 351.536764 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 246.396939 369.282314 
+L 251.476451 371.604973 
+L 254.670776 367.515249 
+L 249.595262 365.202912 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 311.171261 364.156775 
+L 316.274858 366.055069 
+L 319.383397 361.69948 
+L 314.285295 359.870142 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 281.36631 368.383342 
+L 286.462899 370.587087 
+L 289.613368 366.422999 
+L 284.521496 364.24773 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 343.951 352.780699 
+L 349.058481 353.902448 
+L 352.121204 349.121939 
+L 347.018904 348.14665 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 302.947003 366.432621 
+L 308.050383 368.446812 
+L 311.171261 364.156775 
+L 306.073209 362.197769 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 259.752465 369.820452 
+L 264.84027 372.116474 
+L 268.018928 368.007933 
+L 262.935342 365.726705 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 417.112164 283.129241 
+L 422.300663 280.380202 
+L 425.303926 275.77091 
+L 420.11202 278.651779 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #39558c; fill-opacity: 0.5"/>
+    <path d="M 488.006859 201.607997 
+L 493.435792 196.903539 
+L 496.358808 192.998722 
+L 490.925957 197.716557 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 431.293355 266.903211 
+L 436.523521 263.488556 
+L 439.513198 259.111349 
+L 434.278886 262.617884 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33628d; fill-opacity: 0.5"/>
+    <path d="M 402.927834 299.244682 
+L 408.082857 297.279506 
+L 411.097137 292.434023 
+L 405.940079 294.570117 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4788; fill-opacity: 0.5"/>
+    <path d="M 473.828906 217.985292 
+L 479.207835 213.410539 
+L 482.147882 209.450506 
+L 476.764804 214.046218 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 445.47276 250.63429 
+L 450.750202 246.694296 
+L 453.724194 242.508142 
+L 448.442367 246.506763 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6e8e; fill-opacity: 0.5"/>
+    <path d="M 459.651025 234.330744 
+L 464.978803 230.007078 
+L 467.935979 225.958017 
+L 462.603869 230.316886 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 388.736109 315.092603 
+L 393.867848 313.981197 
+L 396.891292 308.948745 
+L 391.75945 310.259205 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443a83; fill-opacity: 0.5"/>
+    <path d="M 363.334699 340.137652 
+L 368.447444 340.465968 
+L 371.489078 335.422641 
+L 366.379881 335.286849 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 273.108448 370.274992 
+L 278.203858 372.525154 
+L 281.36631 368.383342 
+L 276.275425 366.155535 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 294.710767 368.56522 
+L 299.813754 370.670876 
+L 302.947003 366.432621 
+L 297.849141 364.370668 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 352.121204 349.121939 
+L 357.232295 349.961269 
+L 360.285567 345.033058 
+L 355.179171 344.363795 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 374.527331 330.438798 
+L 379.646659 330.181462 
+L 382.679485 325.060384 
+L 377.562217 325.525478 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472d7b; fill-opacity: 0.5"/>
+    <path d="M 251.476451 371.604973 
+L 256.562233 373.922171 
+L 259.752465 369.820452 
+L 254.670776 367.515249 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 324.487213 363.453628 
+L 329.597234 365.131727 
+L 332.687872 360.595421 
+L 327.583575 359.017114 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 286.462899 370.587087 
+L 291.565206 372.76365 
+L 294.710767 368.56522 
+L 289.613368 366.422999 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 332.687872 360.595421 
+L 337.798912 362.083976 
+L 340.877773 357.429441 
+L 335.772394 356.061397 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 316.274858 366.055069 
+L 321.384341 367.890645 
+L 324.487213 363.453628 
+L 319.383397 361.69948 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 264.84027 372.116474 
+L 269.934143 374.40117 
+L 273.108448 370.274992 
+L 268.018928 368.007933 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 308.050383 368.446812 
+L 313.159503 370.410654 
+L 316.274858 366.055069 
+L 311.171261 364.156775 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 399.911427 304.036539 
+L 405.064716 302.261912 
+L 408.082857 297.279506 
+L 402.927834 299.244682 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404688; fill-opacity: 0.5"/>
+    <path d="M 340.877773 357.429441 
+L 345.990693 358.694487 
+L 349.058481 353.902448 
+L 343.951 352.780699 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 385.709365 320.028007 
+L 390.841466 319.130239 
+L 393.867848 313.981197 
+L 388.736109 315.092603 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453882; fill-opacity: 0.5"/>
+    <path d="M 414.107062 287.719977 
+L 419.292242 285.123391 
+L 422.300663 280.380202 
+L 417.112164 283.129241 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3a548c; fill-opacity: 0.5"/>
+    <path d="M 243.191236 373.370383 
+L 248.274737 375.702993 
+L 251.476451 371.604973 
+L 246.396939 369.282314 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 278.203858 372.525154 
+L 283.305143 374.755777 
+L 286.462899 370.587087 
+L 281.36631 368.383342 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 428.301608 271.283037 
+L 433.527543 267.978253 
+L 436.523521 263.488556 
+L 431.293355 266.903211 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #34618d; fill-opacity: 0.5"/>
+    <path d="M 360.285567 345.033058 
+L 365.402304 345.555625 
+L 368.447444 340.465968 
+L 363.334699 340.137652 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 299.813754 370.670876 
+L 304.92246 372.737203 
+L 308.050383 368.446812 
+L 302.947003 366.432621 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 442.496334 254.831406 
+L 447.769218 250.963428 
+L 450.750202 246.694296 
+L 445.47276 250.63429 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6e8e; fill-opacity: 0.5"/>
+    <path d="M 456.69114 238.391026 
+L 462.014404 234.11119 
+L 464.978803 230.007078 
+L 459.651025 234.330744 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29798e; fill-opacity: 0.5"/>
+    <path d="M 371.489078 335.422641 
+L 376.610974 335.379853 
+L 379.646659 330.181462 
+L 374.527331 330.438798 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 256.562233 373.922171 
+L 261.654241 376.23227 
+L 264.84027 372.116474 
+L 259.752465 369.820452 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 470.88599 221.953603 
+L 476.260622 217.40467 
+L 479.207835 213.410539 
+L 473.828906 217.985292 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 485.08086 205.518021 
+L 490.505774 200.829354 
+L 493.435792 196.903539 
+L 488.006859 201.607997 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 349.058481 353.902448 
+L 354.174598 354.909459 
+L 357.232295 349.961269 
+L 352.121204 349.121939 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 291.565206 372.76365 
+L 296.673296 374.910372 
+L 299.813754 370.670876 
+L 294.710767 368.56522 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 269.934143 374.40117 
+L 275.034053 376.672389 
+L 278.203858 372.525154 
+L 273.108448 370.274992 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 382.679485 325.060384 
+L 387.81245 324.388438 
+L 390.841466 319.130239 
+L 385.709365 320.028007 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 321.384341 367.890645 
+L 326.500158 369.663526 
+L 329.597234 365.131727 
+L 324.487213 363.453628 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 396.891292 308.948745 
+L 402.04321 307.383414 
+L 405.064716 302.261912 
+L 399.911427 304.036539 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414487; fill-opacity: 0.5"/>
+    <path d="M 329.597234 365.131727 
+L 334.714063 366.73557 
+L 337.798912 362.083976 
+L 332.687872 360.595421 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 248.274737 375.702993 
+L 253.364596 378.031637 
+L 256.562233 373.922171 
+L 251.476451 371.604973 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 313.159503 370.410654 
+L 318.274678 372.323042 
+L 321.384341 367.890645 
+L 316.274858 366.055069 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 283.305143 374.755777 
+L 288.412326 376.964474 
+L 291.565206 372.76365 
+L 286.462899 370.587087 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 337.798912 362.083976 
+L 342.917469 363.48713 
+L 345.990693 358.694487 
+L 340.877773 357.429441 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 411.097137 292.434023 
+L 416.279146 290.01127 
+L 419.292242 285.123391 
+L 414.107062 287.719977 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 357.232295 349.961269 
+L 362.353428 350.676856 
+L 365.402304 345.555625 
+L 360.285567 345.033058 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 261.654241 376.23227 
+L 266.752439 378.533578 
+L 269.934143 374.40117 
+L 264.84027 372.116474 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 368.447444 340.465968 
+L 373.572402 340.641371 
+L 376.610974 335.379853 
+L 371.489078 335.422641 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 304.92246 372.737203 
+L 310.037094 374.762484 
+L 313.159503 370.410654 
+L 308.050383 368.446812 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 425.303926 275.77091 
+L 430.525579 272.595881 
+L 433.527543 267.978253 
+L 428.301608 271.283037 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #34608d; fill-opacity: 0.5"/>
+    <path d="M 345.990693 358.694487 
+L 351.11211 359.864337 
+L 354.174598 354.909459 
+L 349.058481 353.902448 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 239.978116 377.467031 
+L 245.065592 379.809185 
+L 248.274737 375.702993 
+L 243.191236 373.370383 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 439.513198 259.111349 
+L 444.781352 255.331026 
+L 447.769218 250.963428 
+L 442.496334 254.831406 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6d8e; fill-opacity: 0.5"/>
+    <path d="M 275.034053 376.672389 
+L 280.139996 378.928094 
+L 283.305143 374.755777 
+L 278.203858 372.525154 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 296.673296 374.910372 
+L 301.787296 377.025291 
+L 304.92246 372.737203 
+L 299.813754 370.670876 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 453.724194 242.508142 
+L 459.042743 238.28273 
+L 462.014404 234.11119 
+L 456.69114 238.391026 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29798e; fill-opacity: 0.5"/>
+    <path d="M 379.646659 330.181462 
+L 384.78101 329.74459 
+L 387.81245 324.388438 
+L 382.679485 325.060384 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 467.935979 225.958017 
+L 473.306142 221.441154 
+L 476.260622 217.40467 
+L 470.88599 221.953603 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 496.358808 192.998722 
+L 501.827307 188.299585 
+L 504.747206 184.39988 
+L 499.274909 189.111359 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 253.364596 378.031637 
+L 258.460781 380.355027 
+L 261.654241 376.23227 
+L 256.562233 373.922171 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 482.147882 209.450506 
+L 487.568652 204.780871 
+L 490.505774 200.829354 
+L 485.08086 205.518021 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 393.867848 313.981197 
+L 399.018814 312.642311 
+L 402.04321 307.383414 
+L 396.891292 308.948745 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #424186; fill-opacity: 0.5"/>
+    <path d="M 288.412326 376.964474 
+L 293.525473 379.149293 
+L 296.673296 374.910372 
+L 291.565206 372.76365 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 354.174598 354.909459 
+L 359.30048 355.813941 
+L 362.353428 350.676856 
+L 357.232295 349.961269 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 365.402304 345.555625 
+L 370.530795 345.949544 
+L 373.572402 340.641371 
+L 368.447444 340.465968 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482576; fill-opacity: 0.5"/>
+    <path d="M 326.500158 369.663526 
+L 331.622846 371.376042 
+L 334.714063 366.73557 
+L 329.597234 365.131727 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 266.752439 378.533578 
+L 271.85681 380.824431 
+L 275.034053 376.672389 
+L 269.934143 374.40117 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 408.082857 297.279506 
+L 413.261907 295.052104 
+L 416.279146 290.01127 
+L 411.097137 292.434023 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b518b; fill-opacity: 0.5"/>
+    <path d="M 318.274678 372.323042 
+L 323.396308 374.184647 
+L 326.500158 369.663526 
+L 321.384341 367.890645 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 334.714063 366.73557 
+L 339.838392 368.269854 
+L 342.917469 363.48713 
+L 337.798912 362.083976 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 310.037094 374.762484 
+L 315.157939 376.746308 
+L 318.274678 372.323042 
+L 313.159503 370.410654 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 245.065592 379.809185 
+L 250.159507 382.148691 
+L 253.364596 378.031637 
+L 248.274737 375.702993 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 422.300663 280.380202 
+L 427.518023 277.356379 
+L 430.525579 272.595881 
+L 425.303926 275.77091 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #355f8d; fill-opacity: 0.5"/>
+    <path d="M 280.139996 378.928094 
+L 285.252002 381.166503 
+L 288.412326 376.964474 
+L 283.305143 374.755777 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 342.917469 363.48713 
+L 348.044396 364.812747 
+L 351.11211 359.864337 
+L 345.990693 358.694487 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 376.610974 335.379853 
+L 381.747239 335.183952 
+L 384.78101 329.74459 
+L 379.646659 330.181462 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472f7d; fill-opacity: 0.5"/>
+    <path d="M 301.787296 377.025291 
+L 306.907397 379.107375 
+L 310.037094 374.762484 
+L 304.92246 372.737203 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 390.841466 319.130239 
+L 395.991953 318.032645 
+L 399.018814 312.642311 
+L 393.867848 313.981197 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 258.460781 380.355027 
+L 263.563271 382.671852 
+L 266.752439 378.533578 
+L 261.654241 376.23227 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 436.523521 263.488556 
+L 441.786783 259.813771 
+L 444.781352 255.331026 
+L 439.513198 259.111349 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6d8e; fill-opacity: 0.5"/>
+    <path d="M 362.353428 350.676856 
+L 367.485879 351.286289 
+L 370.530795 345.949544 
+L 365.402304 345.555625 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 236.757543 381.572201 
+L 241.848977 383.923475 
+L 245.065592 379.809185 
+L 239.978116 377.467031 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 293.525473 379.149293 
+L 298.644705 381.308913 
+L 301.787296 377.025291 
+L 296.673296 374.910372 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 271.85681 380.824431 
+L 276.96736 383.103296 
+L 280.139996 378.928094 
+L 275.034053 376.672389 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 450.750202 246.694296 
+L 456.063817 242.536068 
+L 459.042743 238.28273 
+L 453.724194 242.508142 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29798e; fill-opacity: 0.5"/>
+    <path d="M 351.11211 359.864337 
+L 356.243032 360.950887 
+L 359.30048 355.813941 
+L 354.174598 354.909459 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 405.064716 302.261912 
+L 410.241085 300.250812 
+L 413.261907 295.052104 
+L 408.082857 297.279506 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 464.978803 230.007078 
+L 470.344297 225.530186 
+L 473.306142 221.441154 
+L 467.935979 225.958017 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25848e; fill-opacity: 0.5"/>
+    <path d="M 479.207835 213.410539 
+L 484.624311 208.764219 
+L 487.568652 204.780871 
+L 482.147882 209.450506 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 493.435792 196.903539 
+L 498.900394 192.218797 
+L 501.827307 188.299585 
+L 496.358808 192.998722 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 250.159507 382.148691 
+L 255.259841 384.484549 
+L 258.460781 380.355027 
+L 253.364596 378.031637 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 323.396308 374.184647 
+L 328.52487 375.998115 
+L 331.622846 371.376042 
+L 326.500158 369.663526 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 373.572402 340.641371 
+L 378.711101 340.688712 
+L 381.747239 335.183952 
+L 376.610974 335.379853 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472d7b; fill-opacity: 0.5"/>
+    <path d="M 331.622846 371.376042 
+L 336.753019 373.032997 
+L 339.838392 368.269854 
+L 334.714063 366.73557 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 315.157939 376.746308 
+L 320.285352 378.689787 
+L 323.396308 374.184647 
+L 318.274678 372.323042 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 285.252002 381.166503 
+L 290.370138 383.386236 
+L 293.525473 379.149293 
+L 288.412326 376.964474 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 387.81245 324.388438 
+L 392.962968 323.544043 
+L 395.991953 318.032645 
+L 390.841466 319.130239 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433d84; fill-opacity: 0.5"/>
+    <path d="M 419.292242 285.123391 
+L 424.505352 282.273334 
+L 427.518023 277.356379 
+L 422.300663 280.380202 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #355e8d; fill-opacity: 0.5"/>
+    <path d="M 263.563271 382.671852 
+L 268.672057 384.980852 
+L 271.85681 380.824431 
+L 266.752439 378.533578 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 339.838392 368.269854 
+L 344.970974 369.742254 
+L 348.044396 364.812747 
+L 342.917469 363.48713 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 306.907397 379.107375 
+L 312.033852 381.156718 
+L 315.157939 376.746308 
+L 310.037094 374.762484 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 359.30048 355.813941 
+L 364.437267 356.632698 
+L 367.485879 351.286289 
+L 362.353428 350.676856 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481f70; fill-opacity: 0.5"/>
+    <path d="M 241.848977 383.923475 
+L 246.946924 386.273241 
+L 250.159507 382.148691 
+L 245.065592 379.809185 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 402.04321 307.383414 
+L 407.217247 305.60823 
+L 410.241085 300.250812 
+L 405.064716 302.261912 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4d8a; fill-opacity: 0.5"/>
+    <path d="M 276.96736 383.103296 
+L 282.084122 385.368877 
+L 285.252002 381.166503 
+L 280.139996 378.928094 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 298.644705 381.308913 
+L 303.770193 383.442818 
+L 306.907397 379.107375 
+L 301.787296 377.025291 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 348.044396 364.812747 
+L 353.180586 366.072147 
+L 356.243032 360.950887 
+L 351.11211 359.864337 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 433.527543 267.978253 
+L 438.785769 264.429007 
+L 441.786783 259.813771 
+L 436.523521 263.488556 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2f6c8e; fill-opacity: 0.5"/>
+    <path d="M 370.530795 345.949544 
+L 375.67242 346.238668 
+L 378.711101 340.688712 
+L 373.572402 340.641371 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 255.259841 384.484549 
+L 260.36658 386.815767 
+L 263.563271 382.671852 
+L 258.460781 380.355027 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 384.78101 329.74459 
+L 389.932096 329.161824 
+L 392.962968 323.544043 
+L 387.81245 324.388438 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443983; fill-opacity: 0.5"/>
+    <path d="M 447.769218 250.963428 
+L 453.077668 246.887451 
+L 456.063817 242.536068 
+L 450.750202 246.694296 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a788e; fill-opacity: 0.5"/>
+    <path d="M 290.370138 383.386236 
+L 295.494515 385.586464 
+L 298.644705 381.308913 
+L 293.525473 379.149293 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 268.672057 384.980852 
+L 273.787151 387.280897 
+L 276.96736 383.103296 
+L 271.85681 380.824431 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 233.529483 385.685871 
+L 238.624856 388.045839 
+L 241.848977 383.923475 
+L 236.757543 381.572201 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 328.52487 375.998115 
+L 333.660899 377.768154 
+L 336.753019 373.032997 
+L 331.622846 371.376042 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 320.285352 378.689787 
+L 325.41975 380.595692 
+L 328.52487 375.998115 
+L 323.396308 374.184647 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 416.279146 290.01127 
+L 421.48811 287.358045 
+L 424.505352 282.273334 
+L 419.292242 285.123391 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 462.014404 234.11119 
+L 467.374999 229.684066 
+L 470.344297 225.530186 
+L 464.978803 230.007078 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25848e; fill-opacity: 0.5"/>
+    <path d="M 336.753019 373.032997 
+L 341.891334 374.64167 
+L 344.970974 369.742254 
+L 339.838392 368.269854 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 356.243032 360.950887 
+L 361.384471 361.969882 
+L 364.437267 356.632698 
+L 359.30048 355.813941 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 476.260622 217.40467 
+L 481.672625 212.787225 
+L 484.624311 208.764219 
+L 479.207835 213.410539 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 312.033852 381.156718 
+L 317.166974 383.174698 
+L 320.285352 378.689787 
+L 315.157939 376.746308 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 490.505774 200.829354 
+L 495.966358 196.161784 
+L 498.900394 192.218797 
+L 493.435792 196.903539 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 399.018814 312.642311 
+L 404.19093 311.120544 
+L 407.217247 305.60823 
+L 402.04321 307.383414 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4989; fill-opacity: 0.5"/>
+    <path d="M 246.946924 386.273241 
+L 252.051372 388.620741 
+L 255.259841 384.484549 
+L 250.159507 382.148691 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 367.485879 351.286289 
+L 372.630885 351.81208 
+L 375.67242 346.238668 
+L 370.530795 345.949544 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 282.084122 385.368877 
+L 287.207162 387.620241 
+L 290.370138 383.386236 
+L 285.252002 381.166503 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 381.747239 335.183952 
+L 386.899439 334.867381 
+L 389.932096 329.161824 
+L 384.78101 329.74459 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 344.970974 369.742254 
+L 350.112589 371.163302 
+L 353.180586 366.072147 
+L 348.044396 364.812747 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 303.770193 383.442818 
+L 308.902163 385.551447 
+L 312.033852 381.156718 
+L 306.907397 379.107375 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 260.36658 386.815767 
+L 265.479726 389.141408 
+L 268.672057 384.980852 
+L 263.563271 382.671852 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 430.525579 272.595881 
+L 435.778655 269.194035 
+L 438.785769 264.429007 
+L 433.527543 267.978253 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #306a8e; fill-opacity: 0.5"/>
+    <path d="M 238.624856 388.045839 
+L 243.726809 390.40527 
+L 246.946924 386.273241 
+L 241.848977 383.923475 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 295.494515 385.586464 
+L 300.625288 387.767044 
+L 303.770193 383.442818 
+L 298.644705 381.308913 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 273.787151 387.280897 
+L 278.90859 389.571078 
+L 282.084122 385.368877 
+L 276.96736 383.103296 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 395.991953 318.032645 
+L 401.162616 316.778943 
+L 404.19093 311.120544 
+L 399.018814 312.642311 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4788; fill-opacity: 0.5"/>
+    <path d="M 413.261907 295.052104 
+L 418.466899 292.618572 
+L 421.48811 287.358045 
+L 416.279146 290.01127 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 353.180586 366.072147 
+L 358.326922 367.279807 
+L 361.384471 361.969882 
+L 356.243032 360.950887 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 378.711101 340.688712 
+L 383.864956 340.63883 
+L 386.899439 334.867381 
+L 381.747239 335.183952 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 364.437267 356.632698 
+L 369.586055 357.386624 
+L 372.630885 351.81208 
+L 367.485879 351.286289 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482475; fill-opacity: 0.5"/>
+    <path d="M 252.051372 388.620741 
+L 257.162317 390.965233 
+L 260.36658 386.815767 
+L 255.259841 384.484549 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 444.781352 255.331026 
+L 450.084401 251.354725 
+L 453.077668 246.887451 
+L 447.769218 250.963428 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a778e; fill-opacity: 0.5"/>
+    <path d="M 325.41975 380.595692 
+L 330.561596 382.468481 
+L 333.660899 377.768154 
+L 328.52487 375.998115 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 333.660899 377.768154 
+L 338.804965 379.501494 
+L 341.891334 374.64167 
+L 336.753019 373.032997 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 317.166974 383.174698 
+L 322.307126 385.164056 
+L 325.41975 380.595692 
+L 320.285352 378.689787 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 287.207162 387.620241 
+L 292.336581 389.856926 
+L 295.494515 385.586464 
+L 290.370138 383.386236 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 265.479726 389.141408 
+L 270.599296 391.460663 
+L 273.787151 387.280897 
+L 268.672057 384.980852 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 459.042743 238.28273 
+L 464.398184 233.917301 
+L 467.374999 229.684066 
+L 462.014404 234.11119 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25848e; fill-opacity: 0.5"/>
+    <path d="M 230.293904 389.808052 
+L 235.393197 392.176297 
+L 238.624856 388.045839 
+L 233.529483 385.685871 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 341.891334 374.64167 
+L 347.038466 376.211656 
+L 350.112589 371.163302 
+L 344.970974 369.742254 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 308.902163 385.551447 
+L 314.040888 387.636299 
+L 317.166974 383.174698 
+L 312.033852 381.156718 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 392.962968 323.544043 
+L 398.132694 322.569556 
+L 401.162616 316.778943 
+L 395.991953 318.032645 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414487; fill-opacity: 0.5"/>
+    <path d="M 473.306142 221.441154 
+L 478.713461 216.85968 
+L 481.672625 212.787225 
+L 476.260622 217.40467 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 501.827307 188.299585 
+L 507.328306 183.715832 
+L 510.251868 179.803038 
+L 504.747206 184.39988 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 375.67242 346.238668 
+L 380.82845 346.451876 
+L 383.864956 340.63883 
+L 378.711101 340.688712 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472f7d; fill-opacity: 0.5"/>
+    <path d="M 487.568652 204.780871 
+L 493.025071 200.134176 
+L 495.966358 196.161784 
+L 490.505774 200.829354 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 243.726809 390.40527 
+L 248.835336 392.763599 
+L 252.051372 388.620741 
+L 246.946924 386.273241 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 427.518023 277.356379 
+L 432.765879 274.125239 
+L 435.778655 269.194035 
+L 430.525579 272.595881 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #30698e; fill-opacity: 0.5"/>
+    <path d="M 278.90859 389.571078 
+L 284.036436 391.850798 
+L 287.207162 387.620241 
+L 282.084122 385.368877 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 361.384471 361.969882 
+L 366.537382 362.940389 
+L 369.586055 357.386624 
+L 364.437267 356.632698 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 410.241085 300.250812 
+L 415.442354 298.058829 
+L 418.466899 292.618572 
+L 413.261907 295.052104 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38588c; fill-opacity: 0.5"/>
+    <path d="M 300.625288 387.767044 
+L 305.762653 389.928628 
+L 308.902163 385.551447 
+L 303.770193 383.442818 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 350.112589 371.163302 
+L 355.264001 372.546067 
+L 358.326922 367.279807 
+L 353.180586 366.072147 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 257.162317 390.965233 
+L 262.279765 393.30604 
+L 265.479726 389.141408 
+L 260.36658 386.815767 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 389.932096 329.161824 
+L 395.10143 328.473697 
+L 398.132694 322.569556 
+L 392.962968 323.544043 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #424086; fill-opacity: 0.5"/>
+    <path d="M 292.336581 389.856926 
+L 297.472516 392.079042 
+L 300.625288 387.767044 
+L 295.494515 385.586464 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 372.630885 351.81208 
+L 377.78957 352.280861 
+L 380.82845 346.451876 
+L 375.67242 346.238668 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472c7a; fill-opacity: 0.5"/>
+    <path d="M 270.599296 391.460663 
+L 275.725326 393.772918 
+L 278.90859 389.571078 
+L 273.787151 387.280897 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 235.393197 392.176297 
+L 240.499128 394.544819 
+L 243.726809 390.40527 
+L 238.624856 388.045839 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 441.786783 259.813771 
+L 447.0842 255.956866 
+L 450.084401 251.354725 
+L 444.781352 255.331026 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a768e; fill-opacity: 0.5"/>
+    <path d="M 330.561596 382.468481 
+L 335.711376 384.314231 
+L 338.804965 379.501494 
+L 333.660899 377.768154 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 322.307126 385.164056 
+L 327.454703 387.128894 
+L 330.561596 382.468481 
+L 325.41975 380.595692 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 338.804965 379.501494 
+L 343.957644 381.2067 
+L 347.038466 376.211656 
+L 341.891334 374.64167 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 314.040888 387.636299 
+L 319.186676 389.699976 
+L 322.307126 385.164056 
+L 317.166974 383.174698 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 358.326922 367.279807 
+L 363.484232 368.452831 
+L 366.537382 362.940389 
+L 361.384471 361.969882 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 407.217247 305.60823 
+L 412.415114 303.677815 
+L 415.442354 298.058829 
+L 410.241085 300.250812 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3a548c; fill-opacity: 0.5"/>
+    <path d="M 248.835336 392.763599 
+L 253.950439 395.120287 
+L 257.162317 390.965233 
+L 252.051372 388.620741 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 284.036436 391.850798 
+L 289.170781 394.119858 
+L 292.336581 389.856926 
+L 287.207162 387.620241 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 424.505352 282.273334 
+L 429.747973 279.237087 
+L 432.765879 274.125239 
+L 427.518023 277.356379 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31678e; fill-opacity: 0.5"/>
+    <path d="M 386.899439 334.867381 
+L 392.068945 334.468423 
+L 395.10143 328.473697 
+L 389.932096 329.161824 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433d84; fill-opacity: 0.5"/>
+    <path d="M 456.063817 242.536068 
+L 461.413822 238.246566 
+L 464.398184 233.917301 
+L 459.042743 238.28273 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25838e; fill-opacity: 0.5"/>
+    <path d="M 347.038466 376.211656 
+L 352.195067 377.754534 
+L 355.264001 372.546067 
+L 350.112589 371.163302 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 305.762653 389.928628 
+L 310.906845 392.072725 
+L 314.040888 387.636299 
+L 308.902163 385.551447 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 369.586055 357.386624 
+L 374.747828 358.099897 
+L 377.78957 352.280861 
+L 372.630885 351.81208 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 262.279765 393.30604 
+L 267.403736 395.642601 
+L 270.599296 391.460663 
+L 265.479726 389.141408 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 227.050777 393.938788 
+L 232.15397 396.314914 
+L 235.393197 392.176297 
+L 230.293904 389.808052 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 470.344297 225.530186 
+L 475.746685 220.993569 
+L 478.713461 216.85968 
+L 473.306142 221.441154 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21908d; fill-opacity: 0.5"/>
+    <path d="M 498.900394 192.218797 
+L 504.397617 187.650469 
+L 507.328306 183.715832 
+L 501.827307 188.299585 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 484.624311 208.764219 
+L 490.076386 204.143251 
+L 493.025071 200.134176 
+L 487.568652 204.780871 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 240.499128 394.544819 
+L 245.611697 396.913208 
+L 248.835336 392.763599 
+L 243.726809 390.40527 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 297.472516 392.079042 
+L 302.615137 394.287348 
+L 305.762653 389.928628 
+L 300.625288 387.767044 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 275.725326 393.772918 
+L 280.857874 396.077825 
+L 284.036436 391.850798 
+L 278.90859 389.571078 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 404.19093 311.120544 
+L 409.385791 309.469053 
+L 412.415114 303.677815 
+L 407.217247 305.60823 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 383.864956 340.63883 
+L 389.035195 340.527385 
+L 392.068945 334.468423 
+L 386.899439 334.867381 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453882; fill-opacity: 0.5"/>
+    <path d="M 355.264001 372.546067 
+L 360.425919 373.90563 
+L 363.484232 368.452831 
+L 358.326922 367.279807 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 253.950439 395.120287 
+L 259.072129 397.474856 
+L 262.279765 393.30604 
+L 257.162317 390.965233 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 366.537382 362.940389 
+L 371.702618 363.884009 
+L 374.747828 358.099897 
+L 369.586055 357.386624 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482475; fill-opacity: 0.5"/>
+    <path d="M 438.785769 264.429007 
+L 444.077338 260.713323 
+L 447.0842 255.956866 
+L 441.786783 259.813771 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2b758e; fill-opacity: 0.5"/>
+    <path d="M 327.454703 387.128894 
+L 332.610115 389.074573 
+L 335.711376 384.314231 
+L 330.561596 382.468481 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 335.711376 384.314231 
+L 340.869576 386.140435 
+L 343.957644 381.2067 
+L 338.804965 379.501494 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 319.186676 389.699976 
+L 324.339862 391.746146 
+L 327.454703 387.128894 
+L 322.307126 385.164056 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 421.48811 287.358045 
+L 426.725547 284.541068 
+L 429.747973 279.237087 
+L 424.505352 282.273334 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32658e; fill-opacity: 0.5"/>
+    <path d="M 289.170781 394.119858 
+L 294.311744 396.378528 
+L 297.472516 392.079042 
+L 292.336581 389.856926 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 380.82845 346.451876 
+L 385.999967 346.621912 
+L 389.035195 340.527385 
+L 383.864956 340.63883 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #463480; fill-opacity: 0.5"/>
+    <path d="M 343.957644 381.2067 
+L 349.119485 382.893845 
+L 352.195067 377.754534 
+L 347.038466 376.211656 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 267.403736 395.642601 
+L 272.534267 397.97452 
+L 275.725326 393.772918 
+L 270.599296 391.460663 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 232.15397 396.314914 
+L 237.263851 398.691991 
+L 240.499128 394.544819 
+L 235.393197 392.176297 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 401.162616 316.778943 
+L 406.35493 315.420321 
+L 409.385791 309.469053 
+L 404.19093 311.120544 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 310.906845 392.072725 
+L 316.058125 394.201715 
+L 319.186676 389.699976 
+L 314.040888 387.636299 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 453.077668 246.887451 
+L 458.421938 242.690518 
+L 461.413822 238.246566 
+L 456.063817 242.536068 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26828e; fill-opacity: 0.5"/>
+    <path d="M 245.611697 396.913208 
+L 250.730911 399.281078 
+L 253.950439 395.120287 
+L 248.835336 392.763599 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 363.484232 368.452831 
+L 368.653243 369.610208 
+L 371.702618 363.884009 
+L 366.537382 362.940389 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 280.857874 396.077825 
+L 285.997023 398.37536 
+L 289.170781 394.119858 
+L 284.036436 391.850798 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 352.195067 377.754534 
+L 357.361734 379.283378 
+L 360.425919 373.90563 
+L 355.264001 372.546067 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 302.615137 394.287348 
+L 307.764643 396.483282 
+L 310.906845 392.072725 
+L 305.762653 389.928628 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 377.78957 352.280861 
+L 382.96288 352.722256 
+L 385.999967 346.621912 
+L 380.82845 346.451876 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472f7d; fill-opacity: 0.5"/>
+    <path d="M 398.132694 322.569556 
+L 403.322974 321.513707 
+L 406.35493 315.420321 
+L 401.162616 316.778943 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4a89; fill-opacity: 0.5"/>
+    <path d="M 259.072129 397.474856 
+L 264.200428 399.826928 
+L 267.403736 395.642601 
+L 262.279765 393.30604 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 467.374999 229.684066 
+L 472.772174 225.203238 
+L 475.746685 220.993569 
+L 470.344297 225.530186 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21908d; fill-opacity: 0.5"/>
+    <path d="M 223.800075 398.078146 
+L 228.907147 400.461788 
+L 232.15397 396.314914 
+L 227.050777 393.938788 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 418.466899 292.618572 
+L 423.699277 290.044623 
+L 426.725547 284.541068 
+L 421.48811 287.358045 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33638d; fill-opacity: 0.5"/>
+    <path d="M 481.672625 212.787225 
+L 487.120142 208.198234 
+L 490.076386 204.143251 
+L 484.624311 208.764219 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 495.966358 196.161784 
+L 501.459664 191.612022 
+L 504.397617 187.650469 
+L 498.900394 192.218797 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 435.778655 269.194035 
+L 441.064191 265.643146 
+L 444.077338 260.713323 
+L 438.785769 264.429007 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2b748e; fill-opacity: 0.5"/>
+    <path d="M 294.311744 396.378528 
+L 299.459471 398.62759 
+L 302.615137 394.287348 
+L 297.472516 392.079042 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 332.610115 389.074573 
+L 337.773765 391.007524 
+L 340.869576 386.140435 
+L 335.711376 384.314231 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 272.534267 397.97452 
+L 277.671412 400.301623 
+L 280.857874 396.077825 
+L 275.725326 393.772918 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 237.263851 398.691991 
+L 242.380428 401.069724 
+L 245.611697 396.913208 
+L 240.499128 394.544819 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 374.747828 358.099897 
+L 379.923402 358.798909 
+L 382.96288 352.722256 
+L 377.78957 352.280861 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472c7a; fill-opacity: 0.5"/>
+    <path d="M 324.339862 391.746146 
+L 329.500786 393.779442 
+L 332.610115 389.074573 
+L 327.454703 387.128894 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 340.869576 386.140435 
+L 346.036652 387.9557 
+L 349.119485 382.893845 
+L 343.957644 381.2067 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 395.10143 328.473697 
+L 400.29023 327.72603 
+L 403.322974 321.513707 
+L 398.132694 322.569556 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4788; fill-opacity: 0.5"/>
+    <path d="M 360.425919 373.90563 
+L 365.598951 375.25841 
+L 368.653243 369.610208 
+L 363.484232 368.452831 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 316.058125 394.201715 
+L 321.216771 396.318802 
+L 324.339862 391.746146 
+L 319.186676 389.699976 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 250.730911 399.281078 
+L 255.856784 401.648104 
+L 259.072129 397.474856 
+L 253.950439 395.120287 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 349.119485 382.893845 
+L 354.290983 384.574067 
+L 357.361734 379.283378 
+L 352.195067 377.754534 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 285.997023 398.37536 
+L 291.142875 400.665877 
+L 294.311744 396.378528 
+L 289.170781 394.119858 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 415.442354 298.058829 
+L 420.66988 295.750177 
+L 423.699277 290.044623 
+L 418.466899 292.618572 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #34608d; fill-opacity: 0.5"/>
+    <path d="M 307.764643 396.483282 
+L 312.921253 398.668957 
+L 316.058125 394.201715 
+L 310.906845 392.072725 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 392.068945 334.468423 
+L 397.256842 334.029603 
+L 400.29023 327.72603 
+L 395.10143 328.473697 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414287; fill-opacity: 0.5"/>
+    <path d="M 371.702618 363.884009 
+L 376.880872 364.823891 
+L 379.923402 358.798909 
+L 374.747828 358.099897 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 264.200428 399.826928 
+L 269.335371 402.17627 
+L 272.534267 397.97452 
+L 267.403736 395.642601 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 228.907147 400.461788 
+L 234.020954 402.846929 
+L 237.263851 398.691991 
+L 232.15397 396.314914 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 450.084401 251.354725 
+L 455.422626 247.269418 
+L 458.421938 242.690518 
+L 453.077668 246.887451 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26828e; fill-opacity: 0.5"/>
+    <path d="M 389.035195 340.527385 
+L 394.222776 340.393308 
+L 397.256842 334.029603 
+L 392.068945 334.468423 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433e85; fill-opacity: 0.5"/>
+    <path d="M 242.380428 401.069724 
+L 247.503708 403.447849 
+L 250.730911 399.281078 
+L 245.611697 396.913208 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 299.459471 398.62759 
+L 304.614129 400.868359 
+L 307.764643 396.483282 
+L 302.615137 394.287348 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 357.361734 379.283378 
+L 362.538972 380.812148 
+L 365.598951 375.25841 
+L 360.425919 373.90563 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 432.765879 274.125239 
+L 438.045241 270.763966 
+L 441.064191 265.643146 
+L 435.778655 269.194035 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2c728e; fill-opacity: 0.5"/>
+    <path d="M 277.671412 400.301623 
+L 282.815241 402.624 
+L 285.997023 398.37536 
+L 280.857874 396.077825 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 368.653243 369.610208 
+L 373.834534 370.771919 
+L 376.880872 364.823891 
+L 371.702618 363.884009 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 464.398184 233.917301 
+L 469.789828 229.505441 
+L 472.772174 225.203238 
+L 467.374999 229.684066 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #218f8d; fill-opacity: 0.5"/>
+    <path d="M 329.500786 393.779442 
+L 334.669781 395.805277 
+L 337.773765 391.007524 
+L 332.610115 389.074573 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 412.415114 303.677815 
+L 417.638079 301.654356 
+L 420.66988 295.750177 
+L 415.442354 298.058829 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365d8d; fill-opacity: 0.5"/>
+    <path d="M 337.773765 391.007524 
+L 342.94603 392.934967 
+L 346.036652 387.9557 
+L 340.869576 386.140435 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 255.856784 401.648104 
+L 260.989339 404.014043 
+L 264.200428 399.826928 
+L 259.072129 397.474856 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 385.999967 346.621912 
+L 391.187808 346.783909 
+L 394.222776 340.393308 
+L 389.035195 340.527385 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443983; fill-opacity: 0.5"/>
+    <path d="M 507.328306 183.715832 
+L 512.857986 179.340061 
+L 515.784977 175.413443 
+L 510.251868 179.803038 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2db27d; fill-opacity: 0.5"/>
+    <path d="M 220.541771 402.226218 
+L 225.652706 404.617048 
+L 228.907147 400.461788 
+L 223.800075 398.078146 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 321.216771 396.318802 
+L 326.383064 398.427906 
+L 329.500786 393.779442 
+L 324.339862 391.746146 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 346.036652 387.9557 
+L 351.213012 389.76935 
+L 354.290983 384.574067 
+L 349.119485 382.893845 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 291.142875 400.665877 
+L 296.295555 402.950131 
+L 299.459471 398.62759 
+L 294.311744 396.378528 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 478.713461 216.85968 
+L 484.156165 212.310573 
+L 487.120142 208.198234 
+L 481.672625 212.787225 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9b8a; fill-opacity: 0.5"/>
+    <path d="M 493.025071 200.134176 
+L 498.514287 195.607134 
+L 501.459664 191.612022 
+L 495.966358 196.161784 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 269.335371 402.17627 
+L 274.477007 404.522822 
+L 277.671412 400.301623 
+L 272.534267 397.97452 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 234.020954 402.846929 
+L 239.141504 405.233362 
+L 242.380428 401.069724 
+L 237.263851 398.691991 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 312.921253 398.668957 
+L 318.085195 400.847107 
+L 321.216771 396.318802 
+L 316.058125 394.201715 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 382.96288 352.722256 
+L 388.151533 353.167504 
+L 391.187808 346.783909 
+L 385.999967 346.621912 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #463480; fill-opacity: 0.5"/>
+    <path d="M 365.598951 375.25841 
+L 370.783577 376.621373 
+L 373.834534 370.771919 
+L 368.653243 369.610208 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481f70; fill-opacity: 0.5"/>
+    <path d="M 409.385791 309.469053 
+L 414.604565 307.747469 
+L 417.638079 301.654356 
+L 412.415114 303.677815 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 354.290983 384.574067 
+L 359.472552 386.259037 
+L 362.538972 380.812148 
+L 357.361734 379.283378 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 247.503708 403.447849 
+L 252.633707 405.826148 
+L 255.856784 401.648104 
+L 250.730911 399.281078 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 447.0842 255.956866 
+L 452.416071 252.004529 
+L 455.422626 247.269418 
+L 450.084401 251.354725 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26818e; fill-opacity: 0.5"/>
+    <path d="M 429.747973 279.237087 
+L 435.021077 276.090842 
+L 438.045241 270.763966 
+L 432.765879 274.125239 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 282.815241 402.624 
+L 287.965845 404.942031 
+L 291.142875 400.665877 
+L 285.997023 398.37536 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 304.614129 400.868359 
+L 309.775898 403.102663 
+L 312.921253 398.668957 
+L 307.764643 396.483282 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 379.923402 358.798909 
+L 385.113381 359.511015 
+L 388.151533 353.167504 
+L 382.96288 352.722256 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472f7d; fill-opacity: 0.5"/>
+    <path d="M 260.989339 404.014043 
+L 266.128608 406.37877 
+L 269.335371 402.17627 
+L 264.200428 399.826928 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 406.35493 315.420321 
+L 411.569958 314.013336 
+L 414.604565 307.747469 
+L 409.385791 309.469053 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #39568c; fill-opacity: 0.5"/>
+    <path d="M 225.652706 404.617048 
+L 230.770414 407.009814 
+L 234.020954 402.846929 
+L 228.907147 400.461788 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 334.669781 395.805277 
+L 339.847151 397.829602 
+L 342.94603 392.934967 
+L 337.773765 391.007524 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 376.880872 364.823891 
+L 382.072645 365.783612 
+L 385.113381 359.511015 
+L 379.923402 358.798909 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 362.538972 380.812148 
+L 367.727169 382.355009 
+L 370.783577 376.621373 
+L 365.598951 375.25841 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 296.295555 402.950131 
+L 301.455199 405.229281 
+L 304.614129 400.868359 
+L 299.459471 398.62759 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 342.94603 392.934967 
+L 348.127236 394.864575 
+L 351.213012 389.76935 
+L 346.036652 387.9557 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 326.383064 398.427906 
+L 331.557274 400.5335 
+L 334.669781 395.805277 
+L 329.500786 393.779442 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 274.477007 404.522822 
+L 279.625398 406.866734 
+L 282.815241 402.624 
+L 277.671412 400.301623 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 239.141504 405.233362 
+L 244.268807 407.620911 
+L 247.503708 403.447849 
+L 242.380428 401.069724 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 461.413822 238.246566 
+L 466.799585 233.919258 
+L 469.789828 229.505441 
+L 464.398184 233.917301 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #218f8d; fill-opacity: 0.5"/>
+    <path d="M 403.322974 321.513707 
+L 408.534765 320.429512 
+L 411.569958 314.013336 
+L 406.35493 315.420321 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 318.085195 400.847107 
+L 323.256697 403.020983 
+L 326.383064 398.427906 
+L 321.216771 396.318802 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 351.213012 389.76935 
+L 356.398987 391.590974 
+L 359.472552 386.259037 
+L 354.290983 384.574067 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 426.725547 284.541068 
+L 431.99238 281.635065 
+L 435.021077 276.090842 
+L 429.747973 279.237087 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 252.633707 405.826148 
+L 257.77045 408.204478 
+L 260.989339 404.014043 
+L 255.856784 401.648104 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 373.834534 370.771919 
+L 379.028515 371.957955 
+L 382.072645 365.783612 
+L 376.880872 364.823891 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 504.397617 187.650469 
+L 509.923736 183.291138 
+L 512.857986 179.340061 
+L 507.328306 183.715832 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2db27d; fill-opacity: 0.5"/>
+    <path d="M 475.746685 220.993569 
+L 481.184279 216.494169 
+L 484.156165 212.310573 
+L 478.713461 216.85968 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9b8a; fill-opacity: 0.5"/>
+    <path d="M 400.29023 327.72603 
+L 405.499344 326.967899 
+L 408.534765 320.429512 
+L 403.322974 321.513707 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4e8a; fill-opacity: 0.5"/>
+    <path d="M 287.965845 404.942031 
+L 293.123325 407.25641 
+L 296.295555 402.950131 
+L 291.142875 400.665877 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 309.775898 403.102663 
+L 314.944964 405.332781 
+L 318.085195 400.847107 
+L 312.921253 398.668957 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 490.076386 204.143251 
+L 495.561302 199.64433 
+L 498.514287 195.607134 
+L 493.025071 200.134176 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 444.077338 260.713323 
+L 449.402559 256.917312 
+L 452.416071 252.004529 
+L 447.0842 255.956866 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #27808e; fill-opacity: 0.5"/>
+    <path d="M 266.128608 406.37877 
+L 271.274636 408.742302 
+L 274.477007 404.522822 
+L 269.335371 402.17627 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 359.472552 386.259037 
+L 364.664502 387.960378 
+L 367.727169 382.355009 
+L 362.538972 380.812148 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 397.256842 334.029603 
+L 402.463874 333.59575 
+L 405.499344 326.967899 
+L 400.29023 327.72603 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 230.770414 407.009814 
+L 235.894906 409.404378 
+L 239.141504 405.233362 
+L 234.020954 402.846929 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 370.783577 376.621373 
+L 375.980123 378.011187 
+L 379.028515 371.957955 
+L 373.834534 370.771919 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482173; fill-opacity: 0.5"/>
+    <path d="M 394.222776 340.393308 
+L 399.428337 340.276981 
+L 402.463874 333.59575 
+L 397.256842 334.029603 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414487; fill-opacity: 0.5"/>
+    <path d="M 301.455199 405.229281 
+L 306.621955 407.504868 
+L 309.775898 403.102663 
+L 304.614129 400.868359 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 244.268807 407.620911 
+L 249.402882 410.009437 
+L 252.633707 405.826148 
+L 247.503708 403.447849 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 279.625398 406.866734 
+L 284.780619 409.208383 
+L 287.965845 404.942031 
+L 282.815241 402.624 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 339.847151 397.829602 
+L 345.033157 399.858616 
+L 348.127236 394.864575 
+L 342.94603 392.934967 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 423.699277 290.044623 
+L 428.95991 287.402997 
+L 431.99238 281.635065 
+L 426.725547 284.541068 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2f6c8e; fill-opacity: 0.5"/>
+    <path d="M 391.187808 346.783909 
+L 396.39251 346.973716 
+L 399.428337 340.276981 
+L 394.222776 340.393308 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433e85; fill-opacity: 0.5"/>
+    <path d="M 331.557274 400.5335 
+L 336.739643 402.640398 
+L 339.847151 397.829602 
+L 334.669781 395.805277 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 348.127236 394.864575 
+L 353.317648 396.804088 
+L 356.398987 391.590974 
+L 351.213012 389.76935 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 388.151533 353.167504 
+L 393.355973 353.647948 
+L 396.39251 346.973716 
+L 391.187808 346.783909 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443983; fill-opacity: 0.5"/>
+    <path d="M 323.256697 403.020983 
+L 328.435977 405.194211 
+L 331.557274 400.5335 
+L 326.383064 398.427906 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 257.77045 408.204478 
+L 262.913965 410.582785 
+L 266.128608 406.37877 
+L 260.989339 404.014043 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 367.727169 382.355009 
+L 372.926581 383.925622 
+L 375.980123 378.011187 
+L 370.783577 376.621373 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 458.421938 242.690518 
+L 463.801445 238.465809 
+L 466.799585 233.919258 
+L 461.413822 238.246566 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #218e8d; fill-opacity: 0.5"/>
+    <path d="M 293.123325 407.25641 
+L 298.287795 409.568127 
+L 301.455199 405.229281 
+L 296.295555 402.950131 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 385.113381 359.511015 
+L 390.318125 360.26319 
+L 393.355973 353.647948 
+L 388.151533 353.167504 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #463480; fill-opacity: 0.5"/>
+    <path d="M 356.398987 391.590974 
+L 361.594819 393.429945 
+L 364.664502 387.960378 
+L 359.472552 386.259037 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 314.944964 405.332781 
+L 320.121511 407.561358 
+L 323.256697 403.020983 
+L 318.085195 400.847107 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 271.274636 408.742302 
+L 276.427476 411.104812 
+L 279.625398 406.866734 
+L 274.477007 404.522822 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 235.894906 409.404378 
+L 241.026194 411.800624 
+L 244.268807 407.620911 
+L 239.141504 405.233362 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 441.064191 265.643146 
+L 446.382496 262.028392 
+L 449.402559 256.917312 
+L 444.077338 260.713323 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #277e8e; fill-opacity: 0.5"/>
+    <path d="M 420.66988 295.750177 
+L 425.92447 293.395064 
+L 428.95991 287.402997 
+L 423.699277 290.044623 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #30698e; fill-opacity: 0.5"/>
+    <path d="M 382.072645 365.783612 
+L 387.27822 366.786011 
+L 390.318125 360.26319 
+L 385.113381 359.511015 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 472.772174 225.203238 
+L 478.204317 220.765512 
+L 481.184279 216.494169 
+L 475.746685 220.993569 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9b8a; fill-opacity: 0.5"/>
+    <path d="M 249.402882 410.009437 
+L 254.54375 412.398862 
+L 257.77045 408.204478 
+L 252.633707 405.826148 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 306.621955 407.504868 
+L 311.795975 409.778754 
+L 314.944964 405.332781 
+L 309.775898 403.102663 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 284.780619 409.208383 
+L 289.942756 411.548374 
+L 293.123325 407.25641 
+L 287.965845 404.942031 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 501.459664 191.612022 
+L 506.982059 187.27262 
+L 509.923736 183.291138 
+L 504.397617 187.650469 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2db27d; fill-opacity: 0.5"/>
+    <path d="M 379.028515 371.957955 
+L 384.235401 373.187329 
+L 387.27822 366.786011 
+L 382.072645 365.783612 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482979; fill-opacity: 0.5"/>
+    <path d="M 364.664502 387.960378 
+L 369.867025 389.689091 
+L 372.926581 383.925622 
+L 367.727169 382.355009 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 487.120142 208.198234 
+L 492.600505 203.734333 
+L 495.561302 199.64433 
+L 490.076386 204.143251 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 417.638079 301.654356 
+L 422.886876 299.604974 
+L 425.92447 293.395064 
+L 420.66988 295.750177 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31668e; fill-opacity: 0.5"/>
+    <path d="M 336.739643 402.640398 
+L 341.930377 404.753521 
+L 345.033157 399.858616 
+L 339.847151 397.829602 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 345.033157 399.858616 
+L 350.228005 401.898457 
+L 353.317648 396.804088 
+L 348.127236 394.864575 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 262.913965 410.582785 
+L 268.064293 412.961126 
+L 271.274636 408.742302 
+L 266.128608 406.37877 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 328.435977 405.194211 
+L 333.623224 407.370617 
+L 336.739643 402.640398 
+L 331.557274 400.5335 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 375.980123 378.011187 
+L 381.188747 379.443406 
+L 384.235401 373.187329 
+L 379.028515 371.957955 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482475; fill-opacity: 0.5"/>
+    <path d="M 353.317648 396.804088 
+L 358.517452 398.760928 
+L 361.594819 393.429945 
+L 356.398987 391.590974 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 298.287795 409.568127 
+L 303.459375 411.87845 
+L 306.621955 407.504868 
+L 301.455199 405.229281 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 276.427476 411.104812 
+L 281.587191 413.466648 
+L 284.780619 409.208383 
+L 279.625398 406.866734 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 241.026194 411.800624 
+L 246.164297 414.19847 
+L 249.402882 410.009437 
+L 244.268807 407.620911 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 414.604565 307.747469 
+L 419.847913 306.019286 
+L 422.886876 299.604974 
+L 417.638079 301.654356 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33628d; fill-opacity: 0.5"/>
+    <path d="M 320.121511 407.561358 
+L 325.30571 409.791279 
+L 328.435977 405.194211 
+L 323.256697 403.020983 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 438.045241 270.763966 
+L 443.356409 267.35638 
+L 446.382496 262.028392 
+L 441.064191 265.643146 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #287c8e; fill-opacity: 0.5"/>
+    <path d="M 455.422626 247.269418 
+L 460.795487 243.16776 
+L 463.801445 238.465809 
+L 458.421938 242.690518 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #228d8d; fill-opacity: 0.5"/>
+    <path d="M 361.594819 393.429945 
+L 366.800652 395.294959 
+L 369.867025 389.689091 
+L 364.664502 387.960378 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 372.926581 383.925622 
+L 378.137316 385.53648 
+L 381.188747 379.443406 
+L 375.980123 378.011187 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 254.54375 412.398862 
+L 259.691439 414.78918 
+L 262.913965 410.582785 
+L 257.77045 408.204478 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 411.569958 314.013336 
+L 416.808284 312.617373 
+L 419.847913 306.019286 
+L 414.604565 307.747469 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #355e8d; fill-opacity: 0.5"/>
+    <path d="M 289.942756 411.548374 
+L 295.111901 413.887536 
+L 298.287795 409.568127 
+L 293.123325 407.25641 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 311.795975 409.778754 
+L 316.977403 412.053048 
+L 320.121511 407.561358 
+L 314.944964 405.332781 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 408.534765 320.429512 
+L 413.768574 319.371831 
+L 416.808284 312.617373 
+L 411.569958 314.013336 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38598c; fill-opacity: 0.5"/>
+    <path d="M 268.064293 412.961126 
+L 273.221479 415.33968 
+L 276.427476 411.104812 
+L 271.274636 408.742302 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 405.499344 326.967899 
+L 410.729202 326.249328 
+L 413.768574 319.371831 
+L 408.534765 320.429512 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3a548c; fill-opacity: 0.5"/>
+    <path d="M 512.857986 179.340061 
+L 518.41203 175.256967 
+L 521.342132 171.315821 
+L 515.784977 175.413443 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3dbc74; fill-opacity: 0.5"/>
+    <path d="M 402.463874 333.59575 
+L 407.690394 333.211852 
+L 410.729202 326.249328 
+L 405.499344 326.967899 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 469.789828 229.505441 
+L 475.216134 225.143693 
+L 478.204317 220.765512 
+L 472.772174 225.203238 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f9a8a; fill-opacity: 0.5"/>
+    <path d="M 399.428337 340.276981 
+L 404.65216 340.218278 
+L 407.690394 333.211852 
+L 402.463874 333.59575 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4989; fill-opacity: 0.5"/>
+    <path d="M 341.930377 404.753521 
+L 347.129632 406.877649 
+L 350.228005 401.898457 
+L 345.033157 399.858616 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 396.39251 346.973716 
+L 401.614289 347.226142 
+L 404.65216 340.218278 
+L 399.428337 340.276981 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414487; fill-opacity: 0.5"/>
+    <path d="M 393.355973 353.647948 
+L 398.576354 354.193496 
+L 401.614289 347.226142 
+L 396.39251 346.973716 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433e85; fill-opacity: 0.5"/>
+    <path d="M 350.228005 401.898457 
+L 355.431833 403.954898 
+L 358.517452 398.760928 
+L 353.317648 396.804088 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 390.318125 360.26319 
+L 395.537736 361.08071 
+L 398.576354 354.193496 
+L 393.355973 353.647948 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453882; fill-opacity: 0.5"/>
+    <path d="M 369.867025 389.689091 
+L 375.080194 391.455022 
+L 378.137316 385.53648 
+L 372.926581 383.925622 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 303.459375 411.87845 
+L 308.638184 414.188871 
+L 311.795975 409.778754 
+L 306.621955 407.504868 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 333.623224 407.370617 
+L 338.818599 409.554036 
+L 341.930377 404.753521 
+L 336.739643 402.640398 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 387.27822 366.786011 
+L 392.497654 367.852082 
+L 395.537736 361.08071 
+L 390.318125 360.26319 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 246.164297 414.19847 
+L 251.309235 416.597881 
+L 254.54375 412.398862 
+L 249.402882 410.009437 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 281.587191 413.466648 
+L 286.753852 415.828324 
+L 289.942756 411.548374 
+L 284.780619 409.208383 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 435.021077 276.090842 
+L 440.324948 272.916566 
+L 443.356409 267.35638 
+L 438.045241 270.763966 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 498.514287 195.607134 
+L 504.032759 191.292237 
+L 506.982059 187.27262 
+L 501.459664 191.612022 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2cb17e; fill-opacity: 0.5"/>
+    <path d="M 484.156165 212.310573 
+L 489.631674 207.890346 
+L 492.600505 203.734333 
+L 487.120142 208.198234 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a685; fill-opacity: 0.5"/>
+    <path d="M 358.517452 398.760928 
+L 363.726749 400.741841 
+L 366.800652 395.294959 
+L 361.594819 393.429945 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 325.30571 409.791279 
+L 330.49771 412.025529 
+L 333.623224 407.370617 
+L 328.435977 405.194211 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 384.235401 373.187329 
+L 389.455212 374.477166 
+L 392.497654 367.852082 
+L 387.27822 366.786011 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472c7a; fill-opacity: 0.5"/>
+    <path d="M 259.691439 414.78918 
+L 264.845985 417.180466 
+L 268.064293 412.961126 
+L 262.913965 410.582785 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 452.416071 252.004529 
+L 457.78189 248.048585 
+L 460.795487 243.16776 
+L 455.422626 247.269418 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #228c8d; fill-opacity: 0.5"/>
+    <path d="M 381.188747 379.443406 
+L 386.409438 380.931736 
+L 389.455212 374.477166 
+L 384.235401 373.187329 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 295.111901 413.887536 
+L 300.28815 416.226887 
+L 303.459375 411.87845 
+L 298.287795 409.568127 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 316.977403 412.053048 
+L 322.166374 414.330004 
+L 325.30571 409.791279 
+L 320.121511 407.561358 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 366.800652 395.294959 
+L 372.016527 397.193624 
+L 375.080194 391.455022 
+L 369.867025 389.689091 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 273.221479 415.33968 
+L 278.385577 417.718748 
+L 281.587191 413.466648 
+L 276.427476 411.104812 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 431.99238 281.635065 
+L 437.288871 278.719611 
+L 440.324948 272.916566 
+L 435.021077 276.090842 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a778e; fill-opacity: 0.5"/>
+    <path d="M 378.137316 385.53648 
+L 383.359344 387.198338 
+L 386.409438 380.931736 
+L 381.188747 379.443406 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482173; fill-opacity: 0.5"/>
+    <path d="M 308.638184 414.188871 
+L 313.824338 416.501041 
+L 316.977403 412.053048 
+L 311.795975 409.778754 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 347.129632 406.877649 
+L 352.337513 409.017185 
+L 355.431833 403.954898 
+L 350.228005 401.898457 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 251.309235 416.597881 
+L 256.461035 418.998876 
+L 259.691439 414.78918 
+L 254.54375 412.398862 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 286.753852 415.828324 
+L 291.927534 418.190512 
+L 295.111901 413.887536 
+L 289.942756 411.548374 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 338.818599 409.554036 
+L 344.02222 411.748123 
+L 347.129632 406.877649 
+L 341.930377 404.753521 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 355.431833 403.954898 
+L 360.644713 406.033066 
+L 363.726749 400.741841 
+L 358.517452 398.760928 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 466.799585 233.919258 
+L 472.219631 229.650235 
+L 475.216134 225.143693 
+L 469.789828 229.505441 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f998a; fill-opacity: 0.5"/>
+    <path d="M 330.49771 412.025529 
+L 335.697633 414.267044 
+L 338.818599 409.554036 
+L 333.623224 407.370617 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 375.080194 391.455022 
+L 380.303962 393.266431 
+L 383.359344 387.198338 
+L 378.137316 385.53648 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 264.845985 417.180466 
+L 270.007426 419.572886 
+L 273.221479 415.33968 
+L 268.064293 412.961126 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 363.726749 400.741841 
+L 368.94556 402.752585 
+L 372.016527 397.193624 
+L 366.800652 395.294959 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 509.923736 183.291138 
+L 515.474521 179.225446 
+L 518.41203 175.256967 
+L 512.857986 179.340061 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3dbc74; fill-opacity: 0.5"/>
+    <path d="M 428.95991 287.402997 
+L 434.249026 284.770312 
+L 437.288871 278.719611 
+L 431.99238 281.635065 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2b748e; fill-opacity: 0.5"/>
+    <path d="M 300.28815 416.226887 
+L 305.471599 418.567599 
+L 308.638184 414.188871 
+L 303.459375 411.87845 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 449.402559 256.917312 
+L 454.760953 253.131595 
+L 457.78189 248.048585 
+L 452.416071 252.004529 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #238a8d; fill-opacity: 0.5"/>
+    <path d="M 322.166374 414.330004 
+L 327.363002 416.611909 
+L 330.49771 412.025529 
+L 325.30571 409.791279 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 481.184279 216.494169 
+L 486.654582 212.12827 
+L 489.631674 207.890346 
+L 484.156165 212.310573 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a685; fill-opacity: 0.5"/>
+    <path d="M 278.385577 417.718748 
+L 283.556644 420.098757 
+L 286.753852 415.828324 
+L 281.587191 413.466648 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 495.561302 199.64433 
+L 501.075608 195.359841 
+L 504.032759 191.292237 
+L 498.514287 195.607134 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2cb17e; fill-opacity: 0.5"/>
+    <path d="M 392.497654 367.852082 
+L 397.730787 369.000005 
+L 400.772064 361.985961 
+L 395.537736 361.08071 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 389.455212 374.477166 
+L 394.687781 375.841937 
+L 397.730787 369.000005 
+L 392.497654 367.852082 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472f7d; fill-opacity: 0.5"/>
+    <path d="M 395.537736 361.08071 
+L 400.772064 361.985961 
+L 403.812545 354.831196 
+L 398.576354 354.193496 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 372.016527 397.193624 
+L 377.24239 399.132143 
+L 380.303962 393.266431 
+L 375.080194 391.455022 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 425.92447 293.395064 
+L 431.206317 291.066571 
+L 434.249026 284.770312 
+L 428.95991 287.402997 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2c718e; fill-opacity: 0.5"/>
+    <path d="M 256.461035 418.998876 
+L 261.619727 421.401536 
+L 264.845985 417.180466 
+L 259.691439 414.78918 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 398.576354 354.193496 
+L 403.812545 354.831196 
+L 406.853034 347.573279 
+L 401.614289 347.226142 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #424186; fill-opacity: 0.5"/>
+    <path d="M 386.409438 380.931736 
+L 391.642033 382.48745 
+L 394.687781 375.841937 
+L 389.455212 374.477166 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482979; fill-opacity: 0.5"/>
+    <path d="M 313.824338 416.501041 
+L 319.017941 418.816686 
+L 322.166374 414.330004 
+L 316.977403 412.053048 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 291.927534 418.190512 
+L 297.108314 420.554016 
+L 300.28815 416.226887 
+L 295.111901 413.887536 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 401.614289 347.226142 
+L 406.853034 347.573279 
+L 409.894163 340.254636 
+L 404.65216 340.218278 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 352.337513 409.017185 
+L 357.554066 411.175949 
+L 360.644713 406.033066 
+L 355.431833 403.954898 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 344.02222 411.748123 
+L 349.234162 413.956169 
+L 352.337513 409.017185 
+L 347.129632 406.877649 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 383.359344 387.198338 
+L 388.592505 388.919772 
+L 391.642033 382.48745 
+L 386.409438 380.931736 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482475; fill-opacity: 0.5"/>
+    <path d="M 360.644713 406.033066 
+L 365.86665 408.137223 
+L 368.94556 402.752585 
+L 363.726749 400.741841 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 270.007426 419.572886 
+L 275.175808 421.966696 
+L 278.385577 417.718748 
+L 273.221479 415.33968 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 422.886876 299.604974 
+L 428.161662 297.598664 
+L 431.206317 291.066571 
+L 425.92447 293.395064 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6e8e; fill-opacity: 0.5"/>
+    <path d="M 404.65216 340.218278 
+L 409.894163 340.254636 
+L 412.936352 332.920876 
+L 407.690394 333.211852 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4e8a; fill-opacity: 0.5"/>
+    <path d="M 335.697633 414.267044 
+L 340.905568 416.518562 
+L 344.02222 411.748123 
+L 338.818599 409.554036 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 407.690394 333.211852 
+L 412.936352 332.920876 
+L 415.979791 325.618876 
+L 410.729202 326.249328 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3a548c; fill-opacity: 0.5"/>
+    <path d="M 305.471599 418.567599 
+L 310.662336 420.910939 
+L 313.824338 416.501041 
+L 308.638184 414.188871 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 419.847913 306.019286 
+L 425.115948 304.348916 
+L 428.161662 297.598664 
+L 422.886876 299.604974 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #30698e; fill-opacity: 0.5"/>
+    <path d="M 463.801445 238.465809 
+L 469.214774 234.308713 
+L 472.219631 229.650235 
+L 466.799585 233.919258 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f988b; fill-opacity: 0.5"/>
+    <path d="M 446.382496 262.028392 
+L 451.733111 258.438749 
+L 454.760953 253.131595 
+L 449.402559 256.917312 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #23888e; fill-opacity: 0.5"/>
+    <path d="M 410.729202 326.249328 
+L 415.979791 325.618876 
+L 419.024429 318.394746 
+L 413.768574 319.371831 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 368.94556 402.752585 
+L 374.173825 404.797701 
+L 377.24239 399.132143 
+L 372.016527 397.193624 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 283.556644 420.098757 
+L 288.734741 422.480239 
+L 291.927534 418.190512 
+L 286.753852 415.828324 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 380.303962 393.266431 
+L 385.538178 395.129678 
+L 388.592505 388.919772 
+L 383.359344 387.198338 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481f70; fill-opacity: 0.5"/>
+    <path d="M 327.363002 416.611909 
+L 332.56738 418.900967 
+L 335.697633 414.267044 
+L 330.49771 412.025529 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 416.808284 312.617373 
+L 422.069979 311.291836 
+L 425.115948 304.348916 
+L 419.847913 306.019286 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32658e; fill-opacity: 0.5"/>
+    <path d="M 413.768574 319.371831 
+L 419.024429 318.394746 
+L 422.069979 311.291836 
+L 416.808284 312.617373 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #34608d; fill-opacity: 0.5"/>
+    <path d="M 261.619727 421.401536 
+L 266.785345 423.806007 
+L 270.007426 419.572886 
+L 264.845985 417.180466 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 319.017941 418.816686 
+L 324.21908 421.137526 
+L 327.363002 416.611909 
+L 322.166374 414.330004 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 297.108314 420.554016 
+L 302.296267 422.919737 
+L 305.471599 418.567599 
+L 300.28815 416.226887 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 506.982059 187.27262 
+L 512.529401 183.228134 
+L 515.474521 179.225446 
+L 509.923736 183.291138 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3dbc74; fill-opacity: 0.5"/>
+    <path d="M 478.204317 220.765512 
+L 483.66901 216.466808 
+L 486.654582 212.12827 
+L 481.184279 216.494169 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a585; fill-opacity: 0.5"/>
+    <path d="M 377.24239 399.132143 
+L 382.478101 401.115095 
+L 385.538178 395.129678 
+L 380.303962 393.266431 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 492.600505 203.734333 
+L 498.110351 199.487728 
+L 501.075608 195.359841 
+L 495.561302 199.64433 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2cb17e; fill-opacity: 0.5"/>
+    <path d="M 275.175808 421.966696 
+L 280.351177 424.362237 
+L 283.556644 420.098757 
+L 278.385577 417.718748 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 357.554066 411.175949 
+L 362.779285 413.35702 
+L 365.86665 408.137223 
+L 360.644713 406.033066 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 349.234162 413.956169 
+L 354.454455 416.180959 
+L 357.554066 411.175949 
+L 352.337513 409.017185 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 340.905568 416.518562 
+L 346.121568 418.782498 
+L 349.234162 413.956169 
+L 344.02222 411.748123 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 365.86665 408.137223 
+L 371.097584 410.270606 
+L 374.173825 404.797701 
+L 368.94556 402.752585 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 394.687781 375.841937 
+L 399.932781 377.292901 
+L 402.977264 370.244402 
+L 397.730787 369.000005 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 443.356409 267.35638 
+L 448.698937 263.989304 
+L 451.733111 258.438749 
+L 446.382496 262.028392 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24868e; fill-opacity: 0.5"/>
+    <path d="M 391.642033 382.48745 
+L 396.886231 384.118983 
+L 399.932781 377.292901 
+L 394.687781 375.841937 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472c7a; fill-opacity: 0.5"/>
+    <path d="M 310.662336 420.910939 
+L 315.860443 423.258207 
+L 319.017941 418.816686 
+L 313.824338 416.501041 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 397.730787 369.000005 
+L 402.977264 370.244402 
+L 406.020731 362.997474 
+L 400.772064 361.985961 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453882; fill-opacity: 0.5"/>
+    <path d="M 288.734741 422.480239 
+L 293.919929 424.863816 
+L 297.108314 420.554016 
+L 291.927534 418.190512 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 388.592505 388.919772 
+L 393.836528 390.706908 
+L 396.886231 384.118983 
+L 391.642033 382.48745 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482576; fill-opacity: 0.5"/>
+    <path d="M 332.56738 418.900967 
+L 337.779574 421.199193 
+L 340.905568 416.518562 
+L 335.697633 414.267044 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 400.772064 361.985961 
+L 406.020731 362.997474 
+L 409.064145 355.584017 
+L 403.812545 354.831196 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 374.173825 404.797701 
+L 379.41142 406.880381 
+L 382.478101 401.115095 
+L 377.24239 399.132143 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 460.795487 243.16776 
+L 466.201622 239.144129 
+L 469.214774 234.308713 
+L 463.801445 238.465809 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f978b; fill-opacity: 0.5"/>
+    <path d="M 266.785345 423.806007 
+L 271.957926 426.212497 
+L 275.175808 421.966696 
+L 270.007426 419.572886 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 385.538178 395.129678 
+L 390.782603 397.04905 
+L 393.836528 390.706908 
+L 388.592505 388.919772 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 403.812545 354.831196 
+L 409.064145 355.584017 
+L 412.10833 348.043026 
+L 406.853034 347.573279 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 302.296267 422.919737 
+L 307.491461 425.28863 
+L 310.662336 420.910939 
+L 305.471599 418.567599 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 324.21908 421.137526 
+L 329.427825 423.465187 
+L 332.56738 418.900967 
+L 327.363002 416.611909 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 518.41203 175.256967 
+L 523.985841 171.540009 
+L 526.91866 167.583693 
+L 521.342132 171.315821 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #50c46a; fill-opacity: 0.5"/>
+    <path d="M 440.324948 272.916566 
+L 445.659148 269.798381 
+L 448.698937 263.989304 
+L 443.356409 267.35638 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25838e; fill-opacity: 0.5"/>
+    <path d="M 280.351177 424.362237 
+L 285.533583 426.759922 
+L 288.734741 422.480239 
+L 283.556644 420.098757 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 406.853034 347.573279 
+L 412.10833 348.043026 
+L 415.153917 340.419297 
+L 409.894163 340.254636 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4d8a; fill-opacity: 0.5"/>
+    <path d="M 354.454455 416.180959 
+L 359.683087 418.424661 
+L 362.779285 413.35702 
+L 357.554066 411.175949 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 362.779285 413.35702 
+L 368.013116 415.562635 
+L 371.097584 410.270606 
+L 365.86665 408.137223 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 382.478101 401.115095 
+L 387.723451 403.145345 
+L 390.782603 397.04905 
+L 385.538178 395.129678 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 346.121568 418.782498 
+L 351.345651 421.060834 
+L 354.454455 416.180959 
+L 349.234162 413.956169 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 315.860443 423.258207 
+L 321.065987 425.610672 
+L 324.21908 421.137526 
+L 319.017941 418.816686 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 475.216134 225.143693 
+L 480.674763 220.927415 
+L 483.66901 216.466808 
+L 478.204317 220.765512 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a585; fill-opacity: 0.5"/>
+    <path d="M 371.097584 410.270606 
+L 376.337405 412.435349 
+L 379.41142 406.880381 
+L 374.173825 404.797701 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 293.919929 424.863816 
+L 299.112267 427.250167 
+L 302.296267 422.919737 
+L 297.108314 420.554016 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 504.032759 191.292237 
+L 509.57643 187.273911 
+L 512.529401 183.228134 
+L 506.982059 187.27262 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3bbb75; fill-opacity: 0.5"/>
+    <path d="M 409.894163 340.254636 
+L 415.153917 340.419297 
+L 418.201312 332.761729 
+L 412.936352 332.920876 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3a538b; fill-opacity: 0.5"/>
+    <path d="M 337.779574 421.199193 
+L 342.999621 423.508317 
+L 346.121568 418.782498 
+L 340.905568 416.518562 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 489.631674 207.890346 
+L 495.136711 203.690924 
+L 498.110351 199.487728 
+L 492.600505 203.734333 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2cb17e; fill-opacity: 0.5"/>
+    <path d="M 437.288871 278.719611 
+L 442.614584 275.875549 
+L 445.659148 269.798381 
+L 440.324948 272.916566 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26818e; fill-opacity: 0.5"/>
+    <path d="M 271.957926 426.212497 
+L 277.13751 428.621275 
+L 280.351177 424.362237 
+L 275.175808 421.966696 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 396.886231 384.118983 
+L 402.141627 385.831745 
+L 405.189753 378.837784 
+L 399.932781 377.292901 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472d7b; fill-opacity: 0.5"/>
+    <path d="M 379.41142 406.880381 
+L 384.658165 409.00242 
+L 387.723451 403.145345 
+L 382.478101 401.115095 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 457.78189 248.048585 
+L 463.180345 244.182018 
+L 466.201622 239.144129 
+L 460.795487 243.16776 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f968b; fill-opacity: 0.5"/>
+    <path d="M 393.836528 390.706908 
+L 399.09106 392.563332 
+L 402.141627 385.831745 
+L 396.886231 384.118983 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 399.932781 377.292901 
+L 405.189753 378.837784 
+L 408.23657 371.595856 
+L 402.977264 370.244402 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 307.491461 425.28863 
+L 312.693961 427.661656 
+L 315.860443 423.258207 
+L 310.662336 420.910939 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 412.936352 332.920876 
+L 418.201312 332.761729 
+L 421.25067 325.121317 
+L 415.979791 325.618876 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 329.427825 423.465187 
+L 334.644225 425.80112 
+L 337.779574 421.199193 
+L 332.56738 418.900967 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 285.533583 426.759922 
+L 290.723075 429.160224 
+L 293.919929 424.863816 
+L 288.734741 422.480239 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 390.782603 397.04905 
+L 396.036932 399.02674 
+L 399.09106 392.563332 
+L 393.836528 390.706908 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482173; fill-opacity: 0.5"/>
+    <path d="M 402.977264 370.244402 
+L 408.23657 371.595856 
+L 411.283166 364.129253 
+L 406.020731 362.997474 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443a83; fill-opacity: 0.5"/>
+    <path d="M 434.249026 284.770312 
+L 439.566192 282.223547 
+L 442.614584 275.875549 
+L 437.288871 278.719611 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #287d8e; fill-opacity: 0.5"/>
+    <path d="M 415.979791 325.618876 
+L 421.25067 325.121317 
+L 424.301885 317.548973 
+L 419.024429 318.394746 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #34608d; fill-opacity: 0.5"/>
+    <path d="M 359.683087 418.424661 
+L 364.920009 420.688766 
+L 368.013116 415.562635 
+L 362.779285 413.35702 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 368.013116 415.562635 
+L 373.255464 417.794148 
+L 376.337405 412.435349 
+L 371.097584 410.270606 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 321.065987 425.610672 
+L 326.27902 427.969509 
+L 329.427825 423.465187 
+L 324.21908 421.137526 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 351.345651 421.060834 
+L 356.577803 423.355052 
+L 359.683087 418.424661 
+L 354.454455 416.180959 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 406.020731 362.997474 
+L 411.283166 364.129253 
+L 414.330531 356.469962 
+L 409.064145 355.584017 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #424186; fill-opacity: 0.5"/>
+    <path d="M 299.112267 427.250167 
+L 304.31181 429.639999 
+L 307.491461 425.28863 
+L 302.296267 422.919737 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 387.723451 403.145345 
+L 392.978182 405.224065 
+L 396.036932 399.02674 
+L 390.782603 397.04905 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481c6e; fill-opacity: 0.5"/>
+    <path d="M 419.024429 318.394746 
+L 424.301885 317.548973 
+L 427.3546 310.093319 
+L 422.069979 311.291836 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31668e; fill-opacity: 0.5"/>
+    <path d="M 431.206317 291.066571 
+L 436.514985 288.837255 
+L 439.566192 282.223547 
+L 434.249026 284.770312 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29798e; fill-opacity: 0.5"/>
+    <path d="M 376.337405 412.435349 
+L 381.585964 414.632477 
+L 384.658165 409.00242 
+L 379.41142 406.880381 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 342.999621 423.508317 
+L 348.227532 425.829718 
+L 351.345651 421.060834 
+L 346.121568 418.782498 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 515.474521 179.225446 
+L 521.045448 175.52676 
+L 523.985841 171.540009 
+L 518.41203 175.256967 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #50c46a; fill-opacity: 0.5"/>
+    <path d="M 422.069979 311.291836 
+L 427.3546 310.093319 
+L 430.408228 302.798628 
+L 425.115948 304.348916 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2f6b8e; fill-opacity: 0.5"/>
+    <path d="M 428.161662 297.598664 
+L 433.461995 295.703052 
+L 436.514985 288.837255 
+L 431.206317 291.066571 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2b758e; fill-opacity: 0.5"/>
+    <path d="M 277.13751 428.621275 
+L 282.324136 431.032656 
+L 285.533583 426.759922 
+L 280.351177 424.362237 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 425.115948 304.348916 
+L 430.408228 302.798628 
+L 433.461995 295.703052 
+L 428.161662 297.598664 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 472.219631 229.650235 
+L 477.671694 225.534048 
+L 480.674763 220.927415 
+L 475.216134 225.143693 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20a486; fill-opacity: 0.5"/>
+    <path d="M 409.064145 355.584017 
+L 414.330531 356.469962 
+L 417.379497 348.657936 
+L 412.10833 348.043026 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4989; fill-opacity: 0.5"/>
+    <path d="M 312.693961 427.661656 
+L 317.903816 430.039734 
+L 321.065987 425.610672 
+L 315.860443 423.258207 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 454.760953 253.131595 
+L 460.151254 249.447319 
+L 463.180345 244.182018 
+L 457.78189 248.048585 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f948c; fill-opacity: 0.5"/>
+    <path d="M 334.644225 425.80112 
+L 339.868306 428.146539 
+L 342.999621 423.508317 
+L 337.779574 421.199193 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 384.658165 409.00242 
+L 389.913845 411.164277 
+L 392.978182 405.224065 
+L 387.723451 403.145345 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481769; fill-opacity: 0.5"/>
+    <path d="M 290.723075 429.160224 
+L 295.919699 431.563645 
+L 299.112267 427.250167 
+L 293.919929 424.863816 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 501.075608 195.359841 
+L 506.61533 191.374008 
+L 509.57643 187.273911 
+L 504.032759 191.292237 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3bbb75; fill-opacity: 0.5"/>
+    <path d="M 486.654582 212.12827 
+L 492.154404 207.987377 
+L 495.136711 203.690924 
+L 489.631674 207.890346 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2ab07f; fill-opacity: 0.5"/>
+    <path d="M 399.09106 392.563332 
+L 404.355694 394.49016 
+L 407.407743 387.628138 
+L 402.141627 385.831745 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 402.141627 385.831745 
+L 407.407743 387.628138 
+L 410.458145 380.480715 
+L 405.189753 378.837784 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 396.036932 399.02674 
+L 401.300822 401.062959 
+L 404.355694 394.49016 
+L 399.09106 392.563332 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 412.10833 348.043026 
+L 417.379497 348.657936 
+L 420.43069 340.739875 
+L 415.153917 340.419297 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c508b; fill-opacity: 0.5"/>
+    <path d="M 364.920009 420.688766 
+L 370.165142 422.974072 
+L 373.255464 417.794148 
+L 368.013116 415.562635 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 405.189753 378.837784 
+L 410.458145 380.480715 
+L 413.508075 373.060722 
+L 408.23657 371.595856 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 326.27902 427.969509 
+L 331.499578 430.335741 
+L 334.644225 425.80112 
+L 329.427825 423.465187 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 373.255464 417.794148 
+L 378.506203 420.05205 
+L 381.585964 414.632477 
+L 376.337405 412.435349 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 304.31181 429.639999 
+L 309.518606 432.03401 
+L 312.693961 427.661656 
+L 307.491461 425.28863 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 356.577803 423.355052 
+L 361.817981 425.666102 
+L 364.920009 420.688766 
+L 359.683087 418.424661 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 392.978182 405.224065 
+L 398.242007 407.350866 
+L 401.300822 401.062959 
+L 396.036932 399.02674 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 348.227532 425.829718 
+L 353.463293 428.164376 
+L 356.577803 423.355052 
+L 351.345651 421.060834 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 381.585964 414.632477 
+L 386.843081 416.861978 
+L 389.913845 411.164277 
+L 384.658165 409.00242 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471365; fill-opacity: 0.5"/>
+    <path d="M 282.324136 431.032656 
+L 287.517844 433.446989 
+L 290.723075 429.160224 
+L 285.533583 426.759922 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 408.23657 371.595856 
+L 413.508075 373.060722 
+L 416.558658 365.390437 
+L 411.283166 364.129253 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433d84; fill-opacity: 0.5"/>
+    <path d="M 451.733111 258.438749 
+L 457.114811 254.963017 
+L 460.151254 249.447319 
+L 454.760953 253.131595 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20928c; fill-opacity: 0.5"/>
+    <path d="M 317.903816 430.039734 
+L 323.121067 432.423696 
+L 326.27902 427.969509 
+L 321.065987 425.610672 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 415.153917 340.419297 
+L 420.43069 340.739875 
+L 423.484491 332.76752 
+L 418.201312 332.761729 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38588c; fill-opacity: 0.5"/>
+    <path d="M 339.868306 428.146539 
+L 345.100075 430.502374 
+L 348.227532 425.829718 
+L 342.999621 423.508317 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 295.919699 431.563645 
+L 301.123498 433.9707 
+L 304.31181 429.639999 
+L 299.112267 427.250167 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 469.214774 234.308713 
+L 474.659731 230.312664 
+L 477.671694 225.534048 
+L 472.219631 229.650235 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20a386; fill-opacity: 0.5"/>
+    <path d="M 389.913845 411.164277 
+L 395.178223 413.365205 
+L 398.242007 407.350866 
+L 392.978182 405.224065 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 411.283166 364.129253 
+L 416.558658 365.390437 
+L 419.610904 357.501529 
+L 414.330531 356.469962 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 512.529401 183.228134 
+L 518.097239 179.551797 
+L 521.045448 175.52676 
+L 515.474521 179.225446 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #50c46a; fill-opacity: 0.5"/>
+    <path d="M 331.499578 430.335741 
+L 336.72768 432.710202 
+L 339.868306 428.146539 
+L 334.644225 425.80112 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 370.165142 422.974072 
+L 375.418385 425.28072 
+L 378.506203 420.05205 
+L 373.255464 417.794148 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 418.201312 332.761729 
+L 423.484491 332.76752 
+L 426.541006 324.795595 
+L 421.25067 325.121317 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #355f8d; fill-opacity: 0.5"/>
+    <path d="M 309.518606 432.03401 
+L 314.732694 434.432852 
+L 317.903816 430.039734 
+L 312.693961 427.661656 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 404.355694 394.49016 
+L 409.629995 396.486268 
+L 412.684066 389.507759 
+L 407.407743 387.628138 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482979; fill-opacity: 0.5"/>
+    <path d="M 361.817981 425.666102 
+L 367.066122 427.994403 
+L 370.165142 422.974072 
+L 364.920009 420.688766 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 378.506203 420.05205 
+L 383.765192 422.336045 
+L 386.843081 416.861978 
+L 381.585964 414.632477 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 401.300822 401.062959 
+L 406.57391 403.156157 
+L 409.629995 396.486268 
+L 404.355694 394.49016 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482374; fill-opacity: 0.5"/>
+    <path d="M 407.407743 387.628138 
+L 412.684066 389.507759 
+L 415.737354 382.222386 
+L 410.458145 380.480715 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46307e; fill-opacity: 0.5"/>
+    <path d="M 448.698937 263.989304 
+L 454.07164 260.748642 
+L 457.114811 254.963017 
+L 451.733111 258.438749 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21908d; fill-opacity: 0.5"/>
+    <path d="M 483.66901 216.466808 
+L 489.163147 212.398019 
+L 492.154404 207.987377 
+L 486.654582 212.12827 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2ab07f; fill-opacity: 0.5"/>
+    <path d="M 498.110351 199.487728 
+L 503.645789 195.542344 
+L 506.61533 191.374008 
+L 501.075608 195.359841 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3bbb75; fill-opacity: 0.5"/>
+    <path d="M 287.517844 433.446989 
+L 292.718671 435.864642 
+L 295.919699 431.563645 
+L 290.723075 429.160224 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 353.463293 428.164376 
+L 358.706869 430.51286 
+L 361.817981 425.666102 
+L 356.577803 423.355052 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 414.330531 356.469962 
+L 419.610904 357.501529 
+L 422.66565 349.434461 
+L 417.379497 348.657936 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4c8a; fill-opacity: 0.5"/>
+    <path d="M 386.843081 416.861978 
+L 392.108568 419.122926 
+L 395.178223 413.365205 
+L 389.913845 411.164277 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 398.242007 407.350866 
+L 403.514629 409.524007 
+L 406.57391 403.156157 
+L 401.300822 401.062959 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481d6f; fill-opacity: 0.5"/>
+    <path d="M 410.458145 380.480715 
+L 415.737354 382.222386 
+L 418.791081 374.641231 
+L 413.508075 373.060722 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453882; fill-opacity: 0.5"/>
+    <path d="M 323.121067 432.423696 
+L 328.345741 434.814249 
+L 331.499578 430.335741 
+L 326.27902 427.969509 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 421.25067 325.121317 
+L 426.541006 324.795595 
+L 429.600065 316.879503 
+L 424.301885 317.548973 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32658e; fill-opacity: 0.5"/>
+    <path d="M 345.100075 430.502374 
+L 350.339519 432.86925 
+L 353.463293 428.164376 
+L 348.227532 425.829718 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 301.123498 433.9707 
+L 306.334511 436.381884 
+L 309.518606 432.03401 
+L 304.31181 429.639999 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 523.985841 171.540009 
+L 529.574756 168.24881 
+L 532.509839 164.276769 
+L 526.91866 167.583693 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #65cb5e; fill-opacity: 0.5"/>
+    <path d="M 395.178223 413.365205 
+L 400.45106 415.603439 
+L 403.514629 409.524007 
+L 398.242007 407.350866 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48186a; fill-opacity: 0.5"/>
+    <path d="M 445.659148 269.798381 
+L 451.022528 266.818714 
+L 454.07164 260.748642 
+L 448.698937 263.989304 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #228d8d; fill-opacity: 0.5"/>
+    <path d="M 466.201622 239.144129 
+L 471.638906 235.290461 
+L 474.659731 230.312664 
+L 469.214774 234.308713 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa187; fill-opacity: 0.5"/>
+    <path d="M 413.508075 373.060722 
+L 418.791081 374.641231 
+L 421.846405 366.785294 
+L 416.558658 365.390437 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 417.379497 348.657936 
+L 422.66565 349.434461 
+L 425.723508 341.237343 
+L 420.43069 340.739875 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3a538b; fill-opacity: 0.5"/>
+    <path d="M 424.301885 317.548973 
+L 429.600065 316.879503 
+L 432.661223 309.072942 
+L 427.3546 310.093319 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2f6c8e; fill-opacity: 0.5"/>
+    <path d="M 336.72768 432.710202 
+L 341.96333 435.0935 
+L 345.100075 430.502374 
+L 339.868306 428.146539 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 314.732694 434.432852 
+L 319.954106 436.837103 
+L 323.121067 432.423696 
+L 317.903816 430.039734 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 375.418385 425.28072 
+L 380.679624 427.608266 
+L 383.765192 422.336045 
+L 378.506203 420.05205 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 367.066122 427.994403 
+L 372.322146 430.339885 
+L 375.418385 425.28072 
+L 370.165142 422.974072 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 383.765192 422.336045 
+L 389.032279 424.645159 
+L 392.108568 419.122926 
+L 386.843081 416.861978 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 292.718671 435.864642 
+L 297.926652 438.285981 
+L 301.123498 433.9707 
+L 295.919699 431.563645 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 409.629995 396.486268 
+L 414.913529 398.548626 
+L 417.970075 391.467766 
+L 412.684066 389.507759 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472a7a; fill-opacity: 0.5"/>
+    <path d="M 406.57391 403.156157 
+L 411.855839 405.303334 
+L 414.913529 398.548626 
+L 409.629995 396.486268 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482475; fill-opacity: 0.5"/>
+    <path d="M 442.614584 275.875549 
+L 447.968408 273.181247 
+L 451.022528 266.818714 
+L 445.659148 269.798381 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #23898e; fill-opacity: 0.5"/>
+    <path d="M 358.706869 430.51286 
+L 363.958209 432.875345 
+L 367.066122 427.994403 
+L 361.817981 425.666102 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 427.3546 310.093319 
+L 432.661223 309.072942 
+L 435.723791 301.425617 
+L 430.408228 302.798628 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2c718e; fill-opacity: 0.5"/>
+    <path d="M 392.108568 419.122926 
+L 397.382231 421.41365 
+L 400.45106 415.603439 
+L 395.178223 413.365205 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 412.684066 389.507759 
+L 417.970075 391.467766 
+L 421.026764 384.060424 
+L 415.737354 382.222386 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 416.558658 365.390437 
+L 421.846405 366.785294 
+L 424.904353 358.68558 
+L 419.610904 357.501529 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4788; fill-opacity: 0.5"/>
+    <path d="M 328.345741 434.814249 
+L 333.577853 437.21195 
+L 336.72768 432.710202 
+L 331.499578 430.335741 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 509.57643 187.273911 
+L 515.140922 183.625184 
+L 518.097239 179.551797 
+L 512.529401 183.228134 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #50c46a; fill-opacity: 0.5"/>
+    <path d="M 403.514629 409.524007 
+L 408.795758 411.740665 
+L 411.855839 405.303334 
+L 406.57391 403.156157 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481f70; fill-opacity: 0.5"/>
+    <path d="M 306.334511 436.381884 
+L 311.552767 438.797653 
+L 314.732694 434.432852 
+L 309.518606 432.03401 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 480.674763 220.927415 
+L 486.162689 216.946649 
+L 489.163147 212.398019 
+L 483.66901 216.466808 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29af7f; fill-opacity: 0.5"/>
+    <path d="M 350.339519 432.86925 
+L 355.586611 435.247482 
+L 358.706869 430.51286 
+L 353.463293 428.164376 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 439.566192 282.223547 
+L 444.910333 279.836448 
+L 447.968408 273.181247 
+L 442.614584 275.875549 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 430.408228 302.798628 
+L 435.723791 301.425617 
+L 438.786876 293.981207 
+L 433.461995 295.703052 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a778e; fill-opacity: 0.5"/>
+    <path d="M 420.43069 340.739875 
+L 425.723508 341.237343 
+L 428.784823 332.964267 
+L 423.484491 332.76752 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 495.136711 203.690924 
+L 500.667469 199.795794 
+L 503.645789 195.542344 
+L 498.110351 199.487728 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3bbb75; fill-opacity: 0.5"/>
+    <path d="M 436.514985 288.837255 
+L 441.849434 286.775737 
+L 444.910333 279.836448 
+L 439.566192 282.223547 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26818e; fill-opacity: 0.5"/>
+    <path d="M 433.461995 295.703052 
+L 438.786876 293.981207 
+L 441.849434 286.775737 
+L 436.514985 288.837255 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #287c8e; fill-opacity: 0.5"/>
+    <path d="M 415.737354 382.222386 
+L 421.026764 384.060424 
+L 424.084865 376.335835 
+L 418.791081 374.641231 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443983; fill-opacity: 0.5"/>
+    <path d="M 400.45106 415.603439 
+L 405.732122 417.87643 
+L 408.795758 411.740665 
+L 403.514629 409.524007 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 463.180345 244.182018 
+L 468.60938 240.494829 
+L 471.638906 235.290461 
+L 466.201622 239.144129 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa088; fill-opacity: 0.5"/>
+    <path d="M 341.96333 435.0935 
+L 347.20652 437.486014 
+L 350.339519 432.86925 
+L 345.100075 430.502374 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 319.954106 436.837103 
+L 325.182862 439.247241 
+L 328.345741 434.814249 
+L 323.121067 432.423696 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 380.679624 427.608266 
+L 385.948743 429.955774 
+L 389.032279 424.645159 
+L 383.765192 422.336045 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 372.322146 430.339885 
+L 377.585965 432.702047 
+L 380.679624 427.608266 
+L 375.418385 425.28072 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 419.610904 357.501529 
+L 424.904353 358.68558 
+L 427.965762 350.382638 
+L 422.66565 349.434461 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 389.032279 424.645159 
+L 394.307313 426.977886 
+L 397.382231 421.41365 
+L 392.108568 419.122926 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471063; fill-opacity: 0.5"/>
+    <path d="M 297.926652 438.285981 
+L 303.141817 440.711353 
+L 306.334511 436.381884 
+L 301.123498 433.9707 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 363.958209 432.875345 
+L 369.217253 435.251643 
+L 372.322146 430.339885 
+L 367.066122 427.994403 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 418.791081 374.641231 
+L 424.084865 376.335835 
+L 427.145567 368.313529 
+L 421.846405 366.785294 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #424086; fill-opacity: 0.5"/>
+    <path d="M 423.484491 332.76752 
+L 428.784823 332.964267 
+L 431.849646 324.673218 
+L 426.541006 324.795595 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33638d; fill-opacity: 0.5"/>
+    <path d="M 411.855839 405.303334 
+L 417.146275 407.500392 
+L 420.205886 400.672713 
+L 414.913529 398.548626 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482576; fill-opacity: 0.5"/>
+    <path d="M 521.045448 175.52676 
+L 526.631917 172.254576 
+L 529.574756 168.24881 
+L 523.985841 171.540009 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #65cb5e; fill-opacity: 0.5"/>
+    <path d="M 414.913529 398.548626 
+L 420.205886 400.672713 
+L 423.265272 393.503338 
+L 417.970075 391.467766 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472c7a; fill-opacity: 0.5"/>
+    <path d="M 333.577853 437.21195 
+L 338.817406 439.617184 
+L 341.96333 435.0935 
+L 336.72768 432.710202 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 397.382231 421.41365 
+L 402.663888 423.731926 
+L 405.732122 417.87643 
+L 400.45106 415.603439 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481467; fill-opacity: 0.5"/>
+    <path d="M 311.552767 438.797653 
+L 316.778293 441.218401 
+L 319.954106 436.837103 
+L 314.732694 434.432852 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 408.795758 411.740665 
+L 414.085124 413.997233 
+L 417.146275 407.500392 
+L 411.855839 405.303334 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481f70; fill-opacity: 0.5"/>
+    <path d="M 355.586611 435.247482 
+L 360.841313 437.637091 
+L 363.958209 432.875345 
+L 358.706869 430.51286 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 417.970075 391.467766 
+L 423.265272 393.503338 
+L 426.325779 385.989897 
+L 421.026764 384.060424 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46327e; fill-opacity: 0.5"/>
+    <path d="M 460.151254 249.447319 
+L 465.57147 245.952051 
+L 468.60938 240.494829 
+L 463.180345 244.182018 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f9e89; fill-opacity: 0.5"/>
+    <path d="M 477.671694 225.534048 
+L 483.152829 221.659582 
+L 486.162689 216.946649 
+L 480.674763 220.927415 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #28ae80; fill-opacity: 0.5"/>
+    <path d="M 422.66565 349.434461 
+L 427.965762 350.382638 
+L 431.031225 341.92551 
+L 425.723508 341.237343 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #39568c; fill-opacity: 0.5"/>
+    <path d="M 405.732122 417.87643 
+L 411.021197 420.181087 
+L 414.085124 413.997233 
+L 408.795758 411.740665 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 325.182862 439.247241 
+L 330.418975 441.663627 
+L 333.577853 437.21195 
+L 328.345741 434.814249 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 347.20652 437.486014 
+L 352.457229 439.887894 
+L 355.586611 435.247482 
+L 350.339519 432.86925 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 421.846405 366.785294 
+L 427.145567 368.313529 
+L 430.209915 360.023567 
+L 424.904353 358.68558 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4989; fill-opacity: 0.5"/>
+    <path d="M 506.61533 191.374008 
+L 512.176166 187.759563 
+L 515.140922 183.625184 
+L 509.57643 187.273911 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #50c46a; fill-opacity: 0.5"/>
+    <path d="M 421.026764 384.060424 
+L 426.325779 385.989897 
+L 429.388721 378.13975 
+L 424.084865 376.335835 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443a83; fill-opacity: 0.5"/>
+    <path d="M 385.948743 429.955774 
+L 391.225624 432.321939 
+L 394.307313 426.977886 
+L 389.032279 424.645159 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 426.541006 324.795595 
+L 431.849646 324.673218 
+L 434.917727 316.423681 
+L 429.600065 316.879503 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #306a8e; fill-opacity: 0.5"/>
+    <path d="M 377.585965 432.702047 
+L 382.85749 435.080047 
+L 385.948743 429.955774 
+L 380.679624 427.608266 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 303.141817 440.711353 
+L 308.36419 443.14107 
+L 311.552767 438.797653 
+L 306.334511 436.381884 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 394.307313 426.977886 
+L 399.590152 429.332339 
+L 402.663888 423.731926 
+L 397.382231 421.41365 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 492.154404 207.987377 
+L 497.680016 204.154357 
+L 500.667469 199.795794 
+L 495.136711 203.690924 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3aba76; fill-opacity: 0.5"/>
+    <path d="M 369.217253 435.251643 
+L 374.483934 437.641264 
+L 377.585965 432.702047 
+L 372.322146 430.339885 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 338.817406 439.617184 
+L 344.064394 442.030165 
+L 347.20652 437.486014 
+L 341.96333 435.0935 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 402.663888 423.731926 
+L 407.953373 426.075167 
+L 411.021197 420.181087 
+L 405.732122 417.87643 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 417.146275 407.500392 
+L 422.444918 409.742501 
+L 425.506695 402.852958 
+L 420.205886 400.672713 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482576; fill-opacity: 0.5"/>
+    <path d="M 316.778293 441.218401 
+L 322.011104 443.644442 
+L 325.182862 439.247241 
+L 319.954106 436.837103 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 420.205886 400.672713 
+L 425.506695 402.852958 
+L 428.569204 395.608199 
+L 423.265272 393.503338 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472c7a; fill-opacity: 0.5"/>
+    <path d="M 360.841313 437.637091 
+L 366.103579 440.037844 
+L 369.217253 435.251643 
+L 363.958209 432.875345 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 414.085124 413.997233 
+L 419.38249 416.289618 
+L 422.444918 409.742501 
+L 417.146275 407.500392 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481f70; fill-opacity: 0.5"/>
+    <path d="M 457.114811 254.963017 
+L 462.52567 251.685789 
+L 465.57147 245.952051 
+L 460.151254 249.447319 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 424.084865 376.335835 
+L 429.388721 378.13975 
+L 432.45532 369.970843 
+L 427.145567 368.313529 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414287; fill-opacity: 0.5"/>
+    <path d="M 429.600065 316.879503 
+L 434.917727 316.423681 
+L 437.988521 308.274107 
+L 432.661223 309.072942 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 425.723508 341.237343 
+L 431.031225 341.92551 
+L 434.101042 333.370123 
+L 428.784823 332.964267 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #355f8d; fill-opacity: 0.5"/>
+    <path d="M 424.904353 358.68558 
+L 430.209915 360.023567 
+L 433.278739 351.506211 
+L 427.965762 350.382638 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b518b; fill-opacity: 0.5"/>
+    <path d="M 423.265272 393.503338 
+L 428.569204 395.608199 
+L 431.633851 388.003919 
+L 426.325779 385.989897 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46337f; fill-opacity: 0.5"/>
+    <path d="M 330.418975 441.663627 
+L 335.662448 444.086496 
+L 338.817406 439.617184 
+L 333.577853 437.21195 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 352.457229 439.887894 
+L 357.715429 442.299079 
+L 360.841313 437.637091 
+L 355.586611 435.247482 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 411.021197 420.181087 
+L 416.318098 422.514012 
+L 419.38249 416.289618 
+L 414.085124 413.997233 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481a6c; fill-opacity: 0.5"/>
+    <path d="M 518.097239 179.551797 
+L 523.681032 176.302913 
+L 526.631917 172.254576 
+L 521.045448 175.52676 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #65cb5e; fill-opacity: 0.5"/>
+    <path d="M 391.225624 432.321939 
+L 396.510162 434.705204 
+L 399.590152 429.332339 
+L 394.307313 426.977886 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 474.659731 230.312664 
+L 480.133451 226.565029 
+L 483.152829 221.659582 
+L 477.671694 225.534048 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26ad81; fill-opacity: 0.5"/>
+    <path d="M 382.85749 435.080047 
+L 388.136634 437.472788 
+L 391.225624 432.321939 
+L 385.948743 429.955774 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 308.36419 443.14107 
+L 313.593793 445.575394 
+L 316.778293 441.218401 
+L 311.552767 438.797653 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 399.590152 429.332339 
+L 404.880671 431.706404 
+L 407.953373 426.075167 
+L 402.663888 423.731926 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 374.483934 437.641264 
+L 379.758186 440.043481 
+L 382.85749 435.080047 
+L 377.585965 432.702047 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 432.661223 309.072942 
+L 437.988521 308.274107 
+L 441.061223 300.279426 
+L 435.723791 301.425617 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a778e; fill-opacity: 0.5"/>
+    <path d="M 454.07164 260.748642 
+L 459.472659 257.715446 
+L 462.52567 251.685789 
+L 457.114811 254.963017 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f998a; fill-opacity: 0.5"/>
+    <path d="M 426.325779 385.989897 
+L 431.633851 388.003919 
+L 434.701997 380.045637 
+L 429.388721 378.13975 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #443b84; fill-opacity: 0.5"/>
+    <path d="M 344.064394 442.030165 
+L 349.318804 444.450945 
+L 352.457229 439.887894 
+L 347.20652 437.486014 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 427.145567 368.313529 
+L 432.45532 369.970843 
+L 435.526632 361.512081 
+L 430.209915 360.023567 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3e4a89; fill-opacity: 0.5"/>
+    <path d="M 322.011104 443.644442 
+L 327.251213 446.076004 
+L 330.418975 441.663627 
+L 325.182862 439.247241 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 407.953373 426.075167 
+L 413.250542 428.440609 
+L 416.318098 422.514012 
+L 411.021197 420.181087 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 366.103579 440.037844 
+L 371.373362 442.449295 
+L 374.483934 437.641264 
+L 369.217253 435.251643 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 422.444918 409.742501 
+L 427.751511 412.024451 
+L 430.815633 405.083177 
+L 425.506695 402.852958 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482576; fill-opacity: 0.5"/>
+    <path d="M 503.645789 195.542344 
+L 509.202593 191.970487 
+L 512.176166 187.759563 
+L 506.61533 191.374008 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4ec36b; fill-opacity: 0.5"/>
+    <path d="M 489.163147 212.398019 
+L 494.683083 208.641167 
+L 497.680016 204.154357 
+L 492.154404 207.987377 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38b977; fill-opacity: 0.5"/>
+    <path d="M 428.784823 332.964267 
+L 434.101042 333.370123 
+L 437.175198 324.777205 
+L 431.849646 324.673218 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31678e; fill-opacity: 0.5"/>
+    <path d="M 425.506695 402.852958 
+L 430.815633 405.083177 
+L 433.881475 397.77515 
+L 428.569204 395.608199 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472d7b; fill-opacity: 0.5"/>
+    <path d="M 529.574756 168.24881 
+L 535.174269 165.42745 
+L 538.111118 161.439245 
+L 532.509839 164.276769 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7ad151; fill-opacity: 0.5"/>
+    <path d="M 419.38249 416.289618 
+L 424.687652 418.613515 
+L 427.751511 412.024451 
+L 422.444918 409.742501 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 427.965762 350.382638 
+L 433.278739 351.506211 
+L 436.352606 342.810985 
+L 431.031225 341.92551 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 435.723791 301.425617 
+L 441.061223 300.279426 
+L 444.134808 292.488763 
+L 438.786876 293.981207 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #277e8e; fill-opacity: 0.5"/>
+    <path d="M 451.022528 266.818714 
+L 456.413299 264.054503 
+L 459.472659 257.715446 
+L 454.07164 260.748642 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f958b; fill-opacity: 0.5"/>
+    <path d="M 335.662448 444.086496 
+L 340.91328 446.515958 
+L 344.064394 442.030165 
+L 338.817406 439.617184 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 357.715429 442.299079 
+L 362.981089 444.719331 
+L 366.103579 440.037844 
+L 360.841313 437.637091 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 428.569204 395.608199 
+L 433.881475 397.77515 
+L 436.950499 390.094278 
+L 431.633851 388.003919 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #463480; fill-opacity: 0.5"/>
+    <path d="M 416.318098 422.514012 
+L 421.622668 424.871714 
+L 424.687652 418.613515 
+L 419.38249 416.289618 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 429.388721 378.13975 
+L 434.701997 380.045637 
+L 437.774892 371.749671 
+L 432.45532 369.970843 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #414487; fill-opacity: 0.5"/>
+    <path d="M 396.510162 434.705204 
+L 401.802262 437.103875 
+L 404.880671 431.706404 
+L 399.590152 429.332339 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470d60; fill-opacity: 0.5"/>
+    <path d="M 313.593793 445.575394 
+L 318.83064 448.014528 
+L 322.011104 443.644442 
+L 316.778293 441.218401 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 438.786876 293.981207 
+L 444.134808 292.488763 
+L 447.208092 284.943547 
+L 441.849434 286.775737 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25838e; fill-opacity: 0.5"/>
+    <path d="M 388.136634 437.472788 
+L 393.423317 439.879016 
+L 396.510162 434.705204 
+L 391.225624 432.321939 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 447.968408 273.181247 
+L 453.348621 270.708979 
+L 456.413299 264.054503 
+L 451.022528 266.818714 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20928c; fill-opacity: 0.5"/>
+    <path d="M 404.880671 431.706404 
+L 410.17876 434.097875 
+L 413.250542 428.440609 
+L 407.953373 426.075167 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 471.638906 235.290461 
+L 477.104557 231.692184 
+L 480.133451 226.565029 
+L 474.659731 230.312664 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25ac82; fill-opacity: 0.5"/>
+    <path d="M 379.758186 440.043481 
+L 385.039947 442.4574 
+L 388.136634 437.472788 
+L 382.85749 435.080047 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 441.849434 286.775737 
+L 447.208092 284.943547 
+L 450.279798 277.67613 
+L 444.910333 279.836448 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #23888e; fill-opacity: 0.5"/>
+    <path d="M 444.910333 279.836448 
+L 450.279798 277.67613 
+L 453.348621 270.708979 
+L 447.968408 273.181247 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #228d8d; fill-opacity: 0.5"/>
+    <path d="M 349.318804 444.450945 
+L 354.580618 446.879424 
+L 357.715429 442.299079 
+L 352.457229 439.887894 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 430.209915 360.023567 
+L 435.526632 361.512081 
+L 438.603481 352.803132 
+L 433.278739 351.506211 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3a538b; fill-opacity: 0.5"/>
+    <path d="M 327.251213 446.076004 
+L 332.498623 448.513223 
+L 335.662448 444.086496 
+L 330.418975 441.663627 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 413.250542 428.440609 
+L 418.555276 430.825472 
+L 421.622668 424.871714 
+L 416.318098 422.514012 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 431.633851 388.003919 
+L 436.950499 390.094278 
+L 440.024112 382.04433 
+L 434.701997 380.045637 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433d84; fill-opacity: 0.5"/>
+    <path d="M 431.849646 324.673218 
+L 437.175198 324.777205 
+L 440.253353 316.209841 
+L 434.917727 316.423681 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 371.373362 442.449295 
+L 376.650614 444.870839 
+L 379.758186 440.043481 
+L 374.483934 437.641264 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 515.140922 183.625184 
+L 520.721759 180.405086 
+L 523.681032 176.302913 
+L 518.097239 179.551797 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #65cb5e; fill-opacity: 0.5"/>
+    <path d="M 427.751511 412.024451 
+L 433.065842 414.340964 
+L 436.132437 407.356964 
+L 430.815633 405.083177 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 424.687652 418.613515 
+L 430.000446 420.964645 
+L 433.065842 414.340964 
+L 427.751511 412.024451 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 430.815633 405.083177 
+L 436.132437 407.356964 
+L 439.201755 399.996559 
+L 433.881475 397.77515 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472d7b; fill-opacity: 0.5"/>
+    <path d="M 431.031225 341.92551 
+L 436.352606 342.810985 
+L 439.431766 333.995147 
+L 434.101042 333.370123 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33628d; fill-opacity: 0.5"/>
+    <path d="M 432.45532 369.970843 
+L 437.774892 371.749671 
+L 440.853603 363.143636 
+L 435.526632 361.512081 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4d8a; fill-opacity: 0.5"/>
+    <path d="M 340.91328 446.515958 
+L 346.171462 448.952007 
+L 349.318804 444.450945 
+L 344.064394 442.030165 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 362.981089 444.719331 
+L 368.254175 447.148264 
+L 371.373362 442.449295 
+L 366.103579 440.037844 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 486.162689 216.946649 
+L 491.676352 213.282288 
+L 494.683083 208.641167 
+L 489.163147 212.398019 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #37b878; fill-opacity: 0.5"/>
+    <path d="M 421.622668 424.871714 
+L 426.93478 427.250784 
+L 430.000446 420.964645 
+L 424.687652 418.613515 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 318.83064 448.014528 
+L 324.074742 450.458611 
+L 327.251213 446.076004 
+L 322.011104 443.644442 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 500.667469 199.795794 
+L 506.219795 196.276675 
+L 509.202593 191.970487 
+L 503.645789 195.542344 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4ec36b; fill-opacity: 0.5"/>
+    <path d="M 401.802262 437.103875 
+L 407.101843 439.516227 
+L 410.17876 434.097875 
+L 404.880671 431.706404 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 393.423317 439.879016 
+L 398.717472 442.297403 
+L 401.802262 437.103875 
+L 396.510162 434.705204 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460a5d; fill-opacity: 0.5"/>
+    <path d="M 433.881475 397.77515 
+L 439.201755 399.996559 
+L 442.275319 392.252041 
+L 436.950499 390.094278 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #463480; fill-opacity: 0.5"/>
+    <path d="M 410.17876 434.097875 
+L 415.484331 436.504579 
+L 418.555276 430.825472 
+L 413.250542 428.440609 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 468.60938 240.494829 
+L 474.066294 237.070029 
+L 477.104557 231.692184 
+L 471.638906 235.290461 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24aa83; fill-opacity: 0.5"/>
+    <path d="M 385.039947 442.4574 
+L 390.329159 444.882034 
+L 393.423317 439.879016 
+L 388.136634 437.472788 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 434.701997 380.045637 
+L 440.024112 382.04433 
+L 443.103593 373.640017 
+L 437.774892 371.749671 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404588; fill-opacity: 0.5"/>
+    <path d="M 526.631917 172.254576 
+L 532.229466 169.452804 
+L 535.174269 165.42745 
+L 529.574756 168.24881 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7ad151; fill-opacity: 0.5"/>
+    <path d="M 354.580618 446.879424 
+L 359.849814 449.315383 
+L 362.981089 444.719331 
+L 357.715429 442.299079 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 434.917727 316.423681 
+L 440.253353 316.209841 
+L 443.334853 307.730814 
+L 437.988521 308.274107 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2b758e; fill-opacity: 0.5"/>
+    <path d="M 332.498623 448.513223 
+L 337.753337 450.956146 
+L 340.91328 446.515958 
+L 335.662448 444.086496 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 433.278739 351.506211 
+L 438.603481 352.803132 
+L 441.6864 343.893606 
+L 436.352606 342.810985 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 418.555276 430.825472 
+L 423.867479 433.227087 
+L 426.93478 427.250784 
+L 421.622668 424.871714 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 376.650614 444.870839 
+L 381.935292 447.301768 
+L 385.039947 442.4574 
+L 379.758186 440.043481 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 433.065842 414.340964 
+L 438.387748 416.686938 
+L 441.456897 409.668029 
+L 436.132437 407.356964 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 436.950499 390.094278 
+L 442.275319 392.252041 
+L 445.354578 384.125566 
+L 440.024112 382.04433 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433d84; fill-opacity: 0.5"/>
+    <path d="M 430.000446 420.964645 
+L 435.320744 423.338942 
+L 438.387748 416.686938 
+L 433.065842 414.340964 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 434.101042 333.370123 
+L 439.431766 333.995147 
+L 442.51613 325.121637 
+L 437.175198 324.777205 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2f6b8e; fill-opacity: 0.5"/>
+    <path d="M 436.132437 407.356964 
+L 441.456897 409.668029 
+L 444.529783 402.264793 
+L 439.201755 399.996559 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472d7b; fill-opacity: 0.5"/>
+    <path d="M 346.171462 448.952007 
+L 351.436985 451.394536 
+L 354.580618 446.879424 
+L 349.318804 444.450945 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 368.254175 447.148264 
+L 373.534656 449.585395 
+L 376.650614 444.870839 
+L 371.373362 442.449295 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 435.526632 361.512081 
+L 440.853603 363.143636 
+L 443.938944 354.26637 
+L 438.603481 352.803132 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #39558c; fill-opacity: 0.5"/>
+    <path d="M 426.93478 427.250784 
+L 432.254338 429.648033 
+L 435.320744 423.338942 
+L 430.000446 420.964645 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 324.074742 450.458611 
+L 329.326106 452.907717 
+L 332.498623 448.513223 
+L 327.251213 446.076004 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 407.101843 439.516227 
+L 412.408843 441.940589 
+L 415.484331 436.504579 
+L 410.17876 434.097875 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 398.717472 442.297403 
+L 404.019042 444.726626 
+L 407.101843 439.516227 
+L 401.802262 437.103875 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 465.57147 245.952051 
+L 471.018989 242.725867 
+L 474.066294 237.070029 
+L 468.60938 240.494829 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 437.988521 308.274107 
+L 443.334853 307.730814 
+L 446.41876 299.399942 
+L 441.061223 300.279426 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #287d8e; fill-opacity: 0.5"/>
+    <path d="M 512.176166 187.759563 
+L 517.753701 184.575149 
+L 520.721759 180.405086 
+L 515.140922 183.625184 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #63cb5f; fill-opacity: 0.5"/>
+    <path d="M 439.201755 399.996559 
+L 444.529783 402.264793 
+L 447.607987 394.468099 
+L 442.275319 392.252041 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 415.484331 436.504579 
+L 420.797315 438.924459 
+L 423.867479 433.227087 
+L 418.555276 430.825472 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 437.774892 371.749671 
+L 443.103593 373.640017 
+L 446.190017 364.907597 
+L 440.853603 363.143636 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3d4e8a; fill-opacity: 0.5"/>
+    <path d="M 390.329159 444.882034 
+L 395.625774 447.316363 
+L 398.717472 442.297403 
+L 393.423317 439.879016 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 483.152829 221.659582 
+L 488.659564 218.106264 
+L 491.676352 213.282288 
+L 486.162689 216.946649 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #35b779; fill-opacity: 0.5"/>
+    <path d="M 359.849814 449.315383 
+L 365.126371 451.758505 
+L 368.254175 447.148264 
+L 362.981089 444.719331 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 337.753337 450.956146 
+L 343.015352 453.40474 
+L 346.171462 448.952007 
+L 340.91328 446.515958 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 440.024112 382.04433 
+L 445.354578 384.125566 
+L 448.440839 375.630309 
+L 443.103593 373.640017 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404688; fill-opacity: 0.5"/>
+    <path d="M 423.867479 433.227087 
+L 429.187082 435.642992 
+L 432.254338 429.648033 
+L 426.93478 427.250784 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 381.935292 447.301768 
+L 387.227356 449.741322 
+L 390.329159 444.882034 
+L 385.039947 442.4574 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 497.680016 204.154357 
+L 503.227349 200.700138 
+L 506.219795 196.276675 
+L 500.667469 199.795794 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4cc26c; fill-opacity: 0.5"/>
+    <path d="M 436.352606 342.810985 
+L 441.6864 343.893606 
+L 444.775585 334.841623 
+L 439.431766 333.995147 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32658e; fill-opacity: 0.5"/>
+    <path d="M 438.387748 416.686938 
+L 443.717106 419.057646 
+L 446.788855 412.010454 
+L 441.456897 409.668029 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 435.320744 423.338942 
+L 440.648453 425.732687 
+L 443.717106 419.057646 
+L 438.387748 416.686938 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 441.061223 300.279426 
+L 446.41876 299.399942 
+L 449.503906 291.271581 
+L 444.134808 292.488763 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25838e; fill-opacity: 0.5"/>
+    <path d="M 462.52567 251.685789 
+L 467.963167 248.683662 
+L 471.018989 242.725867 
+L 465.57147 245.952051 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20a486; fill-opacity: 0.5"/>
+    <path d="M 442.275319 392.252041 
+L 447.607987 394.468099 
+L 450.693001 386.278651 
+L 445.354578 384.125566 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433e85; fill-opacity: 0.5"/>
+    <path d="M 351.436985 451.394536 
+L 356.709835 453.843355 
+L 359.849814 449.315383 
+L 354.580618 446.879424 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 441.456897 409.668029 
+L 446.788855 412.010454 
+L 449.86536 404.572558 
+L 444.529783 402.264793 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 437.175198 324.777205 
+L 442.51613 325.121637 
+L 445.605258 316.256602 
+L 440.253353 316.209841 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2c728e; fill-opacity: 0.5"/>
+    <path d="M 373.534656 449.585395 
+L 378.822501 452.030175 
+L 381.935292 447.301768 
+L 376.650614 444.870839 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 523.681032 176.302913 
+L 529.276368 173.525154 
+L 532.229466 169.452804 
+L 526.631917 172.254576 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7ad151; fill-opacity: 0.5"/>
+    <path d="M 432.254338 429.648033 
+L 437.581273 432.060582 
+L 440.648453 425.732687 
+L 435.320744 423.338942 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 329.326106 452.907717 
+L 334.584734 455.361857 
+L 337.753337 450.956146 
+L 332.498623 448.513223 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 412.408843 441.940589 
+L 417.723211 444.375406 
+L 420.797315 438.924459 
+L 415.484331 436.504579 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 404.019042 444.726626 
+L 409.327981 447.165421 
+L 412.408843 441.940589 
+L 407.101843 439.516227 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 438.603481 352.803132 
+L 443.938944 354.26637 
+L 447.031411 345.167244 
+L 441.6864 343.893606 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #355f8d; fill-opacity: 0.5"/>
+    <path d="M 420.797315 438.924459 
+L 426.117661 441.355648 
+L 429.187082 435.642992 
+L 423.867479 433.227087 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 395.625774 447.316363 
+L 400.929755 449.759389 
+L 404.019042 444.726626 
+L 398.717472 442.297403 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 444.529783 402.264793 
+L 449.86536 404.572558 
+L 452.948257 396.733607 
+L 447.607987 394.468099 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 535.174269 165.42745 
+L 540.780228 163.103721 
+L 543.718317 159.099049 
+L 538.111118 161.439245 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8ed645; fill-opacity: 0.5"/>
+    <path d="M 365.126371 451.758505 
+L 370.410269 454.208413 
+L 373.534656 449.585395 
+L 368.254175 447.148264 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 444.134808 292.488763 
+L 449.503906 291.271581 
+L 452.588955 283.392478 
+L 447.208092 284.943547 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #23898e; fill-opacity: 0.5"/>
+    <path d="M 459.472659 257.715446 
+L 464.899565 254.962283 
+L 467.963167 248.683662 
+L 462.52567 251.685789 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa187; fill-opacity: 0.5"/>
+    <path d="M 440.853603 363.143636 
+L 446.190017 364.907597 
+L 449.284182 355.884927 
+L 443.938944 354.26637 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #39568c; fill-opacity: 0.5"/>
+    <path d="M 343.015352 453.40474 
+L 348.284662 455.858906 
+L 351.436985 451.394536 
+L 346.171462 448.952007 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 480.133451 226.565029 
+L 485.632554 223.14337 
+L 488.659564 218.106264 
+L 483.152829 221.659582 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #34b679; fill-opacity: 0.5"/>
+    <path d="M 429.187082 435.642992 
+L 434.514033 438.070993 
+L 437.581273 432.060582 
+L 432.254338 429.648033 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 387.227356 449.741322 
+L 392.526775 452.188732 
+L 395.625774 447.316363 
+L 390.329159 444.882034 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 443.103593 373.640017 
+L 448.440839 375.630309 
+L 451.53518 366.791174 
+L 446.190017 364.907597 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c4f8a; fill-opacity: 0.5"/>
+    <path d="M 445.354578 384.125566 
+L 450.693001 386.278651 
+L 453.786154 377.708207 
+L 448.440839 375.630309 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #404688; fill-opacity: 0.5"/>
+    <path d="M 443.717106 419.057646 
+L 449.053832 421.448852 
+L 452.128202 414.378868 
+L 446.788855 412.010454 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 447.208092 284.943547 
+L 452.588955 283.392478 
+L 455.672471 275.800126 
+L 450.279798 277.67613 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21908d; fill-opacity: 0.5"/>
+    <path d="M 509.202593 191.970487 
+L 514.776413 188.830273 
+L 517.753701 184.575149 
+L 512.176166 187.759563 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #63cb5f; fill-opacity: 0.5"/>
+    <path d="M 456.413299 264.054503 
+L 461.829129 261.573761 
+L 464.899565 254.962283 
+L 459.472659 257.715446 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f9e89; fill-opacity: 0.5"/>
+    <path d="M 440.648453 425.732687 
+L 445.983511 428.14259 
+L 449.053832 421.448852 
+L 443.717106 419.057646 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 356.709835 453.843355 
+L 361.990001 456.298215 
+L 365.126371 451.758505 
+L 359.849814 449.315383 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 439.431766 333.995147 
+L 444.775585 334.841623 
+L 447.870864 325.711808 
+L 442.51613 325.121637 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6e8e; fill-opacity: 0.5"/>
+    <path d="M 378.822501 452.030175 
+L 384.117687 454.482029 
+L 387.227356 449.741322 
+L 381.935292 447.301768 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 446.788855 412.010454 
+L 452.128202 414.378868 
+L 455.208347 406.913152 
+L 449.86536 404.572558 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 450.279798 277.67613 
+L 455.672471 275.800126 
+L 458.752999 268.521721 
+L 453.348621 270.708979 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f948c; fill-opacity: 0.5"/>
+    <path d="M 440.253353 316.209841 
+L 445.605258 316.256602 
+L 448.698375 307.46666 
+L 443.334853 307.730814 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 453.348621 270.708979 
+L 458.752999 268.521721 
+L 461.829129 261.573761 
+L 456.413299 264.054503 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f998a; fill-opacity: 0.5"/>
+    <path d="M 447.607987 394.468099 
+L 452.948257 396.733607 
+L 456.039079 388.493029 
+L 450.693001 386.278651 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433e85; fill-opacity: 0.5"/>
+    <path d="M 494.683083 208.641167 
+L 500.22483 205.266126 
+L 503.227349 200.700138 
+L 497.680016 204.154357 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4ac16d; fill-opacity: 0.5"/>
+    <path d="M 334.584734 455.361857 
+L 339.85063 457.82099 
+L 343.015352 453.40474 
+L 337.753337 450.956146 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 437.581273 432.060582 
+L 442.915538 434.485915 
+L 445.983511 428.14259 
+L 440.648453 425.732687 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 417.723211 444.375406 
+L 423.044915 446.819282 
+L 426.117661 441.355648 
+L 420.797315 438.924459 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 409.327981 447.165421 
+L 414.644258 449.612632 
+L 417.723211 444.375406 
+L 412.408843 441.940589 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 426.117661 441.355648 
+L 431.445334 443.7965 
+L 434.514033 438.070993 
+L 429.187082 435.642992 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 400.929755 449.759389 
+L 406.241072 452.210175 
+L 409.327981 447.165421 
+L 404.019042 444.726626 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 370.410269 454.208413 
+L 375.70149 456.664691 
+L 378.822501 452.030175 
+L 373.534656 449.585395 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 449.86536 404.572558 
+L 455.208347 406.913152 
+L 458.295955 399.040324 
+L 452.948257 396.733607 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 441.6864 343.893606 
+L 447.031411 345.167244 
+L 450.131138 335.904819 
+L 444.775585 334.841623 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31678e; fill-opacity: 0.5"/>
+    <path d="M 348.284662 455.858906 
+L 353.561263 458.318487 
+L 356.709835 453.843355 
+L 351.436985 451.394536 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 392.526775 452.188732 
+L 397.833524 454.643259 
+L 400.929755 449.759389 
+L 395.625774 447.316363 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 434.514033 438.070993 
+L 439.848302 440.509198 
+L 442.915538 434.485915 
+L 437.581273 432.060582 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 520.721759 180.405086 
+L 526.314574 177.656955 
+L 529.276368 173.525154 
+L 523.681032 176.302913 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7ad151; fill-opacity: 0.5"/>
+    <path d="M 477.104557 231.692184 
+L 482.595288 228.424554 
+L 485.632554 223.14337 
+L 480.133451 226.565029 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31b57b; fill-opacity: 0.5"/>
+    <path d="M 443.938944 354.26637 
+L 449.284182 355.884927 
+L 452.386546 346.620876 
+L 447.031411 345.167244 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #34608d; fill-opacity: 0.5"/>
+    <path d="M 449.053832 421.448852 
+L 454.397872 423.856882 
+L 457.474866 416.76856 
+L 452.128202 414.378868 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 446.190017 364.907597 
+L 451.53518 366.791174 
+L 454.638383 357.644946 
+L 449.284182 355.884927 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38588c; fill-opacity: 0.5"/>
+    <path d="M 445.983511 428.14259 
+L 451.325876 430.565831 
+L 454.397872 423.856882 
+L 449.053832 421.448852 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 448.440839 375.630309 
+L 453.786154 377.708207 
+L 456.888526 368.780367 
+L 451.53518 366.791174 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c508b; fill-opacity: 0.5"/>
+    <path d="M 361.990001 456.298215 
+L 367.277471 458.758827 
+L 370.410269 454.208413 
+L 365.126371 451.758505 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 450.693001 386.278651 
+L 456.039079 388.493029 
+L 459.139172 379.861305 
+L 453.786154 377.708207 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4788; fill-opacity: 0.5"/>
+    <path d="M 443.334853 307.730814 
+L 448.698375 307.46666 
+L 451.794404 298.816087 
+L 446.41876 299.399942 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26828e; fill-opacity: 0.5"/>
+    <path d="M 384.117687 454.482029 
+L 389.420195 456.940392 
+L 392.526775 452.188732 
+L 387.227356 449.741322 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 452.128202 414.378868 
+L 457.474866 416.76856 
+L 460.558651 409.280621 
+L 455.208347 406.913152 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 532.229466 169.452804 
+L 537.833971 167.149039 
+L 540.780228 163.103721 
+L 535.174269 165.42745 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8ed645; fill-opacity: 0.5"/>
+    <path d="M 339.85063 457.82099 
+L 345.123793 460.28503 
+L 348.284662 455.858906 
+L 343.015352 453.40474 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 452.948257 396.733607 
+L 458.295955 399.040324 
+L 461.392595 390.758719 
+L 456.039079 388.493029 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #433e85; fill-opacity: 0.5"/>
+    <path d="M 442.915538 434.485915 
+L 448.257107 436.921899 
+L 451.325876 430.565831 
+L 445.983511 428.14259 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 423.044915 446.819282 
+L 428.373931 449.271004 
+L 431.445334 443.7965 
+L 426.117661 441.355648 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 414.644258 449.612632 
+L 419.967851 452.067233 
+L 423.044915 446.819282 
+L 417.723211 444.375406 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 442.51613 325.121637 
+L 447.870864 325.711808 
+L 450.971692 316.572821 
+L 445.605258 316.256602 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a768e; fill-opacity: 0.5"/>
+    <path d="M 431.445334 443.7965 
+L 436.780315 446.245613 
+L 439.848302 440.509198 
+L 434.514033 438.070993 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 406.241072 452.210175 
+L 411.559704 454.667875 
+L 414.644258 449.612632 
+L 409.327981 447.165421 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 506.219795 196.276675 
+L 511.789413 193.19097 
+L 514.776413 188.830273 
+L 509.202593 191.970487 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #60ca60; fill-opacity: 0.5"/>
+    <path d="M 491.676352 213.282288 
+L 497.211851 210.002844 
+L 500.22483 205.266126 
+L 494.683083 208.641167 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48c16e; fill-opacity: 0.5"/>
+    <path d="M 375.70149 456.664691 
+L 381.000022 459.126916 
+L 384.117687 454.482029 
+L 378.822501 452.030175 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 455.208347 406.913152 
+L 460.558651 409.280621 
+L 463.650964 401.380839 
+L 458.295955 399.040324 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 353.561263 458.318487 
+L 358.84515 460.783293 
+L 361.990001 456.298215 
+L 356.709835 453.843355 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 474.066294 237.070029 
+L 479.547901 233.980083 
+L 482.595288 228.424554 
+L 477.104557 231.692184 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2db27d; fill-opacity: 0.5"/>
+    <path d="M 397.833524 454.643259 
+L 403.147586 457.104222 
+L 406.241072 452.210175 
+L 400.929755 449.759389 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 439.848302 440.509198 
+L 445.18987 442.956018 
+L 448.257107 436.921899 
+L 442.915538 434.485915 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 446.41876 299.399942 
+L 451.794404 298.816087 
+L 454.89202 290.364132 
+L 449.503906 291.271581 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #23898e; fill-opacity: 0.5"/>
+    <path d="M 454.397872 423.856882 
+L 459.749195 426.278639 
+L 462.828807 419.175515 
+L 457.474866 416.76856 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 451.325876 430.565831 
+L 456.67553 433.000056 
+L 459.749195 426.278639 
+L 454.397872 423.856882 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 444.775585 334.841623 
+L 450.131138 335.904819 
+L 453.237868 326.544914 
+L 447.870864 325.711808 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 367.277471 458.758827 
+L 372.572238 461.224886 
+L 375.70149 456.664691 
+L 370.410269 454.208413 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 389.420195 456.940392 
+L 394.73001 459.404726 
+L 397.833524 454.643259 
+L 392.526775 452.188732 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 457.474866 416.76856 
+L 462.828807 419.175515 
+L 465.916219 411.669836 
+L 460.558651 409.280621 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 456.039079 388.493029 
+L 461.392595 390.758719 
+L 464.499631 382.077702 
+L 459.139172 379.861305 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4788; fill-opacity: 0.5"/>
+    <path d="M 453.786154 377.708207 
+L 459.139172 379.861305 
+L 462.249618 370.860829 
+L 456.888526 368.780367 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3c508b; fill-opacity: 0.5"/>
+    <path d="M 345.123793 460.28503 
+L 350.404223 462.753856 
+L 353.561263 458.318487 
+L 348.284662 455.858906 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 448.257107 436.921899 
+L 453.605967 439.366773 
+L 456.67553 433.000056 
+L 451.325876 430.565831 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 428.373931 449.271004 
+L 433.710249 451.729548 
+L 436.780315 446.245613 
+L 431.445334 443.7965 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 451.53518 366.791174 
+L 456.888526 368.780367 
+L 460.000877 359.530821 
+L 454.638383 357.644946 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38598c; fill-opacity: 0.5"/>
+    <path d="M 419.967851 452.067233 
+L 425.298747 454.528344 
+L 428.373931 449.271004 
+L 423.044915 446.819282 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 447.031411 345.167244 
+L 452.386546 346.620876 
+L 455.497177 337.174097 
+L 450.131138 335.904819 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #30698e; fill-opacity: 0.5"/>
+    <path d="M 458.295955 399.040324 
+L 463.650964 401.380839 
+L 466.753406 393.066634 
+L 461.392595 390.758719 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 517.753701 184.575149 
+L 523.343622 181.863649 
+L 526.314574 177.656955 
+L 520.721759 180.405086 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #77d153; fill-opacity: 0.5"/>
+    <path d="M 449.284182 355.884927 
+L 454.638383 357.644946 
+L 457.750861 348.239815 
+L 452.386546 346.620876 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33628d; fill-opacity: 0.5"/>
+    <path d="M 436.780315 446.245613 
+L 442.122594 448.701822 
+L 445.18987 442.956018 
+L 439.848302 440.509198 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 411.559704 454.667875 
+L 416.885641 457.131748 
+L 419.967851 452.067233 
+L 414.644258 449.612632 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 471.018989 242.725867 
+L 476.490729 239.837929 
+L 479.547901 233.980083 
+L 474.066294 237.070029 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2ab07f; fill-opacity: 0.5"/>
+    <path d="M 445.605258 316.256602 
+L 450.971692 316.572821 
+L 454.077163 307.494568 
+L 448.698375 307.46666 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #277e8e; fill-opacity: 0.5"/>
+    <path d="M 381.000022 459.126916 
+L 386.305852 461.594678 
+L 389.420195 456.940392 
+L 384.117687 454.482029 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 358.84515 460.783293 
+L 364.136318 463.253111 
+L 367.277471 458.758827 
+L 361.990001 456.298215 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 460.558651 409.280621 
+L 465.916219 411.669836 
+L 469.013216 403.748697 
+L 463.650964 401.380839 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453581; fill-opacity: 0.5"/>
+    <path d="M 449.503906 291.271581 
+L 454.89202 290.364132 
+L 457.989721 282.162636 
+L 452.588955 283.392478 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21908d; fill-opacity: 0.5"/>
+    <path d="M 403.147586 457.104222 
+L 408.468951 459.571011 
+L 411.559704 454.667875 
+L 406.241072 452.210175 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 445.18987 442.956018 
+L 450.538731 445.410154 
+L 453.605967 439.366773 
+L 448.257107 436.921899 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 488.659564 218.106264 
+L 494.188087 214.940887 
+L 497.211851 210.002844 
+L 491.676352 213.282288 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46c06f; fill-opacity: 0.5"/>
+    <path d="M 529.276368 173.525154 
+L 534.879154 171.245837 
+L 537.833971 167.149039 
+L 532.229466 169.452804 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8ed645; fill-opacity: 0.5"/>
+    <path d="M 503.227349 200.700138 
+L 508.792195 197.681178 
+L 511.789413 193.19097 
+L 506.219795 196.276675 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #60ca60; fill-opacity: 0.5"/>
+    <path d="M 459.749195 426.278639 
+L 465.107792 428.711583 
+L 468.190008 421.596404 
+L 462.828807 419.175515 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 456.67553 433.000056 
+L 462.032466 435.443355 
+L 465.107792 428.711583 
+L 459.749195 426.278639 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 540.780228 163.103721 
+L 546.388992 161.289351 
+L 549.327781 157.26807 
+L 543.718317 159.099049 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a0da39; fill-opacity: 0.5"/>
+    <path d="M 372.572238 461.224886 
+L 377.874296 463.696086 
+L 381.000022 459.126916 
+L 375.70149 456.664691 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 394.73001 459.404726 
+L 400.047124 461.874543 
+L 403.147586 457.104222 
+L 397.833524 454.643259 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 467.963167 248.683662 
+L 473.424332 246.021984 
+L 476.490729 239.837929 
+L 471.018989 242.725867 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26ad81; fill-opacity: 0.5"/>
+    <path d="M 462.828807 419.175515 
+L 468.190008 421.596404 
+L 471.281028 414.076503 
+L 465.916219 411.669836 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 350.404223 462.753856 
+L 355.691921 465.227325 
+L 358.84515 460.783293 
+L 353.561263 458.318487 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 452.588955 283.392478 
+L 457.989721 282.162636 
+L 461.085905 274.254143 
+L 455.672471 275.800126 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f958b; fill-opacity: 0.5"/>
+    <path d="M 453.605967 439.366773 
+L 458.962116 441.819123 
+L 462.032466 435.443355 
+L 456.67553 433.000056 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 461.392595 390.758719 
+L 466.753406 393.066634 
+L 469.867355 384.346417 
+L 464.499631 382.077702 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4788; fill-opacity: 0.5"/>
+    <path d="M 433.710249 451.729548 
+L 439.053864 454.194075 
+L 442.122594 448.701822 
+L 436.780315 446.245613 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 425.298747 454.528344 
+L 430.636942 456.995232 
+L 433.710249 451.729548 
+L 428.373931 449.271004 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 459.139172 379.861305 
+L 464.499631 382.077702 
+L 467.618138 373.018577 
+L 462.249618 370.860829 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b518b; fill-opacity: 0.5"/>
+    <path d="M 463.650964 401.380839 
+L 469.013216 403.748697 
+L 472.121428 395.408766 
+L 466.753406 393.066634 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 447.870864 325.711808 
+L 453.237868 326.544914 
+L 456.350942 317.158164 
+L 450.971692 316.572821 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29798e; fill-opacity: 0.5"/>
+    <path d="M 442.122594 448.701822 
+L 447.472169 451.164187 
+L 450.538731 445.410154 
+L 445.18987 442.956018 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 416.885641 457.131748 
+L 422.218876 459.601167 
+L 425.298747 454.528344 
+L 419.967851 452.067233 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 464.899565 254.962283 
+L 470.349509 252.550191 
+L 473.424332 246.021984 
+L 467.963167 248.683662 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24aa83; fill-opacity: 0.5"/>
+    <path d="M 456.888526 368.780367 
+L 462.249618 370.860829 
+L 465.371148 361.526223 
+L 460.000877 359.530821 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375a8c; fill-opacity: 0.5"/>
+    <path d="M 386.305852 461.594678 
+L 391.618978 464.067594 
+L 394.73001 459.404726 
+L 389.420195 456.940392 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 455.672471 275.800126 
+L 461.085905 274.254143 
+L 464.178951 266.670605 
+L 458.752999 268.521721 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 364.136318 463.253111 
+L 369.434768 465.72772 
+L 372.572238 461.224886 
+L 367.277471 458.758827 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 465.916219 411.669836 
+L 471.281028 414.076503 
+L 474.382681 406.138435 
+L 469.013216 403.748697 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 448.698375 307.46666 
+L 454.077163 307.494568 
+L 457.186051 298.545282 
+L 451.794404 298.816087 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24868e; fill-opacity: 0.5"/>
+    <path d="M 408.468951 459.571011 
+L 413.797613 462.043101 
+L 416.885641 457.131748 
+L 411.559704 454.667875 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 450.538731 445.410154 
+L 455.894888 447.870576 
+L 458.962116 441.819123 
+L 453.605967 439.366773 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 454.638383 357.644946 
+L 460.000877 359.530821 
+L 463.123574 350.006971 
+L 457.750861 348.239815 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #33638d; fill-opacity: 0.5"/>
+    <path d="M 461.829129 261.573761 
+L 467.267298 259.432761 
+L 470.349509 252.550191 
+L 464.899565 254.962283 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a585; fill-opacity: 0.5"/>
+    <path d="M 458.752999 268.521721 
+L 464.178951 266.670605 
+L 467.267298 259.432761 
+L 461.829129 261.573761 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa188; fill-opacity: 0.5"/>
+    <path d="M 450.131138 335.904819 
+L 455.497177 337.174097 
+L 458.615726 327.611169 
+L 453.237868 326.544914 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2c728e; fill-opacity: 0.5"/>
+    <path d="M 452.386546 346.620876 
+L 457.750861 348.239815 
+L 460.872613 338.634247 
+L 455.497177 337.174097 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2f6b8e; fill-opacity: 0.5"/>
+    <path d="M 514.776413 188.830273 
+L 520.362992 186.163966 
+L 523.343622 181.863649 
+L 517.753701 184.575149 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #77d153; fill-opacity: 0.5"/>
+    <path d="M 485.632554 223.14337 
+L 491.153323 220.112359 
+L 494.188087 214.940887 
+L 488.659564 218.106264 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #42be71; fill-opacity: 0.5"/>
+    <path d="M 465.107792 428.711583 
+L 470.473664 431.153683 
+L 473.55847 424.028541 
+L 468.190008 421.596404 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 462.032466 435.443355 
+L 467.396689 437.894215 
+L 470.473664 431.153683 
+L 465.107792 428.711583 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 377.874296 463.696086 
+L 383.183641 466.172135 
+L 386.305852 461.594678 
+L 381.000022 459.126916 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 400.047124 461.874543 
+L 405.371534 464.349413 
+L 408.468951 459.571011 
+L 403.147586 457.104222 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 468.190008 421.596404 
+L 473.55847 424.028541 
+L 476.653077 416.497119 
+L 471.281028 414.076503 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 355.691921 465.227325 
+L 360.986889 467.705285 
+L 364.136318 463.253111 
+L 358.84515 460.783293 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 458.962116 441.819123 
+L 464.32556 444.277837 
+L 467.396689 437.894215 
+L 462.032466 435.443355 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 439.053864 454.194075 
+L 444.40478 456.663914 
+L 447.472169 451.164187 
+L 442.122594 448.701822 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 430.636942 456.995232 
+L 435.982437 459.4673 
+L 439.053864 454.194075 
+L 433.710249 451.729548 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 500.22483 205.266126 
+L 505.78426 202.328141 
+L 508.792195 197.681178 
+L 503.227349 200.700138 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ec962; fill-opacity: 0.5"/>
+    <path d="M 466.753406 393.066634 
+L 472.121428 395.408766 
+L 475.242241 386.657659 
+L 469.867355 384.346417 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 469.013216 403.748697 
+L 474.382681 406.138435 
+L 477.496622 397.778269 
+L 472.121428 395.408766 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 447.472169 451.164187 
+L 452.829045 453.631965 
+L 455.894888 447.870576 
+L 450.538731 445.410154 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 422.218876 459.601167 
+L 427.559411 462.075613 
+L 430.636942 456.995232 
+L 425.298747 454.528344 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 464.499631 382.077702 
+L 469.867355 384.346417 
+L 472.993874 375.240537 
+L 467.618138 373.018577 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b518b; fill-opacity: 0.5"/>
+    <path d="M 526.314574 177.656955 
+L 531.915311 175.407729 
+L 534.879154 171.245837 
+L 529.276368 173.525154 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8ed645; fill-opacity: 0.5"/>
+    <path d="M 391.618978 464.067594 
+L 396.939395 466.545321 
+L 400.047124 461.874543 
+L 394.73001 459.404726 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 369.434768 465.72772 
+L 374.740497 468.206904 
+L 377.874296 463.696086 
+L 372.572238 461.224886 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 537.833971 167.149039 
+L 543.441809 165.35479 
+L 546.388992 161.289351 
+L 540.780228 163.103721 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a0da39; fill-opacity: 0.5"/>
+    <path d="M 471.281028 414.076503 
+L 476.653077 416.497119 
+L 479.759355 408.545555 
+L 474.382681 406.138435 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 451.794404 298.816087 
+L 457.186051 298.545282 
+L 460.296866 289.78867 
+L 454.89202 290.364132 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #218e8d; fill-opacity: 0.5"/>
+    <path d="M 413.797613 462.043101 
+L 419.133575 464.520052 
+L 422.218876 459.601167 
+L 416.885641 457.131748 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 455.894888 447.870576 
+L 461.258348 450.336481 
+L 464.32556 444.277837 
+L 458.962116 441.819123 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 462.249618 370.860829 
+L 467.618138 373.018577 
+L 470.748816 363.61497 
+L 465.371148 361.526223 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375b8d; fill-opacity: 0.5"/>
+    <path d="M 450.971692 316.572821 
+L 456.350942 317.158164 
+L 459.469317 307.817205 
+L 454.077163 307.494568 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26828e; fill-opacity: 0.5"/>
+    <path d="M 482.595288 228.424554 
+L 488.107488 225.549676 
+L 491.153323 220.112359 
+L 485.632554 223.14337 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3fbc73; fill-opacity: 0.5"/>
+    <path d="M 470.473664 431.153683 
+L 475.846822 433.603354 
+L 478.934203 426.469811 
+L 473.55847 424.028541 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 467.396689 437.894215 
+L 472.768209 440.351467 
+L 475.846822 433.603354 
+L 470.473664 431.153683 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 383.183641 466.172135 
+L 388.500275 468.652766 
+L 391.618978 464.067594 
+L 386.305852 461.594678 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 460.000877 359.530821 
+L 465.371148 361.526223 
+L 468.504078 351.904052 
+L 463.123574 350.006971 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 405.371534 464.349413 
+L 410.703241 466.82897 
+L 413.797613 462.043101 
+L 408.468951 459.571011 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 473.55847 424.028541 
+L 478.934203 426.469811 
+L 482.032376 418.928901 
+L 476.653077 416.497119 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 360.986889 467.705285 
+L 366.28913 470.187579 
+L 369.434768 465.72772 
+L 364.136318 463.253111 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 464.32556 444.277837 
+L 469.696311 446.742068 
+L 472.768209 440.351467 
+L 467.396689 437.894215 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 444.40478 456.663914 
+L 449.763003 459.13854 
+L 452.829045 453.631965 
+L 447.472169 451.164187 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 435.982437 459.4673 
+L 441.335239 461.944076 
+L 444.40478 456.663914 
+L 439.053864 454.194075 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 453.237868 326.544914 
+L 458.615726 327.611169 
+L 461.741414 318.004196 
+L 456.350942 317.158164 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 457.750861 348.239815 
+L 463.123574 350.006971 
+L 466.256542 340.266892 
+L 460.872613 338.634247 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6d8e; fill-opacity: 0.5"/>
+    <path d="M 472.121428 395.408766 
+L 477.496622 397.778269 
+L 480.624242 389.002968 
+L 475.242241 386.657659 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 452.829045 453.631965 
+L 458.193232 456.104589 
+L 461.258348 450.336481 
+L 455.894888 447.870576 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 474.382681 406.138435 
+L 479.759355 408.545555 
+L 482.878983 400.169445 
+L 477.496622 397.778269 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 511.789413 193.19097 
+L 517.372121 190.58013 
+L 520.362992 186.163966 
+L 514.776413 188.830273 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #75d054; fill-opacity: 0.5"/>
+    <path d="M 427.559411 462.075613 
+L 432.907251 464.554672 
+L 435.982437 459.4673 
+L 430.636942 456.995232 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 455.497177 337.174097 
+L 460.872613 338.634247 
+L 464.003193 328.89521 
+L 458.615726 327.611169 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2b748e; fill-opacity: 0.5"/>
+    <path d="M 396.939395 466.545321 
+L 402.267108 469.027561 
+L 405.371534 464.349413 
+L 400.047124 461.874543 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 469.867355 384.346417 
+L 475.242241 386.657659 
+L 478.376704 377.514912 
+L 472.993874 375.240537 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b518b; fill-opacity: 0.5"/>
+    <path d="M 454.89202 290.364132 
+L 460.296866 289.78867 
+L 463.407932 281.281333 
+L 457.989721 282.162636 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f948c; fill-opacity: 0.5"/>
+    <path d="M 374.740497 468.206904 
+L 380.05351 470.69046 
+L 383.183641 466.172135 
+L 377.874296 463.696086 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 497.211851 210.002844 
+L 502.765141 207.162033 
+L 505.78426 202.328141 
+L 500.22483 205.266126 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ac864; fill-opacity: 0.5"/>
+    <path d="M 476.653077 416.497119 
+L 482.032376 418.928901 
+L 485.143252 410.966447 
+L 479.759355 408.545555 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 419.133575 464.520052 
+L 424.47684 467.001505 
+L 427.559411 462.075613 
+L 422.218876 459.601167 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 461.258348 450.336481 
+L 466.629122 452.807263 
+L 469.696311 446.742068 
+L 464.32556 444.277837 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 479.547901 233.980083 
+L 485.050703 231.284065 
+L 488.107488 225.549676 
+L 482.595288 228.424554 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3bbb75; fill-opacity: 0.5"/>
+    <path d="M 467.618138 373.018577 
+L 472.993874 375.240537 
+L 476.133631 365.781719 
+L 470.748816 363.61497 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #375b8d; fill-opacity: 0.5"/>
+    <path d="M 475.846822 433.603354 
+L 481.227282 436.05939 
+L 484.317224 428.918587 
+L 478.934203 426.469811 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 472.768209 440.351467 
+L 478.147041 442.814229 
+L 481.227282 436.05939 
+L 475.846822 433.603354 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 388.500275 468.652766 
+L 393.8242 471.137743 
+L 396.939395 466.545321 
+L 391.618978 464.067594 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 454.077163 307.494568 
+L 459.469317 307.817205 
+L 462.591612 298.593679 
+L 457.186051 298.545282 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #238a8d; fill-opacity: 0.5"/>
+    <path d="M 523.343622 181.863649 
+L 528.94191 179.651486 
+L 531.915311 175.407729 
+L 526.314574 177.656955 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8bd646; fill-opacity: 0.5"/>
+    <path d="M 410.703241 466.82897 
+L 416.04225 469.312911 
+L 419.133575 464.520052 
+L 413.797613 462.043101 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 546.388992 161.289351 
+L 551.997552 159.981101 
+L 554.936505 155.943234 
+L 549.327781 157.26807 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b2dd2d; fill-opacity: 0.5"/>
+    <path d="M 478.934203 426.469811 
+L 484.317224 428.918587 
+L 487.418947 421.369688 
+L 482.032376 418.928901 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 366.28913 470.187579 
+L 371.598648 472.674059 
+L 374.740497 468.206904 
+L 369.434768 465.72772 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 469.696311 446.742068 
+L 475.074383 449.211181 
+L 478.147041 442.814229 
+L 472.768209 440.351467 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 449.763003 459.13854 
+L 455.128546 461.617555 
+L 458.193232 456.104589 
+L 452.829045 453.631965 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 441.335239 461.944076 
+L 446.695356 464.425198 
+L 449.763003 459.13854 
+L 444.40478 456.663914 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 465.371148 361.526223 
+L 470.748816 363.61497 
+L 473.891928 353.912611 
+L 468.504078 351.904052 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32648e; fill-opacity: 0.5"/>
+    <path d="M 534.879154 171.245837 
+L 540.485782 169.476167 
+L 543.441809 165.35479 
+L 537.833971 167.149039 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a0da39; fill-opacity: 0.5"/>
+    <path d="M 457.989721 282.162636 
+L 463.407932 281.281333 
+L 466.51747 273.070644 
+L 461.085905 274.254143 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 458.193232 456.104589 
+L 463.564742 458.581629 
+L 466.629122 452.807263 
+L 461.258348 450.336481 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 477.496622 397.778269 
+L 482.878983 400.169445 
+L 486.013352 391.375234 
+L 480.624242 389.002968 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 432.907251 464.554672 
+L 438.262405 467.038017 
+L 441.335239 461.944076 
+L 435.982437 459.4673 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 479.759355 408.545555 
+L 485.143252 410.966447 
+L 488.268528 402.577681 
+L 482.878983 400.169445 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 476.490729 239.837929 
+L 481.983314 237.343817 
+L 485.050703 231.284065 
+L 479.547901 233.980083 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #35b779; fill-opacity: 0.5"/>
+    <path d="M 402.267108 469.027561 
+L 407.60212 471.514065 
+L 410.703241 466.82897 
+L 405.371534 464.349413 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 380.05351 470.69046 
+L 385.373811 473.178205 
+L 388.500275 468.652766 
+L 383.183641 466.172135 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 475.242241 386.657659 
+L 480.624242 389.002968 
+L 483.76657 379.831392 
+L 478.376704 377.514912 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 482.032376 418.928901 
+L 487.418947 421.369688 
+L 490.534397 413.398282 
+L 485.143252 410.966447 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 424.47684 467.001505 
+L 429.827416 469.487175 
+L 432.907251 464.554672 
+L 427.559411 462.075613 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 463.123574 350.006971 
+L 468.504078 351.904052 
+L 471.648257 342.051868 
+L 466.256542 340.266892 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6e8e; fill-opacity: 0.5"/>
+    <path d="M 466.629122 452.807263 
+L 472.007226 455.282472 
+L 475.074383 449.211181 
+L 469.696311 446.742068 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 456.350942 317.158164 
+L 461.741414 318.004196 
+L 464.873061 308.427999 
+L 459.469317 307.817205 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25848e; fill-opacity: 0.5"/>
+    <path d="M 494.188087 214.940887 
+L 499.734448 212.215277 
+L 502.765141 207.162033 
+L 497.211851 210.002844 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #58c765; fill-opacity: 0.5"/>
+    <path d="M 508.792195 197.681178 
+L 514.370423 195.137886 
+L 517.372121 190.58013 
+L 511.789413 193.19097 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #73d056; fill-opacity: 0.5"/>
+    <path d="M 461.085905 274.254143 
+L 466.51747 273.070644 
+L 469.623684 265.193215 
+L 464.178951 266.670605 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa187; fill-opacity: 0.5"/>
+    <path d="M 481.227282 436.05939 
+L 486.615062 438.520892 
+L 489.707557 431.373646 
+L 484.317224 428.918587 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 473.424332 246.021984 
+L 478.90592 243.752381 
+L 481.983314 237.343817 
+L 476.490729 239.837929 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31b57b; fill-opacity: 0.5"/>
+    <path d="M 478.147041 442.814229 
+L 483.533202 445.281852 
+L 486.615062 438.520892 
+L 481.227282 436.05939 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 472.993874 375.240537 
+L 478.376704 377.514912 
+L 481.525444 368.012456 
+L 476.133631 365.781719 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 460.872613 338.634247 
+L 466.256542 340.266892 
+L 469.399235 330.377645 
+L 464.003193 328.89521 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a768e; fill-opacity: 0.5"/>
+    <path d="M 393.8242 471.137743 
+L 399.155423 473.626863 
+L 402.267108 469.027561 
+L 396.939395 466.545321 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 416.04225 469.312911 
+L 421.388569 471.800992 
+L 424.47684 467.001505 
+L 419.133575 464.520052 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 458.615726 327.611169 
+L 464.003193 328.89521 
+L 467.141704 319.095831 
+L 461.741414 318.004196 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #277e8e; fill-opacity: 0.5"/>
+    <path d="M 484.317224 428.918587 
+L 489.707557 431.373646 
+L 492.812815 423.817843 
+L 487.418947 421.369688 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 371.598648 472.674059 
+L 376.91545 475.164586 
+L 380.05351 470.69046 
+L 374.740497 468.206904 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 464.178951 266.670605 
+L 469.623684 265.193215 
+L 472.72485 257.674058 
+L 467.267298 259.432761 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 475.074383 449.211181 
+L 480.459791 451.684712 
+L 483.533202 445.281852 
+L 478.147041 442.814229 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 455.128546 461.617555 
+L 460.50142 464.100665 
+L 463.564742 458.581629 
+L 458.193232 456.104589 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 470.349509 252.550191 
+L 475.819388 250.526433 
+L 478.90592 243.752381 
+L 473.424332 246.021984 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2cb17e; fill-opacity: 0.5"/>
+    <path d="M 457.186051 298.545282 
+L 462.591612 298.593679 
+L 465.716166 289.555249 
+L 460.296866 289.78867 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20928c; fill-opacity: 0.5"/>
+    <path d="M 446.695356 464.425198 
+L 452.062801 466.910392 
+L 455.128546 461.617555 
+L 449.763003 459.13854 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 467.267298 259.432761 
+L 472.72485 257.674058 
+L 475.819388 250.526433 
+L 470.349509 252.550191 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26ad81; fill-opacity: 0.5"/>
+    <path d="M 463.564742 458.581629 
+L 468.943589 461.062774 
+L 472.007226 455.282472 
+L 466.629122 452.807263 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 438.262405 467.038017 
+L 443.624882 469.5254 
+L 446.695356 464.425198 
+L 441.335239 461.944076 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 485.143252 410.966447 
+L 490.534397 413.398282 
+L 493.665288 404.999328 
+L 488.268528 402.577681 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 482.878983 400.169445 
+L 488.268528 402.577681 
+L 491.409593 393.768641 
+L 486.013352 391.375234 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 470.748816 363.61497 
+L 476.133631 365.781719 
+L 479.286825 356.014901 
+L 473.891928 353.912611 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32658e; fill-opacity: 0.5"/>
+    <path d="M 407.60212 471.514065 
+L 412.944441 474.004626 
+L 416.04225 469.312911 
+L 410.703241 466.82897 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 385.373811 473.178205 
+L 390.701408 475.669981 
+L 393.8242 471.137743 
+L 388.500275 468.652766 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 520.362992 186.163966 
+L 525.958354 183.997318 
+L 528.94191 179.651486 
+L 523.343622 181.863649 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8bd646; fill-opacity: 0.5"/>
+    <path d="M 480.624242 389.002968 
+L 486.013352 391.375234 
+L 489.163468 382.181228 
+L 483.76657 379.831392 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 487.418947 421.369688 
+L 492.812815 423.817843 
+L 495.932819 415.8389 
+L 490.534397 413.398282 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 429.827416 469.487175 
+L 435.185315 471.976841 
+L 438.262405 467.038017 
+L 432.907251 464.554672 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 472.007226 455.282472 
+L 477.392674 457.761784 
+L 480.459791 451.684712 
+L 475.074383 449.211181 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 543.441809 165.35479 
+L 549.049968 164.066582 
+L 551.997552 159.981101 
+L 546.388992 161.289351 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b2dd2d; fill-opacity: 0.5"/>
+    <path d="M 531.915311 175.407729 
+L 537.520383 173.668203 
+L 540.485782 169.476167 
+L 534.879154 171.245837 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a0da39; fill-opacity: 0.5"/>
+    <path d="M 491.153323 220.112359 
+L 496.69191 217.521543 
+L 499.734448 212.215277 
+L 494.188087 214.940887 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #54c568; fill-opacity: 0.5"/>
+    <path d="M 486.615062 438.520892 
+L 492.010184 440.987207 
+L 495.105222 433.834092 
+L 489.707557 431.373646 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 483.533202 445.281852 
+L 488.926711 447.753867 
+L 492.010184 440.987207 
+L 486.615062 438.520892 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 468.504078 351.904052 
+L 473.891928 353.912611 
+L 477.047238 343.968455 
+L 471.648257 342.051868 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 399.155423 473.626863 
+L 404.493952 476.11996 
+L 407.60212 471.514065 
+L 402.267108 469.027561 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 421.388569 471.800992 
+L 426.742208 474.293021 
+L 429.827416 469.487175 
+L 424.47684 467.001505 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 478.376704 377.514912 
+L 483.76657 379.831392 
+L 486.92419 370.294795 
+L 481.525444 368.012456 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 489.707557 431.373646 
+L 495.105222 433.834092 
+L 498.214006 426.272152 
+L 492.812815 423.817843 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 376.91545 475.164586 
+L 382.239545 477.65904 
+L 385.373811 473.178205 
+L 380.05351 470.69046 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 480.459791 451.684712 
+L 485.852554 454.162332 
+L 488.926711 447.753867 
+L 483.533202 445.281852 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 505.78426 202.328141 
+L 511.357312 199.866307 
+L 514.370423 195.137886 
+L 508.792195 197.681178 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #70cf57; fill-opacity: 0.5"/>
+    <path d="M 460.50142 464.100665 
+L 465.881641 466.587655 
+L 468.943589 461.062774 
+L 463.564742 458.581629 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 452.062801 466.910392 
+L 457.437586 469.399457 
+L 460.50142 464.100665 
+L 455.128546 461.617555 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 459.469317 307.817205 
+L 464.873061 308.427999 
+L 468.009123 298.957066 
+L 462.591612 298.593679 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #228d8d; fill-opacity: 0.5"/>
+    <path d="M 460.296866 289.78867 
+L 465.716166 289.555249 
+L 468.841119 280.762848 
+L 463.407932 281.281333 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f9a8a; fill-opacity: 0.5"/>
+    <path d="M 468.943589 461.062774 
+L 474.329789 463.547801 
+L 477.392674 457.761784 
+L 472.007226 455.282472 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 443.624882 469.5254 
+L 448.994697 472.016639 
+L 452.062801 466.910392 
+L 446.695356 464.425198 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 490.534397 413.398282 
+L 495.932819 415.8389 
+L 499.069299 407.431572 
+L 493.665288 404.999328 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 488.268528 402.577681 
+L 493.665288 404.999328 
+L 496.813003 396.17855 
+L 491.409593 393.768641 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 466.256542 340.266892 
+L 471.648257 342.051868 
+L 474.803035 332.036599 
+L 469.399235 330.377645 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a778e; fill-opacity: 0.5"/>
+    <path d="M 412.944441 474.004626 
+L 418.294079 476.499083 
+L 421.388569 471.800992 
+L 416.04225 469.312911 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 390.701408 475.669981 
+L 396.036308 478.165653 
+L 399.155423 473.626863 
+L 393.8242 471.137743 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 476.133631 365.781719 
+L 481.525444 368.012456 
+L 484.688597 358.194505 
+L 479.286825 356.014901 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31668e; fill-opacity: 0.5"/>
+    <path d="M 492.812815 423.817843 
+L 498.214006 426.272152 
+L 501.338551 418.286683 
+L 495.932819 415.8389 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 435.185315 471.976841 
+L 440.550547 474.470339 
+L 443.624882 469.5254 
+L 438.262405 467.038017 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 486.013352 391.375234 
+L 491.409593 393.768641 
+L 494.567425 384.557193 
+L 489.163468 382.181228 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 477.392674 457.761784 
+L 482.785483 460.24497 
+L 485.852554 454.162332 
+L 480.459791 451.684712 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 461.741414 318.004196 
+L 467.141704 319.095831 
+L 470.286817 309.312602 
+L 464.873061 308.427999 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24878e; fill-opacity: 0.5"/>
+    <path d="M 464.003193 328.89521 
+L 469.399235 330.377645 
+L 472.550631 320.412994 
+L 467.141704 319.095831 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #27808e; fill-opacity: 0.5"/>
+    <path d="M 488.107488 225.549676 
+L 493.63742 223.11441 
+L 496.69191 217.521543 
+L 491.153323 220.112359 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #50c46a; fill-opacity: 0.5"/>
+    <path d="M 492.010184 440.987207 
+L 497.412666 443.457871 
+L 500.510243 436.29928 
+L 495.105222 433.834092 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 488.926711 447.753867 
+L 494.327585 450.229944 
+L 497.412666 443.457871 
+L 492.010184 440.987207 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 404.493952 476.11996 
+L 409.839797 478.616897 
+L 412.944441 474.004626 
+L 407.60212 471.514065 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 551.997552 159.981101 
+L 557.603595 159.162569 
+L 560.542189 155.108311 
+L 554.936505 155.943234 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c0df25; fill-opacity: 0.5"/>
+    <path d="M 426.742208 474.293021 
+L 432.103178 476.788852 
+L 435.185315 471.976841 
+L 429.827416 469.487175 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 517.372121 190.58013 
+L 522.963997 188.469043 
+L 525.958354 183.997318 
+L 520.362992 186.163966 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #89d548; fill-opacity: 0.5"/>
+    <path d="M 483.76657 379.831392 
+L 489.163468 382.181228 
+L 492.329865 372.61812 
+L 486.92419 370.294795 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 495.105222 433.834092 
+L 500.510243 436.29928 
+L 503.622546 428.731737 
+L 498.214006 426.272152 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 382.239545 477.65904 
+L 387.570941 480.157314 
+L 390.701408 475.669981 
+L 385.373811 473.178205 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 485.852554 454.162332 
+L 491.252687 456.64381 
+L 494.327585 450.229944 
+L 488.926711 447.753867 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 463.407932 281.281333 
+L 468.841119 280.762848 
+L 471.964509 272.268351 
+L 466.51747 273.070644 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa188; fill-opacity: 0.5"/>
+    <path d="M 465.881641 466.587655 
+L 471.269222 469.078376 
+L 474.329789 463.547801 
+L 468.943589 461.062774 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 473.891928 353.912611 
+L 479.286825 356.014901 
+L 482.453137 345.996418 
+L 477.047238 343.968455 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2e6f8e; fill-opacity: 0.5"/>
+    <path d="M 457.437586 469.399457 
+L 462.819727 471.89225 
+L 465.881641 466.587655 
+L 460.50142 464.100665 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 474.329789 463.547801 
+L 479.723357 466.036554 
+L 482.785483 460.24497 
+L 477.392674 457.761784 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 448.994697 472.016639 
+L 454.371862 474.511599 
+L 457.437586 469.399457 
+L 452.062801 466.910392 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 495.932819 415.8389 
+L 501.338551 418.286683 
+L 504.480599 409.87229 
+L 499.069299 407.431572 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 540.485782 169.476167 
+L 546.093248 168.212355 
+L 549.049968 164.066582 
+L 543.441809 165.35479 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b0dd2f; fill-opacity: 0.5"/>
+    <path d="M 493.665288 404.999328 
+L 499.069299 407.431572 
+L 502.223627 398.601348 
+L 496.813003 396.17855 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 528.94191 179.651486 
+L 534.545006 177.948918 
+L 537.520383 173.668203 
+L 531.915311 175.407729 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #9dd93b; fill-opacity: 0.5"/>
+    <path d="M 502.765141 207.162033 
+L 508.332245 204.797328 
+L 511.357312 199.866307 
+L 505.78426 202.328141 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #6ece58; fill-opacity: 0.5"/>
+    <path d="M 418.294079 476.499083 
+L 423.651047 478.997309 
+L 426.742208 474.293021 
+L 421.388569 471.800992 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 396.036308 478.165653 
+L 401.378522 480.66511 
+L 404.493952 476.11996 
+L 399.155423 473.626863 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 485.050703 231.284065 
+L 490.571085 229.025734 
+L 493.63742 223.11441 
+L 488.107488 225.549676 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4ac16d; fill-opacity: 0.5"/>
+    <path d="M 462.591612 298.593679 
+L 468.009123 298.957066 
+L 471.147761 289.66248 
+L 465.716166 289.555249 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f958b; fill-opacity: 0.5"/>
+    <path d="M 498.214006 426.272152 
+L 503.622546 428.731737 
+L 506.751623 420.74045 
+L 501.338551 418.286683 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 440.550547 474.470339 
+L 445.923127 476.967547 
+L 448.994697 472.016639 
+L 443.624882 469.5254 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 482.785483 460.24497 
+L 488.185668 462.731873 
+L 491.252687 456.64381 
+L 485.852554 454.162332 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 491.409593 393.768641 
+L 496.813003 396.17855 
+L 499.978488 386.953469 
+L 494.567425 384.557193 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 481.525444 368.012456 
+L 486.92419 370.294795 
+L 490.097167 360.436755 
+L 484.688597 358.194505 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31668e; fill-opacity: 0.5"/>
+    <path d="M 471.648257 342.051868 
+L 477.047238 343.968455 
+L 480.213991 333.849145 
+L 474.803035 332.036599 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2a788e; fill-opacity: 0.5"/>
+    <path d="M 466.51747 273.070644 
+L 471.964509 272.268351 
+L 475.084358 264.112823 
+L 469.623684 265.193215 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 497.412666 443.457871 
+L 502.822529 445.932561 
+L 505.922641 438.76876 
+L 500.510243 436.29928 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482677; fill-opacity: 0.5"/>
+    <path d="M 494.327585 450.229944 
+L 499.735844 452.709857 
+L 502.822529 445.932561 
+L 497.412666 443.457871 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 409.839797 478.616897 
+L 415.19297 481.117569 
+L 418.294079 476.499083 
+L 412.944441 474.004626 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 432.103178 476.788852 
+L 437.471493 479.288377 
+L 440.550547 474.470339 
+L 435.185315 471.976841 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 489.163468 382.181228 
+L 494.567425 384.557193 
+L 497.742505 374.973571 
+L 492.329865 372.61812 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 500.510243 436.29928 
+L 505.922641 438.76876 
+L 509.03846 431.195976 
+L 503.622546 428.731737 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 387.570941 480.157314 
+L 392.90965 482.659323 
+L 396.036308 478.165653 
+L 390.701408 475.669981 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 481.983314 237.343817 
+L 487.493264 235.28378 
+L 490.571085 229.025734 
+L 485.050703 231.284065 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #44bf70; fill-opacity: 0.5"/>
+    <path d="M 491.252687 456.64381 
+L 496.660209 459.128991 
+L 499.735844 452.709857 
+L 494.327585 450.229944 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 471.269222 469.078376 
+L 476.664179 471.572723 
+L 479.723357 466.036554 
+L 474.329789 463.547801 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 462.819727 471.89225 
+L 468.209238 474.388673 
+L 471.269222 469.078376 
+L 465.881641 466.587655 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 469.399235 330.377645 
+L 474.803035 332.036599 
+L 477.967261 321.932338 
+L 472.550631 320.412994 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26818e; fill-opacity: 0.5"/>
+    <path d="M 464.873061 308.427999 
+L 470.286817 309.312602 
+L 473.436825 299.62232 
+L 468.009123 298.957066 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21908d; fill-opacity: 0.5"/>
+    <path d="M 479.723357 466.036554 
+L 485.124308 468.528928 
+L 488.185668 462.731873 
+L 482.785483 460.24497 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 454.371862 474.511599 
+L 459.756393 477.010187 
+L 462.819727 471.89225 
+L 457.437586 469.399457 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 479.286825 356.014901 
+L 484.688597 358.194505 
+L 487.865751 348.116796 
+L 482.453137 345.996418 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d708e; fill-opacity: 0.5"/>
+    <path d="M 469.623684 265.193215 
+L 475.084358 264.112823 
+L 478.198773 256.325451 
+L 472.72485 257.674058 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #27ad81; fill-opacity: 0.5"/>
+    <path d="M 501.338551 418.286683 
+L 506.751623 420.74045 
+L 509.899228 412.319917 
+L 504.480599 409.87229 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 499.069299 407.431572 
+L 504.480599 409.87229 
+L 507.641514 401.034287 
+L 502.223627 398.601348 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 467.141704 319.095831 
+L 472.550631 320.412994 
+L 475.709254 310.450653 
+L 470.286817 309.312602 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #23898e; fill-opacity: 0.5"/>
+    <path d="M 423.651047 478.997309 
+L 429.015358 481.49921 
+L 432.103178 476.788852 
+L 426.742208 474.293021 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 514.370423 195.137886 
+L 519.958164 193.094058 
+L 522.963997 188.469043 
+L 517.372121 190.58013 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #86d549; fill-opacity: 0.5"/>
+    <path d="M 401.378522 480.66511 
+L 406.728063 483.168268 
+L 409.839797 478.616897 
+L 404.493952 476.11996 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 478.90592 243.752381 
+L 484.404596 241.911235 
+L 487.493264 235.28378 
+L 481.983314 237.343817 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3dbc74; fill-opacity: 0.5"/>
+    <path d="M 499.734448 212.215277 
+L 505.294761 209.964954 
+L 508.332245 204.797328 
+L 502.765141 207.162033 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #69cd5b; fill-opacity: 0.5"/>
+    <path d="M 503.622546 428.731737 
+L 509.03846 431.195976 
+L 512.172065 423.199356 
+L 506.751623 420.74045 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 445.923127 476.967547 
+L 451.303068 479.468379 
+L 454.371862 474.511599 
+L 448.994697 472.016639 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 488.185668 462.731873 
+L 493.593248 465.222388 
+L 496.660209 459.128991 
+L 491.252687 456.64381 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 549.049968 164.066582 
+L 554.656127 163.267782 
+L 557.603595 159.162569 
+L 551.997552 159.981101 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c0df25; fill-opacity: 0.5"/>
+    <path d="M 472.72485 257.674058 
+L 478.198773 256.325451 
+L 481.306021 248.923213 
+L 475.819388 250.526433 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2eb37c; fill-opacity: 0.5"/>
+    <path d="M 496.813003 396.17855 
+L 502.223627 398.601348 
+L 505.396717 389.365484 
+L 499.978488 386.953469 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 475.819388 250.526433 
+L 481.306021 248.923213 
+L 484.404596 241.911235 
+L 478.90592 243.752381 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #35b779; fill-opacity: 0.5"/>
+    <path d="M 486.92419 370.294795 
+L 492.329865 372.61812 
+L 495.512534 362.728937 
+L 490.097167 360.436755 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31668e; fill-opacity: 0.5"/>
+    <path d="M 465.716166 289.555249 
+L 471.147761 289.66248 
+L 474.28693 280.609016 
+L 468.841119 280.762848 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f9e89; fill-opacity: 0.5"/>
+    <path d="M 502.822529 445.932561 
+L 508.239792 448.411059 
+L 511.342438 441.242222 
+L 505.922641 438.76876 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 499.735844 452.709857 
+L 505.151505 455.193455 
+L 508.239792 448.411059 
+L 502.822529 445.932561 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 415.19297 481.117569 
+L 420.553484 483.621895 
+L 423.651047 478.997309 
+L 418.294079 476.499083 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 525.958354 183.997318 
+L 531.558972 182.339893 
+L 534.545006 177.948918 
+L 528.94191 179.651486 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #9dd93b; fill-opacity: 0.5"/>
+    <path d="M 437.471493 479.288377 
+L 442.847166 481.791519 
+L 445.923127 476.967547 
+L 440.550547 474.470339 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 537.520383 173.668203 
+L 543.126794 172.434173 
+L 546.093248 168.212355 
+L 540.485782 169.476167 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b0dd2f; fill-opacity: 0.5"/>
+    <path d="M 477.047238 343.968455 
+L 482.453137 345.996418 
+L 485.631699 335.792535 
+L 480.213991 333.849145 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29798e; fill-opacity: 0.5"/>
+    <path d="M 505.922641 438.76876 
+L 511.342438 441.242222 
+L 514.461772 433.664437 
+L 509.03846 431.195976 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 392.90965 482.659323 
+L 398.255683 485.164996 
+L 401.378522 480.66511 
+L 396.036308 478.165653 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 494.567425 384.557193 
+L 499.978488 386.953469 
+L 503.162169 377.353954 
+L 497.742505 374.973571 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 496.660209 459.128991 
+L 502.075136 461.617773 
+L 505.151505 455.193455 
+L 499.735844 452.709857 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 476.664179 471.572723 
+L 482.066528 474.070629 
+L 485.124308 468.528928 
+L 479.723357 466.036554 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 468.209238 474.388673 
+L 473.606134 476.888659 
+L 476.664179 471.572723 
+L 471.269222 469.078376 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 485.124308 468.528928 
+L 490.53266 471.024855 
+L 493.593248 465.222388 
+L 488.185668 462.731873 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 459.756393 477.010187 
+L 465.148304 479.51234 
+L 468.209238 474.388673 
+L 462.819727 471.89225 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 506.751623 420.74045 
+L 512.172065 423.199356 
+L 515.32522 414.773324 
+L 509.899228 412.319917 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 504.480599 409.87229 
+L 509.899228 412.319917 
+L 513.06671 403.475323 
+L 507.641514 401.034287 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 429.015358 481.49921 
+L 434.387024 484.004719 
+L 437.471493 479.288377 
+L 432.103178 476.788852 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 484.688597 358.194505 
+L 490.097167 360.436755 
+L 493.284995 350.312446 
+L 487.865751 348.116796 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d708e; fill-opacity: 0.5"/>
+    <path d="M 406.728063 483.168268 
+L 412.084942 485.675057 
+L 415.19297 481.117569 
+L 409.839797 478.616897 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 496.69191 217.521543 
+L 502.244532 215.404135 
+L 505.294761 209.964954 
+L 499.734448 212.215277 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #65cb5e; fill-opacity: 0.5"/>
+    <path d="M 557.603595 159.162569 
+L 563.205522 158.806509 
+L 566.143259 154.736222 
+L 560.542189 155.108311 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cde11d; fill-opacity: 0.5"/>
+    <path d="M 451.303068 479.468379 
+L 456.690385 481.972775 
+L 459.756393 477.010187 
+L 454.371862 474.511599 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 509.03846 431.195976 
+L 514.461772 433.664437 
+L 517.599904 425.662812 
+L 512.172065 423.199356 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 493.593248 465.222388 
+L 499.008237 467.716447 
+L 502.075136 461.617773 
+L 496.660209 459.128991 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 474.803035 332.036599 
+L 480.213991 333.849145 
+L 483.390905 323.628864 
+L 477.967261 321.932338 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26828e; fill-opacity: 0.5"/>
+    <path d="M 502.223627 398.601348 
+L 507.641514 401.034287 
+L 510.82217 391.78973 
+L 505.396717 389.365484 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 468.009123 298.957066 
+L 473.436825 299.62232 
+L 476.589711 290.09893 
+L 471.147761 289.66248 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f998a; fill-opacity: 0.5"/>
+    <path d="M 511.357312 199.866307 
+L 516.940187 197.903075 
+L 519.958164 193.094058 
+L 514.370423 195.137886 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #84d44b; fill-opacity: 0.5"/>
+    <path d="M 492.329865 372.61812 
+L 497.742505 374.973571 
+L 500.934743 365.060346 
+L 495.512534 362.728937 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31668e; fill-opacity: 0.5"/>
+    <path d="M 468.841119 280.762848 
+L 474.28693 280.609016 
+L 477.424478 271.85264 
+L 471.964509 272.268351 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a585; fill-opacity: 0.5"/>
+    <path d="M 508.239792 448.411059 
+L 513.664473 450.89322 
+L 516.769654 443.719459 
+L 511.342438 441.242222 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 505.151505 455.193455 
+L 510.574584 457.680639 
+L 513.664473 450.89322 
+L 508.239792 448.411059 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 420.553484 483.621895 
+L 425.921352 486.129816 
+L 429.015358 481.49921 
+L 423.651047 478.997309 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 442.847166 481.791519 
+L 448.230213 484.298224 
+L 451.303068 479.468379 
+L 445.923127 476.967547 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 472.550631 320.412994 
+L 477.967261 321.932338 
+L 481.139313 311.817629 
+L 475.709254 310.450653 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #228b8d; fill-opacity: 0.5"/>
+    <path d="M 511.342438 441.242222 
+L 516.769654 443.719459 
+L 519.892504 436.136831 
+L 514.461772 433.664437 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 398.255683 485.164996 
+L 403.609053 487.674279 
+L 406.728063 483.168268 
+L 401.378522 480.66511 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 470.286817 309.312602 
+L 475.709254 310.450653 
+L 478.87323 300.569213 
+L 473.436825 299.62232 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20928c; fill-opacity: 0.5"/>
+    <path d="M 502.075136 461.617773 
+L 507.497485 464.110089 
+L 510.574584 457.680639 
+L 505.151505 455.193455 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 482.066528 474.070629 
+L 487.476285 476.57205 
+L 490.53266 471.024855 
+L 485.124308 468.528928 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 499.978488 386.953469 
+L 505.396717 389.365484 
+L 508.588932 379.753563 
+L 503.162169 377.353954 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 473.606134 476.888659 
+L 479.010431 479.392164 
+L 482.066528 474.070629 
+L 476.664179 471.572723 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 546.093248 168.212355 
+L 551.69922 167.437459 
+L 554.656127 163.267782 
+L 549.049968 164.066582 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c0df25; fill-opacity: 0.5"/>
+    <path d="M 482.453137 345.996418 
+L 487.865751 348.116796 
+L 491.055926 337.845165 
+L 485.631699 335.792535 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 490.53266 471.024855 
+L 495.948427 473.52429 
+L 499.008237 467.716447 
+L 493.593248 465.222388 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 465.148304 479.51234 
+L 470.54761 482.018016 
+L 473.606134 476.888659 
+L 468.209238 474.388673 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 512.172065 423.199356 
+L 517.599904 425.662812 
+L 520.758606 417.231717 
+L 515.32522 414.773324 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 509.899228 412.319917 
+L 515.32522 414.773324 
+L 518.499259 405.922972 
+L 513.06671 403.475323 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 522.963997 188.469043 
+L 528.561551 186.866397 
+L 531.558972 182.339893 
+L 525.958354 183.997318 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #9bd93c; fill-opacity: 0.5"/>
+    <path d="M 434.387024 484.004719 
+L 439.766061 486.513786 
+L 442.847166 481.791519 
+L 437.471493 479.288377 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 493.63742 223.11441 
+L 499.181417 221.149303 
+L 502.244532 215.404135 
+L 496.69191 217.521543 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #60ca60; fill-opacity: 0.5"/>
+    <path d="M 412.084942 485.675057 
+L 417.449174 488.185429 
+L 420.553484 483.621895 
+L 415.19297 481.117569 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 534.545006 177.948918 
+L 540.149927 176.751204 
+L 543.126794 172.434173 
+L 537.520383 173.668203 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b0dd2f; fill-opacity: 0.5"/>
+    <path d="M 490.097167 360.436755 
+L 495.512534 362.728937 
+L 498.710868 352.568358 
+L 493.284995 350.312446 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 456.690385 481.972775 
+L 462.085093 484.480697 
+L 465.148304 479.51234 
+L 459.756393 477.010187 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 514.461772 433.664437 
+L 519.892504 436.136831 
+L 523.035165 428.130416 
+L 517.599904 425.662812 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 499.008237 467.716447 
+L 504.430651 470.214008 
+L 507.497485 464.110089 
+L 502.075136 461.617773 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 507.641514 401.034287 
+L 513.06671 403.475323 
+L 516.254906 394.223578 
+L 510.82217 391.78973 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 471.964509 272.268351 
+L 477.424478 271.85264 
+L 480.558241 263.438556 
+L 475.084358 264.112823 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26ad81; fill-opacity: 0.5"/>
+    <path d="M 497.742505 374.973571 
+L 503.162169 377.353954 
+L 506.363872 367.422203 
+L 500.934743 365.060346 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31668e; fill-opacity: 0.5"/>
+    <path d="M 513.664473 450.89322 
+L 519.096589 453.378952 
+L 522.204306 446.200336 
+L 516.769654 443.719459 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482878; fill-opacity: 0.5"/>
+    <path d="M 510.574584 457.680639 
+L 516.005099 460.171348 
+L 519.096589 453.378952 
+L 513.664473 450.89322 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #482071; fill-opacity: 0.5"/>
+    <path d="M 425.921352 486.129816 
+L 431.296588 488.641291 
+L 434.387024 484.004719 
+L 429.015358 481.49921 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 448.230213 484.298224 
+L 453.620646 486.808455 
+L 456.690385 481.972775 
+L 451.303068 479.468379 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 508.332245 204.797328 
+L 513.909439 202.929557 
+L 516.940187 197.903075 
+L 511.357312 199.866307 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7fd34e; fill-opacity: 0.5"/>
+    <path d="M 480.213991 333.849145 
+L 485.631699 335.792535 
+L 488.821099 325.47735 
+L 483.390905 323.628864 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25838e; fill-opacity: 0.5"/>
+    <path d="M 516.769654 443.719459 
+L 522.204306 446.200336 
+L 525.330677 438.612963 
+L 519.892504 436.136831 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #472e7c; fill-opacity: 0.5"/>
+    <path d="M 471.147761 289.66248 
+L 476.589711 290.09893 
+L 479.743239 280.810532 
+L 474.28693 280.609016 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa187; fill-opacity: 0.5"/>
+    <path d="M 403.609053 487.674279 
+L 408.969775 490.187132 
+L 412.084942 485.675057 
+L 406.728063 483.168268 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 490.571085 229.025734 
+L 496.105507 227.232625 
+L 499.181417 221.149303 
+L 493.63742 223.11441 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ac864; fill-opacity: 0.5"/>
+    <path d="M 507.497485 464.110089 
+L 512.927271 466.605901 
+L 516.005099 460.171348 
+L 510.574584 457.680639 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481b6d; fill-opacity: 0.5"/>
+    <path d="M 487.476285 476.57205 
+L 492.893465 479.076959 
+L 495.948427 473.52429 
+L 490.53266 471.024855 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 479.010431 479.392164 
+L 484.422144 481.899162 
+L 487.476285 476.57205 
+L 482.066528 474.070629 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 505.396717 389.365484 
+L 510.82217 391.78973 
+L 514.022868 382.167983 
+L 508.588932 379.753563 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 554.656127 163.267782 
+L 560.258665 162.930922 
+L 563.205522 158.806509 
+L 557.603595 159.162569 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cde11d; fill-opacity: 0.5"/>
+    <path d="M 495.948427 473.52429 
+L 501.371626 476.027209 
+L 504.430651 470.214008 
+L 499.008237 467.716447 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 470.54761 482.018016 
+L 475.954327 484.52719 
+L 479.010431 479.392164 
+L 473.606134 476.888659 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 475.084358 264.112823 
+L 480.558241 263.438556 
+L 483.686153 255.399938 
+L 478.198773 256.325451 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2eb37c; fill-opacity: 0.5"/>
+    <path d="M 517.599904 425.662812 
+L 523.035165 428.130416 
+L 526.199417 419.694546 
+L 520.758606 417.231717 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 515.32522 414.773324 
+L 520.758606 417.231717 
+L 523.939199 408.376175 
+L 518.499259 405.922972 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 439.766061 486.513786 
+L 445.152483 489.026379 
+L 448.230213 484.298224 
+L 442.847166 481.791519 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 487.865751 348.116796 
+L 493.284995 350.312446 
+L 496.486573 339.987275 
+L 491.055926 337.845165 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 417.449174 488.185429 
+L 422.820773 490.699348 
+L 425.921352 486.129816 
+L 420.553484 483.621895 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 477.967261 321.932338 
+L 483.390905 323.628864 
+L 486.576208 313.386666 
+L 481.139313 311.817629 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #228c8d; fill-opacity: 0.5"/>
+    <path d="M 462.085093 484.480697 
+L 467.487208 486.99212 
+L 470.54761 482.018016 
+L 465.148304 479.51234 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 519.892504 436.136831 
+L 525.330677 438.612963 
+L 528.47787 430.601897 
+L 523.035165 428.130416 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #453781; fill-opacity: 0.5"/>
+    <path d="M 504.430651 470.214008 
+L 509.860508 472.715048 
+L 512.927271 466.605901 
+L 507.497485 464.110089 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #481668; fill-opacity: 0.5"/>
+    <path d="M 487.493264 235.28378 
+L 493.017176 233.682035 
+L 496.105507 227.232625 
+L 490.571085 229.025734 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #52c569; fill-opacity: 0.5"/>
+    <path d="M 495.512534 362.728937 
+L 500.934743 365.060346 
+L 504.14343 354.871766 
+L 498.710868 352.568358 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 513.06671 403.475323 
+L 518.499259 405.922972 
+L 521.694979 396.665098 
+L 516.254906 394.223578 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 473.436825 299.62232 
+L 478.87323 300.569213 
+L 482.040362 290.844959 
+L 476.589711 290.09893 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 478.198773 256.325451 
+L 483.686153 255.399938 
+L 486.806322 247.757395 
+L 481.306021 248.923213 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #37b878; fill-opacity: 0.5"/>
+    <path d="M 519.958164 193.094058 
+L 525.55198 191.557304 
+L 528.561551 186.866397 
+L 522.963997 188.469043 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #98d83e; fill-opacity: 0.5"/>
+    <path d="M 475.709254 310.450653 
+L 481.139313 311.817629 
+L 484.317147 301.77241 
+L 478.87323 300.569213 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f948c; fill-opacity: 0.5"/>
+    <path d="M 543.126794 172.434173 
+L 548.732211 171.688296 
+L 551.69922 167.437459 
+L 546.093248 168.212355 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c0df25; fill-opacity: 0.5"/>
+    <path d="M 503.162169 377.353954 
+L 508.588932 379.753563 
+L 511.800011 369.807485 
+L 506.363872 367.422203 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31668e; fill-opacity: 0.5"/>
+    <path d="M 484.404596 241.911235 
+L 489.91711 240.519178 
+L 493.017176 233.682035 
+L 487.493264 235.28378 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4ac16d; fill-opacity: 0.5"/>
+    <path d="M 431.296588 488.641291 
+L 436.679206 491.156291 
+L 439.766061 486.513786 
+L 434.387024 484.004719 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 481.306021 248.923213 
+L 486.806322 247.757395 
+L 489.91711 240.519178 
+L 484.404596 241.911235 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #40bd72; fill-opacity: 0.5"/>
+    <path d="M 453.620646 486.808455 
+L 459.018483 489.322189 
+L 462.085093 484.480697 
+L 456.690385 481.972775 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 563.205522 158.806509 
+L 568.802419 158.877438 
+L 571.738832 154.791633 
+L 566.143259 154.736222 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d8e219; fill-opacity: 0.5"/>
+    <path d="M 531.558972 182.339893 
+L 537.161885 181.186273 
+L 540.149927 176.751204 
+L 534.545006 177.948918 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #addc30; fill-opacity: 0.5"/>
+    <path d="M 505.294761 209.964954 
+L 510.865389 208.208829 
+L 513.909439 202.929557 
+L 508.332245 204.797328 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7cd250; fill-opacity: 0.5"/>
+    <path d="M 408.969775 490.187132 
+L 414.337862 492.703526 
+L 417.449174 488.185429 
+L 412.084942 485.675057 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 492.893465 479.076959 
+L 498.318083 481.585343 
+L 501.371626 476.027209 
+L 495.948427 473.52429 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 484.422144 481.899162 
+L 489.841289 484.40964 
+L 492.893465 479.076959 
+L 487.476285 476.57205 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 510.82217 391.78973 
+L 516.254906 394.223578 
+L 519.46405 384.593876 
+L 514.022868 382.167983 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365c8d; fill-opacity: 0.5"/>
+    <path d="M 485.631699 335.792535 
+L 491.055926 337.845165 
+L 494.257571 327.453516 
+L 488.821099 325.47735 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25838e; fill-opacity: 0.5"/>
+    <path d="M 501.371626 476.027209 
+L 506.802272 478.533597 
+L 509.860508 472.715048 
+L 504.430651 470.214008 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #471164; fill-opacity: 0.5"/>
+    <path d="M 474.28693 280.609016 
+L 479.743239 280.810532 
+L 482.895065 271.816713 
+L 477.424478 271.85264 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24aa83; fill-opacity: 0.5"/>
+    <path d="M 475.954327 484.52719 
+L 481.36847 487.039847 
+L 484.422144 481.899162 
+L 479.010431 479.392164 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 523.035165 428.130416 
+L 528.47787 430.601897 
+L 531.647677 422.161441 
+L 526.199417 419.694546 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #423f85; fill-opacity: 0.5"/>
+    <path d="M 520.758606 417.231717 
+L 526.199417 419.694546 
+L 529.386563 410.834198 
+L 523.939199 408.376175 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 445.152483 489.026379 
+L 450.546305 491.542478 
+L 453.620646 486.808455 
+L 448.230213 484.298224 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 422.820773 490.699348 
+L 428.199752 493.216791 
+L 431.296588 488.641291 
+L 425.921352 486.129816 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 493.284995 350.312446 
+L 498.710868 352.568358 
+L 501.923645 342.201377 
+L 496.486573 339.987275 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297a8e; fill-opacity: 0.5"/>
+    <path d="M 467.487208 486.99212 
+L 472.896744 489.50703 
+L 475.954327 484.52719 
+L 470.54761 482.018016 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 518.499259 405.922972 
+L 523.939199 408.376175 
+L 527.142434 399.112905 
+L 521.694979 396.665098 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 500.934743 365.060346 
+L 506.363872 367.422203 
+L 509.582778 357.212102 
+L 504.14343 354.871766 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 551.69922 167.437459 
+L 557.302062 167.123725 
+L 560.258665 162.930922 
+L 554.656127 163.267782 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cde11d; fill-opacity: 0.5"/>
+    <path d="M 508.588932 379.753563 
+L 514.022868 382.167983 
+L 517.243256 372.210712 
+L 511.800011 369.807485 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31678e; fill-opacity: 0.5"/>
+    <path d="M 436.679206 491.156291 
+L 442.069223 493.674797 
+L 445.152483 489.026379 
+L 439.766061 486.513786 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 459.018483 489.322189 
+L 464.423738 491.839415 
+L 467.487208 486.99212 
+L 462.085093 484.480697 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 483.390905 323.628864 
+L 488.821099 325.47735 
+L 492.019407 315.130181 
+L 486.576208 313.386666 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #218e8d; fill-opacity: 0.5"/>
+    <path d="M 502.244532 215.404135 
+L 507.807653 213.776831 
+L 510.865389 208.208829 
+L 505.294761 209.964954 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #75d054; fill-opacity: 0.5"/>
+    <path d="M 516.940187 197.903075 
+L 522.529501 196.44475 
+L 525.55198 191.557304 
+L 519.958164 193.094058 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #95d840; fill-opacity: 0.5"/>
+    <path d="M 414.337862 492.703526 
+L 419.713328 495.223441 
+L 422.820773 490.699348 
+L 417.449174 488.185429 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 498.318083 481.585343 
+L 503.750156 484.097195 
+L 506.802272 478.533597 
+L 501.371626 476.027209 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #470e61; fill-opacity: 0.5"/>
+    <path d="M 489.841289 484.40964 
+L 495.267882 486.923589 
+L 498.318083 481.585343 
+L 492.893465 479.076959 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 516.254906 394.223578 
+L 521.694979 396.665098 
+L 524.912544 387.02877 
+L 519.46405 384.593876 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365d8d; fill-opacity: 0.5"/>
+    <path d="M 476.589711 290.09893 
+L 482.040362 290.844959 
+L 485.208224 281.34878 
+L 479.743239 280.810532 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20a486; fill-opacity: 0.5"/>
+    <path d="M 477.424478 271.85264 
+L 482.895065 271.816713 
+L 486.042839 263.166434 
+L 480.558241 263.438556 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2cb17e; fill-opacity: 0.5"/>
+    <path d="M 481.36847 487.039847 
+L 486.790055 489.55598 
+L 489.841289 484.40964 
+L 484.422144 481.899162 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 526.199417 419.694546 
+L 531.647677 422.161441 
+L 534.841382 413.296539 
+L 529.386563 410.834198 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3f4889; fill-opacity: 0.5"/>
+    <path d="M 450.546305 491.542478 
+L 455.947542 494.062071 
+L 459.018483 489.322189 
+L 453.620646 486.808455 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 540.149927 176.751204 
+L 545.754342 176.040496 
+L 548.732211 171.688296 
+L 543.126794 172.434173 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bddf26; fill-opacity: 0.5"/>
+    <path d="M 481.139313 311.817629 
+L 486.576208 313.386666 
+L 489.767686 303.203448 
+L 484.317147 301.77241 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f968b; fill-opacity: 0.5"/>
+    <path d="M 491.055926 337.845165 
+L 496.486573 339.987275 
+L 499.700213 329.534885 
+L 494.257571 327.453516 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25848e; fill-opacity: 0.5"/>
+    <path d="M 428.199752 493.216791 
+L 433.586128 495.737741 
+L 436.679206 491.156291 
+L 431.296588 488.641291 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 528.561551 186.866397 
+L 534.161851 185.765939 
+L 537.161885 181.186273 
+L 531.558972 182.339893 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #aadc32; fill-opacity: 0.5"/>
+    <path d="M 478.87323 300.569213 
+L 484.317147 301.77241 
+L 487.498384 291.874808 
+L 482.040362 290.844959 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f9e89; fill-opacity: 0.5"/>
+    <path d="M 472.896744 489.50703 
+L 478.313718 492.02542 
+L 481.36847 487.039847 
+L 475.954327 484.52719 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 560.258665 162.930922 
+L 565.856638 163.020322 
+L 568.802419 158.877438 
+L 563.205522 158.806509 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d8e219; fill-opacity: 0.5"/>
+    <path d="M 498.710868 352.568358 
+L 504.14343 354.871766 
+L 507.367217 344.47245 
+L 501.923645 342.201377 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 523.939199 408.376175 
+L 529.386563 410.834198 
+L 532.597314 401.566029 
+L 527.142434 399.112905 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 506.363872 367.422203 
+L 511.800011 369.807485 
+L 515.029025 359.580841 
+L 509.582778 357.212102 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 499.181417 221.149303 
+L 504.736054 219.668554 
+L 507.807653 213.776831 
+L 502.244532 215.404135 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #70cf57; fill-opacity: 0.5"/>
+    <path d="M 514.022868 382.167983 
+L 519.46405 384.593876 
+L 522.693697 374.627701 
+L 517.243256 372.210712 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31678e; fill-opacity: 0.5"/>
+    <path d="M 442.069223 493.674797 
+L 447.466652 496.196801 
+L 450.546305 491.542478 
+L 445.152483 489.026379 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 464.423738 491.839415 
+L 469.836426 494.360125 
+L 472.896744 489.50703 
+L 467.487208 486.99212 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 480.558241 263.438556 
+L 486.042839 263.166434 
+L 489.184316 254.896565 
+L 483.686153 255.399938 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #35b779; fill-opacity: 0.5"/>
+    <path d="M 419.713328 495.223441 
+L 425.096189 497.746864 
+L 428.199752 493.216791 
+L 422.820773 490.699348 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 568.802419 158.877438 
+L 574.393994 159.334301 
+L 577.328653 155.233622 
+L 571.738832 154.791633 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e2e418; fill-opacity: 0.5"/>
+    <path d="M 495.267882 486.923589 
+L 500.701937 489.441009 
+L 503.750156 484.097195 
+L 498.318083 481.585343 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #460b5e; fill-opacity: 0.5"/>
+    <path d="M 521.694979 396.665098 
+L 527.142434 399.112905 
+L 530.368408 389.470881 
+L 524.912544 387.02877 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365d8d; fill-opacity: 0.5"/>
+    <path d="M 513.909439 202.929557 
+L 519.493408 201.563489 
+L 522.529501 196.44475 
+L 516.940187 197.903075 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #90d743; fill-opacity: 0.5"/>
+    <path d="M 488.821099 325.47735 
+L 494.257571 327.453516 
+L 497.468604 317.021246 
+L 492.019407 315.130181 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #218f8d; fill-opacity: 0.5"/>
+    <path d="M 486.790055 489.55598 
+L 492.219097 492.075588 
+L 495.267882 486.923589 
+L 489.841289 484.40964 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 455.947542 494.062071 
+L 461.356209 496.585153 
+L 464.423738 491.839415 
+L 459.018483 489.322189 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 496.105507 227.232625 
+L 501.650671 225.916184 
+L 504.736054 219.668554 
+L 499.181417 221.149303 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #67cc5c; fill-opacity: 0.5"/>
+    <path d="M 548.732211 171.688296 
+L 554.334983 171.402454 
+L 557.302062 167.123725 
+L 551.69922 167.437459 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cae11f; fill-opacity: 0.5"/>
+    <path d="M 433.586128 495.737741 
+L 438.979914 498.262191 
+L 442.069223 493.674797 
+L 436.679206 491.156291 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 479.743239 280.810532 
+L 485.208224 281.34878 
+L 488.37428 272.143392 
+L 482.895065 271.816713 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26ad81; fill-opacity: 0.5"/>
+    <path d="M 478.313718 492.02542 
+L 483.738143 494.54729 
+L 486.790055 489.55598 
+L 481.36847 487.039847 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 483.686153 255.399938 
+L 489.184316 254.896565 
+L 492.317446 247.031178 
+L 486.806322 247.757395 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #40bd72; fill-opacity: 0.5"/>
+    <path d="M 496.486573 339.987275 
+L 501.923645 342.201377 
+L 505.149031 331.701348 
+L 499.700213 329.534885 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 529.386563 410.834198 
+L 534.841382 413.296539 
+L 538.059652 404.023801 
+L 532.597314 401.566029 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3b528b; fill-opacity: 0.5"/>
+    <path d="M 504.14343 354.871766 
+L 509.582778 357.212102 
+L 512.817407 346.787944 
+L 507.367217 344.47245 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 511.800011 369.807485 
+L 517.243256 372.210712 
+L 520.482289 361.971268 
+L 515.029025 359.580841 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 493.017176 233.682035 
+L 498.551894 232.547063 
+L 501.650671 225.916184 
+L 496.105507 227.232625 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ec962; fill-opacity: 0.5"/>
+    <path d="M 525.55198 191.557304 
+L 531.148974 190.52036 
+L 534.161851 185.765939 
+L 528.561551 186.866397 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a8db34; fill-opacity: 0.5"/>
+    <path d="M 519.46405 384.593876 
+L 524.912544 387.02877 
+L 528.151415 377.055337 
+L 522.693697 374.627701 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31678e; fill-opacity: 0.5"/>
+    <path d="M 537.161885 181.186273 
+L 542.764772 180.517984 
+L 545.754342 176.040496 
+L 540.149927 176.751204 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bade28; fill-opacity: 0.5"/>
+    <path d="M 447.466652 496.196801 
+L 452.87151 498.722297 
+L 455.947542 494.062071 
+L 450.546305 491.542478 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 486.806322 247.757395 
+L 492.317446 247.031178 
+L 495.440455 239.581584 
+L 489.91711 240.519178 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4cc26c; fill-opacity: 0.5"/>
+    <path d="M 486.576208 313.386666 
+L 492.019407 315.130181 
+L 495.224246 304.832566 
+L 489.767686 303.203448 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f978b; fill-opacity: 0.5"/>
+    <path d="M 469.836426 494.360125 
+L 475.256563 496.884318 
+L 478.313718 492.02542 
+L 472.896744 489.50703 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 489.91711 240.519178 
+L 495.440455 239.581584 
+L 498.551894 232.547063 
+L 493.017176 233.682035 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #56c667; fill-opacity: 0.5"/>
+    <path d="M 425.096189 497.746864 
+L 430.486459 500.273788 
+L 433.586128 495.737741 
+L 428.199752 493.216791 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 482.040362 290.844959 
+L 487.498384 291.874808 
+L 490.680413 282.197991 
+L 485.208224 281.34878 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #22a785; fill-opacity: 0.5"/>
+    <path d="M 527.142434 399.112905 
+L 532.597314 401.566029 
+L 535.831691 391.918942 
+L 530.368408 389.470881 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365d8d; fill-opacity: 0.5"/>
+    <path d="M 557.302062 167.123725 
+L 562.900806 167.235218 
+L 565.856638 163.020322 
+L 560.258665 162.930922 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d8e219; fill-opacity: 0.5"/>
+    <path d="M 484.317147 301.77241 
+L 489.767686 303.203448 
+L 492.962782 293.158738 
+L 487.498384 291.874808 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa088; fill-opacity: 0.5"/>
+    <path d="M 492.219097 492.075588 
+L 497.655612 494.598671 
+L 500.701937 489.441009 
+L 495.267882 486.923589 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46085c; fill-opacity: 0.5"/>
+    <path d="M 510.865389 208.208829 
+L 516.443099 206.949894 
+L 519.493408 201.563489 
+L 513.909439 202.929557 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8bd646; fill-opacity: 0.5"/>
+    <path d="M 461.356209 496.585153 
+L 466.772322 499.111721 
+L 469.836426 494.360125 
+L 464.423738 491.839415 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 438.979914 498.262191 
+L 444.381127 500.790137 
+L 447.466652 496.196801 
+L 442.069223 493.674797 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 494.257571 327.453516 
+L 499.700213 329.534885 
+L 502.923673 319.034624 
+L 497.468604 317.021246 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #218f8d; fill-opacity: 0.5"/>
+    <path d="M 483.738143 494.54729 
+L 489.170037 497.072639 
+L 492.219097 492.075588 
+L 486.790055 489.55598 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 482.895065 271.816713 
+L 488.37428 272.143392 
+L 491.535991 263.281076 
+L 486.042839 263.166434 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31b57b; fill-opacity: 0.5"/>
+    <path d="M 501.923645 342.201377 
+L 507.367217 344.47245 
+L 510.604122 333.935464 
+L 505.149031 331.701348 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 565.856638 163.020322 
+L 571.449721 163.494761 
+L 574.393994 159.334301 
+L 568.802419 158.877438 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dfe318; fill-opacity: 0.5"/>
+    <path d="M 509.582778 357.212102 
+L 515.029025 359.580841 
+L 518.274357 349.137643 
+L 512.817407 346.787944 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 517.243256 372.210712 
+L 522.693697 374.627701 
+L 525.942681 364.378219 
+L 520.482289 361.971268 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 524.912544 387.02877 
+L 530.368408 389.470881 
+L 533.616482 379.491343 
+L 528.151415 377.055337 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31678e; fill-opacity: 0.5"/>
+    <path d="M 452.87151 498.722297 
+L 458.283811 501.251285 
+L 461.356209 496.585153 
+L 455.947542 494.062071 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 475.256563 496.884318 
+L 480.684164 499.411996 
+L 483.738143 494.54729 
+L 478.313718 492.02542 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 545.754342 176.040496 
+L 551.356596 175.788226 
+L 554.334983 171.402454 
+L 548.732211 171.688296 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cae11f; fill-opacity: 0.5"/>
+    <path d="M 574.393994 159.334301 
+L 579.980478 160.133025 
+L 582.912996 156.018214 
+L 577.328653 155.233622 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e7e419; fill-opacity: 0.5"/>
+    <path d="M 430.486459 500.273788 
+L 435.884153 502.804212 
+L 438.979914 498.262191 
+L 433.586128 495.737741 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 522.529501 196.44475 
+L 528.122408 195.48288 
+L 531.148974 190.52036 
+L 525.55198 191.557304 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a5db36; fill-opacity: 0.5"/>
+    <path d="M 532.597314 401.566029 
+L 538.059652 404.023801 
+L 541.302435 394.372077 
+L 535.831691 391.918942 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #365d8d; fill-opacity: 0.5"/>
+    <path d="M 507.807653 213.776831 
+L 513.378134 212.640626 
+L 516.443099 206.949894 
+L 510.865389 208.208829 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #86d549; fill-opacity: 0.5"/>
+    <path d="M 492.019407 315.130181 
+L 497.468604 317.021246 
+L 500.686477 306.63028 
+L 495.224246 304.832566 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f988b; fill-opacity: 0.5"/>
+    <path d="M 534.161851 185.765939 
+L 539.762595 185.14844 
+L 542.764772 180.517984 
+L 537.161885 181.186273 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bade28; fill-opacity: 0.5"/>
+    <path d="M 466.772322 499.111721 
+L 472.195897 501.641779 
+L 475.256563 496.884318 
+L 469.836426 494.360125 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 444.381127 500.790137 
+L 449.789781 503.321579 
+L 452.87151 498.722297 
+L 447.466652 496.196801 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 486.042839 263.166434 
+L 491.535991 263.281076 
+L 494.690936 254.80205 
+L 489.184316 254.896565 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3bbb75; fill-opacity: 0.5"/>
+    <path d="M 489.170037 497.072639 
+L 494.609414 499.601473 
+L 497.655612 494.598671 
+L 492.219097 492.075588 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46075a; fill-opacity: 0.5"/>
+    <path d="M 485.208224 281.34878 
+L 490.680413 282.197991 
+L 493.860503 272.807312 
+L 488.37428 272.143392 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29af7f; fill-opacity: 0.5"/>
+    <path d="M 499.700213 329.534885 
+L 505.149031 331.701348 
+L 508.384629 321.147493 
+L 502.923673 319.034624 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21908d; fill-opacity: 0.5"/>
+    <path d="M 522.693697 374.627701 
+L 528.151415 377.055337 
+L 531.410304 366.797813 
+L 525.942681 364.378219 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 515.029025 359.580841 
+L 520.482289 361.971268 
+L 523.738211 351.513434 
+L 518.274357 349.137643 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 489.767686 303.203448 
+L 495.224246 304.832566 
+L 498.432877 294.665056 
+L 492.962782 293.158738 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa187; fill-opacity: 0.5"/>
+    <path d="M 554.334983 171.402454 
+L 559.934124 171.540403 
+L 562.900806 167.235218 
+L 557.302062 167.123725 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d5e21a; fill-opacity: 0.5"/>
+    <path d="M 507.367217 344.47245 
+L 512.817407 346.787944 
+L 516.065628 336.222523 
+L 510.604122 333.935464 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 530.368408 389.470881 
+L 535.831691 391.918942 
+L 539.088959 381.934097 
+L 533.616482 379.491343 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31678e; fill-opacity: 0.5"/>
+    <path d="M 458.283811 501.251285 
+L 463.70357 503.783766 
+L 466.772322 499.111721 
+L 461.356209 496.585153 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 504.736054 219.668554 
+L 510.298299 218.670957 
+L 513.378134 212.640626 
+L 507.807653 213.776831 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7fd34e; fill-opacity: 0.5"/>
+    <path d="M 487.498384 291.874808 
+L 492.962782 293.158738 
+L 496.158696 283.327519 
+L 490.680413 282.197991 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #23a983; fill-opacity: 0.5"/>
+    <path d="M 480.684164 499.411996 
+L 486.119245 501.943162 
+L 489.170037 497.072639 
+L 483.738143 494.54729 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 435.884153 502.804212 
+L 441.289288 505.338136 
+L 444.381127 500.790137 
+L 438.979914 498.262191 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 489.184316 254.896565 
+L 494.690936 254.80205 
+L 497.836907 246.733593 
+L 492.317446 247.031178 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48c16e; fill-opacity: 0.5"/>
+    <path d="M 519.493408 201.563489 
+L 525.081367 200.689295 
+L 528.122408 195.48288 
+L 522.529501 196.44475 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a0da39; fill-opacity: 0.5"/>
+    <path d="M 562.900806 167.235218 
+L 568.495092 167.730519 
+L 571.449721 163.494761 
+L 565.856638 163.020322 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dfe318; fill-opacity: 0.5"/>
+    <path d="M 472.195897 501.641779 
+L 477.626948 504.17533 
+L 480.684164 499.411996 
+L 475.256563 496.884318 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 501.650671 225.916184 
+L 507.203664 225.072846 
+L 510.298299 218.670957 
+L 504.736054 219.668554 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #75d054; fill-opacity: 0.5"/>
+    <path d="M 542.764772 180.517984 
+L 548.365976 180.305916 
+L 551.356596 175.788226 
+L 545.754342 176.040496 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c8e020; fill-opacity: 0.5"/>
+    <path d="M 449.789781 503.321579 
+L 455.205892 505.856518 
+L 458.283811 501.251285 
+L 452.87151 498.722297 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 497.468604 317.021246 
+L 502.923673 319.034624 
+L 506.154238 308.568616 
+L 500.686477 306.63028 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f998a; fill-opacity: 0.5"/>
+    <path d="M 492.317446 247.031178 
+L 497.836907 246.733593 
+L 500.971992 239.089932 
+L 495.440455 239.581584 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #56c667; fill-opacity: 0.5"/>
+    <path d="M 531.148974 190.52036 
+L 536.746871 189.963109 
+L 539.762595 185.14844 
+L 534.161851 185.765939 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b5de2b; fill-opacity: 0.5"/>
+    <path d="M 571.449721 163.494761 
+L 577.038107 164.310041 
+L 579.980478 160.133025 
+L 574.393994 159.334301 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e7e419; fill-opacity: 0.5"/>
+    <path d="M 498.551894 232.547063 
+L 504.094635 231.872837 
+L 507.203664 225.072846 
+L 501.650671 225.916184 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #6ccd5a; fill-opacity: 0.5"/>
+    <path d="M 528.151415 377.055337 
+L 533.616482 379.491343 
+L 536.885246 369.227194 
+L 531.410304 366.797813 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 579.980478 160.133025 
+L 585.562528 161.228783 
+L 588.492555 157.100658 
+L 582.912996 156.018214 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #efe51c; fill-opacity: 0.5"/>
+    <path d="M 495.440455 239.581584 
+L 500.971992 239.089932 
+L 504.094635 231.872837 
+L 498.551894 232.547063 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #60ca60; fill-opacity: 0.5"/>
+    <path d="M 520.482289 361.971268 
+L 525.942681 364.378219 
+L 529.209108 353.909025 
+L 523.738211 351.513434 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 488.37428 272.143392 
+L 493.860503 272.807312 
+L 497.035933 263.757909 
+L 491.535991 263.281076 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #35b779; fill-opacity: 0.5"/>
+    <path d="M 505.149031 331.701348 
+L 510.604122 333.935464 
+L 513.851585 323.339859 
+L 508.384629 321.147493 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21908d; fill-opacity: 0.5"/>
+    <path d="M 512.817407 346.787944 
+L 518.274357 349.137643 
+L 521.533723 338.550445 
+L 516.065628 336.222523 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 535.831691 391.918942 
+L 541.302435 394.372077 
+L 544.568896 384.382464 
+L 539.088959 381.934097 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #31678e; fill-opacity: 0.5"/>
+    <path d="M 463.70357 503.783766 
+L 469.130804 506.319745 
+L 472.195897 501.641779 
+L 466.772322 499.111721 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 486.119245 501.943162 
+L 491.561821 504.477822 
+L 494.609414 499.601473 
+L 489.170037 497.072639 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450559; fill-opacity: 0.5"/>
+    <path d="M 441.289288 505.338136 
+L 446.701878 507.875562 
+L 449.789781 503.321579 
+L 444.381127 500.790137 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 495.224246 304.832566 
+L 500.686477 306.63028 
+L 503.908273 296.361884 
+L 498.432877 294.665056 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1fa287; fill-opacity: 0.5"/>
+    <path d="M 516.443099 206.949894 
+L 522.025177 206.176781 
+L 525.081367 200.689295 
+L 519.493408 201.563489 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #9bd93c; fill-opacity: 0.5"/>
+    <path d="M 551.356596 175.788226 
+L 556.955685 175.957777 
+L 559.934124 171.540403 
+L 554.334983 171.402454 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d5e21a; fill-opacity: 0.5"/>
+    <path d="M 477.626948 504.17533 
+L 483.065491 506.712379 
+L 486.119245 501.943162 
+L 480.684164 499.411996 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 490.680413 282.197991 
+L 496.158696 283.327519 
+L 499.352511 273.777294 
+L 493.860503 272.807312 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2db27d; fill-opacity: 0.5"/>
+    <path d="M 455.205892 505.856518 
+L 460.629475 508.39496 
+L 463.70357 503.783766 
+L 458.283811 501.251285 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 492.962782 293.158738 
+L 498.432877 294.665056 
+L 501.642315 284.704028 
+L 496.158696 283.327519 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25ab82; fill-opacity: 0.5"/>
+    <path d="M 533.616482 379.491343 
+L 539.088959 381.934097 
+L 542.367581 371.664307 
+L 536.885246 369.227194 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 502.923673 319.034624 
+L 508.384629 321.147493 
+L 511.627549 310.622 
+L 506.154238 308.568616 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f9a8a; fill-opacity: 0.5"/>
+    <path d="M 491.535991 263.281076 
+L 497.035933 263.757909 
+L 500.204105 255.092955 
+L 494.690936 254.80205 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #42be71; fill-opacity: 0.5"/>
+    <path d="M 525.942681 364.378219 
+L 531.410304 366.797813 
+L 534.687172 356.319646 
+L 529.209108 353.909025 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 539.762595 185.14844 
+L 545.362133 184.984153 
+L 548.365976 180.305916 
+L 542.764772 180.517984 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c5e021; fill-opacity: 0.5"/>
+    <path d="M 528.122408 195.48288 
+L 533.71667 194.996324 
+L 536.746871 189.963109 
+L 531.148974 190.52036 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b2dd2d; fill-opacity: 0.5"/>
+    <path d="M 469.130804 506.319745 
+L 474.565527 508.859226 
+L 477.626948 504.17533 
+L 472.195897 501.641779 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 518.274357 349.137643 
+L 523.738211 351.513434 
+L 527.008582 340.909556 
+L 521.533723 338.550445 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #25858e; fill-opacity: 0.5"/>
+    <path d="M 559.934124 171.540403 
+L 565.529246 172.060479 
+L 568.495092 167.730519 
+L 562.900806 167.235218 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dfe318; fill-opacity: 0.5"/>
+    <path d="M 510.604122 333.935464 
+L 516.065628 336.222523 
+L 519.324716 325.594705 
+L 513.851585 323.339859 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 446.701878 507.875562 
+L 452.121938 510.416496 
+L 455.205892 505.856518 
+L 449.789781 503.321579 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 513.378134 212.640626 
+L 518.953342 211.982459 
+L 522.025177 206.176781 
+L 516.443099 206.949894 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #93d741; fill-opacity: 0.5"/>
+    <path d="M 568.495092 167.730519 
+L 574.085084 168.565276 
+L 577.038107 164.310041 
+L 571.449721 163.494761 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e7e419; fill-opacity: 0.5"/>
+    <path d="M 483.065491 506.712379 
+L 488.511541 509.252933 
+L 491.561821 504.477822 
+L 486.119245 501.943162 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #450457; fill-opacity: 0.5"/>
+    <path d="M 585.562528 161.228783 
+L 591.141102 162.577896 
+L 594.068333 158.437311 
+L 588.492555 157.100658 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f1e51d; fill-opacity: 0.5"/>
+    <path d="M 577.038107 164.310041 
+L 582.622412 165.421253 
+L 585.562528 161.228783 
+L 579.980478 160.133025 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #ece51b; fill-opacity: 0.5"/>
+    <path d="M 460.629475 508.39496 
+L 466.060545 510.936909 
+L 469.130804 506.319745 
+L 463.70357 503.783766 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 500.686477 306.63028 
+L 506.154238 308.568616 
+L 509.388812 298.218596 
+L 503.908273 296.361884 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20a386; fill-opacity: 0.5"/>
+    <path d="M 494.690936 254.80205 
+L 500.204105 255.092955 
+L 503.362655 246.842629 
+L 497.836907 246.733593 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #50c46a; fill-opacity: 0.5"/>
+    <path d="M 510.298299 218.670957 
+L 515.865615 218.141653 
+L 518.953342 211.982459 
+L 513.378134 212.640626 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8bd646; fill-opacity: 0.5"/>
+    <path d="M 493.860503 272.807312 
+L 499.352511 273.777294 
+L 502.541322 264.565611 
+L 497.035933 263.757909 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3aba76; fill-opacity: 0.5"/>
+    <path d="M 548.365976 180.305916 
+L 553.964487 180.513018 
+L 556.955685 175.957777 
+L 551.356596 175.788226 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d2e21b; fill-opacity: 0.5"/>
+    <path d="M 539.088959 381.934097 
+L 544.568896 384.382464 
+L 547.857371 374.107706 
+L 542.367581 371.664307 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2d718e; fill-opacity: 0.5"/>
+    <path d="M 531.410304 366.797813 
+L 536.885246 369.227194 
+L 540.172513 358.741762 
+L 534.687172 356.319646 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 474.565527 508.859226 
+L 480.007756 511.402217 
+L 483.065491 506.712379 
+L 477.626948 504.17533 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 523.738211 351.513434 
+L 529.209108 353.909025 
+L 532.490375 343.292289 
+L 527.008582 340.909556 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24868e; fill-opacity: 0.5"/>
+    <path d="M 508.384629 321.147493 
+L 513.851585 323.339859 
+L 517.106545 312.767799 
+L 511.627549 310.622 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1f9a8a; fill-opacity: 0.5"/>
+    <path d="M 525.081367 200.689295 
+L 530.671123 200.284698 
+L 533.71667 194.996324 
+L 528.122408 195.48288 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #addc30; fill-opacity: 0.5"/>
+    <path d="M 516.065628 336.222523 
+L 521.533723 338.550445 
+L 524.804229 327.897929 
+L 519.324716 325.594705 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 498.432877 294.665056 
+L 503.908273 296.361884 
+L 507.130826 286.293469 
+L 501.642315 284.704028 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #26ad81; fill-opacity: 0.5"/>
+    <path d="M 452.121938 510.416496 
+L 457.549484 512.960942 
+L 460.629475 508.39496 
+L 455.205892 505.856518 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 497.836907 246.733593 
+L 503.362655 246.842629 
+L 506.509537 239.023854 
+L 500.971992 239.089932 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ec962; fill-opacity: 0.5"/>
+    <path d="M 496.158696 283.327519 
+L 501.642315 284.704028 
+L 504.84946 275.018701 
+L 499.352511 273.777294 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2fb47c; fill-opacity: 0.5"/>
+    <path d="M 536.746871 189.963109 
+L 542.344039 189.855079 
+L 545.362133 184.984153 
+L 539.762595 185.14844 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c2df23; fill-opacity: 0.5"/>
+    <path d="M 507.203664 225.072846 
+L 512.762056 224.685892 
+L 515.865615 218.141653 
+L 510.298299 218.670957 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #81d34d; fill-opacity: 0.5"/>
+    <path d="M 500.971992 239.089932 
+L 506.509537 239.023854 
+L 509.643087 231.640779 
+L 504.094635 231.872837 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #6ccd5a; fill-opacity: 0.5"/>
+    <path d="M 504.094635 231.872837 
+L 509.643087 231.640779 
+L 512.762056 224.685892 
+L 507.203664 225.072846 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #77d153; fill-opacity: 0.5"/>
+    <path d="M 556.955685 175.957777 
+L 562.551202 176.507204 
+L 565.529246 172.060479 
+L 559.934124 171.540403 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dde318; fill-opacity: 0.5"/>
+    <path d="M 466.060545 510.936909 
+L 471.499119 513.482372 
+L 474.565527 508.859226 
+L 469.130804 506.319745 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 506.154238 308.568616 
+L 511.627549 310.622 
+L 514.874519 300.206881 
+L 509.388812 298.218596 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #20a486; fill-opacity: 0.5"/>
+    <path d="M 565.529246 172.060479 
+L 571.120481 172.918164 
+L 574.085084 168.565276 
+L 568.495092 167.730519 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e5e419; fill-opacity: 0.5"/>
+    <path d="M 536.885246 369.227194 
+L 542.367581 371.664307 
+L 545.665222 361.172807 
+L 540.172513 358.741762 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 497.035933 263.757909 
+L 502.541322 264.565611 
+L 505.722362 255.738182 
+L 500.204105 255.092955 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48c16e; fill-opacity: 0.5"/>
+    <path d="M 591.141102 162.577896 
+L 596.717362 164.13929 
+L 599.641529 159.987107 
+L 594.068333 158.437311 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 480.007756 511.402217 
+L 485.457505 513.948722 
+L 488.511541 509.252933 
+L 483.065491 506.712379 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 522.025177 206.176781 
+L 527.609487 205.865971 
+L 530.671123 200.284698 
+L 525.081367 200.689295 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a8db34; fill-opacity: 0.5"/>
+    <path d="M 529.209108 353.909025 
+L 534.687172 356.319646 
+L 537.979255 345.692862 
+L 532.490375 343.292289 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24868e; fill-opacity: 0.5"/>
+    <path d="M 574.085084 168.565276 
+L 579.671357 169.694492 
+L 582.622412 165.421253 
+L 577.038107 164.310041 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #ece51b; fill-opacity: 0.5"/>
+    <path d="M 582.622412 165.421253 
+L 588.203558 166.784677 
+L 591.141102 162.577896 
+L 585.562528 161.228783 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f1e51d; fill-opacity: 0.5"/>
+    <path d="M 457.549484 512.960942 
+L 462.984532 515.508906 
+L 466.060545 510.936909 
+L 460.629475 508.39496 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 521.533723 338.550445 
+L 527.008582 340.909556 
+L 530.290337 330.238144 
+L 524.804229 327.897929 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 513.851585 323.339859 
+L 519.324716 325.594705 
+L 522.591435 314.986572 
+L 517.106545 312.767799 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9b8a; fill-opacity: 0.5"/>
+    <path d="M 545.362133 184.984153 
+L 550.959452 185.235538 
+L 553.964487 180.513018 
+L 548.365976 180.305916 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d0e11c; fill-opacity: 0.5"/>
+    <path d="M 533.71667 194.996324 
+L 539.310678 194.953808 
+L 542.344039 189.855079 
+L 536.746871 189.963109 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bddf26; fill-opacity: 0.5"/>
+    <path d="M 503.908273 296.361884 
+L 509.388812 298.218596 
+L 512.62405 288.06271 
+L 507.130826 286.293469 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #27ad81; fill-opacity: 0.5"/>
+    <path d="M 471.499119 513.482372 
+L 476.945212 516.031355 
+L 480.007756 511.402217 
+L 474.565527 508.859226 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 499.352511 273.777294 
+L 504.84946 275.018701 
+L 508.051229 265.668592 
+L 502.541322 264.565611 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3dbc74; fill-opacity: 0.5"/>
+    <path d="M 518.953342 211.982459 
+L 524.531214 211.777506 
+L 527.609487 205.865971 
+L 522.025177 206.176781 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a0da39; fill-opacity: 0.5"/>
+    <path d="M 501.642315 284.704028 
+L 507.130826 286.293469 
+L 510.350854 276.495582 
+L 504.84946 275.018701 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #32b67a; fill-opacity: 0.5"/>
+    <path d="M 500.204105 255.092955 
+L 505.722362 255.738182 
+L 508.893114 247.327736 
+L 503.362655 246.842629 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #58c765; fill-opacity: 0.5"/>
+    <path d="M 542.367581 371.664307 
+L 547.857371 374.107706 
+L 551.165375 363.610961 
+L 545.665222 361.172807 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #297b8e; fill-opacity: 0.5"/>
+    <path d="M 553.964487 180.513018 
+L 559.559878 181.097033 
+L 562.551202 176.507204 
+L 556.955685 175.957777 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dae319; fill-opacity: 0.5"/>
+    <path d="M 534.687172 356.319646 
+L 540.172513 358.741762 
+L 543.475355 348.106956 
+L 537.979255 345.692862 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24868e; fill-opacity: 0.5"/>
+    <path d="M 511.627549 310.622 
+L 517.106545 312.767799 
+L 520.365554 302.301435 
+L 514.874519 300.206881 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a585; fill-opacity: 0.5"/>
+    <path d="M 462.984532 515.508906 
+L 468.427098 518.060395 
+L 471.499119 513.482372 
+L 466.060545 510.936909 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 527.008582 340.909556 
+L 532.490375 343.292289 
+L 535.783245 332.606369 
+L 530.290337 330.238144 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 519.324716 325.594705 
+L 524.804229 327.897929 
+L 528.082464 317.262068 
+L 522.591435 314.986572 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9b8a; fill-opacity: 0.5"/>
+    <path d="M 596.717362 164.13929 
+L 602.292566 165.875526 
+L 605.213438 161.712589 
+L 599.641529 159.987107 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f8e621; fill-opacity: 0.5"/>
+    <path d="M 515.865615 218.141653 
+L 521.436019 218.054486 
+L 524.531214 211.777506 
+L 518.953342 211.982459 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #98d83e; fill-opacity: 0.5"/>
+    <path d="M 562.551202 176.507204 
+L 568.14325 177.391807 
+L 571.120481 172.918164 
+L 565.529246 172.060479 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e5e419; fill-opacity: 0.5"/>
+    <path d="M 503.362655 246.842629 
+L 508.893114 247.327736 
+L 512.051401 239.353635 
+L 506.509537 239.023854 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #67cc5c; fill-opacity: 0.5"/>
+    <path d="M 530.671123 200.284698 
+L 536.261103 200.317557 
+L 539.310678 194.953808 
+L 533.71667 194.996324 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b8de29; fill-opacity: 0.5"/>
+    <path d="M 542.344039 189.855079 
+L 547.939469 190.158191 
+L 550.959452 185.235538 
+L 545.362133 184.984153 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cde11d; fill-opacity: 0.5"/>
+    <path d="M 476.945212 516.031355 
+L 482.398839 518.583865 
+L 485.457505 513.948722 
+L 480.007756 511.402217 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440256; fill-opacity: 0.5"/>
+    <path d="M 588.203558 166.784677 
+L 593.782665 168.35924 
+L 596.717362 164.13929 
+L 591.141102 162.577896 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 571.120481 172.918164 
+L 576.708372 174.068366 
+L 579.671357 169.694492 
+L 574.085084 168.565276 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #ece51b; fill-opacity: 0.5"/>
+    <path d="M 579.671357 169.694492 
+L 585.254796 171.074412 
+L 588.203558 166.784677 
+L 582.622412 165.421253 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f1e51d; fill-opacity: 0.5"/>
+    <path d="M 512.762056 224.685892 
+L 518.323953 224.727866 
+L 521.436019 218.054486 
+L 515.865615 218.141653 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8ed645; fill-opacity: 0.5"/>
+    <path d="M 506.509537 239.023854 
+L 512.051401 239.353635 
+L 515.195456 231.822225 
+L 509.643087 231.640779 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #75d054; fill-opacity: 0.5"/>
+    <path d="M 509.388812 298.218596 
+L 514.874519 300.206881 
+L 518.122018 289.980784 
+L 512.62405 288.06271 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #28ae80; fill-opacity: 0.5"/>
+    <path d="M 502.541322 264.565611 
+L 508.051229 265.668592 
+L 511.244691 256.701546 
+L 505.722362 255.738182 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4ec36b; fill-opacity: 0.5"/>
+    <path d="M 509.643087 231.640779 
+L 515.195456 231.822225 
+L 518.323953 224.727866 
+L 512.762056 224.685892 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #81d34d; fill-opacity: 0.5"/>
+    <path d="M 540.172513 358.741762 
+L 545.665222 361.172807 
+L 548.978788 350.531411 
+L 543.475355 348.106956 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24868e; fill-opacity: 0.5"/>
+    <path d="M 468.427098 518.060395 
+L 473.877195 520.615417 
+L 476.945212 516.031355 
+L 471.499119 513.482372 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 532.490375 343.292289 
+L 537.979255 345.692862 
+L 541.283139 334.995689 
+L 535.783245 332.606369 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 517.106545 312.767799 
+L 522.591435 314.986572 
+L 525.862159 304.480323 
+L 520.365554 302.301435 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a585; fill-opacity: 0.5"/>
+    <path d="M 507.130826 286.293469 
+L 512.62405 288.06271 
+L 515.856494 278.172501 
+L 510.350854 276.495582 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #34b679; fill-opacity: 0.5"/>
+    <path d="M 504.84946 275.018701 
+L 510.350854 276.495582 
+L 513.565105 267.029309 
+L 508.051229 265.668592 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #40bd72; fill-opacity: 0.5"/>
+    <path d="M 524.804229 327.897929 
+L 530.290337 330.238144 
+L 533.579887 319.581054 
+L 528.082464 317.262068 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9b8a; fill-opacity: 0.5"/>
+    <path d="M 550.959452 185.235538 
+L 556.554116 185.860003 
+L 559.559878 181.097033 
+L 553.964487 180.513018 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d8e219; fill-opacity: 0.5"/>
+    <path d="M 527.609487 205.865971 
+L 533.194502 205.984428 
+L 536.261103 200.317557 
+L 530.671123 200.284698 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b2dd2d; fill-opacity: 0.5"/>
+    <path d="M 602.292566 165.875526 
+L 607.867994 167.753411 
+L 610.785375 163.580521 
+L 605.213438 161.712589 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fbe723; fill-opacity: 0.5"/>
+    <path d="M 539.310678 194.953808 
+L 544.903437 195.316688 
+L 547.939469 190.158191 
+L 542.344039 189.855079 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c8e020; fill-opacity: 0.5"/>
+    <path d="M 505.722362 255.738182 
+L 511.244691 256.701546 
+L 514.42718 248.152485 
+L 508.893114 247.327736 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ec962; fill-opacity: 0.5"/>
+    <path d="M 559.559878 181.097033 
+L 565.152231 182.013076 
+L 568.14325 177.391807 
+L 562.551202 176.507204 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e2e418; fill-opacity: 0.5"/>
+    <path d="M 593.782665 168.35924 
+L 599.360958 170.10754 
+L 602.292566 165.875526 
+L 596.717362 164.13929 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f8e621; fill-opacity: 0.5"/>
+    <path d="M 514.874519 300.206881 
+L 520.365554 302.301435 
+L 523.624912 292.019738 
+L 518.122018 289.980784 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #28ae80; fill-opacity: 0.5"/>
+    <path d="M 545.665222 361.172807 
+L 551.165375 363.610961 
+L 554.489644 352.963969 
+L 548.978788 350.531411 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #24868e; fill-opacity: 0.5"/>
+    <path d="M 473.877195 520.615417 
+L 479.334842 523.173977 
+L 482.398839 518.583865 
+L 476.945212 516.031355 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #440154; fill-opacity: 0.5"/>
+    <path d="M 568.14325 177.391807 
+L 573.73234 178.566413 
+L 576.708372 174.068366 
+L 571.120481 172.918164 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #eae51a; fill-opacity: 0.5"/>
+    <path d="M 524.531214 211.777506 
+L 530.110272 211.991848 
+L 533.194502 205.984428 
+L 527.609487 205.865971 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #aadc32; fill-opacity: 0.5"/>
+    <path d="M 585.254796 171.074412 
+L 590.836484 172.663983 
+L 593.782665 168.35924 
+L 588.203558 166.784677 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f4e61e; fill-opacity: 0.5"/>
+    <path d="M 537.979255 345.692862 
+L 543.475355 348.106956 
+L 546.790181 337.400894 
+L 541.283139 334.995689 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 576.708372 174.068366 
+L 582.293767 175.467314 
+L 585.254796 171.074412 
+L 579.671357 169.694492 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #efe51c; fill-opacity: 0.5"/>
+    <path d="M 522.591435 314.986572 
+L 528.082464 317.262068 
+L 531.364623 306.725048 
+L 525.862159 304.480323 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a585; fill-opacity: 0.5"/>
+    <path d="M 530.290337 330.238144 
+L 535.783245 332.606369 
+L 539.083948 321.933007 
+L 533.579887 319.581054 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9b8a; fill-opacity: 0.5"/>
+    <path d="M 508.893114 247.327736 
+L 514.42718 248.152485 
+L 517.596397 240.042908 
+L 512.051401 239.353635 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #6ece58; fill-opacity: 0.5"/>
+    <path d="M 508.051229 265.668592 
+L 513.565105 267.029309 
+L 516.770486 257.944243 
+L 511.244691 256.701546 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #52c569; fill-opacity: 0.5"/>
+    <path d="M 547.939469 190.158191 
+L 553.532719 190.82952 
+L 556.554116 185.860003 
+L 550.959452 185.235538 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d5e21a; fill-opacity: 0.5"/>
+    <path d="M 512.62405 288.06271 
+L 518.122018 289.980784 
+L 521.366414 280.015973 
+L 515.856494 278.172501 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #35b779; fill-opacity: 0.5"/>
+    <path d="M 521.436019 218.054486 
+L 527.008095 218.374708 
+L 530.110272 211.991848 
+L 524.531214 211.777506 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a2da37; fill-opacity: 0.5"/>
+    <path d="M 536.261103 200.317557 
+L 541.850332 200.748665 
+L 544.903437 195.316688 
+L 539.310678 194.953808 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c2df23; fill-opacity: 0.5"/>
+    <path d="M 510.350854 276.495582 
+L 515.856494 278.172501 
+L 519.082725 268.610276 
+L 513.565105 267.029309 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #42be71; fill-opacity: 0.5"/>
+    <path d="M 607.867994 167.753411 
+L 613.444879 169.744262 
+L 616.358602 165.562158 
+L 610.785375 163.580521 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fbe723; fill-opacity: 0.5"/>
+    <path d="M 512.051401 239.353635 
+L 517.596397 240.042908 
+L 520.750472 232.381147 
+L 515.195456 231.822225 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7cd250; fill-opacity: 0.5"/>
+    <path d="M 518.323953 224.727866 
+L 523.88801 225.163299 
+L 527.008095 218.374708 
+L 521.436019 218.054486 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #95d840; fill-opacity: 0.5"/>
+    <path d="M 515.195456 231.822225 
+L 520.750472 232.381147 
+L 523.88801 225.163299 
+L 518.323953 224.727866 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8bd646; fill-opacity: 0.5"/>
+    <path d="M 556.554116 185.860003 
+L 562.146186 186.812493 
+L 565.152231 182.013076 
+L 559.559878 181.097033 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dfe318; fill-opacity: 0.5"/>
+    <path d="M 520.365554 302.301435 
+L 525.862159 304.480323 
+L 529.133014 294.155115 
+L 523.624912 292.019738 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29af7f; fill-opacity: 0.5"/>
+    <path d="M 599.360958 170.10754 
+L 604.939681 171.996453 
+L 607.867994 167.753411 
+L 602.292566 165.875526 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f8e621; fill-opacity: 0.5"/>
+    <path d="M 543.475355 348.106956 
+L 548.978788 350.531411 
+L 552.304506 339.818148 
+L 546.790181 337.400894 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 535.783245 332.606369 
+L 541.283139 334.995689 
+L 544.594872 324.309762 
+L 539.083948 321.933007 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 528.082464 317.262068 
+L 533.579887 319.581054 
+L 536.873246 309.020421 
+L 531.364623 306.725048 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a685; fill-opacity: 0.5"/>
+    <path d="M 590.836484 172.663983 
+L 596.41761 174.425867 
+L 599.360958 170.10754 
+L 593.782665 168.35924 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 511.244691 256.701546 
+L 516.770486 257.944243 
+L 519.964193 249.277138 
+L 514.42718 248.152485 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #63cb5f; fill-opacity: 0.5"/>
+    <path d="M 565.152231 182.013076 
+L 570.742028 183.215913 
+L 573.73234 178.566413 
+L 568.14325 177.391807 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e7e419; fill-opacity: 0.5"/>
+    <path d="M 533.194502 205.984428 
+L 538.779273 206.492417 
+L 541.850332 200.748665 
+L 536.261103 200.317557 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bade28; fill-opacity: 0.5"/>
+    <path d="M 582.293767 175.467314 
+L 587.877712 177.074 
+L 590.836484 172.663983 
+L 585.254796 171.074412 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f4e61e; fill-opacity: 0.5"/>
+    <path d="M 544.903437 195.316688 
+L 550.494507 196.041724 
+L 553.532719 190.82952 
+L 547.939469 190.158191 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d0e11c; fill-opacity: 0.5"/>
+    <path d="M 573.73234 178.566413 
+L 579.319286 179.987257 
+L 582.293767 175.467314 
+L 576.708372 174.068366 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #efe51c; fill-opacity: 0.5"/>
+    <path d="M 518.122018 289.980784 
+L 523.624912 292.019738 
+L 526.88082 281.995472 
+L 521.366414 280.015973 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #37b878; fill-opacity: 0.5"/>
+    <path d="M 613.444879 169.744262 
+L 619.024364 171.823871 
+L 621.934288 167.633217 
+L 616.358602 165.562158 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fde725; fill-opacity: 0.5"/>
+    <path d="M 513.565105 267.029309 
+L 519.082725 268.610276 
+L 522.299498 259.427017 
+L 516.770486 257.944243 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #54c568; fill-opacity: 0.5"/>
+    <path d="M 515.856494 278.172501 
+L 521.366414 280.015973 
+L 524.604126 270.375674 
+L 519.082725 268.610276 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #46c06f; fill-opacity: 0.5"/>
+    <path d="M 548.978788 350.531411 
+L 554.489644 352.963969 
+L 557.826226 342.244683 
+L 552.304506 339.818148 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21918c; fill-opacity: 0.5"/>
+    <path d="M 530.110272 211.991848 
+L 535.689605 212.58529 
+L 538.779273 206.492417 
+L 533.194502 205.984428 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b2dd2d; fill-opacity: 0.5"/>
+    <path d="M 514.42718 248.152485 
+L 519.964193 249.277138 
+L 523.143805 241.05133 
+L 517.596397 240.042908 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #73d056; fill-opacity: 0.5"/>
+    <path d="M 525.862159 304.480323 
+L 531.364623 306.725048 
+L 534.646656 296.366117 
+L 529.133014 294.155115 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #29af7f; fill-opacity: 0.5"/>
+    <path d="M 541.283139 334.995689 
+L 546.790181 337.400894 
+L 550.112853 326.705119 
+L 544.594872 324.309762 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 604.939681 171.996453 
+L 610.520037 173.997383 
+L 613.444879 169.744262 
+L 607.867994 167.753411 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fbe723; fill-opacity: 0.5"/>
+    <path d="M 553.532719 190.82952 
+L 559.123837 191.823873 
+L 562.146186 186.812493 
+L 556.554116 185.860003 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dae319; fill-opacity: 0.5"/>
+    <path d="M 533.579887 319.581054 
+L 539.083948 321.933007 
+L 542.388318 311.354271 
+L 536.873246 309.020421 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a685; fill-opacity: 0.5"/>
+    <path d="M 541.850332 200.748665 
+L 547.438376 201.534517 
+L 550.494507 196.041724 
+L 544.903437 195.316688 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cae11f; fill-opacity: 0.5"/>
+    <path d="M 527.008095 218.374708 
+L 532.580973 219.061788 
+L 535.689605 212.58529 
+L 530.110272 211.991848 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #aadc32; fill-opacity: 0.5"/>
+    <path d="M 517.596397 240.042908 
+L 523.143805 241.05133 
+L 526.307363 233.276893 
+L 520.750472 232.381147 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #84d44b; fill-opacity: 0.5"/>
+    <path d="M 596.41761 174.425867 
+L 601.999385 176.327038 
+L 604.939681 171.996453 
+L 599.360958 170.10754 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f8e621; fill-opacity: 0.5"/>
+    <path d="M 562.146186 186.812493 
+L 567.736119 188.047756 
+L 570.742028 183.215913 
+L 565.152231 182.013076 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e5e419; fill-opacity: 0.5"/>
+    <path d="M 523.88801 225.163299 
+L 529.453403 225.95149 
+L 532.580973 219.061788 
+L 527.008095 218.374708 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #9dd93b; fill-opacity: 0.5"/>
+    <path d="M 520.750472 232.381147 
+L 526.307363 233.276893 
+L 529.453403 225.95149 
+L 523.88801 225.163299 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #90d743; fill-opacity: 0.5"/>
+    <path d="M 523.624912 292.019738 
+L 529.133014 294.155115 
+L 532.400032 284.084046 
+L 526.88082 281.995472 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #37b878; fill-opacity: 0.5"/>
+    <path d="M 587.877712 177.074 
+L 593.461361 178.851189 
+L 596.41761 174.425867 
+L 590.836484 172.663983 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 619.024364 171.823871 
+L 624.607469 173.972259 
+L 627.513478 169.773638 
+L 621.934288 167.633217 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fde725; fill-opacity: 0.5"/>
+    <path d="M 570.742028 183.215913 
+L 576.330051 184.661833 
+L 579.319286 179.987257 
+L 573.73234 178.566413 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #ece51b; fill-opacity: 0.5"/>
+    <path d="M 516.770486 257.944243 
+L 522.299498 259.427017 
+L 525.503874 250.66098 
+L 519.964193 249.277138 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #67cc5c; fill-opacity: 0.5"/>
+    <path d="M 579.319286 179.987257 
+L 584.905101 181.613422 
+L 587.877712 177.074 
+L 582.293767 175.467314 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f1e51d; fill-opacity: 0.5"/>
+    <path d="M 546.790181 337.400894 
+L 552.304506 339.818148 
+L 555.638053 329.114476 
+L 550.112853 326.705119 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 531.364623 306.725048 
+L 536.873246 309.020421 
+L 540.166189 298.635524 
+L 534.646656 296.366117 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2ab07f; fill-opacity: 0.5"/>
+    <path d="M 521.366414 280.015973 
+L 526.88082 281.995472 
+L 530.129538 272.292534 
+L 524.604126 270.375674 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48c16e; fill-opacity: 0.5"/>
+    <path d="M 539.083948 321.933007 
+L 544.594872 324.309762 
+L 547.910104 313.717075 
+L 542.388318 311.354271 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a685; fill-opacity: 0.5"/>
+    <path d="M 519.082725 268.610276 
+L 524.604126 270.375674 
+L 527.831763 261.111951 
+L 522.299498 259.427017 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #58c765; fill-opacity: 0.5"/>
+    <path d="M 538.779273 206.492417 
+L 544.36338 207.346254 
+L 547.438376 201.534517 
+L 541.850332 200.748665 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c2df23; fill-opacity: 0.5"/>
+    <path d="M 550.494507 196.041724 
+L 556.083922 197.083647 
+L 559.123837 191.823873 
+L 553.532719 190.82952 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d5e21a; fill-opacity: 0.5"/>
+    <path d="M 610.520037 173.997383 
+L 616.103141 176.086223 
+L 619.024364 171.823871 
+L 613.444879 169.744262 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fde725; fill-opacity: 0.5"/>
+    <path d="M 519.964193 249.277138 
+L 525.503874 250.66098 
+L 528.693322 242.337033 
+L 523.143805 241.05133 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #77d153; fill-opacity: 0.5"/>
+    <path d="M 601.999385 176.327038 
+L 607.58298 178.339024 
+L 610.520037 173.997383 
+L 604.939681 171.996453 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fbe723; fill-opacity: 0.5"/>
+    <path d="M 559.123837 191.823873 
+L 564.713257 193.096044 
+L 567.736119 188.047756 
+L 562.146186 186.812493 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dfe318; fill-opacity: 0.5"/>
+    <path d="M 624.607469 173.972259 
+L 630.195082 176.173287 
+L 633.097079 171.9672 
+L 627.513478 169.773638 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fde725; fill-opacity: 0.5"/>
+    <path d="M 529.133014 294.155115 
+L 534.646656 296.366117 
+L 537.924431 286.258582 
+L 532.400032 284.084046 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38b977; fill-opacity: 0.5"/>
+    <path d="M 535.689605 212.58529 
+L 541.268808 213.514096 
+L 544.36338 207.346254 
+L 538.779273 206.492417 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bade28; fill-opacity: 0.5"/>
+    <path d="M 593.461361 178.851189 
+L 599.04589 180.765997 
+L 601.999385 176.327038 
+L 596.41761 174.425867 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 552.304506 339.818148 
+L 557.826226 342.244683 
+L 561.170609 331.534491 
+L 555.638053 329.114476 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #1e9c89; fill-opacity: 0.5"/>
+    <path d="M 567.736119 188.047756 
+L 573.324667 189.522196 
+L 576.330051 184.661833 
+L 570.742028 183.215913 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e7e419; fill-opacity: 0.5"/>
+    <path d="M 536.873246 309.020421 
+L 542.388318 311.354271 
+L 545.691952 300.949428 
+L 540.166189 298.635524 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2ab07f; fill-opacity: 0.5"/>
+    <path d="M 544.594872 324.309762 
+L 550.112853 326.705119 
+L 553.438835 316.10155 
+L 547.910104 313.717075 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a685; fill-opacity: 0.5"/>
+    <path d="M 584.905101 181.613422 
+L 590.4909 183.407824 
+L 593.461361 178.851189 
+L 587.877712 177.074 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f4e61e; fill-opacity: 0.5"/>
+    <path d="M 547.438376 201.534517 
+L 553.025264 202.629861 
+L 556.083922 197.083647 
+L 550.494507 196.041724 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d0e11c; fill-opacity: 0.5"/>
+    <path d="M 523.143805 241.05133 
+L 528.693322 242.337033 
+L 531.865796 234.466741 
+L 526.307363 233.276893 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #89d548; fill-opacity: 0.5"/>
+    <path d="M 576.330051 184.661833 
+L 581.917276 186.310067 
+L 584.905101 181.613422 
+L 579.319286 179.987257 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #efe51c; fill-opacity: 0.5"/>
+    <path d="M 532.580973 219.061788 
+L 538.15427 220.072104 
+L 541.268808 213.514096 
+L 535.689605 212.58529 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b0dd2f; fill-opacity: 0.5"/>
+    <path d="M 522.299498 259.427017 
+L 527.831763 261.111951 
+L 531.04626 252.264254 
+L 525.503874 250.66098 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #69cd5b; fill-opacity: 0.5"/>
+    <path d="M 526.88082 281.995472 
+L 532.400032 284.084046 
+L 535.65932 274.331486 
+L 530.129538 272.292534 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #48c16e; fill-opacity: 0.5"/>
+    <path d="M 616.103141 176.086223 
+L 621.689991 178.243107 
+L 624.607469 173.972259 
+L 619.024364 171.823871 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fde725; fill-opacity: 0.5"/>
+    <path d="M 526.307363 233.276893 
+L 531.865796 234.466741 
+L 535.019775 227.049144 
+L 529.453403 225.95149 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #98d83e; fill-opacity: 0.5"/>
+    <path d="M 529.453403 225.95149 
+L 535.019775 227.049144 
+L 538.15427 220.072104 
+L 532.580973 219.061788 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a5db36; fill-opacity: 0.5"/>
+    <path d="M 524.604126 270.375674 
+L 530.129538 272.292534 
+L 533.367535 262.963806 
+L 527.831763 261.111951 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ac864; fill-opacity: 0.5"/>
+    <path d="M 607.58298 178.339024 
+L 613.169481 180.437861 
+L 616.103141 176.086223 
+L 610.520037 173.997383 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fbe723; fill-opacity: 0.5"/>
+    <path d="M 556.083922 197.083647 
+L 561.672099 198.397389 
+L 564.713257 193.096044 
+L 559.123837 191.823873 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dae319; fill-opacity: 0.5"/>
+    <path d="M 534.646656 296.366117 
+L 540.166189 298.635524 
+L 543.45442 288.499787 
+L 537.924431 286.258582 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38b977; fill-opacity: 0.5"/>
+    <path d="M 544.36338 207.346254 
+L 549.946847 208.500826 
+L 553.025264 202.629861 
+L 547.438376 201.534517 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cae11f; fill-opacity: 0.5"/>
+    <path d="M 525.503874 250.66098 
+L 531.04626 252.264254 
+L 534.244982 243.858704 
+L 528.693322 242.337033 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7cd250; fill-opacity: 0.5"/>
+    <path d="M 599.04589 180.765997 
+L 604.632438 182.790126 
+L 607.58298 178.339024 
+L 601.999385 176.327038 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f8e621; fill-opacity: 0.5"/>
+    <path d="M 542.388318 311.354271 
+L 547.910104 313.717075 
+L 551.224256 303.296865 
+L 545.691952 300.949428 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2ab07f; fill-opacity: 0.5"/>
+    <path d="M 550.112853 326.705119 
+L 555.638053 329.114476 
+L 558.974708 318.502251 
+L 553.438835 316.10155 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a685; fill-opacity: 0.5"/>
+    <path d="M 564.713257 193.096044 
+L 570.301699 194.602638 
+L 573.324667 189.522196 
+L 567.736119 188.047756 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e5e419; fill-opacity: 0.5"/>
+    <path d="M 621.689991 178.243107 
+L 627.281451 180.452006 
+L 630.195082 176.173287 
+L 624.607469 173.972259 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fde725; fill-opacity: 0.5"/>
+    <path d="M 590.4909 183.407824 
+L 596.077826 185.337784 
+L 599.04589 180.765997 
+L 593.461361 178.851189 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 532.400032 284.084046 
+L 537.924431 286.258582 
+L 541.193904 276.467133 
+L 535.65932 274.331486 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4ac16d; fill-opacity: 0.5"/>
+    <path d="M 573.324667 189.522196 
+L 578.912771 191.19527 
+L 581.917276 186.310067 
+L 576.330051 184.661833 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #ece51b; fill-opacity: 0.5"/>
+    <path d="M 581.917276 186.310067 
+L 587.504785 188.123753 
+L 590.4909 183.407824 
+L 584.905101 181.613422 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f1e51d; fill-opacity: 0.5"/>
+    <path d="M 541.268808 213.514096 
+L 546.847907 214.733457 
+L 549.946847 208.500826 
+L 544.36338 207.346254 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c0df25; fill-opacity: 0.5"/>
+    <path d="M 527.831763 261.111951 
+L 533.367535 262.963806 
+L 536.591626 254.049669 
+L 531.04626 252.264254 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #6ccd5a; fill-opacity: 0.5"/>
+    <path d="M 528.693322 242.337033 
+L 534.244982 243.858704 
+L 537.425804 235.90811 
+L 531.865796 234.466741 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #8ed645; fill-opacity: 0.5"/>
+    <path d="M 530.129538 272.292534 
+L 535.65932 274.331486 
+L 538.907212 264.950918 
+L 533.367535 262.963806 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ac864; fill-opacity: 0.5"/>
+    <path d="M 553.025264 202.629861 
+L 558.611392 203.989883 
+L 561.672099 198.397389 
+L 556.083922 197.083647 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d5e21a; fill-opacity: 0.5"/>
+    <path d="M 613.169481 180.437861 
+L 618.75986 182.603827 
+L 621.689991 178.243107 
+L 616.103141 176.086223 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fbe723; fill-opacity: 0.5"/>
+    <path d="M 538.15427 220.072104 
+L 543.728012 221.361349 
+L 546.847907 214.733457 
+L 541.268808 213.514096 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b5de2b; fill-opacity: 0.5"/>
+    <path d="M 540.166189 298.635524 
+L 545.691952 300.949428 
+L 548.99039 290.791961 
+L 543.45442 288.499787 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38b977; fill-opacity: 0.5"/>
+    <path d="M 531.865796 234.466741 
+L 537.425804 235.90811 
+L 540.587152 228.412686 
+L 535.019775 227.049144 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #9dd93b; fill-opacity: 0.5"/>
+    <path d="M 535.019775 227.049144 
+L 540.587152 228.412686 
+L 543.728012 221.361349 
+L 538.15427 220.072104 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #aadc32; fill-opacity: 0.5"/>
+    <path d="M 555.638053 329.114476 
+L 561.170609 331.534491 
+L 564.517883 320.915189 
+L 558.974708 318.502251 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #21a685; fill-opacity: 0.5"/>
+    <path d="M 547.910104 313.717075 
+L 553.438835 316.10155 
+L 556.763373 305.669385 
+L 551.224256 303.296865 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2ab07f; fill-opacity: 0.5"/>
+    <path d="M 604.632438 182.790126 
+L 610.222062 184.899796 
+L 613.169481 180.437861 
+L 607.58298 178.339024 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fbe723; fill-opacity: 0.5"/>
+    <path d="M 561.672099 198.397389 
+L 567.259727 199.939867 
+L 570.301699 194.602638 
+L 564.713257 193.096044 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dfe318; fill-opacity: 0.5"/>
+    <path d="M 531.04626 252.264254 
+L 536.591626 254.049669 
+L 539.79908 245.577237 
+L 534.244982 243.858704 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #7fd34e; fill-opacity: 0.5"/>
+    <path d="M 549.946847 208.500826 
+L 555.530055 209.91173 
+L 558.611392 203.989883 
+L 553.025264 202.629861 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cde11d; fill-opacity: 0.5"/>
+    <path d="M 537.924431 286.258582 
+L 543.45442 288.499787 
+L 546.733745 278.678109 
+L 541.193904 276.467133 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4ac16d; fill-opacity: 0.5"/>
+    <path d="M 596.077826 185.337784 
+L 601.666983 187.375229 
+L 604.632438 182.790126 
+L 599.04589 180.765997 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 570.301699 194.602638 
+L 575.890072 196.303438 
+L 578.912771 191.19527 
+L 573.324667 189.522196 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e7e419; fill-opacity: 0.5"/>
+    <path d="M 587.504785 188.123753 
+L 593.093682 190.070481 
+L 596.077826 185.337784 
+L 590.4909 183.407824 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f4e61e; fill-opacity: 0.5"/>
+    <path d="M 578.912771 191.19527 
+L 584.501475 193.030422 
+L 587.504785 188.123753 
+L 581.917276 186.310067 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #efe51c; fill-opacity: 0.5"/>
+    <path d="M 535.65932 274.331486 
+L 541.193904 276.467133 
+L 544.451276 267.045683 
+L 538.907212 264.950918 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5cc863; fill-opacity: 0.5"/>
+    <path d="M 533.367535 262.963806 
+L 538.907212 264.950918 
+L 542.140409 255.983427 
+L 536.591626 254.049669 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #6ece58; fill-opacity: 0.5"/>
+    <path d="M 618.75986 182.603827 
+L 624.354961 184.821035 
+L 627.281451 180.452006 
+L 621.689991 178.243107 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fde725; fill-opacity: 0.5"/>
+    <path d="M 545.691952 300.949428 
+L 551.224256 303.296865 
+L 554.532703 293.122629 
+L 548.99039 290.791961 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #38b977; fill-opacity: 0.5"/>
+    <path d="M 546.847907 214.733457 
+L 552.427263 216.199564 
+L 555.530055 209.91173 
+L 549.946847 208.500826 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c5e021; fill-opacity: 0.5"/>
+    <path d="M 534.244982 243.858704 
+L 539.79908 245.577237 
+L 542.9877 237.560335 
+L 537.425804 235.90811 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #90d743; fill-opacity: 0.5"/>
+    <path d="M 553.438835 316.10155 
+L 558.974708 318.502251 
+L 562.309536 308.060621 
+L 556.763373 305.669385 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2ab07f; fill-opacity: 0.5"/>
+    <path d="M 558.611392 203.989883 
+L 564.197424 205.571956 
+L 567.259727 199.939867 
+L 561.672099 198.397389 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dae319; fill-opacity: 0.5"/>
+    <path d="M 610.222062 184.899796 
+L 615.815707 187.075475 
+L 618.75986 182.603827 
+L 613.169481 180.437861 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fbe723; fill-opacity: 0.5"/>
+    <path d="M 543.728012 221.361349 
+L 549.302546 222.886521 
+L 552.427263 216.199564 
+L 546.847907 214.733457 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bade28; fill-opacity: 0.5"/>
+    <path d="M 537.425804 235.90811 
+L 542.9877 237.560335 
+L 546.155867 230.000157 
+L 540.587152 228.412686 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a0da39; fill-opacity: 0.5"/>
+    <path d="M 540.587152 228.412686 
+L 546.155867 230.000157 
+L 549.302546 222.886521 
+L 543.728012 221.361349 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #addc30; fill-opacity: 0.5"/>
+    <path d="M 543.45442 288.499787 
+L 548.99039 290.791961 
+L 552.279292 280.946892 
+L 546.733745 278.678109 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4ac16d; fill-opacity: 0.5"/>
+    <path d="M 601.666983 187.375229 
+L 607.259397 189.496627 
+L 610.222062 184.899796 
+L 604.632438 182.790126 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f8e621; fill-opacity: 0.5"/>
+    <path d="M 567.259727 199.939867 
+L 572.847681 201.671312 
+L 575.890072 196.303438 
+L 570.301699 194.602638 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e2e418; fill-opacity: 0.5"/>
+    <path d="M 536.591626 254.049669 
+L 542.140409 255.983427 
+L 545.35609 247.456901 
+L 539.79908 245.577237 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #81d34d; fill-opacity: 0.5"/>
+    <path d="M 593.093682 190.070481 
+L 598.685038 192.122484 
+L 601.666983 187.375229 
+L 596.077826 185.337784 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f4e61e; fill-opacity: 0.5"/>
+    <path d="M 575.890072 196.303438 
+L 581.47938 198.162301 
+L 584.501475 193.030422 
+L 578.912771 191.19527 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #eae51a; fill-opacity: 0.5"/>
+    <path d="M 555.530055 209.91173 
+L 561.113637 211.536958 
+L 564.197424 205.571956 
+L 558.611392 203.989883 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d2e21b; fill-opacity: 0.5"/>
+    <path d="M 541.193904 276.467133 
+L 546.733745 278.678109 
+L 550.000239 269.224696 
+L 544.451276 267.045683 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5cc863; fill-opacity: 0.5"/>
+    <path d="M 551.224256 303.296865 
+L 556.763373 305.669385 
+L 560.081676 295.482109 
+L 554.532703 293.122629 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3aba76; fill-opacity: 0.5"/>
+    <path d="M 584.501475 193.030422 
+L 590.091846 194.995606 
+L 593.093682 190.070481 
+L 587.504785 188.123753 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #efe51c; fill-opacity: 0.5"/>
+    <path d="M 538.907212 264.950918 
+L 544.451276 267.045683 
+L 547.69314 258.035834 
+L 542.140409 255.983427 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #70cf57; fill-opacity: 0.5"/>
+    <path d="M 558.974708 318.502251 
+L 564.517883 320.915189 
+L 567.862933 310.465882 
+L 562.309536 308.060621 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #2ab07f; fill-opacity: 0.5"/>
+    <path d="M 615.815707 187.075475 
+L 621.414192 189.301462 
+L 624.354961 184.821035 
+L 618.75986 182.603827 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #fbe723; fill-opacity: 0.5"/>
+    <path d="M 539.79908 245.577237 
+L 545.35609 247.456901 
+L 548.551993 239.38597 
+L 542.9877 237.560335 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #93d741; fill-opacity: 0.5"/>
+    <path d="M 552.427263 216.199564 
+L 558.007484 217.871216 
+L 561.113637 211.536958 
+L 555.530055 209.91173 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c8e020; fill-opacity: 0.5"/>
+    <path d="M 564.197424 205.571956 
+L 569.784196 207.336903 
+L 572.847681 201.671312 
+L 567.259727 199.939867 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dde318; fill-opacity: 0.5"/>
+    <path d="M 548.99039 290.791961 
+L 554.532703 293.122629 
+L 557.830958 283.25946 
+L 552.279292 280.946892 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4cc26c; fill-opacity: 0.5"/>
+    <path d="M 607.259397 189.496627 
+L 612.855984 191.682686 
+L 615.815707 187.075475 
+L 610.222062 184.899796 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f8e621; fill-opacity: 0.5"/>
+    <path d="M 542.9877 237.560335 
+L 548.551993 239.38597 
+L 551.726462 231.772627 
+L 546.155867 230.000157 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a2da37; fill-opacity: 0.5"/>
+    <path d="M 549.302546 222.886521 
+L 554.878447 224.607441 
+L 558.007484 217.871216 
+L 552.427263 216.199564 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bddf26; fill-opacity: 0.5"/>
+    <path d="M 546.155867 230.000157 
+L 551.726462 231.772627 
+L 554.878447 224.607441 
+L 549.302546 222.886521 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b2dd2d; fill-opacity: 0.5"/>
+    <path d="M 572.847681 201.671312 
+L 578.436926 203.556121 
+L 581.47938 198.162301 
+L 575.890072 196.303438 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e5e419; fill-opacity: 0.5"/>
+    <path d="M 556.763373 305.669385 
+L 562.309536 308.060621 
+L 565.63758 297.863054 
+L 560.081676 295.482109 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3aba76; fill-opacity: 0.5"/>
+    <path d="M 542.140409 255.983427 
+L 547.69314 258.035834 
+L 550.916592 249.46606 
+L 545.35609 247.456901 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #84d44b; fill-opacity: 0.5"/>
+    <path d="M 598.685038 192.122484 
+L 604.279844 194.256539 
+L 607.259397 189.496627 
+L 601.666983 187.375229 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 546.733745 278.678109 
+L 552.279292 280.946892 
+L 555.554606 271.468624 
+L 550.000239 269.224696 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ec962; fill-opacity: 0.5"/>
+    <path d="M 581.47938 198.162301 
+L 587.070653 200.147646 
+L 590.091846 194.995606 
+L 584.501475 193.030422 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #ece51b; fill-opacity: 0.5"/>
+    <path d="M 590.091846 194.995606 
+L 595.684919 197.063441 
+L 598.685038 192.122484 
+L 593.093682 190.070481 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f1e51d; fill-opacity: 0.5"/>
+    <path d="M 544.451276 267.045683 
+L 550.000239 269.224696 
+L 553.250388 260.181523 
+L 547.69314 258.035834 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #70cf57; fill-opacity: 0.5"/>
+    <path d="M 561.113637 211.536958 
+L 566.698392 213.338093 
+L 569.784196 207.336903 
+L 564.197424 205.571956 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d5e21a; fill-opacity: 0.5"/>
+    <path d="M 554.532703 293.122629 
+L 560.081676 295.482109 
+L 563.389111 285.60485 
+L 557.830958 283.25946 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4cc26c; fill-opacity: 0.5"/>
+    <path d="M 545.35609 247.456901 
+L 550.916592 249.46606 
+L 554.119312 241.351618 
+L 548.551993 239.38597 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #95d840; fill-opacity: 0.5"/>
+    <path d="M 612.855984 191.682686 
+L 618.457539 193.917938 
+L 621.414192 189.301462 
+L 615.815707 187.075475 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f8e621; fill-opacity: 0.5"/>
+    <path d="M 558.007484 217.871216 
+L 563.589327 219.710948 
+L 566.698392 213.338093 
+L 561.113637 211.536958 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cae11f; fill-opacity: 0.5"/>
+    <path d="M 569.784196 207.336903 
+L 575.372632 209.249803 
+L 578.436926 203.556121 
+L 572.847681 201.671312 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dfe318; fill-opacity: 0.5"/>
+    <path d="M 562.309536 308.060621 
+L 567.862933 310.465882 
+L 571.200638 300.260007 
+L 565.63758 297.863054 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #3aba76; fill-opacity: 0.5"/>
+    <path d="M 548.551993 239.38597 
+L 554.119312 241.351618 
+L 557.299611 233.695135 
+L 551.726462 231.772627 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a5db36; fill-opacity: 0.5"/>
+    <path d="M 552.279292 280.946892 
+L 557.830958 283.25946 
+L 561.114847 273.761883 
+L 555.554606 271.468624 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ec962; fill-opacity: 0.5"/>
+    <path d="M 604.279844 194.256539 
+L 609.878987 196.453661 
+L 612.855984 191.682686 
+L 607.259397 189.496627 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 547.69314 258.035834 
+L 553.250388 260.181523 
+L 556.481211 251.577496 
+L 550.916592 249.46606 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #84d44b; fill-opacity: 0.5"/>
+    <path d="M 554.878447 224.607441 
+L 560.456433 226.48779 
+L 563.589327 219.710948 
+L 558.007484 217.871216 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c0df25; fill-opacity: 0.5"/>
+    <path d="M 578.436926 203.556121 
+L 584.028449 205.563298 
+L 587.070653 200.147646 
+L 581.47938 198.162301 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e7e419; fill-opacity: 0.5"/>
+    <path d="M 551.726462 231.772627 
+L 557.299611 233.695135 
+L 560.456433 226.48779 
+L 554.878447 224.607441 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b5de2b; fill-opacity: 0.5"/>
+    <path d="M 550.000239 269.224696 
+L 555.554606 271.468624 
+L 558.812718 262.399389 
+L 553.250388 260.181523 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #70cf57; fill-opacity: 0.5"/>
+    <path d="M 595.684919 197.063441 
+L 601.281649 199.211094 
+L 604.279844 194.256539 
+L 598.685038 192.122484 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f1e51d; fill-opacity: 0.5"/>
+    <path d="M 587.070653 200.147646 
+L 592.664884 202.232581 
+L 595.684919 197.063441 
+L 590.091846 194.995606 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #ece51b; fill-opacity: 0.5"/>
+    <path d="M 566.698392 213.338093 
+L 572.285202 215.28106 
+L 575.372632 209.249803 
+L 569.784196 207.336903 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d8e219; fill-opacity: 0.5"/>
+    <path d="M 560.081676 295.482109 
+L 565.63758 297.863054 
+L 568.954062 287.974683 
+L 563.389111 285.60485 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4cc26c; fill-opacity: 0.5"/>
+    <path d="M 550.916592 249.46606 
+L 556.481211 251.577496 
+L 559.690337 243.428348 
+L 554.119312 241.351618 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #95d840; fill-opacity: 0.5"/>
+    <path d="M 575.372632 209.249803 
+L 580.963675 211.280385 
+L 584.028449 205.563298 
+L 578.436926 203.556121 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dfe318; fill-opacity: 0.5"/>
+    <path d="M 563.589327 219.710948 
+L 569.173629 221.685699 
+L 572.285202 215.28106 
+L 566.698392 213.338093 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #cde11d; fill-opacity: 0.5"/>
+    <path d="M 557.830958 283.25946 
+L 563.389111 285.60485 
+L 566.681379 276.092203 
+L 561.114847 273.761883 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ec962; fill-opacity: 0.5"/>
+    <path d="M 609.878987 196.453661 
+L 615.483233 198.698667 
+L 618.457539 193.917938 
+L 612.855984 191.682686 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f6e620; fill-opacity: 0.5"/>
+    <path d="M 553.250388 260.181523 
+L 558.812718 262.399389 
+L 562.050572 253.768407 
+L 556.481211 251.577496 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #84d44b; fill-opacity: 0.5"/>
+    <path d="M 554.119312 241.351618 
+L 559.690337 243.428348 
+L 562.876049 235.737196 
+L 557.299611 233.695135 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a8db34; fill-opacity: 0.5"/>
+    <path d="M 555.554606 271.468624 
+L 561.114847 273.761883 
+L 564.380656 264.672303 
+L 558.812718 262.399389 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #73d056; fill-opacity: 0.5"/>
+    <path d="M 584.028449 205.563298 
+L 589.623201 207.66655 
+L 592.664884 202.232581 
+L 587.070653 200.147646 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e7e419; fill-opacity: 0.5"/>
+    <path d="M 601.281649 199.211094 
+L 606.882888 201.419958 
+L 609.878987 196.453661 
+L 604.279844 194.256539 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f4e61e; fill-opacity: 0.5"/>
+    <path d="M 560.456433 226.48779 
+L 566.03729 228.495707 
+L 569.173629 221.685699 
+L 563.589327 219.710948 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c2df23; fill-opacity: 0.5"/>
+    <path d="M 592.664884 202.232581 
+L 598.262991 204.394752 
+L 601.281649 199.211094 
+L 595.684919 197.063441 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #efe51c; fill-opacity: 0.5"/>
+    <path d="M 557.299611 233.695135 
+L 562.876049 235.737196 
+L 566.03729 228.495707 
+L 560.456433 226.48779 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b5de2b; fill-opacity: 0.5"/>
+    <path d="M 565.63758 297.863054 
+L 571.200638 300.260007 
+L 574.526072 290.362692 
+L 568.954062 287.974683 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #4cc26c; fill-opacity: 0.5"/>
+    <path d="M 572.285202 215.28106 
+L 577.874962 217.336453 
+L 580.963675 211.280385 
+L 575.372632 209.249803 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d8e219; fill-opacity: 0.5"/>
+    <path d="M 556.481211 251.577496 
+L 562.050572 253.768407 
+L 565.26575 245.591759 
+L 559.690337 243.428348 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #98d83e; fill-opacity: 0.5"/>
+    <path d="M 563.389111 285.60485 
+L 568.954062 287.974683 
+L 572.254562 278.450141 
+L 566.681379 276.092203 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ec962; fill-opacity: 0.5"/>
+    <path d="M 580.963675 211.280385 
+L 586.558232 213.403072 
+L 589.623201 207.66655 
+L 584.028449 205.563298 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e2e418; fill-opacity: 0.5"/>
+    <path d="M 569.173629 221.685699 
+L 574.761233 223.767087 
+L 577.874962 217.336453 
+L 572.285202 215.28106 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d0e11c; fill-opacity: 0.5"/>
+    <path d="M 558.812718 262.399389 
+L 564.380656 264.672303 
+L 567.625259 256.020159 
+L 562.050572 253.768407 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #86d549; fill-opacity: 0.5"/>
+    <path d="M 561.114847 273.761883 
+L 566.681379 276.092203 
+L 569.954673 266.986685 
+L 564.380656 264.672303 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #73d056; fill-opacity: 0.5"/>
+    <path d="M 606.882888 201.419958 
+L 612.489375 203.675193 
+L 615.483233 198.698667 
+L 609.878987 196.453661 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #f4e61e; fill-opacity: 0.5"/>
+    <path d="M 559.690337 243.428348 
+L 565.26575 245.591759 
+L 568.456514 237.872939 
+L 562.876049 235.737196 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a8db34; fill-opacity: 0.5"/>
+    <path d="M 589.623201 207.66655 
+L 595.22206 209.844102 
+L 598.262991 204.394752 
+L 592.664884 202.232581 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #eae51a; fill-opacity: 0.5"/>
+    <path d="M 598.262991 204.394752 
+L 603.865792 206.616004 
+L 606.882888 201.419958 
+L 601.281649 199.211094 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #efe51c; fill-opacity: 0.5"/>
+    <path d="M 566.03729 228.495707 
+L 571.621811 230.603988 
+L 574.761233 223.767087 
+L 569.173629 221.685699 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c5e021; fill-opacity: 0.5"/>
+    <path d="M 562.876049 235.737196 
+L 568.456514 237.872939 
+L 571.621811 230.603988 
+L 566.03729 228.495707 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b8de29; fill-opacity: 0.5"/>
+    <path d="M 577.874962 217.336453 
+L 583.468531 219.479547 
+L 586.558232 213.403072 
+L 580.963675 211.280385 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dae319; fill-opacity: 0.5"/>
+    <path d="M 562.050572 253.768407 
+L 567.625259 256.020159 
+L 570.846194 247.821787 
+L 565.26575 245.591759 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #98d83e; fill-opacity: 0.5"/>
+    <path d="M 568.954062 287.974683 
+L 574.526072 290.362692 
+L 577.834692 280.828587 
+L 572.254562 278.450141 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #5ec962; fill-opacity: 0.5"/>
+    <path d="M 586.558232 213.403072 
+L 592.157136 215.596774 
+L 595.22206 209.844102 
+L 589.623201 207.66655 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e2e418; fill-opacity: 0.5"/>
+    <path d="M 564.380656 264.672303 
+L 569.954673 266.986685 
+L 573.205797 258.317886 
+L 567.625259 256.020159 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #86d549; fill-opacity: 0.5"/>
+    <path d="M 574.761233 223.767087 
+L 580.35295 225.931364 
+L 583.468531 219.479547 
+L 577.874962 217.336453 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d0e11c; fill-opacity: 0.5"/>
+    <path d="M 566.681379 276.092203 
+L 572.254562 278.450141 
+L 575.535175 269.332016 
+L 569.954673 266.986685 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #73d056; fill-opacity: 0.5"/>
+    <path d="M 565.26575 245.591759 
+L 570.846194 247.821787 
+L 574.041707 240.080956 
+L 568.456514 237.872939 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #a8db34; fill-opacity: 0.5"/>
+    <path d="M 595.22206 209.844102 
+L 600.825805 212.078335 
+L 603.865792 206.616004 
+L 598.262991 204.394752 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #eae51a; fill-opacity: 0.5"/>
+    <path d="M 603.865792 206.616004 
+L 609.473991 208.881912 
+L 612.489375 203.675193 
+L 606.882888 201.419958 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #efe51c; fill-opacity: 0.5"/>
+    <path d="M 571.621811 230.603988 
+L 577.210751 232.789994 
+L 580.35295 225.931364 
+L 574.761233 223.767087 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c5e021; fill-opacity: 0.5"/>
+    <path d="M 568.456514 237.872939 
+L 574.041707 240.080956 
+L 577.210751 232.789994 
+L 571.621811 230.603988 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b8de29; fill-opacity: 0.5"/>
+    <path d="M 583.468531 219.479547 
+L 589.066695 221.690042 
+L 592.157136 215.596774 
+L 586.558232 213.403072 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dae319; fill-opacity: 0.5"/>
+    <path d="M 567.625259 256.020159 
+L 573.205797 258.317886 
+L 576.432248 250.102318 
+L 570.846194 247.821787 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #98d83e; fill-opacity: 0.5"/>
+    <path d="M 592.157136 215.596774 
+L 597.761127 217.844499 
+L 600.825805 212.078335 
+L 595.22206 209.844102 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e2e418; fill-opacity: 0.5"/>
+    <path d="M 569.954673 266.986685 
+L 575.535175 269.332016 
+L 578.79264 260.649993 
+L 573.205797 258.317886 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #86d549; fill-opacity: 0.5"/>
+    <path d="M 572.254562 278.450141 
+L 577.834692 280.828587 
+L 581.122501 271.700319 
+L 575.535175 269.332016 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #73d056; fill-opacity: 0.5"/>
+    <path d="M 580.35295 225.931364 
+L 585.949517 228.159134 
+L 589.066695 221.690042 
+L 583.468531 219.479547 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d2e21b; fill-opacity: 0.5"/>
+    <path d="M 600.825805 212.078335 
+L 606.435107 214.355306 
+L 609.473991 208.881912 
+L 603.865792 206.616004 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #eae51a; fill-opacity: 0.5"/>
+    <path d="M 570.846194 247.821787 
+L 576.432248 250.102318 
+L 579.63226 242.343954 
+L 574.041707 240.080956 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #aadc32; fill-opacity: 0.5"/>
+    <path d="M 577.210751 232.789994 
+L 582.804797 235.035333 
+L 585.949517 228.159134 
+L 580.35295 225.931364 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c5e021; fill-opacity: 0.5"/>
+    <path d="M 574.041707 240.080956 
+L 579.63226 242.343954 
+L 582.804797 235.035333 
+L 577.210751 232.789994 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #b8de29; fill-opacity: 0.5"/>
+    <path d="M 589.066695 221.690042 
+L 594.670152 223.951659 
+L 597.761127 217.844499 
+L 592.157136 215.596774 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dae319; fill-opacity: 0.5"/>
+    <path d="M 573.205797 258.317886 
+L 578.79264 260.649993 
+L 582.024417 252.42071 
+L 576.432248 250.102318 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #98d83e; fill-opacity: 0.5"/>
+    <path d="M 575.535175 269.332016 
+L 581.122501 271.700319 
+L 584.38617 263.007635 
+L 578.79264 260.649993 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #86d549; fill-opacity: 0.5"/>
+    <path d="M 597.761127 217.844499 
+L 603.370837 220.132853 
+L 606.435107 214.355306 
+L 600.825805 212.078335 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #e5e419; fill-opacity: 0.5"/>
+    <path d="M 585.949517 228.159134 
+L 591.551584 230.434916 
+L 594.670152 223.951659 
+L 589.066695 221.690042 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d2e21b; fill-opacity: 0.5"/>
+    <path d="M 576.432248 250.102318 
+L 582.024417 252.42071 
+L 585.228728 244.648282 
+L 579.63226 242.343954 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #aadc32; fill-opacity: 0.5"/>
+    <path d="M 582.804797 235.035333 
+L 588.404553 237.325404 
+L 591.551584 230.434916 
+L 585.949517 228.159134 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c8e020; fill-opacity: 0.5"/>
+    <path d="M 579.63226 242.343954 
+L 585.228728 244.648282 
+L 588.404553 237.325404 
+L 582.804797 235.035333 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bade28; fill-opacity: 0.5"/>
+    <path d="M 594.670152 223.951659 
+L 600.279494 226.251628 
+L 603.370837 220.132853 
+L 597.761127 217.844499 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #dde318; fill-opacity: 0.5"/>
+    <path d="M 578.79264 260.649993 
+L 584.38617 263.007635 
+L 587.623125 254.767258 
+L 582.024417 252.42071 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #98d83e; fill-opacity: 0.5"/>
+    <path d="M 591.551584 230.434916 
+L 597.159704 232.746626 
+L 600.279494 226.251628 
+L 594.670152 223.951659 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #d2e21b; fill-opacity: 0.5"/>
+    <path d="M 582.024417 252.42071 
+L 587.623125 254.767258 
+L 590.831579 246.9834 
+L 585.228728 244.648282 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #aadc32; fill-opacity: 0.5"/>
+    <path d="M 588.404553 237.325404 
+L 594.010528 239.648871 
+L 597.159704 232.746626 
+L 591.551584 230.434916 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #c8e020; fill-opacity: 0.5"/>
+    <path d="M 585.228728 244.648282 
+L 590.831579 246.9834 
+L 594.010528 239.648871 
+L 588.404553 237.325404 
+z
+" clip-path="url(#pe9aa66fa6a)" style="fill: #bade28; fill-opacity: 0.5"/>
+   </g>
+  </g>
+  <g id="axes_2">
+   <g id="patch_6">
+    <path d="M 726.84 430.8 
+L 740.28 430.8 
+L 740.28 162 
+L 726.84 162 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <image xlink:href="data:image/png;base64,
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" id="imagebbeb201ae5" transform="scale(1 -1) translate(0 -268.56)" x="727.2" y="-162" width="12.96" height="268.56"/>
+   <g id="matplotlib.axis_1"/>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_24">
+      <defs>
+       <path id="md73aec22dc" d="M 0 0 
+L 3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#md73aec22dc" x="740.28" y="376.768296" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_25">
+      <!-- 0.2 -->
+      <g transform="translate(747.28 380.567515) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_25">
+      <g>
+       <use xlink:href="#md73aec22dc" x="740.28" y="322.688951" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_26">
+      <!-- 0.4 -->
+      <g transform="translate(747.28 326.488169) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_26">
+      <g>
+       <use xlink:href="#md73aec22dc" x="740.28" y="268.609605" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_27">
+      <!-- 0.6 -->
+      <g transform="translate(747.28 272.408824) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_27">
+      <g>
+       <use xlink:href="#md73aec22dc" x="740.28" y="214.53026" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_28">
+      <!-- 0.8 -->
+      <g transform="translate(747.28 218.329478) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_29">
+     <!-- CDF Value -->
+     <g transform="translate(774.781563 321.9375) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-44" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-46" transform="translate(146.826172 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(204.345703 0)"/>
+      <use xlink:href="#DejaVuSans-56" transform="translate(236.132812 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(296.791016 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(358.070312 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(385.853516 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(449.232422 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="LineCollection_1"/>
+   <g id="patch_7">
+    <path d="M 726.84 430.8 
+L 733.56 430.8 
+L 740.28 430.8 
+L 740.28 162 
+L 733.56 162 
+L 726.84 162 
+L 726.84 430.8 
+z
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pe9aa66fa6a">
+   <rect x="147.12" y="27.6" width="537.6" height="537.6"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/FisherTwoPeriod/base.jpg b/notebooks/Figures/FisherTwoPeriod/base.jpg
new file mode 100644
index 00000000..1c3d46d6
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/base.jpg differ
diff --git a/notebooks/Figures/FisherTwoPeriod/base.pdf b/notebooks/Figures/FisherTwoPeriod/base.pdf
new file mode 100644
index 00000000..57a77196
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/base.pdf differ
diff --git a/notebooks/Figures/FisherTwoPeriod/base.png b/notebooks/Figures/FisherTwoPeriod/base.png
new file mode 100644
index 00000000..9e42efda
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/base.png differ
diff --git a/notebooks/Figures/FisherTwoPeriod/base.svg b/notebooks/Figures/FisherTwoPeriod/base.svg
new file mode 100644
index 00000000..b097a183
--- /dev/null
+++ b/notebooks/Figures/FisherTwoPeriod/base.svg
@@ -0,0 +1,1283 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 72 512.64 
+L 72 69.12 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(69.219531 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 146.4 512.64 
+L 146.4 69.12 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 20 -->
+      <g style="fill: #262626" transform="translate(140.839062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 220.8 512.64 
+L 220.8 69.12 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 40 -->
+      <g style="fill: #262626" transform="translate(215.239062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-34"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 295.2 512.64 
+L 295.2 69.12 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 60 -->
+      <g style="fill: #262626" transform="translate(289.639062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-36"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 369.6 512.64 
+L 369.6 69.12 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 80 -->
+      <g style="fill: #262626" transform="translate(364.039062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-38"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 444 512.64 
+L 444 69.12 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(435.658594 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 518.4 512.64 
+L 518.4 69.12 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 120 -->
+      <g style="fill: #262626" transform="translate(510.058594 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Period 1 Consumption $C_1$ -->
+     <g style="fill: #262626" transform="translate(238.45 536.785313) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-43" d="M 4447 4306 
+L 4319 3641 
+Q 4019 3944 3683 4091 
+Q 3347 4238 2956 4238 
+Q 2422 4238 2017 3981 
+Q 1613 3725 1319 3200 
+Q 1131 2863 1032 2486 
+Q 934 2109 934 1728 
+Q 934 1091 1264 756 
+Q 1594 422 2222 422 
+Q 2656 422 3056 561 
+Q 3456 700 3834 978 
+L 3688 231 
+Q 3316 72 2936 -9 
+Q 2556 -91 2175 -91 
+Q 1278 -91 773 396 
+Q 269 884 269 1753 
+Q 269 2309 461 2846 
+Q 653 3384 1013 3828 
+Q 1394 4300 1883 4525 
+Q 2372 4750 3022 4750 
+Q 3422 4750 3780 4639 
+Q 4138 4528 4447 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50" transform="translate(0 0.78125)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(66.699219 0.78125)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(122.314453 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(155.615234 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(177.832031 0.78125)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(233.447266 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(289.0625 0.78125)"/>
+      <use xlink:href="#ArialMT-31" transform="translate(316.845703 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(372.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(400.244141 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(528.076172 0.78125)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(583.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(633.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(689.306641 0.78125)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(772.607422 0.78125)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(828.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(856.005859 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(878.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(933.837891 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(989.453125 0.78125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-43" transform="translate(1017.236328 0.78125)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(1087.060547 -15.625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_15">
+      <path d="M 72 512.64 
+L 518.4 512.64 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(62.939062 516.218906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_17">
+      <path d="M 72 438.72 
+L 518.4 438.72 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 20 -->
+      <g style="fill: #262626" transform="translate(57.378125 442.298906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_19">
+      <path d="M 72 364.8 
+L 518.4 364.8 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 40 -->
+      <g style="fill: #262626" transform="translate(57.378125 368.378906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-34"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_21">
+      <path d="M 72 290.88 
+L 518.4 290.88 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 60 -->
+      <g style="fill: #262626" transform="translate(57.378125 294.458906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-36"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_23">
+      <path d="M 72 216.96 
+L 518.4 216.96 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 80 -->
+      <g style="fill: #262626" transform="translate(57.378125 220.538906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-38"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_25">
+      <path d="M 72 143.04 
+L 518.4 143.04 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(51.817188 146.618906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_27">
+      <path d="M 72 69.12 
+L 518.4 69.12 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- 120 -->
+      <g style="fill: #262626" transform="translate(51.817188 72.698906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- Period 2 Consumption $C_2$ -->
+     <g style="fill: #262626" transform="translate(45.817188 347.63) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50" transform="translate(0 0.78125)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(66.699219 0.78125)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(122.314453 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(155.615234 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(177.832031 0.78125)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(233.447266 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(289.0625 0.78125)"/>
+      <use xlink:href="#ArialMT-32" transform="translate(316.845703 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(372.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(400.244141 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(528.076172 0.78125)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(583.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(633.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(689.306641 0.78125)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(772.607422 0.78125)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(828.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(856.005859 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(878.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(933.837891 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(989.453125 0.78125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-43" transform="translate(1017.236328 0.78125)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(1087.060547 -15.625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_29">
+    <path d="M 72 126.0384 
+L 113.175873 168.994133 
+L 154.351746 211.949867 
+L 195.527619 254.9056 
+L 236.703492 297.861333 
+L 277.879365 340.817067 
+L 319.055238 383.7728 
+L 360.231111 426.728533 
+L 401.406984 469.684267 
+L 442.582857 512.64 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_30">
+    <defs>
+     <path id="m9636a6ecb3" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #ff0000"/>
+    </defs>
+    <g clip-path="url(#p50e407f4e6)">
+     <use xlink:href="#m9636a6ecb3" x="263.252933" y="325.558395" style="fill: #ff0000; stroke: #ff0000"/>
+    </g>
+   </g>
+   <g id="line2d_31">
+    <path d="M 190.064115 -1 
+L 191.576617 27.040493 
+L 193.31689 54.991656 
+L 195.057164 79.233012 
+L 196.797437 100.457172 
+L 198.537711 119.194436 
+L 200.277985 135.857709 
+L 202.366313 153.570618 
+L 204.454641 169.206658 
+L 206.54297 183.110877 
+L 208.631298 195.555897 
+L 210.719626 206.759972 
+L 212.807955 216.899897 
+L 215.244338 227.576486 
+L 217.680721 237.188033 
+L 220.117104 245.886331 
+L 222.553487 253.795638 
+L 224.98987 261.018644 
+L 227.774308 268.542317 
+L 230.558745 275.387204 
+L 233.343183 281.641198 
+L 236.127621 287.377649 
+L 239.260113 293.288963 
+L 242.392606 298.696815 
+L 245.525098 303.662898 
+L 248.657591 308.239218 
+L 252.138138 312.920369 
+L 255.618685 317.226042 
+L 259.099233 321.199672 
+L 262.927834 325.231131 
+L 266.756436 328.947346 
+L 270.933093 332.683535 
+L 275.10975 336.126061 
+L 279.634461 339.562588 
+L 284.159172 342.729457 
+L 289.031939 345.873291 
+L 294.252759 348.9706 
+L 299.821635 352.002258 
+L 305.738565 354.953154 
+L 311.655495 357.659547 
+L 318.268535 360.430714 
+L 325.22963 363.094554 
+L 332.538779 365.647768 
+L 340.195983 368.088954 
+L 348.549296 370.514816 
+L 357.250664 372.813027 
+L 366.648141 375.068002 
+L 376.741728 377.262953 
+L 387.879479 379.45021 
+L 399.71334 381.542946 
+L 412.591365 383.589457 
+L 426.513554 385.571794 
+L 441.479907 387.477013 
+L 457.838478 389.333747 
+L 475.589269 391.124474 
+L 495.080334 392.866305 
+L 516.659726 394.567054 
+L 518.4 394.695061 
+L 518.4 394.695061 
+" clip-path="url(#p50e407f4e6)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_32">
+     <path d="M 385.253125 81.899688 
+L 395.253125 81.899688 
+L 405.253125 81.899688 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_17">
+     <!-- Budget Constraint -->
+     <g style="fill: #262626" transform="translate(413.253125 85.399688) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-42" d="M 469 0 
+L 469 4581 
+L 2188 4581 
+Q 2713 4581 3030 4442 
+Q 3347 4303 3526 4014 
+Q 3706 3725 3706 3409 
+Q 3706 3116 3547 2856 
+Q 3388 2597 3066 2438 
+Q 3481 2316 3704 2022 
+Q 3928 1728 3928 1328 
+Q 3928 1006 3792 729 
+Q 3656 453 3456 303 
+Q 3256 153 2954 76 
+Q 2653 0 2216 0 
+L 469 0 
+z
+M 1075 2656 
+L 2066 2656 
+Q 2469 2656 2644 2709 
+Q 2875 2778 2992 2937 
+Q 3109 3097 3109 3338 
+Q 3109 3566 3000 3739 
+Q 2891 3913 2687 3977 
+Q 2484 4041 1991 4041 
+L 1075 4041 
+L 1075 2656 
+z
+M 1075 541 
+L 2216 541 
+Q 2509 541 2628 563 
+Q 2838 600 2978 687 
+Q 3119 775 3209 942 
+Q 3300 1109 3300 1328 
+Q 3300 1584 3169 1773 
+Q 3038 1963 2805 2039 
+Q 2572 2116 2134 2116 
+L 1075 2116 
+L 1075 541 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-42"/>
+      <use xlink:href="#ArialMT-75" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(122.314453 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(177.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(233.544922 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(289.160156 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(316.943359 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(344.726562 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(416.943359 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(472.558594 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(528.173828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(578.173828 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(605.957031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(639.257812 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(694.873047 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(717.089844 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(772.705078 0)"/>
+     </g>
+    </g>
+    <g id="line2d_33">
+     <g>
+      <use xlink:href="#m9636a6ecb3" x="395.253125" y="96.290313" style="fill: #ff0000; stroke: #ff0000"/>
+     </g>
+    </g>
+    <g id="text_18">
+     <!-- Optimal Consumption -->
+     <g style="fill: #262626" transform="translate(413.253125 99.790313) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4f" d="M 309 2231 
+Q 309 3372 921 4017 
+Q 1534 4663 2503 4663 
+Q 3138 4663 3647 4359 
+Q 4156 4056 4423 3514 
+Q 4691 2972 4691 2284 
+Q 4691 1588 4409 1038 
+Q 4128 488 3612 205 
+Q 3097 -78 2500 -78 
+Q 1853 -78 1343 234 
+Q 834 547 571 1087 
+Q 309 1628 309 2231 
+z
+M 934 2222 
+Q 934 1394 1379 917 
+Q 1825 441 2497 441 
+Q 3181 441 3623 922 
+Q 4066 1403 4066 2288 
+Q 4066 2847 3877 3264 
+Q 3688 3681 3323 3911 
+Q 2959 4141 2506 4141 
+Q 1863 4141 1398 3698 
+Q 934 3256 934 2222 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4f"/>
+      <use xlink:href="#ArialMT-70" transform="translate(77.783203 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(133.398438 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(161.181641 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(183.398438 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(266.699219 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(322.314453 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(344.53125 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(372.314453 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(444.53125 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(500.146484 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(555.761719 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(605.761719 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(661.376953 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(744.677734 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(800.292969 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(828.076172 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(850.292969 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(905.908203 0)"/>
+     </g>
+    </g>
+    <g id="line2d_34">
+     <path d="M 385.253125 110.435625 
+L 395.253125 110.435625 
+L 405.253125 110.435625 
+" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_19">
+     <!-- Indiferrence Curve -->
+     <g style="fill: #262626" transform="translate(413.253125 113.935625) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(139.013672 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(161.230469 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(244.628906 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(277.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(311.230469 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(366.845703 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(422.460938 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(472.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(528.076172 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(555.859375 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(628.076172 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(683.691406 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(716.992188 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(766.992188 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p50e407f4e6">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/FisherTwoPeriod/changeCRRA.jpg b/notebooks/Figures/FisherTwoPeriod/changeCRRA.jpg
new file mode 100644
index 00000000..cb1ee606
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/changeCRRA.jpg differ
diff --git a/notebooks/Figures/FisherTwoPeriod/changeCRRA.pdf b/notebooks/Figures/FisherTwoPeriod/changeCRRA.pdf
new file mode 100644
index 00000000..d5d52a36
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/changeCRRA.pdf differ
diff --git a/notebooks/Figures/FisherTwoPeriod/changeCRRA.png b/notebooks/Figures/FisherTwoPeriod/changeCRRA.png
new file mode 100644
index 00000000..c93406e1
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/changeCRRA.png differ
diff --git a/notebooks/Figures/FisherTwoPeriod/changeCRRA.svg b/notebooks/Figures/FisherTwoPeriod/changeCRRA.svg
new file mode 100644
index 00000000..3028de8e
--- /dev/null
+++ b/notebooks/Figures/FisherTwoPeriod/changeCRRA.svg
@@ -0,0 +1,1317 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 72 512.64 
+L 72 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g style="fill: #262626" transform="translate(65.05 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-2e" d="M 581 0 
+L 581 641 
+L 1222 641 
+L 1222 0 
+L 581 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 127.8 512.64 
+L 127.8 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 2.5 -->
+      <g style="fill: #262626" transform="translate(120.85 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 183.6 512.64 
+L 183.6 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 5.0 -->
+      <g style="fill: #262626" transform="translate(176.65 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 239.4 512.64 
+L 239.4 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 7.5 -->
+      <g style="fill: #262626" transform="translate(232.45 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-37" d="M 303 3981 
+L 303 4522 
+L 3269 4522 
+L 3269 4084 
+Q 2831 3619 2401 2847 
+Q 1972 2075 1738 1259 
+Q 1569 684 1522 0 
+L 944 0 
+Q 953 541 1156 1306 
+Q 1359 2072 1739 2783 
+Q 2119 3494 2547 3981 
+L 303 3981 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-37"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 295.2 512.64 
+L 295.2 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 10.0 -->
+      <g style="fill: #262626" transform="translate(285.469531 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 351 512.64 
+L 351 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 12.5 -->
+      <g style="fill: #262626" transform="translate(341.269531 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 406.8 512.64 
+L 406.8 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 15.0 -->
+      <g style="fill: #262626" transform="translate(397.069531 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_15">
+      <path d="M 462.6 512.64 
+L 462.6 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_8">
+      <!-- 17.5 -->
+      <g style="fill: #262626" transform="translate(452.869531 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-37" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_17">
+      <path d="M 518.4 512.64 
+L 518.4 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_9">
+      <!-- 20.0 -->
+      <g style="fill: #262626" transform="translate(508.669531 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_10">
+     <!-- Period 1 Consumption $C_1$ -->
+     <g style="fill: #262626" transform="translate(238.45 536.785313) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-43" d="M 4447 4306 
+L 4319 3641 
+Q 4019 3944 3683 4091 
+Q 3347 4238 2956 4238 
+Q 2422 4238 2017 3981 
+Q 1613 3725 1319 3200 
+Q 1131 2863 1032 2486 
+Q 934 2109 934 1728 
+Q 934 1091 1264 756 
+Q 1594 422 2222 422 
+Q 2656 422 3056 561 
+Q 3456 700 3834 978 
+L 3688 231 
+Q 3316 72 2936 -9 
+Q 2556 -91 2175 -91 
+Q 1278 -91 773 396 
+Q 269 884 269 1753 
+Q 269 2309 461 2846 
+Q 653 3384 1013 3828 
+Q 1394 4300 1883 4525 
+Q 2372 4750 3022 4750 
+Q 3422 4750 3780 4639 
+Q 4138 4528 4447 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50" transform="translate(0 0.78125)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(66.699219 0.78125)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(122.314453 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(155.615234 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(177.832031 0.78125)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(233.447266 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(289.0625 0.78125)"/>
+      <use xlink:href="#ArialMT-31" transform="translate(316.845703 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(372.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(400.244141 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(528.076172 0.78125)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(583.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(633.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(689.306641 0.78125)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(772.607422 0.78125)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(828.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(856.005859 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(878.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(933.837891 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(989.453125 0.78125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-43" transform="translate(1017.236328 0.78125)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(1087.060547 -15.625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_19">
+      <path d="M 72 512.64 
+L 518.4 512.64 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 0.0 -->
+      <g style="fill: #262626" transform="translate(54.6 516.218906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_21">
+      <path d="M 72 457.2 
+L 518.4 457.2 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 2.5 -->
+      <g style="fill: #262626" transform="translate(54.6 460.778906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_23">
+      <path d="M 72 401.76 
+L 518.4 401.76 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 5.0 -->
+      <g style="fill: #262626" transform="translate(54.6 405.338906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_25">
+      <path d="M 72 346.32 
+L 518.4 346.32 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 7.5 -->
+      <g style="fill: #262626" transform="translate(54.6 349.898906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-37"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_27">
+      <path d="M 72 290.88 
+L 518.4 290.88 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- 10.0 -->
+      <g style="fill: #262626" transform="translate(49.039062 294.458906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_29">
+      <path d="M 72 235.44 
+L 518.4 235.44 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_30"/>
+     <g id="text_16">
+      <!-- 12.5 -->
+      <g style="fill: #262626" transform="translate(49.039062 239.018906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_31">
+      <path d="M 72 180 
+L 518.4 180 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_32"/>
+     <g id="text_17">
+      <!-- 15.0 -->
+      <g style="fill: #262626" transform="translate(49.039062 183.578906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_33">
+      <path d="M 72 124.56 
+L 518.4 124.56 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_34"/>
+     <g id="text_18">
+      <!-- 17.5 -->
+      <g style="fill: #262626" transform="translate(49.039062 128.138906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-37" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_35">
+      <path d="M 72 69.12 
+L 518.4 69.12 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_36"/>
+     <g id="text_19">
+      <!-- 20.0 -->
+      <g style="fill: #262626" transform="translate(49.039062 72.698906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_20">
+     <!-- Period 2 Consumption $C_2$ -->
+     <g style="fill: #262626" transform="translate(43.039062 347.63) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50" transform="translate(0 0.78125)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(66.699219 0.78125)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(122.314453 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(155.615234 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(177.832031 0.78125)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(233.447266 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(289.0625 0.78125)"/>
+      <use xlink:href="#ArialMT-32" transform="translate(316.845703 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(372.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(400.244141 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(528.076172 0.78125)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(583.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(633.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(689.306641 0.78125)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(772.607422 0.78125)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(828.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(856.005859 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(878.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(933.837891 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(989.453125 0.78125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-43" transform="translate(1017.236328 0.78125)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(1087.060547 -15.625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_37">
+    <path d="M 72 286.4448 
+L 96.8 311.5776 
+L 121.6 336.7104 
+L 146.4 361.8432 
+L 171.2 386.976 
+L 196 412.1088 
+L 220.8 437.2416 
+L 245.6 462.3744 
+L 270.4 487.5072 
+L 295.2 512.64 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_38">
+    <defs>
+     <path id="m1e3bf25b4a" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #ff0000"/>
+    </defs>
+    <g clip-path="url(#p9150ef9048)">
+     <use xlink:href="#m1e3bf25b4a" x="198.374335" y="414.514997" style="fill: #ff0000; stroke: #ff0000"/>
+    </g>
+   </g>
+   <g id="line2d_39">
+    <path d="M 137.429528 -1 
+L 137.982046 34.502907 
+L 139.139504 93.114166 
+L 140.296963 137.536751 
+L 141.454421 172.366583 
+L 142.611879 200.408096 
+L 143.769338 223.469629 
+L 144.926796 242.769605 
+L 146.084254 259.158947 
+L 147.627532 277.517812 
+L 149.17081 292.803105 
+L 150.714087 305.727055 
+L 152.257365 316.797614 
+L 153.800643 326.386792 
+L 155.34392 334.773284 
+L 157.273017 343.884765 
+L 159.202115 351.761378 
+L 161.131212 358.638232 
+L 163.060309 364.694312 
+L 164.989406 370.068287 
+L 166.918503 374.869253 
+L 169.23342 379.995319 
+L 171.548336 384.539897 
+L 173.863253 388.59662 
+L 176.178169 392.240042 
+L 178.878905 396.047871 
+L 181.579641 399.451181 
+L 184.280377 402.51118 
+L 187.366933 405.650949 
+L 190.453488 408.466163 
+L 193.925863 411.304549 
+L 197.398238 413.847244 
+L 201.256432 416.378787 
+L 205.114626 418.647702 
+L 209.35864 420.886316 
+L 213.988473 423.068141 
+L 219.004126 425.173502 
+L 224.405598 427.188668 
+L 230.192889 429.104881 
+L 236.366 430.91741 
+L 243.310749 432.7189 
+L 251.027138 434.476597 
+L 259.515165 436.166777 
+L 268.774832 437.77355 
+L 278.806137 439.287443 
+L 289.9949 440.75103 
+L 302.726941 442.184857 
+L 317.00226 443.559389 
+L 332.820856 444.8557 
+L 350.954369 446.112611 
+L 371.402799 447.302758 
+L 394.937784 448.444513 
+L 421.945144 449.527325 
+L 453.196517 450.553921 
+L 489.849362 451.530285 
+L 518.4 452.162903 
+L 518.4 452.162903 
+" clip-path="url(#p9150ef9048)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_40">
+     <path d="M 385.253125 81.899688 
+L 395.253125 81.899688 
+L 405.253125 81.899688 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_21">
+     <!-- Budget Constraint -->
+     <g style="fill: #262626" transform="translate(413.253125 85.399688) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-42" d="M 469 0 
+L 469 4581 
+L 2188 4581 
+Q 2713 4581 3030 4442 
+Q 3347 4303 3526 4014 
+Q 3706 3725 3706 3409 
+Q 3706 3116 3547 2856 
+Q 3388 2597 3066 2438 
+Q 3481 2316 3704 2022 
+Q 3928 1728 3928 1328 
+Q 3928 1006 3792 729 
+Q 3656 453 3456 303 
+Q 3256 153 2954 76 
+Q 2653 0 2216 0 
+L 469 0 
+z
+M 1075 2656 
+L 2066 2656 
+Q 2469 2656 2644 2709 
+Q 2875 2778 2992 2937 
+Q 3109 3097 3109 3338 
+Q 3109 3566 3000 3739 
+Q 2891 3913 2687 3977 
+Q 2484 4041 1991 4041 
+L 1075 4041 
+L 1075 2656 
+z
+M 1075 541 
+L 2216 541 
+Q 2509 541 2628 563 
+Q 2838 600 2978 687 
+Q 3119 775 3209 942 
+Q 3300 1109 3300 1328 
+Q 3300 1584 3169 1773 
+Q 3038 1963 2805 2039 
+Q 2572 2116 2134 2116 
+L 1075 2116 
+L 1075 541 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-42"/>
+      <use xlink:href="#ArialMT-75" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(122.314453 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(177.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(233.544922 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(289.160156 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(316.943359 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(344.726562 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(416.943359 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(472.558594 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(528.173828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(578.173828 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(605.957031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(639.257812 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(694.873047 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(717.089844 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(772.705078 0)"/>
+     </g>
+    </g>
+    <g id="line2d_41">
+     <g>
+      <use xlink:href="#m1e3bf25b4a" x="395.253125" y="96.290313" style="fill: #ff0000; stroke: #ff0000"/>
+     </g>
+    </g>
+    <g id="text_22">
+     <!-- Optimal Consumption -->
+     <g style="fill: #262626" transform="translate(413.253125 99.790313) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4f" d="M 309 2231 
+Q 309 3372 921 4017 
+Q 1534 4663 2503 4663 
+Q 3138 4663 3647 4359 
+Q 4156 4056 4423 3514 
+Q 4691 2972 4691 2284 
+Q 4691 1588 4409 1038 
+Q 4128 488 3612 205 
+Q 3097 -78 2500 -78 
+Q 1853 -78 1343 234 
+Q 834 547 571 1087 
+Q 309 1628 309 2231 
+z
+M 934 2222 
+Q 934 1394 1379 917 
+Q 1825 441 2497 441 
+Q 3181 441 3623 922 
+Q 4066 1403 4066 2288 
+Q 4066 2847 3877 3264 
+Q 3688 3681 3323 3911 
+Q 2959 4141 2506 4141 
+Q 1863 4141 1398 3698 
+Q 934 3256 934 2222 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4f"/>
+      <use xlink:href="#ArialMT-70" transform="translate(77.783203 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(133.398438 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(161.181641 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(183.398438 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(266.699219 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(322.314453 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(344.53125 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(372.314453 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(444.53125 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(500.146484 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(555.761719 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(605.761719 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(661.376953 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(744.677734 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(800.292969 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(828.076172 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(850.292969 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(905.908203 0)"/>
+     </g>
+    </g>
+    <g id="line2d_42">
+     <path d="M 385.253125 110.435625 
+L 395.253125 110.435625 
+L 405.253125 110.435625 
+" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_23">
+     <!-- Indiferrence Curve -->
+     <g style="fill: #262626" transform="translate(413.253125 113.935625) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(139.013672 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(161.230469 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(244.628906 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(277.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(311.230469 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(366.845703 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(422.460938 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(472.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(528.076172 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(555.859375 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(628.076172 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(683.691406 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(716.992188 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(766.992188 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p9150ef9048">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.jpg b/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.jpg
new file mode 100644
index 00000000..71f89215
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.jpg differ
diff --git a/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.pdf b/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.pdf
new file mode 100644
index 00000000..00a440cc
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.pdf differ
diff --git a/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.png b/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.png
new file mode 100644
index 00000000..c8a455d8
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.png differ
diff --git a/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.svg b/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.svg
new file mode 100644
index 00000000..fe701837
--- /dev/null
+++ b/notebooks/Figures/FisherTwoPeriod/firstPeriodIncome.svg
@@ -0,0 +1,1788 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 72 512.64 
+L 72 69.12 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(69.219531 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 146.4 512.64 
+L 146.4 69.12 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 20 -->
+      <g style="fill: #262626" transform="translate(140.839062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 220.8 512.64 
+L 220.8 69.12 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 40 -->
+      <g style="fill: #262626" transform="translate(215.239062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-34"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 295.2 512.64 
+L 295.2 69.12 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 60 -->
+      <g style="fill: #262626" transform="translate(289.639062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-36"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 369.6 512.64 
+L 369.6 69.12 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 80 -->
+      <g style="fill: #262626" transform="translate(364.039062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-38"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 444 512.64 
+L 444 69.12 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(435.658594 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 518.4 512.64 
+L 518.4 69.12 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 120 -->
+      <g style="fill: #262626" transform="translate(510.058594 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Period 1 Consumption $C_1$ -->
+     <g style="fill: #262626" transform="translate(238.45 536.785313) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-43" d="M 4447 4306 
+L 4319 3641 
+Q 4019 3944 3683 4091 
+Q 3347 4238 2956 4238 
+Q 2422 4238 2017 3981 
+Q 1613 3725 1319 3200 
+Q 1131 2863 1032 2486 
+Q 934 2109 934 1728 
+Q 934 1091 1264 756 
+Q 1594 422 2222 422 
+Q 2656 422 3056 561 
+Q 3456 700 3834 978 
+L 3688 231 
+Q 3316 72 2936 -9 
+Q 2556 -91 2175 -91 
+Q 1278 -91 773 396 
+Q 269 884 269 1753 
+Q 269 2309 461 2846 
+Q 653 3384 1013 3828 
+Q 1394 4300 1883 4525 
+Q 2372 4750 3022 4750 
+Q 3422 4750 3780 4639 
+Q 4138 4528 4447 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50" transform="translate(0 0.78125)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(66.699219 0.78125)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(122.314453 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(155.615234 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(177.832031 0.78125)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(233.447266 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(289.0625 0.78125)"/>
+      <use xlink:href="#ArialMT-31" transform="translate(316.845703 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(372.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(400.244141 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(528.076172 0.78125)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(583.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(633.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(689.306641 0.78125)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(772.607422 0.78125)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(828.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(856.005859 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(878.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(933.837891 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(989.453125 0.78125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-43" transform="translate(1017.236328 0.78125)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(1087.060547 -15.625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_15">
+      <path d="M 72 512.64 
+L 518.4 512.64 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(62.939062 516.218906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_17">
+      <path d="M 72 438.72 
+L 518.4 438.72 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 20 -->
+      <g style="fill: #262626" transform="translate(57.378125 442.298906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_19">
+      <path d="M 72 364.8 
+L 518.4 364.8 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 40 -->
+      <g style="fill: #262626" transform="translate(57.378125 368.378906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-34"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_21">
+      <path d="M 72 290.88 
+L 518.4 290.88 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 60 -->
+      <g style="fill: #262626" transform="translate(57.378125 294.458906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-36"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_23">
+      <path d="M 72 216.96 
+L 518.4 216.96 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 80 -->
+      <g style="fill: #262626" transform="translate(57.378125 220.538906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-38"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_25">
+      <path d="M 72 143.04 
+L 518.4 143.04 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(51.817188 146.618906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_27">
+      <path d="M 72 69.12 
+L 518.4 69.12 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- 120 -->
+      <g style="fill: #262626" transform="translate(51.817188 72.698906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- Period 2 Consumption $C_2$ -->
+     <g style="fill: #262626" transform="translate(45.817188 347.63) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50" transform="translate(0 0.78125)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(66.699219 0.78125)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(122.314453 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(155.615234 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(177.832031 0.78125)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(233.447266 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(289.0625 0.78125)"/>
+      <use xlink:href="#ArialMT-32" transform="translate(316.845703 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(372.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(400.244141 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(528.076172 0.78125)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(583.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(633.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(689.306641 0.78125)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(772.607422 0.78125)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(828.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(856.005859 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(878.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(933.837891 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(989.453125 0.78125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-43" transform="translate(1017.236328 0.78125)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(1087.060547 -15.625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_29">
+    <path d="M 72 143.04 
+L 113.333333 184.106667 
+L 154.666667 225.173333 
+L 196 266.24 
+L 237.333333 307.306667 
+L 278.666667 348.373333 
+L 320 389.44 
+L 361.333333 430.506667 
+L 402.666667 471.573333 
+L 444 512.64 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_30">
+    <path d="M 185.512338 -1 
+L 196 19.84 
+L 237.333333 101.973333 
+L 278.666667 184.106667 
+L 320 266.24 
+L 361.333333 348.373333 
+L 402.666667 430.506667 
+L 444 512.64 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_31">
+    <path d="M 187.19994 -1 
+L 188.357697 21.853432 
+L 190.107656 52.033306 
+L 191.857615 77.981233 
+L 193.607574 100.529026 
+L 195.357534 120.303903 
+L 197.107493 137.787753 
+L 198.857452 153.356915 
+L 200.957403 169.928065 
+L 203.057354 184.574471 
+L 205.157305 197.613066 
+L 207.257256 209.294822 
+L 209.357207 219.821059 
+L 211.457158 229.355147 
+L 213.907101 239.401669 
+L 216.357044 248.452884 
+L 218.806987 256.649717 
+L 221.25693 264.10769 
+L 223.706872 270.922396 
+L 226.506807 278.024702 
+L 229.306742 284.489724 
+L 232.106677 290.399554 
+L 234.906611 295.822763 
+L 238.056538 301.413734 
+L 241.206464 306.530702 
+L 244.356391 311.231496 
+L 247.506317 315.564904 
+L 251.006236 319.999121 
+L 254.506154 324.079047 
+L 258.356064 328.206302 
+L 262.205975 332.000121 
+L 266.055885 335.499341 
+L 270.255787 339.019366 
+L 274.805681 342.523517 
+L 279.355575 345.74412 
+L 284.25546 348.933186 
+L 289.505338 352.067185 
+L 294.755216 354.943817 
+L 300.355085 357.76277 
+L 306.304946 360.509763 
+L 312.604799 363.173816 
+L 319.254644 365.746859 
+L 326.254481 368.223331 
+L 333.954301 370.707749 
+L 342.004114 373.07148 
+L 350.75391 375.405989 
+L 360.203689 377.689883 
+L 370.353453 379.906642 
+L 381.2032 382.044082 
+L 392.75293 384.093762 
+L 405.352636 386.103324 
+L 419.002318 388.053675 
+L 434.051967 389.973054 
+L 450.151592 391.800544 
+L 468.001175 393.598229 
+L 487.600718 395.341657 
+L 508.95022 397.013398 
+L 518.4 397.688513 
+L 518.4 397.688513 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_32">
+    <path d="M 243.037956 -1 
+L 244.940214 16.193813 
+L 247.145535 34.32003 
+L 249.350856 50.764599 
+L 251.871222 67.784322 
+L 254.391589 83.172473 
+L 256.911956 97.152935 
+L 259.432322 109.910419 
+L 261.952689 121.598675 
+L 264.788102 133.629737 
+L 267.623514 144.624154 
+L 270.458927 154.710375 
+L 273.294339 163.996468 
+L 276.129752 172.574012 
+L 279.28021 181.368225 
+L 282.430669 189.475132 
+L 285.581127 196.972277 
+L 288.731585 203.925961 
+L 292.197089 211.015139 
+L 295.662594 217.580787 
+L 299.128098 223.678832 
+L 302.593602 229.35751 
+L 306.374152 235.123141 
+L 310.154702 240.486407 
+L 314.250298 245.889625 
+L 318.345894 250.913058 
+L 322.44149 255.59539 
+L 326.852131 260.294876 
+L 331.262773 264.674128 
+L 335.988461 269.046699 
+L 340.714148 273.121752 
+L 345.754882 277.173558 
+L 351.110661 281.178824 
+L 356.46644 284.906684 
+L 362.137265 288.582365 
+L 368.123136 292.190315 
+L 374.424053 295.717824 
+L 381.040015 299.154777 
+L 387.971024 302.493377 
+L 395.217078 305.727884 
+L 402.778178 308.854346 
+L 410.654324 311.870348 
+L 419.160562 314.88212 
+L 427.981845 317.766156 
+L 437.43322 320.616562 
+L 447.199641 323.33131 
+L 457.596154 325.993401 
+L 468.622758 328.590131 
+L 480.5945 331.17686 
+L 493.196333 333.670104 
+L 506.743304 336.120505 
+L 518.4 338.061134 
+L 518.4 338.061134 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #0000ff; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_33">
+    <path d="M 72 7.123463 
+L 113.333333 48.190129 
+L 154.666667 89.256796 
+L 196 130.323463 
+L 237.333333 171.390129 
+L 278.666667 212.456796 
+L 320 253.523463 
+L 361.333333 294.590129 
+L 402.666667 335.656796 
+L 444 376.723463 
+" clip-path="url(#p1063fbb0b3)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_34">
+    <defs>
+     <path id="m67fe304e13" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #ff0000"/>
+    </defs>
+    <g clip-path="url(#p1063fbb0b3)">
+     <use xlink:href="#m67fe304e13" x="261.777138" y="331.59277" style="fill: #ff0000; stroke: #ff0000"/>
+    </g>
+   </g>
+   <g id="line2d_35">
+    <defs>
+     <path id="m28015ef58a" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #008000"/>
+    </defs>
+    <g clip-path="url(#p1063fbb0b3)">
+     <use xlink:href="#m28015ef58a" x="328.99574" y="262.461166" style="fill: #008000; stroke: #008000"/>
+    </g>
+   </g>
+   <g id="line2d_36">
+    <defs>
+     <path id="mb8523ee558" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #bf00bf"/>
+    </defs>
+    <g clip-path="url(#p1063fbb0b3)">
+     <use xlink:href="#mb8523ee558" x="292.850373" y="212.291064" style="fill: #bf00bf; stroke: #bf00bf"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_37">
+     <path d="M 336.353125 81.899687 
+L 346.353125 81.899687 
+L 356.353125 81.899687 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_17">
+     <!-- Budget Constraint R Low -->
+     <g style="fill: #262626" transform="translate(364.353125 85.399687) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-42" d="M 469 0 
+L 469 4581 
+L 2188 4581 
+Q 2713 4581 3030 4442 
+Q 3347 4303 3526 4014 
+Q 3706 3725 3706 3409 
+Q 3706 3116 3547 2856 
+Q 3388 2597 3066 2438 
+Q 3481 2316 3704 2022 
+Q 3928 1728 3928 1328 
+Q 3928 1006 3792 729 
+Q 3656 453 3456 303 
+Q 3256 153 2954 76 
+Q 2653 0 2216 0 
+L 469 0 
+z
+M 1075 2656 
+L 2066 2656 
+Q 2469 2656 2644 2709 
+Q 2875 2778 2992 2937 
+Q 3109 3097 3109 3338 
+Q 3109 3566 3000 3739 
+Q 2891 3913 2687 3977 
+Q 2484 4041 1991 4041 
+L 1075 4041 
+L 1075 2656 
+z
+M 1075 541 
+L 2216 541 
+Q 2509 541 2628 563 
+Q 2838 600 2978 687 
+Q 3119 775 3209 942 
+Q 3300 1109 3300 1328 
+Q 3300 1584 3169 1773 
+Q 3038 1963 2805 2039 
+Q 2572 2116 2134 2116 
+L 1075 2116 
+L 1075 541 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-52" d="M 503 0 
+L 503 4581 
+L 2534 4581 
+Q 3147 4581 3465 4457 
+Q 3784 4334 3975 4021 
+Q 4166 3709 4166 3331 
+Q 4166 2844 3850 2509 
+Q 3534 2175 2875 2084 
+Q 3116 1969 3241 1856 
+Q 3506 1613 3744 1247 
+L 4541 0 
+L 3778 0 
+L 3172 953 
+Q 2906 1366 2734 1584 
+Q 2563 1803 2427 1890 
+Q 2291 1978 2150 2013 
+Q 2047 2034 1813 2034 
+L 1109 2034 
+L 1109 0 
+L 503 0 
+z
+M 1109 2559 
+L 2413 2559 
+Q 2828 2559 3062 2645 
+Q 3297 2731 3419 2920 
+Q 3541 3109 3541 3331 
+Q 3541 3656 3305 3865 
+Q 3069 4075 2559 4075 
+L 1109 4075 
+L 1109 2559 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-4c" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 541 
+L 3331 541 
+L 3331 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-77" d="M 1034 0 
+L 19 3319 
+L 600 3319 
+L 1128 1403 
+L 1325 691 
+Q 1338 744 1497 1375 
+L 2025 3319 
+L 2603 3319 
+L 3100 1394 
+L 3266 759 
+L 3456 1400 
+L 4025 3319 
+L 4572 3319 
+L 3534 0 
+L 2950 0 
+L 2422 1988 
+L 2294 2553 
+L 1622 0 
+L 1034 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-42"/>
+      <use xlink:href="#ArialMT-75" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(122.314453 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(177.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(233.544922 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(289.160156 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(316.943359 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(344.726562 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(416.943359 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(472.558594 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(528.173828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(578.173828 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(605.957031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(639.257812 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(694.873047 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(717.089844 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(772.705078 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(800.488281 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(828.271484 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(900.488281 0)"/>
+      <use xlink:href="#ArialMT-4c" transform="translate(928.271484 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(983.886719 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(1039.501953 0)"/>
+     </g>
+    </g>
+    <g id="line2d_38">
+     <path d="M 336.353125 96.284063 
+L 346.353125 96.284063 
+L 356.353125 96.284063 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_18">
+     <!-- Budget Constraint R High -->
+     <g style="fill: #262626" transform="translate(364.353125 99.784063) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-48" d="M 513 0 
+L 513 4581 
+L 1119 4581 
+L 1119 2700 
+L 3500 2700 
+L 3500 4581 
+L 4106 4581 
+L 4106 0 
+L 3500 0 
+L 3500 2159 
+L 1119 2159 
+L 1119 0 
+L 513 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-68" d="M 422 0 
+L 422 4581 
+L 984 4581 
+L 984 2938 
+Q 1378 3394 1978 3394 
+Q 2347 3394 2619 3248 
+Q 2891 3103 3008 2847 
+Q 3125 2591 3125 2103 
+L 3125 0 
+L 2563 0 
+L 2563 2103 
+Q 2563 2525 2380 2717 
+Q 2197 2909 1863 2909 
+Q 1613 2909 1392 2779 
+Q 1172 2650 1078 2428 
+Q 984 2206 984 1816 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-42"/>
+      <use xlink:href="#ArialMT-75" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(122.314453 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(177.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(233.544922 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(289.160156 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(316.943359 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(344.726562 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(416.943359 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(472.558594 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(528.173828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(578.173828 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(605.957031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(639.257812 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(694.873047 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(717.089844 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(772.705078 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(800.488281 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(828.271484 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(900.488281 0)"/>
+      <use xlink:href="#ArialMT-48" transform="translate(928.271484 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1000.488281 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(1022.705078 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(1078.320312 0)"/>
+     </g>
+    </g>
+    <g id="line2d_39">
+     <path d="M 336.353125 110.546562 
+L 346.353125 110.546562 
+L 356.353125 110.546562 
+" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_19">
+     <!-- Indiferrence Curve R Low -->
+     <g style="fill: #262626" transform="translate(364.353125 114.046562) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(139.013672 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(161.230469 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(244.628906 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(277.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(311.230469 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(366.845703 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(422.460938 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(472.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(528.076172 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(555.859375 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(628.076172 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(683.691406 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(716.992188 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(766.992188 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(822.607422 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(850.390625 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(922.607422 0)"/>
+      <use xlink:href="#ArialMT-4c" transform="translate(950.390625 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1006.005859 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(1061.621094 0)"/>
+     </g>
+    </g>
+    <g id="line2d_40">
+     <path d="M 336.353125 124.81375 
+L 346.353125 124.81375 
+L 356.353125 124.81375 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #0000ff; stroke-width: 1.5"/>
+    </g>
+    <g id="text_20">
+     <!-- Indiferrence Curve R High -->
+     <g style="fill: #262626" transform="translate(364.353125 128.31375) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(139.013672 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(161.230469 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(244.628906 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(277.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(311.230469 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(366.845703 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(422.460938 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(472.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(528.076172 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(555.859375 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(628.076172 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(683.691406 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(716.992188 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(766.992188 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(822.607422 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(850.390625 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(922.607422 0)"/>
+      <use xlink:href="#ArialMT-48" transform="translate(950.390625 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1022.607422 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(1044.824219 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(1100.439453 0)"/>
+     </g>
+    </g>
+    <g id="line2d_41">
+     <g>
+      <use xlink:href="#m67fe304e13" x="346.353125" y="139.204375" style="fill: #ff0000; stroke: #ff0000"/>
+     </g>
+    </g>
+    <g id="text_21">
+     <!-- A: Optimal Consumption R Low -->
+     <g style="fill: #262626" transform="translate(364.353125 142.704375) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-41" d="M -9 0 
+L 1750 4581 
+L 2403 4581 
+L 4278 0 
+L 3588 0 
+L 3053 1388 
+L 1138 1388 
+L 634 0 
+L -9 0 
+z
+M 1313 1881 
+L 2866 1881 
+L 2388 3150 
+Q 2169 3728 2063 4100 
+Q 1975 3659 1816 3225 
+L 1313 1881 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-3a" d="M 578 2678 
+L 578 3319 
+L 1219 3319 
+L 1219 2678 
+L 578 2678 
+z
+M 578 0 
+L 578 641 
+L 1219 641 
+L 1219 0 
+L 578 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-4f" d="M 309 2231 
+Q 309 3372 921 4017 
+Q 1534 4663 2503 4663 
+Q 3138 4663 3647 4359 
+Q 4156 4056 4423 3514 
+Q 4691 2972 4691 2284 
+Q 4691 1588 4409 1038 
+Q 4128 488 3612 205 
+Q 3097 -78 2500 -78 
+Q 1853 -78 1343 234 
+Q 834 547 571 1087 
+Q 309 1628 309 2231 
+z
+M 934 2222 
+Q 934 1394 1379 917 
+Q 1825 441 2497 441 
+Q 3181 441 3623 922 
+Q 4066 1403 4066 2288 
+Q 4066 2847 3877 3264 
+Q 3688 3681 3323 3911 
+Q 2959 4141 2506 4141 
+Q 1863 4141 1398 3698 
+Q 934 3256 934 2222 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-41"/>
+      <use xlink:href="#ArialMT-3a" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(94.482422 0)"/>
+      <use xlink:href="#ArialMT-4f" transform="translate(122.265625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(200.048828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(255.664062 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(283.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(305.664062 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(388.964844 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(444.580078 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(466.796875 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(494.580078 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(566.796875 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(622.412109 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(678.027344 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(728.027344 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(783.642578 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(866.943359 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(922.558594 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(950.341797 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(972.558594 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1028.173828 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1083.789062 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(1111.572266 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1183.789062 0)"/>
+      <use xlink:href="#ArialMT-4c" transform="translate(1211.572266 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1267.1875 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(1322.802734 0)"/>
+     </g>
+    </g>
+    <g id="line2d_42">
+     <g>
+      <use xlink:href="#m28015ef58a" x="346.353125" y="159.631875" style="fill: #008000; stroke: #008000"/>
+     </g>
+    </g>
+    <g id="text_22">
+     <!-- B: Income effect AB  -->
+     <g style="fill: #262626" transform="translate(364.353125 156.849688) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-42"/>
+      <use xlink:href="#ArialMT-3a" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(94.482422 0)"/>
+      <use xlink:href="#ArialMT-49" transform="translate(122.265625 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(150.048828 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(205.664062 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(255.664062 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(311.279297 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(394.580078 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(450.195312 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(559.626953 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(587.410156 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(643.025391 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(693.025391 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(720.808594 0)"/>
+      <use xlink:href="#ArialMT-41" transform="translate(743.091797 0)"/>
+      <use xlink:href="#ArialMT-42" transform="translate(809.791016 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(876.490234 0)"/>
+     </g>
+     <!--      Substitution effect BC  -->
+     <g style="fill: #262626" transform="translate(364.353125 167.426562) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-53" d="M 288 1472 
+L 859 1522 
+Q 900 1178 1048 958 
+Q 1197 738 1509 602 
+Q 1822 466 2213 466 
+Q 2559 466 2825 569 
+Q 3091 672 3220 851 
+Q 3350 1031 3350 1244 
+Q 3350 1459 3225 1620 
+Q 3100 1781 2813 1891 
+Q 2628 1963 1997 2114 
+Q 1366 2266 1113 2400 
+Q 784 2572 623 2826 
+Q 463 3081 463 3397 
+Q 463 3744 659 4045 
+Q 856 4347 1234 4503 
+Q 1613 4659 2075 4659 
+Q 2584 4659 2973 4495 
+Q 3363 4331 3572 4012 
+Q 3781 3694 3797 3291 
+L 3216 3247 
+Q 3169 3681 2898 3903 
+Q 2628 4125 2100 4125 
+Q 1550 4125 1298 3923 
+Q 1047 3722 1047 3438 
+Q 1047 3191 1225 3031 
+Q 1400 2872 2139 2705 
+Q 2878 2538 3153 2413 
+Q 3553 2228 3743 1945 
+Q 3934 1663 3934 1294 
+Q 3934 928 3725 604 
+Q 3516 281 3123 101 
+Q 2731 -78 2241 -78 
+Q 1619 -78 1198 103 
+Q 778 284 539 648 
+Q 300 1013 288 1472 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-62" d="M 941 0 
+L 419 0 
+L 419 4581 
+L 981 4581 
+L 981 2947 
+Q 1338 3394 1891 3394 
+Q 2197 3394 2470 3270 
+Q 2744 3147 2920 2923 
+Q 3097 2700 3197 2384 
+Q 3297 2069 3297 1709 
+Q 3297 856 2875 390 
+Q 2453 -75 1863 -75 
+Q 1275 -75 941 416 
+L 941 0 
+z
+M 934 1684 
+Q 934 1088 1097 822 
+Q 1363 388 1816 388 
+Q 2184 388 2453 708 
+Q 2722 1028 2722 1663 
+Q 2722 2313 2464 2622 
+Q 2206 2931 1841 2931 
+Q 1472 2931 1203 2611 
+Q 934 2291 934 1684 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-20"/>
+      <use xlink:href="#ArialMT-20" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(55.566406 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(83.349609 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(111.132812 0)"/>
+      <use xlink:href="#ArialMT-53" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(205.615234 0)"/>
+      <use xlink:href="#ArialMT-62" transform="translate(261.230469 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(316.845703 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(366.845703 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(394.628906 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(416.845703 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(444.628906 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(500.244141 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(528.027344 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(550.244141 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(605.859375 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(661.474609 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(689.257812 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(744.873047 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(770.90625 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(798.689453 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(854.304688 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(904.304688 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(932.087891 0)"/>
+      <use xlink:href="#ArialMT-42" transform="translate(959.871094 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(1026.570312 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1098.787109 0)"/>
+     </g>
+    </g>
+    <g id="line2d_43">
+     <g>
+      <use xlink:href="#mb8523ee558" x="346.353125" y="178.2" style="fill: #bf00bf; stroke: #bf00bf"/>
+     </g>
+    </g>
+    <g id="text_23">
+     <!-- C: Optimal Consumption R High  -->
+     <g style="fill: #262626" transform="translate(364.353125 181.7) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-3a" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(100 0)"/>
+      <use xlink:href="#ArialMT-4f" transform="translate(127.783203 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(205.566406 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(261.181641 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(288.964844 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(311.181641 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(394.482422 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(450.097656 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(472.314453 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(500.097656 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(572.314453 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(627.929688 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(683.544922 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(733.544922 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(789.160156 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(872.460938 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(928.076172 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(955.859375 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(978.076172 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1033.691406 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1089.306641 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(1117.089844 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1189.306641 0)"/>
+      <use xlink:href="#ArialMT-48" transform="translate(1217.089844 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1289.306641 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(1311.523438 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(1367.138672 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1422.753906 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p1063fbb0b3">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.jpg b/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.jpg
new file mode 100644
index 00000000..d39f35bf
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.jpg differ
diff --git a/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.pdf b/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.pdf
new file mode 100644
index 00000000..501e4764
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.pdf differ
diff --git a/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.png b/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.png
new file mode 100644
index 00000000..20bbe9d2
Binary files /dev/null and b/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.png differ
diff --git a/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.svg b/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.svg
new file mode 100644
index 00000000..6e1453f7
--- /dev/null
+++ b/notebooks/Figures/FisherTwoPeriod/secondPeriodIncome.svg
@@ -0,0 +1,1947 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 72 512.64 
+L 72 69.12 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(69.219531 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 146.4 512.64 
+L 146.4 69.12 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 20 -->
+      <g style="fill: #262626" transform="translate(140.839062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 220.8 512.64 
+L 220.8 69.12 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 40 -->
+      <g style="fill: #262626" transform="translate(215.239062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-34"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 295.2 512.64 
+L 295.2 69.12 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 60 -->
+      <g style="fill: #262626" transform="translate(289.639062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-36"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 369.6 512.64 
+L 369.6 69.12 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 80 -->
+      <g style="fill: #262626" transform="translate(364.039062 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-38"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 444 512.64 
+L 444 69.12 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(435.658594 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 518.4 512.64 
+L 518.4 69.12 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 120 -->
+      <g style="fill: #262626" transform="translate(510.058594 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Period 1 Consumption $C_1$ -->
+     <g style="fill: #262626" transform="translate(238.45 536.785313) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-43" d="M 4447 4306 
+L 4319 3641 
+Q 4019 3944 3683 4091 
+Q 3347 4238 2956 4238 
+Q 2422 4238 2017 3981 
+Q 1613 3725 1319 3200 
+Q 1131 2863 1032 2486 
+Q 934 2109 934 1728 
+Q 934 1091 1264 756 
+Q 1594 422 2222 422 
+Q 2656 422 3056 561 
+Q 3456 700 3834 978 
+L 3688 231 
+Q 3316 72 2936 -9 
+Q 2556 -91 2175 -91 
+Q 1278 -91 773 396 
+Q 269 884 269 1753 
+Q 269 2309 461 2846 
+Q 653 3384 1013 3828 
+Q 1394 4300 1883 4525 
+Q 2372 4750 3022 4750 
+Q 3422 4750 3780 4639 
+Q 4138 4528 4447 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50" transform="translate(0 0.78125)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(66.699219 0.78125)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(122.314453 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(155.615234 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(177.832031 0.78125)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(233.447266 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(289.0625 0.78125)"/>
+      <use xlink:href="#ArialMT-31" transform="translate(316.845703 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(372.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(400.244141 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(528.076172 0.78125)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(583.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(633.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(689.306641 0.78125)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(772.607422 0.78125)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(828.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(856.005859 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(878.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(933.837891 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(989.453125 0.78125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-43" transform="translate(1017.236328 0.78125)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(1087.060547 -15.625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_15">
+      <path d="M 72 512.64 
+L 518.4 512.64 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(62.939062 516.218906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_17">
+      <path d="M 72 438.72 
+L 518.4 438.72 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 20 -->
+      <g style="fill: #262626" transform="translate(57.378125 442.298906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_19">
+      <path d="M 72 364.8 
+L 518.4 364.8 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 40 -->
+      <g style="fill: #262626" transform="translate(57.378125 368.378906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-34"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_21">
+      <path d="M 72 290.88 
+L 518.4 290.88 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 60 -->
+      <g style="fill: #262626" transform="translate(57.378125 294.458906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-36"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_23">
+      <path d="M 72 216.96 
+L 518.4 216.96 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 80 -->
+      <g style="fill: #262626" transform="translate(57.378125 220.538906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-38"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_25">
+      <path d="M 72 143.04 
+L 518.4 143.04 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(51.817188 146.618906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_27">
+      <path d="M 72 69.12 
+L 518.4 69.12 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- 120 -->
+      <g style="fill: #262626" transform="translate(51.817188 72.698906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- Period 2 Consumption $C_2$ -->
+     <g style="fill: #262626" transform="translate(45.817188 347.63) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50" transform="translate(0 0.78125)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(66.699219 0.78125)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(122.314453 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(155.615234 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(177.832031 0.78125)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(233.447266 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(289.0625 0.78125)"/>
+      <use xlink:href="#ArialMT-32" transform="translate(316.845703 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(372.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(400.244141 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.460938 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(528.076172 0.78125)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(583.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(633.691406 0.78125)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(689.306641 0.78125)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(772.607422 0.78125)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(828.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(856.005859 0.78125)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(878.222656 0.78125)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(933.837891 0.78125)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(989.453125 0.78125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-43" transform="translate(1017.236328 0.78125)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(1087.060547 -15.625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_29">
+    <path d="M 72 143.04 
+L 113.333333 184.106667 
+L 154.666667 225.173333 
+L 196 266.24 
+L 237.333333 307.306667 
+L 278.666667 348.373333 
+L 320 389.44 
+L 361.333333 430.506667 
+L 402.666667 471.573333 
+L 444 512.64 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_30">
+    <path d="M 72 143.04 
+L 92.666667 184.106667 
+L 113.333333 225.173333 
+L 134 266.24 
+L 154.666667 307.306667 
+L 175.333333 348.373333 
+L 196 389.44 
+L 216.666667 430.506667 
+L 237.333333 471.573333 
+L 258 512.64 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_31">
+    <path d="M 187.19994 -1 
+L 188.357697 21.853432 
+L 190.107656 52.033306 
+L 191.857615 77.981233 
+L 193.607574 100.529026 
+L 195.357534 120.303903 
+L 197.107493 137.787753 
+L 198.857452 153.356915 
+L 200.957403 169.928065 
+L 203.057354 184.574471 
+L 205.157305 197.613066 
+L 207.257256 209.294822 
+L 209.357207 219.821059 
+L 211.457158 229.355147 
+L 213.907101 239.401669 
+L 216.357044 248.452884 
+L 218.806987 256.649717 
+L 221.25693 264.10769 
+L 223.706872 270.922396 
+L 226.506807 278.024702 
+L 229.306742 284.489724 
+L 232.106677 290.399554 
+L 234.906611 295.822763 
+L 238.056538 301.413734 
+L 241.206464 306.530702 
+L 244.356391 311.231496 
+L 247.506317 315.564904 
+L 251.006236 319.999121 
+L 254.506154 324.079047 
+L 258.356064 328.206302 
+L 262.205975 332.000121 
+L 266.055885 335.499341 
+L 270.255787 339.019366 
+L 274.805681 342.523517 
+L 279.355575 345.74412 
+L 284.25546 348.933186 
+L 289.505338 352.067185 
+L 294.755216 354.943817 
+L 300.355085 357.76277 
+L 306.304946 360.509763 
+L 312.604799 363.173816 
+L 319.254644 365.746859 
+L 326.254481 368.223331 
+L 333.954301 370.707749 
+L 342.004114 373.07148 
+L 350.75391 375.405989 
+L 360.203689 377.689883 
+L 370.353453 379.906642 
+L 381.2032 382.044082 
+L 392.75293 384.093762 
+L 405.352636 386.103324 
+L 419.002318 388.053675 
+L 434.051967 389.973054 
+L 450.151592 391.800544 
+L 468.001175 393.598229 
+L 487.600718 395.341657 
+L 508.95022 397.013398 
+L 518.4 397.688513 
+L 518.4 397.688513 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_32">
+    <path d="M 145.794184 -1 
+L 146.738014 42.514161 
+L 147.878081 84.898721 
+L 149.018149 119.309876 
+L 150.158216 147.804131 
+L 151.298284 171.786762 
+L 152.818374 198.420701 
+L 154.338464 220.411998 
+L 155.858553 238.877244 
+L 157.378643 254.60154 
+L 158.898733 268.153013 
+L 160.418823 279.952928 
+L 161.938913 290.320258 
+L 163.839026 301.634265 
+L 165.739138 311.457516 
+L 167.63925 320.066437 
+L 169.539363 327.673091 
+L 171.439475 334.442879 
+L 173.339588 340.506703 
+L 175.619722 346.99775 
+L 177.899857 352.766864 
+L 180.179992 357.92814 
+L 182.460127 362.572833 
+L 184.740262 366.774805 
+L 187.400419 371.197552 
+L 190.060577 375.17769 
+L 192.720734 378.778495 
+L 195.760914 382.495184 
+L 198.801094 385.846809 
+L 201.841274 388.884637 
+L 205.261476 391.979235 
+L 208.681678 394.778945 
+L 212.481903 397.592566 
+L 216.282128 400.136805 
+L 220.462375 402.668194 
+L 225.022645 405.155815 
+L 229.962937 407.575626 
+L 234.903229 409.751481 
+L 240.223544 411.862019 
+L 245.923881 413.894733 
+L 252.384264 415.955892 
+L 259.224668 417.901 
+L 266.825118 419.82202 
+L 274.80559 421.611201 
+L 283.546107 423.347348 
+L 293.426691 425.076473 
+L 304.067321 426.710018 
+L 315.848018 428.291983 
+L 329.148805 429.845057 
+L 343.589659 431.304935 
+L 359.930626 432.728906 
+L 378.171705 434.090624 
+L 398.692919 435.395734 
+L 421.87429 436.643935 
+L 448.475864 437.847439 
+L 478.877662 438.993606 
+L 513.83973 440.083133 
+L 518.4 440.210523 
+L 518.4 440.210523 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #0000ff; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_33">
+    <path d="M 72 327.84 
+L 92.666667 348.373333 
+L 113.333333 368.906667 
+L 134 389.44 
+L 154.666667 409.973333 
+L 175.333333 430.506667 
+L 196 451.04 
+L 216.666667 471.573333 
+L 237.333333 492.106667 
+L 258 512.64 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke-dasharray: 1.5,2.475; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_34">
+    <path d="M 123.472117 -1 
+L 124.018247 50.547829 
+L 124.814173 107.42303 
+L 125.6101 150.654018 
+L 126.406027 184.624761 
+L 127.599917 223.82564 
+L 128.793808 253.493925 
+L 129.987698 276.729781 
+L 131.181588 295.420549 
+L 132.375479 310.780994 
+L 133.569369 323.6284 
+L 134.763259 334.532851 
+L 136.355113 346.741776 
+L 137.946966 356.901958 
+L 139.53882 365.489167 
+L 141.130674 372.842444 
+L 142.722528 379.209925 
+L 144.314381 384.777393 
+L 146.304198 390.824677 
+L 148.294015 396.051142 
+L 150.283833 400.613286 
+L 152.27365 404.6302 
+L 154.263467 408.194116 
+L 156.651247 411.973911 
+L 159.039028 415.303167 
+L 161.426808 418.257907 
+L 163.814589 420.89796 
+L 166.600333 423.64344 
+L 169.386077 426.085488 
+L 172.569784 428.565549 
+L 175.753492 430.767485 
+L 179.335163 432.967015 
+L 183.314797 435.123726 
+L 187.294431 437.029181 
+L 191.672029 438.884226 
+L 196.44759 440.668821 
+L 201.621114 442.369398 
+L 207.590566 444.084866 
+L 213.95798 445.677032 
+L 221.121322 447.230951 
+L 229.080591 448.720389 
+L 237.835786 450.12838 
+L 247.784872 451.496038 
+L 258.927847 452.796964 
+L 271.662677 454.051231 
+L 285.98936 455.233648 
+L 302.305861 456.355203 
+L 321.408105 457.438507 
+L 343.296093 458.452974 
+L 369.163716 459.423042 
+L 399.8069 460.340959 
+L 436.021571 461.197009 
+L 479.797548 462.002393 
+L 518.4 462.566122 
+L 518.4 462.566122 
+" clip-path="url(#p8c7a4ea7c5)" style="fill: none; stroke-dasharray: 1.5,2.475; stroke-dashoffset: 0; stroke: #0000ff; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_35">
+    <defs>
+     <path id="m20f1db1b30" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #ff0000"/>
+    </defs>
+    <g clip-path="url(#p8c7a4ea7c5)">
+     <use xlink:href="#m20f1db1b30" x="261.777138" y="331.59277" style="fill: #ff0000; stroke: #ff0000"/>
+    </g>
+   </g>
+   <g id="line2d_36">
+    <defs>
+     <path id="mc4a4d4ec57" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #008000"/>
+    </defs>
+    <g clip-path="url(#p8c7a4ea7c5)">
+     <use xlink:href="#mc4a4d4ec57" x="200.483887" y="387.564195" style="fill: #008000; stroke: #008000"/>
+    </g>
+   </g>
+   <g id="line2d_37">
+    <defs>
+     <path id="m928ea3dfda" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #bf00bf"/>
+    </defs>
+    <g clip-path="url(#p8c7a4ea7c5)">
+     <use xlink:href="#m928ea3dfda" x="182.974566" y="363.557201" style="fill: #bf00bf; stroke: #bf00bf"/>
+    </g>
+   </g>
+   <g id="line2d_38">
+    <defs>
+     <path id="m595f080cbd" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #00bfbf"/>
+    </defs>
+    <g clip-path="url(#p8c7a4ea7c5)">
+     <use xlink:href="#m595f080cbd" x="165" y="422.106859" style="fill: #00bfbf; stroke: #00bfbf"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_39">
+     <path d="M 339.13125 81.899688 
+L 349.13125 81.899688 
+L 359.13125 81.899688 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_17">
+     <!-- Budget Constraint R Low -->
+     <g style="fill: #262626" transform="translate(367.13125 85.399688) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-42" d="M 469 0 
+L 469 4581 
+L 2188 4581 
+Q 2713 4581 3030 4442 
+Q 3347 4303 3526 4014 
+Q 3706 3725 3706 3409 
+Q 3706 3116 3547 2856 
+Q 3388 2597 3066 2438 
+Q 3481 2316 3704 2022 
+Q 3928 1728 3928 1328 
+Q 3928 1006 3792 729 
+Q 3656 453 3456 303 
+Q 3256 153 2954 76 
+Q 2653 0 2216 0 
+L 469 0 
+z
+M 1075 2656 
+L 2066 2656 
+Q 2469 2656 2644 2709 
+Q 2875 2778 2992 2937 
+Q 3109 3097 3109 3338 
+Q 3109 3566 3000 3739 
+Q 2891 3913 2687 3977 
+Q 2484 4041 1991 4041 
+L 1075 4041 
+L 1075 2656 
+z
+M 1075 541 
+L 2216 541 
+Q 2509 541 2628 563 
+Q 2838 600 2978 687 
+Q 3119 775 3209 942 
+Q 3300 1109 3300 1328 
+Q 3300 1584 3169 1773 
+Q 3038 1963 2805 2039 
+Q 2572 2116 2134 2116 
+L 1075 2116 
+L 1075 541 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-52" d="M 503 0 
+L 503 4581 
+L 2534 4581 
+Q 3147 4581 3465 4457 
+Q 3784 4334 3975 4021 
+Q 4166 3709 4166 3331 
+Q 4166 2844 3850 2509 
+Q 3534 2175 2875 2084 
+Q 3116 1969 3241 1856 
+Q 3506 1613 3744 1247 
+L 4541 0 
+L 3778 0 
+L 3172 953 
+Q 2906 1366 2734 1584 
+Q 2563 1803 2427 1890 
+Q 2291 1978 2150 2013 
+Q 2047 2034 1813 2034 
+L 1109 2034 
+L 1109 0 
+L 503 0 
+z
+M 1109 2559 
+L 2413 2559 
+Q 2828 2559 3062 2645 
+Q 3297 2731 3419 2920 
+Q 3541 3109 3541 3331 
+Q 3541 3656 3305 3865 
+Q 3069 4075 2559 4075 
+L 1109 4075 
+L 1109 2559 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-4c" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 541 
+L 3331 541 
+L 3331 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-77" d="M 1034 0 
+L 19 3319 
+L 600 3319 
+L 1128 1403 
+L 1325 691 
+Q 1338 744 1497 1375 
+L 2025 3319 
+L 2603 3319 
+L 3100 1394 
+L 3266 759 
+L 3456 1400 
+L 4025 3319 
+L 4572 3319 
+L 3534 0 
+L 2950 0 
+L 2422 1988 
+L 2294 2553 
+L 1622 0 
+L 1034 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-42"/>
+      <use xlink:href="#ArialMT-75" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(122.314453 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(177.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(233.544922 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(289.160156 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(316.943359 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(344.726562 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(416.943359 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(472.558594 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(528.173828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(578.173828 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(605.957031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(639.257812 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(694.873047 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(717.089844 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(772.705078 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(800.488281 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(828.271484 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(900.488281 0)"/>
+      <use xlink:href="#ArialMT-4c" transform="translate(928.271484 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(983.886719 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(1039.501953 0)"/>
+     </g>
+    </g>
+    <g id="line2d_40">
+     <path d="M 339.13125 96.284063 
+L 349.13125 96.284063 
+L 359.13125 96.284063 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_18">
+     <!-- Budget Constraint R High -->
+     <g style="fill: #262626" transform="translate(367.13125 99.784063) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-48" d="M 513 0 
+L 513 4581 
+L 1119 4581 
+L 1119 2700 
+L 3500 2700 
+L 3500 4581 
+L 4106 4581 
+L 4106 0 
+L 3500 0 
+L 3500 2159 
+L 1119 2159 
+L 1119 0 
+L 513 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-68" d="M 422 0 
+L 422 4581 
+L 984 4581 
+L 984 2938 
+Q 1378 3394 1978 3394 
+Q 2347 3394 2619 3248 
+Q 2891 3103 3008 2847 
+Q 3125 2591 3125 2103 
+L 3125 0 
+L 2563 0 
+L 2563 2103 
+Q 2563 2525 2380 2717 
+Q 2197 2909 1863 2909 
+Q 1613 2909 1392 2779 
+Q 1172 2650 1078 2428 
+Q 984 2206 984 1816 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-42"/>
+      <use xlink:href="#ArialMT-75" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(122.314453 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(177.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(233.544922 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(289.160156 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(316.943359 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(344.726562 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(416.943359 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(472.558594 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(528.173828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(578.173828 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(605.957031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(639.257812 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(694.873047 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(717.089844 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(772.705078 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(800.488281 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(828.271484 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(900.488281 0)"/>
+      <use xlink:href="#ArialMT-48" transform="translate(928.271484 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1000.488281 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(1022.705078 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(1078.320312 0)"/>
+     </g>
+    </g>
+    <g id="line2d_41">
+     <path d="M 339.13125 110.546563 
+L 349.13125 110.546563 
+L 359.13125 110.546563 
+" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_19">
+     <!-- Indiferrence Curve R Low -->
+     <g style="fill: #262626" transform="translate(367.13125 114.046563) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(139.013672 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(161.230469 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(244.628906 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(277.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(311.230469 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(366.845703 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(422.460938 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(472.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(528.076172 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(555.859375 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(628.076172 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(683.691406 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(716.992188 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(766.992188 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(822.607422 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(850.390625 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(922.607422 0)"/>
+      <use xlink:href="#ArialMT-4c" transform="translate(950.390625 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1006.005859 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(1061.621094 0)"/>
+     </g>
+    </g>
+    <g id="line2d_42">
+     <path d="M 339.13125 124.81375 
+L 349.13125 124.81375 
+L 359.13125 124.81375 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #0000ff; stroke-width: 1.5"/>
+    </g>
+    <g id="text_20">
+     <!-- Indiferrence Curve R High -->
+     <g style="fill: #262626" transform="translate(367.13125 128.31375) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(139.013672 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(161.230469 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(244.628906 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(277.929688 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(311.230469 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(366.845703 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(422.460938 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(472.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(528.076172 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(555.859375 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(628.076172 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(683.691406 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(716.992188 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(766.992188 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(822.607422 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(850.390625 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(922.607422 0)"/>
+      <use xlink:href="#ArialMT-48" transform="translate(950.390625 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1022.607422 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(1044.824219 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(1100.439453 0)"/>
+     </g>
+    </g>
+    <g id="line2d_43">
+     <g>
+      <use xlink:href="#m20f1db1b30" x="349.13125" y="139.204375" style="fill: #ff0000; stroke: #ff0000"/>
+     </g>
+    </g>
+    <g id="text_21">
+     <!-- A: Optimal Consumption R Low -->
+     <g style="fill: #262626" transform="translate(367.13125 142.704375) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-41" d="M -9 0 
+L 1750 4581 
+L 2403 4581 
+L 4278 0 
+L 3588 0 
+L 3053 1388 
+L 1138 1388 
+L 634 0 
+L -9 0 
+z
+M 1313 1881 
+L 2866 1881 
+L 2388 3150 
+Q 2169 3728 2063 4100 
+Q 1975 3659 1816 3225 
+L 1313 1881 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-3a" d="M 578 2678 
+L 578 3319 
+L 1219 3319 
+L 1219 2678 
+L 578 2678 
+z
+M 578 0 
+L 578 641 
+L 1219 641 
+L 1219 0 
+L 578 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-4f" d="M 309 2231 
+Q 309 3372 921 4017 
+Q 1534 4663 2503 4663 
+Q 3138 4663 3647 4359 
+Q 4156 4056 4423 3514 
+Q 4691 2972 4691 2284 
+Q 4691 1588 4409 1038 
+Q 4128 488 3612 205 
+Q 3097 -78 2500 -78 
+Q 1853 -78 1343 234 
+Q 834 547 571 1087 
+Q 309 1628 309 2231 
+z
+M 934 2222 
+Q 934 1394 1379 917 
+Q 1825 441 2497 441 
+Q 3181 441 3623 922 
+Q 4066 1403 4066 2288 
+Q 4066 2847 3877 3264 
+Q 3688 3681 3323 3911 
+Q 2959 4141 2506 4141 
+Q 1863 4141 1398 3698 
+Q 934 3256 934 2222 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-41"/>
+      <use xlink:href="#ArialMT-3a" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(94.482422 0)"/>
+      <use xlink:href="#ArialMT-4f" transform="translate(122.265625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(200.048828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(255.664062 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(283.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(305.664062 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(388.964844 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(444.580078 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(466.796875 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(494.580078 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(566.796875 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(622.412109 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(678.027344 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(728.027344 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(783.642578 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(866.943359 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(922.558594 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(950.341797 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(972.558594 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1028.173828 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1083.789062 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(1111.572266 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1183.789062 0)"/>
+      <use xlink:href="#ArialMT-4c" transform="translate(1211.572266 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1267.1875 0)"/>
+      <use xlink:href="#ArialMT-77" transform="translate(1322.802734 0)"/>
+     </g>
+    </g>
+    <g id="line2d_44">
+     <g>
+      <use xlink:href="#mc4a4d4ec57" x="349.13125" y="159.631875" style="fill: #008000; stroke: #008000"/>
+     </g>
+    </g>
+    <g id="text_22">
+     <!-- B: Income effect DB  -->
+     <g style="fill: #262626" transform="translate(367.13125 156.849688) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-44" d="M 494 0 
+L 494 4581 
+L 2072 4581 
+Q 2606 4581 2888 4516 
+Q 3281 4425 3559 4188 
+Q 3922 3881 4101 3404 
+Q 4281 2928 4281 2316 
+Q 4281 1794 4159 1391 
+Q 4038 988 3847 723 
+Q 3656 459 3429 307 
+Q 3203 156 2883 78 
+Q 2563 0 2147 0 
+L 494 0 
+z
+M 1100 541 
+L 2078 541 
+Q 2531 541 2789 625 
+Q 3047 709 3200 863 
+Q 3416 1078 3536 1442 
+Q 3656 1806 3656 2325 
+Q 3656 3044 3420 3430 
+Q 3184 3816 2847 3947 
+Q 2603 4041 2063 4041 
+L 1100 4041 
+L 1100 541 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-42"/>
+      <use xlink:href="#ArialMT-3a" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(94.482422 0)"/>
+      <use xlink:href="#ArialMT-49" transform="translate(122.265625 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(150.048828 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(205.664062 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(255.664062 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(311.279297 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(394.580078 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(450.195312 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(559.626953 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(587.410156 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(643.025391 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(693.025391 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(720.808594 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(748.591797 0)"/>
+      <use xlink:href="#ArialMT-42" transform="translate(820.808594 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(887.507812 0)"/>
+     </g>
+     <!--     Substitution effect BC -->
+     <g style="fill: #262626" transform="translate(367.13125 167.426563) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-53" d="M 288 1472 
+L 859 1522 
+Q 900 1178 1048 958 
+Q 1197 738 1509 602 
+Q 1822 466 2213 466 
+Q 2559 466 2825 569 
+Q 3091 672 3220 851 
+Q 3350 1031 3350 1244 
+Q 3350 1459 3225 1620 
+Q 3100 1781 2813 1891 
+Q 2628 1963 1997 2114 
+Q 1366 2266 1113 2400 
+Q 784 2572 623 2826 
+Q 463 3081 463 3397 
+Q 463 3744 659 4045 
+Q 856 4347 1234 4503 
+Q 1613 4659 2075 4659 
+Q 2584 4659 2973 4495 
+Q 3363 4331 3572 4012 
+Q 3781 3694 3797 3291 
+L 3216 3247 
+Q 3169 3681 2898 3903 
+Q 2628 4125 2100 4125 
+Q 1550 4125 1298 3923 
+Q 1047 3722 1047 3438 
+Q 1047 3191 1225 3031 
+Q 1400 2872 2139 2705 
+Q 2878 2538 3153 2413 
+Q 3553 2228 3743 1945 
+Q 3934 1663 3934 1294 
+Q 3934 928 3725 604 
+Q 3516 281 3123 101 
+Q 2731 -78 2241 -78 
+Q 1619 -78 1198 103 
+Q 778 284 539 648 
+Q 300 1013 288 1472 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-62" d="M 941 0 
+L 419 0 
+L 419 4581 
+L 981 4581 
+L 981 2947 
+Q 1338 3394 1891 3394 
+Q 2197 3394 2470 3270 
+Q 2744 3147 2920 2923 
+Q 3097 2700 3197 2384 
+Q 3297 2069 3297 1709 
+Q 3297 856 2875 390 
+Q 2453 -75 1863 -75 
+Q 1275 -75 941 416 
+L 941 0 
+z
+M 934 1684 
+Q 934 1088 1097 822 
+Q 1363 388 1816 388 
+Q 2184 388 2453 708 
+Q 2722 1028 2722 1663 
+Q 2722 2313 2464 2622 
+Q 2206 2931 1841 2931 
+Q 1472 2931 1203 2611 
+Q 934 2291 934 1684 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-20"/>
+      <use xlink:href="#ArialMT-20" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(55.566406 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(83.349609 0)"/>
+      <use xlink:href="#ArialMT-53" transform="translate(111.132812 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(177.832031 0)"/>
+      <use xlink:href="#ArialMT-62" transform="translate(233.447266 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(289.0625 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(339.0625 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(366.845703 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(389.0625 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(416.845703 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(472.460938 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(500.244141 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(522.460938 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(578.076172 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(633.691406 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(661.474609 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(717.089844 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(743.123047 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(770.90625 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(826.521484 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(876.521484 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(904.304688 0)"/>
+      <use xlink:href="#ArialMT-42" transform="translate(932.087891 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(998.787109 0)"/>
+     </g>
+    </g>
+    <g id="line2d_45">
+     <g>
+      <use xlink:href="#m928ea3dfda" x="349.13125" y="178.2" style="fill: #bf00bf; stroke: #bf00bf"/>
+     </g>
+    </g>
+    <g id="text_23">
+     <!-- C: Optimal Consumption R High -->
+     <g style="fill: #262626" transform="translate(367.13125 181.7) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-3a" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(100 0)"/>
+      <use xlink:href="#ArialMT-4f" transform="translate(127.783203 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(205.566406 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(261.181641 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(288.964844 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(311.181641 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(394.482422 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(450.097656 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(472.314453 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(500.097656 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(572.314453 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(627.929688 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(683.544922 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(733.544922 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(789.160156 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(872.460938 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(928.076172 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(955.859375 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(978.076172 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1033.691406 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1089.306641 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(1117.089844 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1189.306641 0)"/>
+      <use xlink:href="#ArialMT-48" transform="translate(1217.089844 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1289.306641 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(1311.523438 0)"/>
+      <use xlink:href="#ArialMT-68" transform="translate(1367.138672 0)"/>
+     </g>
+    </g>
+    <g id="line2d_46">
+     <g>
+      <use xlink:href="#m595f080cbd" x="349.13125" y="192.4625" style="fill: #00bfbf; stroke: #00bfbf"/>
+     </g>
+    </g>
+    <g id="text_24">
+     <!-- D: HW effect AD -->
+     <g style="fill: #262626" transform="translate(367.13125 195.9625) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-57" d="M 1294 0 
+L 78 4581 
+L 700 4581 
+L 1397 1578 
+Q 1509 1106 1591 641 
+Q 1766 1375 1797 1488 
+L 2669 4581 
+L 3400 4581 
+L 4056 2263 
+Q 4303 1400 4413 641 
+Q 4500 1075 4641 1638 
+L 5359 4581 
+L 5969 4581 
+L 4713 0 
+L 4128 0 
+L 3163 3491 
+Q 3041 3928 3019 4028 
+Q 2947 3713 2884 3491 
+L 1913 0 
+L 1294 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-44"/>
+      <use xlink:href="#ArialMT-3a" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(100 0)"/>
+      <use xlink:href="#ArialMT-48" transform="translate(127.783203 0)"/>
+      <use xlink:href="#ArialMT-57" transform="translate(200 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(294.384766 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(322.167969 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(377.783203 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(403.816406 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(431.599609 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(487.214844 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(537.214844 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(564.998047 0)"/>
+      <use xlink:href="#ArialMT-41" transform="translate(587.28125 0)"/>
+      <use xlink:href="#ArialMT-44" transform="translate(653.980469 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p8c7a4ea7c5">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.jpg b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.jpg
new file mode 100644
index 00000000..d8d0aa4e
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.jpg differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.pdf b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.pdf
new file mode 100644
index 00000000..c0447c41
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.pdf differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.png b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.png
new file mode 100644
index 00000000..5252c944
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.png differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.svg b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.svg
new file mode 100644
index 00000000..51f812a8
--- /dev/null
+++ b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/PermShkDstn.svg
@@ -0,0 +1,921 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="PathCollection_1">
+    <defs>
+     <path id="m6989726627" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #1f77b4"/>
+    </defs>
+    <g clip-path="url(#pf884703079)">
+     <use xlink:href="#m6989726627" x="92.290909" y="218.16" style="fill: #1f77b4; stroke: #1f77b4"/>
+     <use xlink:href="#m6989726627" x="179.873413" y="218.16" style="fill: #1f77b4; stroke: #1f77b4"/>
+     <use xlink:href="#m6989726627" x="231.83945" y="218.16" style="fill: #1f77b4; stroke: #1f77b4"/>
+     <use xlink:href="#m6989726627" x="278.051369" y="218.16" style="fill: #1f77b4; stroke: #1f77b4"/>
+     <use xlink:href="#m6989726627" x="326.01798" y="218.16" style="fill: #1f77b4; stroke: #1f77b4"/>
+     <use xlink:href="#m6989726627" x="384.535765" y="218.16" style="fill: #1f77b4; stroke: #1f77b4"/>
+     <use xlink:href="#m6989726627" x="498.109091" y="218.16" style="fill: #1f77b4; stroke: #1f77b4"/>
+    </g>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m964678c2c7" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m964678c2c7" x="91.738441" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.85 -->
+      <g transform="translate(80.605628 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m964678c2c7" x="155.955055" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.90 -->
+      <g transform="translate(144.822242 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-39" d="M 703 97 
+L 703 672 
+Q 941 559 1184 500 
+Q 1428 441 1663 441 
+Q 2288 441 2617 861 
+Q 2947 1281 2994 2138 
+Q 2813 1869 2534 1725 
+Q 2256 1581 1919 1581 
+Q 1219 1581 811 2004 
+Q 403 2428 403 3163 
+Q 403 3881 828 4315 
+Q 1253 4750 1959 4750 
+Q 2769 4750 3195 4129 
+Q 3622 3509 3622 2328 
+Q 3622 1225 3098 567 
+Q 2575 -91 1691 -91 
+Q 1453 -91 1209 -44 
+Q 966 3 703 97 
+z
+M 1959 2075 
+Q 2384 2075 2632 2365 
+Q 2881 2656 2881 3163 
+Q 2881 3666 2632 3958 
+Q 2384 4250 1959 4250 
+Q 1534 4250 1286 3958 
+Q 1038 3666 1038 3163 
+Q 1038 2656 1286 2365 
+Q 1534 2075 1959 2075 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m964678c2c7" x="220.171668" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.95 -->
+      <g transform="translate(209.038856 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m964678c2c7" x="284.388282" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 1.00 -->
+      <g transform="translate(273.25547 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m964678c2c7" x="348.604896" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 1.05 -->
+      <g transform="translate(337.472084 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m964678c2c7" x="412.82151" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 1.10 -->
+      <g transform="translate(401.688698 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m964678c2c7" x="477.038124" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 1.15 -->
+      <g transform="translate(465.905311 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Value -->
+     <g transform="translate(281.46875 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-56"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(60.658203 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(121.9375 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(149.720703 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(213.099609 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_8">
+      <defs>
+       <path id="meecf45745d" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#meecf45745d" x="72" y="363.312" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.136 -->
+      <g transform="translate(36.371875 367.111219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#meecf45745d" x="72" y="320.976" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.138 -->
+      <g transform="translate(36.371875 324.775219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#meecf45745d" x="72" y="278.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.140 -->
+      <g transform="translate(36.371875 282.439219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#meecf45745d" x="72" y="236.304" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.142 -->
+      <g transform="translate(36.371875 240.103219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#meecf45745d" x="72" y="193.968" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.144 -->
+      <g transform="translate(36.371875 197.767219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#meecf45745d" x="72" y="151.632" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 0.146 -->
+      <g transform="translate(36.371875 155.431219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#meecf45745d" x="72" y="109.296" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 0.148 -->
+      <g transform="translate(36.371875 113.095219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#meecf45745d" x="72" y="66.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- 0.150 -->
+      <g transform="translate(36.371875 70.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_17">
+     <!-- Probability Mass -->
+     <g transform="translate(30.292188 258.765469) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-62" d="M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+M 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2969 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-50"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(58.552734 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(97.416016 0)"/>
+      <use xlink:href="#DejaVuSans-62" transform="translate(158.597656 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(222.074219 0)"/>
+      <use xlink:href="#DejaVuSans-62" transform="translate(283.353516 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(346.830078 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(374.613281 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(402.396484 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(430.179688 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(469.388672 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(528.568359 0)"/>
+      <use xlink:href="#DejaVuSans-4d" transform="translate(560.355469 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(646.634766 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(707.914062 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(760.013672 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pf884703079">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.jpg b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.jpg
new file mode 100644
index 00000000..89dff807
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.jpg differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.pdf b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.pdf
new file mode 100644
index 00000000..6a0160fd
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.pdf differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.png b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.png
new file mode 100644
index 00000000..392724a7
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.png differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.svg b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.svg
new file mode 100644
index 00000000..d5e9ad2a
--- /dev/null
+++ b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncList.svg
@@ -0,0 +1,603 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m89d14d85df" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m89d14d85df" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m89d14d85df" x="173.454545" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2 -->
+      <g transform="translate(170.273295 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m89d14d85df" x="254.618182" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 4 -->
+      <g transform="translate(251.436932 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m89d14d85df" x="335.781818" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 6 -->
+      <g transform="translate(332.600568 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m89d14d85df" x="416.945455" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 8 -->
+      <g transform="translate(413.764205 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m89d14d85df" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 10 -->
+      <g transform="translate(491.746591 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m6b7a1bde5a" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m6b7a1bde5a" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0 -->
+      <g transform="translate(58.6375 373.159219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m6b7a1bde5a" x="72" y="308.88" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 2 -->
+      <g transform="translate(58.6375 312.679219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m6b7a1bde5a" x="72" y="248.4" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 4 -->
+      <g transform="translate(58.6375 252.199219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m6b7a1bde5a" x="72" y="187.92" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 6 -->
+      <g transform="translate(58.6375 191.719219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m6b7a1bde5a" x="72" y="127.44" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 8 -->
+      <g transform="translate(58.6375 131.239219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m6b7a1bde5a" x="72" y="66.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 10 -->
+      <g transform="translate(52.275 70.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 96.390083 366.305455 
+L 100.489256 363.250909 
+L 104.58843 360.196364 
+L 108.687603 357.141818 
+L 112.786777 354.087273 
+L 116.88595 351.032727 
+L 120.985124 347.978182 
+L 125.084298 345.738061 
+L 129.183471 344.325962 
+L 133.282645 343.077028 
+L 137.381818 341.946205 
+L 141.480992 340.931298 
+L 145.580165 340.025055 
+L 149.679339 339.226586 
+L 153.778512 338.556331 
+L 157.877686 337.980596 
+L 161.97686 337.456319 
+L 166.076033 336.96757 
+L 170.175207 336.507344 
+L 174.27438 336.071298 
+L 178.373554 335.655785 
+L 182.472727 335.26611 
+L 186.571901 334.895645 
+L 190.671074 334.536557 
+L 194.770248 334.198964 
+L 198.869421 333.868739 
+L 202.968595 333.551747 
+L 207.067769 333.2423 
+L 211.166942 332.943272 
+L 215.266116 332.648441 
+L 219.365289 332.365622 
+L 223.464463 332.082804 
+L 227.563636 331.812157 
+L 231.66281 331.543879 
+L 235.761983 331.277047 
+L 239.861157 331.021934 
+L 243.960331 330.766822 
+L 248.059504 330.511984 
+L 252.158678 330.268659 
+L 256.257851 330.025334 
+L 260.357025 329.782009 
+L 264.456198 329.544179 
+L 268.555372 329.311588 
+L 272.654545 329.078998 
+L 276.753719 328.846408 
+L 280.852893 328.618628 
+L 284.952066 328.395757 
+L 289.05124 328.172885 
+L 293.150413 327.950013 
+L 297.249587 327.727142 
+L 301.34876 327.512006 
+L 305.447934 327.297988 
+L 309.547107 327.083969 
+L 313.646281 326.869951 
+L 317.745455 326.655933 
+L 321.844628 326.446154 
+L 325.943802 326.240206 
+L 330.042975 326.034258 
+L 334.142149 325.82831 
+L 338.241322 325.622362 
+L 342.340496 325.416414 
+L 346.439669 325.21265 
+L 350.538843 325.014086 
+L 354.638017 324.815521 
+L 358.73719 324.616957 
+L 362.836364 324.418393 
+L 366.935537 324.219828 
+L 371.034711 324.021264 
+L 375.133884 323.8227 
+L 379.233058 323.630819 
+L 383.332231 323.438998 
+L 387.431405 323.247176 
+L 391.530579 323.055355 
+L 395.629752 322.863533 
+L 399.728926 322.671712 
+L 403.828099 322.479891 
+L 407.927273 322.288069 
+L 412.026446 322.098508 
+L 416.12562 321.91287 
+L 420.224793 321.727232 
+L 424.323967 321.541594 
+L 428.42314 321.355956 
+L 432.522314 321.170318 
+L 436.621488 320.98468 
+L 440.720661 320.799042 
+L 444.819835 320.613404 
+L 448.919008 320.427766 
+L 453.018182 320.242706 
+L 457.117355 320.0627 
+L 461.216529 319.882694 
+L 465.315702 319.702689 
+L 469.414876 319.522683 
+L 473.51405 319.342677 
+L 477.613223 319.162672 
+L 481.712397 318.982666 
+L 485.81157 318.80266 
+L 489.910744 318.622655 
+L 494.009917 318.442649 
+L 498.109091 318.262643 
+" clip-path="url(#p6278ffb511)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 369.36 
+L 96.390083 366.305455 
+L 100.489256 363.250909 
+L 104.58843 360.196364 
+L 108.687603 357.141818 
+L 112.786777 354.087273 
+L 116.88595 351.032727 
+L 120.985124 347.978182 
+L 125.084298 344.923636 
+L 129.183471 341.869091 
+L 133.282645 338.814545 
+L 137.381818 335.76 
+L 141.480992 332.705455 
+L 145.580165 329.650909 
+L 149.679339 326.596364 
+L 153.778512 323.541818 
+L 157.877686 320.487273 
+L 161.97686 317.432727 
+L 166.076033 314.378182 
+L 170.175207 311.323636 
+L 174.27438 308.269091 
+L 178.373554 305.214545 
+L 182.472727 302.16 
+L 186.571901 299.105455 
+L 190.671074 296.050909 
+L 194.770248 292.996364 
+L 198.869421 289.941818 
+L 202.968595 286.887273 
+L 207.067769 283.832727 
+L 211.166942 280.778182 
+L 215.266116 277.723636 
+L 219.365289 274.669091 
+L 223.464463 271.614545 
+L 227.563636 268.56 
+L 231.66281 265.505455 
+L 235.761983 262.450909 
+L 239.861157 259.396364 
+L 243.960331 256.341818 
+L 248.059504 253.287273 
+L 252.158678 250.232727 
+L 256.257851 247.178182 
+L 260.357025 244.123636 
+L 264.456198 241.069091 
+L 268.555372 238.014545 
+L 272.654545 234.96 
+L 276.753719 231.905455 
+L 280.852893 228.850909 
+L 284.952066 225.796364 
+L 289.05124 222.741818 
+L 293.150413 219.687273 
+L 297.249587 216.632727 
+L 301.34876 213.578182 
+L 305.447934 210.523636 
+L 309.547107 207.469091 
+L 313.646281 204.414545 
+L 317.745455 201.36 
+L 321.844628 198.305455 
+L 325.943802 195.250909 
+L 330.042975 192.196364 
+L 334.142149 189.141818 
+L 338.241322 186.087273 
+L 342.340496 183.032727 
+L 346.439669 179.978182 
+L 350.538843 176.923636 
+L 354.638017 173.869091 
+L 358.73719 170.814545 
+L 362.836364 167.76 
+L 366.935537 164.705455 
+L 371.034711 161.650909 
+L 375.133884 158.596364 
+L 379.233058 155.541818 
+L 383.332231 152.487273 
+L 387.431405 149.432727 
+L 391.530579 146.378182 
+L 395.629752 143.323636 
+L 399.728926 140.269091 
+L 403.828099 137.214545 
+L 407.927273 134.16 
+L 412.026446 131.105455 
+L 416.12562 128.050909 
+L 420.224793 124.996364 
+L 424.323967 121.941818 
+L 428.42314 118.887273 
+L 432.522314 115.832727 
+L 436.621488 112.778182 
+L 440.720661 109.723636 
+L 444.819835 106.669091 
+L 448.919008 103.614545 
+L 453.018182 100.56 
+L 457.117355 97.505455 
+L 461.216529 94.450909 
+L 465.315702 91.396364 
+L 469.414876 88.341818 
+L 473.51405 85.287273 
+L 477.613223 82.232727 
+L 481.712397 79.178182 
+L 485.81157 76.123636 
+L 489.910744 73.069091 
+L 494.009917 70.014545 
+L 498.109091 66.96 
+" clip-path="url(#p6278ffb511)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p6278ffb511">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.jpg b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.jpg
new file mode 100644
index 00000000..6f1527f4
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.jpg differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.pdf b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.pdf
new file mode 100644
index 00000000..b5710274
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.pdf differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.png b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.png
new file mode 100644
index 00000000..37fb619e
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.png differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.svg b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.svg
new file mode 100644
index 00000000..143f0dc3
--- /dev/null
+++ b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/cFuncTerminal.svg
@@ -0,0 +1,450 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="PathCollection_1">
+    <defs>
+     <path id="m57825e4c72" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #1f77b4"/>
+    </defs>
+    <g clip-path="url(#pc02eb22bde)">
+     <use xlink:href="#m57825e4c72" x="92.290909" y="369.36" style="fill: #1f77b4; stroke: #1f77b4"/>
+     <use xlink:href="#m57825e4c72" x="498.109091" y="66.96" style="fill: #1f77b4; stroke: #1f77b4"/>
+    </g>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m4e498f4ae4" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m4e498f4ae4" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g transform="translate(84.339347 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m4e498f4ae4" x="173.454545" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.2 -->
+      <g transform="translate(165.502983 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m4e498f4ae4" x="254.618182" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.4 -->
+      <g transform="translate(246.666619 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m4e498f4ae4" x="335.781818" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.6 -->
+      <g transform="translate(327.830256 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m4e498f4ae4" x="416.945455" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 0.8 -->
+      <g transform="translate(408.993892 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m4e498f4ae4" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 1.0 -->
+      <g transform="translate(490.157528 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m032b0c25d0" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m032b0c25d0" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 373.159219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m032b0c25d0" x="72" y="308.88" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 312.679219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m032b0c25d0" x="72" y="248.4" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 252.199219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m032b0c25d0" x="72" y="187.92" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 191.719219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m032b0c25d0" x="72" y="127.44" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 131.239219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m032b0c25d0" x="72" y="66.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 70.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 498.109091 66.96 
+" clip-path="url(#pc02eb22bde)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pc02eb22bde">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.jpg b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.jpg
new file mode 100644
index 00000000..b56c8baf
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.jpg differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.pdf b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.pdf
new file mode 100644
index 00000000..090bb0d1
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.pdf differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.png b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.png
new file mode 100644
index 00000000..e574221c
Binary files /dev/null and b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.png differ
diff --git a/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.svg b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.svg
new file mode 100644
index 00000000..34f648e9
--- /dev/null
+++ b/notebooks/Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model/vFunc.svg
@@ -0,0 +1,502 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mca13cea9bb" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mca13cea9bb" x="137.381818" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.2 -->
+      <g transform="translate(129.430256 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mca13cea9bb" x="227.563636" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.4 -->
+      <g transform="translate(219.612074 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mca13cea9bb" x="317.745455" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.6 -->
+      <g transform="translate(309.793892 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mca13cea9bb" x="407.927273" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.8 -->
+      <g transform="translate(399.97571 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mca13cea9bb" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 1.0 -->
+      <g transform="translate(490.157528 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="m32c22c5107" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m32c22c5107" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- −10 -->
+      <g transform="translate(43.895313 373.159219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(147.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m32c22c5107" x="72" y="302.16" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- −8 -->
+      <g transform="translate(50.257812 305.959219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m32c22c5107" x="72" y="234.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- −6 -->
+      <g transform="translate(50.257812 238.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m32c22c5107" x="72" y="167.76" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- −4 -->
+      <g transform="translate(50.257812 171.559219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m32c22c5107" x="72" y="100.56" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- −2 -->
+      <g transform="translate(50.257812 104.359219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_11">
+    <path d="M 92.290909 369.36 
+L 96.390083 341.36 
+L 100.489256 317.667692 
+L 104.58843 297.36 
+L 108.687603 279.76 
+L 112.786777 264.36 
+L 116.88595 250.771765 
+L 120.985124 238.693333 
+L 125.084298 227.886316 
+L 129.183471 218.16 
+L 133.282645 209.36 
+L 137.381818 201.36 
+L 141.480992 194.055652 
+L 145.580165 187.36 
+L 149.679339 181.2 
+L 153.778512 175.513846 
+L 157.877686 170.248889 
+L 161.97686 165.36 
+L 166.076033 160.808276 
+L 170.175207 156.56 
+L 174.27438 152.585806 
+L 178.373554 148.86 
+L 182.472727 145.36 
+L 186.571901 142.065882 
+L 190.671074 138.96 
+L 194.770248 136.026667 
+L 198.869421 133.251892 
+L 202.968595 130.623158 
+L 207.067769 128.129231 
+L 211.166942 125.76 
+L 215.266116 123.506341 
+L 219.365289 121.36 
+L 223.464463 119.313488 
+L 227.563636 117.36 
+L 231.66281 115.493333 
+L 235.761983 113.707826 
+L 239.861157 111.998298 
+L 243.960331 110.36 
+L 248.059504 108.788571 
+L 252.158678 107.28 
+L 256.257851 105.830588 
+L 260.357025 104.436923 
+L 264.456198 103.095849 
+L 268.555372 101.804444 
+L 272.654545 100.56 
+L 276.753719 99.36 
+L 280.852893 98.202105 
+L 284.952066 97.084138 
+L 289.05124 96.004068 
+L 293.150413 94.96 
+L 297.249587 93.950164 
+L 301.34876 92.972903 
+L 305.447934 92.026667 
+L 309.547107 91.11 
+L 313.646281 90.221538 
+L 317.745455 89.36 
+L 321.844628 88.524179 
+L 325.943802 87.712941 
+L 330.042975 86.925217 
+L 334.142149 86.16 
+L 338.241322 85.416338 
+L 342.340496 84.693333 
+L 346.439669 83.990137 
+L 350.538843 83.305946 
+L 354.638017 82.64 
+L 358.73719 81.991579 
+L 362.836364 81.36 
+L 366.935537 80.744615 
+L 371.034711 80.14481 
+L 375.133884 79.56 
+L 379.233058 78.98963 
+L 383.332231 78.433171 
+L 387.431405 77.89012 
+L 391.530579 77.36 
+L 395.629752 76.842353 
+L 399.728926 76.336744 
+L 403.828099 75.842759 
+L 407.927273 75.36 
+L 412.026446 74.88809 
+L 416.12562 74.426667 
+L 420.224793 73.975385 
+L 424.323967 73.533913 
+L 428.42314 73.101935 
+L 432.522314 72.679149 
+L 436.621488 72.265263 
+L 440.720661 71.86 
+L 444.819835 71.463093 
+L 448.919008 71.074286 
+L 453.018182 70.693333 
+L 457.117355 70.32 
+L 461.216529 69.954059 
+L 465.315702 69.595294 
+L 469.414876 69.243495 
+L 473.51405 68.898462 
+L 477.613223 68.56 
+L 481.712397 68.227925 
+L 485.81157 67.902056 
+L 489.910744 67.582222 
+L 494.009917 67.268257 
+L 498.109091 66.96 
+" clip-path="url(#pa9680d9529)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pa9680d9529">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.jpg b/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.jpg
new file mode 100644
index 00000000..70d8e488
Binary files /dev/null and b/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.jpg differ
diff --git a/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.pdf b/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.pdf
new file mode 100644
index 00000000..60195eec
Binary files /dev/null and b/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.pdf differ
diff --git a/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.png b/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.png
new file mode 100644
index 00000000..d1dcea15
Binary files /dev/null and b/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.png differ
diff --git a/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.svg b/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.svg
new file mode 100644
index 00000000..032416a1
--- /dev/null
+++ b/notebooks/Figures/Harmenberg-Aggregation/burnInDemo.svg
@@ -0,0 +1,979 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mcb287efe52" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mcb287efe52" x="91.273821" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(88.092571 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mcb287efe52" x="142.12823" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 50 -->
+      <g transform="translate(135.76573 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mcb287efe52" x="192.982638" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 100 -->
+      <g transform="translate(183.438888 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mcb287efe52" x="243.837047" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 150 -->
+      <g transform="translate(234.293297 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mcb287efe52" x="294.691456" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 200 -->
+      <g transform="translate(285.147706 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mcb287efe52" x="345.545865" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 250 -->
+      <g transform="translate(336.002115 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mcb287efe52" x="396.400273" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 300 -->
+      <g transform="translate(386.856523 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mcb287efe52" x="447.254682" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 350 -->
+      <g transform="translate(437.710932 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mcb287efe52" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 400 -->
+      <g transform="translate(488.565341 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_10">
+      <defs>
+       <path id="m4241e703e9" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m4241e703e9" x="72" y="356.194186" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 1.88 -->
+      <g transform="translate(42.734375 359.993405) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m4241e703e9" x="72" y="315.811836" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 1.90 -->
+      <g transform="translate(42.734375 319.611055) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-39" d="M 703 97 
+L 703 672 
+Q 941 559 1184 500 
+Q 1428 441 1663 441 
+Q 2288 441 2617 861 
+Q 2947 1281 2994 2138 
+Q 2813 1869 2534 1725 
+Q 2256 1581 1919 1581 
+Q 1219 1581 811 2004 
+Q 403 2428 403 3163 
+Q 403 3881 828 4315 
+Q 1253 4750 1959 4750 
+Q 2769 4750 3195 4129 
+Q 3622 3509 3622 2328 
+Q 3622 1225 3098 567 
+Q 2575 -91 1691 -91 
+Q 1453 -91 1209 -44 
+Q 966 3 703 97 
+z
+M 1959 2075 
+Q 2384 2075 2632 2365 
+Q 2881 2656 2881 3163 
+Q 2881 3666 2632 3958 
+Q 2384 4250 1959 4250 
+Q 1534 4250 1286 3958 
+Q 1038 3666 1038 3163 
+Q 1038 2656 1286 2365 
+Q 1534 2075 1959 2075 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m4241e703e9" x="72" y="275.429486" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1.92 -->
+      <g transform="translate(42.734375 279.228705) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m4241e703e9" x="72" y="235.047136" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.94 -->
+      <g transform="translate(42.734375 238.846355) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m4241e703e9" x="72" y="194.664786" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 1.96 -->
+      <g transform="translate(42.734375 198.464005) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#m4241e703e9" x="72" y="154.282436" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 1.98 -->
+      <g transform="translate(42.734375 158.081655) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#m4241e703e9" x="72" y="113.900086" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- 2.00 -->
+      <g transform="translate(42.734375 117.699305) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_17">
+      <g>
+       <use xlink:href="#m4241e703e9" x="72" y="73.517736" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_17">
+      <!-- 2.02 -->
+      <g transform="translate(42.734375 77.316955) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_18">
+    <path d="M 92.290909 366.597489 
+L 93.307997 369.36 
+L 94.325085 363.342238 
+L 96.359262 337.557868 
+L 99.410526 295.73499 
+L 100.427614 278.809882 
+L 101.444703 263.851739 
+L 102.461791 250.760939 
+L 103.478879 240.82939 
+L 104.495967 227.075665 
+L 105.513055 216.191549 
+L 106.530144 211.188844 
+L 107.547232 198.616318 
+L 109.581408 186.85478 
+L 110.598496 179.051147 
+L 111.615584 174.431968 
+L 112.632673 165.764339 
+L 113.649761 161.093826 
+L 114.666849 157.880457 
+L 116.701025 150.687024 
+L 117.718113 143.120122 
+L 118.735202 138.143198 
+L 119.75229 135.895865 
+L 120.769378 130.347925 
+L 121.786466 128.999805 
+L 122.803554 127.184931 
+L 123.820643 123.243934 
+L 124.837731 116.850722 
+L 125.854819 117.87845 
+L 126.871907 113.48196 
+L 127.888995 107.87026 
+L 128.906083 106.320564 
+L 129.923172 105.516582 
+L 131.957348 103.086046 
+L 132.974436 100.295129 
+L 133.991524 101.342953 
+L 135.008612 96.606009 
+L 136.025701 94.15915 
+L 137.042789 93.744963 
+L 138.059877 92.530888 
+L 139.076965 87.390226 
+L 140.094053 91.29508 
+L 141.111141 88.576267 
+L 142.12823 85.196897 
+L 143.145318 84.221899 
+L 144.162406 86.163078 
+L 145.179494 84.440864 
+L 146.196582 82.372067 
+L 147.213671 84.539122 
+L 148.230759 83.674678 
+L 149.247847 80.786131 
+L 150.264935 79.150121 
+L 151.282023 79.57714 
+L 152.299111 80.38267 
+L 153.3162 77.646714 
+L 154.333288 78.066572 
+L 155.350376 78.861957 
+L 156.367464 79.927499 
+L 157.384552 79.815052 
+L 158.40164 78.256918 
+L 159.418729 79.048648 
+L 160.435817 74.001691 
+L 161.452905 74.265869 
+L 162.469993 74.124116 
+L 163.487081 75.008482 
+L 164.50417 70.907752 
+L 165.521258 70.584735 
+L 166.538346 73.006731 
+L 167.555434 75.722521 
+L 168.572522 76.854953 
+L 169.58961 73.913373 
+L 170.606699 73.274914 
+L 171.623787 73.425376 
+L 172.640875 72.891832 
+L 173.657963 73.60873 
+L 174.675051 76.102627 
+L 175.692139 74.033548 
+L 176.709228 73.012726 
+L 177.726316 72.781595 
+L 178.743404 72.387813 
+L 179.760492 69.030144 
+L 180.77758 67.212897 
+L 181.794668 68.655795 
+L 182.811757 71.603664 
+L 183.828845 71.743909 
+L 184.845933 71.163891 
+L 185.863021 72.337936 
+L 186.880109 72.693362 
+L 187.897198 72.867912 
+L 188.914286 70.62445 
+L 189.931374 70.877706 
+L 191.96555 70.533806 
+L 192.982638 71.714133 
+L 193.999727 72.054793 
+L 195.016815 71.477166 
+L 196.033903 66.96 
+L 197.050991 68.060164 
+L 198.068079 70.22284 
+L 199.085167 67.595772 
+L 200.102256 69.694394 
+L 201.119344 72.306878 
+L 202.136432 73.275658 
+L 203.15352 75.250819 
+L 204.170608 74.653715 
+L 206.204785 73.786315 
+L 207.221873 74.356558 
+L 208.238961 74.10377 
+L 209.256049 74.154126 
+L 210.273137 72.379123 
+L 211.290226 73.251187 
+L 212.307314 74.702951 
+L 213.324402 77.308526 
+L 214.34149 75.997518 
+L 215.358578 74.071955 
+L 216.375666 74.551918 
+L 217.392755 76.763386 
+L 218.409843 74.575678 
+L 219.426931 71.297921 
+L 221.461107 71.120681 
+L 222.478195 70.50233 
+L 223.495284 71.080231 
+L 224.512372 71.389843 
+L 225.52946 71.852053 
+L 226.546548 72.130974 
+L 227.563636 74.168001 
+L 228.580725 72.615505 
+L 229.597813 72.202484 
+L 230.614901 72.636115 
+L 231.631989 72.830589 
+L 232.649077 74.210386 
+L 233.666165 76.796285 
+L 234.683254 76.363327 
+L 235.700342 75.230864 
+L 236.71743 77.194299 
+L 237.734518 77.842262 
+L 238.751606 80.032744 
+L 239.768694 79.332006 
+L 240.785783 80.010566 
+L 241.802871 83.195348 
+L 242.819959 79.543348 
+L 243.837047 78.705809 
+L 244.854135 76.111657 
+L 246.888312 79.064763 
+L 247.9054 79.641907 
+L 248.922488 78.556019 
+L 249.939576 78.56221 
+L 250.956664 80.230657 
+L 251.973753 79.808108 
+L 252.990841 78.138841 
+L 254.007929 74.483771 
+L 255.025017 72.874109 
+L 256.042105 72.894443 
+L 257.059193 73.430319 
+L 258.076282 77.907514 
+L 259.09337 75.927729 
+L 260.110458 77.379613 
+L 262.144634 74.807727 
+L 263.161722 74.647112 
+L 264.178811 72.355633 
+L 265.195899 70.867371 
+L 266.212987 71.9032 
+L 267.230075 76.688948 
+L 268.247163 75.342842 
+L 269.264252 78.858365 
+L 270.28134 76.188992 
+L 271.298428 71.740864 
+L 272.315516 69.167958 
+L 273.332604 69.07087 
+L 274.349692 70.747148 
+L 275.366781 69.72079 
+L 276.383869 67.277391 
+L 278.418045 73.126506 
+L 279.435133 73.918682 
+L 280.452221 71.902644 
+L 281.46931 72.739842 
+L 282.486398 74.797932 
+L 283.503486 75.869952 
+L 284.520574 75.807852 
+L 286.554751 70.921391 
+L 287.571839 73.972345 
+L 288.588927 74.052078 
+L 289.606015 70.593795 
+L 290.623103 70.720087 
+L 291.640191 72.152422 
+L 292.65728 71.748523 
+L 294.691456 76.854973 
+L 295.708544 75.811441 
+L 296.725632 72.369806 
+L 297.74272 73.236939 
+L 298.759809 75.199783 
+L 299.776897 76.722781 
+L 300.793985 78.841239 
+L 301.811073 78.649479 
+L 302.828161 82.747969 
+L 303.845249 82.345303 
+L 304.862338 78.555341 
+L 305.879426 75.961018 
+L 306.896514 77.846693 
+L 307.913602 75.17806 
+L 308.93069 71.797319 
+L 309.947779 74.347779 
+L 310.964867 72.010529 
+L 311.981955 75.038353 
+L 312.999043 74.926796 
+L 314.016131 74.468892 
+L 315.033219 75.710284 
+L 316.050308 80.240446 
+L 317.067396 79.768982 
+L 318.084484 78.13685 
+L 319.101572 82.246202 
+L 320.11866 80.042877 
+L 321.135748 80.140603 
+L 322.152837 77.839183 
+L 323.169925 76.148163 
+L 324.187013 77.133049 
+L 325.204101 79.220099 
+L 326.221189 76.43347 
+L 328.255366 69.810277 
+L 329.272454 71.884628 
+L 330.289542 70.250617 
+L 331.30663 69.652367 
+L 333.340807 70.57426 
+L 334.357895 71.733193 
+L 335.374983 68.777328 
+L 336.392071 70.003755 
+L 337.409159 70.875505 
+L 338.426247 70.619301 
+L 339.443336 69.296835 
+L 340.460424 71.075624 
+L 341.477512 70.52395 
+L 342.4946 74.069527 
+L 343.511688 74.840104 
+L 344.528776 74.270222 
+L 345.545865 73.917234 
+L 346.562953 74.157582 
+L 347.580041 76.404036 
+L 348.597129 74.866531 
+L 349.614217 74.06815 
+L 351.648394 76.21226 
+L 352.665482 73.281138 
+L 355.716746 73.506629 
+L 356.733835 77.629618 
+L 357.750923 79.183759 
+L 358.768011 76.684229 
+L 359.785099 77.579287 
+L 360.802187 79.746765 
+L 361.819275 79.139144 
+L 362.836364 79.293042 
+L 363.853452 77.980283 
+L 364.87054 76.158784 
+L 365.887628 77.906909 
+L 366.904716 74.559438 
+L 367.921805 71.908178 
+L 368.938893 71.003897 
+L 369.955981 72.325662 
+L 370.973069 71.423471 
+L 371.990157 71.841384 
+L 373.007245 70.864901 
+L 374.024334 72.350027 
+L 375.041422 70.582076 
+L 376.05851 71.619581 
+L 377.075598 75.542346 
+L 378.092686 76.624816 
+L 379.109774 77.337631 
+L 380.126863 76.011914 
+L 381.143951 77.50307 
+L 382.161039 78.360618 
+L 383.178127 79.640034 
+L 384.195215 79.802823 
+L 385.212303 78.924077 
+L 386.229392 77.339803 
+L 387.24648 78.71328 
+L 388.263568 81.005918 
+L 389.280656 78.322588 
+L 390.297744 78.837435 
+L 391.314833 77.755247 
+L 392.331921 77.496577 
+L 393.349009 75.600293 
+L 394.366097 76.670871 
+L 395.383185 75.75631 
+L 396.400273 77.905181 
+L 397.417362 77.934246 
+L 399.451538 72.938267 
+L 400.468626 72.614803 
+L 401.485714 71.902252 
+L 402.502802 72.792897 
+L 403.519891 74.2347 
+L 404.536979 73.313464 
+L 405.554067 76.0658 
+L 406.571155 77.129165 
+L 407.588243 76.764654 
+L 408.605332 78.778952 
+L 409.62242 76.343826 
+L 410.639508 78.82235 
+L 411.656596 80.226763 
+L 412.673684 78.977461 
+L 413.690772 75.105341 
+L 414.707861 77.411787 
+L 415.724949 75.21023 
+L 416.742037 74.283205 
+L 417.759125 75.49092 
+L 418.776213 72.681172 
+L 419.793301 72.662219 
+L 421.827478 71.005069 
+L 422.844566 73.547793 
+L 423.861654 72.803829 
+L 424.878742 71.270007 
+L 425.89583 71.634349 
+L 426.912919 70.865401 
+L 427.930007 73.361934 
+L 428.947095 74.483719 
+L 429.964183 73.807777 
+L 430.981271 72.375283 
+L 431.99836 73.283852 
+L 433.015448 69.76114 
+L 434.032536 73.680753 
+L 435.049624 72.1245 
+L 436.066712 73.381104 
+L 437.0838 72.528874 
+L 438.100889 73.780479 
+L 439.117977 72.662837 
+L 440.135065 77.246807 
+L 441.152153 75.971851 
+L 442.169241 73.589589 
+L 443.186329 69.973955 
+L 444.203418 73.421803 
+L 445.220506 73.21004 
+L 446.237594 71.932387 
+L 447.254682 72.550825 
+L 448.27177 74.209481 
+L 449.288859 71.916032 
+L 450.305947 72.982385 
+L 451.323035 72.633353 
+L 452.340123 71.174518 
+L 453.357211 68.202823 
+L 454.374299 68.570655 
+L 455.391388 69.514082 
+L 456.408476 70.802164 
+L 457.425564 69.507655 
+L 458.442652 70.33346 
+L 459.45974 71.532516 
+L 460.476828 69.651278 
+L 462.511005 75.875546 
+L 463.528093 76.932423 
+L 464.545181 75.453235 
+L 465.562269 77.316504 
+L 466.579357 76.690714 
+L 467.596446 76.814944 
+L 468.613534 71.200491 
+L 469.630622 75.304963 
+L 470.64771 71.062986 
+L 471.664798 74.542762 
+L 472.681887 71.487927 
+L 474.716063 68.283415 
+L 475.733151 71.880603 
+L 476.750239 73.448018 
+L 477.767327 74.370399 
+L 478.784416 73.791357 
+L 479.801504 74.794773 
+L 480.818592 73.971154 
+L 481.83568 71.790364 
+L 482.852768 71.525896 
+L 483.869856 72.438169 
+L 484.886945 71.077621 
+L 485.904033 71.975838 
+L 486.921121 70.751657 
+L 487.938209 73.181341 
+L 488.955297 74.562432 
+L 489.972386 74.753163 
+L 490.989474 75.760227 
+L 492.006562 75.130469 
+L 493.02365 75.689889 
+L 494.040738 75.219839 
+L 495.057826 77.719244 
+L 497.092003 81.942906 
+L 498.109091 80.799922 
+L 498.109091 80.799922 
+" clip-path="url(#p34b49d744c)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p34b49d744c">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Harmenberg-Aggregation/variances.jpg b/notebooks/Figures/Harmenberg-Aggregation/variances.jpg
new file mode 100644
index 00000000..63b8077a
Binary files /dev/null and b/notebooks/Figures/Harmenberg-Aggregation/variances.jpg differ
diff --git a/notebooks/Figures/Harmenberg-Aggregation/variances.pdf b/notebooks/Figures/Harmenberg-Aggregation/variances.pdf
new file mode 100644
index 00000000..1718b884
Binary files /dev/null and b/notebooks/Figures/Harmenberg-Aggregation/variances.pdf differ
diff --git a/notebooks/Figures/Harmenberg-Aggregation/variances.png b/notebooks/Figures/Harmenberg-Aggregation/variances.png
new file mode 100644
index 00000000..1f6ba894
Binary files /dev/null and b/notebooks/Figures/Harmenberg-Aggregation/variances.png differ
diff --git a/notebooks/Figures/Harmenberg-Aggregation/variances.svg b/notebooks/Figures/Harmenberg-Aggregation/variances.svg
new file mode 100644
index 00000000..74ec9f31
--- /dev/null
+++ b/notebooks/Figures/Harmenberg-Aggregation/variances.svg
@@ -0,0 +1,2777 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="720pt" height="504pt" viewBox="0 0 720 504" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 504 
+L 720 504 
+L 720 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 55.98024 229.38625 
+L 716.99976 229.38625 
+L 716.99976 41.123532 
+L 55.98024 41.123532 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 85.159723 229.38625 
+L 85.159723 41.123532 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_2">
+      <defs>
+       <path id="mfba8d416ca" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mfba8d416ca" x="85.159723" y="229.38625" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- $\mathdefault{10^{2}}$ -->
+      <g transform="translate(76.359723 243.984688) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.765625)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(128.203125 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 285.757622 229.38625 
+L 285.757622 41.123532 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mfba8d416ca" x="285.757622" y="229.38625" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- $\mathdefault{10^{3}}$ -->
+      <g transform="translate(276.957622 243.984688) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.765625)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(128.203125 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 486.35552 229.38625 
+L 486.35552 41.123532 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mfba8d416ca" x="486.35552" y="229.38625" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- $\mathdefault{10^{4}}$ -->
+      <g transform="translate(477.55552 243.984688) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.684375)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.684375)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(128.203125 38.965625) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 686.953418 229.38625 
+L 686.953418 41.123532 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mfba8d416ca" x="686.953418" y="229.38625" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- $\mathdefault{10^{5}}$ -->
+      <g transform="translate(678.153418 243.984688) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.684375)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.684375)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(128.203125 38.965625) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <defs>
+       <path id="m56f740430e" d="M 0 0 
+L 0 2 
+" style="stroke: #000000; stroke-width: 0.6"/>
+      </defs>
+      <g>
+       <use xlink:href="#m56f740430e" x="65.719778" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m56f740430e" x="75.980867" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m56f740430e" x="145.545708" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m56f740430e" x="180.869244" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m56f740430e" x="205.931692" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_10">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m56f740430e" x="225.371637" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_11">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#m56f740430e" x="241.255229" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_12">
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#m56f740430e" x="254.684614" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_13">
+     <g id="line2d_17">
+      <g>
+       <use xlink:href="#m56f740430e" x="266.317677" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_14">
+     <g id="line2d_18">
+      <g>
+       <use xlink:href="#m56f740430e" x="276.578765" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_15">
+     <g id="line2d_19">
+      <g>
+       <use xlink:href="#m56f740430e" x="346.143606" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_16">
+     <g id="line2d_20">
+      <g>
+       <use xlink:href="#m56f740430e" x="381.467143" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_17">
+     <g id="line2d_21">
+      <g>
+       <use xlink:href="#m56f740430e" x="406.529591" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_18">
+     <g id="line2d_22">
+      <g>
+       <use xlink:href="#m56f740430e" x="425.969535" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_19">
+     <g id="line2d_23">
+      <g>
+       <use xlink:href="#m56f740430e" x="441.853127" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_20">
+     <g id="line2d_24">
+      <g>
+       <use xlink:href="#m56f740430e" x="455.282512" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_21">
+     <g id="line2d_25">
+      <g>
+       <use xlink:href="#m56f740430e" x="466.915575" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_22">
+     <g id="line2d_26">
+      <g>
+       <use xlink:href="#m56f740430e" x="477.176663" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_23">
+     <g id="line2d_27">
+      <g>
+       <use xlink:href="#m56f740430e" x="546.741504" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_24">
+     <g id="line2d_28">
+      <g>
+       <use xlink:href="#m56f740430e" x="582.065041" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_25">
+     <g id="line2d_29">
+      <g>
+       <use xlink:href="#m56f740430e" x="607.127489" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_26">
+     <g id="line2d_30">
+      <g>
+       <use xlink:href="#m56f740430e" x="626.567434" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_27">
+     <g id="line2d_31">
+      <g>
+       <use xlink:href="#m56f740430e" x="642.451025" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_28">
+     <g id="line2d_32">
+      <g>
+       <use xlink:href="#m56f740430e" x="655.880411" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_29">
+     <g id="line2d_33">
+      <g>
+       <use xlink:href="#m56f740430e" x="667.513473" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_30">
+     <g id="line2d_34">
+      <g>
+       <use xlink:href="#m56f740430e" x="677.774562" y="229.38625" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_5">
+     <!-- Number of Agents -->
+     <g transform="translate(341.001719 257.662813) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-62" d="M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+M 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2969 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(74.804688 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(138.183594 0)"/>
+      <use xlink:href="#DejaVuSans-62" transform="translate(235.595703 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(299.072266 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(360.595703 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(401.708984 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(433.496094 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(494.677734 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(529.882812 0)"/>
+      <use xlink:href="#DejaVuSans-41" transform="translate(561.669922 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(630.078125 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(693.554688 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(755.078125 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(818.457031 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(857.666016 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_35">
+      <path d="M 55.98024 202.400994 
+L 716.99976 202.400994 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_36">
+      <defs>
+       <path id="m55e35bf74f" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m55e35bf74f" x="55.98024" y="202.400994" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- $\mathdefault{10^{-7}}$ -->
+      <g transform="translate(25.48024 206.200213) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.684375)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.684375)"/>
+       <use xlink:href="#DejaVuSans-2212" transform="translate(128.203125 38.965625) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(186.855469 38.965625) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_37">
+      <path d="M 55.98024 162.836993 
+L 716.99976 162.836993 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_38">
+      <g>
+       <use xlink:href="#m55e35bf74f" x="55.98024" y="162.836993" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- $\mathdefault{10^{-6}}$ -->
+      <g transform="translate(25.48024 166.636212) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.765625)"/>
+       <use xlink:href="#DejaVuSans-2212" transform="translate(128.203125 39.046875) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(186.855469 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_39">
+      <path d="M 55.98024 123.272992 
+L 716.99976 123.272992 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_40">
+      <g>
+       <use xlink:href="#m55e35bf74f" x="55.98024" y="123.272992" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- $\mathdefault{10^{-5}}$ -->
+      <g transform="translate(25.48024 127.072211) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.684375)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.684375)"/>
+       <use xlink:href="#DejaVuSans-2212" transform="translate(128.203125 38.965625) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(186.855469 38.965625) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_41">
+      <path d="M 55.98024 83.708991 
+L 716.99976 83.708991 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_42">
+      <g>
+       <use xlink:href="#m55e35bf74f" x="55.98024" y="83.708991" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- $\mathdefault{10^{-4}}$ -->
+      <g transform="translate(25.48024 87.50821) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.684375)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.684375)"/>
+       <use xlink:href="#DejaVuSans-2212" transform="translate(128.203125 38.965625) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(186.855469 38.965625) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_43">
+      <path d="M 55.98024 44.14499 
+L 716.99976 44.14499 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_44">
+      <g>
+       <use xlink:href="#m55e35bf74f" x="55.98024" y="44.14499" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- $\mathdefault{10^{-3}}$ -->
+      <g transform="translate(25.48024 47.944209) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.765625)"/>
+       <use xlink:href="#DejaVuSans-2212" transform="translate(128.203125 39.046875) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(186.855469 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_45">
+      <defs>
+       <path id="m046ee1ee9c" d="M 0 0 
+L -2 0 
+" style="stroke: #000000; stroke-width: 0.6"/>
+      </defs>
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="223.088169" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_46">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="218.145093" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_47">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="214.310945" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_48">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="211.178218" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_10">
+     <g id="line2d_49">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="208.529535" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_11">
+     <g id="line2d_50">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="206.235142" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_12">
+     <g id="line2d_51">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="204.211343" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_13">
+     <g id="line2d_52">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="190.491043" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_14">
+     <g id="line2d_53">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="183.524168" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_15">
+     <g id="line2d_54">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="178.581092" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_16">
+     <g id="line2d_55">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="174.746944" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_17">
+     <g id="line2d_56">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="171.614217" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_18">
+     <g id="line2d_57">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="168.965534" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_19">
+     <g id="line2d_58">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="166.671141" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_20">
+     <g id="line2d_59">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="164.647342" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_21">
+     <g id="line2d_60">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="150.927042" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_22">
+     <g id="line2d_61">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="143.960167" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_23">
+     <g id="line2d_62">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="139.017091" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_24">
+     <g id="line2d_63">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="135.182943" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_25">
+     <g id="line2d_64">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="132.050216" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_26">
+     <g id="line2d_65">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="129.401533" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_27">
+     <g id="line2d_66">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="127.10714" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_28">
+     <g id="line2d_67">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="125.083341" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_29">
+     <g id="line2d_68">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="111.363041" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_30">
+     <g id="line2d_69">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="104.396166" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_31">
+     <g id="line2d_70">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="99.45309" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_32">
+     <g id="line2d_71">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="95.618942" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_33">
+     <g id="line2d_72">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="92.486215" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_34">
+     <g id="line2d_73">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="89.837532" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_35">
+     <g id="line2d_74">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="87.543139" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_36">
+     <g id="line2d_75">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="85.51934" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_37">
+     <g id="line2d_76">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="71.79904" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_38">
+     <g id="line2d_77">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="64.832165" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_39">
+     <g id="line2d_78">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="59.889089" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_40">
+     <g id="line2d_79">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="56.054941" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_41">
+     <g id="line2d_80">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="52.922214" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_42">
+     <g id="line2d_81">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="50.273531" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_43">
+     <g id="line2d_82">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="47.979138" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_44">
+     <g id="line2d_83">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="45.955339" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_11">
+     <!-- $\Delta \log \left(\{\hat{C}_t\}_{t\in\mathcal{T}}\right)$ -->
+     <g transform="translate(18.54024 185.514891) rotate(-90) scale(0.14 -0.14)">
+      <defs>
+       <path id="DejaVuSans-394" d="M 2188 4044 
+L 906 525 
+L 3472 525 
+L 2188 4044 
+z
+M 50 0 
+L 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 50 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="STIXSizeOneSym-Regular-28" d="M 2445 -858 
+L 2445 -1050 
+Q 1728 -371 1309 630 
+Q 890 1632 890 2886 
+Q 890 4122 1309 5136 
+Q 1728 6150 2445 6822 
+L 2445 6630 
+Q 1408 5363 1408 2886 
+Q 1408 410 2445 -858 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-7b" d="M 3272 -594 
+L 3272 -1044 
+L 3078 -1044 
+Q 2300 -1044 2036 -812 
+Q 1772 -581 1772 109 
+L 1772 856 
+Q 1772 1328 1603 1509 
+Q 1434 1691 991 1691 
+L 800 1691 
+L 800 2138 
+L 991 2138 
+Q 1438 2138 1605 2317 
+Q 1772 2497 1772 2963 
+L 1772 3713 
+Q 1772 4403 2036 4633 
+Q 2300 4863 3078 4863 
+L 3272 4863 
+L 3272 4416 
+L 3059 4416 
+Q 2619 4416 2484 4278 
+Q 2350 4141 2350 3700 
+L 2350 2925 
+Q 2350 2434 2208 2212 
+Q 2066 1991 1722 1913 
+Q 2069 1828 2209 1606 
+Q 2350 1384 2350 897 
+L 2350 122 
+Q 2350 -319 2484 -456 
+Q 2619 -594 3059 -594 
+L 3272 -594 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-302" d="M -1831 5119 
+L -1369 5119 
+L -603 3944 
+L -1038 3944 
+L -1600 4709 
+L -2163 3944 
+L -2597 3944 
+L -1831 5119 
+z
+M -1600 3584 
+L -1600 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-43" d="M 4447 4306 
+L 4319 3641 
+Q 4019 3944 3683 4091 
+Q 3347 4238 2956 4238 
+Q 2422 4238 2017 3981 
+Q 1613 3725 1319 3200 
+Q 1131 2863 1032 2486 
+Q 934 2109 934 1728 
+Q 934 1091 1264 756 
+Q 1594 422 2222 422 
+Q 2656 422 3056 561 
+Q 3456 700 3834 978 
+L 3688 231 
+Q 3316 72 2936 -9 
+Q 2556 -91 2175 -91 
+Q 1278 -91 773 396 
+Q 269 884 269 1753 
+Q 269 2309 461 2846 
+Q 653 3384 1013 3828 
+Q 1394 4300 1883 4525 
+Q 2372 4750 3022 4750 
+Q 3422 4750 3780 4639 
+Q 4138 4528 4447 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-7d" d="M 800 -594 
+L 1019 -594 
+Q 1456 -594 1589 -459 
+Q 1722 -325 1722 122 
+L 1722 897 
+Q 1722 1384 1862 1606 
+Q 2003 1828 2350 1913 
+Q 2003 1991 1862 2212 
+Q 1722 2434 1722 2925 
+L 1722 3700 
+Q 1722 4144 1589 4280 
+Q 1456 4416 1019 4416 
+L 800 4416 
+L 800 4863 
+L 997 4863 
+Q 1775 4863 2036 4633 
+Q 2297 4403 2297 3713 
+L 2297 2963 
+Q 2297 2497 2465 2317 
+Q 2634 2138 3078 2138 
+L 3272 2138 
+L 3272 1691 
+L 3078 1691 
+Q 2634 1691 2465 1509 
+Q 2297 1328 2297 856 
+L 2297 109 
+Q 2297 -581 2036 -812 
+Q 1775 -1044 997 -1044 
+L 800 -1044 
+L 800 -594 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2208" d="M 1072 1959 
+Q 1094 1728 1291 1353 
+Q 1522 919 1959 675 
+Q 2388 438 2850 434 
+L 5028 434 
+L 5028 -63 
+L 2850 -63 
+Q 2250 -63 1695 246 
+Q 1141 556 844 1106 
+Q 547 1656 547 2241 
+Q 547 2819 844 3369 
+Q 1141 3919 1695 4231 
+Q 2250 4544 2850 4544 
+L 5028 4544 
+L 5028 4047 
+L 2850 4047 
+Q 2388 4044 1959 3803 
+Q 1525 3556 1291 3125 
+Q 1091 2750 1063 2459 
+L 5028 2459 
+L 5028 1959 
+L 1072 1959 
+z
+" transform="scale(0.015625)"/>
+       <path id="STIXNonUnicode-Italic-e240" d="M 4557 4614 
+L 4672 4518 
+Q 4134 3635 2746 3578 
+L 2054 1197 
+Q 1933 787 1801 537 
+Q 1670 288 1484 173 
+Q 1299 58 1136 29 
+Q 973 0 691 0 
+L 749 154 
+Q 934 154 1059 326 
+Q 1184 499 1286 870 
+L 1882 2944 
+Q 2042 3520 2042 3635 
+Q 2042 3731 1974 3785 
+Q 1907 3840 1818 3840 
+Q 1498 3840 1110 3664 
+Q 723 3488 390 3053 
+L 262 3142 
+Q 678 3744 1212 3993 
+Q 1747 4243 2733 4243 
+Q 2867 4243 3078 4224 
+Q 3290 4205 3379 4205 
+Q 4288 4205 4557 4614 
+z
+" transform="scale(0.015625)"/>
+       <path id="STIXSizeOneSym-Regular-29" d="M 550 6630 
+L 550 6822 
+Q 1267 6144 1686 5142 
+Q 2106 4141 2106 2886 
+Q 2106 1651 1686 636 
+Q 1267 -378 550 -1050 
+L 550 -858 
+Q 1587 410 1587 2886 
+Q 1587 5363 550 6630 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-394" transform="translate(0 0.173438)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(68.408203 0.173438)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(96.191406 0.173438)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(157.373047 0.173438)"/>
+      <use xlink:href="#STIXSizeOneSym-Regular-28" transform="translate(237.085286 0.140625) scale(1.039012)"/>
+      <use xlink:href="#DejaVuSans-7b" transform="translate(285.698781 0.173438)"/>
+      <use xlink:href="#DejaVuSans-302" transform="translate(418.356007 30.892188)"/>
+      <use xlink:href="#DejaVuSans-Oblique-43" transform="translate(349.321827 0.173438)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(420.103077 -16.232812) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-7d" transform="translate(450.283741 0.173438)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(514.86382 -16.232812) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2208" transform="translate(555.947804 -16.232812) scale(0.7)"/>
+      <use xlink:href="#STIXNonUnicode-Italic-e240" transform="translate(630.562062 -16.232812) scale(0.7)"/>
+      <use xlink:href="#STIXSizeOneSym-Regular-29" transform="translate(668.926432 0.140625) scale(1.039012)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_84">
+    <path d="M 86.026582 49.680929 
+L 95.807148 50.982526 
+L 113.219174 52.959944 
+L 125.009917 54.199157 
+L 139.223453 55.832051 
+L 159.223648 58.004554 
+L 188.642932 60.985105 
+L 203.502373 62.751182 
+L 232.879314 66.744445 
+L 261.274037 71.768241 
+L 362.786169 88.572789 
+L 403.267672 96.22962 
+L 432.738779 102.41592 
+L 446.297038 105.503482 
+L 455.617895 107.566225 
+L 476.173891 111.773257 
+L 501.20206 116.71922 
+L 537.572327 123.899411 
+L 565.730754 129.622288 
+L 596.240442 135.677923 
+L 612.146242 139.03973 
+L 650.253925 146.860012 
+L 663.083841 149.283378 
+L 667.1643 150.049924 
+L 672.867742 151.005052 
+L 679.793434 151.943728 
+L 686.953418 152.726806 
+L 686.953418 152.726806 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_85">
+    <path d="M 86.026582 103.889138 
+L 149.796237 114.633422 
+L 161.791539 116.89265 
+L 193.045103 122.979308 
+L 212.837858 126.749348 
+L 237.243947 131.085483 
+L 298.687759 141.778767 
+L 321.02306 145.866824 
+L 340.892018 149.540822 
+L 359.709784 153.025549 
+L 392.856659 159.033064 
+L 451.036339 170.222502 
+L 476.14451 175.113287 
+L 489.948107 178.092177 
+L 545.931907 190.584462 
+L 595.936363 201.864074 
+L 618.540572 206.74007 
+L 638.185467 210.738613 
+L 651.411813 213.456769 
+L 686.953418 220.828854 
+L 686.953418 220.828854 
+" clip-path="url(#pdc2e8dcf18)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 55.98024 229.38625 
+L 55.98024 41.123532 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 716.99976 229.38625 
+L 716.99976 41.123532 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 55.98024 229.38625 
+L 716.99976 229.38625 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 55.98024 41.123532 
+L 716.99976 41.123532 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_12">
+    <!-- Consumption -->
+    <g transform="translate(340.129219 35.123532) scale(0.14 -0.14)">
+     <defs>
+      <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-43"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(194.384766 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(246.484375 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(309.863281 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(407.275391 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(470.751953 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(509.960938 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(537.744141 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(598.925781 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 562.314135 85.951032 
+L 708.59976 85.951032 
+Q 710.99976 85.951032 710.99976 83.551032 
+L 710.99976 49.523532 
+Q 710.99976 47.123532 708.59976 47.123532 
+L 562.314135 47.123532 
+Q 559.914135 47.123532 559.914135 49.523532 
+L 559.914135 83.551032 
+Q 559.914135 85.951032 562.314135 85.951032 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_86">
+     <path d="M 564.714135 56.841657 
+L 576.714135 56.841657 
+L 588.714135 56.841657 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_13">
+     <!-- Base -->
+     <g transform="translate(598.314135 61.041657) scale(0.12 -0.12)">
+      <defs>
+       <path id="DejaVuSans-42" d="M 1259 2228 
+L 1259 519 
+L 2272 519 
+Q 2781 519 3026 730 
+Q 3272 941 3272 1375 
+Q 3272 1813 3026 2020 
+Q 2781 2228 2272 2228 
+L 1259 2228 
+z
+M 1259 4147 
+L 1259 2741 
+L 2194 2741 
+Q 2656 2741 2882 2914 
+Q 3109 3088 3109 3444 
+Q 3109 3797 2882 3972 
+Q 2656 4147 2194 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2241 4666 
+Q 2963 4666 3353 4366 
+Q 3744 4066 3744 3513 
+Q 3744 3084 3544 2831 
+Q 3344 2578 2956 2516 
+Q 3422 2416 3680 2098 
+Q 3938 1781 3938 1306 
+Q 3938 681 3513 340 
+Q 3088 0 2303 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-42"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(68.603516 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(129.882812 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(181.982422 0)"/>
+     </g>
+    </g>
+    <g id="line2d_87">
+     <path d="M 564.714135 74.455407 
+L 576.714135 74.455407 
+L 588.714135 74.455407 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_14">
+     <!-- Perm. Inc. Neutral -->
+     <g transform="translate(598.314135 78.655407) scale(0.12 -0.12)">
+      <defs>
+       <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-49" d="M 628 4666 
+L 1259 4666 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-50"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(56.677734 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(118.201172 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(157.564453 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(254.976562 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(286.763672 0)"/>
+      <use xlink:href="#DejaVuSans-49" transform="translate(318.550781 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(348.042969 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(411.421875 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(466.402344 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(498.189453 0)"/>
+      <use xlink:href="#DejaVuSans-4e" transform="translate(529.976562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(604.78125 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(666.304688 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(729.683594 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(768.892578 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(810.005859 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(871.285156 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+  <g id="axes_2">
+   <g id="patch_8">
+    <path d="M 55.98024 470.64351 
+L 716.99976 470.64351 
+L 716.99976 282.380792 
+L 55.98024 282.380792 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_3">
+    <g id="xtick_31">
+     <g id="line2d_88">
+      <path d="M 85.159723 470.64351 
+L 85.159723 282.380792 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_89">
+      <g>
+       <use xlink:href="#mfba8d416ca" x="85.159723" y="470.64351" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- $\mathdefault{10^{2}}$ -->
+      <g transform="translate(76.359723 485.241947) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.765625)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(128.203125 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_32">
+     <g id="line2d_90">
+      <path d="M 285.757622 470.64351 
+L 285.757622 282.380792 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_91">
+      <g>
+       <use xlink:href="#mfba8d416ca" x="285.757622" y="470.64351" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- $\mathdefault{10^{3}}$ -->
+      <g transform="translate(276.957622 485.241947) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.765625)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(128.203125 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_33">
+     <g id="line2d_92">
+      <path d="M 486.35552 470.64351 
+L 486.35552 282.380792 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_93">
+      <g>
+       <use xlink:href="#mfba8d416ca" x="486.35552" y="470.64351" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_17">
+      <!-- $\mathdefault{10^{4}}$ -->
+      <g transform="translate(477.55552 485.241947) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.684375)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.684375)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(128.203125 38.965625) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_34">
+     <g id="line2d_94">
+      <path d="M 686.953418 470.64351 
+L 686.953418 282.380792 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_95">
+      <g>
+       <use xlink:href="#mfba8d416ca" x="686.953418" y="470.64351" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_18">
+      <!-- $\mathdefault{10^{5}}$ -->
+      <g transform="translate(678.153418 485.241947) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.684375)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.684375)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(128.203125 38.965625) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_35">
+     <g id="line2d_96">
+      <g>
+       <use xlink:href="#m56f740430e" x="65.719778" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_36">
+     <g id="line2d_97">
+      <g>
+       <use xlink:href="#m56f740430e" x="75.980867" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_37">
+     <g id="line2d_98">
+      <g>
+       <use xlink:href="#m56f740430e" x="145.545708" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_38">
+     <g id="line2d_99">
+      <g>
+       <use xlink:href="#m56f740430e" x="180.869244" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_39">
+     <g id="line2d_100">
+      <g>
+       <use xlink:href="#m56f740430e" x="205.931692" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_40">
+     <g id="line2d_101">
+      <g>
+       <use xlink:href="#m56f740430e" x="225.371637" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_41">
+     <g id="line2d_102">
+      <g>
+       <use xlink:href="#m56f740430e" x="241.255229" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_42">
+     <g id="line2d_103">
+      <g>
+       <use xlink:href="#m56f740430e" x="254.684614" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_43">
+     <g id="line2d_104">
+      <g>
+       <use xlink:href="#m56f740430e" x="266.317677" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_44">
+     <g id="line2d_105">
+      <g>
+       <use xlink:href="#m56f740430e" x="276.578765" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_45">
+     <g id="line2d_106">
+      <g>
+       <use xlink:href="#m56f740430e" x="346.143606" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_46">
+     <g id="line2d_107">
+      <g>
+       <use xlink:href="#m56f740430e" x="381.467143" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_47">
+     <g id="line2d_108">
+      <g>
+       <use xlink:href="#m56f740430e" x="406.529591" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_48">
+     <g id="line2d_109">
+      <g>
+       <use xlink:href="#m56f740430e" x="425.969535" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_49">
+     <g id="line2d_110">
+      <g>
+       <use xlink:href="#m56f740430e" x="441.853127" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_50">
+     <g id="line2d_111">
+      <g>
+       <use xlink:href="#m56f740430e" x="455.282512" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_51">
+     <g id="line2d_112">
+      <g>
+       <use xlink:href="#m56f740430e" x="466.915575" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_52">
+     <g id="line2d_113">
+      <g>
+       <use xlink:href="#m56f740430e" x="477.176663" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_53">
+     <g id="line2d_114">
+      <g>
+       <use xlink:href="#m56f740430e" x="546.741504" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_54">
+     <g id="line2d_115">
+      <g>
+       <use xlink:href="#m56f740430e" x="582.065041" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_55">
+     <g id="line2d_116">
+      <g>
+       <use xlink:href="#m56f740430e" x="607.127489" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_56">
+     <g id="line2d_117">
+      <g>
+       <use xlink:href="#m56f740430e" x="626.567434" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_57">
+     <g id="line2d_118">
+      <g>
+       <use xlink:href="#m56f740430e" x="642.451025" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_58">
+     <g id="line2d_119">
+      <g>
+       <use xlink:href="#m56f740430e" x="655.880411" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_59">
+     <g id="line2d_120">
+      <g>
+       <use xlink:href="#m56f740430e" x="667.513473" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_60">
+     <g id="line2d_121">
+      <g>
+       <use xlink:href="#m56f740430e" x="677.774562" y="470.64351" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_19">
+     <!-- Number of Agents -->
+     <g transform="translate(341.001719 498.920073) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-4e"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(74.804688 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(138.183594 0)"/>
+      <use xlink:href="#DejaVuSans-62" transform="translate(235.595703 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(299.072266 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(360.595703 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(401.708984 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(433.496094 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(494.677734 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(529.882812 0)"/>
+      <use xlink:href="#DejaVuSans-41" transform="translate(561.669922 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(630.078125 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(693.554688 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(755.078125 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(818.457031 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(857.666016 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_4">
+    <g id="ytick_45">
+     <g id="line2d_122">
+      <path d="M 55.98024 431.651747 
+L 716.99976 431.651747 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_123">
+      <g>
+       <use xlink:href="#m55e35bf74f" x="55.98024" y="431.651747" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_20">
+      <!-- $\mathdefault{10^{-6}}$ -->
+      <g transform="translate(25.48024 435.450966) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.765625)"/>
+       <use xlink:href="#DejaVuSans-2212" transform="translate(128.203125 39.046875) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(186.855469 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_46">
+     <g id="line2d_124">
+      <path d="M 55.98024 383.322702 
+L 716.99976 383.322702 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_125">
+      <g>
+       <use xlink:href="#m55e35bf74f" x="55.98024" y="383.322702" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_21">
+      <!-- $\mathdefault{10^{-5}}$ -->
+      <g transform="translate(25.48024 387.12192) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.684375)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.684375)"/>
+       <use xlink:href="#DejaVuSans-2212" transform="translate(128.203125 38.965625) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(186.855469 38.965625) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_47">
+     <g id="line2d_126">
+      <path d="M 55.98024 334.993656 
+L 716.99976 334.993656 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_127">
+      <g>
+       <use xlink:href="#m55e35bf74f" x="55.98024" y="334.993656" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_22">
+      <!-- $\mathdefault{10^{-4}}$ -->
+      <g transform="translate(25.48024 338.792875) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.684375)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.684375)"/>
+       <use xlink:href="#DejaVuSans-2212" transform="translate(128.203125 38.965625) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(186.855469 38.965625) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_48">
+     <g id="line2d_128">
+      <path d="M 55.98024 286.66461 
+L 716.99976 286.66461 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_129">
+      <g>
+       <use xlink:href="#m55e35bf74f" x="55.98024" y="286.66461" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_23">
+      <!-- $\mathdefault{10^{-3}}$ -->
+      <g transform="translate(25.48024 290.463829) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0.765625)"/>
+       <use xlink:href="#DejaVuSans-2212" transform="translate(128.203125 39.046875) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(186.855469 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_49">
+     <g id="line2d_130">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="465.4323" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_50">
+     <g id="line2d_131">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="456.921978" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_51">
+     <g id="line2d_132">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="450.883808" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_52">
+     <g id="line2d_133">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="446.20024" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_53">
+     <g id="line2d_134">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="442.373486" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_54">
+     <g id="line2d_135">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="439.138011" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_55">
+     <g id="line2d_136">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="436.335316" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_56">
+     <g id="line2d_137">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="433.863163" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_57">
+     <g id="line2d_138">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="417.103255" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_58">
+     <g id="line2d_139">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="408.592932" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_59">
+     <g id="line2d_140">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="402.554762" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_60">
+     <g id="line2d_141">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="397.871194" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_61">
+     <g id="line2d_142">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="394.04444" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_62">
+     <g id="line2d_143">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="390.808965" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_63">
+     <g id="line2d_144">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="388.00627" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_64">
+     <g id="line2d_145">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="385.534117" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_65">
+     <g id="line2d_146">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="368.774209" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_66">
+     <g id="line2d_147">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="360.263887" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_67">
+     <g id="line2d_148">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="354.225717" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_68">
+     <g id="line2d_149">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="349.542148" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_69">
+     <g id="line2d_150">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="345.715394" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_70">
+     <g id="line2d_151">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="342.47992" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_71">
+     <g id="line2d_152">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="339.677224" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_72">
+     <g id="line2d_153">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="337.205072" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_73">
+     <g id="line2d_154">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="320.445163" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_74">
+     <g id="line2d_155">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="311.934841" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_75">
+     <g id="line2d_156">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="305.896671" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_76">
+     <g id="line2d_157">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="301.213103" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_77">
+     <g id="line2d_158">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="297.386349" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_78">
+     <g id="line2d_159">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="294.150874" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_79">
+     <g id="line2d_160">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="291.348179" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_80">
+     <g id="line2d_161">
+      <g>
+       <use xlink:href="#m046ee1ee9c" x="55.98024" y="288.876026" style="stroke: #000000; stroke-width: 0.6"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_24">
+     <!-- $\Delta \log \left(\{\hat{M}_t\}_{t\in\mathcal{T}}\right)$ -->
+     <g transform="translate(18.54024 427.892151) rotate(-90) scale(0.14 -0.14)">
+      <defs>
+       <path id="DejaVuSans-Oblique-4d" d="M 1081 4666 
+L 2028 4666 
+L 2572 1522 
+L 4378 4666 
+L 5350 4666 
+L 4441 0 
+L 3828 0 
+L 4622 4091 
+L 2791 897 
+L 2175 897 
+L 1581 4103 
+L 788 0 
+L 172 0 
+L 1081 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-394" transform="translate(0 0.407813)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(68.408203 0.407813)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(96.191406 0.407813)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(157.373047 0.407813)"/>
+      <use xlink:href="#STIXSizeOneSym-Regular-28" transform="translate(237.085286 0.203125) scale(1.028341)"/>
+      <use xlink:href="#DejaVuSans-7b" transform="translate(285.230778 0.407813)"/>
+      <use xlink:href="#DejaVuSans-302" transform="translate(428.001774 29.814063)"/>
+      <use xlink:href="#DejaVuSans-Oblique-4d" transform="translate(348.853825 0.407813)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(436.090153 -15.998437) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-7d" transform="translate(466.270817 0.407813)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(530.850895 -15.998437) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2208" transform="translate(571.93488 -15.998437) scale(0.7)"/>
+      <use xlink:href="#STIXNonUnicode-Italic-e240" transform="translate(646.549138 -15.998437) scale(0.7)"/>
+      <use xlink:href="#STIXSizeOneSym-Regular-29" transform="translate(684.913508 0.203125) scale(1.028341)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_162">
+    <path d="M 86.026582 290.938189 
+L 103.899917 293.441329 
+L 113.848192 294.625863 
+L 123.900112 295.775253 
+L 136.366851 297.384803 
+L 146.412566 298.678062 
+L 168.736933 301.369256 
+L 180.286509 302.812518 
+L 202.827904 305.830446 
+L 237.698875 311.159192 
+L 265.552035 316.07676 
+L 300.177001 321.563549 
+L 313.75392 324.032355 
+L 333.710367 327.903199 
+L 364.001132 334.16901 
+L 397.326531 341.588268 
+L 425.4803 347.981499 
+L 437.887445 350.826643 
+L 460.217809 356.18463 
+L 501.238787 365.791993 
+L 524.799425 371.512079 
+L 552.297282 378.492274 
+L 584.868231 386.279833 
+L 591.14627 387.834027 
+L 635.085874 399.158542 
+L 640.287062 400.56611 
+L 661.513803 406.301383 
+L 678.359194 410.513693 
+L 685.988923 412.064572 
+L 686.953418 412.2486 
+L 686.953418 412.2486 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_163">
+    <path d="M 86.026582 317.3371 
+L 104.599668 321.022078 
+L 121.062123 324.570459 
+L 149.796237 331.164283 
+L 161.429299 334.058558 
+L 177.312891 338.219341 
+L 188.908133 341.456627 
+L 215.804724 348.8939 
+L 227.946757 352.000212 
+L 264.446454 360.755651 
+L 292.542985 367.210376 
+L 314.257861 372.17109 
+L 339.257476 377.64425 
+L 398.909676 390.200566 
+L 474.052811 407.076546 
+L 486.677264 410.230672 
+L 508.458505 415.881813 
+L 534.001253 422.699264 
+L 571.90952 432.874378 
+L 597.004591 439.586171 
+L 628.78319 447.630517 
+L 681.803556 460.780981 
+L 686.953418 462.086114 
+L 686.953418 462.086114 
+" clip-path="url(#p059c87112f)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_9">
+    <path d="M 55.98024 470.64351 
+L 55.98024 282.380792 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_10">
+    <path d="M 716.99976 470.64351 
+L 716.99976 282.380792 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_11">
+    <path d="M 55.98024 470.64351 
+L 716.99976 470.64351 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_12">
+    <path d="M 55.98024 282.380792 
+L 716.99976 282.380792 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_25">
+    <!-- Market Resources -->
+    <g transform="translate(324.462344 276.380792) scale(0.14 -0.14)">
+     <defs>
+      <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-4d"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+     <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(242.957031 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(304.480469 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(343.689453 0)"/>
+     <use xlink:href="#DejaVuSans-52" transform="translate(375.476562 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(440.458984 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(501.982422 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(554.082031 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(615.263672 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(678.642578 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(717.505859 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(772.486328 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(834.009766 0)"/>
+    </g>
+   </g>
+   <g id="legend_2">
+    <g id="patch_13">
+     <path d="M 562.314135 327.208292 
+L 708.59976 327.208292 
+Q 710.99976 327.208292 710.99976 324.808292 
+L 710.99976 290.780792 
+Q 710.99976 288.380792 708.59976 288.380792 
+L 562.314135 288.380792 
+Q 559.914135 288.380792 559.914135 290.780792 
+L 559.914135 324.808292 
+Q 559.914135 327.208292 562.314135 327.208292 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_164">
+     <path d="M 564.714135 298.098917 
+L 576.714135 298.098917 
+L 588.714135 298.098917 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_26">
+     <!-- Base -->
+     <g transform="translate(598.314135 302.298917) scale(0.12 -0.12)">
+      <use xlink:href="#DejaVuSans-42"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(68.603516 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(129.882812 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(181.982422 0)"/>
+     </g>
+    </g>
+    <g id="line2d_165">
+     <path d="M 564.714135 315.712668 
+L 576.714135 315.712668 
+L 588.714135 315.712668 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_27">
+     <!-- Perm. Inc. Neutral -->
+     <g transform="translate(598.314135 319.912667) scale(0.12 -0.12)">
+      <use xlink:href="#DejaVuSans-50"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(56.677734 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(118.201172 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(157.564453 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(254.976562 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(286.763672 0)"/>
+      <use xlink:href="#DejaVuSans-49" transform="translate(318.550781 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(348.042969 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(411.421875 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(466.402344 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(498.189453 0)"/>
+      <use xlink:href="#DejaVuSans-4e" transform="translate(529.976562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(604.78125 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(666.304688 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(729.683594 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(768.892578 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(810.005859 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(871.285156 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+  <g id="text_28">
+   <!-- Variances of Aggregate Growth Rates -->
+   <g transform="translate(210.23125 15.15774) scale(0.16 -0.16)">
+    <defs>
+     <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-47" d="M 3809 666 
+L 3809 1919 
+L 2778 1919 
+L 2778 2438 
+L 4434 2438 
+L 4434 434 
+Q 4069 175 3628 42 
+Q 3188 -91 2688 -91 
+Q 1594 -91 976 548 
+Q 359 1188 359 2328 
+Q 359 3472 976 4111 
+Q 1594 4750 2688 4750 
+Q 3144 4750 3555 4637 
+Q 3966 4525 4313 4306 
+L 4313 3634 
+Q 3963 3931 3569 4081 
+Q 3175 4231 2741 4231 
+Q 1884 4231 1454 3753 
+Q 1025 3275 1025 2328 
+Q 1025 1384 1454 906 
+Q 1884 428 2741 428 
+Q 3075 428 3337 486 
+Q 3600 544 3809 666 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+    </defs>
+    <use xlink:href="#DejaVuSans-56"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(60.658203 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(121.9375 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(163.050781 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(190.833984 0)"/>
+    <use xlink:href="#DejaVuSans-6e" transform="translate(252.113281 0)"/>
+    <use xlink:href="#DejaVuSans-63" transform="translate(315.492188 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(370.472656 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(431.996094 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(484.095703 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(515.882812 0)"/>
+    <use xlink:href="#DejaVuSans-66" transform="translate(577.064453 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(612.269531 0)"/>
+    <use xlink:href="#DejaVuSans-41" transform="translate(644.056641 0)"/>
+    <use xlink:href="#DejaVuSans-67" transform="translate(712.464844 0)"/>
+    <use xlink:href="#DejaVuSans-67" transform="translate(775.941406 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(839.417969 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(878.28125 0)"/>
+    <use xlink:href="#DejaVuSans-67" transform="translate(939.804688 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(1003.28125 0)"/>
+    <use xlink:href="#DejaVuSans-74" transform="translate(1064.560547 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(1103.769531 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(1165.292969 0)"/>
+    <use xlink:href="#DejaVuSans-47" transform="translate(1197.080078 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(1274.570312 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(1313.433594 0)"/>
+    <use xlink:href="#DejaVuSans-77" transform="translate(1374.615234 0)"/>
+    <use xlink:href="#DejaVuSans-74" transform="translate(1456.402344 0)"/>
+    <use xlink:href="#DejaVuSans-68" transform="translate(1495.611328 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(1558.990234 0)"/>
+    <use xlink:href="#DejaVuSans-52" transform="translate(1590.777344 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(1658.009766 0)"/>
+    <use xlink:href="#DejaVuSans-74" transform="translate(1719.289062 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(1758.498047 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(1820.021484 0)"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pdc2e8dcf18">
+   <rect x="55.98024" y="41.123532" width="661.01952" height="188.262718"/>
+  </clipPath>
+  <clipPath id="p059c87112f">
+   <rect x="55.98024" y="282.380792" width="661.01952" height="188.262718"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/IncExpectationExample/lorenz.jpg b/notebooks/Figures/IncExpectationExample/lorenz.jpg
new file mode 100644
index 00000000..7361a75c
Binary files /dev/null and b/notebooks/Figures/IncExpectationExample/lorenz.jpg differ
diff --git a/notebooks/Figures/IncExpectationExample/lorenz.pdf b/notebooks/Figures/IncExpectationExample/lorenz.pdf
new file mode 100644
index 00000000..02e75dd5
Binary files /dev/null and b/notebooks/Figures/IncExpectationExample/lorenz.pdf differ
diff --git a/notebooks/Figures/IncExpectationExample/lorenz.png b/notebooks/Figures/IncExpectationExample/lorenz.png
new file mode 100644
index 00000000..da901e08
Binary files /dev/null and b/notebooks/Figures/IncExpectationExample/lorenz.png differ
diff --git a/notebooks/Figures/IncExpectationExample/lorenz.svg b/notebooks/Figures/IncExpectationExample/lorenz.svg
new file mode 100644
index 00000000..f7b31c45
--- /dev/null
+++ b/notebooks/Figures/IncExpectationExample/lorenz.svg
@@ -0,0 +1,1002 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m7fe7cae4b8" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m7fe7cae4b8" x="72" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g transform="translate(64.048438 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m7fe7cae4b8" x="161.28" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.2 -->
+      <g transform="translate(153.328438 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m7fe7cae4b8" x="250.56" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.4 -->
+      <g transform="translate(242.608438 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m7fe7cae4b8" x="339.84" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.6 -->
+      <g transform="translate(331.888438 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m7fe7cae4b8" x="429.12" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 0.8 -->
+      <g transform="translate(421.168437 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m7fe7cae4b8" x="518.4" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 1.0 -->
+      <g transform="translate(510.448437 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Wealth percentile -->
+     <g transform="translate(251.299219 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-57" d="M 213 4666 
+L 850 4666 
+L 1831 722 
+L 2809 4666 
+L 3519 4666 
+L 4500 722 
+L 5478 4666 
+L 6119 4666 
+L 4947 0 
+L 4153 0 
+L 3169 4050 
+L 2175 0 
+L 1381 0 
+L 213 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-57"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(93.001953 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(154.525391 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(215.804688 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(243.587891 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(282.796875 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(346.175781 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(377.962891 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(441.439453 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(502.962891 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(541.826172 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(596.806641 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(658.330078 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(721.708984 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(760.917969 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(788.701172 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(816.484375 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="mc883fbb3eb" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mc883fbb3eb" x="72" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 388.279219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mc883fbb3eb" x="72" y="317.952" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 321.751219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mc883fbb3eb" x="72" y="251.424" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 255.223219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#mc883fbb3eb" x="72" y="184.896" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 188.695219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mc883fbb3eb" x="72" y="118.368" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 122.167219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mc883fbb3eb" x="72" y="51.84" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 55.639219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Cumulative wealth share -->
+     <g transform="translate(43.017187 280.480312) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(133.203125 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(230.615234 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(293.994141 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(321.777344 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(383.056641 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(422.265625 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(450.048828 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(509.228516 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(570.751953 0)"/>
+      <use xlink:href="#DejaVuSans-77" transform="translate(602.539062 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(684.326172 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(745.849609 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(807.128906 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(834.912109 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(874.121094 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(937.5 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(969.287109 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(1021.386719 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(1084.765625 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(1146.044922 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1184.908203 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 72 384.48 
+L 76.901472 384.39991 
+L 83.58408 384.006507 
+L 90.266688 383.436678 
+L 96.949296 382.685226 
+L 105.85944 381.447886 
+L 114.769584 379.981041 
+L 123.679728 378.317565 
+L 132.589872 376.464922 
+L 143.727552 373.919058 
+L 154.865232 371.144652 
+L 166.002912 368.132974 
+L 177.140592 364.880271 
+L 188.278272 361.370811 
+L 199.415952 357.612831 
+L 210.553632 353.609989 
+L 221.691312 349.37481 
+L 232.828992 344.895552 
+L 243.966672 340.144646 
+L 255.104352 335.142178 
+L 266.242032 329.85473 
+L 277.379712 324.313629 
+L 288.517392 318.505617 
+L 299.655072 312.403654 
+L 308.565216 307.280927 
+L 319.702896 300.581975 
+L 330.840576 293.569439 
+L 339.75072 287.710077 
+L 348.660864 281.617938 
+L 357.571008 275.295859 
+L 366.481152 268.682393 
+L 375.391296 261.763123 
+L 384.30144 254.522071 
+L 393.211584 246.953743 
+L 402.121728 239.002584 
+L 408.804336 232.757208 
+L 415.486944 226.282884 
+L 422.169552 219.544313 
+L 428.85216 212.5234 
+L 435.534768 205.211055 
+L 442.217376 197.588038 
+L 448.899984 189.619575 
+L 453.355056 184.063981 
+L 460.037664 175.261734 
+L 466.720272 165.908605 
+L 471.175344 159.364674 
+L 477.857952 149.040244 
+L 482.313024 141.761907 
+L 486.768096 134.004359 
+L 491.223168 125.703524 
+L 495.67824 116.830726 
+L 500.133312 107.305064 
+L 504.588384 97.005812 
+L 506.81592 91.492953 
+L 509.043456 85.638481 
+L 511.270992 79.340937 
+L 513.498528 72.401152 
+L 515.726064 64.624856 
+L 517.9536 54.583149 
+L 518.4 51.84 
+L 518.4 51.84 
+" clip-path="url(#pd5cf93426e)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_15">
+    <!-- Lorenz Curve for Assets -->
+    <g transform="translate(224.117812 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-4c" d="M 628 4666 
+L 1259 4666 
+L 1259 531 
+L 3531 531 
+L 3531 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-7a" d="M 353 3500 
+L 3084 3500 
+L 3084 2975 
+L 922 459 
+L 3084 459 
+L 3084 0 
+L 275 0 
+L 275 525 
+L 2438 3041 
+L 353 3041 
+L 353 3500 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-4c"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(53.962891 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(115.144531 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(154.007812 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(215.53125 0)"/>
+     <use xlink:href="#DejaVuSans-7a" transform="translate(278.910156 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(331.400391 0)"/>
+     <use xlink:href="#DejaVuSans-43" transform="translate(363.1875 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(433.011719 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(496.390625 0)"/>
+     <use xlink:href="#DejaVuSans-76" transform="translate(537.503906 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(596.683594 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(658.207031 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(689.994141 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(725.199219 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(786.380859 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(827.494141 0)"/>
+     <use xlink:href="#DejaVuSans-41" transform="translate(859.28125 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(927.689453 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(979.789062 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1031.888672 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1093.412109 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1132.621094 0)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pd5cf93426e">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.jpg b/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.jpg
new file mode 100644
index 00000000..f90cc745
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.jpg differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.pdf b/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.pdf
new file mode 100644
index 00000000..5ffe82b5
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.pdf differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.png b/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.png
new file mode 100644
index 00000000..723ee39f
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.png differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.svg b/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.svg
new file mode 100644
index 00000000..36299959
--- /dev/null
+++ b/notebooks/Figures/KeynesFriedmanModigliani/cFuncData.svg
@@ -0,0 +1,1393 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 146.457706 384.48 
+L 146.457706 51.84 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 8000 -->
+      <g style="fill: #262626" transform="translate(135.335831 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-38"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 252.390907 384.48 
+L 252.390907 51.84 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 10000 -->
+      <g style="fill: #262626" transform="translate(238.488563 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 358.324108 384.48 
+L 358.324108 51.84 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 12000 -->
+      <g style="fill: #262626" transform="translate(344.421764 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 464.257309 384.48 
+L 464.257309 51.84 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 14000 -->
+      <g style="fill: #262626" transform="translate(450.354966 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-34" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 570.19051 384.48 
+L 570.19051 51.84 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 16000 -->
+      <g style="fill: #262626" transform="translate(556.288167 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-36" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Income (y) -->
+     <g style="fill: #262626" transform="translate(308.485938 408.405) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-28" d="M 1497 -1347 
+Q 1031 -759 709 28 
+Q 388 816 388 1659 
+Q 388 2403 628 3084 
+Q 909 3875 1497 4659 
+L 1900 4659 
+Q 1522 4009 1400 3731 
+Q 1209 3300 1100 2831 
+Q 966 2247 966 1656 
+Q 966 153 1900 -1347 
+L 1497 -1347 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-29" d="M 791 -1347 
+L 388 -1347 
+Q 1322 153 1322 1656 
+Q 1322 2244 1188 2822 
+Q 1081 3291 891 3722 
+Q 769 4003 388 4659 
+L 791 4659 
+Q 1378 3875 1659 3084 
+Q 1900 2403 1900 1659 
+Q 1900 816 1576 28 
+Q 1253 -759 791 -1347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(133.398438 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(272.314453 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(327.929688 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(355.712891 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(389.013672 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(439.013672 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_11">
+      <path d="M 81 379.856655 
+L 583.2 379.856655 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_7">
+      <!-- 6000 -->
+      <g style="fill: #262626" transform="translate(55.25625 383.435561) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-36"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_13">
+      <path d="M 81 316.095459 
+L 583.2 316.095459 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_8">
+      <!-- 8000 -->
+      <g style="fill: #262626" transform="translate(55.25625 319.674365) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-38"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_15">
+      <path d="M 81 252.334263 
+L 583.2 252.334263 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 10000 -->
+      <g style="fill: #262626" transform="translate(49.695312 255.91317) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_17">
+      <path d="M 81 188.573068 
+L 583.2 188.573068 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 12000 -->
+      <g style="fill: #262626" transform="translate(49.695312 192.151974) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_19">
+      <path d="M 81 124.811872 
+L 583.2 124.811872 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 14000 -->
+      <g style="fill: #262626" transform="translate(49.695312 128.390778) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-34" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_21">
+      <path d="M 81 61.050676 
+L 583.2 61.050676 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 16000 -->
+      <g style="fill: #262626" transform="translate(49.695312 64.629582) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-36" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_13">
+     <!-- Consumption (c) -->
+     <g style="fill: #262626" transform="translate(43.590625 254.837344) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(616.992188 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(650.292969 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(700.292969 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_23">
+    <defs>
+     <path id="m2727a5d111" d="M 0 1.5 
+C 0.397805 1.5 0.77937 1.341951 1.06066 1.06066 
+C 1.341951 0.77937 1.5 0.397805 1.5 0 
+C 1.5 -0.397805 1.341951 -0.77937 1.06066 -1.06066 
+C 0.77937 -1.341951 0.397805 -1.5 0 -1.5 
+C -0.397805 -1.5 -0.77937 -1.341951 -1.06066 -1.06066 
+C -1.341951 -0.77937 -1.5 -0.397805 -1.5 0 
+C -1.5 0.397805 -1.341951 0.77937 -1.06066 1.06066 
+C -0.77937 1.341951 -0.397805 1.5 0 1.5 
+z
+" style="stroke: #008000"/>
+    </defs>
+    <g clip-path="url(#pc541ae155a)">
+     <use xlink:href="#m2727a5d111" x="104.030823" y="368.468491" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="106.845045" y="367.851091" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="106.895469" y="367.045724" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="103.827273" y="368.598373" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="104.99561" y="369.36" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="107.866876" y="367.687735" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="109.348299" y="366.673358" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="112.38318" y="366.775663" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="119.902053" y="362.949258" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="123.626718" y="361.535991" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="125.363016" y="359.289206" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="127.147461" y="356.764199" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="128.687253" y="355.942285" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="129.950983" y="353.984848" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="130.287585" y="351.568076" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="133.122305" y="349.640607" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="135.790868" y="347.107151" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="139.911723" y="345.364048" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="142.368314" y="343.642527" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="148.376421" y="341.182971" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="151.969146" y="340.610619" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="153.15814" y="338.589644" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="157.055793" y="336.482177" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="159.525679" y="334.8453" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="163.590177" y="332.666006" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="167.571676" y="330.100542" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="171.045967" y="328.641271" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="173.30923" y="326.709722" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="177.438771" y="324.133196" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="181.347918" y="323.0212" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="186.770427" y="318.793865" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="193.622769" y="315.777801" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="203.634675" y="313.194739" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="210.376052" y="308.652519" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="215.223767" y="305.229563" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="218.91342" y="301.387983" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="224.219932" y="298.6174" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="224.559077" y="294.443974" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="228.108051" y="291.333321" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="234.654882" y="287.240553" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="243.591672" y="282.947831" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="249.752641" y="280.256821" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="256.705619" y="277.469915" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="260.282666" y="274.904133" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="264.565916" y="273.829725" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="264.144884" y="273.232442" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="276.514598" y="272.19578" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="267.331461" y="267.372278" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="280.378035" y="266.695963" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="284.858586" y="265.156002" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="285.541007" y="263.014646" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="288.984737" y="261.300841" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="289.126952" y="259.774685" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="295.563718" y="256.209605" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="305.325516" y="251.756523" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="306.90837" y="249.557718" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="309.55384" y="246.55938" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="315.564966" y="244.788317" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="319.387619" y="240.95493" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="326.333341" y="237.220182" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="318.144651" y="235.098401" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="323.586281" y="231.374396" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="325.803781" y="228.555386" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="331.204361" y="227.923927" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="342.472953" y="224.181304" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="344.782667" y="222.382505" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="345.684" y="220.142893" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="353.278086" y="216.794697" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="358.11007" y="214.609219" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="361.254009" y="213.673651" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="362.329813" y="211.289014" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="363.108369" y="209.870933" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="365.825874" y="210.366294" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="379.06567" y="209.372129" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="366.416981" y="212.160374" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="373.756139" y="215.390995" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="373.261431" y="216.294395" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="377.617034" y="218.038774" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="369.694766" y="215.664243" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="370.644404" y="216.055865" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="374.534166" y="213.998004" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="385.367689" y="210.795279" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="388.965128" y="208.224396" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="391.487344" y="206.000023" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="398.212619" y="204.605183" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="396.873942" y="204.228035" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="400.465024" y="203.111417" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="401.99078" y="202.476515" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="412.41413" y="199.81745" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="417.049079" y="199.165301" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="411.54855" y="198.410974" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="430.716739" y="196.925561" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="402.665998" y="194.492466" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="407.818324" y="193.416081" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="410.212203" y="191.880425" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="411.159458" y="188.540326" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="419.189883" y="187.16385" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="427.948281" y="183.475392" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="434.577898" y="179.643759" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="444.730801" y="175.132367" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="454.668395" y="172.093923" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="456.872282" y="169.347377" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="460.969408" y="166.518389" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="465.149108" y="164.872681" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="471.176654" y="161.805544" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="469.667318" y="159.775132" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="473.895906" y="156.913594" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="478.781228" y="154.777689" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="486.624098" y="151.576431" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="494.955268" y="149.495648" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="500.350764" y="146.637903" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="505.171572" y="141.998638" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="513.384096" y="138.891205" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="520.477118" y="136.576865" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="528.891234" y="134.57403" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="536.574781" y="133.210114" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="546.582926" y="132.516424" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="545.980272" y="128.774471" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="551.532443" y="123.752735" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="555.508698" y="120.818062" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m2727a5d111" x="560.372727" y="128.412849" style="fill: #008000; stroke: #008000"/>
+    </g>
+   </g>
+   <g id="line2d_24">
+    <path d="M 104.030823 364.755023 
+L 106.845045 363.19278 
+L 106.895469 363.164788 
+L 103.827273 364.868019 
+L 104.99561 364.219446 
+L 107.866876 362.625536 
+L 109.348299 361.803162 
+L 112.38318 360.118426 
+L 119.902053 355.944515 
+L 123.626718 353.876863 
+L 125.363016 352.913002 
+L 127.147461 351.922413 
+L 128.687253 351.067637 
+L 129.950983 350.366109 
+L 130.287585 350.179253 
+L 133.122305 348.605631 
+L 135.790868 347.124246 
+L 139.911723 344.836659 
+L 142.368314 343.472946 
+L 148.376421 340.137699 
+L 151.969146 338.14329 
+L 153.15814 337.48325 
+L 157.055793 335.319568 
+L 159.525679 333.948474 
+L 163.590177 331.692172 
+L 167.571676 329.481944 
+L 171.045967 327.55328 
+L 173.30923 326.296888 
+L 177.438771 324.004479 
+L 181.347918 321.834416 
+L 186.770427 318.824249 
+L 193.622769 315.020347 
+L 203.634675 309.462493 
+L 210.376052 305.72019 
+L 215.223767 303.029105 
+L 218.91342 300.980889 
+L 224.219932 298.035114 
+L 224.559077 297.846847 
+L 228.108051 295.876725 
+L 234.654882 292.242419 
+L 243.591672 287.281389 
+L 249.752641 283.861285 
+L 256.705619 280.001516 
+L 260.282666 278.015811 
+L 264.565916 275.638074 
+L 264.144884 275.871799 
+L 276.514598 269.005069 
+L 267.331461 274.102852 
+L 280.378035 266.860381 
+L 284.858586 264.373118 
+L 285.541007 263.994289 
+L 288.984737 262.08259 
+L 289.126952 262.003643 
+L 295.563718 258.430437 
+L 305.325516 253.011425 
+L 306.90837 252.132744 
+L 309.55384 250.664179 
+L 315.564966 247.327256 
+L 319.387619 245.205209 
+L 326.333341 241.349469 
+L 318.144651 245.89521 
+L 323.586281 242.874429 
+L 325.803781 241.64344 
+L 331.204361 238.645446 
+L 342.472953 232.389976 
+L 344.782667 231.107797 
+L 345.684 230.607445 
+L 353.278086 226.391783 
+L 358.11007 223.70943 
+L 361.254009 221.964153 
+L 362.329813 221.366948 
+L 363.108369 220.934753 
+L 365.825874 219.4262 
+L 379.06567 212.076465 
+L 366.416981 219.098061 
+L 373.756139 215.023916 
+L 373.261431 215.29854 
+L 377.617034 212.880639 
+L 369.694766 217.278483 
+L 370.644404 216.751316 
+L 374.534166 214.592014 
+L 385.367689 208.578061 
+L 388.965128 206.581035 
+L 391.487344 205.180891 
+L 398.212619 201.447526 
+L 396.873942 202.190659 
+L 400.465024 200.197162 
+L 401.99078 199.350177 
+L 412.41413 193.563921 
+L 417.049079 190.990948 
+L 411.54855 194.044426 
+L 430.716739 183.403696 
+L 402.665998 198.975347 
+L 407.818324 196.115165 
+L 410.212203 194.786265 
+L 411.159458 194.260421 
+L 419.189883 189.802536 
+L 427.948281 184.940535 
+L 434.577898 181.260272 
+L 444.730801 175.624148 
+L 454.668395 170.107547 
+L 456.872282 168.884116 
+L 460.969408 166.609701 
+L 465.149108 164.289448 
+L 471.176654 160.94341 
+L 469.667318 161.781279 
+L 473.895906 159.433886 
+L 478.781228 156.721925 
+L 486.624098 152.368156 
+L 494.955268 147.743321 
+L 500.350764 144.748149 
+L 505.171572 142.072001 
+L 513.384096 137.513028 
+L 520.477118 133.575518 
+L 528.891234 128.904638 
+L 536.574781 124.639313 
+L 546.582926 119.083548 
+L 545.980272 119.418096 
+L 551.532443 116.33595 
+L 555.508698 114.128633 
+L 560.372727 111.428492 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_25">
+    <path d="M 104.030823 341.632201 
+L 106.845045 339.938321 
+L 106.895469 339.90797 
+L 103.827273 341.754718 
+L 104.99561 341.051496 
+L 107.866876 339.32328 
+L 109.348299 338.431612 
+L 112.38318 336.604917 
+L 119.902053 332.079307 
+L 123.626718 329.837432 
+L 125.363016 328.792354 
+L 127.147461 327.718296 
+L 128.687253 326.791495 
+L 129.950983 326.030856 
+L 130.287585 325.828255 
+L 133.122305 324.122037 
+L 135.790868 322.515829 
+L 139.911723 320.035487 
+L 142.368314 318.556865 
+L 148.376421 314.940585 
+L 151.969146 312.778124 
+L 153.15814 312.062468 
+L 157.055793 309.71647 
+L 159.525679 308.229846 
+L 163.590177 305.783425 
+L 167.571676 303.38696 
+L 171.045967 301.295784 
+L 173.30923 299.933526 
+L 177.438771 297.447956 
+L 181.347918 295.09504 
+L 186.770427 291.831232 
+L 193.622769 287.706807 
+L 203.634675 281.680641 
+L 210.376052 277.623006 
+L 215.223767 274.705166 
+L 218.91342 272.484363 
+L 224.219932 269.290374 
+L 224.559077 269.086242 
+L 228.108051 266.950115 
+L 234.654882 263.009577 
+L 243.591672 257.630523 
+L 249.752641 253.922236 
+L 256.705619 249.737238 
+L 260.282666 247.584214 
+L 264.565916 245.006125 
+L 264.144884 245.259544 
+L 276.514598 237.814213 
+L 267.331461 243.341544 
+L 280.378035 235.488811 
+L 284.858586 232.791967 
+L 285.541007 232.381217 
+L 288.984737 230.308437 
+L 289.126952 230.222837 
+L 295.563718 226.348548 
+L 305.325516 220.472921 
+L 306.90837 219.520202 
+L 309.55384 217.927893 
+L 315.564966 214.309796 
+L 319.387619 212.008942 
+L 326.333341 207.828311 
+L 318.144651 212.757083 
+L 323.586281 209.481767 
+L 325.803781 208.147053 
+L 331.204361 204.896444 
+L 342.472953 198.113879 
+L 344.782667 196.723661 
+L 345.684 196.181149 
+L 353.278086 191.610268 
+L 358.11007 188.701897 
+L 361.254009 186.809561 
+L 362.329813 186.162034 
+L 363.108369 185.693421 
+L 365.825874 184.057755 
+L 379.06567 176.088721 
+L 366.416981 183.701967 
+L 373.756139 179.284528 
+L 373.261431 179.582293 
+L 377.617034 176.960656 
+L 369.694766 181.729068 
+L 370.644404 181.157481 
+L 374.534166 178.816234 
+L 385.367689 172.295536 
+L 388.965128 170.130237 
+L 391.487344 168.612115 
+L 398.212619 164.564172 
+L 396.873942 165.369922 
+L 400.465024 163.20845 
+L 401.99078 162.290097 
+L 412.41413 156.016282 
+L 417.049079 153.226507 
+L 411.54855 156.537275 
+L 430.716739 144.999942 
+L 402.665998 161.883683 
+L 407.818324 158.782498 
+L 410.212203 157.341623 
+L 411.159458 156.77147 
+L 419.189883 151.937957 
+L 427.948281 146.666277 
+L 434.577898 142.67591 
+L 444.730801 136.564877 
+L 454.668395 130.58344 
+L 456.872282 129.25692 
+L 460.969408 126.79086 
+L 465.149108 124.275098 
+L 471.176654 120.647118 
+L 469.667318 121.555588 
+L 473.895906 119.0104 
+L 478.781228 116.069925 
+L 486.624098 111.349301 
+L 494.955268 106.33477 
+L 500.350764 103.087221 
+L 505.171572 100.185577 
+L 513.384096 95.242458 
+L 520.477118 90.973168 
+L 528.891234 85.908712 
+L 536.574781 81.283985 
+L 546.582926 75.260082 
+L 545.980272 75.622819 
+L 551.532443 72.280967 
+L 555.508698 69.887659 
+L 560.372727 66.96 
+" clip-path="url(#pc541ae155a)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_26">
+     <g>
+      <use xlink:href="#m2727a5d111" x="100" y="64.497813" style="fill: #008000; stroke: #008000"/>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Data -->
+     <g style="fill: #262626" transform="translate(118 67.997813) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-44" d="M 494 0 
+L 494 4581 
+L 2072 4581 
+Q 2606 4581 2888 4516 
+Q 3281 4425 3559 4188 
+Q 3922 3881 4101 3404 
+Q 4281 2928 4281 2316 
+Q 4281 1794 4159 1391 
+Q 4038 988 3847 723 
+Q 3656 459 3429 307 
+Q 3203 156 2883 78 
+Q 2563 0 2147 0 
+L 494 0 
+z
+M 1100 541 
+L 2078 541 
+Q 2531 541 2789 625 
+Q 3047 709 3200 863 
+Q 3416 1078 3536 1442 
+Q 3656 1806 3656 2325 
+Q 3656 3044 3420 3430 
+Q 3184 3816 2847 3947 
+Q 2603 4041 2063 4041 
+L 1100 4041 
+L 1100 541 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-44"/>
+      <use xlink:href="#ArialMT-61" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(155.615234 0)"/>
+     </g>
+    </g>
+    <g id="line2d_27">
+     <path d="M 90 78.643125 
+L 100 78.643125 
+L 110 78.643125 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_15">
+     <!-- Line of best fit -->
+     <g style="fill: #262626" transform="translate(118 82.143125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4c" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 541 
+L 3331 541 
+L 3331 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-62" d="M 941 0 
+L 419 0 
+L 419 4581 
+L 981 4581 
+L 981 2947 
+Q 1338 3394 1891 3394 
+Q 2197 3394 2470 3270 
+Q 2744 3147 2920 2923 
+Q 3097 2700 3197 2384 
+Q 3297 2069 3297 1709 
+Q 3297 856 2875 390 
+Q 2453 -75 1863 -75 
+Q 1275 -75 941 416 
+L 941 0 
+z
+M 934 1684 
+Q 934 1088 1097 822 
+Q 1363 388 1816 388 
+Q 2184 388 2453 708 
+Q 2722 1028 2722 1663 
+Q 2722 2313 2464 2622 
+Q 2206 2931 1841 2931 
+Q 1472 2931 1203 2611 
+Q 934 2291 934 1684 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4c"/>
+      <use xlink:href="#ArialMT-69" transform="translate(55.615234 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(77.832031 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(133.447266 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(189.0625 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(216.845703 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(272.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(300.244141 0)"/>
+      <use xlink:href="#ArialMT-62" transform="translate(328.027344 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(383.642578 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(439.257812 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(489.257812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(517.041016 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(544.824219 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(572.607422 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(594.824219 0)"/>
+     </g>
+    </g>
+    <g id="line2d_28">
+     <path d="M 90 92.788437 
+L 100 92.788437 
+L 110 92.788437 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_16">
+     <!-- C=Y -->
+     <g style="fill: #262626" transform="translate(118 96.288437) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-3d" d="M 3381 2694 
+L 356 2694 
+L 356 3219 
+L 3381 3219 
+L 3381 2694 
+z
+M 3381 1303 
+L 356 1303 
+L 356 1828 
+L 3381 1828 
+L 3381 1303 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-3d" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-59" transform="translate(130.615234 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pc541ae155a">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.jpg b/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.jpg
new file mode 100644
index 00000000..0576ef62
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.jpg differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.pdf b/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.pdf
new file mode 100644
index 00000000..d43d61a9
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.pdf differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.png b/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.png
new file mode 100644
index 00000000..0531174c
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.png differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.svg b/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.svg
new file mode 100644
index 00000000..83b45cc2
--- /dev/null
+++ b/notebooks/Figures/KeynesFriedmanModigliani/cFuncModel.svg
@@ -0,0 +1,1137 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 103.827273 384.48 
+L 103.827273 51.84 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(101.046804 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 179.918182 384.48 
+L 179.918182 51.84 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 5 -->
+      <g style="fill: #262626" transform="translate(177.137713 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 256.009091 384.48 
+L 256.009091 51.84 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 10 -->
+      <g style="fill: #262626" transform="translate(250.448153 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 332.1 384.48 
+L 332.1 51.84 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 15 -->
+      <g style="fill: #262626" transform="translate(326.539062 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 408.190909 384.48 
+L 408.190909 51.84 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 20 -->
+      <g style="fill: #262626" transform="translate(402.629972 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 484.281818 384.48 
+L 484.281818 51.84 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 25 -->
+      <g style="fill: #262626" transform="translate(478.720881 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 560.372727 384.48 
+L 560.372727 51.84 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 30 -->
+      <g style="fill: #262626" transform="translate(554.81179 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-33" d="M 269 1209 
+L 831 1284 
+Q 928 806 1161 595 
+Q 1394 384 1728 384 
+Q 2125 384 2398 659 
+Q 2672 934 2672 1341 
+Q 2672 1728 2419 1979 
+Q 2166 2231 1775 2231 
+Q 1616 2231 1378 2169 
+L 1441 2663 
+Q 1497 2656 1531 2656 
+Q 1891 2656 2178 2843 
+Q 2466 3031 2466 3422 
+Q 2466 3731 2256 3934 
+Q 2047 4138 1716 4138 
+Q 1388 4138 1169 3931 
+Q 950 3725 888 3313 
+L 325 3413 
+Q 428 3978 793 4289 
+Q 1159 4600 1703 4600 
+Q 2078 4600 2393 4439 
+Q 2709 4278 2876 4000 
+Q 3044 3722 3044 3409 
+Q 3044 3113 2884 2869 
+Q 2725 2625 2413 2481 
+Q 2819 2388 3044 2092 
+Q 3269 1797 3269 1353 
+Q 3269 753 2831 336 
+Q 2394 -81 1725 -81 
+Q 1122 -81 723 278 
+Q 325 638 269 1209 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-33"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Income (y) -->
+     <g style="fill: #262626" transform="translate(308.485938 408.405) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-28" d="M 1497 -1347 
+Q 1031 -759 709 28 
+Q 388 816 388 1659 
+Q 388 2403 628 3084 
+Q 909 3875 1497 4659 
+L 1900 4659 
+Q 1522 4009 1400 3731 
+Q 1209 3300 1100 2831 
+Q 966 2247 966 1656 
+Q 966 153 1900 -1347 
+L 1497 -1347 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-29" d="M 791 -1347 
+L 388 -1347 
+Q 1322 153 1322 1656 
+Q 1322 2244 1188 2822 
+Q 1081 3291 891 3722 
+Q 769 4003 388 4659 
+L 791 4659 
+Q 1378 3875 1659 3084 
+Q 1900 2403 1900 1659 
+Q 1900 816 1576 28 
+Q 1253 -759 791 -1347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(133.398438 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(272.314453 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(327.929688 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(355.712891 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(389.013672 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(439.013672 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_15">
+      <path d="M 81 384.48 
+L 583.2 384.48 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 0.0 -->
+      <g style="fill: #262626" transform="translate(63.6 388.058906) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-2e" d="M 581 0 
+L 581 641 
+L 1222 641 
+L 1222 0 
+L 581 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_17">
+      <path d="M 81 342.9 
+L 583.2 342.9 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 2.5 -->
+      <g style="fill: #262626" transform="translate(63.6 346.478906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_19">
+      <path d="M 81 301.32 
+L 583.2 301.32 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 5.0 -->
+      <g style="fill: #262626" transform="translate(63.6 304.898906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_21">
+      <path d="M 81 259.74 
+L 583.2 259.74 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 7.5 -->
+      <g style="fill: #262626" transform="translate(63.6 263.318906) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-37" d="M 303 3981 
+L 303 4522 
+L 3269 4522 
+L 3269 4084 
+Q 2831 3619 2401 2847 
+Q 1972 2075 1738 1259 
+Q 1569 684 1522 0 
+L 944 0 
+Q 953 541 1156 1306 
+Q 1359 2072 1739 2783 
+Q 2119 3494 2547 3981 
+L 303 3981 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-37"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_23">
+      <path d="M 81 218.16 
+L 583.2 218.16 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 10.0 -->
+      <g style="fill: #262626" transform="translate(58.039062 221.738906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_25">
+      <path d="M 81 176.58 
+L 583.2 176.58 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 12.5 -->
+      <g style="fill: #262626" transform="translate(58.039062 180.158906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_27">
+      <path d="M 81 135 
+L 583.2 135 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- 15.0 -->
+      <g style="fill: #262626" transform="translate(58.039062 138.578906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_29">
+      <path d="M 81 93.42 
+L 583.2 93.42 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_30"/>
+     <g id="text_16">
+      <!-- 17.5 -->
+      <g style="fill: #262626" transform="translate(58.039062 96.998906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-37" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_31">
+      <path d="M 81 51.84 
+L 583.2 51.84 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_32"/>
+     <g id="text_17">
+      <!-- 20.0 -->
+      <g style="fill: #262626" transform="translate(58.039062 55.418906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_18">
+     <!-- Normalized Consumption (c) -->
+     <g style="fill: #262626" transform="translate(51.934375 281.510781) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4e" d="M 488 0 
+L 488 4581 
+L 1109 4581 
+L 3516 984 
+L 3516 4581 
+L 4097 4581 
+L 4097 0 
+L 3475 0 
+L 1069 3600 
+L 1069 0 
+L 488 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-7a" d="M 125 0 
+L 125 456 
+L 2238 2881 
+Q 1878 2863 1603 2863 
+L 250 2863 
+L 250 3319 
+L 2963 3319 
+L 2963 2947 
+L 1166 841 
+L 819 456 
+Q 1197 484 1528 484 
+L 3063 484 
+L 3063 0 
+L 125 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4e"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(161.132812 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(244.433594 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(300.048828 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(322.265625 0)"/>
+      <use xlink:href="#ArialMT-7a" transform="translate(344.482422 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(394.482422 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(450.097656 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(505.712891 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(533.496094 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(605.712891 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(661.328125 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(716.943359 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(766.943359 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(822.558594 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(905.859375 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(961.474609 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(989.257812 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1011.474609 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1067.089844 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1122.705078 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(1150.488281 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(1183.789062 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(1233.789062 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_33">
+    <path d="M 103.827273 356.895014 
+L 127.855981 336.361811 
+L 151.884689 315.828607 
+L 175.913397 295.295403 
+L 199.942105 274.7622 
+L 223.970813 254.228996 
+L 247.999522 233.695792 
+L 272.02823 213.162589 
+L 296.056938 192.629385 
+L 320.085646 172.096181 
+L 344.114354 151.562978 
+L 368.143062 131.029774 
+L 392.17177 110.49657 
+L 416.200478 89.963367 
+L 440.229187 69.430163 
+L 464.257895 48.896959 
+L 488.286603 28.363756 
+L 512.315311 7.830552 
+L 522.649147 -1 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_34">
+    <path d="M 103.827273 384.48 
+L 127.855981 358.218947 
+L 151.884689 331.957895 
+L 175.913397 305.696842 
+L 199.942105 279.435789 
+L 223.970813 253.174737 
+L 247.999522 226.913684 
+L 272.02823 200.652632 
+L 296.056938 174.391579 
+L 320.085646 148.130526 
+L 344.114354 121.869474 
+L 368.143062 95.608421 
+L 392.17177 69.347368 
+L 416.200478 43.086316 
+L 440.229187 16.825263 
+L 456.539197 -1 
+" clip-path="url(#pc44eb5cb57)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="text_19">
+    <!-- Consumption function -->
+    <g style="fill: #262626" transform="translate(274.069688 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#ArialMT-43"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+     <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+     <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+     <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+     <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+     <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+     <use xlink:href="#ArialMT-66" transform="translate(616.992188 0)"/>
+     <use xlink:href="#ArialMT-75" transform="translate(644.775391 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(700.390625 0)"/>
+     <use xlink:href="#ArialMT-63" transform="translate(756.005859 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(806.005859 0)"/>
+     <use xlink:href="#ArialMT-69" transform="translate(833.789062 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(856.005859 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(911.621094 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_35">
+     <path d="M 90 64.619687 
+L 100 64.619687 
+L 110 64.619687 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_20">
+     <!-- Consumption function -->
+     <g style="fill: #262626" transform="translate(118 68.119687) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(616.992188 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(644.775391 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(700.390625 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(756.005859 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(806.005859 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(833.789062 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(856.005859 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(911.621094 0)"/>
+     </g>
+    </g>
+    <g id="line2d_36">
+     <path d="M 90 78.765 
+L 100 78.765 
+L 110 78.765 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_21">
+     <!-- C=Y -->
+     <g style="fill: #262626" transform="translate(118 82.265) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-3d" d="M 3381 2694 
+L 356 2694 
+L 356 3219 
+L 3381 3219 
+L 3381 2694 
+z
+M 3381 1303 
+L 356 1303 
+L 356 1828 
+L 3381 1828 
+L 3381 1303 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-3d" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-59" transform="translate(130.615234 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pc44eb5cb57">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.jpg b/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.jpg
new file mode 100644
index 00000000..4f01182b
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.jpg differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.pdf b/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.pdf
new file mode 100644
index 00000000..8316de6d
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.pdf differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.png b/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.png
new file mode 100644
index 00000000..460fca3d
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.png differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.svg b/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.svg
new file mode 100644
index 00000000..08297f79
--- /dev/null
+++ b/notebooks/Figures/KeynesFriedmanModigliani/cFuncPIH.svg
@@ -0,0 +1,1082 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 103.827273 384.48 
+L 103.827273 51.84 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(101.046804 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 195.136364 384.48 
+L 195.136364 51.84 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 2 -->
+      <g style="fill: #262626" transform="translate(192.355895 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 286.445455 384.48 
+L 286.445455 51.84 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 4 -->
+      <g style="fill: #262626" transform="translate(283.664986 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 377.754545 384.48 
+L 377.754545 51.84 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 6 -->
+      <g style="fill: #262626" transform="translate(374.974077 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 469.063636 384.48 
+L 469.063636 51.84 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 8 -->
+      <g style="fill: #262626" transform="translate(466.283168 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 560.372727 384.48 
+L 560.372727 51.84 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 10 -->
+      <g style="fill: #262626" transform="translate(554.81179 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Normalized Income (y) -->
+     <g style="fill: #262626" transform="translate(281.8125 408.405) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4e" d="M 488 0 
+L 488 4581 
+L 1109 4581 
+L 3516 984 
+L 3516 4581 
+L 4097 4581 
+L 4097 0 
+L 3475 0 
+L 1069 3600 
+L 1069 0 
+L 488 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-7a" d="M 125 0 
+L 125 456 
+L 2238 2881 
+Q 1878 2863 1603 2863 
+L 250 2863 
+L 250 3319 
+L 2963 3319 
+L 2963 2947 
+L 1166 841 
+L 819 456 
+Q 1197 484 1528 484 
+L 3063 484 
+L 3063 0 
+L 125 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-28" d="M 1497 -1347 
+Q 1031 -759 709 28 
+Q 388 816 388 1659 
+Q 388 2403 628 3084 
+Q 909 3875 1497 4659 
+L 1900 4659 
+Q 1522 4009 1400 3731 
+Q 1209 3300 1100 2831 
+Q 966 2247 966 1656 
+Q 966 153 1900 -1347 
+L 1497 -1347 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-29" d="M 791 -1347 
+L 388 -1347 
+Q 1322 153 1322 1656 
+Q 1322 2244 1188 2822 
+Q 1081 3291 891 3722 
+Q 769 4003 388 4659 
+L 791 4659 
+Q 1378 3875 1659 3084 
+Q 1900 2403 1900 1659 
+Q 1900 816 1576 28 
+Q 1253 -759 791 -1347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4e"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(161.132812 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(244.433594 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(300.048828 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(322.265625 0)"/>
+      <use xlink:href="#ArialMT-7a" transform="translate(344.482422 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(394.482422 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(450.097656 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(505.712891 0)"/>
+      <use xlink:href="#ArialMT-49" transform="translate(533.496094 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(561.279297 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(616.894531 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(666.894531 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(722.509766 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(805.810547 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(861.425781 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(889.208984 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(922.509766 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(972.509766 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_13">
+      <path d="M 81 369.36 
+L 583.2 369.36 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_8">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(71.939063 372.938906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_15">
+      <path d="M 81 308.88 
+L 583.2 308.88 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 2 -->
+      <g style="fill: #262626" transform="translate(71.939063 312.458906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_17">
+      <path d="M 81 248.4 
+L 583.2 248.4 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 4 -->
+      <g style="fill: #262626" transform="translate(71.939063 251.978906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_19">
+      <path d="M 81 187.92 
+L 583.2 187.92 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 6 -->
+      <g style="fill: #262626" transform="translate(71.939063 191.498906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_21">
+      <path d="M 81 127.44 
+L 583.2 127.44 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 8 -->
+      <g style="fill: #262626" transform="translate(71.939063 131.018906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_23">
+      <path d="M 81 66.96 
+L 583.2 66.96 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 10 -->
+      <g style="fill: #262626" transform="translate(66.378125 70.538906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Normalized Consumption (c) -->
+     <g style="fill: #262626" transform="translate(60.273437 281.510781) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4e"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(161.132812 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(244.433594 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(300.048828 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(322.265625 0)"/>
+      <use xlink:href="#ArialMT-7a" transform="translate(344.482422 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(394.482422 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(450.097656 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(505.712891 0)"/>
+      <use xlink:href="#ArialMT-43" transform="translate(533.496094 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(605.712891 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(661.328125 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(716.943359 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(766.943359 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(822.558594 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(905.859375 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(961.474609 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(989.257812 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1011.474609 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1067.089844 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1122.705078 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(1150.488281 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(1183.789062 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(1233.789062 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_25">
+    <path d="M 103.827273 339.150415 
+L 127.855981 339.134407 
+L 151.884689 339.118399 
+L 175.913397 339.102391 
+L 199.942105 339.086384 
+L 223.970813 339.070376 
+L 247.999522 339.054368 
+L 272.02823 339.03836 
+L 296.056938 339.022352 
+L 320.085646 339.006345 
+L 344.114354 338.990337 
+L 368.143062 338.974329 
+L 392.17177 338.958321 
+L 416.200478 338.942313 
+L 440.229187 338.926306 
+L 464.257895 338.910298 
+L 488.286603 338.89429 
+L 512.315311 338.878282 
+L 536.344019 338.862274 
+L 560.372727 338.846267 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_26">
+    <path d="M 103.827273 369.36 
+L 127.855981 353.444211 
+L 151.884689 337.528421 
+L 175.913397 321.612632 
+L 199.942105 305.696842 
+L 223.970813 289.781053 
+L 247.999522 273.865263 
+L 272.02823 257.949474 
+L 296.056938 242.033684 
+L 320.085646 226.117895 
+L 344.114354 210.202105 
+L 368.143062 194.286316 
+L 392.17177 178.370526 
+L 416.200478 162.454737 
+L 440.229187 146.538947 
+L 464.257895 130.623158 
+L 488.286603 114.707368 
+L 512.315311 98.791579 
+L 536.344019 82.875789 
+L 560.372727 66.96 
+" clip-path="url(#pad491c4bea)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="text_15">
+    <!-- Consumption function -->
+    <g style="fill: #262626" transform="translate(274.069688 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#ArialMT-43"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+     <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+     <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+     <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+     <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+     <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+     <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+     <use xlink:href="#ArialMT-66" transform="translate(616.992188 0)"/>
+     <use xlink:href="#ArialMT-75" transform="translate(644.775391 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(700.390625 0)"/>
+     <use xlink:href="#ArialMT-63" transform="translate(756.005859 0)"/>
+     <use xlink:href="#ArialMT-74" transform="translate(806.005859 0)"/>
+     <use xlink:href="#ArialMT-69" transform="translate(833.789062 0)"/>
+     <use xlink:href="#ArialMT-6f" transform="translate(856.005859 0)"/>
+     <use xlink:href="#ArialMT-6e" transform="translate(911.621094 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_27">
+     <path d="M 90 64.619687 
+L 100 64.619687 
+L 110 64.619687 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_16">
+     <!-- Consumption function -->
+     <g style="fill: #262626" transform="translate(118 68.119687) scale(0.1 -0.1)">
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(616.992188 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(644.775391 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(700.390625 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(756.005859 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(806.005859 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(833.789062 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(856.005859 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(911.621094 0)"/>
+     </g>
+    </g>
+    <g id="line2d_28">
+     <path d="M 90 78.765 
+L 100 78.765 
+L 110 78.765 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_17">
+     <!-- C=Y -->
+     <g style="fill: #262626" transform="translate(118 82.265) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-3d" d="M 3381 2694 
+L 356 2694 
+L 356 3219 
+L 3381 3219 
+L 3381 2694 
+z
+M 3381 1303 
+L 356 1303 
+L 356 1828 
+L 3381 1828 
+L 3381 1303 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-3d" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-59" transform="translate(130.615234 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pad491c4bea">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.jpg b/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.jpg
new file mode 100644
index 00000000..75adf183
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.jpg differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.pdf b/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.pdf
new file mode 100644
index 00000000..ef409596
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.pdf differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.png b/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.png
new file mode 100644
index 00000000..cf2229dd
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.png differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.svg b/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.svg
new file mode 100644
index 00000000..b1f34dcc
--- /dev/null
+++ b/notebooks/Figures/KeynesFriedmanModigliani/cTimeSeries.svg
@@ -0,0 +1,1015 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 134.244192 384.48 
+L 134.244192 51.84 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 1992 -->
+      <g style="fill: #262626" transform="translate(123.122317 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-39" d="M 350 1059 
+L 891 1109 
+Q 959 728 1153 556 
+Q 1347 384 1650 384 
+Q 1909 384 2104 503 
+Q 2300 622 2425 820 
+Q 2550 1019 2634 1356 
+Q 2719 1694 2719 2044 
+Q 2719 2081 2716 2156 
+Q 2547 1888 2255 1720 
+Q 1963 1553 1622 1553 
+Q 1053 1553 659 1965 
+Q 266 2378 266 3053 
+Q 266 3750 677 4175 
+Q 1088 4600 1706 4600 
+Q 2153 4600 2523 4359 
+Q 2894 4119 3086 3673 
+Q 3278 3228 3278 2384 
+Q 3278 1506 3087 986 
+Q 2897 466 2520 194 
+Q 2144 -78 1638 -78 
+Q 1100 -78 759 220 
+Q 419 519 350 1059 
+z
+M 2653 3081 
+Q 2653 3566 2395 3850 
+Q 2138 4134 1775 4134 
+Q 1400 4134 1122 3828 
+Q 844 3522 844 3034 
+Q 844 2597 1108 2323 
+Q 1372 2050 1759 2050 
+Q 2150 2050 2401 2323 
+Q 2653 2597 2653 3081 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-39" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-39" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 195.119697 384.48 
+L 195.119697 51.84 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 1996 -->
+      <g style="fill: #262626" transform="translate(183.997822 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-39" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-39" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-36" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 255.995202 384.48 
+L 255.995202 51.84 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 2000 -->
+      <g style="fill: #262626" transform="translate(244.873327 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 316.870707 384.48 
+L 316.870707 51.84 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 2004 -->
+      <g style="fill: #262626" transform="translate(305.748832 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-34" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 377.746212 384.48 
+L 377.746212 51.84 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 2008 -->
+      <g style="fill: #262626" transform="translate(366.624337 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-38" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 438.621717 384.48 
+L 438.621717 51.84 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 2012 -->
+      <g style="fill: #262626" transform="translate(427.499842 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-31" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 499.497222 384.48 
+L 499.497222 51.84 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 2016 -->
+      <g style="fill: #262626" transform="translate(488.375347 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-31" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-36" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_15">
+      <path d="M 560.372727 384.48 
+L 560.372727 51.84 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_8">
+      <!-- 2020 -->
+      <g style="fill: #262626" transform="translate(549.250852 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_9">
+     <!-- Date -->
+     <g style="fill: #262626" transform="translate(321.539062 408.283125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-44" d="M 494 0 
+L 494 4581 
+L 2072 4581 
+Q 2606 4581 2888 4516 
+Q 3281 4425 3559 4188 
+Q 3922 3881 4101 3404 
+Q 4281 2928 4281 2316 
+Q 4281 1794 4159 1391 
+Q 4038 988 3847 723 
+Q 3656 459 3429 307 
+Q 3203 156 2883 78 
+Q 2563 0 2147 0 
+L 494 0 
+z
+M 1100 541 
+L 2078 541 
+Q 2531 541 2789 625 
+Q 3047 709 3200 863 
+Q 3416 1078 3536 1442 
+Q 3656 1806 3656 2325 
+Q 3656 3044 3420 3430 
+Q 3184 3816 2847 3947 
+Q 2603 4041 2063 4041 
+L 1100 4041 
+L 1100 541 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-44"/>
+      <use xlink:href="#ArialMT-61" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(155.615234 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_17">
+      <path d="M 81 341.123068 
+L 583.2 341.123068 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 8000 -->
+      <g style="fill: #262626" transform="translate(55.25625 344.701974) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-38"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_19">
+      <path d="M 81 270.95656 
+L 583.2 270.95656 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 10000 -->
+      <g style="fill: #262626" transform="translate(49.695312 274.535467) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_21">
+      <path d="M 81 200.790053 
+L 583.2 200.790053 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 12000 -->
+      <g style="fill: #262626" transform="translate(49.695312 204.368959) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-32" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_23">
+      <path d="M 81 130.623546 
+L 583.2 130.623546 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 14000 -->
+      <g style="fill: #262626" transform="translate(49.695312 134.202452) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-34" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_25">
+      <path d="M 81 60.457038 
+L 583.2 60.457038 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 16000 -->
+      <g style="fill: #262626" transform="translate(49.695312 64.035945) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-36" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(222.460938 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_15">
+     <!-- Consumption (c) -->
+     <g style="fill: #262626" transform="translate(43.590625 254.837344) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-28" d="M 1497 -1347 
+Q 1031 -759 709 28 
+Q 388 816 388 1659 
+Q 388 2403 628 3084 
+Q 909 3875 1497 4659 
+L 1900 4659 
+Q 1522 4009 1400 3731 
+Q 1209 3300 1100 2831 
+Q 966 2247 966 1656 
+Q 966 153 1900 -1347 
+L 1497 -1347 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-29" d="M 791 -1347 
+L 388 -1347 
+Q 1322 153 1322 1656 
+Q 1322 2244 1188 2822 
+Q 1081 3291 891 3722 
+Q 769 4003 388 4659 
+L 791 4659 
+Q 1378 3875 1659 3084 
+Q 1900 2403 1900 1659 
+Q 1900 816 1576 28 
+Q 1253 -759 791 -1347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(616.992188 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(650.292969 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(700.292969 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_27">
+    <path d="M 103.827273 369.225175 
+L 107.577304 367.361132 
+L 111.369002 367.327732 
+L 115.202367 369.36 
+L 119.035732 368.586134 
+L 122.785763 366.684305 
+L 126.577461 365.703062 
+L 130.410827 363.692862 
+L 134.244192 358.712618 
+L 138.03589 356.245529 
+L 141.827588 355.095465 
+L 145.660953 353.91351 
+L 149.494318 352.893605 
+L 153.244349 352.056553 
+L 157.036048 351.833599 
+L 160.869413 349.955979 
+L 164.702778 348.188414 
+L 168.452809 345.458902 
+L 172.244507 343.831741 
+L 176.077872 339.852177 
+L 179.911237 337.47248 
+L 183.661268 336.684931 
+L 187.452967 334.10326 
+L 191.286332 332.467292 
+L 195.119697 329.775109 
+L 198.911395 327.137901 
+L 202.703093 324.83665 
+L 206.536458 323.337542 
+L 210.369823 320.602276 
+L 214.119854 318.012992 
+L 217.911553 314.421309 
+L 221.744918 309.882553 
+L 225.578283 303.251011 
+L 229.328314 298.785755 
+L 233.120012 295.574795 
+L 236.953377 293.130896 
+L 240.786742 289.616045 
+L 244.536774 289.391407 
+L 248.328472 287.040689 
+L 252.161837 282.704293 
+L 255.995202 276.784871 
+L 259.7869 272.704057 
+L 263.578598 268.098644 
+L 267.411963 265.729331 
+L 271.245328 262.892254 
+L 274.99536 263.17113 
+L 278.787058 254.977857 
+L 282.620423 261.060452 
+L 286.453788 252.41885 
+L 290.203819 249.451087 
+L 293.995517 248.999075 
+L 297.828882 246.718067 
+L 301.662247 246.623868 
+L 305.412279 242.360376 
+L 309.203977 235.894497 
+L 313.037342 234.846069 
+L 316.870707 233.093801 
+L 320.662405 229.112238 
+L 324.454103 226.580244 
+L 328.287468 221.979637 
+L 332.120834 227.403543 
+L 335.870865 223.799194 
+L 339.662563 222.330399 
+L 343.495928 218.75324 
+L 347.329293 211.289313 
+L 351.079324 209.759438 
+L 354.871022 209.162426 
+L 358.704387 204.132364 
+L 362.537753 200.931824 
+L 366.287784 198.849388 
+L 370.079482 198.136812 
+L 373.912847 197.621123 
+L 377.746212 195.821142 
+L 381.53791 187.051556 
+L 385.329608 195.429613 
+L 389.162973 190.568407 
+L 392.996339 190.896084 
+L 396.74637 188.011083 
+L 400.538068 193.25852 
+L 404.371433 192.629513 
+L 408.204798 190.053069 
+L 411.954829 182.877316 
+L 415.746527 180.494496 
+L 419.579892 178.823867 
+L 423.413258 174.369276 
+L 427.163289 175.25597 
+L 430.954987 172.87736 
+L 434.788352 171.866752 
+L 438.621717 164.962684 
+L 442.413415 161.892653 
+L 446.205113 165.536014 
+L 450.038479 152.839665 
+L 453.871844 171.419511 
+L 457.621875 168.006787 
+L 461.413573 166.421165 
+L 465.246938 165.793736 
+L 469.080303 160.474658 
+L 472.830334 154.673397 
+L 476.622032 150.282166 
+L 480.455398 143.557233 
+L 484.288763 136.974913 
+L 488.038794 135.515134 
+L 491.830492 132.801339 
+L 495.663857 130.032849 
+L 499.497222 126.04041 
+L 503.28892 127.040142 
+L 507.080618 124.239271 
+L 510.913984 121.003402 
+L 514.747349 115.808554 
+L 518.49738 110.290274 
+L 522.289078 106.716483 
+L 526.122443 103.523346 
+L 529.955808 98.083652 
+L 533.705839 93.385479 
+L 537.497537 87.812258 
+L 541.330903 82.722941 
+L 545.164268 76.09389 
+L 548.914299 76.493067 
+L 552.705997 72.8155 
+L 556.539362 70.181765 
+L 560.372727 66.96 
+" clip-path="url(#pa84dbadfe3)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pa84dbadfe3">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.jpg b/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.jpg
new file mode 100644
index 00000000..c13fbd44
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.jpg differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.pdf b/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.pdf
new file mode 100644
index 00000000..e3a23152
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.pdf differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.png b/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.png
new file mode 100644
index 00000000..7e2a8b8e
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.png differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.svg b/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.svg
new file mode 100644
index 00000000..4af84bff
--- /dev/null
+++ b/notebooks/Figures/KeynesFriedmanModigliani/regressionPermYonC.svg
@@ -0,0 +1,1246 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 122.051491 384.48 
+L 122.051491 51.84 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(119.271022 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 213.172581 384.48 
+L 213.172581 51.84 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 500 -->
+      <g style="fill: #262626" transform="translate(204.831174 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 304.29367 384.48 
+L 304.29367 51.84 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 1000 -->
+      <g style="fill: #262626" transform="translate(293.171795 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 395.41476 384.48 
+L 395.41476 51.84 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 1500 -->
+      <g style="fill: #262626" transform="translate(384.292885 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 486.53585 384.48 
+L 486.53585 51.84 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 2000 -->
+      <g style="fill: #262626" transform="translate(475.413975 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 577.65694 384.48 
+L 577.65694 51.84 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 2500 -->
+      <g style="fill: #262626" transform="translate(566.535065 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Change in income (dy) -->
+     <g style="fill: #262626" transform="translate(281.800781 408.405) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-68" d="M 422 0 
+L 422 4581 
+L 984 4581 
+L 984 2938 
+Q 1378 3394 1978 3394 
+Q 2347 3394 2619 3248 
+Q 2891 3103 3008 2847 
+Q 3125 2591 3125 2103 
+L 3125 0 
+L 2563 0 
+L 2563 2103 
+Q 2563 2525 2380 2717 
+Q 2197 2909 1863 2909 
+Q 1613 2909 1392 2779 
+Q 1172 2650 1078 2428 
+Q 984 2206 984 1816 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-28" d="M 1497 -1347 
+Q 1031 -759 709 28 
+Q 388 816 388 1659 
+Q 388 2403 628 3084 
+Q 909 3875 1497 4659 
+L 1900 4659 
+Q 1522 4009 1400 3731 
+Q 1209 3300 1100 2831 
+Q 966 2247 966 1656 
+Q 966 153 1900 -1347 
+L 1497 -1347 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-29" d="M 791 -1347 
+L 388 -1347 
+Q 1322 153 1322 1656 
+Q 1322 2244 1188 2822 
+Q 1081 3291 891 3722 
+Q 769 4003 388 4659 
+L 791 4659 
+Q 1378 3875 1659 3084 
+Q 1900 2403 1900 1659 
+Q 1900 816 1576 28 
+Q 1253 -759 791 -1347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-68" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(239.0625 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(294.677734 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(350.292969 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(378.076172 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(400.292969 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(455.908203 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(483.691406 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(505.908203 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(561.523438 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(611.523438 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(667.138672 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(750.439453 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(806.054688 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(833.837891 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(867.138672 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(922.753906 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(972.753906 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_13">
+      <path d="M 81 356.171935 
+L 583.2 356.171935 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_8">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(71.939063 359.750841) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_15">
+      <path d="M 81 290.231608 
+L 583.2 290.231608 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 500 -->
+      <g style="fill: #262626" transform="translate(60.817188 293.810515) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-35"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_17">
+      <path d="M 81 224.291282 
+L 583.2 224.291282 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 1000 -->
+      <g style="fill: #262626" transform="translate(55.25625 227.870188) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_19">
+      <path d="M 81 158.350956 
+L 583.2 158.350956 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 1500 -->
+      <g style="fill: #262626" transform="translate(55.25625 161.929862) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-35" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_21">
+      <path d="M 81 92.410629 
+L 583.2 92.410629 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 2000 -->
+      <g style="fill: #262626" transform="translate(55.25625 95.989535) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(166.845703 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_13">
+     <!-- Change in consumption (dc) -->
+     <g style="fill: #262626" transform="translate(49.151562 280.689687) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-68" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(239.0625 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(294.677734 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(350.292969 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(378.076172 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(400.292969 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(455.908203 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(483.691406 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(533.691406 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(589.306641 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(644.921875 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(694.921875 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(750.537109 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(833.837891 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(889.453125 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(917.236328 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(939.453125 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(995.068359 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1050.683594 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(1078.466797 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(1111.767578 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(1167.382812 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(1217.382812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_23">
+    <defs>
+     <path id="mfdb0a7bcc4" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #008000"/>
+    </defs>
+    <g clip-path="url(#pdfe247cef6)">
+     <use xlink:href="#mfdb0a7bcc4" x="286.992874" y="240.932115" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="281.400955" y="235.125937" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="294.638115" y="229.739535" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="313.692993" y="216.545404" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="323.657813" y="204.379677" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="327.477792" y="200.684777" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="334.334654" y="198.844382" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="331.67975" y="190.430924" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="320.018072" y="195.601305" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="320.652822" y="196.847577" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="333.335966" y="188.654624" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="350.77308" y="186.623266" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="379.923082" y="179.337915" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="398.770021" y="168.645427" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="414.291405" y="164.483142" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="417.232976" y="156.565028" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="426.309366" y="155.584099" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="413.297639" y="145.530574" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="417.056201" y="139.784138" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="418.909787" y="133.028024" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="437.297111" y="117.637947" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="454.404185" y="114.866212" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="464.916643" y="112.055571" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="468.726051" y="108.212965" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="469.478711" y="112.783552" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="454.330923" y="120.925336" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="484.937404" y="122.673546" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="445.553776" y="110.710389" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="476.234611" y="118.571003" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="478.20064" y="116.800637" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="461.891422" y="125.42972" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="450.163409" y="130.816781" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="416.204766" y="135.188888" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="415.156691" y="139.23103" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="432.064574" y="134.969703" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="424.815709" y="141.765381" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="415.659862" y="140.823225" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="435.175448" y="150.761092" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="436.117093" y="147.771358" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="437.489559" y="149.252377" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="378.565924" y="158.232922" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="376.090893" y="153.959725" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="359.797531" y="153.826922" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="366.071765" y="161.828648" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="390.106228" y="150.791029" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="399.501906" y="145.820711" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="360.042647" y="140.844458" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="417.768039" y="146.947367" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="389.5041" y="140.704401" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="384.905218" y="143.204594" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="386.258731" y="142.198213" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="377.088669" y="143.421538" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="385.949466" y="151.783958" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="409.356652" y="162.419078" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="332.248892" y="192.374318" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="352.054607" y="214.834252" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="341.250198" y="230.974598" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="335.554036" y="245.516945" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="295.143291" y="251.551804" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="274.512565" y="268.621381" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="316.070889" y="268.885802" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="334.622778" y="271.042182" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="339.370734" y="272.068609" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="329.467147" y="265.479192" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="313.83496" y="275.191279" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="301.281936" y="281.072233" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="310.536559" y="285.717729" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="289.657254" y="296.941828" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="308.895468" y="294.982741" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="314.025585" y="296.15516" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="291.398396" y="302.899273" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="354.671605" y="302.620741" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="248.807305" y="290.506579" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="220.980747" y="290.166459" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="272.737708" y="272.27975" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="250.745086" y="245.09862" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="280.077512" y="235.667439" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="295.226211" y="213.193393" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="345.294881" y="207.165788" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="376.960553" y="186.883467" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="397.769329" y="182.827082" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="368.07734" y="184.714162" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="369.796613" y="183.646456" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="375.499517" y="186.040222" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="373.098841" y="179.122422" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="372.511657" y="172.283355" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="374.705124" y="165.065131" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="386.26438" y="158.855927" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="377.385724" y="156.613032" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="390.103312" y="150.703196" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="427.593262" y="142.001975" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="378.228229" y="128.955417" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="502.999244" y="126.165878" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="509.676598" y="121.04482" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="530.390426" y="119.112241" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="553.567987" y="127.287127" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="560.372727" y="130.111615" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="528.164156" y="129.890319" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="524.456985" y="124.967215" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="503.204996" y="131.489636" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mfdb0a7bcc4" x="485.748382" y="175.476186" style="fill: #008000; stroke: #008000"/>
+    </g>
+   </g>
+   <g id="line2d_24">
+    <path d="M 286.992874 243.905765 
+L 281.400955 247.525148 
+L 294.638115 238.957364 
+L 313.692993 226.624049 
+L 323.657813 220.174295 
+L 327.477792 217.701805 
+L 334.334654 213.263685 
+L 331.67975 214.982078 
+L 320.018072 222.530126 
+L 320.652822 222.119283 
+L 333.335966 213.910087 
+L 350.77308 202.623874 
+L 379.923082 183.756465 
+L 398.770021 171.557739 
+L 414.291405 161.511486 
+L 417.232976 159.607547 
+L 426.309366 153.732832 
+L 413.297639 162.154703 
+L 417.056201 159.721965 
+L 418.909787 158.522227 
+L 437.297111 146.620987 
+L 454.404185 135.548393 
+L 464.916643 128.744179 
+L 468.726051 126.278531 
+L 469.478711 125.79137 
+L 454.330923 135.595812 
+L 484.937404 115.785694 
+L 445.553776 141.276842 
+L 476.234611 121.418597 
+L 478.20064 120.146081 
+L 461.891422 130.70226 
+L 450.163409 138.293245 
+L 416.204766 160.273058 
+L 415.156691 160.951427 
+L 432.064574 150.00776 
+L 424.815709 154.699605 
+L 415.659862 160.625749 
+L 435.175448 147.994239 
+L 436.117093 147.384757 
+L 437.489559 146.496425 
+L 378.565924 184.634889 
+L 376.090893 186.236859 
+L 359.797531 196.782776 
+L 366.071765 192.721764 
+L 390.106228 177.1654 
+L 399.501906 171.084025 
+L 360.042647 196.624125 
+L 417.768039 159.261226 
+L 389.5041 177.555129 
+L 384.905218 180.531766 
+L 386.258731 179.655701 
+L 377.088669 185.591046 
+L 385.949466 179.855874 
+L 409.356652 164.705517 
+L 332.248892 214.613699 
+L 352.054607 201.794402 
+L 341.250198 208.787582 
+L 335.554036 212.474437 
+L 295.143291 238.630388 
+L 274.512565 251.983675 
+L 316.070889 225.08495 
+L 334.622778 213.077195 
+L 339.370734 210.00407 
+L 329.467147 216.41419 
+L 313.83496 226.532161 
+L 301.281936 234.657135 
+L 310.536559 228.667059 
+L 289.657254 242.181238 
+L 308.895468 229.729259 
+L 314.025585 226.408778 
+L 291.398396 241.05428 
+L 354.671605 200.100544 
+L 248.807305 268.621466 
+L 220.980747 286.632273 
+L 272.737708 253.132455 
+L 250.745086 267.367232 
+L 280.077512 248.38175 
+L 295.226211 238.576718 
+L 345.294881 206.169652 
+L 376.960553 185.673969 
+L 397.769329 172.205439 
+L 368.07734 191.42365 
+L 369.796613 190.310847 
+L 375.499517 186.619628 
+L 373.098841 188.173472 
+L 372.511657 188.553528 
+L 374.705124 187.133801 
+L 386.26438 179.652045 
+L 377.385724 185.398776 
+L 390.103312 177.167287 
+L 427.593262 152.901827 
+L 378.228229 184.853463 
+L 502.999244 104.095124 
+L 509.676598 99.773191 
+L 530.390426 86.366116 
+L 553.567987 71.364385 
+L 560.372727 66.96 
+L 528.164156 87.807075 
+L 524.456985 90.20655 
+L 503.204996 103.961951 
+L 485.748382 115.260786 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_25">
+    <path d="M 103.827273 369.36 
+L 295.181561 230.885315 
+L 486.53585 92.410629 
+" clip-path="url(#pdfe247cef6)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_26">
+     <g>
+      <use xlink:href="#mfdb0a7bcc4" x="100" y="64.497813" style="fill: #008000; stroke: #008000"/>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Data -->
+     <g style="fill: #262626" transform="translate(118 67.997813) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-44" d="M 494 0 
+L 494 4581 
+L 2072 4581 
+Q 2606 4581 2888 4516 
+Q 3281 4425 3559 4188 
+Q 3922 3881 4101 3404 
+Q 4281 2928 4281 2316 
+Q 4281 1794 4159 1391 
+Q 4038 988 3847 723 
+Q 3656 459 3429 307 
+Q 3203 156 2883 78 
+Q 2563 0 2147 0 
+L 494 0 
+z
+M 1100 541 
+L 2078 541 
+Q 2531 541 2789 625 
+Q 3047 709 3200 863 
+Q 3416 1078 3536 1442 
+Q 3656 1806 3656 2325 
+Q 3656 3044 3420 3430 
+Q 3184 3816 2847 3947 
+Q 2603 4041 2063 4041 
+L 1100 4041 
+L 1100 541 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-44"/>
+      <use xlink:href="#ArialMT-61" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(155.615234 0)"/>
+     </g>
+    </g>
+    <g id="line2d_27">
+     <path d="M 90 78.643125 
+L 100 78.643125 
+L 110 78.643125 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_15">
+     <!-- Line of best fit -->
+     <g style="fill: #262626" transform="translate(118 82.143125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4c" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 541 
+L 3331 541 
+L 3331 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-62" d="M 941 0 
+L 419 0 
+L 419 4581 
+L 981 4581 
+L 981 2947 
+Q 1338 3394 1891 3394 
+Q 2197 3394 2470 3270 
+Q 2744 3147 2920 2923 
+Q 3097 2700 3197 2384 
+Q 3297 2069 3297 1709 
+Q 3297 856 2875 390 
+Q 2453 -75 1863 -75 
+Q 1275 -75 941 416 
+L 941 0 
+z
+M 934 1684 
+Q 934 1088 1097 822 
+Q 1363 388 1816 388 
+Q 2184 388 2453 708 
+Q 2722 1028 2722 1663 
+Q 2722 2313 2464 2622 
+Q 2206 2931 1841 2931 
+Q 1472 2931 1203 2611 
+Q 934 2291 934 1684 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4c"/>
+      <use xlink:href="#ArialMT-69" transform="translate(55.615234 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(77.832031 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(133.447266 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(189.0625 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(216.845703 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(272.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(300.244141 0)"/>
+      <use xlink:href="#ArialMT-62" transform="translate(328.027344 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(383.642578 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(439.257812 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(489.257812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(517.041016 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(544.824219 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(572.607422 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(594.824219 0)"/>
+     </g>
+    </g>
+    <g id="line2d_28">
+     <path d="M 90 92.788437 
+L 100 92.788437 
+L 110 92.788437 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_16">
+     <!-- C=Y -->
+     <g style="fill: #262626" transform="translate(118 96.288437) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-3d" d="M 3381 2694 
+L 356 2694 
+L 356 3219 
+L 3381 3219 
+L 3381 2694 
+z
+M 3381 1303 
+L 356 1303 
+L 356 1828 
+L 3381 1828 
+L 3381 1303 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-3d" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-59" transform="translate(130.615234 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pdfe247cef6">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.jpg b/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.jpg
new file mode 100644
index 00000000..8a40b9c6
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.jpg differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.pdf b/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.pdf
new file mode 100644
index 00000000..b6ee2c1a
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.pdf differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.png b/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.png
new file mode 100644
index 00000000..3fe13bee
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.png differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.svg b/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.svg
new file mode 100644
index 00000000..ffedd5c2
--- /dev/null
+++ b/notebooks/Figures/KeynesFriedmanModigliani/regressionYonC.svg
@@ -0,0 +1,1263 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 170.194172 384.48 
+L 170.194172 51.84 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- −400 -->
+      <g style="fill: #262626" transform="translate(158.932453 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-2212" d="M 3381 1997 
+L 356 1997 
+L 356 2522 
+L 3381 2522 
+L 3381 1997 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-34" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(169.628906 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 272.617758 384.48 
+L 272.617758 51.84 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- −200 -->
+      <g style="fill: #262626" transform="translate(261.35604 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-32" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(169.628906 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 375.041345 384.48 
+L 375.041345 51.84 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(372.260876 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 477.464931 384.48 
+L 477.464931 51.84 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 200 -->
+      <g style="fill: #262626" transform="translate(469.123525 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 579.888517 384.48 
+L 579.888517 51.84 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 400 -->
+      <g style="fill: #262626" transform="translate(571.547111 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-34"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Change in income (dy) -->
+     <g style="fill: #262626" transform="translate(281.800781 408.405) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-68" d="M 422 0 
+L 422 4581 
+L 984 4581 
+L 984 2938 
+Q 1378 3394 1978 3394 
+Q 2347 3394 2619 3248 
+Q 2891 3103 3008 2847 
+Q 3125 2591 3125 2103 
+L 3125 0 
+L 2563 0 
+L 2563 2103 
+Q 2563 2525 2380 2717 
+Q 2197 2909 1863 2909 
+Q 1613 2909 1392 2779 
+Q 1172 2650 1078 2428 
+Q 984 2206 984 1816 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-28" d="M 1497 -1347 
+Q 1031 -759 709 28 
+Q 388 816 388 1659 
+Q 388 2403 628 3084 
+Q 909 3875 1497 4659 
+L 1900 4659 
+Q 1522 4009 1400 3731 
+Q 1209 3300 1100 2831 
+Q 966 2247 966 1656 
+Q 966 153 1900 -1347 
+L 1497 -1347 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-29" d="M 791 -1347 
+L 388 -1347 
+Q 1322 153 1322 1656 
+Q 1322 2244 1188 2822 
+Q 1081 3291 891 3722 
+Q 769 4003 388 4659 
+L 791 4659 
+Q 1378 3875 1659 3084 
+Q 1900 2403 1900 1659 
+Q 1900 816 1576 28 
+Q 1253 -759 791 -1347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-68" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(239.0625 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(294.677734 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(350.292969 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(378.076172 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(400.292969 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(455.908203 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(483.691406 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(505.908203 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(561.523438 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(611.523438 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(667.138672 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(750.439453 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(806.054688 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(833.837891 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(867.138672 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(922.753906 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(972.753906 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_11">
+      <path d="M 81 342.981961 
+L 583.2 342.981961 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_7">
+      <!-- −200 -->
+      <g style="fill: #262626" transform="translate(54.976562 346.560868) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-32" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(169.628906 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_13">
+      <path d="M 81 273.976471 
+L 583.2 273.976471 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_8">
+      <!-- −100 -->
+      <g style="fill: #262626" transform="translate(54.976562 277.555377) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-31" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(169.628906 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_15">
+      <path d="M 81 204.970981 
+L 583.2 204.970981 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(71.939063 208.549887) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_17">
+      <path d="M 81 135.96549 
+L 583.2 135.96549 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 100 -->
+      <g style="fill: #262626" transform="translate(60.817188 139.544397) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_19">
+      <path d="M 81 66.96 
+L 583.2 66.96 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 200 -->
+      <g style="fill: #262626" transform="translate(60.817188 70.538906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(111.230469 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_12">
+     <!-- Change in consumption (dc) -->
+     <g style="fill: #262626" transform="translate(48.871875 280.689687) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-68" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(239.0625 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(294.677734 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(350.292969 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(378.076172 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(400.292969 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(455.908203 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(483.691406 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(533.691406 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(589.306641 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(644.921875 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(694.921875 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(750.537109 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(833.837891 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(889.453125 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(917.236328 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(939.453125 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(995.068359 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1050.683594 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(1078.466797 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(1111.767578 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(1167.382812 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(1217.382812 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_21">
+    <defs>
+     <path id="mbdf55f0c9a" d="M 0 1.5 
+C 0.397805 1.5 0.77937 1.341951 1.06066 1.06066 
+C 1.341951 0.77937 1.5 0.397805 1.5 0 
+C 1.5 -0.397805 1.341951 -0.77937 1.06066 -1.06066 
+C 0.77937 -1.341951 0.397805 -1.5 0 -1.5 
+C -0.397805 -1.5 -0.77937 -1.341951 -1.06066 -1.06066 
+C -1.341951 -0.77937 -1.5 -0.397805 -1.5 0 
+C -1.5 0.397805 -1.341951 0.77937 -1.06066 1.06066 
+C -0.77937 1.341951 -0.397805 1.5 0 1.5 
+z
+" style="stroke: #008000"/>
+    </defs>
+    <g clip-path="url(#p6f38749317)">
+     <use xlink:href="#mbdf55f0c9a" x="402.251195" y="191.607377" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="375.528881" y="187.538814" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="345.375889" y="238.578035" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="386.337642" y="221.456392" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="402.802746" y="168.774841" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="389.364771" y="183.014814" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="404.384678" y="207.185367" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="447.739046" y="122.148521" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="411.05399" y="174.380847" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="391.829083" y="156.339361" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="392.294598" y="150.317252" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="389.929125" y="187.180675" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="387.259966" y="162.6023" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="378.295854" y="152.659989" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="402.449384" y="163.250951" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="400.84287" y="150.134388" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="414.884632" y="167.241539" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="398.793374" y="167.708706" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="433.131906" y="151.733935" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="409.778304" y="192.582425" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="386.537368" y="161.22702" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="412.726567" y="159.354901" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="398.921916" y="169.540802" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="414.339738" y="157.800208" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="413.53725" y="149.441573" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="408.633208" y="173.385098" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="396.924144" y="163.162624" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="414.968619" y="149.202123" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="412.837696" y="180.901866" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="427.46993" y="113.470391" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="441.294554" y="139.688337" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="471.843412" y="149.060662" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="440.221667" y="106.654718" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="421.912426" y="130.881166" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="410.71548" y="121.820055" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="426.348392" y="145.001759" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="378.320436" y="114.637273" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="409.355295" y="137.640944" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="438.340657" y="116.383112" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="461.448443" y="112.055088" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="434.609878" y="146.724136" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="442.267578" y="144.648451" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="409.626717" y="149.434672" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="416.454785" y="181.71544" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="370.970519" y="192.042802" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="494.640342" y="182.532465" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="286.252386" y="100.566364" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="501.184697" y="190.332156" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="418.362425" y="171.638569" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="381.639472" y="158.621373" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="408.337716" y="167.875699" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="376.416381" y="171.937362" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="437.276476" y="127.804901" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="469.425192" y="108.584112" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="390.345477" y="157.377894" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="400.619587" y="140.072007" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="433.161097" y="166.636361" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="412.001408" y="121.997399" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="442.197418" y="124.132429" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="295.8674" y="159.045067" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="427.654805" y="124.364977" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="396.481674" y="143.953566" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="427.257913" y="191.303063" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="483.993923" y="123.961985" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="397.373271" y="166.036013" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="383.756055" y="156.494624" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="448.466253" y="132.499345" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="421.760327" y="157.666337" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="405.439129" y="184.720629" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="385.442972" y="153.355564" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="382.568966" y="174.276648" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="401.316067" y="215.693054" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="503.052904" y="183.452309" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="252.745022" y="265.322492" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="446.00143" y="274.897694" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="370.258163" y="224.525066" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="417.154339" y="242.728025" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="298.443353" y="153.574311" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="384.223107" y="213.447615" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="412.650261" y="160.428627" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="479.787386" y="135.648065" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="409.823882" y="149.324263" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="399.427888" y="156.82447" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="440.065983" y="174.779699" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="362.098076" y="196.807631" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="409.762428" y="180.801808" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="389.793414" y="191.228537" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="475.821545" y="147.415571" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="419.855249" y="190.855218" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="321.85841" y="188.643592" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="560.372727" y="172.819253" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="103.827273" y="152.30668" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="424.857616" y="181.672657" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="398.187027" y="171.731726" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="384.200062" y="132.674618" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="452.685081" y="175.17717" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="459.72363" y="125.134389" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="439.141098" y="122.035352" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="473.20667" y="107.322001" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="471.124911" y="139.203918" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="396.35006" y="145.522061" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="414.655203" y="143.737579" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="415.453595" y="169.349656" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="433.319853" y="138.582869" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="360.448032" y="161.022764" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="415.92628" y="143.033033" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="422.27603" y="158.739372" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="450.871671" y="135.679808" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="455.592886" y="159.932477" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="427.20875" y="143.115149" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="421.65227" y="104.554191" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="454.445742" y="137.710639" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="443.621618" y="154.877135" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="456.394863" y="161.619661" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="449.33122" y="175.449052" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="471.807052" y="189.956076" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="369.214467" y="123.976476" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="428.723595" y="96.275602" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="413.48655" y="141.450047" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mbdf55f0c9a" x="422.070159" y="369.36" style="fill: #008000; stroke: #008000"/>
+    </g>
+   </g>
+   <g id="line2d_22">
+    <path d="M 402.251195 162.791065 
+L 375.528881 165.922351 
+L 345.375889 169.455639 
+L 386.337642 164.655794 
+L 402.802746 162.726435 
+L 389.364771 164.301079 
+L 404.384678 162.541066 
+L 447.739046 157.460858 
+L 411.05399 161.759565 
+L 391.829083 164.012314 
+L 392.294598 163.957766 
+L 389.929125 164.234949 
+L 387.259966 164.547717 
+L 378.295854 165.59812 
+L 402.449384 162.767841 
+L 400.84287 162.956091 
+L 414.884632 161.310695 
+L 398.793374 163.196248 
+L 433.131906 159.172504 
+L 409.778304 161.909048 
+L 386.537368 164.632391 
+L 412.726567 161.563575 
+L 398.921916 163.181186 
+L 414.339738 161.374545 
+L 413.53725 161.46858 
+L 408.633208 162.043229 
+L 396.924144 163.415282 
+L 414.968619 161.300854 
+L 412.837696 161.550553 
+L 427.46993 159.835967 
+L 441.294554 158.216015 
+L 471.843412 154.63634 
+L 440.221667 158.341735 
+L 421.912426 160.487188 
+L 410.71548 161.799231 
+L 426.348392 159.967387 
+L 378.320436 165.59524 
+L 409.355295 161.958616 
+L 438.340657 158.562149 
+L 461.448443 155.854409 
+L 434.609878 158.999317 
+L 442.267578 158.101998 
+L 409.626717 161.926811 
+L 416.454785 161.126707 
+L 370.970519 166.456494 
+L 494.640342 151.965026 
+L 286.252386 176.383653 
+L 501.184697 151.198167 
+L 418.362425 160.903172 
+L 381.639472 165.20632 
+L 408.337716 162.077854 
+L 376.416381 165.818355 
+L 437.276476 158.686848 
+L 469.425192 154.919704 
+L 390.345477 164.186161 
+L 400.619587 162.982255 
+L 433.161097 159.169083 
+L 412.001408 161.648548 
+L 442.197418 158.110219 
+L 295.8674 175.256979 
+L 427.654805 159.814303 
+L 396.481674 163.46713 
+L 427.257913 159.860811 
+L 483.993923 153.212559 
+L 397.373271 163.362654 
+L 383.756055 164.958301 
+L 448.466253 157.375645 
+L 421.760327 160.50501 
+L 405.439129 162.417507 
+L 385.442972 164.760631 
+L 382.568966 165.097403 
+L 401.316067 162.900642 
+L 503.052904 150.979253 
+L 252.745022 180.310002 
+L 446.00143 157.66447 
+L 370.258163 166.539967 
+L 417.154339 161.044734 
+L 298.443353 174.955132 
+L 384.223107 164.903573 
+L 412.650261 161.572516 
+L 479.787386 153.705476 
+L 409.823882 161.903707 
+L 399.427888 163.121896 
+L 440.065983 158.359978 
+L 362.098076 167.496155 
+L 409.762428 161.910909 
+L 389.793414 164.250851 
+L 475.821545 154.170188 
+L 419.855249 160.728245 
+L 321.85841 172.211386 
+L 560.372727 144.262591 
+L 103.827273 197.759989 
+L 424.857616 160.142074 
+L 398.187027 163.267299 
+L 384.200062 164.906273 
+L 452.685081 156.881288 
+L 459.72363 156.05652 
+L 439.141098 158.468355 
+L 473.20667 154.476595 
+L 471.124911 154.720533 
+L 396.35006 163.482552 
+L 414.655203 161.33758 
+L 415.453595 161.244025 
+L 433.319853 159.15048 
+L 360.448032 167.689505 
+L 415.92628 161.188636 
+L 422.27603 160.444581 
+L 450.871671 157.093781 
+L 455.592886 156.540556 
+L 427.20875 159.866571 
+L 421.65227 160.517672 
+L 454.445742 156.674976 
+L 443.621618 157.943333 
+L 456.394863 156.446581 
+L 449.33122 157.274289 
+L 471.807052 154.640601 
+L 369.214467 166.662265 
+L 428.723595 159.689064 
+L 413.48655 161.474521 
+L 422.070159 160.468705 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_23">
+    <path d="M 272.617758 342.981961 
+L 477.464931 66.96 
+" clip-path="url(#p6f38749317)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_24">
+     <g>
+      <use xlink:href="#mbdf55f0c9a" x="493.94375" y="64.497813" style="fill: #008000; stroke: #008000"/>
+     </g>
+    </g>
+    <g id="text_13">
+     <!-- Data -->
+     <g style="fill: #262626" transform="translate(511.94375 67.997813) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-44" d="M 494 0 
+L 494 4581 
+L 2072 4581 
+Q 2606 4581 2888 4516 
+Q 3281 4425 3559 4188 
+Q 3922 3881 4101 3404 
+Q 4281 2928 4281 2316 
+Q 4281 1794 4159 1391 
+Q 4038 988 3847 723 
+Q 3656 459 3429 307 
+Q 3203 156 2883 78 
+Q 2563 0 2147 0 
+L 494 0 
+z
+M 1100 541 
+L 2078 541 
+Q 2531 541 2789 625 
+Q 3047 709 3200 863 
+Q 3416 1078 3536 1442 
+Q 3656 1806 3656 2325 
+Q 3656 3044 3420 3430 
+Q 3184 3816 2847 3947 
+Q 2603 4041 2063 4041 
+L 1100 4041 
+L 1100 541 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-44"/>
+      <use xlink:href="#ArialMT-61" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(155.615234 0)"/>
+     </g>
+    </g>
+    <g id="line2d_25">
+     <path d="M 483.94375 78.643125 
+L 493.94375 78.643125 
+L 503.94375 78.643125 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_14">
+     <!-- Line of best fit -->
+     <g style="fill: #262626" transform="translate(511.94375 82.143125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4c" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 541 
+L 3331 541 
+L 3331 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-62" d="M 941 0 
+L 419 0 
+L 419 4581 
+L 981 4581 
+L 981 2947 
+Q 1338 3394 1891 3394 
+Q 2197 3394 2470 3270 
+Q 2744 3147 2920 2923 
+Q 3097 2700 3197 2384 
+Q 3297 2069 3297 1709 
+Q 3297 856 2875 390 
+Q 2453 -75 1863 -75 
+Q 1275 -75 941 416 
+L 941 0 
+z
+M 934 1684 
+Q 934 1088 1097 822 
+Q 1363 388 1816 388 
+Q 2184 388 2453 708 
+Q 2722 1028 2722 1663 
+Q 2722 2313 2464 2622 
+Q 2206 2931 1841 2931 
+Q 1472 2931 1203 2611 
+Q 934 2291 934 1684 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4c"/>
+      <use xlink:href="#ArialMT-69" transform="translate(55.615234 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(77.832031 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(133.447266 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(189.0625 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(216.845703 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(272.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(300.244141 0)"/>
+      <use xlink:href="#ArialMT-62" transform="translate(328.027344 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(383.642578 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(439.257812 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(489.257812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(517.041016 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(544.824219 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(572.607422 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(594.824219 0)"/>
+     </g>
+    </g>
+    <g id="line2d_26">
+     <path d="M 483.94375 92.788437 
+L 493.94375 92.788437 
+L 503.94375 92.788437 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_15">
+     <!-- C=Y -->
+     <g style="fill: #262626" transform="translate(511.94375 96.288437) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-3d" d="M 3381 2694 
+L 356 2694 
+L 356 3219 
+L 3381 3219 
+L 3381 2694 
+z
+M 3381 1303 
+L 356 1303 
+L 356 1828 
+L 3381 1828 
+L 3381 1303 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-3d" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-59" transform="translate(130.615234 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p6f38749317">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.jpg b/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.jpg
new file mode 100644
index 00000000..86d73a0e
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.jpg differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.pdf b/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.pdf
new file mode 100644
index 00000000..273a490f
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.pdf differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.png b/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.png
new file mode 100644
index 00000000..b4c185d9
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.png differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.svg b/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.svg
new file mode 100644
index 00000000..71ad47b8
--- /dev/null
+++ b/notebooks/Figures/KeynesFriedmanModigliani/simulationHigherVariance.svg
@@ -0,0 +1,1675 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 81 384.48 
+L 81 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 1.1 -->
+      <g style="fill: #262626" transform="translate(74.05 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-2e" d="M 581 0 
+L 581 641 
+L 1222 641 
+L 1222 0 
+L 581 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-31" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 143.775 384.48 
+L 143.775 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 1.2 -->
+      <g style="fill: #262626" transform="translate(136.825 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 206.55 384.48 
+L 206.55 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 1.3 -->
+      <g style="fill: #262626" transform="translate(199.6 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-33" d="M 269 1209 
+L 831 1284 
+Q 928 806 1161 595 
+Q 1394 384 1728 384 
+Q 2125 384 2398 659 
+Q 2672 934 2672 1341 
+Q 2672 1728 2419 1979 
+Q 2166 2231 1775 2231 
+Q 1616 2231 1378 2169 
+L 1441 2663 
+Q 1497 2656 1531 2656 
+Q 1891 2656 2178 2843 
+Q 2466 3031 2466 3422 
+Q 2466 3731 2256 3934 
+Q 2047 4138 1716 4138 
+Q 1388 4138 1169 3931 
+Q 950 3725 888 3313 
+L 325 3413 
+Q 428 3978 793 4289 
+Q 1159 4600 1703 4600 
+Q 2078 4600 2393 4439 
+Q 2709 4278 2876 4000 
+Q 3044 3722 3044 3409 
+Q 3044 3113 2884 2869 
+Q 2725 2625 2413 2481 
+Q 2819 2388 3044 2092 
+Q 3269 1797 3269 1353 
+Q 3269 753 2831 336 
+Q 2394 -81 1725 -81 
+Q 1122 -81 723 278 
+Q 325 638 269 1209 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-33" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 269.325 384.48 
+L 269.325 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 1.4 -->
+      <g style="fill: #262626" transform="translate(262.375 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-34" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 332.1 384.48 
+L 332.1 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 1.5 -->
+      <g style="fill: #262626" transform="translate(325.15 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 394.875 384.48 
+L 394.875 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 1.6 -->
+      <g style="fill: #262626" transform="translate(387.925 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-36" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 457.65 384.48 
+L 457.65 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 1.7 -->
+      <g style="fill: #262626" transform="translate(450.7 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-37" d="M 303 3981 
+L 303 4522 
+L 3269 4522 
+L 3269 4084 
+Q 2831 3619 2401 2847 
+Q 1972 2075 1738 1259 
+Q 1569 684 1522 0 
+L 944 0 
+Q 953 541 1156 1306 
+Q 1359 2072 1739 2783 
+Q 2119 3494 2547 3981 
+L 303 3981 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-37" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_15">
+      <path d="M 520.425 384.48 
+L 520.425 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_8">
+      <!-- 1.8 -->
+      <g style="fill: #262626" transform="translate(513.475 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-38" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_17">
+      <path d="M 583.2 384.48 
+L 583.2 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_9">
+      <!-- 1.9 -->
+      <g style="fill: #262626" transform="translate(576.25 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-39" d="M 350 1059 
+L 891 1109 
+Q 959 728 1153 556 
+Q 1347 384 1650 384 
+Q 1909 384 2104 503 
+Q 2300 622 2425 820 
+Q 2550 1019 2634 1356 
+Q 2719 1694 2719 2044 
+Q 2719 2081 2716 2156 
+Q 2547 1888 2255 1720 
+Q 1963 1553 1622 1553 
+Q 1053 1553 659 1965 
+Q 266 2378 266 3053 
+Q 266 3750 677 4175 
+Q 1088 4600 1706 4600 
+Q 2153 4600 2523 4359 
+Q 2894 4119 3086 3673 
+Q 3278 3228 3278 2384 
+Q 3278 1506 3087 986 
+Q 2897 466 2520 194 
+Q 2144 -78 1638 -78 
+Q 1100 -78 759 220 
+Q 419 519 350 1059 
+z
+M 2653 3081 
+Q 2653 3566 2395 3850 
+Q 2138 4134 1775 4134 
+Q 1400 4134 1122 3828 
+Q 844 3522 844 3034 
+Q 844 2597 1108 2323 
+Q 1372 2050 1759 2050 
+Q 2150 2050 2401 2323 
+Q 2653 2597 2653 3081 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-39" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_10">
+     <!-- Income (y) -->
+     <g style="fill: #262626" transform="translate(308.485938 408.405) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-28" d="M 1497 -1347 
+Q 1031 -759 709 28 
+Q 388 816 388 1659 
+Q 388 2403 628 3084 
+Q 909 3875 1497 4659 
+L 1900 4659 
+Q 1522 4009 1400 3731 
+Q 1209 3300 1100 2831 
+Q 966 2247 966 1656 
+Q 966 153 1900 -1347 
+L 1497 -1347 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-29" d="M 791 -1347 
+L 388 -1347 
+Q 1322 153 1322 1656 
+Q 1322 2244 1188 2822 
+Q 1081 3291 891 3722 
+Q 769 4003 388 4659 
+L 791 4659 
+Q 1378 3875 1659 3084 
+Q 1900 2403 1900 1659 
+Q 1900 816 1576 28 
+Q 1253 -759 791 -1347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(133.398438 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(272.314453 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(327.929688 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(355.712891 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(389.013672 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(439.013672 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_19">
+      <path d="M 81 384.48 
+L 583.2 384.48 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 0.00 -->
+      <g style="fill: #262626" transform="translate(58.039062 388.058906) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_21">
+      <path d="M 81 342.9 
+L 583.2 342.9 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 0.25 -->
+      <g style="fill: #262626" transform="translate(58.039062 346.478906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_23">
+      <path d="M 81 301.32 
+L 583.2 301.32 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 0.50 -->
+      <g style="fill: #262626" transform="translate(58.039062 304.898906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_25">
+      <path d="M 81 259.74 
+L 583.2 259.74 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 0.75 -->
+      <g style="fill: #262626" transform="translate(58.039062 263.318906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-37" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_27">
+      <path d="M 81 218.16 
+L 583.2 218.16 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- 1.00 -->
+      <g style="fill: #262626" transform="translate(58.039062 221.738906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_29">
+      <path d="M 81 176.58 
+L 583.2 176.58 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_30"/>
+     <g id="text_16">
+      <!-- 1.25 -->
+      <g style="fill: #262626" transform="translate(58.039062 180.158906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_31">
+      <path d="M 81 135 
+L 583.2 135 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_32"/>
+     <g id="text_17">
+      <!-- 1.50 -->
+      <g style="fill: #262626" transform="translate(58.039062 138.578906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_33">
+      <path d="M 81 93.42 
+L 583.2 93.42 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_34"/>
+     <g id="text_18">
+      <!-- 1.75 -->
+      <g style="fill: #262626" transform="translate(58.039062 96.998906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-37" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_35">
+      <path d="M 81 51.84 
+L 583.2 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_36"/>
+     <g id="text_19">
+      <!-- 2.00 -->
+      <g style="fill: #262626" transform="translate(58.039062 55.418906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_20">
+     <!-- Consumption (c) -->
+     <g style="fill: #262626" transform="translate(51.934375 254.837344) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(616.992188 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(650.292969 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(700.292969 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_37">
+    <defs>
+     <path id="m3c5190d6cd" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #008000"/>
+    </defs>
+    <g clip-path="url(#p9d9a459829)">
+     <use xlink:href="#m3c5190d6cd" x="64.280396" y="270.560996" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="289.162558" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="294.214058" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="384.983069" y="196.405322" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="297.767288" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="303.145617" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="68.040988" y="298.77188" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="679.430179" y="132.13675" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="719.753112" y="125.758201" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="107.986935" y="267.449926" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="258.0371" y="196.536226" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="167.971274" y="245.050343" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="772.437916" y="97.033767" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="625.353227" y="129.026241" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="586.540959" y="153.110286" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="286.855597" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="286.084829" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="773.12854" y="104.594945" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="343.308312" y="177.58712" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="81.655182" y="286.811707" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="514.225411" y="152.071542" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="420.982216" y="181.200915" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="285.23078" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="289.691906" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="336.836808" y="220.96357" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="351.320022" y="206.867786" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="78.225598" y="295.920027" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="589.15939" y="147.867594" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="298.176228" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="309.560341" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="397.307737" y="231.401063" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="445.797721" y="187.473652" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="318.642527" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="320.863342" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="807.609178" y="104.445501" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="294.619095" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="297.171689" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="415.070859" y="191.405104" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="472.881453" y="164.462168" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="541.001487" y="159.071068" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="269.09472" y="217.646524" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="270.701542" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="270.341079" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="519.259719" y="165.688952" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="544.23572" y="142.261086" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="210.825292" y="250.452012" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="949.698136" y="58.810228" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="468.057699" y="177.049315" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="746.47155" y="106.39107" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="546.142493" y="197.498786" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="677.540518" y="120.569438" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="87.714854" y="257.822663" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="297.950233" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="326.49421" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="991.038936" y="48.347622" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="178.545174" y="274.085602" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="189.345108" y="247.606668" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="171.591901" y="265.217487" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="411.251186" y="219.69159" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="916.210223" y="56.546399" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="304.484786" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="293.706716" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="560.287305" y="192.778672" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="827.319796" y="109.445187" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="187.866597" y="262.133398" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="724.964795" y="130.423151" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="631.828152" y="158.285603" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="500.715346" y="174.116198" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="102.481275" y="271.331732" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="874.782221" y="82.955665" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="331.573464" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="321.467001" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="85.751106" y="289.439545" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="51.4451" y="260.746023" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="405.33218" y="181.212944" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="307.990088" y="255.065793" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="38.450241" y="279.817186" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="414.173044" y="188.545109" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="862.537021" y="93.824207" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="236.982585" y="259.325428" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="285.707645" y="229.417336" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="988.448018" y="38.81359" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="547.052933" y="168.367704" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="369.842579" y="210.634305" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="248.539189" y="229.787877" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="629.961507" y="118.722363" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="595.229977" y="135.38191" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="327.978345" y="224.118262" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="390.158952" y="212.669824" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="295.151774" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="293.488359" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="614.664908" y="160.168429" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="291.281983" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="284.046265" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="186.430553" y="236.172362" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="419.637391" y="200.924611" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="538.241599" y="153.640402" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="606.27139" y="166.009436" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="291.925417" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="298.79188" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="351.195481" y="249.676754" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="528.763669" y="160.284194" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="384.667466" y="189.749304" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="162.938154" y="261.395757" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="134.149845" y="293.034867" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="423.646582" y="177.721302" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="225.707115" y="236.679282" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="759.870574" y="103.921464" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="896.564016" y="82.839522" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="508.505116" y="162.568642" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="301.549506" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="304.569223" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="869.213391" y="90.016808" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="414.612971" y="210.063551" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="459.013805" y="205.839277" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="979.413483" y="47.202149" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="388.304715" y="200.11576" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="864.78481" y="87.990597" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="21.496201" y="301.164283" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="325.18879" y="206.679083" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="220.293162" y="246.570072" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="18.219835" y="292.291562" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="320.908166" y="263.915258" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="488.642168" y="188.156796" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="263.952493" y="223.745958" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="376.624522" y="178.072467" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="286.525891" y="240.869505" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="604.132226" y="163.36539" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="305.141834" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="289.19333" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="371.73845" y="216.780884" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="301.054931" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="305.055718" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="136.089326" y="276.460761" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="782.142662" y="139.931069" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="225.240654" y="224.124997" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="335.573627" y="211.4615" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="481.459087" y="176.792553" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="316.116461" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="318.455299" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="1122.042901" y="22.302259" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="314.6244" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="311.207749" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="120.38107" y="273.911852" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="86.048824" y="278.89032" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="348.739031" y="202.925742" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="269.758224" y="231.799331" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="870.023584" y="71.891537" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="418.067714" y="208.592885" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="170.281294" y="259.774945" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="148.208428" y="238.470298" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="453.721629" y="201.15169" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="583.84161" y="160.911836" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="617.468207" y="147.52992" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="262.445684" y="234.145006" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="308.344039" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="308.509197" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="444.487554" y="183.964691" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="224.395264" y="267.163789" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="313.043709" y="254.377835" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="292.42024" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="281.569117" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="640.949413" y="133.897244" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="67.67524" y="255.64407" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="170.570853" y="267.380123" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="6.562621" y="310.076639" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="189.286747" y="270.684086" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="301.433487" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="299.719801" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="441.972058" y="178.392679" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="293.699747" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="298.889432" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="411.154836" y="196.346105" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="295.680412" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="297.150206" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="351.172808" y="203.694222" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="303.030905" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="294.683432" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="62.421175" y="250.238031" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="190.958093" y="242.730289" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="835.917136" y="68.650796" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="730.659098" y="118.888784" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="812.965398" y="114.03619" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="651.826128" y="154.141069" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="351.243639" y="227.317531" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="433.879391" y="172.539777" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="593.414999" y="173.731054" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="95.304951" y="292.233158" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="160.451833" y="258.957856" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="7.544426" y="283.495937" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="133.461075" y="250.783189" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="90.097902" y="281.82924" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="620.095075" y="163.565625" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="114.958501" y="272.145047" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="705.644133" y="144.254711" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="305.877317" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="303.250117" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="302.919065" y="230.300783" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="318.83563" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="319.227233" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="504.362028" y="176.381963" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="78.368214" y="289.057133" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="595.696211" y="158.228272" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="898.286076" y="87.196405" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="601.105744" y="147.924169" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="21.259827" y="287.748753" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="299.795201" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="299.953749" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="521.440129" y="160.862555" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="824.882565" y="80.464735" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="361.416482" y="215.245676" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="373.363094" y="198.708964" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="299.786519" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="301.550297" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="720.365048" y="117.44421" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="541.776071" y="189.137206" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="303.612488" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="314.1804" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="312.695275" y="256.982211" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="279.38162" y="228.945421" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="326.715774" y="214.457295" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#m3c5190d6cd" x="-1" y="300.772317" style="fill: #008000; stroke: #008000"/>
+    </g>
+   </g>
+   <g id="line2d_38">
+    <path d="M 64.280396 283.435157 
+L -1 299.491471 
+M -1 299.491471 
+L 384.983069 204.555385 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L 107.986935 272.685132 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 589.15939 154.336341 
+L -1 299.491471 
+M -1 299.491471 
+L 445.797721 189.597462 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 541.001487 166.18122 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L 468.057699 184.122416 
+L 649 139.617992 
+M 649 139.617992 
+L 546.142493 164.916742 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L 171.591901 257.040905 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L 187.866597 253.037994 
+L 649 139.617992 
+M 649 139.617992 
+L 102.481275 274.039299 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L 236.982585 240.957465 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 614.664908 148.063024 
+L -1 299.491471 
+M -1 299.491471 
+L 606.27139 150.127487 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L 414.612971 197.267638 
+L 649 139.617992 
+M 649 139.617992 
+L 388.304715 203.738395 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 371.73845 207.813021 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 444.487554 189.919709 
+L -1 299.491471 
+M -1 299.491471 
+L 640.949413 141.598108 
+L -1 299.491471 
+M -1 299.491471 
+L 441.972058 190.538419 
+L -1 299.491471 
+M -1 299.491471 
+L 411.154836 198.118198 
+L -1 299.491471 
+M -1 299.491471 
+L 351.172808 212.87133 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L 7.544426 297.389891 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 302.919065 224.739781 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 649 139.617992 
+M 649 139.617992 
+L -1 299.491471 
+M -1 299.491471 
+L 326.715774 218.886762 
+L -1 299.491471 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_39">
+    <path d="M -1 223.253591 
+L 18.225 218.16 
+L 332.1 135 
+L 645.975 51.84 
+" clip-path="url(#p9d9a459829)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_40">
+     <g>
+      <use xlink:href="#m3c5190d6cd" x="100" y="64.497813" style="fill: #008000; stroke: #008000"/>
+     </g>
+    </g>
+    <g id="text_21">
+     <!-- Simulated data -->
+     <g style="fill: #262626" transform="translate(118 67.997813) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-53" d="M 288 1472 
+L 859 1522 
+Q 900 1178 1048 958 
+Q 1197 738 1509 602 
+Q 1822 466 2213 466 
+Q 2559 466 2825 569 
+Q 3091 672 3220 851 
+Q 3350 1031 3350 1244 
+Q 3350 1459 3225 1620 
+Q 3100 1781 2813 1891 
+Q 2628 1963 1997 2114 
+Q 1366 2266 1113 2400 
+Q 784 2572 623 2826 
+Q 463 3081 463 3397 
+Q 463 3744 659 4045 
+Q 856 4347 1234 4503 
+Q 1613 4659 2075 4659 
+Q 2584 4659 2973 4495 
+Q 3363 4331 3572 4012 
+Q 3781 3694 3797 3291 
+L 3216 3247 
+Q 3169 3681 2898 3903 
+Q 2628 4125 2100 4125 
+Q 1550 4125 1298 3923 
+Q 1047 3722 1047 3438 
+Q 1047 3191 1225 3031 
+Q 1400 2872 2139 2705 
+Q 2878 2538 3153 2413 
+Q 3553 2228 3743 1945 
+Q 3934 1663 3934 1294 
+Q 3934 928 3725 604 
+Q 3516 281 3123 101 
+Q 2731 -78 2241 -78 
+Q 1619 -78 1198 103 
+Q 778 284 539 648 
+Q 300 1013 288 1472 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-53"/>
+      <use xlink:href="#ArialMT-69" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(88.916016 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(172.216797 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(227.832031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(250.048828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(305.664062 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(333.447266 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(389.0625 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(444.677734 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(472.460938 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(528.076172 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(583.691406 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(611.474609 0)"/>
+     </g>
+    </g>
+    <g id="line2d_41">
+     <path d="M 90 78.643125 
+L 100 78.643125 
+L 110 78.643125 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_22">
+     <!-- Line of best fit -->
+     <g style="fill: #262626" transform="translate(118 82.143125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4c" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 541 
+L 3331 541 
+L 3331 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-62" d="M 941 0 
+L 419 0 
+L 419 4581 
+L 981 4581 
+L 981 2947 
+Q 1338 3394 1891 3394 
+Q 2197 3394 2470 3270 
+Q 2744 3147 2920 2923 
+Q 3097 2700 3197 2384 
+Q 3297 2069 3297 1709 
+Q 3297 856 2875 390 
+Q 2453 -75 1863 -75 
+Q 1275 -75 941 416 
+L 941 0 
+z
+M 934 1684 
+Q 934 1088 1097 822 
+Q 1363 388 1816 388 
+Q 2184 388 2453 708 
+Q 2722 1028 2722 1663 
+Q 2722 2313 2464 2622 
+Q 2206 2931 1841 2931 
+Q 1472 2931 1203 2611 
+Q 934 2291 934 1684 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4c"/>
+      <use xlink:href="#ArialMT-69" transform="translate(55.615234 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(77.832031 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(133.447266 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(189.0625 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(216.845703 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(272.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(300.244141 0)"/>
+      <use xlink:href="#ArialMT-62" transform="translate(328.027344 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(383.642578 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(439.257812 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(489.257812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(517.041016 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(544.824219 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(572.607422 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(594.824219 0)"/>
+     </g>
+    </g>
+    <g id="line2d_42">
+     <path d="M 90 92.788437 
+L 100 92.788437 
+L 110 92.788437 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_23">
+     <!-- C=Y -->
+     <g style="fill: #262626" transform="translate(118 96.288437) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-3d" d="M 3381 2694 
+L 356 2694 
+L 356 3219 
+L 3381 3219 
+L 3381 2694 
+z
+M 3381 1303 
+L 356 1303 
+L 356 1828 
+L 3381 1828 
+L 3381 1303 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-3d" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-59" transform="translate(130.615234 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p9d9a459829">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.jpg b/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.jpg
new file mode 100644
index 00000000..14f05e53
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.jpg differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.pdf b/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.pdf
new file mode 100644
index 00000000..496d5837
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.pdf differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.png b/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.png
new file mode 100644
index 00000000..99e0bf98
Binary files /dev/null and b/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.png differ
diff --git a/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.svg b/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.svg
new file mode 100644
index 00000000..31aba5a1
--- /dev/null
+++ b/notebooks/Figures/KeynesFriedmanModigliani/simulationSameVariance.svg
@@ -0,0 +1,1520 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 81 384.48 
+L 81 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 1.1 -->
+      <g style="fill: #262626" transform="translate(74.05 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-2e" d="M 581 0 
+L 581 641 
+L 1222 641 
+L 1222 0 
+L 581 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-31" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 143.775 384.48 
+L 143.775 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 1.2 -->
+      <g style="fill: #262626" transform="translate(136.825 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 206.55 384.48 
+L 206.55 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 1.3 -->
+      <g style="fill: #262626" transform="translate(199.6 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-33" d="M 269 1209 
+L 831 1284 
+Q 928 806 1161 595 
+Q 1394 384 1728 384 
+Q 2125 384 2398 659 
+Q 2672 934 2672 1341 
+Q 2672 1728 2419 1979 
+Q 2166 2231 1775 2231 
+Q 1616 2231 1378 2169 
+L 1441 2663 
+Q 1497 2656 1531 2656 
+Q 1891 2656 2178 2843 
+Q 2466 3031 2466 3422 
+Q 2466 3731 2256 3934 
+Q 2047 4138 1716 4138 
+Q 1388 4138 1169 3931 
+Q 950 3725 888 3313 
+L 325 3413 
+Q 428 3978 793 4289 
+Q 1159 4600 1703 4600 
+Q 2078 4600 2393 4439 
+Q 2709 4278 2876 4000 
+Q 3044 3722 3044 3409 
+Q 3044 3113 2884 2869 
+Q 2725 2625 2413 2481 
+Q 2819 2388 3044 2092 
+Q 3269 1797 3269 1353 
+Q 3269 753 2831 336 
+Q 2394 -81 1725 -81 
+Q 1122 -81 723 278 
+Q 325 638 269 1209 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-33" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 269.325 384.48 
+L 269.325 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 1.4 -->
+      <g style="fill: #262626" transform="translate(262.375 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-34" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 332.1 384.48 
+L 332.1 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 1.5 -->
+      <g style="fill: #262626" transform="translate(325.15 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 394.875 384.48 
+L 394.875 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 1.6 -->
+      <g style="fill: #262626" transform="translate(387.925 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-36" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 457.65 384.48 
+L 457.65 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 1.7 -->
+      <g style="fill: #262626" transform="translate(450.7 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-37" d="M 303 3981 
+L 303 4522 
+L 3269 4522 
+L 3269 4084 
+Q 2831 3619 2401 2847 
+Q 1972 2075 1738 1259 
+Q 1569 684 1522 0 
+L 944 0 
+Q 953 541 1156 1306 
+Q 1359 2072 1739 2783 
+Q 2119 3494 2547 3981 
+L 303 3981 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-37" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_15">
+      <path d="M 520.425 384.48 
+L 520.425 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_8">
+      <!-- 1.8 -->
+      <g style="fill: #262626" transform="translate(513.475 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-38" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_17">
+      <path d="M 583.2 384.48 
+L 583.2 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_9">
+      <!-- 1.9 -->
+      <g style="fill: #262626" transform="translate(576.25 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-39" d="M 350 1059 
+L 891 1109 
+Q 959 728 1153 556 
+Q 1347 384 1650 384 
+Q 1909 384 2104 503 
+Q 2300 622 2425 820 
+Q 2550 1019 2634 1356 
+Q 2719 1694 2719 2044 
+Q 2719 2081 2716 2156 
+Q 2547 1888 2255 1720 
+Q 1963 1553 1622 1553 
+Q 1053 1553 659 1965 
+Q 266 2378 266 3053 
+Q 266 3750 677 4175 
+Q 1088 4600 1706 4600 
+Q 2153 4600 2523 4359 
+Q 2894 4119 3086 3673 
+Q 3278 3228 3278 2384 
+Q 3278 1506 3087 986 
+Q 2897 466 2520 194 
+Q 2144 -78 1638 -78 
+Q 1100 -78 759 220 
+Q 419 519 350 1059 
+z
+M 2653 3081 
+Q 2653 3566 2395 3850 
+Q 2138 4134 1775 4134 
+Q 1400 4134 1122 3828 
+Q 844 3522 844 3034 
+Q 844 2597 1108 2323 
+Q 1372 2050 1759 2050 
+Q 2150 2050 2401 2323 
+Q 2653 2597 2653 3081 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-39" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_10">
+     <!-- Income (y) -->
+     <g style="fill: #262626" transform="translate(308.485938 408.405) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-49" d="M 597 0 
+L 597 4581 
+L 1203 4581 
+L 1203 0 
+L 597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-28" d="M 1497 -1347 
+Q 1031 -759 709 28 
+Q 388 816 388 1659 
+Q 388 2403 628 3084 
+Q 909 3875 1497 4659 
+L 1900 4659 
+Q 1522 4009 1400 3731 
+Q 1209 3300 1100 2831 
+Q 966 2247 966 1656 
+Q 966 153 1900 -1347 
+L 1497 -1347 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-79" d="M 397 -1278 
+L 334 -750 
+Q 519 -800 656 -800 
+Q 844 -800 956 -737 
+Q 1069 -675 1141 -563 
+Q 1194 -478 1313 -144 
+Q 1328 -97 1363 -6 
+L 103 3319 
+L 709 3319 
+L 1400 1397 
+Q 1534 1031 1641 628 
+Q 1738 1016 1872 1384 
+L 2581 3319 
+L 3144 3319 
+L 1881 -56 
+Q 1678 -603 1566 -809 
+Q 1416 -1088 1222 -1217 
+Q 1028 -1347 759 -1347 
+Q 597 -1347 397 -1278 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-29" d="M 791 -1347 
+L 388 -1347 
+Q 1322 153 1322 1656 
+Q 1322 2244 1188 2822 
+Q 1081 3291 891 3722 
+Q 769 4003 388 4659 
+L 791 4659 
+Q 1378 3875 1659 3084 
+Q 1900 2403 1900 1659 
+Q 1900 816 1576 28 
+Q 1253 -759 791 -1347 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-49"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(27.783203 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(83.398438 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(133.398438 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(189.013672 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(272.314453 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(327.929688 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(355.712891 0)"/>
+      <use xlink:href="#ArialMT-79" transform="translate(389.013672 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(439.013672 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_19">
+      <path d="M 81 384.48 
+L 583.2 384.48 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 0.00 -->
+      <g style="fill: #262626" transform="translate(58.039062 388.058906) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_21">
+      <path d="M 81 342.9 
+L 583.2 342.9 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 0.25 -->
+      <g style="fill: #262626" transform="translate(58.039062 346.478906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_23">
+      <path d="M 81 301.32 
+L 583.2 301.32 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 0.50 -->
+      <g style="fill: #262626" transform="translate(58.039062 304.898906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_25">
+      <path d="M 81 259.74 
+L 583.2 259.74 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 0.75 -->
+      <g style="fill: #262626" transform="translate(58.039062 263.318906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-37" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_27">
+      <path d="M 81 218.16 
+L 583.2 218.16 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- 1.00 -->
+      <g style="fill: #262626" transform="translate(58.039062 221.738906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_29">
+      <path d="M 81 176.58 
+L 583.2 176.58 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_30"/>
+     <g id="text_16">
+      <!-- 1.25 -->
+      <g style="fill: #262626" transform="translate(58.039062 180.158906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_31">
+      <path d="M 81 135 
+L 583.2 135 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_32"/>
+     <g id="text_17">
+      <!-- 1.50 -->
+      <g style="fill: #262626" transform="translate(58.039062 138.578906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_33">
+      <path d="M 81 93.42 
+L 583.2 93.42 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_34"/>
+     <g id="text_18">
+      <!-- 1.75 -->
+      <g style="fill: #262626" transform="translate(58.039062 96.998906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-37" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_35">
+      <path d="M 81 51.84 
+L 583.2 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_36"/>
+     <g id="text_19">
+      <!-- 2.00 -->
+      <g style="fill: #262626" transform="translate(58.039062 55.418906) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(139.013672 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_20">
+     <!-- Consumption (c) -->
+     <g style="fill: #262626" transform="translate(51.934375 254.837344) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+      <use xlink:href="#ArialMT-28" transform="translate(616.992188 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(650.292969 0)"/>
+      <use xlink:href="#ArialMT-29" transform="translate(700.292969 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_37">
+    <defs>
+     <path id="mdc98d18449" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #008000"/>
+    </defs>
+    <g clip-path="url(#pcc51263ae6)">
+     <use xlink:href="#mdc98d18449" x="456.504482" y="196.967155" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="403.341536" y="221.079786" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="358.75371" y="226.634027" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="374.173061" y="204.88625" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="258.972968" y="228.124507" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="573.358322" y="179.413496" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="417.568048" y="219.920875" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="378.901869" y="210.809586" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="336.833829" y="219.36861" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="373.575372" y="224.762979" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="439.262618" y="203.793618" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="344.072178" y="216.13316" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="499.625427" y="193.989873" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="316.565198" y="233.995737" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="300.621281" y="237.178321" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="198.411587" y="215.284781" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="248.955273" y="226.833353" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="458.054027" y="200.516976" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="409.003803" y="173.725151" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="308.726371" y="217.070094" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="591.235654" y="172.068487" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="396.997414" y="205.523166" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="350.434553" y="183.920577" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="270.361525" y="215.213027" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="410.488148" y="201.594281" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="451.273595" y="197.546775" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="382.817755" y="219.356417" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="238.629521" y="240.315037" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="316.979508" y="199.1764" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="226.068936" y="256.771942" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="273.381459" y="230.536026" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="369.750495" y="239.301347" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="325.915254" y="219.719934" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="316.407206" y="250.973668" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="403.995341" y="225.549175" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="385.101905" y="211.428729" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="358.819742" y="228.764219" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="230.427207" y="228.135488" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="172.564663" y="225.360668" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="186.835397" y="249.309068" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="480.890577" y="211.770534" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="262.632754" y="223.046591" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="284.642558" y="246.219992" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="351.465795" y="220.980505" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="323.069498" y="227.9895" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="349.93261" y="203.625358" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="228.317599" y="235.262697" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="427.142356" y="219.561229" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="456.762218" y="204.881019" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="304.050059" y="226.041381" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="263.458063" y="250.071325" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="356.707168" y="210.391054" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="338.995287" y="210.207949" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="447.784401" y="216.725293" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="412.829544" y="219.742337" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="279.335932" y="196.494232" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="306.180396" y="223.126106" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="238.391777" y="231.203379" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="271.236457" y="224.036825" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="204.642602" y="238.039217" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="273.095391" y="254.107596" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="344.060583" y="219.600603" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="243.320826" y="228.724922" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="323.053584" y="209.994009" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="275.570226" y="193.163374" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="333.657323" y="213.409293" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="268.58125" y="228.605577" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="149.835834" y="234.987555" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="453.181581" y="202.001433" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="304.489306" y="223.648797" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="313.366531" y="232.862816" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="409.403659" y="191.84626" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="460.954223" y="214.421204" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="386.882842" y="233.121291" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="265.523895" y="181.66723" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="264.14162" y="224.971225" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="255.672136" y="212.570645" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="301.472044" y="209.720917" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="504.18313" y="193.397926" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="305.17769" y="218.258521" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="254.559927" y="240.526752" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="264.555385" y="214.698783" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="318.496822" y="200.685463" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="303.692035" y="229.512929" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="22.174751" y="238.561491" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="263.119323" y="233.760517" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="318.960546" y="203.471695" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="496.215509" y="202.574194" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="357.903536" y="214.865107" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="279.476504" y="217.3264" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="274.795103" y="230.094811" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="250.08313" y="219.458547" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="299.699459" y="241.099608" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="279.869231" y="216.48718" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="409.015848" y="191.080951" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="326.919731" y="220.711348" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="316.990336" y="212.810547" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="285.705616" y="216.570513" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="433.378241" y="191.56788" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="331.974652" y="225.460059" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="487.581725" y="202.356279" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="395.754546" y="217.387784" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="385.602428" y="196.405392" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="270.49188" y="219.057227" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="214.236818" y="226.560377" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="376.323902" y="182.253101" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="389.565549" y="206.941403" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="325.865761" y="222.286093" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="426.364483" y="215.401732" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="357.435804" y="189.421332" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="374.321804" y="233.24475" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="388.480594" y="203.212389" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="274.531499" y="231.489855" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="272.310419" y="234.136199" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="368.924617" y="189.915533" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="332.620451" y="224.106587" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="243.415924" y="247.731834" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="348.803247" y="211.795269" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="320.14517" y="211.508184" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="378.357736" y="211.592459" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="326.548631" y="222.861343" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="394.09847" y="209.775065" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="329.431595" y="204.268636" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="409.75824" y="190.12234" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="378.763427" y="191.525898" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="294.658938" y="213.862308" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="257.244788" y="234.587077" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="371.89572" y="205.698501" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="400.165606" y="207.047641" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="339.696891" y="218.883034" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="350.43847" y="218.690269" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="483.535747" y="192.141641" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="150.894605" y="237.158054" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="284.243241" y="222.562705" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="305.907449" y="226.529593" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="378.523467" y="225.275245" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="443.896681" y="219.968575" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="179.98937" y="235.44296" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="309.209072" y="217.763627" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="238.831741" y="216.23046" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="282.001318" y="235.836434" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="319.706134" y="219.976037" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="357.879776" y="213.093475" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="276.520415" y="219.805522" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="275.938191" y="248.698458" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="229.916633" y="234.133285" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="219.55199" y="237.674394" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="327.028219" y="223.039846" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="363.817649" y="191.018676" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="314.779012" y="216.22948" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="494.860054" y="179.192893" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="520.824361" y="174.649341" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="281.845313" y="230.872761" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="265.419572" y="230.577334" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="418.165511" y="225.116692" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="257.125349" y="239.15521" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="502.009183" y="203.797754" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="404.952923" y="228.740843" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="410.81908" y="211.817074" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="192.923205" y="207.467696" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="347.150174" y="220.564302" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="309.868006" y="233.57912" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="398.616011" y="210.996891" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="174.952388" y="225.819667" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="392.258963" y="214.050956" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="259.920323" y="232.03251" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="342.210148" y="206.515059" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="230.256297" y="235.291418" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="321.19777" y="238.190477" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="431.921949" y="201.202062" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="319.437356" y="206.84735" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="231.600122" y="239.242033" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="325.918254" y="205.417454" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="294.496253" y="226.652978" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="322.215676" y="229.731151" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="410.783673" y="195.329103" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="453.961375" y="195.926733" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="212.613234" y="243.883382" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="330.993744" y="213.430132" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="229.365457" y="213.542004" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="368.346227" y="206.803943" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="260.346808" y="225.071755" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="280.03041" y="248.24435" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="575.418074" y="199.895244" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="460.366777" y="191.051585" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="422.934826" y="223.642384" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="391.678767" y="195.54089" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="375.317092" y="211.412143" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="292.173997" y="240.643345" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="358.331225" y="212.063608" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="395.449439" y="205.178492" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="199.368609" y="253.316163" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="326.376614" y="251.581561" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="443.942258" y="210.448982" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="307.901328" y="226.118918" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="245.358153" y="235.005632" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="258.827089" y="237.694159" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="382.731319" y="210.882238" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="449.052101" y="194.462778" style="fill: #008000; stroke: #008000"/>
+     <use xlink:href="#mdc98d18449" x="324.929496" y="222.814204" style="fill: #008000; stroke: #008000"/>
+    </g>
+   </g>
+   <g id="line2d_38">
+    <path d="M 456.504482 201.959391 
+L 22.174751 257.801485 
+L 591.235654 184.636905 
+L 324.929496 218.876084 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_39">
+    <path d="M 18.225 218.16 
+L 175.1625 176.58 
+L 332.1 135 
+L 489.0375 93.42 
+L 645.975 51.84 
+" clip-path="url(#pcc51263ae6)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_40">
+     <g>
+      <use xlink:href="#mdc98d18449" x="100" y="64.497813" style="fill: #008000; stroke: #008000"/>
+     </g>
+    </g>
+    <g id="text_21">
+     <!-- Simulated data -->
+     <g style="fill: #262626" transform="translate(118 67.997813) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-53" d="M 288 1472 
+L 859 1522 
+Q 900 1178 1048 958 
+Q 1197 738 1509 602 
+Q 1822 466 2213 466 
+Q 2559 466 2825 569 
+Q 3091 672 3220 851 
+Q 3350 1031 3350 1244 
+Q 3350 1459 3225 1620 
+Q 3100 1781 2813 1891 
+Q 2628 1963 1997 2114 
+Q 1366 2266 1113 2400 
+Q 784 2572 623 2826 
+Q 463 3081 463 3397 
+Q 463 3744 659 4045 
+Q 856 4347 1234 4503 
+Q 1613 4659 2075 4659 
+Q 2584 4659 2973 4495 
+Q 3363 4331 3572 4012 
+Q 3781 3694 3797 3291 
+L 3216 3247 
+Q 3169 3681 2898 3903 
+Q 2628 4125 2100 4125 
+Q 1550 4125 1298 3923 
+Q 1047 3722 1047 3438 
+Q 1047 3191 1225 3031 
+Q 1400 2872 2139 2705 
+Q 2878 2538 3153 2413 
+Q 3553 2228 3743 1945 
+Q 3934 1663 3934 1294 
+Q 3934 928 3725 604 
+Q 3516 281 3123 101 
+Q 2731 -78 2241 -78 
+Q 1619 -78 1198 103 
+Q 778 284 539 648 
+Q 300 1013 288 1472 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-53"/>
+      <use xlink:href="#ArialMT-69" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(88.916016 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(172.216797 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(227.832031 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(250.048828 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(305.664062 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(333.447266 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(389.0625 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(444.677734 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(472.460938 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(528.076172 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(583.691406 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(611.474609 0)"/>
+     </g>
+    </g>
+    <g id="line2d_41">
+     <path d="M 90 78.643125 
+L 100 78.643125 
+L 110 78.643125 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_22">
+     <!-- Line of best fit -->
+     <g style="fill: #262626" transform="translate(118 82.143125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4c" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 541 
+L 3331 541 
+L 3331 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-62" d="M 941 0 
+L 419 0 
+L 419 4581 
+L 981 4581 
+L 981 2947 
+Q 1338 3394 1891 3394 
+Q 2197 3394 2470 3270 
+Q 2744 3147 2920 2923 
+Q 3097 2700 3197 2384 
+Q 3297 2069 3297 1709 
+Q 3297 856 2875 390 
+Q 2453 -75 1863 -75 
+Q 1275 -75 941 416 
+L 941 0 
+z
+M 934 1684 
+Q 934 1088 1097 822 
+Q 1363 388 1816 388 
+Q 2184 388 2453 708 
+Q 2722 1028 2722 1663 
+Q 2722 2313 2464 2622 
+Q 2206 2931 1841 2931 
+Q 1472 2931 1203 2611 
+Q 934 2291 934 1684 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4c"/>
+      <use xlink:href="#ArialMT-69" transform="translate(55.615234 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(77.832031 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(133.447266 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(189.0625 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(216.845703 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(272.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(300.244141 0)"/>
+      <use xlink:href="#ArialMT-62" transform="translate(328.027344 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(383.642578 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(439.257812 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(489.257812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(517.041016 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(544.824219 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(572.607422 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(594.824219 0)"/>
+     </g>
+    </g>
+    <g id="line2d_42">
+     <path d="M 90 92.788437 
+L 100 92.788437 
+L 110 92.788437 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_23">
+     <!-- C=Y -->
+     <g style="fill: #262626" transform="translate(118 96.288437) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-3d" d="M 3381 2694 
+L 356 2694 
+L 356 3219 
+L 3381 3219 
+L 3381 2694 
+z
+M 3381 1303 
+L 356 1303 
+L 356 1828 
+L 3381 1828 
+L 3381 1303 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-59" d="M 1784 0 
+L 1784 1941 
+L 19 4581 
+L 756 4581 
+L 1659 3200 
+Q 1909 2813 2125 2425 
+Q 2331 2784 2625 3234 
+L 3513 4581 
+L 4219 4581 
+L 2391 1941 
+L 2391 0 
+L 1784 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-3d" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-59" transform="translate(130.615234 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pcc51263ae6">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/assets.jpg b/notebooks/Figures/LifeCycleModelTheoryVsData/assets.jpg
new file mode 100644
index 00000000..d9da9f1c
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/assets.jpg differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/assets.pdf b/notebooks/Figures/LifeCycleModelTheoryVsData/assets.pdf
new file mode 100644
index 00000000..989324fc
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/assets.pdf differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/assets.png b/notebooks/Figures/LifeCycleModelTheoryVsData/assets.png
new file mode 100644
index 00000000..023c25c7
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/assets.png differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/assets.svg b/notebooks/Figures/LifeCycleModelTheoryVsData/assets.svg
new file mode 100644
index 00000000..a828d522
--- /dev/null
+++ b/notebooks/Figures/LifeCycleModelTheoryVsData/assets.svg
@@ -0,0 +1,1060 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m5ac6d17a5e" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m5ac6d17a5e" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g transform="translate(84.339347 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m5ac6d17a5e" x="145.688038" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2.5 -->
+      <g transform="translate(137.736476 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m5ac6d17a5e" x="199.085167" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 5.0 -->
+      <g transform="translate(191.133605 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m5ac6d17a5e" x="252.482297" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 7.5 -->
+      <g transform="translate(244.530734 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-37"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m5ac6d17a5e" x="305.879426" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 10.0 -->
+      <g transform="translate(294.746613 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m5ac6d17a5e" x="359.276555" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 12.5 -->
+      <g transform="translate(348.143743 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m5ac6d17a5e" x="412.673684" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 15.0 -->
+      <g transform="translate(401.540872 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m5ac6d17a5e" x="466.070813" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 17.5 -->
+      <g transform="translate(454.938001 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_9">
+     <!-- Vigntile of Lifetime Income Growth -->
+     <g transform="translate(208.367969 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-4c" d="M 628 4666 
+L 1259 4666 
+L 1259 531 
+L 3531 531 
+L 3531 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-49" d="M 628 4666 
+L 1259 4666 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-47" d="M 3809 666 
+L 3809 1919 
+L 2778 1919 
+L 2778 2438 
+L 4434 2438 
+L 4434 434 
+Q 4069 175 3628 42 
+Q 3188 -91 2688 -91 
+Q 1594 -91 976 548 
+Q 359 1188 359 2328 
+Q 359 3472 976 4111 
+Q 1594 4750 2688 4750 
+Q 3144 4750 3555 4637 
+Q 3966 4525 4313 4306 
+L 4313 3634 
+Q 3963 3931 3569 4081 
+Q 3175 4231 2741 4231 
+Q 1884 4231 1454 3753 
+Q 1025 3275 1025 2328 
+Q 1025 1384 1454 906 
+Q 1884 428 2741 428 
+Q 3075 428 3337 486 
+Q 3600 544 3809 666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-56"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(66.158203 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(93.941406 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(157.417969 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(220.796875 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(260.005859 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(287.789062 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(315.572266 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(377.095703 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(408.882812 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(470.064453 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(505.269531 0)"/>
+      <use xlink:href="#DejaVuSans-4c" transform="translate(537.056641 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(592.769531 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(620.552734 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(655.757812 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(717.28125 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(756.490234 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(784.273438 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(881.685547 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(943.208984 0)"/>
+      <use xlink:href="#DejaVuSans-49" transform="translate(974.996094 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(1004.488281 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1067.867188 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1122.847656 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(1184.029297 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1281.441406 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1342.964844 0)"/>
+      <use xlink:href="#DejaVuSans-47" transform="translate(1374.751953 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(1452.242188 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1491.105469 0)"/>
+      <use xlink:href="#DejaVuSans-77" transform="translate(1552.287109 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(1634.074219 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(1673.283203 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_9">
+      <defs>
+       <path id="m7fc093fb62" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m7fc093fb62" x="72" y="360.468081" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 2 -->
+      <g transform="translate(58.6375 364.267299) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m7fc093fb62" x="72" y="296.834018" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 4 -->
+      <g transform="translate(58.6375 300.633237) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m7fc093fb62" x="72" y="233.199956" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 6 -->
+      <g transform="translate(58.6375 236.999175) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m7fc093fb62" x="72" y="169.565894" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 8 -->
+      <g transform="translate(58.6375 173.365113) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m7fc093fb62" x="72" y="105.931832" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 10 -->
+      <g transform="translate(52.275 109.73105) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_15">
+     <!-- Assets -->
+     <g transform="translate(46.195312 234.431094) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-41"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(68.408203 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(120.507812 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(172.607422 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(234.130859 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(273.339844 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 369.36 
+L 113.649761 351.169772 
+L 135.008612 341.782133 
+L 156.367464 332.648139 
+L 177.726316 323.049838 
+L 199.085167 317.065291 
+L 220.444019 308.321838 
+L 241.802871 300.365191 
+L 263.161722 295.398905 
+L 284.520574 288.209692 
+L 305.879426 278.007448 
+L 327.238278 272.644955 
+L 348.597129 268.515886 
+L 369.955981 256.371196 
+L 391.314833 242.098165 
+L 412.673684 228.01326 
+L 434.032536 213.173686 
+L 455.391388 192.625409 
+L 476.750239 156.465189 
+L 498.109091 66.96 
+" clip-path="url(#p5b8edbd790)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_16">
+    <!-- Assets at age 65, by Vigntile of Lifetime Income Growth -->
+    <g transform="translate(127.832812 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2c" d="M 750 794 
+L 1409 794 
+L 1409 256 
+L 897 -744 
+L 494 -744 
+L 750 256 
+L 750 794 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-62" d="M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+M 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2969 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-41"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(68.408203 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(120.507812 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(172.607422 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(234.130859 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(273.339844 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(325.439453 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(357.226562 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(418.505859 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(457.714844 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(489.501953 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(550.78125 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(614.257812 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(675.78125 0)"/>
+     <use xlink:href="#DejaVuSans-36" transform="translate(707.568359 0)"/>
+     <use xlink:href="#DejaVuSans-35" transform="translate(771.191406 0)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(834.814453 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(866.601562 0)"/>
+     <use xlink:href="#DejaVuSans-62" transform="translate(898.388672 0)"/>
+     <use xlink:href="#DejaVuSans-79" transform="translate(961.865234 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1021.044922 0)"/>
+     <use xlink:href="#DejaVuSans-56" transform="translate(1052.832031 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1118.990234 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(1146.773438 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1210.25 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1273.628906 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1312.837891 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(1340.621094 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1368.404297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1429.927734 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1461.714844 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(1522.896484 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1558.101562 0)"/>
+     <use xlink:href="#DejaVuSans-4c" transform="translate(1589.888672 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1645.601562 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(1673.384766 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1708.589844 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1770.113281 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1809.322266 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(1837.105469 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1934.517578 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1996.041016 0)"/>
+     <use xlink:href="#DejaVuSans-49" transform="translate(2027.828125 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(2057.320312 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(2120.699219 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2175.679688 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(2236.861328 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(2334.273438 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2395.796875 0)"/>
+     <use xlink:href="#DejaVuSans-47" transform="translate(2427.583984 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(2505.074219 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2543.9375 0)"/>
+     <use xlink:href="#DejaVuSans-77" transform="translate(2605.119141 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(2686.90625 0)"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(2726.115234 0)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p5b8edbd790">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.jpg b/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.jpg
new file mode 100644
index 00000000..dc798fbd
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.jpg differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.pdf b/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.pdf
new file mode 100644
index 00000000..8d81481e
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.pdf differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.png b/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.png
new file mode 100644
index 00000000..3b1746a9
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.png differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.svg b/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.svg
new file mode 100644
index 00000000..853e2775
--- /dev/null
+++ b/notebooks/Figures/LifeCycleModelTheoryVsData/cFuncs.svg
@@ -0,0 +1,4509 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m4e9aaa0963" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m4e9aaa0963" x="92.290909" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m4e9aaa0963" x="173.454545" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1 -->
+      <g transform="translate(170.273295 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m4e9aaa0963" x="254.618182" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 2 -->
+      <g transform="translate(251.436932 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m4e9aaa0963" x="335.781818" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 3 -->
+      <g transform="translate(332.600568 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m4e9aaa0963" x="416.945455" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 4 -->
+      <g transform="translate(413.764205 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m4e9aaa0963" x="498.109091" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 5 -->
+      <g transform="translate(494.927841 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="me6c5599cc5" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#me6c5599cc5" x="72" y="492.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 496.279219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#me6c5599cc5" x="72" y="430.935104" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 434.734322) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#me6c5599cc5" x="72" y="369.390207" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 373.189426) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#me6c5599cc5" x="72" y="307.845311" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 311.64453) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#me6c5599cc5" x="72" y="246.300415" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 250.099633) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#me6c5599cc5" x="72" y="184.755518" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 188.554737) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#me6c5599cc5" x="72" y="123.210622" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 127.009841) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.958821 
+L 100.489256 463.28701 
+L 104.58843 448.506683 
+L 108.687603 433.668348 
+L 112.786777 418.82251 
+L 116.88595 404.019677 
+L 120.985124 389.310355 
+L 125.084298 374.74505 
+L 129.183471 360.374269 
+L 133.282645 346.248518 
+L 137.381818 332.418303 
+L 141.480992 318.934132 
+L 145.580165 305.846511 
+L 149.679339 293.205946 
+L 153.778512 281.062943 
+L 157.877686 269.46801 
+L 161.97686 258.471652 
+L 166.076033 248.124377 
+L 170.175207 238.47669 
+L 174.27438 229.579574 
+L 178.373554 221.569948 
+L 182.472727 214.458923 
+L 186.571901 208.147593 
+L 190.671074 202.537056 
+L 194.770248 197.528406 
+L 198.869421 193.022739 
+L 202.968595 188.921151 
+L 207.067769 185.129262 
+L 211.166942 181.598667 
+L 215.266116 178.307337 
+L 219.365289 175.233529 
+L 223.464463 172.355497 
+L 227.563636 169.651498 
+L 231.66281 167.099787 
+L 235.761983 164.67862 
+L 239.861157 162.366252 
+L 243.960331 160.141178 
+L 248.059504 157.994551 
+L 252.158678 155.92518 
+L 256.257851 153.929574 
+L 260.357025 152.004244 
+L 264.456198 150.145698 
+L 268.555372 148.350446 
+L 272.654545 146.614997 
+L 276.753719 144.935861 
+L 280.852893 143.309546 
+L 284.952066 141.732563 
+L 289.05124 140.20142 
+L 293.150413 138.712628 
+L 297.249587 137.262694 
+L 301.34876 135.848129 
+L 305.447934 134.465442 
+L 309.547107 133.111207 
+L 313.646281 131.783544 
+L 317.745455 130.481826 
+L 321.844628 129.20541 
+L 325.943802 127.953654 
+L 330.042975 126.725916 
+L 334.142149 125.521554 
+L 338.241322 124.339926 
+L 342.340496 123.180389 
+L 346.439669 122.042302 
+L 350.538843 120.925022 
+L 354.638017 119.827907 
+L 358.73719 118.750315 
+L 362.836364 117.691604 
+L 366.935537 116.651132 
+L 371.034711 115.628256 
+L 375.133884 114.622335 
+L 379.233058 113.632726 
+L 383.332231 112.658788 
+L 387.431405 111.699877 
+L 391.530579 110.755352 
+L 395.629752 109.824572 
+L 399.728926 108.906892 
+L 403.828099 108.001673 
+L 407.927273 107.108271 
+L 412.026446 106.226043 
+L 416.12562 105.35435 
+L 420.224793 104.492547 
+L 424.323967 103.639993 
+L 428.42314 102.796045 
+L 432.522314 101.960062 
+L 436.621488 101.131402 
+L 440.720661 100.309027 
+L 444.819835 99.491607 
+L 448.919008 98.679021 
+L 453.018182 97.8712 
+L 457.117355 97.068076 
+L 461.216529 96.269579 
+L 465.315702 95.475642 
+L 469.414876 94.686194 
+L 473.51405 93.901167 
+L 477.613223 93.120493 
+L 481.712397 92.344103 
+L 485.81157 91.571927 
+L 489.910744 90.803897 
+L 494.009917 90.039944 
+L 498.109091 89.28 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.958794 
+L 100.489256 463.286863 
+L 104.58843 448.506343 
+L 108.687603 433.667765 
+L 112.786777 418.82166 
+L 116.88595 404.018558 
+L 120.985124 389.30899 
+L 125.084298 374.743485 
+L 129.183471 360.372575 
+L 133.282645 346.246789 
+L 137.381818 332.416658 
+L 141.480992 318.932713 
+L 145.580165 305.845484 
+L 149.679339 293.205501 
+L 153.778512 281.063296 
+L 157.877686 269.469397 
+L 161.97686 258.474337 
+L 166.076033 248.128644 
+L 170.175207 238.48285 
+L 174.27438 229.587979 
+L 178.373554 221.581283 
+L 182.472727 214.473708 
+L 186.571901 208.166324 
+L 190.671074 202.560199 
+L 194.770248 197.556402 
+L 198.869421 193.056 
+L 202.968595 188.960062 
+L 207.067769 185.174246 
+L 211.166942 181.650313 
+L 215.266116 178.366248 
+L 219.365289 175.30031 
+L 223.464463 172.430755 
+L 227.563636 169.735843 
+L 231.66281 167.193831 
+L 235.761983 164.782977 
+L 239.861157 162.48154 
+L 243.960331 160.268046 
+L 248.059504 158.133926 
+L 252.158678 156.077992 
+L 256.257851 154.096734 
+L 260.357025 152.186644 
+L 264.456198 150.344212 
+L 268.555372 148.56593 
+L 272.654545 146.848289 
+L 276.753719 145.18778 
+L 280.852893 143.580895 
+L 284.952066 142.024124 
+L 289.05124 140.513959 
+L 293.150413 139.046891 
+L 297.249587 137.61941 
+L 301.34876 136.228009 
+L 305.447934 134.869179 
+L 309.547107 133.539477 
+L 313.646281 132.236965 
+L 317.745455 130.960952 
+L 321.844628 129.710756 
+L 325.943802 128.485692 
+L 330.042975 127.285077 
+L 334.142149 126.108227 
+L 338.241322 124.95446 
+L 342.340496 123.82309 
+L 346.439669 122.713435 
+L 350.538843 121.624811 
+L 354.638017 120.556535 
+L 358.73719 119.507922 
+L 362.836364 118.47829 
+L 366.935537 117.466955 
+L 371.034711 116.473233 
+L 375.133884 115.496441 
+L 379.233058 114.535895 
+L 383.332231 113.590912 
+L 387.431405 112.660808 
+L 391.530579 111.744899 
+L 395.629752 110.842502 
+L 399.728926 109.952933 
+L 403.828099 109.07551 
+L 407.927273 108.209547 
+L 412.026446 107.354362 
+L 416.12562 106.509271 
+L 420.224793 105.673591 
+L 424.323967 104.846638 
+L 428.42314 104.027728 
+L 432.522314 103.216178 
+L 436.621488 102.411304 
+L 440.720661 101.611948 
+L 444.819835 100.8169 
+L 448.919008 100.026076 
+L 453.018182 99.239415 
+L 457.117355 98.456856 
+L 461.216529 97.678337 
+L 465.315702 96.903798 
+L 469.414876 96.133176 
+L 473.51405 95.366412 
+L 477.613223 94.603442 
+L 481.712397 93.844207 
+L 485.81157 93.088644 
+L 489.910744 92.336693 
+L 494.009917 91.588291 
+L 498.109091 90.843379 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_16">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.958759 
+L 100.489256 463.286675 
+L 104.58843 448.50591 
+L 108.687603 433.667024 
+L 112.786777 418.820578 
+L 116.88595 404.017133 
+L 120.985124 389.307251 
+L 125.084298 374.741492 
+L 129.183471 360.370417 
+L 133.282645 346.244587 
+L 137.381818 332.414563 
+L 141.480992 318.930905 
+L 145.580165 305.844176 
+L 149.679339 293.204936 
+L 153.778512 281.063745 
+L 157.877686 269.471166 
+L 161.97686 258.477758 
+L 166.076033 248.134082 
+L 170.175207 238.4907 
+L 174.27438 229.598689 
+L 178.373554 221.595726 
+L 182.472727 214.49255 
+L 186.571901 208.190194 
+L 190.671074 202.589691 
+L 194.770248 197.592075 
+L 198.869421 193.098379 
+L 202.968595 189.009636 
+L 207.067769 185.231552 
+L 211.166942 181.716101 
+L 215.266116 178.441279 
+L 219.365289 175.385343 
+L 223.464463 172.52655 
+L 227.563636 169.843158 
+L 231.66281 167.313424 
+L 235.761983 164.915605 
+L 239.861157 162.627959 
+L 243.960331 160.429049 
+L 248.059504 158.310664 
+L 252.158678 156.2716 
+L 256.257851 154.308313 
+L 260.357025 152.417258 
+L 264.456198 150.59489 
+L 268.555372 148.837666 
+L 272.654545 147.142041 
+L 276.753719 145.50447 
+L 280.852893 143.921409 
+L 284.952066 142.389313 
+L 289.05124 140.904639 
+L 293.150413 139.463841 
+L 297.249587 138.063375 
+L 301.34876 136.699697 
+L 305.447934 135.369262 
+L 309.547107 134.068585 
+L 313.646281 132.795572 
+L 317.745455 131.549453 
+L 321.844628 130.3295 
+L 325.943802 129.134988 
+L 330.042975 127.965191 
+L 334.142149 126.819382 
+L 338.241322 125.696836 
+L 342.340496 124.596826 
+L 346.439669 123.518627 
+L 350.538843 122.461512 
+L 354.638017 121.424756 
+L 358.73719 120.407631 
+L 362.836364 119.409412 
+L 366.935537 118.429373 
+L 371.034711 117.466788 
+L 375.133884 116.520931 
+L 379.233058 115.591075 
+L 383.332231 114.676495 
+L 387.431405 113.776464 
+L 391.530579 112.890256 
+L 395.629752 112.017146 
+L 399.728926 111.156406 
+L 403.828099 110.307312 
+L 407.927273 109.469136 
+L 412.026446 108.641154 
+L 416.12562 107.822638 
+L 420.224793 107.012862 
+L 424.323967 106.211101 
+L 428.42314 105.416629 
+L 432.522314 104.628719 
+L 436.621488 103.846645 
+L 440.720661 103.069175 
+L 444.819835 102.29534 
+L 448.919008 101.525085 
+L 453.018182 100.758358 
+L 457.117355 99.995104 
+L 461.216529 99.235272 
+L 465.315702 98.478809 
+L 469.414876 97.725662 
+L 473.51405 96.975779 
+L 477.613223 96.229107 
+L 481.712397 95.485593 
+L 485.81157 94.745185 
+L 489.910744 94.00783 
+L 494.009917 93.273475 
+L 498.109091 92.542067 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_17">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.958715 
+L 100.489256 463.286437 
+L 104.58843 448.505358 
+L 108.687603 433.666079 
+L 112.786777 418.8192 
+L 116.88595 404.015319 
+L 120.985124 389.305038 
+L 125.084298 374.738955 
+L 129.183471 360.36767 
+L 133.282645 346.241784 
+L 137.381818 332.411896 
+L 141.480992 318.928606 
+L 145.580165 305.842513 
+L 149.679339 293.204218 
+L 153.778512 281.06432 
+L 157.877686 269.473419 
+L 161.97686 258.482115 
+L 166.076033 248.141008 
+L 170.175207 238.500697 
+L 174.27438 229.612327 
+L 178.373554 221.614119 
+L 182.472727 214.516543 
+L 186.571901 208.22059 
+L 190.671074 202.627244 
+L 194.770248 197.637496 
+L 198.869421 193.152331 
+L 202.968595 189.072738 
+L 207.067769 185.304487 
+L 211.166942 181.799819 
+L 215.266116 178.536737 
+L 219.365289 175.493491 
+L 223.464463 172.64833 
+L 227.563636 169.979505 
+L 231.66281 167.465265 
+L 235.761983 165.08386 
+L 239.861157 162.813539 
+L 243.960331 160.632913 
+L 248.059504 158.534209 
+L 252.158678 156.516187 
+L 256.257851 154.575243 
+L 260.357025 152.707773 
+L 264.456198 150.910172 
+L 268.555372 149.178836 
+L 272.654545 147.51016 
+L 276.753719 145.900542 
+L 280.852893 144.346376 
+L 284.952066 142.844059 
+L 289.05124 141.389986 
+L 293.150413 139.980553 
+L 297.249587 138.612156 
+L 301.34876 137.281191 
+L 305.447934 135.984053 
+L 309.547107 134.717171 
+L 313.646281 133.478183 
+L 317.745455 132.266231 
+L 321.844628 131.080549 
+L 325.943802 129.920369 
+L 330.042975 128.784928 
+L 334.142149 127.673458 
+L 338.241322 126.585193 
+L 342.340496 125.519367 
+L 346.439669 124.475215 
+L 350.538843 123.451969 
+L 354.638017 122.448865 
+L 358.73719 121.465135 
+L 362.836364 120.500015 
+L 366.935537 119.552737 
+L 371.034711 118.622536 
+L 375.133884 117.708646 
+L 379.233058 116.810301 
+L 383.332231 115.926734 
+L 387.431405 115.057179 
+L 391.530579 114.200871 
+L 395.629752 113.357043 
+L 399.728926 112.52493 
+L 403.828099 111.703764 
+L 407.927273 110.892781 
+L 412.026446 110.091214 
+L 416.12562 109.298297 
+L 420.224793 108.513264 
+L 424.323967 107.735348 
+L 428.42314 106.963785 
+L 432.522314 106.197807 
+L 436.621488 105.436648 
+L 440.720661 104.679107 
+L 444.819835 103.924542 
+L 448.919008 103.172909 
+L 453.018182 102.424166 
+L 457.117355 101.678269 
+L 461.216529 100.935174 
+L 465.315702 100.194837 
+L 469.414876 99.457216 
+L 473.51405 98.722267 
+L 477.613223 97.989947 
+L 481.712397 97.260211 
+L 485.81157 96.533017 
+L 489.910744 95.808322 
+L 494.009917 95.086081 
+L 498.109091 94.366251 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_18">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.958658 
+L 100.489256 463.286133 
+L 104.58843 448.504657 
+L 108.687603 433.664879 
+L 112.786777 418.817448 
+L 116.88595 404.013013 
+L 120.985124 389.302224 
+L 125.084298 374.73573 
+L 129.183471 360.364179 
+L 133.282645 346.238222 
+L 137.381818 332.408507 
+L 141.480992 318.925684 
+L 145.580165 305.840401 
+L 149.679339 293.203309 
+L 153.778512 281.065055 
+L 157.877686 269.47629 
+L 161.97686 258.487662 
+L 166.076033 248.149821 
+L 170.175207 238.513416 
+L 174.27438 229.62968 
+L 178.373554 221.637521 
+L 182.472727 214.547073 
+L 186.571901 208.259262 
+L 190.671074 202.675018 
+L 194.770248 197.69527 
+L 198.869421 193.220946 
+L 202.968595 189.152973 
+L 207.067769 185.397206 
+L 211.166942 181.906221 
+L 215.266116 178.658021 
+L 219.365289 175.630835 
+L 223.464463 172.802893 
+L 227.563636 170.152425 
+L 231.66281 167.657661 
+L 235.761983 165.296831 
+L 239.861157 163.048163 
+L 243.960331 160.890324 
+L 248.059504 158.816071 
+L 252.158678 156.824087 
+L 256.257851 154.910675 
+L 260.357025 153.07214 
+L 264.456198 151.304786 
+L 268.555372 149.604919 
+L 272.654545 147.968843 
+L 276.753719 146.392863 
+L 280.852893 144.873282 
+L 284.952066 143.406406 
+L 289.05124 141.988539 
+L 293.150413 140.615986 
+L 297.249587 139.285051 
+L 301.34876 137.99204 
+L 305.447934 136.733255 
+L 309.547107 135.504976 
+L 313.646281 134.304465 
+L 317.745455 133.130788 
+L 321.844628 131.983147 
+L 325.943802 130.860744 
+L 330.042975 129.762778 
+L 334.142149 128.688452 
+L 338.241322 127.636967 
+L 342.340496 126.607523 
+L 346.439669 125.599322 
+L 350.538843 124.611565 
+L 354.638017 123.643454 
+L 358.73719 122.69419 
+L 362.836364 121.762973 
+L 366.935537 120.849005 
+L 371.034711 119.951487 
+L 375.133884 119.069621 
+L 379.233058 118.202608 
+L 383.332231 117.349648 
+L 387.431405 116.509943 
+L 391.530579 115.682694 
+L 395.629752 114.867103 
+L 399.728926 114.06237 
+L 403.828099 113.267697 
+L 407.927273 112.482285 
+L 412.026446 111.705335 
+L 416.12562 110.936049 
+L 420.224793 110.173627 
+L 424.323967 109.417271 
+L 428.42314 108.666181 
+L 432.522314 107.91956 
+L 436.621488 107.176602 
+L 440.720661 106.436321 
+L 444.819835 105.698393 
+L 448.919008 104.962782 
+L 453.018182 104.229454 
+L 457.117355 103.498375 
+L 461.216529 102.769512 
+L 465.315702 102.042829 
+L 469.414876 101.318293 
+L 473.51405 100.595869 
+L 477.613223 99.875523 
+L 481.712397 99.15722 
+L 485.81157 98.440928 
+L 489.910744 97.72661 
+L 494.009917 97.014234 
+L 498.109091 96.303765 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #9467bd; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_19">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.958586 
+L 100.489256 463.285748 
+L 104.58843 448.503766 
+L 108.687603 433.663354 
+L 112.786777 418.815223 
+L 116.88595 404.010085 
+L 120.985124 389.298651 
+L 125.084298 374.731635 
+L 129.183471 360.359747 
+L 133.282645 346.233701 
+L 137.381818 332.404207 
+L 141.480992 318.921977 
+L 145.580165 305.837724 
+L 149.679339 293.20216 
+L 153.778512 281.065996 
+L 157.877686 269.479945 
+L 161.97686 258.494718 
+L 166.076033 248.161028 
+L 170.175207 238.529585 
+L 174.27438 229.651739 
+L 178.373554 221.667271 
+L 182.472727 214.58588 
+L 186.571901 208.308416 
+L 190.671074 202.735731 
+L 194.770248 197.768675 
+L 198.869421 193.3081 
+L 202.968595 189.254857 
+L 207.067769 185.514906 
+L 211.166942 182.041245 
+L 215.266116 178.811857 
+L 219.365289 175.804932 
+L 223.464463 172.998659 
+L 227.563636 170.371226 
+L 231.66281 167.900824 
+L 235.761983 165.56564 
+L 239.861157 163.343864 
+L 243.960331 161.214225 
+L 248.059504 159.170095 
+L 252.158678 157.210017 
+L 256.257851 155.330164 
+L 260.357025 153.526712 
+L 264.456198 151.795835 
+L 268.555372 150.133706 
+L 272.654545 148.536501 
+L 276.753719 147.000395 
+L 280.852893 145.521561 
+L 284.952066 144.096173 
+L 289.05124 142.720408 
+L 293.150413 141.390438 
+L 297.249587 140.102439 
+L 301.34876 138.852584 
+L 305.447934 137.637049 
+L 309.547107 136.45187 
+L 313.646281 135.293873 
+L 317.745455 134.162084 
+L 321.844628 133.055682 
+L 325.943802 131.97385 
+L 330.042975 130.915767 
+L 334.142149 129.880614 
+L 338.241322 128.867573 
+L 342.340496 127.875825 
+L 346.439669 126.90455 
+L 350.538843 125.952929 
+L 354.638017 125.020143 
+L 358.73719 124.105374 
+L 362.836364 123.207801 
+L 366.935537 122.326606 
+L 371.034711 121.46097 
+L 375.133884 120.610073 
+L 379.233058 119.773097 
+L 383.332231 118.949223 
+L 387.431405 118.137631 
+L 391.530579 117.337502 
+L 395.629752 116.548017 
+L 399.728926 115.768357 
+L 403.828099 114.997703 
+L 407.927273 114.235236 
+L 412.026446 113.480137 
+L 416.12562 112.731587 
+L 420.224793 111.988766 
+L 424.323967 111.250855 
+L 428.42314 110.517036 
+L 432.522314 109.78649 
+L 436.621488 109.058397 
+L 440.720661 108.332181 
+L 444.819835 107.607756 
+L 448.919008 106.885096 
+L 453.018182 106.164176 
+L 457.117355 105.44497 
+L 461.216529 104.727453 
+L 465.315702 104.011599 
+L 469.414876 103.297382 
+L 473.51405 102.584778 
+L 477.613223 101.873759 
+L 481.712397 101.164302 
+L 485.81157 100.456379 
+L 489.910744 99.749966 
+L 494.009917 99.045037 
+L 498.109091 98.341567 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #8c564b; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_20">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.958495 
+L 100.489256 463.285259 
+L 104.58843 448.502637 
+L 108.687603 433.661421 
+L 112.786777 418.812402 
+L 116.88595 404.006372 
+L 120.985124 389.294122 
+L 125.084298 374.726445 
+L 129.183471 360.354131 
+L 133.282645 346.227971 
+L 137.381818 332.398759 
+L 141.480992 318.917284 
+L 145.580165 305.83434 
+L 149.679339 293.200716 
+L 153.778512 281.067206 
+L 157.877686 269.484599 
+L 161.97686 258.503689 
+L 166.076033 248.175266 
+L 170.175207 238.550122 
+L 174.27438 229.679752 
+L 178.373554 221.705051 
+L 182.472727 214.635157 
+L 186.571901 208.37082 
+L 190.671074 202.81279 
+L 194.770248 197.861814 
+L 198.869421 193.418642 
+L 202.968595 189.384024 
+L 207.067769 185.664058 
+L 211.166942 182.212263 
+L 215.266116 179.006575 
+L 219.365289 176.025108 
+L 223.464463 173.245978 
+L 227.563636 170.647297 
+L 231.66281 168.207181 
+L 235.761983 165.903744 
+L 239.861157 163.7151 
+L 243.960331 161.620051 
+L 248.059504 159.612649 
+L 252.158678 157.69121 
+L 256.257851 155.851732 
+L 260.357025 154.090216 
+L 264.456198 152.40266 
+L 268.555372 150.785066 
+L 272.654545 149.233431 
+L 276.753719 147.743756 
+L 280.852893 146.31204 
+L 284.952066 144.934284 
+L 289.05124 143.606486 
+L 293.150413 142.324646 
+L 297.249587 141.084763 
+L 301.34876 139.882838 
+L 305.447934 138.71487 
+L 309.547107 137.576546 
+L 313.646281 136.464285 
+L 317.745455 135.37712 
+L 321.844628 134.314231 
+L 325.943802 133.274795 
+L 330.042975 132.257989 
+L 334.142149 131.262992 
+L 338.241322 130.288982 
+L 342.340496 129.335137 
+L 346.439669 128.400634 
+L 350.538843 127.484652 
+L 354.638017 126.586368 
+L 358.73719 125.704961 
+L 362.836364 124.839608 
+L 366.935537 123.989488 
+L 371.034711 123.153778 
+L 375.133884 122.331656 
+L 379.233058 121.522301 
+L 383.332231 120.72489 
+L 387.431405 119.938601 
+L 391.530579 119.162613 
+L 395.629752 118.396102 
+L 399.728926 117.638248 
+L 403.828099 116.888227 
+L 407.927273 116.145219 
+L 412.026446 115.4084 
+L 416.12562 114.676949 
+L 420.224793 113.950044 
+L 424.323967 113.226863 
+L 428.42314 112.506584 
+L 432.522314 111.788384 
+L 436.621488 111.071502 
+L 440.720661 110.355885 
+L 444.819835 109.641584 
+L 448.919008 108.928583 
+L 453.018182 108.216863 
+L 457.117355 107.506405 
+L 461.216529 106.797193 
+L 465.315702 106.089207 
+L 469.414876 105.38243 
+L 473.51405 104.676844 
+L 477.613223 103.972431 
+L 481.712397 103.269173 
+L 485.81157 102.567052 
+L 489.910744 101.86605 
+L 494.009917 101.166149 
+L 498.109091 100.46733 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #e377c2; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_21">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.95838 
+L 100.489256 463.28464 
+L 104.58843 448.501208 
+L 108.687603 433.658974 
+L 112.786777 418.808832 
+L 116.88595 404.001674 
+L 120.985124 389.288392 
+L 125.084298 374.719878 
+L 129.183471 360.347026 
+L 133.282645 346.220726 
+L 137.381818 332.391873 
+L 141.480992 318.911358 
+L 145.580165 305.830073 
+L 149.679339 293.198911 
+L 153.778512 281.068764 
+L 157.877686 269.490525 
+L 161.97686 258.515086 
+L 166.076033 248.193339 
+L 170.175207 238.576178 
+L 174.27438 229.715289 
+L 178.373554 221.752972 
+L 182.472727 214.697652 
+L 186.571901 208.449942 
+L 190.671074 202.910455 
+L 194.770248 197.979804 
+L 198.869421 193.558602 
+L 202.968595 189.547461 
+L 207.067769 185.852664 
+L 211.166942 182.428364 
+L 215.266116 179.2524 
+L 219.365289 176.302761 
+L 223.464463 173.557431 
+L 227.563636 170.994399 
+L 231.66281 168.59165 
+L 235.761983 166.327171 
+L 239.861157 164.17895 
+L 243.960331 162.125865 
+L 248.059504 160.162679 
+L 252.158678 158.287371 
+L 256.257851 156.495716 
+L 260.357025 154.783494 
+L 264.456198 153.146481 
+L 268.555372 151.580455 
+L 272.654545 150.081194 
+L 276.753719 148.644474 
+L 280.852893 147.266073 
+L 284.952066 145.941769 
+L 289.05124 144.66734 
+L 293.150413 143.438561 
+L 297.249587 142.251212 
+L 301.34876 141.101069 
+L 305.447934 139.98391 
+L 309.547107 138.894966 
+L 313.646281 137.830418 
+L 317.745455 136.789362 
+L 321.844628 135.770997 
+L 325.943802 134.774516 
+L 330.042975 133.799117 
+L 334.142149 132.843996 
+L 338.241322 131.908347 
+L 342.340496 130.991368 
+L 346.439669 130.092253 
+L 350.538843 129.210199 
+L 354.638017 128.344402 
+L 358.73719 127.494058 
+L 362.836364 126.658362 
+L 366.935537 125.83651 
+L 371.034711 125.027699 
+L 375.133884 124.231124 
+L 379.233058 123.445982 
+L 383.332231 122.671467 
+L 387.431405 121.906776 
+L 391.530579 121.151105 
+L 395.629752 120.40365 
+L 399.728926 119.663606 
+L 403.828099 118.93017 
+L 407.927273 118.202537 
+L 412.026446 117.479903 
+L 416.12562 116.761465 
+L 420.224793 116.046418 
+L 424.323967 115.333958 
+L 428.42314 114.62328 
+L 432.522314 113.913582 
+L 436.621488 113.204261 
+L 440.720661 112.495796 
+L 444.819835 111.788273 
+L 448.919008 111.08168 
+L 453.018182 110.376006 
+L 457.117355 109.671239 
+L 461.216529 108.967367 
+L 465.315702 108.264378 
+L 469.414876 107.56226 
+L 473.51405 106.861002 
+L 477.613223 106.160592 
+L 481.712397 105.461017 
+L 485.81157 104.762267 
+L 489.910744 104.064329 
+L 494.009917 103.367192 
+L 498.109091 102.670844 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #7f7f7f; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_22">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.958234 
+L 100.489256 463.283859 
+L 104.58843 448.499402 
+L 108.687603 433.655883 
+L 112.786777 418.804323 
+L 116.88595 403.99574 
+L 120.985124 389.281155 
+L 125.084298 374.711588 
+L 129.183471 360.338059 
+L 133.282645 346.211586 
+L 137.381818 332.383191 
+L 141.480992 318.903894 
+L 145.580165 305.824713 
+L 149.679339 293.196669 
+L 153.778512 281.070782 
+L 157.877686 269.498071 
+L 161.97686 258.529557 
+L 166.076033 248.216259 
+L 170.175207 238.609198 
+L 174.27438 229.760313 
+L 178.373554 221.81368 
+L 182.472727 214.776803 
+L 186.571901 208.550111 
+L 190.671074 203.034034 
+L 194.770248 198.129001 
+L 198.869421 193.735441 
+L 202.968595 189.753784 
+L 207.067769 186.090546 
+L 211.166942 182.700643 
+L 215.266116 179.561745 
+L 219.365289 176.651631 
+L 223.464463 173.948082 
+L 227.563636 171.428878 
+L 231.66281 169.0718 
+L 235.761983 166.854628 
+L 239.861157 164.755142 
+L 243.960331 162.752305 
+L 248.059504 160.841556 
+L 252.158678 159.020411 
+L 256.257851 157.284383 
+L 260.357025 155.628984 
+L 264.456198 154.049725 
+L 268.555372 152.542119 
+L 272.654545 151.101678 
+L 276.753719 149.723913 
+L 280.852893 148.404337 
+L 284.952066 147.138462 
+L 289.05124 145.921799 
+L 293.150413 144.749861 
+L 297.249587 143.61816 
+L 301.34876 142.522207 
+L 305.447934 141.457514 
+L 309.547107 140.4188 
+L 313.646281 139.402331 
+L 317.745455 138.407306 
+L 321.844628 137.43296 
+L 325.943802 136.478529 
+L 330.042975 135.54325 
+L 334.142149 134.626357 
+L 338.241322 133.727088 
+L 342.340496 132.844677 
+L 346.439669 131.978362 
+L 350.538843 131.127377 
+L 354.638017 130.290958 
+L 358.73719 129.468342 
+L 362.836364 128.658765 
+L 366.935537 127.861461 
+L 371.034711 127.075668 
+L 375.133884 126.300621 
+L 379.233058 125.535556 
+L 383.332231 124.779709 
+L 387.431405 124.032315 
+L 391.530579 123.292611 
+L 395.629752 122.559833 
+L 399.728926 121.833216 
+L 403.828099 121.111997 
+L 407.927273 120.395411 
+L 412.026446 119.682694 
+L 416.12562 118.973082 
+L 420.224793 118.265811 
+L 424.323967 117.560117 
+L 428.42314 116.855236 
+L 432.522314 116.150403 
+L 436.621488 115.44531 
+L 440.720661 114.740829 
+L 444.819835 114.037015 
+L 448.919008 113.333862 
+L 453.018182 112.631363 
+L 457.117355 111.929509 
+L 461.216529 111.228295 
+L 465.315702 110.527713 
+L 469.414876 109.827757 
+L 473.51405 109.128418 
+L 477.613223 108.42969 
+L 481.712397 107.731565 
+L 485.81157 107.034037 
+L 489.910744 106.337099 
+L 494.009917 105.640743 
+L 498.109091 104.944963 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #bcbd22; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_23">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.95805 
+L 100.489256 463.282873 
+L 104.58843 448.497125 
+L 108.687603 433.651986 
+L 112.786777 418.798637 
+L 116.88595 403.988259 
+L 120.985124 389.272034 
+L 125.084298 374.701141 
+L 129.183471 360.326761 
+L 133.282645 346.200076 
+L 137.381818 332.372266 
+L 141.480992 318.894512 
+L 145.580165 305.817995 
+L 149.679339 293.193895 
+L 153.778512 281.073394 
+L 157.877686 269.507672 
+L 161.97686 258.54791 
+L 166.076033 248.245289 
+L 170.175207 238.65099 
+L 174.27438 229.817286 
+L 178.373554 221.890486 
+L 182.472727 214.876904 
+L 186.571901 208.67672 
+L 190.671074 203.190112 
+L 194.770248 198.31726 
+L 198.869421 193.958341 
+L 202.968595 190.013534 
+L 207.067769 186.389658 
+L 211.166942 183.042513 
+L 215.266116 179.94949 
+L 219.365289 177.088052 
+L 223.464463 174.435662 
+L 227.563636 171.969784 
+L 231.66281 169.667882 
+L 235.761983 167.507418 
+L 239.861157 165.465858 
+L 243.960331 163.522244 
+L 248.059504 161.67258 
+L 252.158678 159.913801 
+L 256.257851 158.241124 
+L 260.357025 156.649765 
+L 264.456198 155.134941 
+L 268.555372 153.691869 
+L 272.654545 152.315765 
+L 276.753719 151.001846 
+L 280.852893 149.745329 
+L 284.952066 148.54143 
+L 289.05124 147.385366 
+L 293.150413 146.272354 
+L 297.249587 145.197609 
+L 301.34876 144.15635 
+L 305.447934 143.143792 
+L 309.547107 142.154208 
+L 313.646281 141.184379 
+L 317.745455 140.233599 
+L 321.844628 139.301164 
+L 325.943802 138.38637 
+L 330.042975 137.488515 
+L 334.142149 136.606893 
+L 338.241322 135.740801 
+L 342.340496 134.889536 
+L 346.439669 134.052394 
+L 350.538843 133.228671 
+L 354.638017 132.417664 
+L 358.73719 131.618668 
+L 362.836364 130.83098 
+L 366.935537 130.053896 
+L 371.034711 129.286712 
+L 375.133884 128.528725 
+L 379.233058 127.779232 
+L 383.332231 127.037527 
+L 387.431405 126.302908 
+L 391.530579 125.574671 
+L 395.629752 124.852111 
+L 399.728926 124.134526 
+L 403.828099 123.421212 
+L 407.927273 122.711464 
+L 412.026446 122.00458 
+L 416.12562 121.299855 
+L 420.224793 120.596586 
+L 424.323967 119.894068 
+L 428.42314 119.191599 
+L 432.522314 118.488474 
+L 436.621488 117.784802 
+L 440.720661 117.081602 
+L 444.819835 116.378887 
+L 448.919008 115.676652 
+L 453.018182 114.974893 
+L 457.117355 114.273607 
+L 461.216529 113.57279 
+L 465.315702 112.872438 
+L 469.414876 112.172546 
+L 473.51405 111.473112 
+L 477.613223 110.774132 
+L 481.712397 110.0756 
+L 485.81157 109.377514 
+L 489.910744 108.67987 
+L 494.009917 107.982664 
+L 498.109091 107.285892 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #17becf; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_24">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.957819 
+L 100.489256 463.281633 
+L 104.58843 448.494261 
+L 108.687603 433.647085 
+L 112.786777 418.79149 
+L 116.88595 403.978858 
+L 120.985124 389.260573 
+L 125.084298 374.688019 
+L 129.183471 360.312579 
+L 133.282645 346.185637 
+L 137.381818 332.358575 
+L 141.480992 318.882778 
+L 145.580165 305.809629 
+L 149.679339 293.190512 
+L 153.778512 281.076809 
+L 157.877686 269.519905 
+L 161.97686 258.571182 
+L 166.076033 248.282025 
+L 170.175207 238.703817 
+L 174.27438 229.889276 
+L 178.373554 221.987507 
+L 182.472727 215.003284 
+L 186.571901 208.83644 
+L 190.671074 203.386806 
+L 194.770248 198.554216 
+L 198.869421 194.238501 
+L 202.968595 190.339493 
+L 207.067769 186.764387 
+L 211.166942 183.469974 
+L 215.266116 180.433212 
+L 219.365289 177.631098 
+L 223.464463 175.040631 
+L 227.563636 172.638808 
+L 231.66281 170.402627 
+L 235.761983 168.309086 
+L 239.861157 166.335182 
+L 243.960331 164.460037 
+L 248.059504 162.680037 
+L 252.158678 160.991451 
+L 256.257851 159.389195 
+L 260.357025 157.868183 
+L 264.456198 156.423329 
+L 268.555372 155.04955 
+L 272.654545 153.74176 
+L 276.753719 152.494873 
+L 280.852893 151.303805 
+L 284.952066 150.163471 
+L 289.05124 149.068785 
+L 293.150413 148.014663 
+L 297.249587 146.996018 
+L 301.34876 146.007767 
+L 305.447934 145.044811 
+L 309.547107 144.101309 
+L 313.646281 143.17489 
+L 317.745455 142.264927 
+L 321.844628 141.370792 
+L 325.943802 140.491858 
+L 330.042975 139.627498 
+L 334.142149 138.777084 
+L 338.241322 137.939988 
+L 342.340496 137.115584 
+L 346.439669 136.303244 
+L 350.538843 135.50234 
+L 354.638017 134.712246 
+L 358.73719 133.932333 
+L 362.836364 133.161974 
+L 366.935537 132.400543 
+L 371.034711 131.647411 
+L 375.133884 130.90195 
+L 379.233058 130.163535 
+L 383.332231 129.431536 
+L 387.431405 128.705328 
+L 391.530579 127.984282 
+L 395.629752 127.267771 
+L 399.728926 126.555167 
+L 403.828099 125.845844 
+L 407.927273 125.139173 
+L 412.026446 124.434528 
+L 416.12562 123.73128 
+L 420.224793 123.028804 
+L 424.323967 122.32647 
+L 428.42314 121.623652 
+L 432.522314 120.919723 
+L 436.621488 120.21529 
+L 440.720661 119.511234 
+L 444.819835 118.807553 
+L 448.919008 118.104247 
+L 453.018182 117.401312 
+L 457.117355 116.698747 
+L 461.216529 115.99655 
+L 465.315702 115.29472 
+L 469.414876 114.593253 
+L 473.51405 113.89215 
+L 477.613223 113.191406 
+L 481.712397 112.491022 
+L 485.81157 111.790994 
+L 489.910744 111.091321 
+L 494.009917 110.392001 
+L 498.109091 109.693033 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_25">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.957529 
+L 100.489256 463.28008 
+L 104.58843 448.490673 
+L 108.687603 433.640947 
+L 112.786777 418.782539 
+L 116.88595 403.967088 
+L 120.985124 389.24623 
+L 125.084298 374.671605 
+L 129.183471 360.29485 
+L 133.282645 346.167604 
+L 137.381818 332.341503 
+L 141.480992 318.868186 
+L 145.580165 305.799292 
+L 149.679339 293.186457 
+L 153.778512 281.08132 
+L 157.877686 269.535519 
+L 161.97686 258.600692 
+L 166.076033 248.328476 
+L 170.175207 238.77051 
+L 174.27438 229.980106 
+L 178.373554 222.109864 
+L 182.472727 215.162545 
+L 186.571901 209.037497 
+L 190.671074 203.634069 
+L 194.770248 198.851609 
+L 198.869421 194.589465 
+L 202.968595 190.746985 
+L 207.067769 187.231815 
+L 211.166942 184.001802 
+L 215.266116 181.033268 
+L 219.365289 178.302553 
+L 223.464463 175.785996 
+L 227.563636 173.459935 
+L 231.66281 171.300711 
+L 235.761983 169.284662 
+L 239.861157 167.388128 
+L 243.960331 165.590312 
+L 248.059504 163.887796 
+L 252.158678 162.276173 
+L 256.257851 160.750081 
+L 260.357025 159.304159 
+L 264.456198 157.933045 
+L 268.555372 156.631376 
+L 272.654545 155.393792 
+L 276.753719 154.21493 
+L 280.852893 153.089429 
+L 284.952066 152.011926 
+L 289.05124 150.977061 
+L 293.150413 149.97947 
+L 297.249587 149.013794 
+L 301.34876 148.074669 
+L 305.447934 147.156684 
+L 309.547107 146.254558 
+L 313.646281 145.366802 
+L 317.745455 144.492875 
+L 321.844628 143.632235 
+L 325.943802 142.784341 
+L 330.042975 141.948651 
+L 334.142149 141.124623 
+L 338.241322 140.311717 
+L 342.340496 139.50939 
+L 346.439669 138.717101 
+L 350.538843 137.934309 
+L 354.638017 137.160473 
+L 358.73719 136.39505 
+L 362.836364 135.637499 
+L 366.935537 134.887279 
+L 371.034711 134.143848 
+L 375.133884 133.406665 
+L 379.233058 132.675188 
+L 383.332231 131.948876 
+L 387.431405 131.227187 
+L 391.530579 130.50958 
+L 395.629752 129.795513 
+L 399.728926 129.084445 
+L 403.828099 128.375835 
+L 407.927273 127.66914 
+L 412.026446 126.963819 
+L 416.12562 126.259332 
+L 420.224793 125.555135 
+L 424.323967 124.850689 
+L 428.42314 124.145451 
+L 432.522314 123.438924 
+L 436.621488 122.732105 
+L 440.720661 122.02561 
+L 444.819835 121.319437 
+L 448.919008 120.613587 
+L 453.018182 119.908057 
+L 457.117355 119.202849 
+L 461.216529 118.497959 
+L 465.315702 117.793388 
+L 469.414876 117.089135 
+L 473.51405 116.385199 
+L 477.613223 115.681578 
+L 481.712397 114.978273 
+L 485.81157 114.275283 
+L 489.910744 113.572606 
+L 494.009917 112.870241 
+L 498.109091 112.168188 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_26">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.957167 
+L 100.489256 463.27814 
+L 104.58843 448.486194 
+L 108.687603 433.633285 
+L 112.786777 418.771371 
+L 116.88595 403.952407 
+L 120.985124 389.22835 
+L 125.084298 374.651157 
+L 129.183471 360.272783 
+L 133.282645 346.145186 
+L 137.381818 332.320323 
+L 141.480992 318.850149 
+L 145.580165 305.786621 
+L 149.679339 293.181696 
+L 153.778512 281.08733 
+L 157.877686 269.55548 
+L 161.97686 258.638102 
+L 166.076033 248.387153 
+L 170.175207 238.854589 
+L 174.27438 230.094528 
+L 178.373554 222.2639 
+L 182.472727 215.362831 
+L 186.571901 209.289986 
+L 190.671074 203.94403 
+L 194.770248 199.223628 
+L 198.869421 195.027443 
+L 202.968595 191.254142 
+L 207.067769 187.811899 
+L 211.166942 184.659588 
+L 215.266116 181.772657 
+L 219.365289 179.126554 
+L 223.464463 176.69673 
+L 227.563636 174.458632 
+L 231.66281 172.387709 
+L 235.761983 170.45941 
+L 239.861157 168.649185 
+L 243.960331 166.936385 
+L 248.059504 165.317664 
+L 252.158678 163.788016 
+L 256.257851 162.341865 
+L 260.357025 160.973634 
+L 264.456198 159.677744 
+L 268.555372 158.448619 
+L 272.654545 157.280681 
+L 276.753719 156.168354 
+L 280.852893 155.10606 
+L 284.952066 154.088223 
+L 289.05124 153.109264 
+L 293.150413 152.163607 
+L 297.249587 151.245674 
+L 301.34876 150.349889 
+L 305.447934 149.470663 
+L 309.547107 148.603998 
+L 313.646281 147.749108 
+L 317.745455 146.905541 
+L 321.844628 146.072844 
+L 325.943802 145.250564 
+L 330.042975 144.438247 
+L 334.142149 143.635442 
+L 338.241322 142.841694 
+L 342.340496 142.056551 
+L 346.439669 141.279559 
+L 350.538843 140.510267 
+L 354.638017 139.74822 
+L 358.73719 138.992965 
+L 362.836364 138.244051 
+L 366.935537 137.501023 
+L 371.034711 136.763429 
+L 375.133884 136.030816 
+L 379.233058 135.30273 
+L 383.332231 134.578719 
+L 387.431405 133.858329 
+L 391.530579 133.141108 
+L 395.629752 132.426603 
+L 399.728926 131.71436 
+L 403.828099 131.003927 
+L 407.927273 130.29485 
+L 412.026446 129.586677 
+L 416.12562 128.878955 
+L 420.224793 128.17123 
+L 424.323967 127.463049 
+L 428.42314 126.75396 
+L 432.522314 126.043655 
+L 436.621488 125.3333 
+L 440.720661 124.623255 
+L 444.819835 123.913518 
+L 448.919008 123.204089 
+L 453.018182 122.494966 
+L 457.117355 121.786151 
+L 461.216529 121.077642 
+L 465.315702 120.369439 
+L 469.414876 119.661541 
+L 473.51405 118.953948 
+L 477.613223 118.246659 
+L 481.712397 117.539674 
+L 485.81157 116.832992 
+L 489.910744 116.126612 
+L 494.009917 115.420536 
+L 498.109091 114.71476 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_27">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.956717 
+L 100.489256 463.275728 
+L 104.58843 448.480625 
+L 108.687603 433.623763 
+L 112.786777 418.757496 
+L 116.88595 403.934177 
+L 120.985124 389.206161 
+L 125.084298 374.625802 
+L 129.183471 360.245453 
+L 133.282645 346.117469 
+L 137.381818 332.294204 
+L 141.480992 318.828011 
+L 145.580165 305.771244 
+L 149.679339 293.176258 
+L 153.778512 281.095407 
+L 157.877686 269.581044 
+L 161.97686 258.685524 
+L 166.076033 248.4612 
+L 170.175207 238.960426 
+L 174.27438 230.238429 
+L 178.373554 222.457447 
+L 182.472727 215.614139 
+L 186.571901 209.606201 
+L 190.671074 204.33133 
+L 194.770248 199.687224 
+L 198.869421 195.571578 
+L 202.968595 191.882089 
+L 207.067769 188.527504 
+L 211.166942 185.467589 
+L 215.266116 182.67665 
+L 219.365289 180.128993 
+L 223.464463 177.798921 
+L 227.563636 175.660738 
+L 231.66281 173.688748 
+L 235.761983 171.857257 
+L 239.861157 170.140567 
+L 243.960331 168.518415 
+L 248.059504 166.987533 
+L 252.158678 165.54248 
+L 256.257851 164.177557 
+L 260.357025 162.887066 
+L 264.456198 161.66531 
+L 268.555372 160.50659 
+L 272.654545 159.40521 
+L 276.753719 158.35547 
+L 280.852893 157.351674 
+L 284.952066 156.388122 
+L 289.05124 155.459118 
+L 293.150413 154.558964 
+L 297.249587 153.68196 
+L 301.34876 152.822411 
+L 305.447934 151.974895 
+L 309.547107 151.137178 
+L 313.646281 150.308886 
+L 317.745455 149.489652 
+L 321.844628 148.679107 
+L 325.943802 147.876882 
+L 330.042975 147.082611 
+L 334.142149 146.295924 
+L 338.241322 145.516453 
+L 342.340496 144.743831 
+L 346.439669 143.977689 
+L 350.538843 143.21766 
+L 354.638017 142.463374 
+L 358.73719 141.714464 
+L 362.836364 140.970562 
+L 366.935537 140.231299 
+L 371.034711 139.496308 
+L 375.133884 138.76522 
+L 379.233058 138.037667 
+L 383.332231 137.313281 
+L 387.431405 136.591694 
+L 391.530579 135.872538 
+L 395.629752 135.155444 
+L 399.728926 134.440045 
+L 403.828099 133.725972 
+L 407.927273 133.012858 
+L 412.026446 132.300333 
+L 416.12562 131.588031 
+L 420.224793 130.875582 
+L 424.323967 130.162619 
+L 428.42314 129.448773 
+L 432.522314 128.73396 
+L 436.621488 128.019304 
+L 440.720661 127.304965 
+L 444.819835 126.590942 
+L 448.919008 125.877236 
+L 453.018182 125.163845 
+L 457.117355 124.450769 
+L 461.216529 123.738007 
+L 465.315702 123.025559 
+L 469.414876 122.313424 
+L 473.51405 121.601602 
+L 477.613223 120.890092 
+L 481.712397 120.178893 
+L 485.81157 119.468005 
+L 489.910744 118.757427 
+L 494.009917 118.047159 
+L 498.109091 117.3372 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_28">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.95616 
+L 100.489256 463.272742 
+L 104.58843 448.473734 
+L 108.687603 433.611986 
+L 112.786777 418.740344 
+L 116.88595 403.911657 
+L 120.985124 389.178773 
+L 125.084298 374.594539 
+L 129.183471 360.211804 
+L 133.282645 346.083416 
+L 137.381818 332.262222 
+L 141.480992 318.801071 
+L 145.580165 305.752811 
+L 149.679339 293.17029 
+L 153.778512 281.106355 
+L 157.877686 269.613855 
+L 161.97686 258.745638 
+L 166.076033 248.554551 
+L 170.175207 239.093443 
+L 174.27438 230.41908 
+L 178.373554 222.700126 
+L 182.472727 215.928654 
+L 186.571901 210.000989 
+L 190.671074 204.813459 
+L 194.770248 200.262392 
+L 198.869421 196.244113 
+L 202.968595 192.65495 
+L 207.067769 189.404202 
+L 211.166942 186.452274 
+L 215.266116 183.772078 
+L 219.365289 181.336526 
+L 223.464463 179.118531 
+L 227.563636 177.091004 
+L 231.66281 175.226858 
+L 235.761983 173.499004 
+L 239.861157 171.880356 
+L 243.960331 170.351651 
+L 248.059504 168.9098 
+L 252.158678 167.549148 
+L 256.257851 166.263993 
+L 260.357025 165.048634 
+L 264.456198 163.897369 
+L 268.555372 162.804496 
+L 272.654545 161.764314 
+L 276.753719 160.77112 
+L 280.852893 159.819213 
+L 284.952066 158.902891 
+L 289.05124 158.016453 
+L 293.150413 157.154196 
+L 297.249587 156.310418 
+L 301.34876 155.479419 
+L 305.447934 154.656511 
+L 309.547107 153.841233 
+L 313.646281 153.033348 
+L 317.745455 152.232566 
+L 321.844628 151.438596 
+L 325.943802 150.651145 
+L 330.042975 149.869923 
+L 334.142149 149.094638 
+L 338.241322 148.324999 
+L 342.340496 147.560714 
+L 346.439669 146.801492 
+L 350.538843 146.047043 
+L 354.638017 145.297073 
+L 358.73719 144.551293 
+L 362.836364 143.80941 
+L 366.935537 143.071134 
+L 371.034711 142.336172 
+L 375.133884 141.604234 
+L 379.233058 140.875029 
+L 383.332231 140.148264 
+L 387.431405 139.423649 
+L 391.530579 138.700892 
+L 395.629752 137.979701 
+L 399.728926 137.259787 
+L 403.828099 136.540856 
+L 407.927273 135.822618 
+L 412.026446 135.104781 
+L 416.12562 134.387055 
+L 420.224793 133.669147 
+L 424.323967 132.950766 
+L 428.42314 132.231622 
+L 432.522314 131.511853 
+L 436.621488 130.792379 
+L 440.720661 130.073242 
+L 444.819835 129.354442 
+L 448.919008 128.635979 
+L 453.018182 127.917851 
+L 457.117355 127.200057 
+L 461.216529 126.482597 
+L 465.315702 125.765469 
+L 469.414876 125.048674 
+L 473.51405 124.332208 
+L 477.613223 123.616073 
+L 481.712397 122.900267 
+L 485.81157 122.184789 
+L 489.910744 121.469637 
+L 494.009917 120.754812 
+L 498.109091 120.040312 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #9467bd; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_29">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.955473 
+L 100.489256 463.269063 
+L 104.58843 448.46525 
+L 108.687603 433.597492 
+L 112.786777 418.71925 
+L 116.88595 403.883982 
+L 120.985124 389.145149 
+L 125.084298 374.55621 
+L 129.183471 360.170625 
+L 133.282645 346.041853 
+L 137.381818 332.223353 
+L 141.480992 318.768586 
+L 145.580165 305.731011 
+L 149.679339 293.164088 
+L 153.778512 281.121276 
+L 157.877686 269.656034 
+L 161.97686 258.821823 
+L 166.076033 248.672102 
+L 170.175207 239.26033 
+L 174.27438 230.645445 
+L 178.373554 223.003716 
+L 182.472727 216.321138 
+L 186.571901 210.492115 
+L 190.671074 205.41105 
+L 194.770248 200.972344 
+L 198.869421 197.0704 
+L 202.968595 193.599623 
+L 207.067769 190.469752 
+L 211.166942 187.641521 
+L 215.266116 185.086254 
+L 219.365289 182.775272 
+L 223.464463 180.679898 
+L 227.563636 178.771454 
+L 231.66281 177.021263 
+L 235.761983 175.400647 
+L 239.861157 173.880948 
+L 243.960331 172.445208 
+L 248.059504 171.090463 
+L 252.158678 169.811128 
+L 256.257851 168.60162 
+L 260.357025 167.456354 
+L 264.456198 166.369745 
+L 268.555372 165.336208 
+L 272.654545 164.35016 
+L 276.753719 163.406015 
+L 280.852893 162.498189 
+L 284.952066 161.621097 
+L 289.05124 160.769156 
+L 293.150413 159.936779 
+L 297.249587 159.118383 
+L 301.34876 158.308384 
+L 305.447934 157.503568 
+L 309.547107 156.70468 
+L 313.646281 155.911499 
+L 317.745455 155.123802 
+L 321.844628 154.341363 
+L 325.943802 153.563956 
+L 330.042975 152.791357 
+L 334.142149 152.02334 
+L 338.241322 151.259681 
+L 342.340496 150.500153 
+L 346.439669 149.744533 
+L 350.538843 148.992594 
+L 354.638017 148.244112 
+L 358.73719 147.498861 
+L 362.836364 146.756616 
+L 366.935537 146.017152 
+L 371.034711 145.280245 
+L 375.133884 144.545668 
+L 379.233058 143.813197 
+L 383.332231 143.082606 
+L 387.431405 142.353671 
+L 391.530579 141.626166 
+L 395.629752 140.899865 
+L 399.728926 140.174545 
+L 403.828099 139.449979 
+L 407.927273 138.725943 
+L 412.026446 138.002212 
+L 416.12562 137.278559 
+L 420.224793 136.554761 
+L 424.323967 135.830591 
+L 428.42314 135.105826 
+L 432.522314 134.380803 
+L 436.621488 133.656144 
+L 440.720661 132.931848 
+L 444.819835 132.207914 
+L 448.919008 131.484342 
+L 453.018182 130.761129 
+L 457.117355 130.038274 
+L 461.216529 129.315776 
+L 465.315702 128.593633 
+L 469.414876 127.871845 
+L 473.51405 127.15041 
+L 477.613223 126.429326 
+L 481.712397 125.708592 
+L 485.81157 124.988207 
+L 489.910744 124.268169 
+L 494.009917 123.548477 
+L 498.109091 122.82913 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #8c564b; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_30">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.954632 
+L 100.489256 463.264561 
+L 104.58843 448.45487 
+L 108.687603 433.579772 
+L 112.786777 418.69348 
+L 116.88595 403.850208 
+L 120.985124 389.104168 
+L 125.084298 374.509573 
+L 129.183471 360.120637 
+L 133.282645 345.991572 
+L 137.381818 332.176592 
+L 141.480992 318.729909 
+L 145.580165 305.705737 
+L 149.679339 293.158289 
+L 153.778512 281.141777 
+L 157.877686 269.710415 
+L 161.97686 258.918416 
+L 166.076033 248.819993 
+L 170.175207 239.469359 
+L 174.27438 230.928548 
+L 178.373554 223.382544 
+L 182.472727 216.809309 
+L 186.571901 211.100572 
+L 190.671074 206.148061 
+L 194.770248 201.843506 
+L 198.869421 198.078634 
+L 202.968595 194.745194 
+L 207.067769 191.753168 
+L 211.166942 189.063427 
+L 215.266116 186.6456 
+L 219.365289 184.469317 
+L 223.464463 182.504208 
+L 227.563636 180.719903 
+L 231.66281 179.086032 
+L 235.761983 177.572224 
+L 239.861157 176.148488 
+L 243.960331 174.80173 
+L 248.059504 173.529175 
+L 252.158678 172.325461 
+L 256.257851 171.185226 
+L 260.357025 170.103109 
+L 264.456198 169.073746 
+L 268.555372 168.091778 
+L 272.654545 167.15184 
+L 276.753719 166.248572 
+L 280.852893 165.376612 
+L 284.952066 164.530598 
+L 289.05124 163.705167 
+L 293.150413 162.894958 
+L 297.249587 162.094609 
+L 301.34876 161.298812 
+L 305.447934 160.506496 
+L 309.547107 159.718702 
+L 313.646281 158.935262 
+L 317.745455 158.156005 
+L 321.844628 157.380761 
+L 325.943802 156.60936 
+L 330.042975 155.841632 
+L 334.142149 155.077407 
+L 338.241322 154.316514 
+L 342.340496 153.558784 
+L 346.439669 152.804046 
+L 350.538843 152.052131 
+L 354.638017 151.302868 
+L 358.73719 150.556088 
+L 362.836364 149.81162 
+L 366.935537 149.069294 
+L 371.034711 148.32894 
+L 375.133884 147.590389 
+L 379.233058 146.853469 
+L 383.332231 146.118011 
+L 387.431405 145.383846 
+L 391.530579 144.650802 
+L 395.629752 143.918709 
+L 399.728926 143.187398 
+L 403.828099 142.456699 
+L 407.927273 141.726442 
+L 412.026446 140.996455 
+L 416.12562 140.266571 
+L 420.224793 139.536617 
+L 424.323967 138.806425 
+L 428.42314 138.075833 
+L 432.522314 137.345304 
+L 436.621488 136.615166 
+L 440.720661 135.885418 
+L 444.819835 135.156057 
+L 448.919008 134.427081 
+L 453.018182 133.698489 
+L 457.117355 132.97028 
+L 461.216529 132.24245 
+L 465.315702 131.514999 
+L 469.414876 130.787924 
+L 473.51405 130.061224 
+L 477.613223 129.334897 
+L 481.712397 128.608941 
+L 485.81157 127.883354 
+L 489.910744 127.158135 
+L 494.009917 126.433282 
+L 498.109091 125.708792 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #e377c2; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_31">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.953609 
+L 100.489256 463.25909 
+L 104.58843 448.442268 
+L 108.687603 433.558279 
+L 112.786777 418.662258 
+L 116.88595 403.809341 
+L 120.985124 389.054664 
+L 125.084298 374.453364 
+L 129.183471 360.060575 
+L 133.282645 345.931435 
+L 137.381818 332.121078 
+L 141.480992 318.684641 
+L 145.580165 305.67726 
+L 149.679339 293.154071 
+L 153.778512 281.170209 
+L 157.877686 269.780811 
+L 161.97686 259.041012 
+L 166.076033 249.005948 
+L 170.175207 239.730756 
+L 174.27438 231.281939 
+L 178.373554 223.853965 
+L 182.472727 217.414248 
+L 186.571901 211.850856 
+L 190.671074 207.051857 
+L 194.770248 202.905319 
+L 198.869421 199.299312 
+L 202.968595 196.121953 
+L 207.067769 193.283422 
+L 211.166942 190.744778 
+L 215.266116 188.473999 
+L 219.365289 186.439065 
+L 223.464463 184.607957 
+L 227.563636 182.948654 
+L 231.66281 181.429135 
+L 235.761983 180.01738 
+L 239.861157 178.68299 
+L 243.960331 177.418348 
+L 248.059504 176.220684 
+L 252.158678 175.084939 
+L 256.257851 174.006048 
+L 260.357025 172.978951 
+L 264.456198 171.998586 
+L 268.555372 171.05989 
+L 272.654545 170.157801 
+L 276.753719 169.287258 
+L 280.852893 168.443198 
+L 284.952066 167.620559 
+L 289.05124 166.81428 
+L 293.150413 166.019299 
+L 297.249587 165.230553 
+L 301.34876 164.443382 
+L 305.447934 163.658808 
+L 309.547107 162.877652 
+L 313.646281 162.099788 
+L 317.745455 161.325091 
+L 321.844628 160.553435 
+L 325.943802 159.784695 
+L 330.042975 159.018745 
+L 334.142149 158.25546 
+L 338.241322 157.494715 
+L 342.340496 156.736384 
+L 346.439669 155.980342 
+L 350.538843 155.226462 
+L 354.638017 154.47462 
+L 358.73719 153.72469 
+L 362.836364 152.976547 
+L 366.935537 152.230065 
+L 371.034711 151.485119 
+L 375.133884 150.741582 
+L 379.233058 149.999331 
+L 383.332231 149.258239 
+L 387.431405 148.518181 
+L 391.530579 147.779031 
+L 395.629752 147.040664 
+L 399.728926 146.302954 
+L 403.828099 145.565777 
+L 407.927273 144.829006 
+L 412.026446 144.092515 
+L 416.12562 143.356181 
+L 420.224793 142.619876 
+L 424.323967 141.883476 
+L 428.42314 141.1469 
+L 432.522314 140.410595 
+L 436.621488 139.674704 
+L 440.720661 138.939226 
+L 444.819835 138.204157 
+L 448.919008 137.469496 
+L 453.018182 136.735241 
+L 457.117355 136.001388 
+L 461.216529 135.267937 
+L 465.315702 134.534885 
+L 469.414876 133.802229 
+L 473.51405 133.069967 
+L 477.613223 132.338098 
+L 481.712397 131.606618 
+L 485.81157 130.875526 
+L 489.910744 130.144819 
+L 494.009917 129.414495 
+L 498.109091 128.684552 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #7f7f7f; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_32">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.952376 
+L 100.489256 463.252498 
+L 104.58843 448.427096 
+L 108.687603 433.532429 
+L 112.786777 418.624756 
+L 116.88595 403.760338 
+L 120.985124 388.995434 
+L 125.084298 374.386304 
+L 129.183471 359.989206 
+L 133.282645 345.860401 
+L 137.381818 332.056149 
+L 141.480992 318.632708 
+L 145.580165 305.646339 
+L 149.679339 293.153301 
+L 153.778512 281.209854 
+L 157.877686 269.872257 
+L 161.97686 259.196769 
+L 166.076033 249.239652 
+L 170.175207 240.057163 
+L 174.27438 231.722304 
+L 178.373554 224.438962 
+L 182.472727 218.160884 
+L 186.571901 212.771225 
+L 190.671074 208.153144 
+L 194.770248 204.189798 
+L 198.869421 200.764343 
+L 202.968595 197.760055 
+L 207.067769 195.087908 
+L 211.166942 192.709488 
+L 215.266116 190.591347 
+L 219.365289 188.700035 
+L 223.464463 187.002103 
+L 227.563636 185.464102 
+L 231.66281 184.052583 
+L 235.761983 182.734096 
+L 239.861157 181.479817 
+L 243.960331 180.28848 
+L 248.059504 179.156891 
+L 252.158678 178.080332 
+L 256.257851 177.054086 
+L 260.357025 176.073435 
+L 264.456198 175.133662 
+L 268.555372 174.230048 
+L 272.654545 173.357877 
+L 276.753719 172.51243 
+L 280.852893 171.68899 
+L 284.952066 170.882839 
+L 289.05124 170.089259 
+L 293.150413 169.303534 
+L 297.249587 168.520944 
+L 301.34876 167.737986 
+L 305.447934 166.957202 
+L 309.547107 166.178993 
+L 313.646281 165.403269 
+L 317.745455 164.629939 
+L 321.844628 163.858913 
+L 325.943802 163.0901 
+L 330.042975 162.323411 
+L 334.142149 161.558754 
+L 338.241322 160.79604 
+L 342.340496 160.035178 
+L 346.439669 159.276078 
+L 350.538843 158.518648 
+L 354.638017 157.7628 
+L 358.73719 157.008442 
+L 362.836364 156.255484 
+L 366.935537 155.503835 
+L 371.034711 154.753406 
+L 375.133884 154.004106 
+L 379.233058 153.255844 
+L 383.332231 152.50853 
+L 387.431405 151.762074 
+L 391.530579 151.016386 
+L 395.629752 150.271374 
+L 399.728926 149.526948 
+L 403.828099 148.783019 
+L 407.927273 148.039496 
+L 412.026446 147.296288 
+L 416.12562 146.553305 
+L 420.224793 145.810456 
+L 424.323967 145.067652 
+L 428.42314 144.324888 
+L 432.522314 143.582512 
+L 436.621488 142.840571 
+L 440.720661 142.099061 
+L 444.819835 141.357981 
+L 448.919008 140.617327 
+L 453.018182 139.877096 
+L 457.117355 139.137287 
+L 461.216529 138.397897 
+L 465.315702 137.658922 
+L 469.414876 136.920361 
+L 473.51405 136.18221 
+L 477.613223 135.444468 
+L 481.712397 134.707131 
+L 485.81157 133.970197 
+L 489.910744 133.233663 
+L 494.009917 132.497527 
+L 498.109091 131.761785 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #bcbd22; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_33">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.9509 
+L 100.489256 463.244617 
+L 104.58843 448.408979 
+L 108.687603 433.501606 
+L 112.786777 418.580117 
+L 116.88595 403.702132 
+L 120.985124 388.925271 
+L 125.084298 374.307154 
+L 129.183471 359.905402 
+L 133.282645 345.777633 
+L 137.381818 331.981468 
+L 141.480992 318.574527 
+L 145.580165 305.61443 
+L 149.679339 293.158796 
+L 153.778512 281.265246 
+L 157.877686 269.991399 
+L 161.97686 259.394875 
+L 166.076033 249.533295 
+L 170.175207 240.464277 
+L 174.27438 232.270285 
+L 178.373554 225.16289 
+L 182.472727 219.078517 
+L 186.571901 213.893899 
+L 190.671074 209.485766 
+L 194.770248 205.73085 
+L 198.869421 202.505882 
+L 202.968595 199.688024 
+L 207.067769 197.190956 
+L 211.166942 194.977282 
+L 215.266116 193.012535 
+L 219.365289 191.262246 
+L 223.464463 189.691947 
+L 227.563636 188.267172 
+L 231.66281 186.953452 
+L 235.761983 185.716319 
+L 239.861157 184.53188 
+L 243.960331 183.404109 
+L 248.059504 182.329153 
+L 252.158678 181.302656 
+L 256.257851 180.320262 
+L 260.357025 179.377616 
+L 264.456198 178.470362 
+L 268.555372 177.594145 
+L 272.654545 176.744608 
+L 276.753719 175.917396 
+L 280.852893 175.108154 
+L 284.952066 174.312526 
+L 289.05124 173.526155 
+L 293.150413 172.744687 
+L 297.249587 171.963766 
+L 301.34876 171.181642 
+L 305.447934 170.401422 
+L 309.547107 169.623151 
+L 313.646281 168.846767 
+L 317.745455 168.072206 
+L 321.844628 167.299405 
+L 325.943802 166.528299 
+L 330.042975 165.758825 
+L 334.142149 164.990921 
+L 338.241322 164.224522 
+L 342.340496 163.459564 
+L 346.439669 162.695985 
+L 350.538843 161.933722 
+L 354.638017 161.172709 
+L 358.73719 160.412885 
+L 362.836364 159.654184 
+L 366.935537 158.896545 
+L 371.034711 158.139904 
+L 375.133884 157.384196 
+L 379.233058 156.629359 
+L 383.332231 155.875328 
+L 387.431405 155.122041 
+L 391.530579 154.369435 
+L 395.629752 153.617444 
+L 399.728926 152.866007 
+L 403.828099 152.115059 
+L 407.927273 151.364537 
+L 412.026446 150.614378 
+L 416.12562 149.864518 
+L 420.224793 149.114893 
+L 424.323967 148.365441 
+L 428.42314 147.616213 
+L 432.522314 146.867432 
+L 436.621488 146.1191 
+L 440.720661 145.371216 
+L 444.819835 144.623777 
+L 448.919008 143.876779 
+L 453.018182 143.130219 
+L 457.117355 142.384096 
+L 461.216529 141.638405 
+L 465.315702 140.893144 
+L 469.414876 140.14831 
+L 473.51405 139.403899 
+L 477.613223 138.65991 
+L 481.712397 137.916339 
+L 485.81157 137.173183 
+L 489.910744 136.430439 
+L 494.009917 135.688104 
+L 498.109091 134.946176 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #17becf; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_34">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.949151 
+L 100.489256 463.235289 
+L 104.58843 448.387566 
+L 108.687603 433.465239 
+L 112.786777 418.527562 
+L 116.88595 403.633794 
+L 120.985124 388.843189 
+L 125.084298 374.215003 
+L 129.183471 359.808494 
+L 133.282645 345.682916 
+L 137.381818 331.897527 
+L 141.480992 318.511582 
+L 145.580165 305.584337 
+L 149.679339 293.175048 
+L 153.778512 281.342972 
+L 157.877686 270.147365 
+L 161.97686 259.647483 
+L 166.076033 249.902581 
+L 170.175207 240.971916 
+L 174.27438 232.951665 
+L 178.373554 226.05643 
+L 182.472727 220.201429 
+L 186.571901 215.255218 
+L 190.671074 211.086357 
+L 194.770248 207.563401 
+L 198.869421 204.55491 
+L 202.968595 201.931269 
+L 207.067769 199.612684 
+L 211.166942 197.563069 
+L 215.266116 195.74747 
+L 219.365289 194.130935 
+L 223.464463 192.678512 
+L 227.563636 191.355248 
+L 231.66281 190.126192 
+L 235.761983 188.956395 
+L 239.861157 187.831702 
+L 243.960331 186.757447 
+L 248.059504 185.729625 
+L 252.158678 184.744232 
+L 256.257851 183.797265 
+L 260.357025 182.884719 
+L 264.456198 182.002591 
+L 268.555372 181.146876 
+L 272.654545 180.313571 
+L 276.753719 179.498671 
+L 280.852893 178.698173 
+L 284.952066 177.908073 
+L 289.05124 177.124367 
+L 293.150413 176.343051 
+L 297.249587 175.560133 
+L 301.34876 174.776267 
+L 305.447934 173.993949 
+L 309.547107 173.213136 
+L 313.646281 172.433784 
+L 317.745455 171.655849 
+L 321.844628 170.879288 
+L 325.943802 170.104057 
+L 330.042975 169.330111 
+L 334.142149 168.557409 
+L 338.241322 167.785905 
+L 342.340496 167.015557 
+L 346.439669 166.24632 
+L 350.538843 165.478151 
+L 354.638017 164.711006 
+L 358.73719 163.944842 
+L 362.836364 163.179614 
+L 366.935537 162.41528 
+L 371.034711 161.651795 
+L 375.133884 160.889116 
+L 379.233058 160.127199 
+L 383.332231 159.366001 
+L 387.431405 158.605477 
+L 391.530579 157.845584 
+L 395.629752 157.086279 
+L 399.728926 156.327518 
+L 403.828099 155.569256 
+L 407.927273 154.811451 
+L 412.026446 154.054059 
+L 416.12562 153.297036 
+L 420.224793 152.540338 
+L 424.323967 151.783921 
+L 428.42314 151.02787 
+L 432.522314 150.272285 
+L 436.621488 149.517164 
+L 440.720661 148.762503 
+L 444.819835 148.008298 
+L 448.919008 147.254548 
+L 453.018182 146.501247 
+L 457.117355 145.748394 
+L 461.216529 144.995986 
+L 465.315702 144.244018 
+L 469.414876 143.492487 
+L 473.51405 142.741392 
+L 477.613223 141.990727 
+L 481.712397 141.240491 
+L 485.81157 140.490679 
+L 489.910744 139.741289 
+L 494.009917 138.992318 
+L 498.109091 138.243761 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_35">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.9471 
+L 100.489256 463.224367 
+L 104.58843 448.362543 
+L 108.687603 433.42284 
+L 112.786777 418.466469 
+L 116.88595 403.554643 
+L 120.985124 388.748572 
+L 125.084298 374.109468 
+L 129.183471 359.698543 
+L 133.282645 345.577009 
+L 137.381818 331.806077 
+L 141.480992 318.446958 
+L 145.580165 305.560865 
+L 149.679339 293.209008 
+L 153.778512 281.4526 
+L 157.877686 270.352853 
+L 161.97686 259.970976 
+L 166.076033 250.368183 
+L 170.175207 241.605685 
+L 174.27438 233.79926 
+L 178.373554 227.157202 
+L 182.472727 221.570017 
+L 186.571901 216.896207 
+L 190.671074 212.994273 
+L 194.770248 209.722715 
+L 198.869421 206.940036 
+L 202.968595 204.511406 
+L 207.067769 202.368725 
+L 211.166942 200.477036 
+L 215.266116 198.801507 
+L 219.365289 197.307305 
+L 223.464463 195.959597 
+L 227.563636 194.723551 
+L 231.66281 193.564334 
+L 235.761983 192.448324 
+L 239.861157 191.373529 
+L 243.960331 190.343116 
+L 248.059504 189.353409 
+L 252.158678 188.400732 
+L 256.257851 187.481408 
+L 260.357025 186.591762 
+L 264.456198 185.728117 
+L 268.555372 184.886796 
+L 272.654545 184.064124 
+L 276.753719 183.256424 
+L 280.852893 182.460019 
+L 284.952066 181.671234 
+L 289.05124 180.886392 
+L 293.150413 180.101816 
+L 297.249587 179.314203 
+L 301.34876 178.526352 
+L 305.447934 177.739735 
+L 309.547107 176.954322 
+L 313.646281 176.170084 
+L 317.745455 175.38699 
+L 321.844628 174.605012 
+L 325.943802 173.824119 
+L 330.042975 173.044281 
+L 334.142149 172.265469 
+L 338.241322 171.487652 
+L 342.340496 170.710802 
+L 346.439669 169.934888 
+L 350.538843 169.159881 
+L 354.638017 168.38575 
+L 358.73719 167.612466 
+L 362.836364 166.839999 
+L 366.935537 166.06832 
+L 371.034711 165.297398 
+L 375.133884 164.527203 
+L 379.233058 163.757707 
+L 383.332231 162.988879 
+L 387.431405 162.220689 
+L 391.530579 161.453108 
+L 395.629752 160.686105 
+L 399.728926 159.919652 
+L 403.828099 159.153717 
+L 407.927273 158.388272 
+L 412.026446 157.623287 
+L 416.12562 156.858731 
+L 420.224793 156.094576 
+L 424.323967 155.330795 
+L 428.42314 154.56746 
+L 432.522314 153.804603 
+L 436.621488 153.04222 
+L 440.720661 152.280308 
+L 444.819835 151.518863 
+L 448.919008 150.757882 
+L 453.018182 149.997362 
+L 457.117355 149.237298 
+L 461.216529 148.477688 
+L 465.315702 147.718528 
+L 469.414876 146.959815 
+L 473.51405 146.201545 
+L 477.613223 145.443715 
+L 481.712397 144.686321 
+L 485.81157 143.929361 
+L 489.910744 143.17283 
+L 494.009917 142.416725 
+L 498.109091 141.661043 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_36">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.944724 
+L 100.489256 463.211739 
+L 104.58843 448.333688 
+L 108.687603 433.374105 
+L 112.786777 418.396526 
+L 116.88595 403.464486 
+L 120.985124 388.641519 
+L 125.084298 373.991162 
+L 129.183471 359.576948 
+L 133.282645 345.462413 
+L 137.381818 331.711092 
+L 141.480992 318.386521 
+L 145.580165 305.552233 
+L 149.679339 293.271765 
+L 153.778512 281.608651 
+L 157.877686 270.626427 
+L 161.97686 260.388627 
+L 166.076033 250.958787 
+L 170.175207 242.400441 
+L 174.27438 234.856639 
+L 178.373554 228.512961 
+L 182.472727 223.23323 
+L 186.571901 218.864096 
+L 190.671074 215.252208 
+L 194.770248 212.244217 
+L 198.869421 209.686744 
+L 202.968595 207.446722 
+L 207.067769 205.471264 
+L 211.166942 203.72624 
+L 215.266116 202.177519 
+L 219.365289 200.79097 
+L 223.464463 199.532462 
+L 227.563636 198.367864 
+L 231.66281 197.263045 
+L 235.761983 196.189303 
+L 239.861157 195.154539 
+L 243.960331 194.158848 
+L 248.059504 193.198845 
+L 252.158678 192.271149 
+L 256.257851 191.372377 
+L 260.357025 190.499145 
+L 264.456198 189.64807 
+L 268.555372 188.81577 
+L 272.654545 187.998861 
+L 276.753719 187.193962 
+L 280.852893 186.397688 
+L 284.952066 185.606657 
+L 289.05124 184.817485 
+L 293.150413 184.026791 
+L 297.249587 183.232541 
+L 301.34876 182.438736 
+L 305.447934 181.64597 
+L 309.547107 180.854222 
+L 313.646281 180.063471 
+L 317.745455 179.273697 
+L 321.844628 178.484879 
+L 325.943802 177.696995 
+L 330.042975 176.910026 
+L 334.142149 176.123951 
+L 338.241322 175.338748 
+L 342.340496 174.554398 
+L 346.439669 173.770879 
+L 350.538843 172.988171 
+L 354.638017 172.206253 
+L 358.73719 171.425104 
+L 362.836364 170.644704 
+L 366.935537 169.865031 
+L 371.034711 169.086066 
+L 375.133884 168.307788 
+L 379.233058 167.530175 
+L 383.332231 166.753207 
+L 387.431405 165.976863 
+L 391.530579 165.201123 
+L 395.629752 164.425965 
+L 399.728926 163.65137 
+L 403.828099 162.877316 
+L 407.927273 162.103783 
+L 412.026446 161.330749 
+L 416.12562 160.558195 
+L 420.224793 159.7861 
+L 424.323967 159.014451 
+L 428.42314 158.243286 
+L 432.522314 157.472609 
+L 436.621488 156.702415 
+L 440.720661 155.932703 
+L 444.819835 155.163467 
+L 448.919008 154.394704 
+L 453.018182 153.626412 
+L 457.117355 152.858585 
+L 461.216529 152.09122 
+L 465.315702 151.324314 
+L 469.414876 150.557864 
+L 473.51405 149.791864 
+L 477.613223 149.026313 
+L 481.712397 148.261206 
+L 485.81157 147.496539 
+L 489.910744 146.732309 
+L 494.009917 145.968513 
+L 498.109091 145.205146 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_37">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.942021 
+L 100.489256 463.197426 
+L 104.58843 448.301114 
+L 108.687603 433.319363 
+L 112.786777 418.318448 
+L 116.88595 403.364648 
+L 120.985124 388.524238 
+L 125.084298 373.863497 
+L 129.183471 359.4487 
+L 133.282645 345.346126 
+L 137.381818 331.62205 
+L 141.480992 318.34275 
+L 145.580165 305.574503 
+L 149.679339 293.383586 
+L 153.778512 281.836276 
+L 157.877686 270.998849 
+L 161.97686 260.937583 
+L 166.076033 251.718755 
+L 170.175207 243.408641 
+L 174.27438 236.186493 
+L 178.373554 230.188998 
+L 182.472727 225.254629 
+L 186.571901 221.21689 
+L 190.671074 217.909281 
+L 194.770248 215.165305 
+L 198.869421 212.819257 
+L 202.968595 210.754513 
+L 207.067769 208.93139 
+L 211.166942 207.316925 
+L 215.266116 205.878157 
+L 219.365289 204.582122 
+L 223.464463 203.395859 
+L 227.563636 202.286405 
+L 231.66281 201.220798 
+L 235.761983 200.179894 
+L 239.861157 199.175901 
+L 243.960331 198.206419 
+L 248.059504 197.268321 
+L 252.158678 196.358479 
+L 256.257851 195.473766 
+L 260.357025 194.611056 
+L 264.456198 193.76722 
+L 268.555372 192.939132 
+L 272.654545 192.123664 
+L 276.753719 191.317689 
+L 280.852893 190.518081 
+L 284.952066 189.721711 
+L 289.05124 188.925453 
+L 293.150413 188.12618 
+L 297.249587 187.323863 
+L 301.34876 186.522421 
+L 305.447934 185.721912 
+L 309.547107 184.922322 
+L 313.646281 184.123635 
+L 317.745455 183.325836 
+L 321.844628 182.52891 
+L 325.943802 181.73284 
+L 330.042975 180.937612 
+L 334.142149 180.14321 
+L 338.241322 179.349618 
+L 342.340496 178.556821 
+L 346.439669 177.764805 
+L 350.538843 176.973552 
+L 354.638017 176.183048 
+L 358.73719 175.393278 
+L 362.836364 174.604225 
+L 366.935537 173.815875 
+L 371.034711 173.028212 
+L 375.133884 172.241221 
+L 379.233058 171.454886 
+L 383.332231 170.669191 
+L 387.431405 169.884122 
+L 391.530579 169.099663 
+L 395.629752 168.315798 
+L 399.728926 167.532512 
+L 403.828099 166.74979 
+L 407.927273 165.967616 
+L 412.026446 165.185974 
+L 416.12562 164.40485 
+L 420.224793 163.624227 
+L 424.323967 162.844098 
+L 428.42314 162.064471 
+L 432.522314 161.285343 
+L 436.621488 160.506709 
+L 440.720661 159.728566 
+L 444.819835 158.95091 
+L 448.919008 158.173737 
+L 453.018182 157.397043 
+L 457.117355 156.620825 
+L 461.216529 155.845079 
+L 465.315702 155.0698 
+L 469.414876 154.294985 
+L 473.51405 153.52063 
+L 477.613223 152.746732 
+L 481.712397 151.973285 
+L 485.81157 151.200288 
+L 489.910744 150.427735 
+L 494.009917 149.655623 
+L 498.109091 148.883948 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_38">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.939097 
+L 100.489256 463.182038 
+L 104.58843 448.26638 
+L 108.687603 433.261582 
+L 112.786777 418.237104 
+L 116.88595 403.262407 
+L 120.985124 388.406949 
+L 125.084298 373.740192 
+L 129.183471 359.331596 
+L 133.282645 345.25062 
+L 137.381818 331.566725 
+L 141.480992 318.34937 
+L 145.580165 305.668016 
+L 149.679339 293.592122 
+L 153.778512 282.19115 
+L 157.877686 271.534558 
+L 161.97686 261.691807 
+L 166.076033 252.732357 
+L 170.175207 244.725689 
+L 174.27438 237.894903 
+L 178.373554 232.289243 
+L 182.472727 227.729355 
+L 186.571901 224.035884 
+L 190.671074 221.029477 
+L 194.770248 218.530779 
+L 198.869421 216.368009 
+L 202.968595 214.456355 
+L 207.067769 212.763768 
+L 211.166942 211.258682 
+L 215.266116 209.909532 
+L 219.365289 208.684751 
+L 223.464463 207.552774 
+L 227.563636 206.482036 
+L 231.66281 205.441102 
+L 235.761983 204.425288 
+L 239.861157 203.443124 
+L 243.960331 202.491694 
+L 248.059504 201.568083 
+L 252.158678 200.669375 
+L 256.257851 199.792654 
+L 260.357025 198.935004 
+L 264.456198 198.09351 
+L 268.555372 197.265256 
+L 272.654545 196.447326 
+L 276.753719 195.636805 
+L 280.852893 194.830776 
+L 284.952066 194.026325 
+L 289.05124 193.220535 
+L 293.150413 192.410577 
+L 297.249587 191.599061 
+L 301.34876 190.788459 
+L 305.447934 189.97876 
+L 309.547107 189.169948 
+L 313.646281 188.362012 
+L 317.745455 187.554937 
+L 321.844628 186.748711 
+L 325.943802 185.94332 
+L 330.042975 185.138751 
+L 334.142149 184.33499 
+L 338.241322 183.532025 
+L 342.340496 182.729842 
+L 346.439669 181.928427 
+L 350.538843 181.127768 
+L 354.638017 180.327851 
+L 358.73719 179.528663 
+L 362.836364 178.730191 
+L 366.935537 177.93242 
+L 371.034711 177.135339 
+L 375.133884 176.338934 
+L 379.233058 175.543191 
+L 383.332231 174.748097 
+L 387.431405 173.953639 
+L 391.530579 173.159804 
+L 395.629752 172.366578 
+L 399.728926 171.573948 
+L 403.828099 170.781901 
+L 407.927273 169.990423 
+L 412.026446 169.199501 
+L 416.12562 168.409122 
+L 420.224793 167.619273 
+L 424.323967 166.829944 
+L 428.42314 166.04113 
+L 432.522314 165.252827 
+L 436.621488 164.465031 
+L 440.720661 163.677739 
+L 444.819835 162.890946 
+L 448.919008 162.104648 
+L 453.018182 161.318841 
+L 457.117355 160.53352 
+L 461.216529 159.748683 
+L 465.315702 158.964324 
+L 469.414876 158.18044 
+L 473.51405 157.397026 
+L 477.613223 156.614079 
+L 481.712397 155.831594 
+L 485.81157 155.049567 
+L 489.910744 154.267995 
+L 494.009917 153.486873 
+L 498.109091 152.706197 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #9467bd; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_39">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.936805 
+L 100.489256 463.170346 
+L 104.58843 448.241043 
+L 108.687603 433.221647 
+L 112.786777 418.184908 
+L 116.88595 403.203579 
+L 120.985124 388.350409 
+L 125.084298 373.698151 
+L 129.183471 359.319554 
+L 133.282645 345.28737 
+L 137.381818 331.674351 
+L 141.480992 318.553247 
+L 145.580165 305.996809 
+L 149.679339 294.077788 
+L 153.778512 282.868935 
+L 157.877686 272.443002 
+L 161.97686 262.87274 
+L 166.076033 254.230898 
+L 170.175207 246.599672 
+L 174.27438 240.218644 
+L 178.373554 235.026454 
+L 182.472727 230.836085 
+L 186.571901 227.46052 
+L 190.671074 224.712743 
+L 194.770248 222.405735 
+L 198.869421 220.38062 
+L 202.968595 218.586436 
+L 207.067769 216.992792 
+L 211.166942 215.569158 
+L 215.266116 214.285002 
+L 219.365289 213.109794 
+L 223.464463 212.013004 
+L 227.563636 210.9641 
+L 231.66281 209.935609 
+L 235.761983 208.935098 
+L 239.861157 207.965331 
+L 243.960331 207.023532 
+L 248.059504 206.106924 
+L 252.158678 205.212729 
+L 256.257851 204.33817 
+L 260.357025 203.480471 
+L 264.456198 202.636853 
+L 268.555372 201.804541 
+L 272.654545 200.980757 
+L 276.753719 200.162724 
+L 280.852893 199.347664 
+L 284.952066 198.532802 
+L 289.05124 197.715359 
+L 293.150413 196.893403 
+L 297.249587 196.071299 
+L 301.34876 195.25013 
+L 305.447934 194.429884 
+L 309.547107 193.610547 
+L 313.646281 192.792106 
+L 317.745455 191.974547 
+L 321.844628 191.157857 
+L 325.943802 190.342021 
+L 330.042975 189.527027 
+L 334.142149 188.712861 
+L 338.241322 187.89951 
+L 342.340496 187.08696 
+L 346.439669 186.275197 
+L 350.538843 185.464208 
+L 354.638017 184.65398 
+L 358.73719 183.844499 
+L 362.836364 183.035751 
+L 366.935537 182.227723 
+L 371.034711 181.420402 
+L 375.133884 180.613773 
+L 379.233058 179.807824 
+L 383.332231 179.002541 
+L 387.431405 178.19791 
+L 391.530579 177.393919 
+L 395.629752 176.590552 
+L 399.728926 175.787797 
+L 403.828099 174.985641 
+L 407.927273 174.18407 
+L 412.026446 173.383069 
+L 416.12562 172.582627 
+L 420.224793 171.782729 
+L 424.323967 170.983368 
+L 428.42314 170.18454 
+L 432.522314 169.386239 
+L 436.621488 168.588463 
+L 440.720661 167.791206 
+L 444.819835 166.994465 
+L 448.919008 166.198234 
+L 453.018182 165.402509 
+L 457.117355 164.607286 
+L 461.216529 163.81256 
+L 465.315702 163.018328 
+L 469.414876 162.224584 
+L 473.51405 161.431325 
+L 477.613223 160.638545 
+L 481.712397 159.846241 
+L 485.81157 159.054408 
+L 489.910744 158.263042 
+L 494.009917 157.472138 
+L 498.109091 156.681692 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #8c564b; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_40">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.936065 
+L 100.489256 463.166445 
+L 104.58843 448.23222 
+L 108.687603 433.206932 
+L 112.786777 418.164126 
+L 116.88595 403.177345 
+L 120.985124 388.320133 
+L 125.084298 373.666032 
+L 129.183471 359.288586 
+L 133.282645 345.261339 
+L 137.381818 331.657835 
+L 141.480992 318.551616 
+L 145.580165 306.016227 
+L 149.679339 294.12521 
+L 153.778512 282.95211 
+L 157.877686 272.570469 
+L 161.97686 263.053832 
+L 166.076033 254.475741 
+L 170.175207 246.922238 
+L 174.27438 240.632597 
+L 178.373554 235.52979 
+L 182.472727 231.423285 
+L 186.571901 228.122556 
+L 190.671074 225.437072 
+L 194.770248 223.176306 
+L 198.869421 221.185213 
+L 202.968595 219.418615 
+L 207.067769 217.846508 
+L 211.166942 216.438839 
+L 215.266116 215.165557 
+L 219.365289 213.996607 
+L 223.464463 212.901937 
+L 227.563636 211.851495 
+L 231.66281 210.819345 
+L 235.761983 209.814867 
+L 239.861157 208.839935 
+L 243.960331 207.891862 
+L 248.059504 206.967958 
+L 252.158678 206.065537 
+L 256.257851 205.18191 
+L 260.357025 204.314389 
+L 264.456198 203.460286 
+L 268.555372 202.616915 
+L 272.654545 201.781585 
+L 276.753719 200.951611 
+L 280.852893 200.124303 
+L 284.952066 199.296973 
+L 289.05124 198.466935 
+L 293.150413 197.632533 
+L 297.249587 196.798208 
+L 301.34876 195.964844 
+L 305.447934 195.132429 
+L 309.547107 194.300948 
+L 313.646281 193.470388 
+L 317.745455 192.640735 
+L 321.844628 191.811976 
+L 325.943802 190.984097 
+L 330.042975 190.157085 
+L 334.142149 189.330926 
+L 338.241322 188.505606 
+L 342.340496 187.681113 
+L 346.439669 186.857432 
+L 350.538843 186.03455 
+L 354.638017 185.212453 
+L 358.73719 184.391128 
+L 362.836364 183.570561 
+L 366.935537 182.750738 
+L 371.034711 181.931647 
+L 375.133884 181.113274 
+L 379.233058 180.295604 
+L 383.332231 179.478624 
+L 387.431405 178.662322 
+L 391.530579 177.846683 
+L 395.629752 177.031693 
+L 399.728926 176.21734 
+L 403.828099 175.403609 
+L 407.927273 174.590488 
+L 412.026446 173.777961 
+L 416.12562 172.966017 
+L 420.224793 172.154641 
+L 424.323967 171.343822 
+L 428.42314 170.533555 
+L 432.522314 169.723835 
+L 436.621488 168.914657 
+L 440.720661 168.106016 
+L 444.819835 167.297908 
+L 448.919008 166.490329 
+L 453.018182 165.683273 
+L 457.117355 164.876736 
+L 461.216529 164.070713 
+L 465.315702 163.265199 
+L 469.414876 162.46019 
+L 473.51405 161.655681 
+L 477.613223 160.851668 
+L 481.712397 160.048145 
+L 485.81157 159.245109 
+L 489.910744 158.442553 
+L 494.009917 157.640475 
+L 498.109091 156.838868 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #e377c2; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_41">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.935237 
+L 100.489256 463.16209 
+L 104.58843 448.222384 
+L 108.687603 433.190559 
+L 112.786777 418.141054 
+L 116.88595 403.148309 
+L 120.985124 388.286763 
+L 125.084298 373.630855 
+L 129.183471 359.255025 
+L 133.282645 345.233713 
+L 137.381818 331.641358 
+L 141.480992 318.5524 
+L 145.580165 306.041277 
+L 149.679339 294.182429 
+L 153.778512 283.050297 
+L 157.877686 272.719319 
+L 161.97686 263.263935 
+L 166.076033 254.758583 
+L 170.175207 247.294102 
+L 174.27438 241.107297 
+L 178.373554 236.104071 
+L 182.472727 232.090053 
+L 186.571901 228.870871 
+L 190.671074 226.252156 
+L 194.770248 224.039535 
+L 198.869421 222.083878 
+L 202.968595 220.345668 
+L 207.067769 218.795397 
+L 211.166942 217.403555 
+L 215.266116 216.140633 
+L 219.365289 214.977122 
+L 223.464463 213.883513 
+L 227.563636 212.830297 
+L 231.66281 211.793438 
+L 235.761983 210.783929 
+L 239.861157 209.802736 
+L 243.960331 208.847264 
+L 248.059504 207.914918 
+L 252.158678 207.003103 
+L 256.257851 206.109225 
+L 260.357025 205.230687 
+L 264.456198 204.364896 
+L 268.555372 203.509255 
+L 272.654545 202.66117 
+L 276.753719 201.818046 
+L 280.852893 200.977287 
+L 284.952066 200.136299 
+L 289.05124 199.292486 
+L 293.150413 198.444513 
+L 297.249587 197.596853 
+L 301.34876 196.750193 
+L 305.447934 195.904519 
+L 309.547107 195.059818 
+L 313.646281 194.216074 
+L 317.745455 193.373274 
+L 321.844628 192.531405 
+L 325.943802 191.690452 
+L 330.042975 190.850401 
+L 334.142149 190.011238 
+L 338.241322 189.172949 
+L 342.340496 188.335521 
+L 346.439669 187.498939 
+L 350.538843 186.663189 
+L 354.638017 185.828258 
+L 358.73719 184.994131 
+L 362.836364 184.160794 
+L 366.935537 183.328233 
+L 371.034711 182.496435 
+L 375.133884 181.665385 
+L 379.233058 180.83507 
+L 383.332231 180.005475 
+L 387.431405 179.176586 
+L 391.530579 178.34839 
+L 395.629752 177.520872 
+L 399.728926 176.694019 
+L 403.828099 175.867816 
+L 407.927273 175.04225 
+L 412.026446 174.217306 
+L 416.12562 173.392971 
+L 420.224793 172.56923 
+L 424.323967 171.74607 
+L 428.42314 170.923483 
+L 432.522314 170.101465 
+L 436.621488 169.28001 
+L 440.720661 168.459115 
+L 444.819835 167.638773 
+L 448.919008 166.81898 
+L 453.018182 165.999731 
+L 457.117355 165.18102 
+L 461.216529 164.362844 
+L 465.315702 163.545195 
+L 469.414876 162.728071 
+L 473.51405 161.911465 
+L 477.613223 161.095373 
+L 481.712397 160.279789 
+L 485.81157 159.464709 
+L 489.910744 158.650128 
+L 494.009917 157.83604 
+L 498.109091 157.022441 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #7f7f7f; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_42">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.934311 
+L 100.489256 463.157223 
+L 104.58843 448.21141 
+L 108.687603 433.172329 
+L 112.786777 418.115435 
+L 116.88595 403.116184 
+L 120.985124 388.250033 
+L 125.084298 373.592437 
+L 129.183471 359.218854 
+L 133.282645 345.204737 
+L 137.381818 331.625544 
+L 141.480992 318.556731 
+L 145.580165 306.073754 
+L 149.679339 294.252068 
+L 153.778512 283.167129 
+L 157.877686 272.894395 
+L 161.97686 263.509319 
+L 166.076033 255.08736 
+L 170.175207 247.725308 
+L 174.27438 241.654447 
+L 178.373554 236.762261 
+L 182.472727 232.850188 
+L 186.571901 229.719664 
+L 190.671074 227.172124 
+L 194.770248 225.009133 
+L 198.869421 223.090071 
+L 202.968595 221.380766 
+L 207.067769 219.852328 
+L 211.166942 218.475863 
+L 215.266116 217.222478 
+L 219.365289 216.063283 
+L 223.464463 214.969384 
+L 227.563636 213.911888 
+L 231.66281 212.869098 
+L 235.761983 211.853285 
+L 239.861157 210.864526 
+L 243.960331 209.900324 
+L 248.059504 208.958182 
+L 252.158678 208.035601 
+L 256.257851 207.130084 
+L 260.357025 206.239134 
+L 264.456198 205.360252 
+L 268.555372 204.490941 
+L 272.654545 203.628702 
+L 276.753719 202.77104 
+L 280.852893 201.915455 
+L 284.952066 201.059451 
+L 289.05124 200.200529 
+L 293.150413 199.337721 
+L 297.249587 198.475469 
+L 301.34876 197.61427 
+L 305.447934 196.75411 
+L 309.547107 195.894974 
+L 313.646281 195.036848 
+L 317.745455 194.179716 
+L 321.844628 193.323564 
+L 325.943802 192.468377 
+L 330.042975 191.614139 
+L 334.142149 190.760837 
+L 338.241322 189.908456 
+L 342.340496 189.056979 
+L 346.439669 188.206394 
+L 350.538843 187.356684 
+L 354.638017 186.507835 
+L 358.73719 185.659832 
+L 362.836364 184.81266 
+L 366.935537 183.966305 
+L 371.034711 183.120752 
+L 375.133884 182.275985 
+L 379.233058 181.431991 
+L 383.332231 180.588753 
+L 387.431405 179.746258 
+L 391.530579 178.90449 
+L 395.629752 178.063434 
+L 399.728926 177.223077 
+L 403.828099 176.383402 
+L 407.927273 175.544396 
+L 412.026446 174.706042 
+L 416.12562 173.868327 
+L 420.224793 173.031235 
+L 424.323967 172.194751 
+L 428.42314 171.358866 
+L 432.522314 170.523576 
+L 436.621488 169.688875 
+L 440.720661 168.854758 
+L 444.819835 168.02122 
+L 448.919008 167.188254 
+L 453.018182 166.355856 
+L 457.117355 165.524021 
+L 461.216529 164.692742 
+L 465.315702 163.862015 
+L 469.414876 163.031833 
+L 473.51405 162.202193 
+L 477.613223 161.373087 
+L 481.712397 160.544511 
+L 485.81157 159.71646 
+L 489.910744 158.888928 
+L 494.009917 158.061909 
+L 498.109091 157.235398 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #bcbd22; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_43">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.933273 
+L 100.489256 463.151773 
+L 104.58843 448.199146 
+L 108.687603 433.152006 
+L 112.786777 418.086968 
+L 116.88595 403.080647 
+L 120.985124 388.209656 
+L 125.084298 373.550611 
+L 129.183471 359.180124 
+L 133.282645 345.174812 
+L 137.381818 331.611289 
+L 141.480992 318.566168 
+L 145.580165 306.116064 
+L 149.679339 294.337592 
+L 153.778512 283.307366 
+L 157.877686 273.102 
+L 161.97686 263.798109 
+L 166.076033 255.472308 
+L 170.175207 248.228731 
+L 174.27438 242.288845 
+L 178.373554 237.520522 
+L 182.472727 233.720667 
+L 186.571901 230.686181 
+L 190.671074 228.213966 
+L 194.770248 226.101602 
+L 198.869421 224.219923 
+L 202.968595 222.539663 
+L 207.067769 221.032637 
+L 211.166942 219.670661 
+L 215.266116 218.425549 
+L 219.365289 217.269117 
+L 223.464463 216.173179 
+L 227.563636 215.109551 
+L 231.66281 214.059393 
+L 235.761983 213.035745 
+L 239.861157 212.037859 
+L 243.960331 211.063341 
+L 248.059504 210.109796 
+L 252.158678 209.174827 
+L 256.257851 208.25604 
+L 260.357025 207.35104 
+L 264.456198 206.457433 
+L 268.555372 205.572821 
+L 272.654545 204.694812 
+L 276.753719 203.821009 
+L 280.852893 202.949017 
+L 284.952066 202.076442 
+L 289.05124 201.200888 
+L 293.150413 200.321811 
+L 297.249587 199.443534 
+L 301.34876 198.566384 
+L 305.447934 197.690343 
+L 309.547107 196.815397 
+L 313.646281 195.941528 
+L 317.745455 195.06872 
+L 321.844628 194.196957 
+L 325.943802 193.326223 
+L 330.042975 192.456502 
+L 334.142149 191.587778 
+L 338.241322 190.720033 
+L 342.340496 189.853253 
+L 346.439669 188.987421 
+L 350.538843 188.12252 
+L 354.638017 187.258535 
+L 358.73719 186.395449 
+L 362.836364 185.533246 
+L 366.935537 184.67191 
+L 371.034711 183.811424 
+L 375.133884 182.951773 
+L 379.233058 182.09294 
+L 383.332231 181.234909 
+L 387.431405 180.377664 
+L 391.530579 179.521188 
+L 395.629752 178.665466 
+L 399.728926 177.81048 
+L 403.828099 176.956216 
+L 407.927273 176.102656 
+L 412.026446 175.249785 
+L 416.12562 174.397586 
+L 420.224793 173.546043 
+L 424.323967 172.695138 
+L 428.42314 171.844865 
+L 432.522314 170.995217 
+L 436.621488 170.146188 
+L 440.720661 169.297774 
+L 444.819835 168.449967 
+L 448.919008 167.602762 
+L 453.018182 166.756153 
+L 457.117355 165.910134 
+L 461.216529 165.0647 
+L 465.315702 164.219844 
+L 469.414876 163.37556 
+L 473.51405 162.531844 
+L 477.613223 161.688688 
+L 481.712397 160.846087 
+L 485.81157 160.004035 
+L 489.910744 159.162526 
+L 494.009917 158.321555 
+L 498.109091 157.481115 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #17becf; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_44">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.932107 
+L 100.489256 463.145664 
+L 104.58843 448.185434 
+L 108.687603 433.129356 
+L 112.786777 418.055371 
+L 116.88595 403.041419 
+L 120.985124 388.16544 
+L 125.084298 373.505376 
+L 129.183471 359.139166 
+L 133.282645 345.144751 
+L 137.381818 331.600071 
+L 141.480992 318.583067 
+L 145.580165 306.171679 
+L 149.679339 294.443848 
+L 153.778512 283.477514 
+L 157.877686 273.350617 
+L 161.97686 264.141098 
+L 166.076033 255.926898 
+L 170.175207 248.821106 
+L 174.27438 243.029464 
+L 178.373554 238.399359 
+L 182.472727 234.722821 
+L 186.571901 231.791878 
+L 190.671074 229.39856 
+L 194.770248 227.336986 
+L 198.869421 225.492917 
+L 202.968595 223.841283 
+L 207.067769 222.3547 
+L 211.166942 221.005784 
+L 215.266116 219.76715 
+L 219.365289 218.611414 
+L 223.464463 217.511192 
+L 227.563636 216.439098 
+L 231.66281 215.379774 
+L 235.761983 214.346359 
+L 239.861157 213.33741 
+L 243.960331 212.350637 
+L 248.059504 211.38375 
+L 252.158678 210.434462 
+L 256.257851 209.500481 
+L 260.357025 208.579519 
+L 264.456198 207.669286 
+L 268.555372 206.767493 
+L 272.654545 205.871851 
+L 276.753719 204.98007 
+L 280.852893 204.08986 
+L 284.952066 203.198934 
+L 289.05124 202.305 
+L 293.150413 201.408002 
+L 297.249587 200.512052 
+L 301.34876 199.617324 
+L 305.447934 198.7238 
+L 309.547107 197.831462 
+L 313.646281 196.940291 
+L 317.745455 196.05027 
+L 321.844628 195.16138 
+L 325.943802 194.273603 
+L 330.042975 193.386921 
+L 334.142149 192.501314 
+L 338.241322 191.616766 
+L 342.340496 190.733257 
+L 346.439669 189.850769 
+L 350.538843 188.969285 
+L 354.638017 188.088785 
+L 358.73719 187.209252 
+L 362.836364 186.330667 
+L 366.935537 185.453013 
+L 371.034711 184.576269 
+L 375.133884 183.700419 
+L 379.233058 182.825445 
+L 383.332231 181.951327 
+L 387.431405 181.078047 
+L 391.530579 180.205588 
+L 395.629752 179.333931 
+L 399.728926 178.463057 
+L 403.828099 177.592949 
+L 407.927273 176.723588 
+L 412.026446 175.854956 
+L 416.12562 174.987034 
+L 420.224793 174.119805 
+L 424.323967 173.253251 
+L 428.42314 172.387366 
+L 432.522314 171.522144 
+L 436.621488 170.657577 
+L 440.720661 169.79366 
+L 444.819835 168.930386 
+L 448.919008 168.067749 
+L 453.018182 167.205741 
+L 457.117355 166.344358 
+L 461.216529 165.483592 
+L 465.315702 164.623436 
+L 469.414876 163.763885 
+L 473.51405 162.904932 
+L 477.613223 162.04657 
+L 481.712397 161.188794 
+L 485.81157 160.331596 
+L 489.910744 159.474971 
+L 494.009917 158.618911 
+L 498.109091 157.76341 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_45">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.930795 
+L 100.489256 463.13881 
+L 104.58843 448.170095 
+L 108.687603 433.104116 
+L 112.786777 418.020341 
+L 116.88595 402.998236 
+L 120.985124 388.117268 
+L 125.084298 373.456905 
+L 129.183471 359.096613 
+L 133.282645 345.115859 
+L 137.381818 331.59411 
+L 141.480992 318.610833 
+L 145.580165 306.245495 
+L 149.679339 294.577563 
+L 153.778512 283.686503 
+L 157.877686 273.651783 
+L 161.97686 264.55287 
+L 166.076033 256.46923 
+L 170.175207 249.524657 
+L 174.27438 243.90113 
+L 178.373554 239.425232 
+L 182.472727 235.883816 
+L 186.571901 233.063733 
+L 190.671074 230.751838 
+L 194.770248 228.740116 
+L 198.869421 226.933111 
+L 202.968595 225.308913 
+L 207.067769 223.841037 
+L 211.166942 222.502999 
+L 215.266116 221.268315 
+L 219.365289 220.110502 
+L 223.464463 219.003076 
+L 227.563636 217.919552 
+L 231.66281 216.848797 
+L 235.761983 215.803162 
+L 239.861157 214.780723 
+L 243.960331 213.779299 
+L 248.059504 212.796705 
+L 252.158678 211.830761 
+L 256.257851 210.879281 
+L 260.357025 209.940085 
+L 264.456198 209.010988 
+L 268.555372 208.089808 
+L 272.654545 207.174362 
+L 276.753719 206.262467 
+L 280.852893 205.35194 
+L 284.952066 204.440598 
+L 289.05124 203.526259 
+L 293.150413 202.60943 
+L 297.249587 201.693891 
+L 301.34876 200.779701 
+L 305.447934 199.86684 
+L 309.547107 198.955285 
+L 313.646281 198.045017 
+L 317.745455 197.136012 
+L 321.844628 196.228251 
+L 325.943802 195.321711 
+L 330.042975 194.416372 
+L 334.142149 193.512213 
+L 338.241322 192.609211 
+L 342.340496 191.707346 
+L 346.439669 190.806596 
+L 350.538843 189.90694 
+L 354.638017 189.008358 
+L 358.73719 188.110826 
+L 362.836364 187.214325 
+L 366.935537 186.318834 
+L 371.034711 185.424329 
+L 375.133884 184.530792 
+L 379.233058 183.638199 
+L 383.332231 182.746531 
+L 387.431405 181.855765 
+L 391.530579 180.96588 
+L 395.629752 180.076856 
+L 399.728926 179.18867 
+L 403.828099 178.301302 
+L 407.927273 177.41473 
+L 412.026446 176.528933 
+L 416.12562 175.64389 
+L 420.224793 174.75958 
+L 424.323967 173.875991 
+L 428.42314 172.993117 
+L 432.522314 172.110949 
+L 436.621488 171.229482 
+L 440.720661 170.348707 
+L 444.819835 169.468619 
+L 448.919008 168.589208 
+L 453.018182 167.71047 
+L 457.117355 166.832395 
+L 461.216529 165.954978 
+L 465.315702 165.078211 
+L 469.414876 164.202087 
+L 473.51405 163.326599 
+L 477.613223 162.45174 
+L 481.712397 161.577502 
+L 485.81157 160.703878 
+L 489.910744 159.830862 
+L 494.009917 158.958446 
+L 498.109091 158.086623 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_46">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.929317 
+L 100.489256 463.131112 
+L 104.58843 448.152935 
+L 108.687603 433.076022 
+L 112.786777 417.981609 
+L 116.88595 402.950933 
+L 120.985124 388.065231 
+L 125.084298 373.405739 
+L 129.183471 359.053693 
+L 133.282645 345.090329 
+L 137.381818 331.596885 
+L 141.480992 318.654596 
+L 145.580165 306.344699 
+L 149.679339 294.74843 
+L 153.778512 283.947026 
+L 157.877686 274.021723 
+L 161.97686 265.053758 
+L 166.076033 257.124367 
+L 170.175207 250.369666 
+L 174.27438 244.937096 
+L 178.373554 240.633041 
+L 182.472727 237.238971 
+L 186.571901 234.536356 
+L 190.671074 232.306665 
+L 194.770248 230.34248 
+L 198.869421 228.570906 
+L 202.968595 226.971838 
+L 207.067769 225.519813 
+L 211.166942 224.189369 
+L 215.266116 222.955043 
+L 219.365289 221.791371 
+L 223.464463 220.672891 
+L 227.563636 219.574139 
+L 231.66281 218.489082 
+L 235.761983 217.428093 
+L 239.861157 216.389098 
+L 243.960331 215.37002 
+L 248.059504 214.36878 
+L 252.158678 213.383301 
+L 256.257851 212.411506 
+L 260.357025 211.451317 
+L 264.456198 210.500658 
+L 268.555372 209.557449 
+L 272.654545 208.619615 
+L 276.753719 207.685077 
+L 280.852893 206.751758 
+L 284.952066 205.817581 
+L 289.05124 204.880468 
+L 293.150413 203.941578 
+L 297.249587 203.004217 
+L 301.34876 202.06837 
+L 305.447934 201.134013 
+L 309.547107 200.201121 
+L 313.646281 199.269667 
+L 317.745455 198.339627 
+L 321.844628 197.410974 
+L 325.943802 196.483684 
+L 330.042975 195.557731 
+L 334.142149 194.633089 
+L 338.241322 193.709734 
+L 342.340496 192.787639 
+L 346.439669 191.866779 
+L 350.538843 190.947129 
+L 354.638017 190.028663 
+L 358.73719 189.111357 
+L 362.836364 188.195183 
+L 366.935537 187.280118 
+L 371.034711 186.366135 
+L 375.133884 185.453209 
+L 379.233058 184.541314 
+L 383.332231 183.630426 
+L 387.431405 182.720518 
+L 391.530579 181.811566 
+L 395.629752 180.903543 
+L 399.728926 179.996425 
+L 403.828099 179.090186 
+L 407.927273 178.1848 
+L 412.026446 177.280242 
+L 416.12562 176.376486 
+L 420.224793 175.473511 
+L 424.323967 174.571313 
+L 428.42314 173.669885 
+L 432.522314 172.769219 
+L 436.621488 171.869308 
+L 440.720661 170.970143 
+L 444.819835 170.071715 
+L 448.919008 169.174018 
+L 453.018182 168.277043 
+L 457.117355 167.380783 
+L 461.216529 166.485228 
+L 465.315702 165.590372 
+L 469.414876 164.696206 
+L 473.51405 163.802723 
+L 477.613223 162.909913 
+L 481.712397 162.01777 
+L 485.81157 161.126285 
+L 489.910744 160.23545 
+L 494.009917 159.345257 
+L 498.109091 158.455699 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_47">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.927651 
+L 100.489256 463.122463 
+L 104.58843 448.133752 
+L 108.687603 433.044822 
+L 112.786777 417.938979 
+L 116.88595 402.899527 
+L 120.985124 388.009771 
+L 125.084298 373.353017 
+L 129.183471 359.012569 
+L 133.282645 345.071732 
+L 137.381818 331.613811 
+L 141.480992 318.722112 
+L 145.580165 306.479938 
+L 149.679339 294.970596 
+L 153.778512 284.27739 
+L 157.877686 274.483625 
+L 161.97686 265.672606 
+L 166.076033 257.927638 
+L 170.175207 251.398041 
+L 174.27438 246.18275 
+L 178.373554 242.069928 
+L 182.472727 238.835557 
+L 186.571901 236.25562 
+L 190.671074 234.106101 
+L 194.770248 232.185261 
+L 198.869421 230.445743 
+L 202.968595 228.867786 
+L 207.067769 227.427087 
+L 211.166942 226.099344 
+L 215.266116 224.860256 
+L 219.365289 223.68552 
+L 223.464463 222.550835 
+L 227.563636 221.432111 
+L 231.66281 220.328774 
+L 235.761983 219.248326 
+L 239.861157 218.18879 
+L 243.960331 217.148192 
+L 248.059504 216.124555 
+L 252.158678 215.115904 
+L 256.257851 214.120263 
+L 260.357025 213.135657 
+L 264.456198 212.160109 
+L 268.555372 211.191645 
+L 272.654545 210.228288 
+L 276.753719 209.268063 
+L 280.852893 208.308994 
+L 284.952066 207.349106 
+L 289.05124 206.386429 
+L 293.150413 205.422854 
+L 297.249587 204.461041 
+L 301.34876 203.500957 
+L 305.447934 202.542572 
+L 309.547107 201.585854 
+L 313.646281 200.630774 
+L 317.745455 199.677298 
+L 321.844628 198.725397 
+L 325.943802 197.775038 
+L 330.042975 196.826192 
+L 334.142149 195.878826 
+L 338.241322 194.93291 
+L 342.340496 193.988413 
+L 346.439669 193.045302 
+L 350.538843 192.103548 
+L 354.638017 191.163119 
+L 358.73719 190.223984 
+L 362.836364 189.286111 
+L 366.935537 188.34947 
+L 371.034711 187.41403 
+L 375.133884 186.479759 
+L 379.233058 185.546625 
+L 383.332231 184.614599 
+L 387.431405 183.683649 
+L 391.530579 182.753743 
+L 395.629752 181.824851 
+L 399.728926 180.896942 
+L 403.828099 179.969983 
+L 407.927273 179.043945 
+L 412.026446 178.118795 
+L 416.12562 177.194504 
+L 420.224793 176.271048 
+L 424.323967 175.348438 
+L 428.42314 174.426669 
+L 432.522314 173.505731 
+L 436.621488 172.585614 
+L 440.720661 171.66631 
+L 444.819835 170.74781 
+L 448.919008 169.830105 
+L 453.018182 168.913185 
+L 457.117355 167.997041 
+L 461.216529 167.081664 
+L 465.315702 166.167046 
+L 469.414876 165.253176 
+L 473.51405 164.340047 
+L 477.613223 163.427648 
+L 481.712397 162.515971 
+L 485.81157 161.605006 
+L 489.910744 160.694745 
+L 494.009917 159.785178 
+L 498.109091 158.876296 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #d62728; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_48">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.925764 
+L 100.489256 463.112727 
+L 104.58843 448.112304 
+L 108.687603 433.010245 
+L 112.786777 417.892301 
+L 116.88595 402.844222 
+L 120.985124 387.951758 
+L 125.084298 373.30066 
+L 129.183471 358.976679 
+L 133.282645 345.065566 
+L 137.381818 331.653069 
+L 141.480992 318.824941 
+L 145.580165 306.666931 
+L 149.679339 295.264791 
+L 153.778512 284.70427 
+L 157.877686 275.071119 
+L 161.97686 266.451089 
+L 166.076033 258.929931 
+L 170.175207 252.668775 
+L 174.27438 247.700888 
+L 178.373554 243.800138 
+L 182.472727 240.737155 
+L 186.571901 238.282569 
+L 190.671074 236.207012 
+L 194.770248 234.323545 
+L 198.869421 232.610517 
+L 202.968595 231.047353 
+L 207.067769 229.611105 
+L 211.166942 228.278825 
+L 215.266116 227.027565 
+L 219.365289 225.834378 
+L 223.464463 224.676315 
+L 227.563636 223.531489 
+L 231.66281 222.403984 
+L 235.761983 221.298426 
+L 239.861157 220.212933 
+L 243.960331 219.145621 
+L 248.059504 218.094609 
+L 252.158678 217.058012 
+L 256.257851 216.033949 
+L 260.357025 215.020536 
+L 264.456198 214.015891 
+L 268.555372 213.01813 
+L 272.654545 212.025371 
+L 276.753719 211.035731 
+L 280.852893 210.047326 
+L 284.952066 209.058275 
+L 289.05124 208.066772 
+L 293.150413 207.075335 
+L 297.249587 206.085945 
+L 301.34876 205.098563 
+L 305.447934 204.11315 
+L 309.547107 203.129668 
+L 313.646281 202.148076 
+L 317.745455 201.168337 
+L 321.844628 200.190412 
+L 325.943802 199.214262 
+L 330.042975 198.239847 
+L 334.142149 197.26713 
+L 338.241322 196.29607 
+L 342.340496 195.32663 
+L 346.439669 194.35877 
+L 350.538843 193.392451 
+L 354.638017 192.427635 
+L 358.73719 191.464283 
+L 362.836364 190.502356 
+L 366.935537 189.541814 
+L 371.034711 188.58262 
+L 375.133884 187.624734 
+L 379.233058 186.668117 
+L 383.332231 185.712731 
+L 387.431405 184.758537 
+L 391.530579 183.805495 
+L 395.629752 182.853567 
+L 399.728926 181.902713 
+L 403.828099 180.952896 
+L 407.927273 180.004077 
+L 412.026446 179.056215 
+L 416.12562 178.109273 
+L 420.224793 177.163232 
+L 424.323967 176.218128 
+L 428.42314 175.273952 
+L 432.522314 174.330696 
+L 436.621488 173.388347 
+L 440.720661 172.446896 
+L 444.819835 171.506332 
+L 448.919008 170.566645 
+L 453.018182 169.627823 
+L 457.117355 168.689857 
+L 461.216529 167.752735 
+L 465.315702 166.816447 
+L 469.414876 165.880983 
+L 473.51405 164.946332 
+L 477.613223 164.012483 
+L 481.712397 163.079426 
+L 485.81157 162.147151 
+L 489.910744 161.215645 
+L 494.009917 160.2849 
+L 498.109091 159.354905 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #9467bd; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_49">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.923608 
+L 100.489256 463.101731 
+L 104.58843 448.088317 
+L 108.687603 432.972048 
+L 112.786777 417.841603 
+L 116.88595 402.785662 
+L 120.985124 387.892906 
+L 125.084298 373.252015 
+L 129.183471 358.951669 
+L 133.282645 345.080548 
+L 137.381818 331.727332 
+L 141.480992 318.980702 
+L 145.580165 306.929337 
+L 149.679339 295.661919 
+L 153.778512 285.267126 
+L 157.877686 275.83364 
+L 161.97686 267.450141 
+L 166.076033 260.205309 
+L 170.175207 254.265076 
+L 174.27438 249.578734 
+L 178.373554 245.911957 
+L 182.472727 243.030419 
+L 186.571901 240.699793 
+L 190.671074 238.685754 
+L 194.770248 236.832144 
+L 198.869421 235.137034 
+L 202.968595 233.579265 
+L 207.067769 232.137471 
+L 211.166942 230.790291 
+L 215.266116 229.516361 
+L 219.365289 228.294317 
+L 223.464463 227.102796 
+L 227.563636 225.923181 
+L 231.66281 224.762991 
+L 235.761983 223.62422 
+L 239.861157 222.505067 
+L 243.960331 221.403725 
+L 248.059504 220.318392 
+L 252.158678 219.247263 
+L 256.257851 218.188534 
+L 260.357025 217.140401 
+L 264.456198 216.10106 
+L 268.555372 215.068706 
+L 272.654545 214.041537 
+L 276.753719 213.017748 
+L 280.852893 211.995534 
+L 284.952066 210.973092 
+L 289.05124 209.948865 
+L 293.150413 208.925738 
+L 297.249587 207.905029 
+L 301.34876 206.886688 
+L 305.447934 205.870666 
+L 309.547107 204.856913 
+L 313.646281 203.845381 
+L 317.745455 202.83602 
+L 321.844628 201.828779 
+L 325.943802 200.823611 
+L 330.042975 199.820466 
+L 334.142149 198.819294 
+L 338.241322 197.820045 
+L 342.340496 196.822671 
+L 346.439669 195.827122 
+L 350.538843 194.833349 
+L 354.638017 193.841303 
+L 358.73719 192.850933 
+L 362.836364 191.86219 
+L 366.935537 190.875026 
+L 371.034711 189.889391 
+L 375.133884 188.905235 
+L 379.233058 187.922508 
+L 383.332231 186.941163 
+L 387.431405 185.961149 
+L 391.530579 184.982416 
+L 395.629752 184.004917 
+L 399.728926 183.0286 
+L 403.828099 182.053417 
+L 407.927273 181.079318 
+L 412.026446 180.106254 
+L 416.12562 179.134175 
+L 420.224793 178.163078 
+L 424.323967 177.193035 
+L 428.42314 176.224039 
+L 432.522314 175.256076 
+L 436.621488 174.289134 
+L 440.720661 173.323201 
+L 444.819835 172.358264 
+L 448.919008 171.394309 
+L 453.018182 170.431326 
+L 457.117355 169.469301 
+L 461.216529 168.508221 
+L 465.315702 167.548074 
+L 469.414876 166.588847 
+L 473.51405 165.630528 
+L 477.613223 164.673104 
+L 481.712397 163.716563 
+L 485.81157 162.760892 
+L 489.910744 161.806078 
+L 494.009917 160.852109 
+L 498.109091 159.898972 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #8c564b; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_50">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.920857 
+L 100.489256 463.088602 
+L 104.58843 448.060315 
+L 108.687603 432.928271 
+L 112.786777 417.784751 
+L 116.88595 402.72203 
+L 120.985124 387.832389 
+L 125.084298 373.208103 
+L 129.183471 358.941452 
+L 133.282645 345.124713 
+L 137.381818 331.850164 
+L 141.480992 319.210083 
+L 145.580165 307.296749 
+L 149.679339 296.202438 
+L 153.778512 286.019429 
+L 157.877686 276.84 
+L 161.97686 268.756429 
+L 166.076033 261.864228 
+L 170.175207 256.303623 
+L 174.27438 251.937178 
+L 178.373554 248.526461 
+L 182.472727 245.833041 
+L 186.571901 243.618487 
+L 190.671074 241.646046 
+L 194.770248 239.813311 
+L 198.869421 238.123997 
+L 202.968595 236.558563 
+L 207.067769 235.097471 
+L 211.166942 233.721183 
+L 215.266116 232.410159 
+L 219.365289 231.144861 
+L 223.464463 229.905749 
+L 227.563636 228.678848 
+L 231.66281 227.473506 
+L 235.761983 226.289613 
+L 239.861157 225.125443 
+L 243.960331 223.979271 
+L 248.059504 222.84937 
+L 252.158678 221.734015 
+L 256.257851 220.631478 
+L 260.357025 219.540035 
+L 264.456198 218.457958 
+L 268.555372 217.383523 
+L 272.654545 216.315003 
+L 276.753719 215.250672 
+L 280.852893 214.188803 
+L 284.952066 213.127672 
+L 289.05124 212.066042 
+L 293.150413 211.00663 
+L 297.249587 209.950115 
+L 301.34876 208.896432 
+L 305.447934 207.84552 
+L 309.547107 206.797313 
+L 313.646281 205.751749 
+L 317.745455 204.708763 
+L 321.844628 203.668292 
+L 325.943802 202.630272 
+L 330.042975 201.59464 
+L 334.142149 200.561332 
+L 338.241322 199.530284 
+L 342.340496 198.501433 
+L 346.439669 197.474715 
+L 350.538843 196.450067 
+L 354.638017 195.427424 
+L 358.73719 194.406723 
+L 362.836364 193.3879 
+L 366.935537 192.370893 
+L 371.034711 191.355636 
+L 375.133884 190.342067 
+L 379.233058 189.330122 
+L 383.332231 188.319737 
+L 387.431405 187.310848 
+L 391.530579 186.303392 
+L 395.629752 185.297306 
+L 399.728926 184.292525 
+L 403.828099 183.288986 
+L 407.927273 182.286625 
+L 412.026446 181.285379 
+L 416.12562 180.285184 
+L 420.224793 179.286072 
+L 424.323967 178.288177 
+L 428.42314 177.291486 
+L 432.522314 176.295984 
+L 436.621488 175.301656 
+L 440.720661 174.308486 
+L 444.819835 173.316458 
+L 448.919008 172.325558 
+L 453.018182 171.33577 
+L 457.117355 170.347077 
+L 461.216529 169.359466 
+L 465.315702 168.37292 
+L 469.414876 167.387424 
+L 473.51405 166.402962 
+L 477.613223 165.419519 
+L 481.712397 164.43708 
+L 485.81157 163.455628 
+L 489.910744 162.47515 
+L 494.009917 161.495628 
+L 498.109091 160.517048 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #e377c2; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_51">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.913452 
+L 100.489256 463.063535 
+L 104.58843 448.011446 
+L 108.687603 432.854334 
+L 112.786777 417.689347 
+L 116.88595 402.613634 
+L 120.985124 387.724344 
+L 125.084298 373.118625 
+L 129.183471 358.893626 
+L 133.282645 345.146495 
+L 137.381818 331.974381 
+L 141.480992 319.474432 
+L 145.580165 307.743797 
+L 149.679339 296.879625 
+L 153.778512 286.979064 
+L 157.877686 278.139263 
+L 161.97686 270.457371 
+L 166.076033 264.037913 
+L 170.175207 258.933393 
+L 174.27438 254.938329 
+L 178.373554 251.811305 
+L 182.472727 249.310905 
+L 186.571901 247.195713 
+L 190.671074 245.240159 
+L 194.770248 243.411718 
+L 198.869421 241.710548 
+L 202.968595 240.119121 
+L 207.067769 238.619906 
+L 211.166942 237.195374 
+L 215.266116 235.827996 
+L 219.365289 234.500241 
+L 223.464463 233.194581 
+L 227.563636 231.903362 
+L 231.66281 230.635219 
+L 235.761983 229.388836 
+L 239.861157 228.162659 
+L 243.960331 226.955132 
+L 248.059504 225.764699 
+L 252.158678 224.589804 
+L 256.257851 223.428894 
+L 260.357025 222.280411 
+L 264.456198 221.142802 
+L 268.555372 220.014509 
+L 272.654545 218.893978 
+L 276.753719 217.779654 
+L 280.852893 216.66998 
+L 284.952066 215.563402 
+L 289.05124 214.458909 
+L 293.150413 213.357799 
+L 297.249587 212.260191 
+L 301.34876 211.166002 
+L 305.447934 210.075149 
+L 309.547107 208.98755 
+L 313.646281 207.903122 
+L 317.745455 206.821783 
+L 321.844628 205.74345 
+L 325.943802 204.66804 
+L 330.042975 203.595472 
+L 334.142149 202.525662 
+L 338.241322 201.458528 
+L 342.340496 200.393987 
+L 346.439669 199.331957 
+L 350.538843 198.272356 
+L 354.638017 197.2151 
+L 358.73719 196.160107 
+L 362.836364 195.107295 
+L 366.935537 194.05658 
+L 371.034711 193.007882 
+L 375.133884 191.961116 
+L 379.233058 190.9162 
+L 383.332231 189.873053 
+L 387.431405 188.83159 
+L 391.530579 187.791731 
+L 395.629752 186.753391 
+L 399.728926 185.716489 
+L 403.828099 184.680942 
+L 407.927273 183.646667 
+L 412.026446 182.613583 
+L 416.12562 181.581605 
+L 420.224793 180.550855 
+L 424.323967 179.52155 
+L 428.42314 178.493671 
+L 432.522314 177.467201 
+L 436.621488 176.442117 
+L 440.720661 175.418402 
+L 444.819835 174.396034 
+L 448.919008 173.374995 
+L 453.018182 172.355264 
+L 457.117355 171.336822 
+L 461.216529 170.319649 
+L 465.315702 169.303725 
+L 469.414876 168.289031 
+L 473.51405 167.275546 
+L 477.613223 166.263251 
+L 481.712397 165.252127 
+L 485.81157 164.242153 
+L 489.910744 163.23331 
+L 494.009917 162.225578 
+L 498.109091 161.218938 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #7f7f7f; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_52">
+    <path d="M 92.290909 492.48 
+L 96.390083 477.847226 
+L 100.489256 462.908932 
+L 104.58843 447.752292 
+L 108.687603 432.484068 
+L 112.786777 417.211025 
+L 116.88595 402.039927 
+L 120.985124 387.077539 
+L 125.084298 372.430625 
+L 129.183471 358.205949 
+L 133.282645 344.510276 
+L 137.381818 331.450368 
+L 141.480992 319.132992 
+L 145.580165 307.664911 
+L 149.679339 297.152889 
+L 153.778512 287.703691 
+L 157.877686 279.424081 
+L 161.97686 272.420822 
+L 166.076033 266.768332 
+L 170.175207 262.307624 
+L 174.27438 258.80263 
+L 178.373554 256.019684 
+L 182.472727 253.725119 
+L 186.571901 251.685271 
+L 190.671074 249.727959 
+L 194.770248 247.882279 
+L 198.869421 246.139808 
+L 202.968595 244.487619 
+L 207.067769 242.912785 
+L 211.166942 241.402379 
+L 215.266116 239.943474 
+L 219.365289 238.523143 
+L 223.464463 237.128528 
+L 227.563636 235.754413 
+L 231.66281 234.401553 
+L 235.761983 233.069026 
+L 239.861157 231.755912 
+L 243.960331 230.461288 
+L 248.059504 229.184232 
+L 252.158678 227.923824 
+L 256.257851 226.679141 
+L 260.357025 225.449263 
+L 264.456198 224.233266 
+L 268.555372 223.03023 
+L 272.654545 221.839234 
+L 276.753719 220.659354 
+L 280.852893 219.489671 
+L 284.952066 218.329261 
+L 289.05124 217.176092 
+L 293.150413 216.02732 
+L 297.249587 214.882759 
+L 301.34876 213.742302 
+L 305.447934 212.605844 
+L 309.547107 211.473279 
+L 313.646281 210.344502 
+L 317.745455 209.219407 
+L 321.844628 208.097888 
+L 325.943802 206.97984 
+L 330.042975 205.865158 
+L 334.142149 204.753735 
+L 338.241322 203.645465 
+L 342.340496 202.540244 
+L 346.439669 201.437966 
+L 350.538843 200.338524 
+L 354.638017 199.241814 
+L 358.73719 198.14773 
+L 362.836364 197.056165 
+L 366.935537 195.967016 
+L 371.034711 194.880175 
+L 375.133884 193.795537 
+L 379.233058 192.712997 
+L 383.332231 191.632449 
+L 387.431405 190.553787 
+L 391.530579 189.476906 
+L 395.629752 188.4017 
+L 399.728926 187.328063 
+L 403.828099 186.25589 
+L 407.927273 185.185076 
+L 412.026446 184.115514 
+L 416.12562 183.047099 
+L 420.224793 181.980145 
+L 424.323967 180.914969 
+L 428.42314 179.851546 
+L 432.522314 178.789849 
+L 436.621488 177.729851 
+L 440.720661 176.671527 
+L 444.819835 175.614849 
+L 448.919008 174.559791 
+L 453.018182 173.506328 
+L 457.117355 172.454431 
+L 461.216529 171.404077 
+L 465.315702 170.355236 
+L 469.414876 169.307884 
+L 473.51405 168.261994 
+L 477.613223 167.21754 
+L 481.712397 166.174495 
+L 485.81157 165.132832 
+L 489.910744 164.092526 
+L 494.009917 163.05355 
+L 498.109091 162.015877 
+" clip-path="url(#pf1c33d1a28)" style="fill: none; stroke: #bcbd22; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pf1c33d1a28">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.jpg b/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.jpg
new file mode 100644
index 00000000..32025eda
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.jpg differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.pdf b/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.pdf
new file mode 100644
index 00000000..d4da3a05
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.pdf differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.png b/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.png
new file mode 100644
index 00000000..3a114946
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.png differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.svg b/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.svg
new file mode 100644
index 00000000..6783d1b4
--- /dev/null
+++ b/notebooks/Figures/LifeCycleModelTheoryVsData/normalizedAssets.svg
@@ -0,0 +1,1128 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m88fa2d9d73" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m88fa2d9d73" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g transform="translate(84.339347 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m88fa2d9d73" x="145.688038" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2.5 -->
+      <g transform="translate(137.736476 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m88fa2d9d73" x="199.085167" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 5.0 -->
+      <g transform="translate(191.133605 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m88fa2d9d73" x="252.482297" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 7.5 -->
+      <g transform="translate(244.530734 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-37"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m88fa2d9d73" x="305.879426" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 10.0 -->
+      <g transform="translate(294.746613 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m88fa2d9d73" x="359.276555" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 12.5 -->
+      <g transform="translate(348.143743 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m88fa2d9d73" x="412.673684" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 15.0 -->
+      <g transform="translate(401.540872 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m88fa2d9d73" x="466.070813" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 17.5 -->
+      <g transform="translate(454.938001 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_9">
+     <!-- Vigntile of Lifetime Income Growth -->
+     <g transform="translate(208.367969 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-4c" d="M 628 4666 
+L 1259 4666 
+L 1259 531 
+L 3531 531 
+L 3531 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-49" d="M 628 4666 
+L 1259 4666 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-47" d="M 3809 666 
+L 3809 1919 
+L 2778 1919 
+L 2778 2438 
+L 4434 2438 
+L 4434 434 
+Q 4069 175 3628 42 
+Q 3188 -91 2688 -91 
+Q 1594 -91 976 548 
+Q 359 1188 359 2328 
+Q 359 3472 976 4111 
+Q 1594 4750 2688 4750 
+Q 3144 4750 3555 4637 
+Q 3966 4525 4313 4306 
+L 4313 3634 
+Q 3963 3931 3569 4081 
+Q 3175 4231 2741 4231 
+Q 1884 4231 1454 3753 
+Q 1025 3275 1025 2328 
+Q 1025 1384 1454 906 
+Q 1884 428 2741 428 
+Q 3075 428 3337 486 
+Q 3600 544 3809 666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-56"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(66.158203 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(93.941406 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(157.417969 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(220.796875 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(260.005859 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(287.789062 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(315.572266 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(377.095703 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(408.882812 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(470.064453 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(505.269531 0)"/>
+      <use xlink:href="#DejaVuSans-4c" transform="translate(537.056641 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(592.769531 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(620.552734 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(655.757812 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(717.28125 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(756.490234 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(784.273438 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(881.685547 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(943.208984 0)"/>
+      <use xlink:href="#DejaVuSans-49" transform="translate(974.996094 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(1004.488281 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1067.867188 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1122.847656 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(1184.029297 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1281.441406 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1342.964844 0)"/>
+      <use xlink:href="#DejaVuSans-47" transform="translate(1374.751953 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(1452.242188 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1491.105469 0)"/>
+      <use xlink:href="#DejaVuSans-77" transform="translate(1552.287109 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(1634.074219 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(1673.283203 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_9">
+      <defs>
+       <path id="m71fa079e58" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m71fa079e58" x="72" y="321.347721" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 2.2 -->
+      <g transform="translate(49.096875 325.14694) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m71fa079e58" x="72" y="251.598639" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 2.4 -->
+      <g transform="translate(49.096875 255.397857) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m71fa079e58" x="72" y="181.849556" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 2.6 -->
+      <g transform="translate(49.096875 185.648775) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m71fa079e58" x="72" y="112.100473" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 2.8 -->
+      <g transform="translate(49.096875 115.899692) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Normalized Assets -->
+     <g transform="translate(43.017187 264.375625) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-7a" d="M 353 3500 
+L 3084 3500 
+L 3084 2975 
+L 922 459 
+L 3084 459 
+L 3084 0 
+L 275 0 
+L 275 525 
+L 2438 3041 
+L 353 3041 
+L 353 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(74.804688 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(135.986328 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(175.349609 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(272.761719 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(334.041016 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(361.824219 0)"/>
+      <use xlink:href="#DejaVuSans-7a" transform="translate(389.607422 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(442.097656 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(503.621094 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(567.097656 0)"/>
+      <use xlink:href="#DejaVuSans-41" transform="translate(598.884766 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(667.292969 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(719.392578 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(771.492188 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(833.015625 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(872.224609 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 66.96 
+L 113.649761 126.668762 
+L 135.008612 165.154352 
+L 156.367464 190.845559 
+L 177.726316 198.7043 
+L 199.085167 220.550589 
+L 220.444019 207.989027 
+L 241.802871 234.232017 
+L 263.161722 228.471895 
+L 284.520574 233.848172 
+L 305.879426 262.646425 
+L 327.238278 252.096609 
+L 348.597129 276.203643 
+L 369.955981 289.353838 
+L 391.314833 304.00134 
+L 412.673684 290.463836 
+L 434.032536 313.321884 
+L 455.391388 316.064477 
+L 476.750239 329.887905 
+L 498.109091 369.36 
+" clip-path="url(#pa49f7b7f04)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_15">
+    <!-- Normalized Assets at age 65, by Vigntile of Lifetime Income Growth -->
+    <g transform="translate(91.899375 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-2c" d="M 750 794 
+L 1409 794 
+L 1409 256 
+L 897 -744 
+L 494 -744 
+L 750 256 
+L 750 794 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-62" d="M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+M 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2969 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-4e"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(74.804688 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(135.986328 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(175.349609 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(272.761719 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(334.041016 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(361.824219 0)"/>
+     <use xlink:href="#DejaVuSans-7a" transform="translate(389.607422 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(442.097656 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(503.621094 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(567.097656 0)"/>
+     <use xlink:href="#DejaVuSans-41" transform="translate(598.884766 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(667.292969 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(719.392578 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(771.492188 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(833.015625 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(872.224609 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(924.324219 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(956.111328 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1017.390625 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1056.599609 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(1088.386719 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(1149.666016 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1213.142578 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1274.666016 0)"/>
+     <use xlink:href="#DejaVuSans-36" transform="translate(1306.453125 0)"/>
+     <use xlink:href="#DejaVuSans-35" transform="translate(1370.076172 0)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(1433.699219 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1465.486328 0)"/>
+     <use xlink:href="#DejaVuSans-62" transform="translate(1497.273438 0)"/>
+     <use xlink:href="#DejaVuSans-79" transform="translate(1560.75 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1619.929688 0)"/>
+     <use xlink:href="#DejaVuSans-56" transform="translate(1651.716797 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1717.875 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(1745.658203 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1809.134766 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1872.513672 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1911.722656 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(1939.505859 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1967.289062 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2028.8125 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2060.599609 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(2121.78125 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2156.986328 0)"/>
+     <use xlink:href="#DejaVuSans-4c" transform="translate(2188.773438 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(2244.486328 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(2272.269531 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(2307.474609 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(2368.998047 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(2408.207031 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(2435.990234 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(2533.402344 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2594.925781 0)"/>
+     <use xlink:href="#DejaVuSans-49" transform="translate(2626.712891 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(2656.205078 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(2719.583984 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2774.564453 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(2835.746094 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(2933.158203 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2994.681641 0)"/>
+     <use xlink:href="#DejaVuSans-47" transform="translate(3026.46875 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(3103.958984 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(3142.822266 0)"/>
+     <use xlink:href="#DejaVuSans-77" transform="translate(3204.003906 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(3285.791016 0)"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(3325 0)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pa49f7b7f04">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.jpg b/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.jpg
new file mode 100644
index 00000000..3e108073
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.jpg differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.pdf b/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.pdf
new file mode 100644
index 00000000..64523048
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.pdf differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.png b/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.png
new file mode 100644
index 00000000..e7e53bc3
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.png differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.svg b/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.svg
new file mode 100644
index 00000000..65adc13f
--- /dev/null
+++ b/notebooks/Figures/LifeCycleModelTheoryVsData/savingRate.svg
@@ -0,0 +1,1220 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m1579bea404" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m1579bea404" x="92.290909" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g transform="translate(84.339347 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m1579bea404" x="145.688038" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2.5 -->
+      <g transform="translate(137.736476 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m1579bea404" x="199.085167" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 5.0 -->
+      <g transform="translate(191.133605 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m1579bea404" x="252.482297" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 7.5 -->
+      <g transform="translate(244.530734 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-37"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m1579bea404" x="305.879426" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 10.0 -->
+      <g transform="translate(294.746613 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m1579bea404" x="359.276555" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 12.5 -->
+      <g transform="translate(348.143743 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m1579bea404" x="412.673684" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 15.0 -->
+      <g transform="translate(401.540872 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m1579bea404" x="466.070813" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 17.5 -->
+      <g transform="translate(454.938001 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_9">
+     <!-- Vigntile of Lifetime Income Growth -->
+     <g transform="translate(208.367969 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-56" d="M 1831 0 
+L 50 4666 
+L 709 4666 
+L 2188 738 
+L 3669 4666 
+L 4325 4666 
+L 2547 0 
+L 1831 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-4c" d="M 628 4666 
+L 1259 4666 
+L 1259 531 
+L 3531 531 
+L 3531 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-49" d="M 628 4666 
+L 1259 4666 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-47" d="M 3809 666 
+L 3809 1919 
+L 2778 1919 
+L 2778 2438 
+L 4434 2438 
+L 4434 434 
+Q 4069 175 3628 42 
+Q 3188 -91 2688 -91 
+Q 1594 -91 976 548 
+Q 359 1188 359 2328 
+Q 359 3472 976 4111 
+Q 1594 4750 2688 4750 
+Q 3144 4750 3555 4637 
+Q 3966 4525 4313 4306 
+L 4313 3634 
+Q 3963 3931 3569 4081 
+Q 3175 4231 2741 4231 
+Q 1884 4231 1454 3753 
+Q 1025 3275 1025 2328 
+Q 1025 1384 1454 906 
+Q 1884 428 2741 428 
+Q 3075 428 3337 486 
+Q 3600 544 3809 666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-56"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(66.158203 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(93.941406 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(157.417969 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(220.796875 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(260.005859 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(287.789062 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(315.572266 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(377.095703 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(408.882812 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(470.064453 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(505.269531 0)"/>
+      <use xlink:href="#DejaVuSans-4c" transform="translate(537.056641 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(592.769531 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(620.552734 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(655.757812 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(717.28125 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(756.490234 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(784.273438 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(881.685547 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(943.208984 0)"/>
+      <use xlink:href="#DejaVuSans-49" transform="translate(974.996094 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(1004.488281 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1067.867188 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1122.847656 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(1184.029297 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1281.441406 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1342.964844 0)"/>
+      <use xlink:href="#DejaVuSans-47" transform="translate(1374.751953 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(1452.242188 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1491.105469 0)"/>
+      <use xlink:href="#DejaVuSans-77" transform="translate(1552.287109 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(1634.074219 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(1673.283203 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_9">
+      <defs>
+       <path id="m8ecb39ac02" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m8ecb39ac02" x="72" y="382.56376" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.085 -->
+      <g transform="translate(36.371875 386.362979) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m8ecb39ac02" x="72" y="343.846244" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.090 -->
+      <g transform="translate(36.371875 347.645463) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-39" d="M 703 97 
+L 703 672 
+Q 941 559 1184 500 
+Q 1428 441 1663 441 
+Q 2288 441 2617 861 
+Q 2947 1281 2994 2138 
+Q 2813 1869 2534 1725 
+Q 2256 1581 1919 1581 
+Q 1219 1581 811 2004 
+Q 403 2428 403 3163 
+Q 403 3881 828 4315 
+Q 1253 4750 1959 4750 
+Q 2769 4750 3195 4129 
+Q 3622 3509 3622 2328 
+Q 3622 1225 3098 567 
+Q 2575 -91 1691 -91 
+Q 1453 -91 1209 -44 
+Q 966 3 703 97 
+z
+M 1959 2075 
+Q 2384 2075 2632 2365 
+Q 2881 2656 2881 3163 
+Q 2881 3666 2632 3958 
+Q 2384 4250 1959 4250 
+Q 1534 4250 1286 3958 
+Q 1038 3666 1038 3163 
+Q 1038 2656 1286 2365 
+Q 1534 2075 1959 2075 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m8ecb39ac02" x="72" y="305.128729" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.095 -->
+      <g transform="translate(36.371875 308.927947) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m8ecb39ac02" x="72" y="266.411213" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.100 -->
+      <g transform="translate(36.371875 270.210432) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m8ecb39ac02" x="72" y="227.693697" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 0.105 -->
+      <g transform="translate(36.371875 231.492916) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m8ecb39ac02" x="72" y="188.976181" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 0.110 -->
+      <g transform="translate(36.371875 192.7754) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#m8ecb39ac02" x="72" y="150.258665" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- 0.115 -->
+      <g transform="translate(36.371875 154.057884) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#m8ecb39ac02" x="72" y="111.54115" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_17">
+      <!-- 0.120 -->
+      <g transform="translate(36.371875 115.340368) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_17">
+      <g>
+       <use xlink:href="#m8ecb39ac02" x="72" y="72.823634" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_18">
+      <!-- 0.125 -->
+      <g transform="translate(36.371875 76.622853) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_19">
+     <!-- Savings Rate -->
+     <g transform="translate(30.292188 250.745937) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-53"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(63.476562 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(124.755859 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(183.935547 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(211.71875 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(275.097656 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(338.574219 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(390.673828 0)"/>
+      <use xlink:href="#DejaVuSans-52" transform="translate(422.460938 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(489.693359 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(550.972656 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(590.181641 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_18">
+    <path d="M 92.290909 369.36 
+L 113.649761 314.309638 
+L 135.008612 277.889667 
+L 156.367464 250.434016 
+L 177.726316 243.394932 
+L 199.085167 220.260248 
+L 220.444019 233.770056 
+L 241.802871 207.621348 
+L 263.161722 212.700539 
+L 284.520574 208.037779 
+L 305.879426 177.562908 
+L 327.238278 188.300504 
+L 348.597129 163.782876 
+L 369.955981 150.074475 
+L 391.314833 133.933351 
+L 412.673684 150.207658 
+L 434.032536 125.335066 
+L 455.391388 122.893759 
+L 476.750239 108.523332 
+L 498.109091 66.96 
+" clip-path="url(#pd966cc692f)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_20">
+    <!-- Saving Rate at age 65, by Vigntile of Lifetime Income Growth -->
+    <g transform="translate(111.380625 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2c" d="M 750 794 
+L 1409 794 
+L 1409 256 
+L 897 -744 
+L 494 -744 
+L 750 256 
+L 750 794 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-62" d="M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+M 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2969 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-53"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(63.476562 0)"/>
+     <use xlink:href="#DejaVuSans-76" transform="translate(124.755859 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(183.935547 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(211.71875 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(275.097656 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(338.574219 0)"/>
+     <use xlink:href="#DejaVuSans-52" transform="translate(370.361328 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(437.59375 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(498.873047 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(538.082031 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(599.605469 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(631.392578 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(692.671875 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(731.880859 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(763.667969 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(824.947266 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(888.423828 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(949.947266 0)"/>
+     <use xlink:href="#DejaVuSans-36" transform="translate(981.734375 0)"/>
+     <use xlink:href="#DejaVuSans-35" transform="translate(1045.357422 0)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(1108.980469 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1140.767578 0)"/>
+     <use xlink:href="#DejaVuSans-62" transform="translate(1172.554688 0)"/>
+     <use xlink:href="#DejaVuSans-79" transform="translate(1236.03125 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1295.210938 0)"/>
+     <use xlink:href="#DejaVuSans-56" transform="translate(1326.998047 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1393.15625 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(1420.939453 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1484.416016 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1547.794922 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1587.003906 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(1614.787109 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1642.570312 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1704.09375 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1735.880859 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(1797.0625 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1832.267578 0)"/>
+     <use xlink:href="#DejaVuSans-4c" transform="translate(1864.054688 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1919.767578 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(1947.550781 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1982.755859 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(2044.279297 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(2083.488281 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(2111.271484 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(2208.683594 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2270.207031 0)"/>
+     <use xlink:href="#DejaVuSans-49" transform="translate(2301.994141 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(2331.486328 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(2394.865234 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2449.845703 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(2511.027344 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(2608.439453 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2669.962891 0)"/>
+     <use xlink:href="#DejaVuSans-47" transform="translate(2701.75 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(2779.240234 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2818.103516 0)"/>
+     <use xlink:href="#DejaVuSans-77" transform="translate(2879.285156 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(2961.072266 0)"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(3000.28125 0)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pd966cc692f">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.jpg b/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.jpg
new file mode 100644
index 00000000..6e675496
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.jpg differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.pdf b/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.pdf
new file mode 100644
index 00000000..07d831cf
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.pdf differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.png b/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.png
new file mode 100644
index 00000000..12ffc757
Binary files /dev/null and b/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.png differ
diff --git a/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.svg b/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.svg
new file mode 100644
index 00000000..bfc7c71a
--- /dev/null
+++ b/notebooks/Figures/LifeCycleModelTheoryVsData/wealthDistn.svg
@@ -0,0 +1,972 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 92.290909 384.48 
+L 100.407273 384.48 
+L 100.407273 383.28603 
+L 92.290909 383.28603 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 100.407273 384.48 
+L 108.523636 384.48 
+L 108.523636 384.48 
+L 100.407273 384.48 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 108.523636 384.48 
+L 116.64 384.48 
+L 116.64 384.48 
+L 108.523636 384.48 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 116.64 384.48 
+L 124.756364 384.48 
+L 124.756364 384.08201 
+L 116.64 384.08201 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 124.756364 384.48 
+L 132.872727 384.48 
+L 132.872727 384.48 
+L 124.756364 384.48 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_8">
+    <path d="M 132.872727 384.48 
+L 140.989091 384.48 
+L 140.989091 384.08201 
+L 132.872727 384.08201 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_9">
+    <path d="M 140.989091 384.48 
+L 149.105455 384.48 
+L 149.105455 384.08201 
+L 140.989091 384.08201 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_10">
+    <path d="M 149.105455 384.48 
+L 157.221818 384.48 
+L 157.221818 383.68402 
+L 149.105455 383.68402 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_11">
+    <path d="M 157.221818 384.48 
+L 165.338182 384.48 
+L 165.338182 384.08201 
+L 157.221818 384.08201 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_12">
+    <path d="M 165.338182 384.48 
+L 173.454545 384.48 
+L 173.454545 382.88804 
+L 165.338182 382.88804 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_13">
+    <path d="M 173.454545 384.48 
+L 181.570909 384.48 
+L 181.570909 383.28603 
+L 173.454545 383.28603 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_14">
+    <path d="M 181.570909 384.48 
+L 189.687273 384.48 
+L 189.687273 383.28603 
+L 181.570909 383.28603 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_15">
+    <path d="M 189.687273 384.48 
+L 197.803636 384.48 
+L 197.803636 382.88804 
+L 189.687273 382.88804 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_16">
+    <path d="M 197.803636 384.48 
+L 205.92 384.48 
+L 205.92 381.29608 
+L 197.803636 381.29608 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_17">
+    <path d="M 205.92 384.48 
+L 214.036364 384.48 
+L 214.036364 380.89809 
+L 205.92 380.89809 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_18">
+    <path d="M 214.036364 384.48 
+L 222.152727 384.48 
+L 222.152727 379.704121 
+L 214.036364 379.704121 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_19">
+    <path d="M 222.152727 384.48 
+L 230.269091 384.48 
+L 230.269091 377.714171 
+L 222.152727 377.714171 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_20">
+    <path d="M 230.269091 384.48 
+L 238.385455 384.48 
+L 238.385455 378.510151 
+L 230.269091 378.510151 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_21">
+    <path d="M 238.385455 384.48 
+L 246.501818 384.48 
+L 246.501818 377.316181 
+L 238.385455 377.316181 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_22">
+    <path d="M 246.501818 384.48 
+L 254.618182 384.48 
+L 254.618182 368.162412 
+L 246.501818 368.162412 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_23">
+    <path d="M 254.618182 384.48 
+L 262.734545 384.48 
+L 262.734545 368.958392 
+L 254.618182 368.958392 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_24">
+    <path d="M 262.734545 384.48 
+L 270.850909 384.48 
+L 270.850909 366.570452 
+L 262.734545 366.570452 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_25">
+    <path d="M 270.850909 384.48 
+L 278.967273 384.48 
+L 278.967273 355.028744 
+L 270.850909 355.028744 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_26">
+    <path d="M 278.967273 384.48 
+L 287.083636 384.48 
+L 287.083636 346.670955 
+L 278.967273 346.670955 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_27">
+    <path d="M 287.083636 384.48 
+L 295.2 384.48 
+L 295.2 338.313166 
+L 287.083636 338.313166 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_28">
+    <path d="M 295.2 384.48 
+L 303.316364 384.48 
+L 303.316364 325.975477 
+L 295.2 325.975477 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_29">
+    <path d="M 303.316364 384.48 
+L 311.432727 384.48 
+L 311.432727 304.48402 
+L 303.316364 304.48402 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_30">
+    <path d="M 311.432727 384.48 
+L 319.549091 384.48 
+L 319.549091 283.788543 
+L 311.432727 283.788543 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_31">
+    <path d="M 319.549091 384.48 
+L 327.665455 384.48 
+L 327.665455 257.521206 
+L 319.549091 257.521206 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_32">
+    <path d="M 327.665455 384.48 
+L 335.781818 384.48 
+L 335.781818 233.641809 
+L 327.665455 233.641809 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_33">
+    <path d="M 335.781818 384.48 
+L 343.898182 384.48 
+L 343.898182 205.782513 
+L 335.781818 205.782513 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_34">
+    <path d="M 343.898182 384.48 
+L 352.014545 384.48 
+L 352.014545 176.331256 
+L 343.898182 176.331256 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_35">
+    <path d="M 352.014545 384.48 
+L 360.130909 384.48 
+L 360.130909 143.29809 
+L 352.014545 143.29809 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_36">
+    <path d="M 360.130909 384.48 
+L 368.247273 384.48 
+L 368.247273 117.428744 
+L 360.130909 117.428744 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_37">
+    <path d="M 368.247273 384.48 
+L 376.363636 384.48 
+L 376.363636 88.773467 
+L 368.247273 88.773467 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_38">
+    <path d="M 376.363636 384.48 
+L 384.48 384.48 
+L 384.48 90.365427 
+L 376.363636 90.365427 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_39">
+    <path d="M 384.48 384.48 
+L 392.596364 384.48 
+L 392.596364 67.68 
+L 384.48 67.68 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_40">
+    <path d="M 392.596364 384.48 
+L 400.712727 384.48 
+L 400.712727 99.121206 
+L 392.596364 99.121206 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_41">
+    <path d="M 400.712727 384.48 
+L 408.829091 384.48 
+L 408.829091 135.736281 
+L 400.712727 135.736281 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_42">
+    <path d="M 408.829091 384.48 
+L 416.945455 384.48 
+L 416.945455 158.819698 
+L 408.829091 158.819698 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_43">
+    <path d="M 416.945455 384.48 
+L 425.061818 384.48 
+L 425.061818 191.852864 
+L 416.945455 191.852864 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_44">
+    <path d="M 425.061818 384.48 
+L 433.178182 384.48 
+L 433.178182 243.591558 
+L 425.061818 243.591558 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_45">
+    <path d="M 433.178182 384.48 
+L 441.294545 384.48 
+L 441.294545 277.420704 
+L 433.178182 277.420704 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_46">
+    <path d="M 441.294545 384.48 
+L 449.410909 384.48 
+L 449.410909 301.69809 
+L 441.294545 301.69809 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_47">
+    <path d="M 449.410909 384.48 
+L 457.527273 384.48 
+L 457.527273 329.955377 
+L 449.410909 329.955377 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_48">
+    <path d="M 457.527273 384.48 
+L 465.643636 384.48 
+L 465.643636 352.242814 
+L 457.527273 352.242814 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_49">
+    <path d="M 465.643636 384.48 
+L 473.76 384.48 
+L 473.76 365.376482 
+L 465.643636 365.376482 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_50">
+    <path d="M 473.76 384.48 
+L 481.876364 384.48 
+L 481.876364 375.326231 
+L 473.76 375.326231 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_51">
+    <path d="M 481.876364 384.48 
+L 489.992727 384.48 
+L 489.992727 380.89809 
+L 481.876364 380.89809 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="patch_52">
+    <path d="M 489.992727 384.48 
+L 498.109091 384.48 
+L 498.109091 382.88804 
+L 489.992727 382.88804 
+z
+" clip-path="url(#pd0c089acd3)" style="fill: #1f77b4"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m5cea351ff1" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m5cea351ff1" x="96.844885" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.87 -->
+      <g transform="translate(85.712072 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m5cea351ff1" x="154.498788" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.88 -->
+      <g transform="translate(143.365975 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m5cea351ff1" x="212.152691" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.89 -->
+      <g transform="translate(201.019878 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-39" d="M 703 97 
+L 703 672 
+Q 941 559 1184 500 
+Q 1428 441 1663 441 
+Q 2288 441 2617 861 
+Q 2947 1281 2994 2138 
+Q 2813 1869 2534 1725 
+Q 2256 1581 1919 1581 
+Q 1219 1581 811 2004 
+Q 403 2428 403 3163 
+Q 403 3881 828 4315 
+Q 1253 4750 1959 4750 
+Q 2769 4750 3195 4129 
+Q 3622 3509 3622 2328 
+Q 3622 1225 3098 567 
+Q 2575 -91 1691 -91 
+Q 1453 -91 1209 -44 
+Q 966 3 703 97 
+z
+M 1959 2075 
+Q 2384 2075 2632 2365 
+Q 2881 2656 2881 3163 
+Q 2881 3666 2632 3958 
+Q 2384 4250 1959 4250 
+Q 1534 4250 1286 3958 
+Q 1038 3666 1038 3163 
+Q 1038 2656 1286 2365 
+Q 1534 2075 1959 2075 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m5cea351ff1" x="269.806594" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.90 -->
+      <g transform="translate(258.673782 399.078438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m5cea351ff1" x="327.460497" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 0.91 -->
+      <g transform="translate(316.327685 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m5cea351ff1" x="385.1144" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 0.92 -->
+      <g transform="translate(373.981588 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m5cea351ff1" x="442.768304" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.93 -->
+      <g transform="translate(431.635491 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m5cea351ff1" x="500.422207" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.94 -->
+      <g transform="translate(489.289394 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_9">
+      <defs>
+       <path id="m9b88de43d6" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m9b88de43d6" x="72" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0 -->
+      <g transform="translate(58.6375 388.279219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m9b88de43d6" x="72" y="329.21401" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 10 -->
+      <g transform="translate(52.275 333.013229) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m9b88de43d6" x="72" y="273.948021" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 20 -->
+      <g transform="translate(52.275 277.74724) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m9b88de43d6" x="72" y="218.682031" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 30 -->
+      <g transform="translate(52.275 222.48125) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m9b88de43d6" x="72" y="163.416042" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 40 -->
+      <g transform="translate(52.275 167.21526) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m9b88de43d6" x="72" y="108.150052" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 50 -->
+      <g transform="translate(52.275 111.949271) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#m9b88de43d6" x="72" y="52.884062" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 60 -->
+      <g transform="translate(52.275 56.683281) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="patch_53">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_54">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_55">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_56">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pd0c089acd3">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.jpg b/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.jpg
new file mode 100644
index 00000000..2ac4da42
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.jpg differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.pdf b/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.pdf
new file mode 100644
index 00000000..12598957
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.pdf differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.png b/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.png
new file mode 100644
index 00000000..c1f9df71
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.png differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.svg b/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.svg
new file mode 100644
index 00000000..14e2ef30
--- /dev/null
+++ b/notebooks/Figures/Lucas-Asset-Pricing-Model/Eqpfun.svg
@@ -0,0 +1,936 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mba06158e7b" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mba06158e7b" x="73.832727" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.50 -->
+      <g transform="translate(62.699915 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mba06158e7b" x="114.414545" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.75 -->
+      <g transform="translate(103.281733 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mba06158e7b" x="154.996364" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 1.00 -->
+      <g transform="translate(143.863551 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mba06158e7b" x="195.578182" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 1.25 -->
+      <g transform="translate(184.445369 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mba06158e7b" x="236.16" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 1.50 -->
+      <g transform="translate(225.027187 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mba06158e7b" x="276.741818" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 1.75 -->
+      <g transform="translate(265.609006 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mba06158e7b" x="317.323636" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 2.00 -->
+      <g transform="translate(306.190824 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mba06158e7b" x="357.905455" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 2.25 -->
+      <g transform="translate(346.772642 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mba06158e7b" x="398.487273" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 2.50 -->
+      <g transform="translate(387.35446 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_10">
+     <!-- $d_t$ -->
+     <g transform="translate(231.46 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-64" d="M 2675 525 
+Q 2444 222 2128 65 
+Q 1813 -91 1428 -91 
+Q 903 -91 598 267 
+Q 294 625 294 1247 
+Q 294 1766 478 2236 
+Q 663 2706 1013 3078 
+Q 1244 3325 1534 3454 
+Q 1825 3584 2144 3584 
+Q 2481 3584 2739 3421 
+Q 2997 3259 3138 2956 
+L 3513 4863 
+L 4091 4863 
+L 3144 0 
+L 2566 0 
+L 2675 525 
+z
+M 891 1350 
+Q 891 897 1095 644 
+Q 1300 391 1663 391 
+Q 1931 391 2161 520 
+Q 2391 650 2566 903 
+Q 2750 1166 2856 1509 
+Q 2963 1853 2963 2188 
+Q 2963 2622 2758 2865 
+Q 2553 3109 2194 3109 
+Q 1922 3109 1687 2981 
+Q 1453 2853 1288 2613 
+Q 1106 2353 998 2009 
+Q 891 1666 891 1350 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-64" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(63.476562 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_10">
+      <defs>
+       <path id="mb32c824764" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mb32c824764" x="57.6" y="296.94702" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0 -->
+      <g transform="translate(44.2375 300.746239) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mb32c824764" x="57.6" y="255.129554" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 100 -->
+      <g transform="translate(31.5125 258.928773) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mb32c824764" x="57.6" y="213.312088" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 200 -->
+      <g transform="translate(31.5125 217.111307) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#mb32c824764" x="57.6" y="171.494622" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 300 -->
+      <g transform="translate(31.5125 175.29384) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#mb32c824764" x="57.6" y="129.677156" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 400 -->
+      <g transform="translate(31.5125 133.476374) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#mb32c824764" x="57.6" y="87.859689" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- 500 -->
+      <g transform="translate(31.5125 91.658908) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#mb32c824764" x="57.6" y="46.042223" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_17">
+      <!-- 600 -->
+      <g transform="translate(31.5125 49.841442) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_18">
+     <!-- $P_t$ -->
+     <g transform="translate(25.432812 179.078) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-50" d="M 1081 4666 
+L 2541 4666 
+Q 3178 4666 3512 4369 
+Q 3847 4072 3847 3500 
+Q 3847 2731 3353 2303 
+Q 2859 1875 1966 1875 
+L 1172 1875 
+L 806 0 
+L 172 0 
+L 1081 4666 
+z
+M 1613 4147 
+L 1275 2394 
+L 2069 2394 
+Q 2606 2394 2893 2669 
+Q 3181 2944 3181 3456 
+Q 3181 3784 2986 3965 
+Q 2791 4147 2438 4147 
+L 1613 4147 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-50" transform="translate(0 0.09375)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(60.302734 -16.3125) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_17">
+    <path d="M 73.832727 294.293918 
+L 85.027712 293.665951 
+L 96.222696 292.982213 
+L 107.41768 292.243799 
+L 118.612665 291.452119 
+L 129.807649 290.606865 
+L 141.002633 289.71101 
+L 152.197618 288.764045 
+L 163.392602 287.764493 
+L 174.587586 286.715618 
+L 185.782571 285.619706 
+L 196.977555 284.471119 
+L 208.172539 283.275935 
+L 219.367524 282.033057 
+L 230.562508 280.742055 
+L 241.757492 279.404081 
+L 252.952476 278.018036 
+L 264.147461 276.582625 
+L 275.342445 275.101325 
+L 286.537429 273.577808 
+L 297.732414 272.01013 
+L 308.927398 270.389544 
+L 320.122382 268.729642 
+L 331.317367 267.016078 
+L 342.512351 265.264355 
+L 353.707335 263.46831 
+L 364.90232 261.624718 
+L 376.097304 259.742757 
+L 387.292288 257.818303 
+L 398.487273 255.836502 
+" clip-path="url(#pfea3de4967)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_18">
+    <path d="M 73.832727 295.488 
+L 85.027712 294.885695 
+L 96.222696 294.115776 
+L 107.41768 293.149018 
+L 118.612665 291.955276 
+L 129.807649 290.497292 
+L 141.002633 288.747033 
+L 152.197618 286.663134 
+L 163.392602 284.195412 
+L 174.587586 281.313404 
+L 185.782571 277.985403 
+L 196.977555 274.12797 
+L 208.172539 269.72783 
+L 219.367524 264.726491 
+L 230.562508 259.065815 
+L 241.757492 252.698454 
+L 252.952476 245.553838 
+L 264.147461 237.552654 
+L 275.342445 228.667153 
+L 286.537429 218.882084 
+L 297.732414 208.114384 
+L 308.927398 196.162605 
+L 320.122382 183.157642 
+L 331.317367 168.79219 
+L 342.512351 153.25331 
+L 353.707335 136.360837 
+L 364.90232 117.973948 
+L 376.097304 98.200248 
+L 387.292288 76.878893 
+L 398.487273 53.568 
+" clip-path="url(#pfea3de4967)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 64.6 78.82825 
+L 150.082812 78.82825 
+Q 152.082812 78.82825 152.082812 76.82825 
+L 152.082812 48.472 
+Q 152.082812 46.472 150.082812 46.472 
+L 64.6 46.472 
+Q 62.6 46.472 62.6 48.472 
+L 62.6 76.82825 
+Q 62.6 78.82825 64.6 78.82825 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_19">
+     <path d="M 66.6 54.570437 
+L 76.6 54.570437 
+L 86.6 54.570437 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_19">
+     <!-- Low CRRA -->
+     <g transform="translate(94.6 58.070437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4c" d="M 628 4666 
+L 1259 4666 
+L 1259 531 
+L 3531 531 
+L 3531 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4c"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(53.962891 0)"/>
+      <use xlink:href="#DejaVuSans-77" transform="translate(115.144531 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(196.931641 0)"/>
+      <use xlink:href="#DejaVuSans-43" transform="translate(228.71875 0)"/>
+      <use xlink:href="#DejaVuSans-52" transform="translate(298.542969 0)"/>
+      <use xlink:href="#DejaVuSans-52" transform="translate(368.025391 0)"/>
+      <use xlink:href="#DejaVuSans-41" transform="translate(433.507812 0)"/>
+     </g>
+    </g>
+    <g id="line2d_20">
+     <path d="M 66.6 69.248562 
+L 76.6 69.248562 
+L 86.6 69.248562 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_20">
+     <!-- High CRRA -->
+     <g transform="translate(94.6 72.748562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-48" d="M 628 4666 
+L 1259 4666 
+L 1259 2753 
+L 3553 2753 
+L 3553 4666 
+L 4184 4666 
+L 4184 0 
+L 3553 0 
+L 3553 2222 
+L 1259 2222 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-48"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(75.195312 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(102.978516 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(166.455078 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(229.833984 0)"/>
+      <use xlink:href="#DejaVuSans-43" transform="translate(261.621094 0)"/>
+      <use xlink:href="#DejaVuSans-52" transform="translate(331.445312 0)"/>
+      <use xlink:href="#DejaVuSans-52" transform="translate(400.927734 0)"/>
+      <use xlink:href="#DejaVuSans-41" transform="translate(466.410156 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pfea3de4967">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.jpg b/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.jpg
new file mode 100644
index 00000000..a6f7aec1
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.jpg differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.pdf b/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.pdf
new file mode 100644
index 00000000..9f3d2a76
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.pdf differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.png b/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.png
new file mode 100644
index 00000000..089133a4
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.png differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.svg b/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.svg
new file mode 100644
index 00000000..ff97d2e3
--- /dev/null
+++ b/notebooks/Figures/Lucas-Asset-Pricing-Model/approximation.svg
@@ -0,0 +1,1581 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m898f656936" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m898f656936" x="72.735226" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.6 -->
+      <g transform="translate(64.783663 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m898f656936" x="135.349853" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.8 -->
+      <g transform="translate(127.398291 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m898f656936" x="197.96448" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 1.0 -->
+      <g transform="translate(190.012918 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m898f656936" x="260.579108" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 1.2 -->
+      <g transform="translate(252.627545 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m898f656936" x="323.193735" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 1.4 -->
+      <g transform="translate(315.242172 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m898f656936" x="385.808362" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 1.6 -->
+      <g transform="translate(377.8568 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- $d_t$ -->
+     <g transform="translate(231.46 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-64" d="M 2675 525 
+Q 2444 222 2128 65 
+Q 1813 -91 1428 -91 
+Q 903 -91 598 267 
+Q 294 625 294 1247 
+Q 294 1766 478 2236 
+Q 663 2706 1013 3078 
+Q 1244 3325 1534 3454 
+Q 1825 3584 2144 3584 
+Q 2481 3584 2739 3421 
+Q 2997 3259 3138 2956 
+L 3513 4863 
+L 4091 4863 
+L 3144 0 
+L 2566 0 
+L 2675 525 
+z
+M 891 1350 
+Q 891 897 1095 644 
+Q 1300 391 1663 391 
+Q 1931 391 2161 520 
+Q 2391 650 2566 903 
+Q 2750 1166 2856 1509 
+Q 2963 1853 2963 2188 
+Q 2963 2622 2758 2865 
+Q 2553 3109 2194 3109 
+Q 1922 3109 1687 2981 
+Q 1453 2853 1288 2613 
+Q 1106 2353 998 2009 
+Q 891 1666 891 1350 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-64" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(63.476562 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="mefc49be18e" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mefc49be18e" x="57.6" y="295.495359" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0 -->
+      <g transform="translate(44.2375 299.294578) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mefc49be18e" x="57.6" y="265.354743" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 250 -->
+      <g transform="translate(31.5125 269.153962) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mefc49be18e" x="57.6" y="235.214127" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 500 -->
+      <g transform="translate(31.5125 239.013346) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#mefc49be18e" x="57.6" y="205.073511" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 750 -->
+      <g transform="translate(31.5125 208.872729) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-37"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mefc49be18e" x="57.6" y="174.932895" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1000 -->
+      <g transform="translate(25.15 178.732113) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mefc49be18e" x="57.6" y="144.792278" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1250 -->
+      <g transform="translate(25.15 148.591497) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#mefc49be18e" x="57.6" y="114.651662" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 1500 -->
+      <g transform="translate(25.15 118.450881) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#mefc49be18e" x="57.6" y="84.511046" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 1750 -->
+      <g transform="translate(25.15 88.310265) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#mefc49be18e" x="57.6" y="54.37043" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- 2000 -->
+      <g transform="translate(25.15 58.169649) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_17">
+     <!-- $P^*(d_t)$ -->
+     <g transform="translate(19.070312 189.778) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-50" d="M 1081 4666 
+L 2541 4666 
+Q 3178 4666 3512 4369 
+Q 3847 4072 3847 3500 
+Q 3847 2731 3353 2303 
+Q 2859 1875 1966 1875 
+L 1172 1875 
+L 806 0 
+L 172 0 
+L 1081 4666 
+z
+M 1613 4147 
+L 1275 2394 
+L 2069 2394 
+Q 2606 2394 2893 2669 
+Q 3181 2944 3181 3456 
+Q 3181 3784 2986 3965 
+Q 2791 4147 2438 4147 
+L 1613 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2a" d="M 3009 3897 
+L 1888 3291 
+L 3009 2681 
+L 2828 2375 
+L 1778 3009 
+L 1778 1831 
+L 1422 1831 
+L 1422 3009 
+L 372 2375 
+L 191 2681 
+L 1313 3291 
+L 191 3897 
+L 372 4206 
+L 1422 3572 
+L 1422 4750 
+L 1778 4750 
+L 1778 3572 
+L 2828 4206 
+L 3009 3897 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-50" transform="translate(0 0.765625)"/>
+      <use xlink:href="#DejaVuSans-2a" transform="translate(80.957201 39.046875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(132.329271 0.765625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-64" transform="translate(171.342943 0.765625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(234.819505 -15.640625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(265.000169 0.765625)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_16">
+    <path d="M 73.832727 295.488 
+L 75.750898 295.487218 
+L 77.688541 295.486352 
+L 79.645857 295.485395 
+L 81.623043 295.484336 
+L 83.620302 295.483165 
+L 85.637838 295.481868 
+L 87.675856 295.480435 
+L 89.734564 295.478848 
+L 91.814173 295.477093 
+L 93.914894 295.475152 
+L 96.036943 295.473004 
+L 98.180534 295.470628 
+L 100.345888 295.467999 
+L 102.533226 295.465091 
+L 104.742769 295.461874 
+L 106.974744 295.458315 
+L 109.229379 295.454378 
+L 111.506903 295.450022 
+L 113.807549 295.445203 
+L 116.131551 295.439872 
+L 118.479147 295.433975 
+L 120.850577 295.427451 
+L 123.246082 295.420233 
+L 125.665906 295.412248 
+L 128.110297 295.403414 
+L 130.579504 295.393641 
+L 133.073778 295.38283 
+L 135.593375 295.370869 
+L 138.138552 295.357638 
+L 140.709568 295.343 
+L 143.306685 295.326806 
+L 145.930168 295.30889 
+L 148.580286 295.289071 
+L 151.257308 295.267145 
+L 153.961508 295.242889 
+L 156.693162 295.216054 
+L 159.452547 295.186368 
+L 162.239947 295.153526 
+L 165.055645 295.117193 
+L 167.899928 295.076998 
+L 170.773087 295.032532 
+L 173.675415 294.983339 
+L 176.607208 294.928917 
+L 179.568765 294.868712 
+L 182.560388 294.802107 
+L 185.582383 294.728422 
+L 188.635058 294.646906 
+L 191.718724 294.556726 
+L 194.833696 294.456961 
+L 197.980292 294.346592 
+L 201.158833 294.224492 
+L 204.369643 294.089414 
+L 207.61305 293.939979 
+L 210.889385 293.774661 
+L 214.198981 293.591772 
+L 217.542177 293.389444 
+L 220.919314 293.165611 
+L 224.330737 292.917987 
+L 227.776792 292.644044 
+L 231.257833 292.340983 
+L 234.774214 292.005712 
+L 238.326294 291.634805 
+L 241.914436 291.224475 
+L 245.539004 290.770532 
+L 249.200371 290.26834 
+L 252.898908 289.712772 
+L 256.634993 289.098153 
+L 260.409008 288.418208 
+L 264.221338 287.665993 
+L 268.072371 286.833827 
+L 271.9625 285.913212 
+L 275.892123 284.894746 
+L 279.86164 283.76803 
+L 283.871457 282.521558 
+L 287.921982 281.142601 
+L 292.013628 279.617078 
+L 296.146814 277.92941 
+L 300.321961 276.062364 
+L 304.539495 273.996873 
+L 308.799845 271.711846 
+L 313.103448 269.183948 
+L 317.450742 266.387366 
+L 321.842171 263.293541 
+L 326.278182 259.87088 
+L 330.759228 256.084432 
+L 335.285767 251.89553 
+L 339.85826 247.261399 
+L 344.477174 242.134717 
+L 349.14298 236.463131 
+L 353.856154 230.188725 
+L 358.617178 223.247425 
+L 363.426536 215.56835 
+L 368.28472 207.073083 
+L 373.192225 197.674872 
+L 378.149552 187.277746 
+L 383.157207 175.775532 
+L 388.2157 163.050773 
+L 393.325548 148.973527 
+L 398.487273 133.400042 
+" clip-path="url(#p66b1d00af8)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_17">
+    <path d="M 73.832727 295.484818 
+L 75.750898 295.483697 
+L 77.688541 295.482458 
+L 79.645857 295.481087 
+L 81.623043 295.47957 
+L 83.620302 295.477891 
+L 85.637838 295.476035 
+L 87.675856 295.473981 
+L 89.734564 295.471709 
+L 91.814173 295.469195 
+L 93.914894 295.466414 
+L 96.036943 295.463337 
+L 98.180534 295.459934 
+L 100.345888 295.456168 
+L 102.533226 295.452003 
+L 104.742769 295.447395 
+L 106.974744 295.442297 
+L 109.229379 295.436657 
+L 111.506903 295.430418 
+L 113.807549 295.423515 
+L 116.131551 295.415879 
+L 118.479147 295.407431 
+L 120.850577 295.398085 
+L 123.246082 295.387746 
+L 125.665906 295.376309 
+L 128.110297 295.363655 
+L 130.579504 295.349656 
+L 133.073778 295.33417 
+L 135.593375 295.317037 
+L 138.138552 295.298084 
+L 140.709568 295.277116 
+L 143.306685 295.25392 
+L 145.930168 295.228257 
+L 148.580286 295.199868 
+L 151.257308 295.168461 
+L 153.961508 295.133715 
+L 156.693162 295.095277 
+L 159.452547 295.052753 
+L 162.239947 295.00571 
+L 165.055645 294.953666 
+L 167.899928 294.89609 
+L 170.773087 294.832395 
+L 173.675415 294.76193 
+L 176.607208 294.683976 
+L 179.568765 294.597736 
+L 182.560388 294.502329 
+L 185.582383 294.396782 
+L 188.635058 294.280017 
+L 191.718724 294.150841 
+L 194.833696 294.007935 
+L 197.980292 293.84984 
+L 201.158833 293.674941 
+L 204.369643 293.481453 
+L 207.61305 293.2674 
+L 210.889385 293.030595 
+L 214.198981 292.76862 
+L 217.542177 292.478801 
+L 220.919314 292.158178 
+L 224.330737 291.803476 
+L 227.776792 291.411074 
+L 231.257833 290.976964 
+L 234.774214 290.496714 
+L 238.326294 289.965419 
+L 241.914436 289.377653 
+L 245.539004 288.727416 
+L 249.200371 288.008066 
+L 252.898908 287.212258 
+L 256.634993 286.331865 
+L 260.409008 285.357897 
+L 264.221338 284.280408 
+L 268.072371 283.088396 
+L 271.9625 281.769687 
+L 275.892123 280.310815 
+L 279.86164 278.696883 
+L 283.871457 276.91141 
+L 287.921982 274.936162 
+L 292.013628 272.75097 
+L 296.146814 270.333519 
+L 300.321961 267.659121 
+L 304.539495 264.700469 
+L 308.799845 261.427347 
+L 313.103448 257.806332 
+L 317.450742 253.800448 
+L 321.842171 249.368787 
+L 326.278182 244.466094 
+L 330.759228 239.042305 
+L 335.285767 233.042033 
+L 339.85826 226.404006 
+L 344.477174 219.060436 
+L 349.14298 210.936335 
+L 353.856154 201.948741 
+L 358.617178 192.005876 
+L 363.426536 181.006205 
+L 368.28472 168.837402 
+L 373.192225 155.375205 
+L 378.149552 140.482139 
+L 383.157207 124.006123 
+L 388.2157 105.778906 
+L 393.325548 85.614359 
+L 398.487273 63.306566 
+" clip-path="url(#p66b1d00af8)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_18">
+    <path d="M 73.832727 295.484376 
+L 75.750898 295.483208 
+L 77.688541 295.481917 
+L 79.645857 295.480488 
+L 81.623043 295.478907 
+L 83.620302 295.477159 
+L 85.637838 295.475224 
+L 87.675856 295.473084 
+L 89.734564 295.470717 
+L 91.814173 295.468097 
+L 93.914894 295.4652 
+L 96.036943 295.461994 
+L 98.180534 295.458448 
+L 100.345888 295.454525 
+L 102.533226 295.450185 
+L 104.742769 295.445383 
+L 106.974744 295.440071 
+L 109.229379 295.434195 
+L 111.506903 295.427694 
+L 113.807549 295.420502 
+L 116.131551 295.412545 
+L 118.479147 295.403743 
+L 120.850577 295.394006 
+L 123.246082 295.383233 
+L 125.665906 295.371315 
+L 128.110297 295.358131 
+L 130.579504 295.343545 
+L 133.073778 295.327409 
+L 135.593375 295.309558 
+L 138.138552 295.28981 
+L 140.709568 295.267962 
+L 143.306685 295.243793 
+L 145.930168 295.217055 
+L 148.580286 295.187474 
+L 151.257308 295.15475 
+L 153.961508 295.118547 
+L 156.693162 295.078497 
+L 159.452547 295.034189 
+L 162.239947 294.985172 
+L 165.055645 294.930946 
+L 167.899928 294.870956 
+L 170.773087 294.804589 
+L 173.675415 294.731169 
+L 176.607208 294.649945 
+L 179.568765 294.560087 
+L 182.560388 294.460679 
+L 185.582383 294.350705 
+L 188.635058 294.229043 
+L 191.718724 294.094449 
+L 194.833696 293.945549 
+L 197.980292 293.780823 
+L 201.158833 293.598589 
+L 204.369643 293.396985 
+L 207.61305 293.173954 
+L 210.889385 292.927216 
+L 214.198981 292.654254 
+L 217.542177 292.352279 
+L 220.919314 292.018208 
+L 224.330737 291.648629 
+L 227.776792 291.239769 
+L 231.257833 290.787451 
+L 234.774214 290.287058 
+L 238.326294 289.733479 
+L 241.914436 289.121062 
+L 245.539004 288.443552 
+L 249.200371 287.69403 
+L 252.898908 286.864844 
+L 256.634993 285.947526 
+L 260.409008 284.932707 
+L 264.221338 283.810026 
+L 268.072371 282.568017 
+L 271.9625 281.193998 
+L 275.892123 279.673938 
+L 279.86164 277.992314 
+L 283.871457 276.131953 
+L 287.921982 274.073859 
+L 292.013628 271.797015 
+L 296.146814 269.278169 
+L 300.321961 266.491602 
+L 304.539495 263.408856 
+L 308.799845 259.998451 
+L 313.103448 256.225562 
+L 317.450742 252.051661 
+L 321.842171 247.434126 
+L 326.278182 242.325802 
+L 330.759228 236.674526 
+L 335.285767 230.422588 
+L 339.85826 223.506145 
+L 344.477174 215.854569 
+L 349.14298 207.389723 
+L 353.856154 198.025168 
+L 358.617178 187.665274 
+L 363.426536 176.20425 
+L 368.28472 163.525058 
+L 373.192225 149.498223 
+L 378.149552 133.980506 
+L 383.157207 116.813445 
+L 388.2157 97.821734 
+L 393.325548 76.811437 
+L 398.487273 53.568 
+" clip-path="url(#p66b1d00af8)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_19">
+    <defs>
+     <path id="m2e65351649" d="M 0 -3 
+L -0.673542 -0.927051 
+L -2.85317 -0.927051 
+L -1.089814 0.354102 
+L -1.763356 2.427051 
+L -0 1.145898 
+L 1.763356 2.427051 
+L 1.089814 0.354102 
+L 2.85317 -0.927051 
+L 0.673542 -0.927051 
+z
+" style="stroke: #d62728; stroke-linejoin: bevel"/>
+    </defs>
+    <g clip-path="url(#p66b1d00af8)">
+     <use xlink:href="#m2e65351649" x="73.832727" y="295.484452" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="75.750898" y="295.483293" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="77.688541" y="295.48201" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="79.645857" y="295.480592" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="81.623043" y="295.479022" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="83.620302" y="295.477286" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="85.637838" y="295.475365" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="87.675856" y="295.47324" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="89.734564" y="295.470888" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="91.814173" y="295.468288" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="93.914894" y="295.46541" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="96.036943" y="295.462227" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="98.180534" y="295.458705" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="100.345888" y="295.45481" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="102.533226" y="295.4505" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="104.742769" y="295.445732" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="106.974744" y="295.440457" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="109.229379" y="295.434621" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="111.506903" y="295.428166" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="113.807549" y="295.421024" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="116.131551" y="295.413123" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="118.479147" y="295.404382" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="120.850577" y="295.394713" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="123.246082" y="295.384015" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="125.665906" y="295.372181" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="128.110297" y="295.359088" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="130.579504" y="295.344604" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="133.073778" y="295.328581" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="135.593375" y="295.310854" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="138.138552" y="295.291244" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="140.709568" y="295.269549" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="143.306685" y="295.245548" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="145.930168" y="295.218996" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="148.580286" y="295.189622" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="151.257308" y="295.157126" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="153.961508" y="295.121176" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="156.693162" y="295.081405" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="159.452547" y="295.037406" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="162.239947" y="294.988731" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="165.055645" y="294.934883" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="167.899928" y="294.875311" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="170.773087" y="294.809408" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="173.675415" y="294.736499" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="176.607208" y="294.655842" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="179.568765" y="294.566612" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="182.560388" y="294.467897" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="185.582383" y="294.35869" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="188.635058" y="294.237876" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="191.718724" y="294.104221" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="194.833696" y="293.95636" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="197.980292" y="293.792783" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="201.158833" y="293.61182" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="204.369643" y="293.411623" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="207.61305" y="293.190147" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="210.889385" y="292.945131" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="214.198981" y="292.674073" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="217.542177" y="292.374205" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="220.919314" y="292.042464" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="224.330737" y="291.675463" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="227.776792" y="291.269455" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="231.257833" y="290.820293" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="234.774214" y="290.32339" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="238.326294" y="289.773673" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="241.914436" y="289.165527" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="245.539004" y="288.492743" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="249.200371" y="287.748451" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="252.898908" y="286.925049" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="256.634993" y="286.014129" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="260.409008" y="285.00639" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="264.221338" y="283.89154" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="268.072371" y="282.658196" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="271.9625" y="281.293761" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="275.892123" y="279.784305" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="279.86164" y="278.114411" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="283.871457" y="276.267028" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="287.921982" y="274.223291" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="292.013628" y="271.962329" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="296.146814" y="269.461055" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="300.321961" y="266.693925" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="304.539495" y="263.632684" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="308.799845" y="260.24607" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="313.103448" y="256.499499" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="317.450742" y="252.354715" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="321.842171" y="247.76939" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="326.278182" y="242.696701" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="330.759228" y="237.084847" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="335.285767" y="230.876521" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="339.85826" y="224.008326" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="344.477174" y="216.410125" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="349.14298" y="208.004328" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="353.856154" y="198.705097" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="358.617178" y="188.417472" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="363.426536" y="177.036397" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="368.28472" y="164.445653" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="373.192225" y="150.516666" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="378.149552" y="135.107197" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="383.157207" y="118.059889" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="388.2157" y="99.200661" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="393.325548" y="78.336926" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2e65351649" x="398.487273" y="55.25563" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 64.6 108.1845 
+L 188.482812 108.1845 
+Q 190.482812 108.1845 190.482812 106.1845 
+L 190.482812 48.472 
+Q 190.482812 46.472 188.482812 46.472 
+L 64.6 46.472 
+Q 62.6 46.472 62.6 48.472 
+L 62.6 106.1845 
+Q 62.6 108.1845 64.6 108.1845 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_20">
+     <path d="M 66.6 54.570438 
+L 76.6 54.570438 
+L 86.6 54.570438 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_18">
+     <!-- Num.Sol. $n^\#$ = 1 -->
+     <g transform="translate(94.6 58.070438) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6e" d="M 3566 2113 
+L 3156 0 
+L 2578 0 
+L 2988 2091 
+Q 3016 2238 3031 2350 
+Q 3047 2463 3047 2528 
+Q 3047 2791 2881 2937 
+Q 2716 3084 2419 3084 
+Q 1956 3084 1622 2776 
+Q 1288 2469 1184 1941 
+L 800 0 
+L 225 0 
+L 903 3500 
+L 1478 3500 
+L 1363 2950 
+Q 1603 3253 1940 3418 
+Q 2278 3584 2650 3584 
+Q 3113 3584 3367 3334 
+Q 3622 3084 3622 2631 
+Q 3622 2519 3608 2391 
+Q 3594 2263 3566 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-23" d="M 3272 2816 
+L 2363 2816 
+L 2100 1772 
+L 3016 1772 
+L 3272 2816 
+z
+M 2803 4594 
+L 2478 3297 
+L 3391 3297 
+L 3719 4594 
+L 4219 4594 
+L 3897 3297 
+L 4872 3297 
+L 4872 2816 
+L 3775 2816 
+L 3519 1772 
+L 4513 1772 
+L 4513 1294 
+L 3397 1294 
+L 3072 0 
+L 2572 0 
+L 2894 1294 
+L 1978 1294 
+L 1656 0 
+L 1153 0 
+L 1478 1294 
+L 494 1294 
+L 494 1772 
+L 1594 1772 
+L 1856 2816 
+L 850 2816 
+L 850 3297 
+L 1978 3297 
+L 2297 4594 
+L 2803 4594 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-3d" d="M 678 2906 
+L 4684 2906 
+L 4684 2381 
+L 678 2381 
+L 678 2906 
+z
+M 678 1631 
+L 4684 1631 
+L 4684 1100 
+L 678 1100 
+L 678 1631 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e" transform="translate(0 0.471875)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(74.804688 0.471875)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(138.183594 0.471875)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(235.595703 0.471875)"/>
+      <use xlink:href="#DejaVuSans-53" transform="translate(267.382812 0.471875)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(330.859375 0.471875)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(392.041016 0.471875)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(419.824219 0.471875)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(451.611328 0.471875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6e" transform="translate(483.398438 0.471875)"/>
+      <use xlink:href="#DejaVuSans-23" transform="translate(551.42724 38.753125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(612.813958 0.471875)"/>
+      <use xlink:href="#DejaVuSans-3d" transform="translate(644.601068 0.471875)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(728.39013 0.471875)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(760.17724 0.471875)"/>
+     </g>
+    </g>
+    <g id="line2d_21">
+     <path d="M 66.6 69.248563 
+L 76.6 69.248563 
+L 86.6 69.248563 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_19">
+     <!-- Num.Sol. $n^\#$ = 2 -->
+     <g transform="translate(94.6 72.748563) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-4e" transform="translate(0 0.471875)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(74.804688 0.471875)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(138.183594 0.471875)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(235.595703 0.471875)"/>
+      <use xlink:href="#DejaVuSans-53" transform="translate(267.382812 0.471875)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(330.859375 0.471875)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(392.041016 0.471875)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(419.824219 0.471875)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(451.611328 0.471875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6e" transform="translate(483.398438 0.471875)"/>
+      <use xlink:href="#DejaVuSans-23" transform="translate(551.42724 38.753125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(612.813958 0.471875)"/>
+      <use xlink:href="#DejaVuSans-3d" transform="translate(644.601068 0.471875)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(728.39013 0.471875)"/>
+      <use xlink:href="#DejaVuSans-32" transform="translate(760.17724 0.471875)"/>
+     </g>
+    </g>
+    <g id="line2d_22">
+     <path d="M 66.6 83.926688 
+L 76.6 83.926688 
+L 86.6 83.926688 
+" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_20">
+     <!-- Num.Sol. $n^\#$ = 10 -->
+     <g transform="translate(94.6 87.426688) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-4e" transform="translate(0 0.471875)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(74.804688 0.471875)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(138.183594 0.471875)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(235.595703 0.471875)"/>
+      <use xlink:href="#DejaVuSans-53" transform="translate(267.382812 0.471875)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(330.859375 0.471875)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(392.041016 0.471875)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(419.824219 0.471875)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(451.611328 0.471875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6e" transform="translate(483.398438 0.471875)"/>
+      <use xlink:href="#DejaVuSans-23" transform="translate(551.42724 38.753125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(612.813958 0.471875)"/>
+      <use xlink:href="#DejaVuSans-3d" transform="translate(644.601068 0.471875)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(728.39013 0.471875)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(760.17724 0.471875)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(823.800286 0.471875)"/>
+     </g>
+    </g>
+    <g id="line2d_23">
+     <g>
+      <use xlink:href="#m2e65351649" x="76.6" y="98.604813" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+     </g>
+    </g>
+    <g id="text_21">
+     <!-- Analytical solution -->
+     <g transform="translate(94.6 102.104813) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-41"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(68.408203 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(131.787109 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(193.066406 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(220.849609 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(280.029297 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(319.238281 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(347.021484 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(402.001953 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(463.28125 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(491.064453 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(522.851562 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(574.951172 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(636.132812 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(663.916016 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(727.294922 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(766.503906 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(794.287109 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(855.46875 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p66b1d00af8">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.jpg b/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.jpg
new file mode 100644
index 00000000..8a70c58f
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.jpg differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.pdf b/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.pdf
new file mode 100644
index 00000000..6c09e028
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.pdf differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.png b/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.png
new file mode 100644
index 00000000..3e17a90d
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.png differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.svg b/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.svg
new file mode 100644
index 00000000..2d5cb753
--- /dev/null
+++ b/notebooks/Figures/Lucas-Asset-Pricing-Model/iidDividends.svg
@@ -0,0 +1,1182 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m317bce5feb" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m317bce5feb" x="72.735226" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.6 -->
+      <g transform="translate(64.783663 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m317bce5feb" x="135.349853" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.8 -->
+      <g transform="translate(127.398291 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m317bce5feb" x="197.96448" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 1.0 -->
+      <g transform="translate(190.012918 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m317bce5feb" x="260.579108" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 1.2 -->
+      <g transform="translate(252.627545 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m317bce5feb" x="323.193735" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 1.4 -->
+      <g transform="translate(315.242172 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m317bce5feb" x="385.808362" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 1.6 -->
+      <g transform="translate(377.8568 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- $d_t$ -->
+     <g transform="translate(231.46 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-64" d="M 2675 525 
+Q 2444 222 2128 65 
+Q 1813 -91 1428 -91 
+Q 903 -91 598 267 
+Q 294 625 294 1247 
+Q 294 1766 478 2236 
+Q 663 2706 1013 3078 
+Q 1244 3325 1534 3454 
+Q 1825 3584 2144 3584 
+Q 2481 3584 2739 3421 
+Q 2997 3259 3138 2956 
+L 3513 4863 
+L 4091 4863 
+L 3144 0 
+L 2566 0 
+L 2675 525 
+z
+M 891 1350 
+Q 891 897 1095 644 
+Q 1300 391 1663 391 
+Q 1931 391 2161 520 
+Q 2391 650 2566 903 
+Q 2750 1166 2856 1509 
+Q 2963 1853 2963 2188 
+Q 2963 2622 2758 2865 
+Q 2553 3109 2194 3109 
+Q 1922 3109 1687 2981 
+Q 1453 2853 1288 2613 
+Q 1106 2353 998 2009 
+Q 891 1666 891 1350 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-64" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(63.476562 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="ma4e008b9ca" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#ma4e008b9ca" x="57.6" y="276.177203" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 5 -->
+      <g transform="translate(44.2375 279.976422) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#ma4e008b9ca" x="57.6" y="219.013719" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 10 -->
+      <g transform="translate(37.875 222.812937) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#ma4e008b9ca" x="57.6" y="161.850234" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 15 -->
+      <g transform="translate(37.875 165.649453) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#ma4e008b9ca" x="57.6" y="104.68675" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 20 -->
+      <g transform="translate(37.875 108.485969) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#ma4e008b9ca" x="57.6" y="47.523265" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 25 -->
+      <g transform="translate(37.875 51.322484) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_13">
+     <!-- $P^*(d_t)$ -->
+     <g transform="translate(31.795312 189.778) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-50" d="M 1081 4666 
+L 2541 4666 
+Q 3178 4666 3512 4369 
+Q 3847 4072 3847 3500 
+Q 3847 2731 3353 2303 
+Q 2859 1875 1966 1875 
+L 1172 1875 
+L 806 0 
+L 172 0 
+L 1081 4666 
+z
+M 1613 4147 
+L 1275 2394 
+L 2069 2394 
+Q 2606 2394 2893 2669 
+Q 3181 2944 3181 3456 
+Q 3181 3784 2986 3965 
+Q 2791 4147 2438 4147 
+L 1613 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2a" d="M 3009 3897 
+L 1888 3291 
+L 3009 2681 
+L 2828 2375 
+L 1778 3009 
+L 1778 1831 
+L 1422 1831 
+L 1422 3009 
+L 372 2375 
+L 191 2681 
+L 1313 3291 
+L 191 3897 
+L 372 4206 
+L 1422 3572 
+L 1422 4750 
+L 1778 4750 
+L 1778 3572 
+L 2828 4206 
+L 3009 3897 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-50" transform="translate(0 0.765625)"/>
+      <use xlink:href="#DejaVuSans-2a" transform="translate(80.957201 39.046875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(132.329271 0.765625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-64" transform="translate(171.342943 0.765625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(234.819505 -15.640625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(265.000169 0.765625)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_12">
+    <defs>
+     <path id="m2666ea97cb" d="M 0 -3 
+L -0.673542 -0.927051 
+L -2.85317 -0.927051 
+L -1.089814 0.354102 
+L -1.763356 2.427051 
+L -0 1.145898 
+L 1.763356 2.427051 
+L 1.089814 0.354102 
+L 2.85317 -0.927051 
+L 0.673542 -0.927051 
+z
+" style="stroke: #1f77b4; stroke-linejoin: bevel"/>
+    </defs>
+    <g clip-path="url(#p6cf5873636)">
+     <use xlink:href="#m2666ea97cb" x="73.832727" y="295.488" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="75.750898" y="294.715523" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="77.688541" y="293.927281" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="79.645857" y="293.122954" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="81.623043" y="292.302212" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="83.620302" y="291.464721" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="85.637838" y="290.610138" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="87.675856" y="289.738116" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="89.734564" y="288.848298" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="91.814173" y="287.940322" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="93.914894" y="287.013815" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="96.036943" y="286.068402" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="98.180534" y="285.103694" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="100.345888" y="284.1193" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="102.533226" y="283.114816" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="104.742769" y="282.089833" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="106.974744" y="281.043934" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="109.229379" y="279.97669" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="111.506903" y="278.887666" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="113.807549" y="277.776418" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="116.131551" y="276.642492" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="118.479147" y="275.485426" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="120.850577" y="274.304747" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="123.246082" y="273.099973" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="125.665906" y="271.870613" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="128.110297" y="270.616165" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="130.579504" y="269.336116" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="133.073778" y="268.029946" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="135.593375" y="266.697119" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="138.138552" y="265.337093" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="140.709568" y="263.949312" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="143.306685" y="262.53321" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="145.930168" y="261.088209" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="148.580286" y="259.61372" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="151.257308" y="258.109139" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="153.961508" y="256.573855" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="156.693162" y="255.007238" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="159.452547" y="253.408651" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="162.239947" y="251.777441" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="165.055645" y="250.112943" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="167.899928" y="248.414476" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="170.773087" y="246.681347" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="173.675415" y="244.91285" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="176.607208" y="243.108262" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="179.568765" y="241.266847" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="182.560388" y="239.387854" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="185.582383" y="237.470515" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="188.635058" y="235.514048" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="191.718724" y="233.517655" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="194.833696" y="231.48052" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="197.980292" y="229.401812" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="201.158833" y="227.280684" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="204.369643" y="225.116268" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="207.61305" y="222.907683" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="210.889385" y="220.654025" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="214.198981" y="218.354376" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="217.542177" y="216.007798" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="220.919314" y="213.613331" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="224.330737" y="211.17" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="227.776792" y="208.676806" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="231.257833" y="206.132733" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="234.774214" y="203.536741" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="238.326294" y="200.887772" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="241.914436" y="198.184744" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="245.539004" y="195.426554" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="249.200371" y="192.612077" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="252.898908" y="189.740163" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="256.634993" y="186.809641" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="260.409008" y="183.819314" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="264.221338" y="180.767962" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="268.072371" y="177.65434" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="271.9625" y="174.477177" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="275.892123" y="171.235176" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="279.86164" y="167.927014" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="283.871457" y="164.55134" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="287.921982" y="161.106778" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="292.013628" y="157.591921" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="296.146814" y="154.005335" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="300.321961" y="150.345556" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="304.539495" y="146.611089" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="308.799845" y="142.800412" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="313.103448" y="138.911969" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="317.450742" y="134.944172" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="321.842171" y="130.895403" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="326.278182" y="126.764008" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="330.759228" y="122.548302" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="335.285767" y="118.246565" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="339.85826" y="113.85704" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="344.477174" y="109.377935" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="349.14298" y="104.807424" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="353.856154" y="100.14364" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="358.617178" y="95.38468" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="363.426536" y="90.528602" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="368.28472" y="85.573424" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="373.192225" y="80.517122" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="378.149552" y="75.357635" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="383.157207" y="70.092856" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="388.2157" y="64.720636" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="393.325548" y="59.238782" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m2666ea97cb" x="398.487273" y="53.645058" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 73.832727 295.477571 
+L 75.750898 294.704881 
+L 77.688541 293.916423 
+L 79.645857 293.111873 
+L 81.623043 292.290905 
+L 83.620302 291.453183 
+L 85.637838 290.598366 
+L 87.675856 289.726103 
+L 89.734564 288.836041 
+L 91.814173 287.927814 
+L 93.914894 287.001052 
+L 96.036943 286.055378 
+L 98.180534 285.090405 
+L 100.345888 284.105739 
+L 102.533226 283.100978 
+L 104.742769 282.075714 
+L 106.974744 281.029526 
+L 109.229379 279.961987 
+L 111.506903 278.872664 
+L 113.807549 277.76111 
+L 116.131551 276.626871 
+L 118.479147 275.469486 
+L 120.850577 274.288482 
+L 123.246082 273.083376 
+L 125.665906 271.853678 
+L 128.110297 270.598884 
+L 130.579504 269.318483 
+L 133.073778 268.011952 
+L 135.593375 266.678758 
+L 138.138552 265.318358 
+L 140.709568 263.930194 
+L 143.306685 262.513702 
+L 145.930168 261.068303 
+L 148.580286 259.593408 
+L 151.257308 258.088413 
+L 153.961508 256.552705 
+L 156.693162 254.985657 
+L 159.452547 253.38663 
+L 162.239947 251.75497 
+L 165.055645 250.090013 
+L 167.899928 248.391078 
+L 170.773087 246.657472 
+L 173.675415 244.888487 
+L 176.607208 243.083403 
+L 179.568765 241.24148 
+L 182.560388 239.361969 
+L 185.582383 237.444102 
+L 188.635058 235.487096 
+L 191.718724 233.490153 
+L 194.833696 231.452457 
+L 197.980292 229.373177 
+L 201.158833 227.251464 
+L 204.369643 225.086452 
+L 207.61305 222.877258 
+L 210.889385 220.622979 
+L 214.198981 218.322697 
+L 217.542177 215.975472 
+L 220.919314 213.580345 
+L 224.330737 211.136341 
+L 227.776792 208.64246 
+L 231.257833 206.097686 
+L 234.774214 203.500979 
+L 238.326294 200.85128 
+L 241.914436 198.147508 
+L 245.539004 195.388558 
+L 249.200371 192.573305 
+L 252.898908 189.7006 
+L 256.634993 186.769271 
+L 260.409008 183.77812 
+L 264.221338 180.725927 
+L 268.072371 177.611448 
+L 271.9625 174.433409 
+L 275.892123 171.190515 
+L 279.86164 167.881441 
+L 283.871457 164.504838 
+L 287.921982 161.059327 
+L 292.013628 157.543501 
+L 296.146814 153.955927 
+L 300.321961 150.295139 
+L 304.539495 146.559644 
+L 308.799845 142.747917 
+L 313.103448 138.858402 
+L 317.450742 134.889513 
+L 321.842171 130.839628 
+L 326.278182 126.707095 
+L 330.759228 122.490228 
+L 335.285767 118.187305 
+L 339.85826 113.79657 
+L 344.477174 109.316232 
+L 349.14298 104.744462 
+L 353.856154 100.079393 
+L 358.617178 95.319122 
+L 363.426536 90.461706 
+L 368.28472 85.505162 
+L 373.192225 80.447468 
+L 378.149552 75.286559 
+L 383.157207 70.020329 
+L 388.2157 64.646629 
+L 393.325548 59.163265 
+L 398.487273 53.568 
+" clip-path="url(#p6cf5873636)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 64.6 78.82825 
+L 190.382812 78.82825 
+Q 192.382812 78.82825 192.382812 76.82825 
+L 192.382812 48.472 
+Q 192.382812 46.472 190.382812 46.472 
+L 64.6 46.472 
+Q 62.6 46.472 62.6 48.472 
+L 62.6 76.82825 
+Q 62.6 78.82825 64.6 78.82825 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_14">
+     <g>
+      <use xlink:href="#m2666ea97cb" x="76.6" y="54.570437" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Analytical solution -->
+     <g transform="translate(94.6 58.070437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-41"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(68.408203 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(131.787109 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(193.066406 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(220.849609 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(280.029297 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(319.238281 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(347.021484 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(402.001953 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(463.28125 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(491.064453 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(522.851562 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(574.951172 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(636.132812 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(663.916016 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(727.294922 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(766.503906 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(794.287109 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(855.46875 0)"/>
+     </g>
+    </g>
+    <g id="line2d_15">
+     <path d="M 66.6 69.248562 
+L 76.6 69.248562 
+L 86.6 69.248562 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_15">
+     <!-- Numerical solution -->
+     <g transform="translate(94.6 72.748562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(74.804688 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(138.183594 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(235.595703 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(297.119141 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(338.232422 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(366.015625 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(420.996094 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(482.275391 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(510.058594 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(541.845703 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(593.945312 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(655.126953 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(682.910156 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(746.289062 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(785.498047 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(813.28125 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(874.462891 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p6cf5873636">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.jpg b/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.jpg
new file mode 100644
index 00000000..9ebcf5b3
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.jpg differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.pdf b/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.pdf
new file mode 100644
index 00000000..2e4799b2
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.pdf differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.png b/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.png
new file mode 100644
index 00000000..717cc8ae
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.png differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.svg b/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.svg
new file mode 100644
index 00000000..ec88b4c8
--- /dev/null
+++ b/notebooks/Figures/Lucas-Asset-Pricing-Model/logUtility.svg
@@ -0,0 +1,1144 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m3ea85ace51" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m3ea85ace51" x="97.690625" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.5 -->
+      <g transform="translate(89.739062 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m3ea85ace51" x="157.960787" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1.0 -->
+      <g transform="translate(150.009224 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m3ea85ace51" x="218.230949" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 1.5 -->
+      <g transform="translate(210.279387 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m3ea85ace51" x="278.501112" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 2.0 -->
+      <g transform="translate(270.549549 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m3ea85ace51" x="338.771274" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 2.5 -->
+      <g transform="translate(330.819712 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m3ea85ace51" x="399.041437" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 3.0 -->
+      <g transform="translate(391.089874 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- $d_t$ -->
+     <g transform="translate(231.46 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-64" d="M 2675 525 
+Q 2444 222 2128 65 
+Q 1813 -91 1428 -91 
+Q 903 -91 598 267 
+Q 294 625 294 1247 
+Q 294 1766 478 2236 
+Q 663 2706 1013 3078 
+Q 1244 3325 1534 3454 
+Q 1825 3584 2144 3584 
+Q 2481 3584 2739 3421 
+Q 2997 3259 3138 2956 
+L 3513 4863 
+L 4091 4863 
+L 3144 0 
+L 2566 0 
+L 2675 525 
+z
+M 891 1350 
+Q 891 897 1095 644 
+Q 1300 391 1663 391 
+Q 1931 391 2161 520 
+Q 2391 650 2566 903 
+Q 2750 1166 2856 1509 
+Q 2963 1853 2963 2188 
+Q 2963 2622 2758 2865 
+Q 2553 3109 2194 3109 
+Q 1922 3109 1687 2981 
+Q 1453 2853 1288 2613 
+Q 1106 2353 998 2009 
+Q 891 1666 891 1350 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-64" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(63.476562 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m307a9c1a4b" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m307a9c1a4b" x="57.6" y="275.355355" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 10 -->
+      <g transform="translate(37.875 279.154573) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m307a9c1a4b" x="57.6" y="228.10192" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 20 -->
+      <g transform="translate(37.875 231.901139) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m307a9c1a4b" x="57.6" y="180.848486" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 30 -->
+      <g transform="translate(37.875 184.647704) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m307a9c1a4b" x="57.6" y="133.595051" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 40 -->
+      <g transform="translate(37.875 137.39427) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m307a9c1a4b" x="57.6" y="86.341617" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 50 -->
+      <g transform="translate(37.875 90.140835) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_13">
+     <!-- $P^*(d_t)$ -->
+     <g transform="translate(31.795312 189.778) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-50" d="M 1081 4666 
+L 2541 4666 
+Q 3178 4666 3512 4369 
+Q 3847 4072 3847 3500 
+Q 3847 2731 3353 2303 
+Q 2859 1875 1966 1875 
+L 1172 1875 
+L 806 0 
+L 172 0 
+L 1081 4666 
+z
+M 1613 4147 
+L 1275 2394 
+L 2069 2394 
+Q 2606 2394 2893 2669 
+Q 3181 2944 3181 3456 
+Q 3181 3784 2986 3965 
+Q 2791 4147 2438 4147 
+L 1613 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2a" d="M 3009 3897 
+L 1888 3291 
+L 3009 2681 
+L 2828 2375 
+L 1778 3009 
+L 1778 1831 
+L 1422 1831 
+L 1422 3009 
+L 372 2375 
+L 191 2681 
+L 1313 3291 
+L 191 3897 
+L 372 4206 
+L 1422 3572 
+L 1422 4750 
+L 1778 4750 
+L 1778 3572 
+L 2828 4206 
+L 3009 3897 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-50" transform="translate(0 0.765625)"/>
+      <use xlink:href="#DejaVuSans-2a" transform="translate(80.957201 39.046875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(132.329271 0.765625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-64" transform="translate(171.342943 0.765625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(234.819505 -15.640625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(265.000169 0.765625)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_12">
+    <defs>
+     <path id="m27f5afe480" d="M 0 -3 
+L -0.673542 -0.927051 
+L -2.85317 -0.927051 
+L -1.089814 0.354102 
+L -1.763356 2.427051 
+L -0 1.145898 
+L 1.763356 2.427051 
+L 1.089814 0.354102 
+L 2.85317 -0.927051 
+L 0.673542 -0.927051 
+z
+" style="stroke: #1f77b4; stroke-linejoin: bevel"/>
+    </defs>
+    <g clip-path="url(#p42c7602d94)">
+     <use xlink:href="#m27f5afe480" x="73.832727" y="295.488" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="74.686373" y="294.852183" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="75.560031" y="294.20146" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="76.454171" y="293.535482" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="77.369273" y="292.85389" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="78.305828" y="292.15632" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="79.264341" y="291.442395" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="80.245324" y="290.711734" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="81.249305" y="289.963942" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="82.276824" y="289.19862" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="83.328432" y="288.415356" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="84.404694" y="287.613728" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="85.506187" y="286.793308" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="86.633503" y="285.953654" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="87.787249" y="285.094314" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="88.968042" y="284.214829" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="90.176518" y="283.314725" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="91.413326" y="282.393519" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="92.679129" y="281.450717" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="93.974607" y="280.485811" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="95.300456" y="279.498285" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="96.657389" y="278.487607" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="98.046133" y="277.453234" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="99.467435" y="276.394612" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="100.922057" y="275.311172" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="102.410782" y="274.202332" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="103.934408" y="273.067496" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="105.493754" y="271.906055" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="107.089657" y="270.717386" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="108.722974" y="269.500849" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="110.394583" y="268.255792" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="112.10538" y="266.981546" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="113.856286" y="265.677427" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="115.648239" y="264.342734" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="117.482203" y="262.976751" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="119.359161" y="261.578744" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="121.280124" y="260.147962" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="123.246121" y="258.683637" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="125.258208" y="257.184983" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="127.317467" y="255.651194" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="129.425003" y="254.081447" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="131.581947" y="252.4749" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="133.789459" y="250.830688" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="136.048724" y="249.14793" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="138.360954" y="247.425722" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="140.727392" y="245.663138" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="143.149309" y="243.859232" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="145.628005" y="242.013036" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="148.164811" y="240.123558" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="150.76109" y="238.189783" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="153.418235" y="236.210672" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="156.137675" y="234.185164" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="158.920869" y="232.11217" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="161.769311" y="229.990577" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="164.684532" y="227.819245" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="167.668098" y="225.597009" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="170.721609" y="223.322676" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="173.846707" y="220.995022" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="177.04507" y="218.6128" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="180.318414" y="216.174729" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="183.668499" y="213.6795" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="187.097122" y="211.125774" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="190.606126" y="208.512178" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="194.197394" y="205.837309" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="197.872856" y="203.099731" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="201.634485" y="200.297973" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="205.484301" y="197.430532" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="209.424372" y="194.495866" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="213.456813" y="191.4924" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="217.58379" y="188.418521" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="221.80752" y="185.272579" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="226.130271" y="182.052884" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="230.554363" y="178.757706" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="235.082174" y="175.385276" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="239.716134" y="171.933784" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="244.458732" y="168.401375" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="249.312516" y="164.786153" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="254.28009" y="161.086176" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="259.364125" y="157.299457" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="264.567348" y="153.423963" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="269.892556" y="149.457611" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="275.342607" y="145.398274" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="280.920428" y="141.243769" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="286.629015" y="136.991867" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="292.471434" y="132.640284" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="298.450822" y="128.186682" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="304.57039" y="123.628671" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="310.833424" y="118.963802" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="317.243289" y="114.189571" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="323.803425" y="109.303413" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="330.517357" y="104.302704" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="337.38869" y="99.18476" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="344.421113" y="93.946831" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="351.618403" y="88.586104" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="358.984426" y="83.099701" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="366.523138" y="77.484675" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="374.238586" y="71.738012" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="382.134914" y="65.856624" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="390.216363" y="59.837354" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m27f5afe480" x="398.487273" y="53.676968" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 73.832727 295.47958 
+L 74.686373 294.839042 
+L 75.560031 294.184436 
+L 76.454171 293.515266 
+L 77.369273 292.831238 
+L 78.305828 292.131876 
+L 79.264341 291.416663 
+L 80.245324 290.685214 
+L 81.249305 289.936909 
+L 82.276824 289.171378 
+L 83.328432 288.387498 
+L 84.404694 287.584527 
+L 85.506187 286.762753 
+L 86.633503 285.921876 
+L 87.787249 285.061535 
+L 88.968042 284.181351 
+L 90.176518 283.280777 
+L 91.413326 282.359148 
+L 92.679129 281.415986 
+L 93.974607 280.450997 
+L 95.300456 279.462631 
+L 96.657389 278.450442 
+L 98.046133 277.414586 
+L 99.467435 276.354468 
+L 100.922057 275.269785 
+L 102.410782 274.160002 
+L 103.934408 273.02452 
+L 105.493754 271.86271 
+L 107.089657 270.673719 
+L 108.722974 269.456938 
+L 110.394583 268.210873 
+L 112.10538 266.934607 
+L 113.856286 265.628694 
+L 115.648239 264.292211 
+L 117.482203 262.924535 
+L 119.359161 261.525233 
+L 121.280124 260.093693 
+L 123.246121 258.629024 
+L 125.258208 257.130184 
+L 127.317467 255.59606 
+L 129.425003 254.024543 
+L 131.581947 252.415363 
+L 133.789459 250.769092 
+L 136.048724 249.084627 
+L 138.360954 247.360555 
+L 140.727392 245.595874 
+L 143.149309 243.790236 
+L 145.628005 241.943286 
+L 148.164811 240.053941 
+L 150.76109 238.121079 
+L 153.418235 236.140375 
+L 156.137675 234.11056 
+L 158.920869 232.033877 
+L 161.769311 229.909454 
+L 164.684532 227.736405 
+L 167.668098 225.512922 
+L 170.721609 223.237089 
+L 173.846707 220.90778 
+L 177.04507 218.524477 
+L 180.318414 216.086325 
+L 183.668499 213.589821 
+L 187.097122 211.032439 
+L 190.606126 208.414743 
+L 194.197394 205.735879 
+L 197.872856 202.99495 
+L 201.634485 200.190861 
+L 205.484301 197.321954 
+L 209.424372 194.386155 
+L 213.456813 191.38172 
+L 217.58379 188.307598 
+L 221.80752 185.15904 
+L 226.130271 181.934649 
+L 230.554363 178.634779 
+L 235.082174 175.257598 
+L 239.716134 171.802037 
+L 244.458732 168.266421 
+L 249.312516 164.649018 
+L 254.28009 160.947866 
+L 259.364125 157.16015 
+L 264.567348 153.284012 
+L 269.892556 149.314516 
+L 275.342607 145.248773 
+L 280.920428 141.088804 
+L 286.629015 136.831521 
+L 292.471434 132.474611 
+L 298.450822 128.016727 
+L 304.57039 123.456038 
+L 310.833424 118.789876 
+L 317.243289 114.015398 
+L 323.803425 109.129321 
+L 330.517357 104.124294 
+L 337.38869 98.999139 
+L 344.421113 93.75578 
+L 351.618403 88.391446 
+L 358.984426 82.905125 
+L 366.523138 77.294161 
+L 374.238586 71.557024 
+L 382.134914 65.692059 
+L 390.216363 59.696145 
+L 398.487273 53.568 
+" clip-path="url(#p42c7602d94)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 64.6 78.82825 
+L 190.382812 78.82825 
+Q 192.382812 78.82825 192.382812 76.82825 
+L 192.382812 48.472 
+Q 192.382812 46.472 190.382812 46.472 
+L 64.6 46.472 
+Q 62.6 46.472 62.6 48.472 
+L 62.6 76.82825 
+Q 62.6 78.82825 64.6 78.82825 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_14">
+     <g>
+      <use xlink:href="#m27f5afe480" x="76.6" y="54.570437" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Analytical solution -->
+     <g transform="translate(94.6 58.070437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-41"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(68.408203 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(131.787109 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(193.066406 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(220.849609 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(280.029297 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(319.238281 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(347.021484 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(402.001953 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(463.28125 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(491.064453 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(522.851562 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(574.951172 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(636.132812 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(663.916016 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(727.294922 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(766.503906 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(794.287109 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(855.46875 0)"/>
+     </g>
+    </g>
+    <g id="line2d_15">
+     <path d="M 66.6 69.248562 
+L 76.6 69.248562 
+L 86.6 69.248562 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_15">
+     <!-- Numerical solution -->
+     <g transform="translate(94.6 72.748562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(74.804688 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(138.183594 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(235.595703 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(297.119141 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(338.232422 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(366.015625 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(420.996094 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(482.275391 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(510.058594 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(541.845703 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(593.945312 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(655.126953 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(682.910156 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(746.289062 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(785.498047 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(813.28125 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(874.462891 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p42c7602d94">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.jpg b/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.jpg
new file mode 100644
index 00000000..d7495a36
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.jpg differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.pdf b/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.pdf
new file mode 100644
index 00000000..bef30c93
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.pdf differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.png b/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.png
new file mode 100644
index 00000000..3cd78653
Binary files /dev/null and b/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.png differ
diff --git a/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.svg b/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.svg
new file mode 100644
index 00000000..69d2c6c5
--- /dev/null
+++ b/notebooks/Figures/Lucas-Asset-Pricing-Model/randomWalk.svg
@@ -0,0 +1,1260 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mf8781bae8c" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mf8781bae8c" x="70.435571" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.8 -->
+      <g transform="translate(62.484009 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mf8781bae8c" x="116.821628" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1.0 -->
+      <g transform="translate(108.870065 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mf8781bae8c" x="163.207685" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 1.2 -->
+      <g transform="translate(155.256122 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mf8781bae8c" x="209.593741" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 1.4 -->
+      <g transform="translate(201.642179 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mf8781bae8c" x="255.979798" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 1.6 -->
+      <g transform="translate(248.028236 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mf8781bae8c" x="302.365855" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 1.8 -->
+      <g transform="translate(294.414292 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mf8781bae8c" x="348.751911" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 2.0 -->
+      <g transform="translate(340.800349 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mf8781bae8c" x="395.137968" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 2.2 -->
+      <g transform="translate(387.186406 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_9">
+     <!-- $d_t$ -->
+     <g transform="translate(231.46 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-64" d="M 2675 525 
+Q 2444 222 2128 65 
+Q 1813 -91 1428 -91 
+Q 903 -91 598 267 
+Q 294 625 294 1247 
+Q 294 1766 478 2236 
+Q 663 2706 1013 3078 
+Q 1244 3325 1534 3454 
+Q 1825 3584 2144 3584 
+Q 2481 3584 2739 3421 
+Q 2997 3259 3138 2956 
+L 3513 4863 
+L 4091 4863 
+L 3144 0 
+L 2566 0 
+L 2675 525 
+z
+M 891 1350 
+Q 891 897 1095 644 
+Q 1300 391 1663 391 
+Q 1931 391 2161 520 
+Q 2391 650 2566 903 
+Q 2750 1166 2856 1509 
+Q 2963 1853 2963 2188 
+Q 2963 2622 2758 2865 
+Q 2553 3109 2194 3109 
+Q 1922 3109 1687 2981 
+Q 1453 2853 1288 2613 
+Q 1106 2353 998 2009 
+Q 891 1666 891 1350 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-64" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(63.476562 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_9">
+      <defs>
+       <path id="m68e2215bd3" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m68e2215bd3" x="57.6" y="290.992937" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 5 -->
+      <g transform="translate(44.2375 294.792156) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m68e2215bd3" x="57.6" y="248.645193" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 10 -->
+      <g transform="translate(37.875 252.444411) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m68e2215bd3" x="57.6" y="206.297448" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 15 -->
+      <g transform="translate(37.875 210.096667) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m68e2215bd3" x="57.6" y="163.949703" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 20 -->
+      <g transform="translate(37.875 167.748922) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m68e2215bd3" x="57.6" y="121.601959" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 25 -->
+      <g transform="translate(37.875 125.401178) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m68e2215bd3" x="57.6" y="79.254214" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 30 -->
+      <g transform="translate(37.875 83.053433) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- $P^*(d_t)$ -->
+     <g transform="translate(31.795312 189.778) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-50" d="M 1081 4666 
+L 2541 4666 
+Q 3178 4666 3512 4369 
+Q 3847 4072 3847 3500 
+Q 3847 2731 3353 2303 
+Q 2859 1875 1966 1875 
+L 1172 1875 
+L 806 0 
+L 172 0 
+L 1081 4666 
+z
+M 1613 4147 
+L 1275 2394 
+L 2069 2394 
+Q 2606 2394 2893 2669 
+Q 3181 2944 3181 3456 
+Q 3181 3784 2986 3965 
+Q 2791 4147 2438 4147 
+L 1613 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2a" d="M 3009 3897 
+L 1888 3291 
+L 3009 2681 
+L 2828 2375 
+L 1778 3009 
+L 1778 1831 
+L 1422 1831 
+L 1422 3009 
+L 372 2375 
+L 191 2681 
+L 1313 3291 
+L 191 3897 
+L 372 4206 
+L 1422 3572 
+L 1422 4750 
+L 1778 4750 
+L 1778 3572 
+L 2828 4206 
+L 3009 3897 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-50" transform="translate(0 0.765625)"/>
+      <use xlink:href="#DejaVuSans-2a" transform="translate(80.957201 39.046875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(132.329271 0.765625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-64" transform="translate(171.342943 0.765625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(234.819505 -15.640625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(265.000169 0.765625)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_15">
+    <defs>
+     <path id="m0bc54c62ae" d="M 0 -3 
+L -0.673542 -0.927051 
+L -2.85317 -0.927051 
+L -1.089814 0.354102 
+L -1.763356 2.427051 
+L -0 1.145898 
+L 1.763356 2.427051 
+L 1.089814 0.354102 
+L 2.85317 -0.927051 
+L 0.673542 -0.927051 
+z
+" style="stroke: #1f77b4; stroke-linejoin: bevel"/>
+    </defs>
+    <g clip-path="url(#p5dca1026ff)">
+     <use xlink:href="#m0bc54c62ae" x="73.832727" y="295.488" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="75.750898" y="294.715523" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="77.688541" y="293.927281" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="79.645857" y="293.122954" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="81.623043" y="292.302212" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="83.620302" y="291.464721" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="85.637838" y="290.610139" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="87.675856" y="289.738117" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="89.734564" y="288.848299" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="91.814173" y="287.940323" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="93.914894" y="287.013817" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="96.036943" y="286.068403" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="98.180534" y="285.103696" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="100.345888" y="284.119301" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="102.533226" y="283.114818" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="104.742769" y="282.089835" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="106.974744" y="281.043936" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="109.229379" y="279.976692" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="111.506903" y="278.887668" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="113.807549" y="277.77642" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="116.131551" y="276.642495" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="118.479147" y="275.485429" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="120.850577" y="274.30475" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="123.246082" y="273.099976" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="125.665906" y="271.870616" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="128.110297" y="270.616168" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="130.579504" y="269.33612" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="133.073778" y="268.02995" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="135.593375" y="266.697123" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="138.138552" y="265.337097" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="140.709568" y="263.949317" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="143.306685" y="262.533215" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="145.930168" y="261.088215" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="148.580286" y="259.613725" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="151.257308" y="258.109145" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="153.961508" y="256.57386" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="156.693162" y="255.007244" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="159.452547" y="253.408658" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="162.239947" y="251.777448" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="165.055645" y="250.112949" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="167.899928" y="248.414482" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="170.773087" y="246.681354" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="173.675415" y="244.912857" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="176.607208" y="243.10827" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="179.568765" y="241.266855" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="182.560388" y="239.387862" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="185.582383" y="237.470524" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="188.635058" y="235.514057" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="191.718724" y="233.517664" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="194.833696" y="231.480529" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="197.980292" y="229.401822" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="201.158833" y="227.280694" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="204.369643" y="225.116279" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="207.61305" y="222.907693" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="210.889385" y="220.654036" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="214.198981" y="218.354388" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="217.542177" y="216.007809" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="220.919314" y="213.613343" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="224.330737" y="211.170012" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="227.776792" y="208.676819" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="231.257833" y="206.132746" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="234.774214" y="203.536754" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="238.326294" y="200.887786" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="241.914436" y="198.184758" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="245.539004" y="195.426569" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="249.200371" y="192.612092" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="252.898908" y="189.740178" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="256.634993" y="186.809657" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="260.409008" y="183.81933" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="264.221338" y="180.767979" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="268.072371" y="177.654357" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="271.9625" y="174.477195" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="275.892123" y="171.235194" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="279.86164" y="167.927032" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="283.871457" y="164.55136" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="287.921982" y="161.106798" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="292.013628" y="157.591941" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="296.146814" y="154.005356" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="300.321961" y="150.345577" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="304.539495" y="146.611111" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="308.799845" y="142.800435" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="313.103448" y="138.911992" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="317.450742" y="134.944196" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="321.842171" y="130.895427" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="326.278182" y="126.764033" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="330.759228" y="122.548328" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="335.285767" y="118.246591" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="339.85826" y="113.857066" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="344.477174" y="109.377963" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="349.14298" y="104.807452" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="353.856154" y="100.143669" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="358.617178" y="95.38471" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="363.426536" y="90.528632" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="368.28472" y="85.573454" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="373.192225" y="80.517154" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="378.149552" y="75.357667" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="383.157207" y="70.092889" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="388.2157" y="64.720669" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="393.325548" y="59.238817" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     <use xlink:href="#m0bc54c62ae" x="398.487273" y="53.645093" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+    </g>
+   </g>
+   <g id="line2d_16">
+    <path d="M 73.832727 295.477567 
+L 75.750898 294.704876 
+L 77.688541 293.916418 
+L 79.645857 293.111869 
+L 81.623043 292.290901 
+L 83.620302 291.453179 
+L 85.637838 290.598361 
+L 87.675856 289.726099 
+L 89.734564 288.836036 
+L 91.814173 287.927809 
+L 93.914894 287.001048 
+L 96.036943 286.055373 
+L 98.180534 285.0904 
+L 100.345888 284.105734 
+L 102.533226 283.100974 
+L 104.742769 282.075709 
+L 106.974744 281.029521 
+L 109.229379 279.961983 
+L 111.506903 278.872659 
+L 113.807549 277.761105 
+L 116.131551 276.626867 
+L 118.479147 275.469482 
+L 120.850577 274.288478 
+L 123.246082 273.083372 
+L 125.665906 271.853673 
+L 128.110297 270.598879 
+L 130.579504 269.318479 
+L 133.073778 268.011948 
+L 135.593375 266.678754 
+L 138.138552 265.318353 
+L 140.709568 263.93019 
+L 143.306685 262.513698 
+L 145.930168 261.068299 
+L 148.580286 259.593403 
+L 151.257308 258.088409 
+L 153.961508 256.552701 
+L 156.693162 254.985653 
+L 159.452547 253.386626 
+L 162.239947 251.754966 
+L 165.055645 250.090009 
+L 167.899928 248.391074 
+L 170.773087 246.657468 
+L 173.675415 244.888484 
+L 176.607208 243.083399 
+L 179.568765 241.241477 
+L 182.560388 239.361966 
+L 185.582383 237.444099 
+L 188.635058 235.487093 
+L 191.718724 233.490149 
+L 194.833696 231.452453 
+L 197.980292 229.373173 
+L 201.158833 227.25146 
+L 204.369643 225.086448 
+L 207.61305 222.877254 
+L 210.889385 220.622976 
+L 214.198981 218.322694 
+L 217.542177 215.975468 
+L 220.919314 213.580342 
+L 224.330737 211.136338 
+L 227.776792 208.642457 
+L 231.257833 206.097683 
+L 234.774214 203.500976 
+L 238.326294 200.851277 
+L 241.914436 198.147505 
+L 245.539004 195.388555 
+L 249.200371 192.573302 
+L 252.898908 189.700597 
+L 256.634993 186.769268 
+L 260.409008 183.778117 
+L 264.221338 180.725925 
+L 268.072371 177.611445 
+L 271.9625 174.433407 
+L 275.892123 171.190512 
+L 279.86164 167.881439 
+L 283.871457 164.504836 
+L 287.921982 161.059325 
+L 292.013628 157.543499 
+L 296.146814 153.955925 
+L 300.321961 150.295137 
+L 304.539495 146.559642 
+L 308.799845 142.747915 
+L 313.103448 138.858401 
+L 317.450742 134.889511 
+L 321.842171 130.839626 
+L 326.278182 126.707094 
+L 330.759228 122.490226 
+L 335.285767 118.187304 
+L 339.85826 113.796569 
+L 344.477174 109.316231 
+L 349.14298 104.744461 
+L 353.856154 100.079392 
+L 358.617178 95.319121 
+L 363.426536 90.461705 
+L 368.28472 85.505161 
+L 373.192225 80.447467 
+L 378.149552 75.286559 
+L 383.157207 70.020329 
+L 388.2157 64.646629 
+L 393.325548 59.163265 
+L 398.487273 53.568 
+" clip-path="url(#p5dca1026ff)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 64.6 78.82825 
+L 190.382812 78.82825 
+Q 192.382812 78.82825 192.382812 76.82825 
+L 192.382812 48.472 
+Q 192.382812 46.472 190.382812 46.472 
+L 64.6 46.472 
+Q 62.6 46.472 62.6 48.472 
+L 62.6 76.82825 
+Q 62.6 78.82825 64.6 78.82825 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_17">
+     <g>
+      <use xlink:href="#m0bc54c62ae" x="76.6" y="54.570437" style="fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: bevel"/>
+     </g>
+    </g>
+    <g id="text_17">
+     <!-- Analytical solution -->
+     <g transform="translate(94.6 58.070437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-41"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(68.408203 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(131.787109 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(193.066406 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(220.849609 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(280.029297 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(319.238281 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(347.021484 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(402.001953 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(463.28125 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(491.064453 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(522.851562 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(574.951172 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(636.132812 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(663.916016 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(727.294922 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(766.503906 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(794.287109 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(855.46875 0)"/>
+     </g>
+    </g>
+    <g id="line2d_18">
+     <path d="M 66.6 69.248562 
+L 76.6 69.248562 
+L 86.6 69.248562 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_18">
+     <!-- Numerical solution -->
+     <g transform="translate(94.6 72.748562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(74.804688 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(138.183594 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(235.595703 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(297.119141 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(338.232422 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(366.015625 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(420.996094 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(482.275391 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(510.058594 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(541.845703 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(593.945312 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(655.126953 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(682.910156 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(746.289062 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(785.498047 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(813.28125 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(874.462891 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p5dca1026ff">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.jpg b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.jpg
new file mode 100644
index 00000000..f4162726
Binary files /dev/null and b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.jpg differ
diff --git a/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.pdf b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.pdf
new file mode 100644
index 00000000..dd59c22d
Binary files /dev/null and b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.pdf differ
diff --git a/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.png b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.png
new file mode 100644
index 00000000..ba022829
Binary files /dev/null and b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.png differ
diff --git a/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.svg b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.svg
new file mode 100644
index 00000000..d1e96155
--- /dev/null
+++ b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/cFunc.svg
@@ -0,0 +1,832 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mc61a79402a" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mc61a79402a" x="104.110856" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(100.929606 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mc61a79402a" x="182.910503" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2 -->
+      <g transform="translate(179.729253 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mc61a79402a" x="261.71015" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 4 -->
+      <g transform="translate(258.5289 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mc61a79402a" x="340.509797" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 6 -->
+      <g transform="translate(337.328547 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mc61a79402a" x="419.309444" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 8 -->
+      <g transform="translate(416.128194 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mc61a79402a" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 10 -->
+      <g transform="translate(491.746591 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m15abc6978a" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m15abc6978a" x="72" y="369.36" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0 -->
+      <g transform="translate(58.6375 373.159219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m15abc6978a" x="72" y="309.53359" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 1 -->
+      <g transform="translate(58.6375 313.332809) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m15abc6978a" x="72" y="249.70718" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 2 -->
+      <g transform="translate(58.6375 253.506399) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m15abc6978a" x="72" y="189.88077" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 3 -->
+      <g transform="translate(58.6375 193.679989) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m15abc6978a" x="72" y="130.05436" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 4 -->
+      <g transform="translate(58.6375 133.853579) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m15abc6978a" x="72" y="70.22795" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 5 -->
+      <g transform="translate(58.6375 74.027169) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 369.36 
+L 128.038657 315.138542 
+L 134.944472 307.529102 
+L 140.631613 301.639293 
+L 146.318755 296.071078 
+L 152.818346 290.027564 
+L 159.317936 284.263112 
+L 161.349058 282.447018 
+L 166.223751 275.13037 
+L 175.566912 267.584469 
+L 184.910074 260.326432 
+L 218.626699 234.441448 
+L 228.78231 227.466394 
+L 243.812613 217.519186 
+L 279.966585 193.785837 
+L 291.340868 186.533423 
+L 301.496478 180.196843 
+L 317.33923 170.530704 
+L 340.087797 156.960797 
+L 368.117281 140.461737 
+L 405.083702 119.015993 
+L 428.238493 105.812556 
+L 460.330221 87.811441 
+L 498.109091 66.961247 
+L 498.109091 66.961247 
+" clip-path="url(#p50118a9446)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 369.354017 
+L 128.038657 315.134819 
+L 134.944472 307.525925 
+L 140.631613 301.636364 
+L 146.318755 296.068358 
+L 152.818346 290.025021 
+L 159.317936 284.260736 
+L 161.349058 282.447018 
+L 166.223751 275.127715 
+L 175.566912 267.582008 
+L 184.910074 260.324224 
+L 218.626699 234.439833 
+L 228.78231 227.464477 
+L 243.812613 217.517463 
+L 279.966585 193.784615 
+L 291.340868 186.532116 
+L 301.496478 180.19546 
+L 316.933006 170.773845 
+L 340.087797 156.959345 
+L 368.117281 140.460508 
+L 405.083702 119.014833 
+L 428.238493 105.811364 
+L 460.330221 87.810181 
+L 498.109091 66.96 
+L 498.109091 66.96 
+" clip-path="url(#p50118a9446)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 79 89.19625 
+L 162.078125 89.19625 
+Q 164.078125 89.19625 164.078125 87.19625 
+L 164.078125 58.84 
+Q 164.078125 56.84 162.078125 56.84 
+L 79 56.84 
+Q 77 56.84 77 58.84 
+L 77 87.19625 
+Q 77 89.19625 79 89.19625 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_15">
+     <path d="M 81 64.938437 
+L 91 64.938437 
+L 101 64.938437 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_13">
+     <!-- Baseline -->
+     <g transform="translate(109 68.438437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-42" d="M 1259 2228 
+L 1259 519 
+L 2272 519 
+Q 2781 519 3026 730 
+Q 3272 941 3272 1375 
+Q 3272 1813 3026 2020 
+Q 2781 2228 2272 2228 
+L 1259 2228 
+z
+M 1259 4147 
+L 1259 2741 
+L 2194 2741 
+Q 2656 2741 2882 2914 
+Q 3109 3088 3109 3444 
+Q 3109 3797 2882 3972 
+Q 2656 4147 2194 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2241 4666 
+Q 2963 4666 3353 4366 
+Q 3744 4066 3744 3513 
+Q 3744 3084 3544 2831 
+Q 3344 2578 2956 2516 
+Q 3422 2416 3680 2098 
+Q 3938 1781 3938 1306 
+Q 3938 681 3513 340 
+Q 3088 0 2303 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-42"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(68.603516 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(129.882812 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(181.982422 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(243.505859 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(271.289062 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(299.072266 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(362.451172 0)"/>
+     </g>
+    </g>
+    <g id="line2d_16">
+     <path d="M 81 79.616562 
+L 91 79.616562 
+L 101 79.616562 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_14">
+     <!-- XtraCredit -->
+     <g transform="translate(109 83.116562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-58" d="M 403 4666 
+L 1081 4666 
+L 2241 2931 
+L 3406 4666 
+L 4084 4666 
+L 2584 2425 
+L 4184 0 
+L 3506 0 
+L 2194 1984 
+L 872 0 
+L 191 0 
+L 1856 2491 
+L 403 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-58"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(68.505859 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(107.714844 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(148.828125 0)"/>
+      <use xlink:href="#DejaVuSans-43" transform="translate(210.107422 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(279.931641 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(318.794922 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(380.318359 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(443.794922 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(471.578125 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p50118a9446">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.jpg b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.jpg
new file mode 100644
index 00000000..859bba50
Binary files /dev/null and b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.jpg differ
diff --git a/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.pdf b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.pdf
new file mode 100644
index 00000000..48f2fcb4
Binary files /dev/null and b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.pdf differ
diff --git a/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.png b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.png
new file mode 100644
index 00000000..4e442125
Binary files /dev/null and b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.png differ
diff --git a/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.svg b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.svg
new file mode 100644
index 00000000..c440a685
--- /dev/null
+++ b/notebooks/Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income/mpc.svg
@@ -0,0 +1,961 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m63269bd82b" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m63269bd82b" x="104.110856" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(100.929606 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m63269bd82b" x="182.910503" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2 -->
+      <g transform="translate(179.729253 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m63269bd82b" x="261.71015" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 4 -->
+      <g transform="translate(258.5289 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m63269bd82b" x="340.509797" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 6 -->
+      <g transform="translate(337.328547 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m63269bd82b" x="419.309444" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 8 -->
+      <g transform="translate(416.128194 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m63269bd82b" x="498.109091" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 10 -->
+      <g transform="translate(491.746591 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m838576ac5c" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m838576ac5c" x="72" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 388.279219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m838576ac5c" x="72" y="329.04" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 332.839219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m838576ac5c" x="72" y="273.6" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 277.399219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m838576ac5c" x="72" y="218.16" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 221.959219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m838576ac5c" x="72" y="162.72" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 166.519219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m838576ac5c" x="72" y="107.28" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 111.079219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m838576ac5c" x="72" y="51.84" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 55.639219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_14">
+    <path d="M 92.290909 107.28 
+L 127.632432 107.28 
+L 128.038657 211.944104 
+L 128.444881 228.200522 
+L 130.882228 224.197133 
+L 131.288452 233.054073 
+L 133.725799 229.828172 
+L 134.132023 238.146436 
+L 136.569369 235.558864 
+L 136.975594 243.709551 
+L 139.41294 241.609199 
+L 139.819165 249.406688 
+L 142.256511 247.527774 
+L 142.662735 254.547282 
+L 145.100082 252.73716 
+L 145.506306 258.951089 
+L 147.943653 257.427769 
+L 148.349877 263.160359 
+L 150.787224 261.920995 
+L 151.193448 267.302617 
+L 154.037019 266.132657 
+L 154.443243 271.085773 
+L 156.88059 270.278239 
+L 157.286814 275.020604 
+L 160.130385 274.146127 
+L 160.536609 276.651331 
+L 160.942834 276.969577 
+L 161.349058 384.48 
+L 165.817527 384.48 
+L 166.223751 261.462961 
+L 168.661097 264.081889 
+L 169.067322 266.913456 
+L 171.910893 266.997721 
+L 172.317117 270.147339 
+L 175.566912 270.446443 
+L 175.973137 273.370162 
+L 179.629156 273.673399 
+L 180.035381 276.511182 
+L 183.6914 279.42213 
+L 184.097625 280.03644 
+L 188.159869 290.730036 
+L 188.566093 293.70729 
+L 193.034562 307.238067 
+L 193.440786 307.389946 
+L 198.315479 323.409426 
+L 198.721704 318.898343 
+L 204.002621 327.573508 
+L 204.408845 329.128599 
+L 210.502211 323.006518 
+L 210.908436 332.120317 
+L 217.001802 303.110164 
+L 217.408026 313.383599 
+L 223.907617 293.365076 
+L 224.313841 298.94171 
+L 231.219656 293.879251 
+L 231.62588 296.083889 
+L 239.750369 300.005708 
+L 248.281081 309.770312 
+L 248.687305 309.899762 
+L 258.030467 320.916019 
+L 258.436691 322.211581 
+L 268.998526 327.152446 
+L 269.40475 329.27213 
+L 280.779034 327.758856 
+L 281.185258 330.962961 
+L 294.184439 321.983425 
+L 294.590663 326.042389 
+L 309.214742 314.138278 
+L 309.620966 317.704619 
+L 325.463718 312.681153 
+L 325.869943 314.667756 
+L 343.743817 317.838721 
+L 344.150041 318.99794 
+L 364.867486 325.834049 
+L 365.27371 327.096484 
+L 388.834726 330.754072 
+L 389.24095 332.680372 
+L 416.457985 329.383469 
+L 416.86421 331.837726 
+L 447.737265 324.813326 
+L 448.143489 327.094408 
+L 484.297461 324.072007 
+L 484.703686 325.690835 
+L 498.109091 326.708555 
+L 498.109091 326.708555 
+" clip-path="url(#p53893af1bb)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 92.290909 107.28 
+L 127.632432 107.28 
+L 128.038657 162.1573 
+L 128.444881 179.08095 
+L 130.882228 179.08095 
+L 131.288452 184.869185 
+L 133.725799 184.869185 
+L 134.132023 190.427111 
+L 136.569369 190.427111 
+L 136.975594 195.948007 
+L 139.41294 195.948007 
+L 139.819165 201.30441 
+L 142.256511 201.30441 
+L 142.662735 206.212668 
+L 145.100082 206.212668 
+L 145.506306 210.611903 
+L 147.943653 210.611903 
+L 148.349877 214.704896 
+L 150.787224 214.704896 
+L 151.193448 218.57464 
+L 154.037019 218.57464 
+L 154.443243 222.139504 
+L 156.88059 222.139504 
+L 157.286814 225.57735 
+L 160.130385 225.57735 
+L 160.536609 227.431387 
+L 160.942834 227.431387 
+L 161.349058 107.28 
+L 165.817527 107.28 
+L 166.223751 234.462981 
+L 168.661097 234.462981 
+L 169.067322 236.720098 
+L 171.910893 236.720098 
+L 172.317117 239.25552 
+L 175.566912 239.25552 
+L 175.973137 241.590675 
+L 179.629156 241.590675 
+L 180.035381 243.680895 
+L 188.159869 243.58259 
+L 188.566093 244.933477 
+L 193.034562 244.933477 
+L 193.440786 244.14346 
+L 198.315479 244.14346 
+L 198.721704 240.758004 
+L 204.002621 240.758004 
+L 204.408845 241.472253 
+L 210.502211 241.472253 
+L 210.908436 247.93565 
+L 217.001802 247.93565 
+L 217.408026 256.700468 
+L 223.907617 256.700468 
+L 224.313841 262.055113 
+L 231.219656 262.055113 
+L 231.62588 264.053853 
+L 248.281081 263.974613 
+L 248.687305 263.706038 
+L 258.030467 263.706038 
+L 258.436691 264.440812 
+L 268.998526 264.440812 
+L 269.40475 265.963237 
+L 280.779034 265.963237 
+L 281.185258 268.325512 
+L 294.184439 268.325512 
+L 294.590663 271.592352 
+L 309.214742 271.592352 
+L 309.620966 274.54341 
+L 325.463718 274.54341 
+L 325.869943 276.182717 
+L 343.743817 276.182717 
+L 344.150041 277.052973 
+L 364.867486 277.052973 
+L 365.27371 277.947604 
+L 388.834726 277.947604 
+L 389.24095 279.394705 
+L 416.457985 279.394705 
+L 416.86421 281.357934 
+L 447.737265 281.357934 
+L 448.143489 283.253574 
+L 484.297461 283.253574 
+L 484.703686 284.572216 
+L 498.109091 284.572216 
+L 498.109091 284.572216 
+" clip-path="url(#p53893af1bb)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_14">
+    <!-- MPC out of Credit v MPC out of Income -->
+    <g transform="translate(179.085938 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-49" d="M 628 4666 
+L 1259 4666 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-4d"/>
+     <use xlink:href="#DejaVuSans-50" transform="translate(86.279297 0)"/>
+     <use xlink:href="#DejaVuSans-43" transform="translate(146.582031 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(216.40625 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(248.193359 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(309.375 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(372.753906 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(411.962891 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(443.75 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(504.931641 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(540.136719 0)"/>
+     <use xlink:href="#DejaVuSans-43" transform="translate(571.923828 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(641.748047 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(680.611328 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(742.134766 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(805.611328 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(833.394531 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(872.603516 0)"/>
+     <use xlink:href="#DejaVuSans-76" transform="translate(904.390625 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(963.570312 0)"/>
+     <use xlink:href="#DejaVuSans-4d" transform="translate(995.357422 0)"/>
+     <use xlink:href="#DejaVuSans-50" transform="translate(1081.636719 0)"/>
+     <use xlink:href="#DejaVuSans-43" transform="translate(1141.939453 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1211.763672 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1243.550781 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(1304.732422 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1368.111328 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1407.320312 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1439.107422 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(1500.289062 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1535.494141 0)"/>
+     <use xlink:href="#DejaVuSans-49" transform="translate(1567.28125 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1596.773438 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(1660.152344 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1715.132812 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(1776.314453 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1873.726562 0)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p53893af1bb">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.jpg b/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.jpg
new file mode 100644
index 00000000..92f25b2b
Binary files /dev/null and b/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.jpg differ
diff --git a/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.pdf b/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.pdf
new file mode 100644
index 00000000..73f0bcc8
Binary files /dev/null and b/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.pdf differ
diff --git a/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.png b/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.png
new file mode 100644
index 00000000..5da12cc5
Binary files /dev/null and b/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.png differ
diff --git a/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.svg b/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.svg
new file mode 100644
index 00000000..367a708e
--- /dev/null
+++ b/notebooks/Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs/lorenz.svg
@@ -0,0 +1,1587 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="720pt" height="360pt" viewBox="0 0 720 360" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 360 
+L 720 360 
+L 720 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 43.385756 320.488647 
+L 361.027838 320.488647 
+L 361.027838 25.10218 
+L 43.385756 25.10218 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mb10f98ff06" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mb10f98ff06" x="57.534688" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- $\mathdefault{0.0}$ -->
+      <g transform="translate(51.169648 334.407145) scale(0.1 -0.1)">
+       <defs>
+        <path id="CMR17-30" d="M 2688 2025 
+C 2688 2416 2682 3080 2413 3591 
+C 2176 4039 1798 4198 1466 4198 
+C 1158 4198 768 4058 525 3597 
+C 269 3118 243 2524 243 2025 
+C 243 1661 250 1106 448 619 
+C 723 -39 1216 -128 1466 -128 
+C 1760 -128 2208 -7 2470 600 
+C 2662 1042 2688 1559 2688 2025 
+z
+M 1466 -26 
+C 1056 -26 813 325 723 812 
+C 653 1188 653 1738 653 2096 
+C 653 2588 653 2997 736 3387 
+C 858 3929 1216 4096 1466 4096 
+C 1728 4096 2067 3923 2189 3400 
+C 2272 3036 2278 2607 2278 2096 
+C 2278 1680 2278 1169 2202 792 
+C 2067 95 1690 -26 1466 -26 
+z
+" transform="scale(0.015625)"/>
+        <path id="CMMI12-3a" d="M 1178 307 
+C 1178 492 1024 619 870 619 
+C 685 619 557 466 557 313 
+C 557 128 710 0 864 0 
+C 1050 0 1178 153 1178 307 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-30" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="115.403532" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- $\mathdefault{0.2}$ -->
+      <g transform="translate(109.038492 334.407145) scale(0.1 -0.1)">
+       <defs>
+        <path id="CMR17-32" d="M 2669 989 
+L 2554 989 
+C 2490 536 2438 459 2413 420 
+C 2381 369 1920 369 1830 369 
+L 602 369 
+C 832 619 1280 1072 1824 1597 
+C 2214 1967 2669 2402 2669 3035 
+C 2669 3790 2067 4224 1395 4224 
+C 691 4224 262 3604 262 3030 
+C 262 2780 448 2748 525 2748 
+C 589 2748 781 2787 781 3010 
+C 781 3207 614 3264 525 3264 
+C 486 3264 448 3258 422 3245 
+C 544 3790 915 4058 1306 4058 
+C 1862 4058 2227 3617 2227 3035 
+C 2227 2479 1901 2000 1536 1584 
+L 262 146 
+L 262 0 
+L 2515 0 
+L 2669 989 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-32" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="173.272375" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- $\mathdefault{0.4}$ -->
+      <g transform="translate(166.907336 334.407145) scale(0.1 -0.1)">
+       <defs>
+        <path id="CMR17-34" d="M 2150 4122 
+C 2150 4256 2144 4256 2029 4256 
+L 128 1254 
+L 128 1088 
+L 1779 1088 
+L 1779 457 
+C 1779 224 1766 160 1318 160 
+L 1197 160 
+L 1197 0 
+C 1402 0 1747 0 1965 0 
+C 2182 0 2528 0 2733 0 
+L 2733 160 
+L 2611 160 
+C 2163 160 2150 224 2150 457 
+L 2150 1088 
+L 2803 1088 
+L 2803 1254 
+L 2150 1254 
+L 2150 4122 
+z
+M 1798 3703 
+L 1798 1254 
+L 256 1254 
+L 1798 3703 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-34" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="231.141219" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- $\mathdefault{0.6}$ -->
+      <g transform="translate(224.776179 334.407145) scale(0.1 -0.1)">
+       <defs>
+        <path id="CMR17-36" d="M 678 2176 
+C 678 3690 1395 4032 1811 4032 
+C 1946 4032 2272 4009 2400 3776 
+C 2298 3776 2106 3776 2106 3553 
+C 2106 3381 2246 3323 2336 3323 
+C 2394 3323 2566 3348 2566 3560 
+C 2566 3954 2246 4179 1805 4179 
+C 1043 4179 243 3390 243 1984 
+C 243 253 966 -128 1478 -128 
+C 2099 -128 2688 427 2688 1283 
+C 2688 2081 2170 2662 1517 2662 
+C 1126 2662 838 2407 678 1960 
+L 678 2176 
+z
+M 1478 25 
+C 691 25 691 1200 691 1436 
+C 691 1896 909 2560 1504 2560 
+C 1613 2560 1926 2560 2138 2120 
+C 2253 1870 2253 1609 2253 1289 
+C 2253 944 2253 690 2118 434 
+C 1978 171 1773 25 1478 25 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-36" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="289.010062" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- $\mathdefault{0.8}$ -->
+      <g transform="translate(282.645023 334.407145) scale(0.1 -0.1)">
+       <defs>
+        <path id="CMR17-38" d="M 1741 2264 
+C 2144 2467 2554 2773 2554 3263 
+C 2554 3841 1990 4179 1472 4179 
+C 890 4179 378 3759 378 3180 
+C 378 3021 416 2747 666 2505 
+C 730 2442 998 2251 1171 2130 
+C 883 1983 211 1634 211 934 
+C 211 279 838 -128 1459 -128 
+C 2144 -128 2720 362 2720 1010 
+C 2720 1590 2330 1857 2074 2029 
+L 1741 2264 
+z
+M 902 2822 
+C 851 2854 595 3051 595 3351 
+C 595 3739 998 4032 1459 4032 
+C 1965 4032 2336 3676 2336 3262 
+C 2336 2669 1670 2331 1638 2331 
+C 1632 2331 1626 2331 1574 2370 
+L 902 2822 
+z
+M 2080 1519 
+C 2176 1449 2483 1240 2483 851 
+C 2483 381 2010 25 1472 25 
+C 890 25 448 438 448 940 
+C 448 1443 838 1862 1280 2060 
+L 2080 1519 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-38" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="346.878906" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- $\mathdefault{1.0}$ -->
+      <g transform="translate(340.513867 334.407145) scale(0.1 -0.1)">
+       <defs>
+        <path id="CMR17-31" d="M 1702 4058 
+C 1702 4192 1696 4192 1606 4192 
+C 1357 3916 979 3827 621 3827 
+C 602 3827 570 3827 563 3808 
+C 557 3795 557 3782 557 3648 
+C 755 3648 1088 3686 1344 3839 
+L 1344 461 
+C 1344 236 1331 160 781 160 
+L 589 160 
+L 589 0 
+C 896 0 1216 0 1523 0 
+C 1830 0 2150 0 2458 0 
+L 2458 160 
+L 2266 160 
+C 1715 160 1702 230 1702 458 
+L 1702 4058 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#CMR17-31" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-30" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Percentile of net worth -->
+     <g transform="translate(152.29667 347.262822) scale(0.1 -0.1)">
+      <defs>
+       <path id="CMR17-50" d="M 1267 2042 
+L 2291 2042 
+C 3117 2042 3718 2578 3718 3184 
+C 3718 3791 3130 4352 2291 4352 
+L 333 4352 
+L 333 4186 
+C 774 4186 845 4186 845 3899 
+L 845 446 
+C 845 160 774 160 333 160 
+L 333 0 
+C 518 0 858 0 1056 0 
+C 1254 0 1594 0 1779 0 
+L 1779 160 
+C 1338 160 1267 160 1267 446 
+L 1267 2042 
+z
+M 1254 2176 
+L 1254 3938 
+C 1254 4155 1267 4186 1523 4186 
+L 2170 4186 
+C 2995 4186 3232 3714 3232 3184 
+C 3232 2604 2950 2176 2170 2176 
+L 1254 2176 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-65" d="M 2438 1472 
+C 2464 1498 2464 1511 2464 1576 
+C 2464 2238 2118 2816 1389 2816 
+C 710 2816 173 2169 173 1383 
+C 173 551 781 -64 1459 -64 
+C 2176 -64 2458 607 2458 740 
+C 2458 784 2419 784 2406 784 
+C 2362 784 2355 771 2330 696 
+C 2189 265 1837 51 1504 51 
+C 1229 51 954 203 781 480 
+C 582 803 582 1176 582 1472 
+L 2438 1472 
+z
+M 589 1568 
+C 634 2505 1126 2714 1382 2714 
+C 1818 2714 2112 2297 2118 1568 
+L 589 1568 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-72" d="M 960 1497 
+C 960 2112 1222 2688 1702 2688 
+C 1747 2688 1792 2682 1837 2662 
+C 1837 2662 1696 2617 1696 2452 
+C 1696 2298 1818 2234 1914 2234 
+C 1990 2234 2131 2279 2131 2458 
+C 2131 2663 1926 2790 1709 2790 
+C 1222 2790 1011 2317 947 2093 
+L 941 2093 
+L 941 2790 
+L 198 2720 
+L 198 2554 
+C 576 2554 634 2515 634 2208 
+L 634 428 
+C 634 184 608 153 198 153 
+L 198 -13 
+C 352 0 646 0 813 0 
+C 998 0 1325 0 1498 -13 
+L 1498 153 
+C 1037 153 960 153 960 440 
+L 960 1497 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-63" d="M 2234 2240 
+C 2112 2240 1933 2240 1933 2017 
+C 1933 1838 2080 1787 2163 1787 
+C 2208 1787 2394 1807 2394 2024 
+C 2394 2467 1958 2803 1466 2803 
+C 787 2803 211 2178 211 1363 
+C 211 516 813 -64 1466 -64 
+C 2259 -64 2458 677 2458 748 
+C 2458 774 2451 793 2406 793 
+C 2362 793 2355 787 2330 703 
+C 2163 180 1798 51 1523 51 
+C 1114 51 621 427 621 1369 
+C 621 2338 1094 2688 1472 2688 
+C 1722 2688 2093 2573 2234 2240 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-6e" d="M 2656 1933 
+C 2656 2259 2592 2790 1837 2790 
+C 1331 2790 1069 2400 973 2144 
+L 966 2144 
+L 966 2790 
+L 211 2720 
+L 211 2554 
+C 589 2554 646 2515 646 2208 
+L 646 428 
+C 646 184 621 153 211 153 
+L 211 -13 
+C 365 0 646 0 813 0 
+C 979 0 1267 0 1421 -13 
+L 1421 153 
+C 1011 153 986 178 986 428 
+L 986 1658 
+C 986 2247 1344 2688 1792 2688 
+C 2266 2688 2317 2266 2317 1958 
+L 2317 428 
+C 2317 184 2291 153 1882 153 
+L 1882 -13 
+C 2035 0 2317 0 2483 0 
+C 2650 0 2938 0 3091 -13 
+L 3091 153 
+C 2682 153 2656 178 2656 428 
+L 2656 1933 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-74" d="M 966 2560 
+L 1862 2560 
+L 1862 2725 
+L 966 2725 
+L 966 3904 
+L 851 3904 
+C 838 3245 614 2668 70 2668 
+L 70 2560 
+L 627 2560 
+L 627 771 
+C 627 650 627 -64 1370 -64 
+C 1747 -64 1965 306 1965 777 
+L 1965 1140 
+L 1850 1140 
+L 1850 783 
+C 1850 344 1677 51 1408 51 
+C 1222 51 966 178 966 758 
+L 966 2560 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-69" d="M 992 3909 
+C 992 4049 877 4170 730 4170 
+C 589 4170 467 4056 467 3909 
+C 467 3769 582 3648 730 3648 
+C 870 3648 992 3763 992 3909 
+z
+M 243 2706 
+L 243 2541 
+C 602 2541 653 2502 653 2197 
+L 653 427 
+C 653 184 627 153 218 153 
+L 218 -13 
+C 371 0 646 0 806 0 
+C 960 0 1222 0 1370 -13 
+L 1370 153 
+C 992 153 979 191 979 420 
+L 979 2776 
+L 243 2706 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-6c" d="M 979 4396 
+L 218 4326 
+L 218 4160 
+C 595 4160 653 4122 653 3817 
+L 653 426 
+C 653 184 627 153 218 153 
+L 218 -13 
+C 371 0 653 0 813 0 
+C 979 0 1261 0 1414 -13 
+L 1414 153 
+C 1005 153 979 178 979 426 
+L 979 4396 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-6f" d="M 2758 1356 
+C 2758 2176 2163 2816 1466 2816 
+C 768 2816 173 2176 173 1356 
+C 173 551 768 -64 1466 -64 
+C 2163 -64 2758 551 2758 1356 
+z
+M 1466 51 
+C 1165 51 909 230 762 480 
+C 602 767 582 1126 582 1408 
+C 582 1677 595 2010 762 2298 
+C 890 2509 1139 2714 1466 2714 
+C 1754 2714 1997 2554 2150 2330 
+C 2349 2029 2349 1607 2349 1408 
+C 2349 1158 2336 775 2163 467 
+C 1984 173 1709 51 1466 51 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-66" d="M 979 2560 
+L 1709 2560 
+L 1709 2725 
+L 966 2725 
+L 966 3494 
+C 966 4022 1235 4352 1510 4352 
+C 1594 4352 1690 4327 1754 4282 
+C 1702 4269 1568 4225 1568 4067 
+C 1568 3901 1696 3850 1786 3850 
+C 1875 3850 2003 3901 2003 4067 
+C 2003 4308 1773 4454 1517 4454 
+C 1152 4454 653 4156 653 3481 
+L 653 2725 
+L 141 2725 
+L 141 2560 
+L 653 2560 
+L 653 427 
+C 653 184 627 153 218 153 
+L 218 -13 
+C 371 0 666 0 832 0 
+C 1018 0 1344 0 1517 -13 
+L 1517 153 
+C 1056 153 979 153 979 439 
+L 979 2560 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-77" d="M 3725 2183 
+C 3853 2560 4109 2560 4205 2560 
+L 4205 2732 
+C 4077 2732 3949 2732 3821 2732 
+C 3699 2732 3424 2732 3315 2738 
+L 3315 2560 
+C 3514 2560 3622 2445 3622 2286 
+C 3622 2241 3610 2184 3597 2140 
+L 2995 407 
+L 2342 2275 
+C 2330 2319 2310 2370 2310 2395 
+C 2310 2560 2528 2560 2630 2560 
+L 2630 2738 
+C 2483 2732 2214 2732 2061 2732 
+C 1901 2732 1734 2732 1587 2738 
+L 1587 2560 
+C 1939 2560 1939 2547 2074 2149 
+L 1485 451 
+L 851 2281 
+C 819 2363 819 2376 819 2395 
+C 819 2560 1037 2560 1139 2560 
+L 1139 2738 
+C 986 2732 717 2732 557 2732 
+C 416 2732 198 2732 64 2738 
+L 64 2560 
+C 346 2560 416 2541 486 2331 
+L 1274 49 
+C 1299 -33 1318 -52 1370 -52 
+C 1414 -52 1440 -39 1472 56 
+L 2131 1980 
+L 2797 56 
+C 2829 -39 2854 -52 2899 -52 
+C 2950 -52 2970 -33 2995 50 
+L 3725 2183 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-68" d="M 2656 1933 
+C 2656 2259 2592 2790 1837 2790 
+C 1312 2790 1056 2368 979 2157 
+L 973 2157 
+L 973 4396 
+L 211 4326 
+L 211 4160 
+C 589 4160 646 4122 646 3817 
+L 646 426 
+C 646 184 621 153 211 153 
+L 211 -13 
+C 365 0 646 0 813 0 
+C 979 0 1267 0 1421 -13 
+L 1421 153 
+C 1011 153 986 178 986 428 
+L 986 1658 
+C 986 2247 1344 2688 1792 2688 
+C 2266 2688 2317 2266 2317 1958 
+L 2317 428 
+C 2317 184 2291 153 1882 153 
+L 1882 -13 
+C 2035 0 2317 0 2483 0 
+C 2650 0 2938 0 3091 -13 
+L 3091 153 
+C 2682 153 2656 178 2656 428 
+L 2656 1933 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#CMR17-50" transform="scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(59.983847 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-72" transform="translate(100.469507 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-63" transform="translate(135.750275 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(176.235935 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6e" transform="translate(216.721596 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-74" transform="translate(265.014512 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-69" transform="translate(300.295279 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6c" transform="translate(325.166338 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(350.037396 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6f" transform="translate(420.599023 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-66" transform="translate(466.2895 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6e" transform="translate(523.838979 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(574.734349 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-74" transform="translate(615.220009 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-77" transform="translate(680.576743 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6f" transform="translate(744.48417 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-72" transform="translate(790.174647 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-74" transform="translate(825.455415 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-68" transform="translate(860.736183 0) scale(0.996264)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="mae11dc9006" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mae11dc9006" x="43.385756" y="306.314103" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- $\mathdefault{0.0}$ -->
+      <g transform="translate(23.655677 309.773352) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-30" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mae11dc9006" x="43.385756" y="250.78701" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- $\mathdefault{0.2}$ -->
+      <g transform="translate(23.655677 254.246259) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-32" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mae11dc9006" x="43.385756" y="195.259916" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- $\mathdefault{0.4}$ -->
+      <g transform="translate(23.655677 198.719165) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-34" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#mae11dc9006" x="43.385756" y="139.732823" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- $\mathdefault{0.6}$ -->
+      <g transform="translate(23.655677 143.192072) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-36" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mae11dc9006" x="43.385756" y="84.20573" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- $\mathdefault{0.8}$ -->
+      <g transform="translate(23.655677 87.664979) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-38" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mae11dc9006" x="43.385756" y="28.678636" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- $\mathdefault{1.0}$ -->
+      <g transform="translate(23.655677 32.137886) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-31" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-30" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Cumulative share of wealth -->
+     <g transform="translate(17.718498 232.474502) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="CMR17-43" d="M 3974 4289 
+C 3974 4403 3968 4410 3930 4410 
+C 3904 4410 3898 4403 3853 4327 
+L 3571 3792 
+C 3258 4187 2874 4416 2381 4416 
+C 1286 4416 294 3456 294 2148 
+C 294 826 1286 -128 2387 -128 
+C 3366 -128 3974 730 3974 1461 
+C 3974 1524 3974 1550 3917 1550 
+C 3866 1550 3866 1531 3859 1474 
+C 3808 585 3168 38 2477 38 
+C 1824 38 781 495 781 2147 
+C 781 3805 1843 4250 2464 4250 
+C 3187 4250 3712 3628 3834 2745 
+C 3846 2668 3846 2655 3904 2655 
+C 3974 2655 3974 2668 3974 2783 
+L 3974 4289 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-75" d="M 1882 2693 
+L 1882 2528 
+C 2259 2528 2317 2489 2317 2186 
+L 2317 1032 
+C 2317 500 2029 38 1555 38 
+C 1030 38 986 348 986 678 
+L 986 2763 
+L 211 2693 
+L 211 2528 
+C 467 2528 640 2528 646 2274 
+L 646 1058 
+C 646 633 646 361 813 183 
+C 896 101 1056 -64 1517 -64 
+C 2061 -64 2272 377 2323 506 
+L 2330 506 
+L 2330 -63 
+L 3091 -63 
+L 3091 128 
+C 2714 128 2656 166 2656 473 
+L 2656 2763 
+L 1882 2693 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-6d" d="M 4326 1933 
+C 4326 2252 4269 2790 3507 2790 
+C 3072 2790 2771 2496 2656 2151 
+L 2650 2151 
+C 2573 2676 2195 2790 1837 2790 
+C 1331 2790 1069 2400 973 2144 
+L 966 2144 
+L 966 2790 
+L 211 2720 
+L 211 2554 
+C 589 2554 646 2515 646 2208 
+L 646 428 
+C 646 184 621 153 211 153 
+L 211 -13 
+C 365 0 646 0 813 0 
+C 979 0 1267 0 1421 -13 
+L 1421 153 
+C 1011 153 986 178 986 428 
+L 986 1658 
+C 986 2247 1344 2688 1792 2688 
+C 2266 2688 2317 2266 2317 1958 
+L 2317 428 
+C 2317 184 2291 153 1882 153 
+L 1882 -13 
+C 2035 0 2317 0 2483 0 
+C 2650 0 2938 0 3091 -13 
+L 3091 153 
+C 2682 153 2656 178 2656 428 
+L 2656 1658 
+C 2656 2247 3014 2688 3462 2688 
+C 3936 2688 3987 2266 3987 1958 
+L 3987 428 
+C 3987 184 3962 153 3552 153 
+L 3552 -13 
+C 3706 0 3987 0 4154 0 
+C 4320 0 4608 0 4762 -13 
+L 4762 153 
+C 4352 153 4326 178 4326 428 
+L 4326 1933 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-61" d="M 2304 1653 
+C 2304 2072 2304 2294 2035 2543 
+C 1798 2752 1523 2816 1306 2816 
+C 800 2816 435 2407 435 1971 
+C 435 1728 627 1728 666 1728 
+C 749 1728 896 1778 896 1954 
+C 896 2112 774 2181 666 2181 
+C 640 2181 608 2174 589 2168 
+C 723 2592 1069 2714 1293 2714 
+C 1613 2714 1965 2429 1965 1885 
+L 1965 1600 
+C 1587 1600 1133 1549 774 1357 
+C 371 1133 256 813 256 570 
+C 256 77 832 -64 1171 -64 
+C 1523 -64 1850 139 1990 511 
+C 2003 233 2182 -18 2464 -18 
+C 2598 -18 2938 70 2938 567 
+L 2938 920 
+L 2822 920 
+L 2822 562 
+C 2822 178 2650 128 2566 128 
+C 2304 128 2304 458 2304 738 
+L 2304 1653 
+z
+M 1965 870 
+C 1965 317 1568 38 1216 38 
+C 896 38 646 275 646 570 
+C 646 761 730 1100 1101 1305 
+C 1408 1478 1760 1504 1965 1504 
+L 1965 870 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-76" d="M 2502 2163 
+C 2560 2304 2662 2560 3034 2560 
+L 3034 2726 
+C 2912 2726 2752 2726 2630 2726 
+C 2496 2726 2285 2726 2157 2732 
+L 2157 2566 
+C 2317 2553 2406 2477 2406 2311 
+C 2406 2253 2406 2240 2368 2151 
+L 1664 377 
+L 902 2286 
+C 864 2369 864 2381 864 2407 
+C 864 2560 1075 2560 1171 2560 
+L 1171 2732 
+C 1018 2726 736 2726 576 2726 
+C 403 2726 205 2726 64 2732 
+L 64 2560 
+C 307 2560 442 2560 518 2362 
+L 1446 44 
+C 1485 -51 1491 -64 1549 -64 
+C 1606 -64 1613 -51 1651 44 
+L 2502 2163 
+z
+" transform="scale(0.015625)"/>
+       <path id="CMR17-73" d="M 1978 2697 
+C 1978 2813 1971 2819 1933 2819 
+C 1907 2819 1901 2813 1824 2717 
+C 1805 2691 1747 2626 1728 2601 
+C 1523 2819 1235 2819 1126 2819 
+C 416 2819 160 2447 160 2076 
+C 160 1498 813 1365 998 1325 
+C 1402 1243 1542 1217 1677 1101 
+C 1760 1025 1901 884 1901 654 
+C 1901 384 1747 38 1158 38 
+C 602 38 403 460 288 1021 
+C 269 1110 269 1117 218 1117 
+C 166 1117 160 1110 160 983 
+L 160 63 
+C 160 -51 166 -58 205 -58 
+C 237 -58 243 -51 275 0 
+C 314 57 410 211 448 276 
+C 576 103 800 -64 1158 -64 
+C 1792 -64 2131 283 2131 784 
+C 2131 1112 1958 1285 1875 1362 
+C 1683 1561 1459 1606 1190 1657 
+C 838 1735 390 1825 390 2217 
+C 390 2383 480 2737 1126 2737 
+C 1811 2737 1850 2094 1862 1888 
+C 1869 1856 1901 1849 1920 1849 
+C 1978 1849 1978 1869 1978 1978 
+L 1978 2697 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#CMR17-43" transform="scale(0.996264)"/>
+      <use xlink:href="#CMR17-75" transform="translate(66.509881 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6d" transform="translate(117.40525 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-75" transform="translate(191.722386 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6c" transform="translate(242.617756 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-61" transform="translate(267.488815 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-74" transform="translate(313.179292 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-69" transform="translate(348.460059 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-76" transform="translate(373.331118 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(419.02158 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-73" transform="translate(489.583207 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-68" transform="translate(525.384544 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-61" transform="translate(576.279914 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-72" transform="translate(621.970391 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(657.251159 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6f" transform="translate(727.812786 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-66" transform="translate(773.503263 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-77" transform="translate(831.052742 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(894.960168 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-61" transform="translate(935.445829 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6c" transform="translate(981.136306 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-74" transform="translate(1006.007364 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-68" transform="translate(1041.288132 0) scale(0.996264)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 57.824032 306.438301 
+L 60.726198 306.716451 
+L 66.530531 306.934827 
+L 76.688112 307.056336 
+L 99.905441 307.003364 
+L 118.769521 306.758072 
+L 133.280351 306.3488 
+L 144.889016 305.820422 
+L 155.046597 305.146921 
+L 165.204179 304.26448 
+L 175.36176 303.171613 
+L 184.068259 302.003081 
+L 192.774757 300.590248 
+L 201.481255 298.925284 
+L 208.736671 297.346701 
+L 215.992086 295.558332 
+L 221.796418 293.936507 
+L 229.051834 291.680825 
+L 236.307249 289.13649 
+L 243.562664 286.359732 
+L 249.366997 283.887296 
+L 253.720246 281.825074 
+L 258.073495 279.559674 
+L 263.877827 276.288236 
+L 269.682159 272.728836 
+L 274.035409 269.785534 
+L 279.839741 265.476837 
+L 284.19299 261.960203 
+L 288.546239 258.110941 
+L 292.899489 253.865937 
+L 295.801655 250.793979 
+L 298.703821 247.513771 
+L 301.605987 244.012185 
+L 305.959236 238.361192 
+L 308.861402 234.224275 
+L 313.214651 227.561454 
+L 316.116818 222.673048 
+L 319.018984 217.315295 
+L 321.92115 211.435326 
+L 324.823316 204.992111 
+L 327.725482 197.920529 
+L 330.627648 190.059005 
+L 333.529814 180.959588 
+L 334.980897 175.713061 
+L 336.43198 169.84486 
+L 337.883063 163.199485 
+L 339.334147 155.334954 
+L 340.78523 146.223964 
+L 342.236313 135.035516 
+L 343.687396 119.979035 
+L 345.138479 98.089924 
+L 346.589562 57.64924 
+L 346.589562 57.64924 
+" clip-path="url(#pd49b80afd7)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 57.824032 306.314103 
+L 67.981614 306.192615 
+L 82.492444 305.781373 
+L 97.003275 305.141909 
+L 111.514106 304.289855 
+L 126.024936 303.226447 
+L 140.535767 301.948228 
+L 155.046597 300.438192 
+L 168.106345 298.861385 
+L 179.71501 297.26094 
+L 191.323674 295.442627 
+L 201.481255 293.644405 
+L 211.638837 291.60274 
+L 220.345335 289.615188 
+L 227.600751 287.752862 
+L 234.856166 285.656833 
+L 240.660498 283.769188 
+L 246.46483 281.666262 
+L 252.269163 279.313448 
+L 256.622412 277.344028 
+L 260.975661 275.179644 
+L 265.32891 272.792447 
+L 269.682159 270.139588 
+L 274.035409 267.192719 
+L 278.388658 263.900823 
+L 282.741907 260.205173 
+L 285.644073 257.497825 
+L 288.546239 254.552239 
+L 291.448405 251.346158 
+L 294.350572 247.873211 
+L 297.252738 244.106059 
+L 300.154904 240.004549 
+L 303.05707 235.537945 
+L 305.959236 230.685488 
+L 308.861402 225.401048 
+L 311.763568 219.639982 
+L 314.665734 213.317346 
+L 317.567901 206.372455 
+L 320.470067 198.707736 
+L 323.372233 190.184693 
+L 326.274399 180.683597 
+L 329.176565 169.986216 
+L 332.078731 157.906546 
+L 333.529814 151.24237 
+L 334.980897 144.044484 
+L 336.43198 136.235404 
+L 337.883063 127.703367 
+L 339.334147 118.298866 
+L 340.78523 107.740799 
+L 342.236313 95.705915 
+L 343.687396 81.475893 
+L 345.138479 63.821723 
+L 346.589562 38.528837 
+L 346.589562 38.528837 
+" clip-path="url(#pd49b80afd7)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 43.385756 320.488647 
+L 43.385756 25.10218 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 361.027838 320.488647 
+L 361.027838 25.10218 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 43.385756 320.488647 
+L 361.027838 320.488647 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 43.385756 25.10218 
+L 361.027838 25.10218 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_15">
+    <!-- Brute force approach -->
+    <g transform="translate(148.311546 19.10218) scale(0.12 -0.12)">
+     <defs>
+      <path id="CMR17-42" d="M 333 4352 
+L 333 4186 
+C 774 4186 845 4186 845 3900 
+L 845 452 
+C 845 166 774 166 333 166 
+L 333 0 
+L 2534 0 
+C 3354 0 3885 583 3885 1164 
+C 3885 1741 3360 2233 2675 2233 
+C 3290 2356 3718 2771 3718 3264 
+C 3718 3802 3194 4352 2368 4352 
+L 333 4352 
+z
+M 1248 2304 
+L 1248 3937 
+C 1248 4155 1261 4186 1517 4186 
+L 2336 4186 
+C 2970 4186 3251 3674 3251 3277 
+C 3251 2791 2861 2304 2170 2304 
+L 1248 2304 
+z
+M 1517 166 
+C 1261 166 1248 197 1248 413 
+L 1248 2202 
+L 2432 2202 
+C 3091 2202 3411 1625 3411 1162 
+C 3411 699 3046 166 2349 166 
+L 1517 166 
+z
+" transform="scale(0.015625)"/>
+      <path id="CMR17-70" d="M 1408 -1063 
+C 998 -1063 973 -1037 973 -789 
+L 973 402 
+C 1158 134 1427 -38 1766 -38 
+C 2406 -38 3053 523 3053 1388 
+C 3053 2191 2496 2802 1837 2802 
+C 1453 2802 1139 2592 960 2338 
+L 960 2802 
+L 198 2732 
+L 198 2567 
+C 576 2567 634 2528 634 2223 
+L 634 -789 
+C 634 -1031 608 -1063 198 -1063 
+L 198 -1228 
+C 352 -1216 634 -1216 800 -1216 
+C 966 -1216 1254 -1216 1408 -1228 
+L 1408 -1063 
+z
+M 973 2012 
+C 973 2102 973 2235 1222 2471 
+C 1254 2497 1472 2688 1792 2688 
+C 2259 2688 2643 2108 2643 1382 
+C 2643 656 2234 64 1728 64 
+C 1498 64 1248 172 1056 472 
+C 973 612 973 650 973 752 
+L 973 2012 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#CMR17-42" transform="scale(0.996264)"/>
+     <use xlink:href="#CMR17-72" transform="translate(65.188754 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-75" transform="translate(100.469522 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-74" transform="translate(151.364892 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-65" transform="translate(186.64566 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-66" transform="translate(257.207287 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-6f" transform="translate(284.680799 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-72" transform="translate(330.371276 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-63" transform="translate(365.652044 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-65" transform="translate(406.137704 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-61" transform="translate(476.699331 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-70" transform="translate(522.389808 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-70" transform="translate(573.285178 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-72" transform="translate(624.180548 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-6f" transform="translate(659.461316 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-61" transform="translate(705.151793 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-63" transform="translate(750.84227 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-68" transform="translate(788.725476 0) scale(0.996264)"/>
+    </g>
+   </g>
+  </g>
+  <g id="axes_2">
+   <g id="patch_7">
+    <path d="M 391.557917 320.488647 
+L 709.2 320.488647 
+L 709.2 25.10218 
+L 391.557917 25.10218 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_3">
+    <g id="xtick_7">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="405.70685" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- $\mathdefault{0.0}$ -->
+      <g transform="translate(399.34181 334.407145) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-30" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="463.575693" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_17">
+      <!-- $\mathdefault{0.2}$ -->
+      <g transform="translate(457.210654 334.407145) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-32" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_17">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="521.444537" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_18">
+      <!-- $\mathdefault{0.4}$ -->
+      <g transform="translate(515.079497 334.407145) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-34" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_10">
+     <g id="line2d_18">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="579.31338" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_19">
+      <!-- $\mathdefault{0.6}$ -->
+      <g transform="translate(572.948341 334.407145) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-36" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_11">
+     <g id="line2d_19">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="637.182224" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_20">
+      <!-- $\mathdefault{0.8}$ -->
+      <g transform="translate(630.817185 334.407145) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-38" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_12">
+     <g id="line2d_20">
+      <g>
+       <use xlink:href="#mb10f98ff06" x="695.051068" y="320.488647" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_21">
+      <!-- $\mathdefault{1.0}$ -->
+      <g transform="translate(688.686028 334.407145) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-31" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-30" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_22">
+     <!-- Percentile of net worth -->
+     <g transform="translate(500.468832 347.262822) scale(0.1 -0.1)">
+      <use xlink:href="#CMR17-50" transform="scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(59.983847 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-72" transform="translate(100.469507 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-63" transform="translate(135.750275 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(176.235935 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6e" transform="translate(216.721596 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-74" transform="translate(265.014512 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-69" transform="translate(300.295279 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6c" transform="translate(325.166338 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(350.037396 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6f" transform="translate(420.599023 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-66" transform="translate(466.2895 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6e" transform="translate(523.838979 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-65" transform="translate(574.734349 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-74" transform="translate(615.220009 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-77" transform="translate(680.576743 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-6f" transform="translate(744.48417 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-72" transform="translate(790.174647 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-74" transform="translate(825.455415 0) scale(0.996264)"/>
+      <use xlink:href="#CMR17-68" transform="translate(860.736183 0) scale(0.996264)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_4">
+    <g id="ytick_7">
+     <g id="line2d_21">
+      <g>
+       <use xlink:href="#mae11dc9006" x="391.557917" y="306.316162" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_23">
+      <!-- $\mathdefault{0.0}$ -->
+      <g transform="translate(371.827838 309.775411) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-30" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_22">
+      <g>
+       <use xlink:href="#mae11dc9006" x="391.557917" y="250.94193" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_24">
+      <!-- $\mathdefault{0.2}$ -->
+      <g transform="translate(371.827838 254.401179) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-32" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_23">
+      <g>
+       <use xlink:href="#mae11dc9006" x="391.557917" y="195.567698" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_25">
+      <!-- $\mathdefault{0.4}$ -->
+      <g transform="translate(371.827838 199.026947) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-34" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_10">
+     <g id="line2d_24">
+      <g>
+       <use xlink:href="#mae11dc9006" x="391.557917" y="140.193466" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_26">
+      <!-- $\mathdefault{0.6}$ -->
+      <g transform="translate(371.827838 143.652715) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-36" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_11">
+     <g id="line2d_25">
+      <g>
+       <use xlink:href="#mae11dc9006" x="391.557917" y="84.819234" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_27">
+      <!-- $\mathdefault{0.8}$ -->
+      <g transform="translate(371.827838 88.278483) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-30" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-38" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_12">
+     <g id="line2d_26">
+      <g>
+       <use xlink:href="#mae11dc9006" x="391.557917" y="29.445002" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_28">
+      <!-- $\mathdefault{1.0}$ -->
+      <g transform="translate(371.827838 32.904251) scale(0.1 -0.1)">
+       <use xlink:href="#CMR17-31" transform="scale(0.996264)"/>
+       <use xlink:href="#CMMI12-3a" transform="translate(45.690477 0) scale(0.996264)"/>
+       <use xlink:href="#CMR17-30" transform="translate(72.787654 0) scale(0.996264)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_27">
+    <path d="M 405.996194 306.440018 
+L 408.89836 306.717403 
+L 414.702692 306.935177 
+L 424.860274 307.056352 
+L 448.077603 307.003526 
+L 466.941682 306.758909 
+L 481.452513 306.350763 
+L 493.061178 305.823839 
+L 503.218759 305.152193 
+L 513.376341 304.272181 
+L 523.533922 303.182323 
+L 532.24042 302.017008 
+L 540.946919 300.608064 
+L 549.653417 298.947684 
+L 556.908832 297.373447 
+L 564.164248 295.59 
+L 569.96858 293.972641 
+L 577.223995 291.723168 
+L 584.479411 289.185837 
+L 591.734826 286.416723 
+L 597.539158 283.951094 
+L 601.892407 281.894549 
+L 606.245657 279.635385 
+L 612.049989 276.372953 
+L 617.854321 272.823352 
+L 622.20757 269.888153 
+L 628.011903 265.591317 
+L 632.365152 262.084365 
+L 636.718401 258.245699 
+L 641.07165 254.012381 
+L 643.973816 250.948881 
+L 646.875982 247.677702 
+L 649.778149 244.185756 
+L 654.131398 238.550319 
+L 657.033564 234.424791 
+L 661.386813 227.780312 
+L 664.288979 222.905363 
+L 667.191145 217.56236 
+L 670.093311 211.698578 
+L 672.995478 205.273101 
+L 675.897644 198.220986 
+L 678.79981 190.381104 
+L 681.701976 181.306737 
+L 683.153059 176.074653 
+L 684.604142 170.222607 
+L 686.055225 163.595527 
+L 687.506308 155.752645 
+L 688.957391 146.666738 
+L 690.408474 135.50909 
+L 691.859557 120.494059 
+L 693.31064 98.665206 
+L 694.761724 58.335852 
+L 694.761724 58.335852 
+" clip-path="url(#p6212ecf703)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_28">
+    <path d="M 405.996194 306.316162 
+L 414.702692 306.225107 
+L 429.213523 305.83734 
+L 443.724353 305.212102 
+L 458.235184 304.373293 
+L 472.746015 303.324809 
+L 487.256845 302.06228 
+L 501.767676 300.572275 
+L 514.827424 299.015725 
+L 527.887171 297.228532 
+L 539.495836 295.411413 
+L 549.653417 293.613537 
+L 559.810999 291.572616 
+L 568.517497 289.587175 
+L 575.772912 287.73122 
+L 583.028328 285.642606 
+L 588.83266 283.769863 
+L 594.636992 281.677749 
+L 600.441324 279.328931 
+L 604.794574 277.372147 
+L 609.147823 275.218239 
+L 613.501072 272.839313 
+L 617.854321 270.198391 
+L 622.20757 267.249922 
+L 626.56082 263.960429 
+L 629.462986 261.542927 
+L 632.365152 258.924871 
+L 635.267318 256.08747 
+L 638.169484 253.011385 
+L 641.07165 249.686703 
+L 643.973816 246.08151 
+L 646.875982 242.14636 
+L 649.778149 237.861144 
+L 652.680315 233.184992 
+L 655.582481 228.085431 
+L 658.484647 222.499538 
+L 661.386813 216.399481 
+L 664.288979 209.725532 
+L 667.191145 202.363516 
+L 670.093311 194.252842 
+L 672.995478 185.26867 
+L 675.897644 175.18737 
+L 678.79981 163.781335 
+L 681.701976 150.770065 
+L 683.153059 143.551705 
+L 684.604142 135.663837 
+L 686.055225 127.0441 
+L 687.506308 117.519617 
+L 688.957391 106.785409 
+L 690.408474 94.670403 
+L 691.859557 80.723824 
+L 693.31064 63.63685 
+L 694.761724 38.528837 
+L 694.761724 38.528837 
+" clip-path="url(#p6212ecf703)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_8">
+    <path d="M 391.557917 320.488647 
+L 391.557917 25.10218 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_9">
+    <path d="M 709.2 320.488647 
+L 709.2 25.10218 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_10">
+    <path d="M 391.557917 320.488647 
+L 709.2 320.488647 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_11">
+    <path d="M 391.557917 25.10218 
+L 709.2 25.10218 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_29">
+    <!-- Using AgentPopulation class -->
+    <g transform="translate(477.042923 19.10218) scale(0.12 -0.12)">
+     <defs>
+      <path id="CMR17-55" d="M 3456 1433 
+C 3456 579 2899 38 2291 38 
+C 1965 38 1670 210 1491 477 
+C 1286 783 1261 1178 1261 1401 
+L 1261 3874 
+C 1261 4160 1331 4160 1773 4160 
+L 1773 4320 
+C 1587 4320 1248 4320 1050 4320 
+C 851 4320 512 4320 326 4320 
+L 326 4160 
+C 768 4160 838 4160 838 3874 
+L 838 1433 
+C 838 516 1536 -128 2278 -128 
+C 3110 -128 3590 719 3590 1344 
+L 3590 3766 
+C 3590 4122 3917 4160 4102 4160 
+L 4102 4326 
+C 3955 4320 3686 4320 3526 4320 
+C 3366 4320 3091 4320 2944 4326 
+L 2944 4160 
+C 3456 4160 3456 3861 3456 3702 
+L 3456 1433 
+z
+" transform="scale(0.015625)"/>
+      <path id="CMR17-67" d="M 710 1164 
+C 832 1068 1043 960 1299 960 
+C 1805 960 2240 1357 2240 1888 
+C 2240 2054 2189 2310 1997 2509 
+C 2176 2692 2438 2752 2586 2752 
+C 2611 2752 2650 2752 2682 2734 
+C 2656 2728 2598 2703 2598 2605 
+C 2598 2527 2656 2471 2739 2471 
+C 2835 2471 2886 2533 2886 2614 
+C 2886 2731 2790 2854 2586 2854 
+C 2330 2854 2106 2738 1926 2580 
+C 1734 2753 1504 2816 1299 2816 
+C 794 2816 358 2419 358 1888 
+C 358 1522 570 1292 634 1228 
+C 442 1004 442 743 442 711 
+C 442 545 506 302 723 168 
+C 390 85 128 -169 128 -486 
+C 128 -943 736 -1280 1466 -1280 
+C 2170 -1280 2803 -956 2803 -479 
+C 2803 384 1856 384 1363 384 
+C 1216 384 954 384 922 391 
+C 723 423 589 602 589 826 
+C 589 883 589 1024 710 1164 
+z
+M 1299 1068 
+C 736 1068 736 1760 736 1889 
+C 736 2016 736 2708 1299 2708 
+C 1862 2708 1862 2016 1862 1889 
+C 1862 1760 1862 1068 1299 1068 
+z
+M 1466 -1171 
+C 826 -1171 384 -835 384 -486 
+C 384 -289 493 -105 634 -4 
+C 794 104 858 104 1293 104 
+C 1818 104 2547 104 2547 -486 
+C 2547 -835 2106 -1171 1466 -1171 
+z
+" transform="scale(0.015625)"/>
+      <path id="CMR17-41" d="M 2323 4378 
+C 2291 4461 2278 4480 2214 4480 
+C 2150 4480 2138 4461 2106 4378 
+L 749 566 
+C 627 223 371 153 147 153 
+L 147 -13 
+C 262 0 518 0 640 0 
+C 800 0 1056 0 1210 -13 
+L 1210 153 
+C 909 153 864 361 864 439 
+C 864 497 877 530 890 569 
+L 1229 1536 
+L 2906 1536 
+L 3290 442 
+C 3322 365 3322 352 3322 327 
+C 3322 153 3046 153 2925 153 
+L 2925 0 
+C 3110 0 3443 0 3642 0 
+C 3808 0 4128 0 4282 -13 
+L 4282 153 
+C 3942 153 3827 153 3744 387 
+L 2323 4378 
+z
+M 2067 3893 
+L 2848 1702 
+L 1286 1702 
+L 2067 3893 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#CMR17-55" transform="scale(0.996264)"/>
+     <use xlink:href="#CMR17-73" transform="translate(69.07243 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-69" transform="translate(104.873767 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-6e" transform="translate(129.744826 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-67" transform="translate(180.640196 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-41" transform="translate(256.406639 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-67" transform="translate(325.479069 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-65" transform="translate(371.169546 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-6e" transform="translate(411.655207 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-74" transform="translate(459.948122 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-50" transform="translate(495.22889 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-6f" transform="translate(555.212737 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-70" transform="translate(600.903214 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-75" transform="translate(651.798584 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-6c" transform="translate(702.693953 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-61" transform="translate(727.565012 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-74" transform="translate(773.255489 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-69" transform="translate(808.536257 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-6f" transform="translate(833.407315 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-6e" transform="translate(879.097792 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-63" transform="translate(960.069129 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-6c" transform="translate(1000.554789 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-61" transform="translate(1025.425848 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-73" transform="translate(1071.116325 0) scale(0.996264)"/>
+     <use xlink:href="#CMR17-73" transform="translate(1106.917662 0) scale(0.996264)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pd49b80afd7">
+   <rect x="43.385756" y="25.10218" width="317.642083" height="295.386467"/>
+  </clipPath>
+  <clipPath id="p6212ecf703">
+   <rect x="391.557917" y="25.10218" width="317.642083" height="295.386467"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.jpg b/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.jpg
new file mode 100644
index 00000000..0c6ec45d
Binary files /dev/null and b/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.jpg differ
diff --git a/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.pdf b/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.pdf
new file mode 100644
index 00000000..3ae0af12
Binary files /dev/null and b/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.pdf differ
diff --git a/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.png b/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.png
new file mode 100644
index 00000000..096d4519
Binary files /dev/null and b/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.png differ
diff --git a/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.svg b/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.svg
new file mode 100644
index 00000000..d6c43fed
--- /dev/null
+++ b/notebooks/Figures/Nondurables-During-Great-Recession/consumptionChange.svg
@@ -0,0 +1,1327 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 576 432 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+L 518.4 51.84 
+L 72 51.84 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m7a38990003" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m7a38990003" x="138.837643" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.06 -->
+      <g transform="translate(127.70483 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m7a38990003" x="218.010975" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 0.08 -->
+      <g transform="translate(206.878162 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m7a38990003" x="297.184307" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.10 -->
+      <g transform="translate(286.051494 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m7a38990003" x="376.357638" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.12 -->
+      <g transform="translate(365.224826 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m7a38990003" x="455.53097" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 0.14 -->
+      <g transform="translate(444.398158 399.078438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Std. Dev. of Perm. Income Shock (Baseline = 0.06) -->
+     <g transform="translate(168.475781 412.756563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-44" d="M 1259 4147 
+L 1259 519 
+L 2022 519 
+Q 2988 519 3436 956 
+Q 3884 1394 3884 2338 
+Q 3884 3275 3436 3711 
+Q 2988 4147 2022 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 1925 4666 
+Q 3281 4666 3915 4102 
+Q 4550 3538 4550 2338 
+Q 4550 1131 3912 565 
+Q 3275 0 1925 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-49" d="M 628 4666 
+L 1259 4666 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-42" d="M 1259 2228 
+L 1259 519 
+L 2272 519 
+Q 2781 519 3026 730 
+Q 3272 941 3272 1375 
+Q 3272 1813 3026 2020 
+Q 2781 2228 2272 2228 
+L 1259 2228 
+z
+M 1259 4147 
+L 1259 2741 
+L 2194 2741 
+Q 2656 2741 2882 2914 
+Q 3109 3088 3109 3444 
+Q 3109 3797 2882 3972 
+Q 2656 4147 2194 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2241 4666 
+Q 2963 4666 3353 4366 
+Q 3744 4066 3744 3513 
+Q 3744 3084 3544 2831 
+Q 3344 2578 2956 2516 
+Q 3422 2416 3680 2098 
+Q 3938 1781 3938 1306 
+Q 3938 681 3513 340 
+Q 3088 0 2303 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-3d" d="M 678 2906 
+L 4684 2906 
+L 4684 2381 
+L 678 2381 
+L 678 2906 
+z
+M 678 1631 
+L 4684 1631 
+L 4684 1100 
+L 678 1100 
+L 678 1631 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-53"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(63.476562 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(102.685547 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(166.162109 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(197.949219 0)"/>
+      <use xlink:href="#DejaVuSans-44" transform="translate(229.736328 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(306.738281 0)"/>
+      <use xlink:href="#DejaVuSans-76" transform="translate(368.261719 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(419.691406 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(451.478516 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(483.265625 0)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(544.447266 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(579.652344 0)"/>
+      <use xlink:href="#DejaVuSans-50" transform="translate(611.439453 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(668.117188 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(729.640625 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(769.003906 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(866.416016 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(898.203125 0)"/>
+      <use xlink:href="#DejaVuSans-49" transform="translate(929.990234 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(959.482422 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1022.861328 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1077.841797 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(1139.023438 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1236.435547 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1297.958984 0)"/>
+      <use xlink:href="#DejaVuSans-53" transform="translate(1329.746094 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(1393.222656 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1456.601562 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1517.783203 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(1572.763672 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1630.673828 0)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(1662.460938 0)"/>
+      <use xlink:href="#DejaVuSans-42" transform="translate(1701.474609 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(1770.078125 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(1831.357422 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1883.457031 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(1944.980469 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(1972.763672 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(2000.546875 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(2063.925781 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(2125.449219 0)"/>
+      <use xlink:href="#DejaVuSans-3d" transform="translate(2157.236328 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(2241.025391 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(2272.8125 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(2336.435547 0)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(2368.222656 0)"/>
+      <use xlink:href="#DejaVuSans-36" transform="translate(2431.845703 0)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(2495.46875 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="m75cff04906" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m75cff04906" x="72" y="384.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- −25 -->
+      <g transform="translate(43.895313 388.279219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(147.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m75cff04906" x="72" y="329.04" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- −20 -->
+      <g transform="translate(43.895313 332.839219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(147.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m75cff04906" x="72" y="273.6" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- −15 -->
+      <g transform="translate(43.895313 277.399219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(147.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m75cff04906" x="72" y="218.16" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- −10 -->
+      <g transform="translate(43.895313 221.959219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(147.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m75cff04906" x="72" y="162.72" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- −5 -->
+      <g transform="translate(50.257812 166.519219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(83.789062 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m75cff04906" x="72" y="107.28" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0 -->
+      <g transform="translate(58.6375 111.079219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m75cff04906" x="72" y="51.84" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 5 -->
+      <g transform="translate(58.6375 55.639219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- % Change in Consumption -->
+     <g transform="translate(37.815625 284.494375) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-25" d="M 4653 2053 
+Q 4381 2053 4226 1822 
+Q 4072 1591 4072 1178 
+Q 4072 772 4226 539 
+Q 4381 306 4653 306 
+Q 4919 306 5073 539 
+Q 5228 772 5228 1178 
+Q 5228 1588 5073 1820 
+Q 4919 2053 4653 2053 
+z
+M 4653 2450 
+Q 5147 2450 5437 2106 
+Q 5728 1763 5728 1178 
+Q 5728 594 5436 251 
+Q 5144 -91 4653 -91 
+Q 4153 -91 3862 251 
+Q 3572 594 3572 1178 
+Q 3572 1766 3864 2108 
+Q 4156 2450 4653 2450 
+z
+M 1428 4353 
+Q 1159 4353 1004 4120 
+Q 850 3888 850 3481 
+Q 850 3069 1003 2837 
+Q 1156 2606 1428 2606 
+Q 1700 2606 1854 2837 
+Q 2009 3069 2009 3481 
+Q 2009 3884 1853 4118 
+Q 1697 4353 1428 4353 
+z
+M 4250 4750 
+L 4750 4750 
+L 1831 -91 
+L 1331 -91 
+L 4250 4750 
+z
+M 1428 4750 
+Q 1922 4750 2215 4408 
+Q 2509 4066 2509 3481 
+Q 2509 2891 2217 2550 
+Q 1925 2209 1428 2209 
+Q 931 2209 642 2551 
+Q 353 2894 353 3481 
+Q 353 4063 643 4406 
+Q 934 4750 1428 4750 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-25"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(95.019531 0)"/>
+      <use xlink:href="#DejaVuSans-43" transform="translate(126.806641 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(196.630859 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(260.009766 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(321.289062 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(384.667969 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(448.144531 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(509.667969 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(541.455078 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(569.238281 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(632.617188 0)"/>
+      <use xlink:href="#DejaVuSans-43" transform="translate(664.404297 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(734.228516 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(795.410156 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(858.789062 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(910.888672 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(974.267578 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(1071.679688 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(1135.15625 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(1174.365234 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1202.148438 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(1263.330078 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 86.053422 
+L 137.381818 104.422779 
+L 182.472727 125.869156 
+L 227.563636 150.307137 
+L 272.654545 177.46813 
+L 317.745455 206.802524 
+L 362.836364 237.329524 
+L 407.927273 267.713863 
+L 453.018182 296.85679 
+L 498.109091 324.252101 
+" clip-path="url(#pfac64b23d7)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 72 107.28 
+L 518.4 107.28 
+" clip-path="url(#pfac64b23d7)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 72 152.7408 
+L 518.4 152.7408 
+" clip-path="url(#pfac64b23d7)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 384.48 
+L 72 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 384.48 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 384.48 
+L 518.4 384.48 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 51.84 
+L 518.4 51.84 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_15">
+    <!-- Change in Cons. Following Increase in Perm. Income Uncertainty -->
+    <g transform="translate(101.51625 45.84) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-46" d="M 628 4666 
+L 3309 4666 
+L 3309 4134 
+L 1259 4134 
+L 1259 2759 
+L 3109 2759 
+L 3109 2228 
+L 1259 2228 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-55" d="M 556 4666 
+L 1191 4666 
+L 1191 1831 
+Q 1191 1081 1462 751 
+Q 1734 422 2344 422 
+Q 2950 422 3222 751 
+Q 3494 1081 3494 1831 
+L 3494 4666 
+L 4128 4666 
+L 4128 1753 
+Q 4128 841 3676 375 
+Q 3225 -91 2344 -91 
+Q 1459 -91 1007 375 
+Q 556 841 556 1753 
+L 556 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-43"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(69.824219 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(133.203125 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(194.482422 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(257.861328 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(321.337891 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(382.861328 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(414.648438 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(442.431641 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(505.810547 0)"/>
+     <use xlink:href="#DejaVuSans-43" transform="translate(537.597656 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(607.421875 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(668.603516 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(731.982422 0)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(784.082031 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(815.869141 0)"/>
+     <use xlink:href="#DejaVuSans-46" transform="translate(847.65625 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(901.550781 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(962.732422 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(990.515625 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1018.298828 0)"/>
+     <use xlink:href="#DejaVuSans-77" transform="translate(1079.480469 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1161.267578 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1189.050781 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(1252.429688 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1315.90625 0)"/>
+     <use xlink:href="#DejaVuSans-49" transform="translate(1347.693359 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1377.185547 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(1440.564453 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(1495.544922 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1534.408203 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(1595.931641 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1657.210938 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1709.310547 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1770.833984 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1802.621094 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1830.404297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1893.783203 0)"/>
+     <use xlink:href="#DejaVuSans-50" transform="translate(1925.570312 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1982.248047 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(2043.771484 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(2083.134766 0)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(2180.546875 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2212.333984 0)"/>
+     <use xlink:href="#DejaVuSans-49" transform="translate(2244.121094 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(2273.613281 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(2336.992188 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(2391.972656 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(2453.154297 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(2550.566406 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(2612.089844 0)"/>
+     <use xlink:href="#DejaVuSans-55" transform="translate(2643.876953 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(2717.070312 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(2780.449219 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(2835.429688 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(2896.953125 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(2938.066406 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(2977.275391 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(3038.554688 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(3066.337891 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(3129.716797 0)"/>
+     <use xlink:href="#DejaVuSans-79" transform="translate(3168.925781 0)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pfac64b23d7">
+   <rect x="72" y="51.84" width="446.4" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PalgravePrecautionary/aTarget.jpg b/notebooks/Figures/PalgravePrecautionary/aTarget.jpg
new file mode 100644
index 00000000..2519a736
Binary files /dev/null and b/notebooks/Figures/PalgravePrecautionary/aTarget.jpg differ
diff --git a/notebooks/Figures/PalgravePrecautionary/aTarget.pdf b/notebooks/Figures/PalgravePrecautionary/aTarget.pdf
new file mode 100644
index 00000000..3d0f6f2b
Binary files /dev/null and b/notebooks/Figures/PalgravePrecautionary/aTarget.pdf differ
diff --git a/notebooks/Figures/PalgravePrecautionary/aTarget.png b/notebooks/Figures/PalgravePrecautionary/aTarget.png
new file mode 100644
index 00000000..9d4f5367
Binary files /dev/null and b/notebooks/Figures/PalgravePrecautionary/aTarget.png differ
diff --git a/notebooks/Figures/PalgravePrecautionary/aTarget.svg b/notebooks/Figures/PalgravePrecautionary/aTarget.svg
new file mode 100644
index 00000000..bf98546c
--- /dev/null
+++ b/notebooks/Figures/PalgravePrecautionary/aTarget.svg
@@ -0,0 +1,1084 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="720pt" height="576pt" viewBox="0 0 720 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 720 576 
+L 720 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 90 512.64 
+L 648 512.64 
+L 648 69.12 
+L 90 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m6b5fbd8e95" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m6b5fbd8e95" x="304.713826" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- $a^*$ -->
+      <g transform="translate(298.163826 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-Oblique-61" d="M 3438 1997 
+L 3047 0 
+L 2472 0 
+L 2578 531 
+Q 2325 219 2001 64 
+Q 1678 -91 1281 -91 
+Q 834 -91 548 182 
+Q 263 456 263 884 
+Q 263 1497 752 1853 
+Q 1241 2209 2100 2209 
+L 2900 2209 
+L 2931 2363 
+Q 2938 2388 2941 2417 
+Q 2944 2447 2944 2509 
+Q 2944 2788 2717 2942 
+Q 2491 3097 2081 3097 
+Q 1800 3097 1504 3025 
+Q 1209 2953 897 2809 
+L 997 3341 
+Q 1322 3463 1633 3523 
+Q 1944 3584 2234 3584 
+Q 2853 3584 3176 3315 
+Q 3500 3047 3500 2534 
+Q 3500 2431 3484 2292 
+Q 3469 2153 3438 1997 
+z
+M 2816 1759 
+L 2241 1759 
+Q 1534 1759 1195 1570 
+Q 856 1381 856 984 
+Q 856 709 1029 553 
+Q 1203 397 1509 397 
+Q 1978 397 2328 733 
+Q 2678 1069 2791 1631 
+L 2816 1759 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2a" d="M 3009 3897 
+L 1888 3291 
+L 3009 2681 
+L 2828 2375 
+L 1778 3009 
+L 1778 1831 
+L 1422 1831 
+L 1422 3009 
+L 372 2375 
+L 191 2681 
+L 1313 3291 
+L 191 3897 
+L 372 4206 
+L 1422 3572 
+L 1422 4750 
+L 1778 4750 
+L 1778 3572 
+L 2828 4206 
+L 3009 3897 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-2a" transform="translate(79.566888 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m6b5fbd8e95" x="364.129822" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- $a^{**}$ -->
+      <g transform="translate(355.829822 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(0 0.765625)"/>
+       <use xlink:href="#DejaVuSans-2a" transform="translate(65.929193 39.046875) scale(0.7)"/>
+       <use xlink:href="#DejaVuSans-2a" transform="translate(114.566888 39.046875) scale(0.7)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_3">
+     <!-- a -->
+     <g transform="translate(644.935938 540.916563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-61"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_3">
+      <defs>
+       <path id="ma039fbe624" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#ma039fbe624" x="90" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.0 -->
+      <g transform="translate(67.096875 516.439219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#ma039fbe624" x="90" y="453.504" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 0.2 -->
+      <g transform="translate(67.096875 457.303219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#ma039fbe624" x="90" y="394.368" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 0.4 -->
+      <g transform="translate(67.096875 398.167219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#ma039fbe624" x="90" y="335.232" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.6 -->
+      <g transform="translate(67.096875 339.031219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#ma039fbe624" x="90" y="276.096" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.8 -->
+      <g transform="translate(67.096875 279.895219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#ma039fbe624" x="90" y="216.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 1.0 -->
+      <g transform="translate(67.096875 220.759219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#ma039fbe624" x="90" y="157.824" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 1.2 -->
+      <g transform="translate(67.096875 161.623219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#ma039fbe624" x="90" y="98.688" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 1.4 -->
+      <g transform="translate(67.096875 102.487219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_11">
+    <path d="M 115.363636 187.646754 
+L 125.716141 203.831397 
+L 136.068646 218.760935 
+L 146.42115 232.555119 
+L 156.773655 245.330948 
+L 167.12616 257.209884 
+L 177.478664 268.280085 
+L 187.831169 278.583896 
+L 198.183673 288.179083 
+L 208.536178 297.160009 
+L 218.888683 305.613525 
+L 229.241187 313.565032 
+L 239.593692 321.020283 
+L 249.946197 328.005124 
+L 260.298701 334.57546 
+L 270.651206 340.78859 
+L 281.003711 346.679867 
+L 291.356215 352.264062 
+L 301.70872 357.555195 
+L 312.061224 362.568969 
+L 322.413729 367.32322 
+L 332.766234 371.83592 
+L 343.118738 376.124689 
+L 353.471243 380.20557 
+L 363.823748 384.094162 
+L 374.176252 387.80606 
+L 384.528757 391.354954 
+L 394.881262 394.749347 
+L 405.233766 397.996866 
+L 415.586271 401.10514 
+L 425.938776 404.081663 
+L 436.29128 406.933116 
+L 446.643785 409.665874 
+L 456.996289 412.286309 
+L 467.348794 414.800794 
+L 477.701299 417.215451 
+L 488.053803 419.535612 
+L 498.406308 421.766461 
+L 508.758813 423.913181 
+L 519.111317 425.980954 
+L 529.463822 427.97482 
+L 539.816327 429.898458 
+L 550.168831 431.754799 
+L 560.521336 433.546766 
+L 570.87384 435.277282 
+L 581.226345 436.949269 
+L 591.57885 438.565604 
+L 601.931354 440.128647 
+L 612.283859 441.64044 
+L 622.636364 443.10302 
+" clip-path="url(#pc78927a622)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_12">
+    <path d="M 115.363636 356.58258 
+L 125.716141 360.852228 
+L 136.068646 364.949045 
+L 146.42115 368.882191 
+L 156.773655 372.660303 
+L 167.12616 376.291397 
+L 177.478664 379.783031 
+L 187.831169 383.142216 
+L 198.183673 386.375631 
+L 208.536178 389.489386 
+L 218.888683 392.489422 
+L 229.241187 395.381116 
+L 239.593692 398.169657 
+L 249.946197 400.859942 
+L 260.298701 403.456427 
+L 270.651206 405.963515 
+L 281.003711 408.385263 
+L 291.356215 410.725405 
+L 301.70872 412.987653 
+L 312.061224 415.17546 
+L 322.413729 417.291942 
+L 332.766234 419.340195 
+L 343.118738 421.323234 
+L 353.471243 423.243707 
+L 363.823748 425.104159 
+L 374.176252 426.907133 
+L 384.528757 428.655059 
+L 394.881262 430.350053 
+L 405.233766 431.994178 
+L 415.586271 433.589499 
+L 425.938776 435.138034 
+L 436.29128 436.641533 
+L 446.643785 438.101646 
+L 456.996289 439.520022 
+L 467.348794 440.898311 
+L 477.701299 442.238085 
+L 488.053803 443.540688 
+L 498.406308 444.807417 
+L 508.758813 446.039569 
+L 519.111317 447.238441 
+L 529.463822 448.405314 
+L 539.816327 449.541288 
+L 550.168831 450.647368 
+L 560.521336 451.724558 
+L 570.87384 452.773862 
+L 581.226345 453.796284 
+L 591.57885 454.792814 
+L 601.931354 455.764302 
+L 612.283859 456.711514 
+L 622.636364 457.63521 
+" clip-path="url(#pc78927a622)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_13">
+    <path d="M 115.363636 461.306667 
+L 125.716141 459.698409 
+L 136.068646 458.01337 
+L 146.42115 456.246585 
+L 156.773655 454.392678 
+L 167.12616 452.445826 
+L 177.478664 450.39971 
+L 187.831169 448.247467 
+L 198.183673 445.981626 
+L 208.536178 443.594052 
+L 218.888683 441.075864 
+L 229.241187 438.41736 
+L 239.593692 435.607917 
+L 249.946197 432.635889 
+L 260.298701 429.488485 
+L 270.651206 426.15163 
+L 281.003711 422.609808 
+L 291.356215 418.845882 
+L 301.70872 414.840886 
+L 312.061224 410.573785 
+L 322.413729 406.0212 
+L 332.766234 401.157082 
+L 343.118738 395.952347 
+L 353.471243 390.374433 
+L 363.823748 384.386792 
+L 374.176252 377.94829 
+L 384.528757 371.012498 
+L 394.881262 363.526856 
+L 405.233766 355.431667 
+L 415.586271 346.65891 
+L 425.938776 337.130803 
+L 436.29128 326.758076 
+L 446.643785 315.437867 
+L 456.996289 303.051167 
+L 467.348794 289.459677 
+L 477.701299 274.501933 
+L 488.053803 257.988485 
+L 498.406308 239.695871 
+L 508.758813 219.359016 
+L 519.111317 196.661578 
+L 529.463822 171.223564 
+L 539.816327 142.585331 
+L 550.168831 110.186667 
+L 560.521336 73.339191 
+L 570.87384 31.189479 
+L 577.741933 -1 
+" clip-path="url(#pc78927a622)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 304.713826 499.806667 
+L 304.713826 413.630228 
+" clip-path="url(#pc78927a622)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 364.129822 499.806667 
+L 364.129822 384.203119 
+" clip-path="url(#pc78927a622)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 90 512.64 
+L 90 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 648 512.64 
+L 648 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 90 512.64 
+L 648 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 90 69.12 
+L 648 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 97 123.598125 
+L 274.3 123.598125 
+Q 276.3 123.598125 276.3 121.598125 
+L 276.3 76.12 
+Q 276.3 74.12 274.3 74.12 
+L 97 74.12 
+Q 95 74.12 95 76.12 
+L 95 121.598125 
+Q 95 123.598125 97 123.598125 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_16">
+     <path d="M 99 82.72 
+L 109 82.72 
+L 119 82.72 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_12">
+     <!-- $\omega_t'(a) = R \beta E_t [v_{t+1}'(aR + \tilde{y}_{t+1})]$ -->
+     <g transform="translate(127 86.22) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-3c9" d="M 1369 -91 
+Q 72 -91 434 1766 
+Q 575 2500 1256 3500 
+L 1875 3500 
+Q 1231 2500 1088 1750 
+Q 819 397 1519 397 
+Q 2166 397 2478 2078 
+L 3009 2078 
+Q 2669 388 3316 397 
+Q 4013 403 4275 1750 
+Q 4419 2500 4169 3500 
+L 4788 3500 
+Q 5075 2500 4934 1766 
+Q 4578 -94 3278 -91 
+Q 2428 -88 2503 844 
+Q 2194 -91 1369 -91 
+z
+" transform="scale(0.015625)"/>
+       <path id="Cmsy10-30" d="M 225 347 
+Q 184 359 184 409 
+L 966 3316 
+Q 1003 3434 1093 3506 
+Q 1184 3578 1300 3578 
+Q 1450 3578 1564 3479 
+Q 1678 3381 1678 3231 
+Q 1678 3166 1644 3084 
+L 488 319 
+Q 466 275 428 275 
+Q 394 275 320 306 
+Q 247 338 225 347 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-3d" d="M 678 2906 
+L 4684 2906 
+L 4684 2381 
+L 678 2381 
+L 678 2906 
+z
+M 678 1631 
+L 4684 1631 
+L 4684 1100 
+L 678 1100 
+L 678 1631 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-52" d="M 1613 4147 
+L 1294 2491 
+L 2106 2491 
+Q 2584 2491 2879 2755 
+Q 3175 3019 3175 3444 
+Q 3175 3784 2976 3965 
+Q 2778 4147 2406 4147 
+L 1613 4147 
+z
+M 2772 2241 
+Q 2972 2194 3105 2009 
+Q 3238 1825 3413 1275 
+L 3809 0 
+L 3144 0 
+L 2778 1197 
+Q 2638 1659 2453 1815 
+Q 2269 1972 1888 1972 
+L 1191 1972 
+L 806 0 
+L 172 0 
+L 1081 4666 
+L 2503 4666 
+Q 3150 4666 3495 4373 
+Q 3841 4081 3841 3531 
+Q 3841 3044 3547 2687 
+Q 3253 2331 2772 2241 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-3b2" d="M 872 216 
+L 572 -1331 
+L -6 -1331 
+L 928 3478 
+Q 1206 4903 2538 4903 
+Q 3888 4903 3659 3700 
+Q 3503 2844 2894 2531 
+Q 3713 2250 3553 1416 
+Q 3272 -69 1759 -66 
+Q 1097 -63 872 216 
+z
+M 1019 966 
+Q 1259 422 1875 425 
+Q 2775 425 2966 1406 
+Q 3138 2288 1675 2219 
+L 1778 2750 
+Q 2909 2731 3106 3750 
+Q 3241 4438 2509 4434 
+Q 1691 4434 1503 3459 
+L 1019 966 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-45" d="M 1081 4666 
+L 4031 4666 
+L 3928 4134 
+L 1606 4134 
+L 1338 2753 
+L 3566 2753 
+L 3463 2222 
+L 1234 2222 
+L 909 531 
+L 3284 531 
+L 3181 0 
+L 172 0 
+L 1081 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-5b" d="M 550 4863 
+L 1875 4863 
+L 1875 4416 
+L 1125 4416 
+L 1125 -397 
+L 1875 -397 
+L 1875 -844 
+L 550 -844 
+L 550 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-76" d="M 459 3500 
+L 1069 3500 
+L 1581 525 
+L 3256 3500 
+L 3866 3500 
+L 1875 0 
+L 1100 0 
+L 459 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2b" d="M 2944 4013 
+L 2944 2272 
+L 4684 2272 
+L 4684 1741 
+L 2944 1741 
+L 2944 0 
+L 2419 0 
+L 2419 1741 
+L 678 1741 
+L 678 2272 
+L 2419 2272 
+L 2419 4013 
+L 2944 4013 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-303" d="M -1621 4281 
+L -1799 4453 
+Q -1867 4516 -1919 4545 
+Q -1971 4575 -2011 4575 
+Q -2130 4575 -2186 4461 
+Q -2242 4347 -2249 4091 
+L -2639 4091 
+Q -2633 4513 -2473 4742 
+Q -2314 4972 -2030 4972 
+Q -1911 4972 -1811 4928 
+Q -1711 4884 -1596 4781 
+L -1417 4609 
+Q -1349 4547 -1297 4517 
+Q -1246 4488 -1205 4488 
+Q -1086 4488 -1030 4602 
+Q -974 4716 -967 4972 
+L -577 4972 
+Q -583 4550 -742 4320 
+Q -902 4091 -1186 4091 
+Q -1305 4091 -1405 4134 
+Q -1505 4178 -1621 4281 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-79" d="M 1588 -325 
+Q 1188 -997 936 -1164 
+Q 684 -1331 294 -1331 
+L -159 -1331 
+L -63 -850 
+L 269 -850 
+Q 509 -850 678 -719 
+Q 847 -588 1056 -206 
+L 1234 128 
+L 459 3500 
+L 1069 3500 
+L 1650 819 
+L 3256 3500 
+L 3859 3500 
+L 1588 -325 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-5d" d="M 1947 4863 
+L 1947 -844 
+L 622 -844 
+L 622 -397 
+L 1369 -397 
+L 1369 4416 
+L 622 4416 
+L 622 4863 
+L 1947 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-3c9" transform="translate(0 0.046875)"/>
+      <use xlink:href="#Cmsy10-30" transform="translate(88.20638 38.328125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(83.740234 -27.296875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(113.920898 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(152.93457 0.046875)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(214.213867 0.046875)"/>
+      <use xlink:href="#DejaVuSans-3d" transform="translate(272.709961 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(375.981445 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-3b2" transform="translate(445.463867 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-45" transform="translate(509.282227 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(572.46582 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-5b" transform="translate(602.646484 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-76" transform="translate(641.660156 0.046875)"/>
+      <use xlink:href="#Cmsy10-30" transform="translate(705.30599 38.328125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(700.839844 -27.296875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(741.923828 -27.296875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(814.213867 -27.296875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(861.484375 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(900.498047 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(961.777344 0.046875)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(1050.742188 0.046875)"/>
+      <use xlink:href="#DejaVuSans-303" transform="translate(1216.042969 3.3125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-79" transform="translate(1154.013672 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(1214.150391 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(1255.234375 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(1327.524414 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(1374.794922 0.046875)"/>
+      <use xlink:href="#DejaVuSans-5d" transform="translate(1413.808594 0.046875)"/>
+     </g>
+    </g>
+    <g id="line2d_17">
+     <path d="M 99 98.62 
+L 109 98.62 
+L 119 98.62 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_13">
+     <!-- $R \beta v_{t+1}'(aR + E_t[\tilde{y}_{t+1}])$ -->
+     <g transform="translate(127 102.12) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(0 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-3b2" transform="translate(69.482422 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-76" transform="translate(133.300781 0.046875)"/>
+      <use xlink:href="#Cmsy10-30" transform="translate(196.946615 38.328125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(192.480469 -27.296875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(233.564453 -27.296875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(305.854492 -27.296875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(353.125 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(392.138672 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(453.417969 0.046875)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(542.382812 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-45" transform="translate(645.654297 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(708.837891 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-5b" transform="translate(739.018555 0.046875)"/>
+      <use xlink:href="#DejaVuSans-303" transform="translate(840.061523 3.3125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-79" transform="translate(778.032227 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(838.168945 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(879.25293 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(951.542969 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-5d" transform="translate(998.813477 0.046875)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(1037.827148 0.046875)"/>
+     </g>
+    </g>
+    <g id="line2d_18">
+     <path d="M 99 114.018437 
+L 109 114.018437 
+L 119 114.018437 
+" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_14">
+     <!-- $u'(m_t-a)$ -->
+     <g transform="translate(127 117.518437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-75" d="M 428 1388 
+L 838 3500 
+L 1416 3500 
+L 1006 1409 
+Q 975 1256 961 1147 
+Q 947 1038 947 966 
+Q 947 700 1109 554 
+Q 1272 409 1569 409 
+Q 2031 409 2368 721 
+Q 2706 1034 2809 1563 
+L 3194 3500 
+L 3769 3500 
+L 3091 0 
+L 2516 0 
+L 2631 550 
+Q 2388 244 2052 76 
+Q 1716 -91 1338 -91 
+Q 878 -91 622 161 
+Q 366 413 366 863 
+Q 366 956 381 1097 
+Q 397 1238 428 1388 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6d" d="M 5747 2113 
+L 5338 0 
+L 4763 0 
+L 5166 2094 
+Q 5191 2228 5203 2325 
+Q 5216 2422 5216 2491 
+Q 5216 2772 5059 2928 
+Q 4903 3084 4622 3084 
+Q 4203 3084 3875 2770 
+Q 3547 2456 3450 1953 
+L 3066 0 
+L 2491 0 
+L 2900 2094 
+Q 2925 2209 2937 2307 
+Q 2950 2406 2950 2484 
+Q 2950 2769 2794 2926 
+Q 2638 3084 2363 3084 
+Q 1938 3084 1609 2770 
+Q 1281 2456 1184 1953 
+L 800 0 
+L 225 0 
+L 909 3500 
+L 1484 3500 
+L 1375 2956 
+Q 1609 3263 1923 3423 
+Q 2238 3584 2597 3584 
+Q 2978 3584 3223 3384 
+Q 3469 3184 3519 2828 
+Q 3781 3197 4126 3390 
+Q 4472 3584 4856 3584 
+Q 5306 3584 5551 3325 
+Q 5797 3066 5797 2591 
+Q 5797 2488 5784 2364 
+Q 5772 2241 5747 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-75" transform="translate(0 0.584375)"/>
+      <use xlink:href="#Cmsy10-30" transform="translate(67.845052 38.865625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(89.822591 0.584375)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6d" transform="translate(128.836263 0.584375)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(226.248372 -15.821875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2212" transform="translate(275.911458 0.584375)"/>
+      <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(379.182943 0.584375)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(440.46224 0.584375)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pc78927a622">
+   <rect x="90" y="69.12" width="558" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PalgravePrecautionary/comparisonPF.jpg b/notebooks/Figures/PalgravePrecautionary/comparisonPF.jpg
new file mode 100644
index 00000000..a5c9f483
Binary files /dev/null and b/notebooks/Figures/PalgravePrecautionary/comparisonPF.jpg differ
diff --git a/notebooks/Figures/PalgravePrecautionary/comparisonPF.pdf b/notebooks/Figures/PalgravePrecautionary/comparisonPF.pdf
new file mode 100644
index 00000000..a1c80657
Binary files /dev/null and b/notebooks/Figures/PalgravePrecautionary/comparisonPF.pdf differ
diff --git a/notebooks/Figures/PalgravePrecautionary/comparisonPF.png b/notebooks/Figures/PalgravePrecautionary/comparisonPF.png
new file mode 100644
index 00000000..d1f7d98a
Binary files /dev/null and b/notebooks/Figures/PalgravePrecautionary/comparisonPF.png differ
diff --git a/notebooks/Figures/PalgravePrecautionary/comparisonPF.svg b/notebooks/Figures/PalgravePrecautionary/comparisonPF.svg
new file mode 100644
index 00000000..d8edb35e
--- /dev/null
+++ b/notebooks/Figures/PalgravePrecautionary/comparisonPF.svg
@@ -0,0 +1,1089 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="720pt" height="576pt" viewBox="0 0 720 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 720 576 
+L 720 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 90 512.64 
+L 648 512.64 
+L 648 69.12 
+L 90 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m8ae9679c91" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m8ae9679c91" x="115.109873" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0.0 -->
+      <g transform="translate(107.158311 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m8ae9679c91" x="178.550684" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 2.5 -->
+      <g transform="translate(170.599122 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m8ae9679c91" x="241.991496" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 5.0 -->
+      <g transform="translate(234.039933 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m8ae9679c91" x="305.432307" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 7.5 -->
+      <g transform="translate(297.480745 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-37"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m8ae9679c91" x="368.873118" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 10.0 -->
+      <g transform="translate(357.740306 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m8ae9679c91" x="432.31393" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 12.5 -->
+      <g transform="translate(421.181117 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m8ae9679c91" x="495.754741" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 15.0 -->
+      <g transform="translate(484.621929 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m8ae9679c91" x="559.195552" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 17.5 -->
+      <g transform="translate(548.06274 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m8ae9679c91" x="622.636364" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 20.0 -->
+      <g transform="translate(611.503551 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_10">
+     <!-- m -->
+     <g transform="translate(364.129687 540.916563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-6d"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_10">
+      <defs>
+       <path id="m3d604478fe" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m3d604478fe" x="90" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0 -->
+      <g transform="translate(76.6375 516.439219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m3d604478fe" x="90" y="423.936" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1 -->
+      <g transform="translate(76.6375 427.735219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m3d604478fe" x="90" y="335.232" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 2 -->
+      <g transform="translate(76.6375 339.031219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m3d604478fe" x="90" y="246.528" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 3 -->
+      <g transform="translate(76.6375 250.327219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m3d604478fe" x="90" y="157.824" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 4 -->
+      <g transform="translate(76.6375 161.623219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#m3d604478fe" x="90" y="69.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- 5 -->
+      <g transform="translate(76.6375 72.919219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_17">
+     <!-- c -->
+     <g transform="translate(70.557812 293.629219) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-63"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_16">
+    <path d="M 115.363636 486.064992 
+L 124.512844 471.914126 
+L 133.662051 458.15487 
+L 143.827837 443.290491 
+L 152.977045 430.235541 
+L 163.142831 416.037323 
+L 175.341774 399.34628 
+L 189.573875 380.256121 
+L 207.87229 356.180295 
+L 232.270177 324.683908 
+L 262.767535 285.987662 
+L 282.082529 261.752887 
+L 304.447258 233.880392 
+L 328.845145 203.661307 
+L 358.325925 167.340457 
+L 395.939333 121.219379 
+L 438.635635 69.088756 
+L 488.447987 8.48827 
+L 496.25341 -1 
+L 496.25341 -1 
+" clip-path="url(#p7226a82e1c)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_17">
+    <path d="M 115.363636 450.468695 
+L 491.303026 -1 
+L 491.303026 -1 
+" clip-path="url(#p7226a82e1c)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_18">
+    <path d="M 115.363636 423.05783 
+L 622.636364 440.78976 
+L 622.636364 440.78976 
+" clip-path="url(#p7226a82e1c)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_19">
+    <defs>
+     <path id="m829a532ea2" d="M 0 -3 
+L -0.673542 -0.927051 
+L -2.85317 -0.927051 
+L -1.089814 0.354102 
+L -1.763356 2.427051 
+L -0 1.145898 
+L 1.763356 2.427051 
+L 1.089814 0.354102 
+L 2.85317 -0.927051 
+L 0.673542 -0.927051 
+z
+" style="stroke: #d62728; stroke-linejoin: bevel"/>
+    </defs>
+    <g clip-path="url(#p7226a82e1c)">
+     <use xlink:href="#m829a532ea2" x="157.048175" y="424.514931" style="fill: #d62728; stroke: #d62728; stroke-linejoin: bevel"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 90 512.64 
+L 90 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 648 512.64 
+L 648 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 90 512.64 
+L 648 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 90 69.12 
+L 648 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 180.124187 482.808255 
+Q 171.335009 460.861649 162.54583 438.915043 
+L 161.385427 439.379762 
+Q 159.850575 433.529882 158.315723 427.680003 
+Q 161.243059 432.97222 164.170395 438.264438 
+L 163.009992 438.729156 
+Q 171.79917 460.675762 180.588348 482.622367 
+L 180.124187 482.808255 
+z
+" style="stroke: #000000; stroke-linecap: round"/>
+   </g>
+   <g id="text_18">
+    <!-- Target -->
+    <g transform="translate(182.4245 495.478131) scale(0.1 -0.1)">
+     <defs>
+      <path id="DejaVuSans-54" d="M -19 4666 
+L 3928 4666 
+L 3928 4134 
+L 2272 4134 
+L 2272 0 
+L 1638 0 
+L 1638 4134 
+L -19 4134 
+L -19 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-54"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(44.583984 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(105.863281 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(145.226562 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(208.703125 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(270.226562 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_8">
+     <path d="M 509.8 121.17625 
+L 641 121.17625 
+Q 643 121.17625 643 119.17625 
+L 643 76.12 
+Q 643 74.12 641 74.12 
+L 509.8 74.12 
+Q 507.8 74.12 507.8 76.12 
+L 507.8 119.17625 
+Q 507.8 121.17625 509.8 121.17625 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_20">
+     <path d="M 511.8 82.218437 
+L 521.8 82.218437 
+L 531.8 82.218437 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_19">
+     <!-- $c(m)$ -->
+     <g transform="translate(539.8 85.718437) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-63" d="M 3431 3366 
+L 3316 2797 
+Q 3109 2947 2876 3022 
+Q 2644 3097 2394 3097 
+Q 2119 3097 1870 3000 
+Q 1622 2903 1453 2725 
+Q 1184 2453 1037 2087 
+Q 891 1722 891 1331 
+Q 891 859 1127 628 
+Q 1363 397 1844 397 
+Q 2081 397 2348 469 
+Q 2616 541 2906 684 
+L 2797 116 
+Q 2547 13 2283 -39 
+Q 2019 -91 1741 -91 
+Q 1044 -91 669 257 
+Q 294 606 294 1253 
+Q 294 1797 489 2255 
+Q 684 2713 1069 3078 
+Q 1331 3328 1684 3456 
+Q 2038 3584 2456 3584 
+Q 2700 3584 2940 3529 
+Q 3181 3475 3431 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6d" d="M 5747 2113 
+L 5338 0 
+L 4763 0 
+L 5166 2094 
+Q 5191 2228 5203 2325 
+Q 5216 2422 5216 2491 
+Q 5216 2772 5059 2928 
+Q 4903 3084 4622 3084 
+Q 4203 3084 3875 2770 
+Q 3547 2456 3450 1953 
+L 3066 0 
+L 2491 0 
+L 2900 2094 
+Q 2925 2209 2937 2307 
+Q 2950 2406 2950 2484 
+Q 2950 2769 2794 2926 
+Q 2638 3084 2363 3084 
+Q 1938 3084 1609 2770 
+Q 1281 2456 1184 1953 
+L 800 0 
+L 225 0 
+L 909 3500 
+L 1484 3500 
+L 1375 2956 
+Q 1609 3263 1923 3423 
+Q 2238 3584 2597 3584 
+Q 2978 3584 3223 3384 
+Q 3469 3184 3519 2828 
+Q 3781 3197 4126 3390 
+Q 4472 3584 4856 3584 
+Q 5306 3584 5551 3325 
+Q 5797 3066 5797 2591 
+Q 5797 2488 5784 2364 
+Q 5772 2241 5747 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(0 0.125)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(54.980469 0.125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6d" transform="translate(93.994141 0.125)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(191.40625 0.125)"/>
+     </g>
+    </g>
+    <g id="line2d_21">
+     <path d="M 511.8 96.898125 
+L 521.8 96.898125 
+L 531.8 96.898125 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_20">
+     <!-- Perf. Foresight $c(m)$ -->
+     <g transform="translate(539.8 100.398125) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-46" d="M 628 4666 
+L 3309 4666 
+L 3309 4134 
+L 1259 4134 
+L 1259 2759 
+L 3109 2759 
+L 3109 2228 
+L 1259 2228 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-50" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(60.302734 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(121.826172 0.015625)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(162.939453 0.015625)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(198.144531 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(229.931641 0.015625)"/>
+      <use xlink:href="#DejaVuSans-46" transform="translate(261.71875 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(319.238281 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(380.419922 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(421.533203 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(483.056641 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(535.15625 0.015625)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(562.939453 0.015625)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(626.416016 0.015625)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(689.794922 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(729.003906 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(760.791016 0.015625)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(815.771484 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6d" transform="translate(854.785156 0.015625)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(952.197266 0.015625)"/>
+     </g>
+    </g>
+    <g id="line2d_22">
+     <path d="M 511.8 111.596563 
+L 521.8 111.596563 
+L 531.8 111.596563 
+" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_21">
+     <!-- Perm. Inc -->
+     <g transform="translate(539.8 115.096563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-49" d="M 628 4666 
+L 1259 4666 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-50"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(56.677734 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(118.201172 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(157.564453 0)"/>
+      <use xlink:href="#DejaVuSans-2e" transform="translate(254.976562 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(286.763672 0)"/>
+      <use xlink:href="#DejaVuSans-49" transform="translate(318.550781 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(348.042969 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(411.421875 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p7226a82e1c">
+   <rect x="90" y="69.12" width="558" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.jpg b/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.jpg
new file mode 100644
index 00000000..f7011d2c
Binary files /dev/null and b/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.jpg differ
diff --git a/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.pdf b/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.pdf
new file mode 100644
index 00000000..667a96b3
Binary files /dev/null and b/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.pdf differ
diff --git a/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.png b/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.png
new file mode 100644
index 00000000..c026adcb
Binary files /dev/null and b/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.png differ
diff --git a/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.svg b/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.svg
new file mode 100644
index 00000000..9d1907cf
--- /dev/null
+++ b/notebooks/Figures/PalgravePrecautionary/uncertaintyEffect.svg
@@ -0,0 +1,971 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="720pt" height="576pt" viewBox="0 0 720 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 720 576 
+L 720 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 90 512.64 
+L 648 512.64 
+L 648 69.12 
+L 90 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m628d46308d" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m628d46308d" x="284.454545" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- $\bar{a}$ -->
+      <g transform="translate(281.354545 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-304" d="M -2518 4769 
+L -650 4769 
+L -650 4306 
+L -2518 4306 
+L -2518 4769 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-Oblique-61" d="M 3438 1997 
+L 3047 0 
+L 2472 0 
+L 2578 531 
+Q 2325 219 2001 64 
+Q 1678 -91 1281 -91 
+Q 834 -91 548 182 
+Q 263 456 263 884 
+Q 263 1497 752 1853 
+Q 1241 2209 2100 2209 
+L 2900 2209 
+L 2931 2363 
+Q 2938 2388 2941 2417 
+Q 2944 2447 2944 2509 
+Q 2944 2788 2717 2942 
+Q 2491 3097 2081 3097 
+Q 1800 3097 1504 3025 
+Q 1209 2953 897 2809 
+L 997 3341 
+Q 1322 3463 1633 3523 
+Q 1944 3584 2234 3584 
+Q 2853 3584 3176 3315 
+Q 3500 3047 3500 2534 
+Q 3500 2431 3484 2292 
+Q 3469 2153 3438 1997 
+z
+M 2816 1759 
+L 2241 1759 
+Q 1534 1759 1195 1570 
+Q 856 1381 856 984 
+Q 856 709 1029 553 
+Q 1203 397 1509 397 
+Q 1978 397 2328 733 
+Q 2678 1069 2791 1631 
+L 2816 1759 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-304" transform="translate(62.663574 1.484375)"/>
+       <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(0 0.265625)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_2">
+     <!-- $a_t$ -->
+     <g transform="translate(364.4 540.916563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-61"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(61.279297 -16.40625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_2">
+      <defs>
+       <path id="mfb8a56d1f0" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mfb8a56d1f0" x="90" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 0.0 -->
+      <g transform="translate(67.096875 516.439219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mfb8a56d1f0" x="90" y="423.936" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 0.1 -->
+      <g transform="translate(67.096875 427.735219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mfb8a56d1f0" x="90" y="335.232" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 0.2 -->
+      <g transform="translate(67.096875 339.031219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mfb8a56d1f0" x="90" y="246.528" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 0.3 -->
+      <g transform="translate(67.096875 250.327219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mfb8a56d1f0" x="90" y="157.824" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.4 -->
+      <g transform="translate(67.096875 161.623219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mfb8a56d1f0" x="90" y="69.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.5 -->
+      <g transform="translate(67.096875 72.919219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_9">
+     <!-- $v'_{t+1}$ -->
+     <g transform="translate(61.017187 303.28) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-76" d="M 459 3500 
+L 1069 3500 
+L 1581 525 
+L 3256 3500 
+L 3866 3500 
+L 1875 0 
+L 1100 0 
+L 459 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="Cmsy10-30" d="M 225 347 
+Q 184 359 184 409 
+L 966 3316 
+Q 1003 3434 1093 3506 
+Q 1184 3578 1300 3578 
+Q 1450 3578 1564 3479 
+Q 1678 3381 1678 3231 
+Q 1678 3166 1644 3084 
+L 488 319 
+Q 466 275 428 275 
+Q 394 275 320 306 
+Q 247 338 225 347 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2b" d="M 2944 4013 
+L 2944 2272 
+L 4684 2272 
+L 4684 1741 
+L 2944 1741 
+L 2944 0 
+L 2419 0 
+L 2419 1741 
+L 678 1741 
+L 678 2272 
+L 2419 2272 
+L 2419 4013 
+L 2944 4013 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-76" transform="translate(0 0.584375)"/>
+      <use xlink:href="#Cmsy10-30" transform="translate(63.645833 38.865625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(86.580404 -15.821875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(127.664388 -15.821875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(199.954427 -15.821875) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_8">
+    <path d="M 115.363636 132.695697 
+L 125.716141 161.819538 
+L 136.068646 187.718707 
+L 146.42115 210.852271 
+L 156.773655 231.60042 
+L 167.12616 250.280189 
+L 177.478664 267.157641 
+L 187.831169 282.457397 
+L 198.183673 296.370142 
+L 208.536178 309.058601 
+L 218.888683 320.662316 
+L 229.241187 331.301502 
+L 239.593692 341.080168 
+L 249.946197 350.088674 
+L 260.298701 358.405824 
+L 270.651206 366.100592 
+L 281.003711 373.233562 
+L 291.356215 379.858123 
+L 301.70872 386.021467 
+L 312.061224 391.765437 
+L 322.413729 397.127233 
+L 332.766234 402.140023 
+L 343.118738 406.833453 
+L 353.471243 411.234085 
+L 363.823748 415.365778 
+L 374.176252 419.250007 
+L 384.528757 422.906147 
+L 394.881262 426.351713 
+L 405.233766 429.602571 
+L 415.586271 432.67312 
+L 425.938776 435.576452 
+L 436.29128 438.324491 
+L 446.643785 440.928119 
+L 456.996289 443.397279 
+L 467.348794 445.741075 
+L 477.701299 447.967851 
+L 488.053803 450.08527 
+L 498.406308 452.100377 
+L 508.758813 454.019659 
+L 519.111317 455.849097 
+L 529.463822 457.594212 
+L 539.816327 459.260108 
+L 550.168831 460.851508 
+L 560.521336 462.372789 
+L 570.87384 463.82801 
+L 581.226345 465.220941 
+L 591.57885 466.555087 
+L 601.931354 467.833711 
+L 612.283859 469.059851 
+L 622.636364 470.23634 
+" clip-path="url(#p9e7dc16014)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_9">
+    <path d="M 119.102199 -1 
+L 125.716141 33.352425 
+L 136.068646 79.061588 
+L 146.42115 118.278807 
+L 156.773655 152.204767 
+L 167.12616 181.771468 
+L 177.478664 207.71177 
+L 187.831169 230.608723 
+L 198.183673 250.93115 
+L 208.536178 269.059705 
+L 218.888683 285.30621 
+L 229.241187 299.928205 
+L 239.593692 313.139999 
+L 249.946197 325.121184 
+L 260.298701 336.023227 
+L 270.651206 345.974651 
+L 281.003711 355.085121 
+L 291.356215 363.448703 
+L 301.70872 371.14648 
+L 312.061224 378.248664 
+L 322.413729 384.816321 
+L 332.766234 390.902775 
+L 343.118738 396.554771 
+L 353.471243 401.813432 
+L 363.823748 406.715064 
+L 374.176252 411.291823 
+L 384.528757 415.572276 
+L 394.881262 419.581875 
+L 405.233766 423.343365 
+L 415.586271 426.877121 
+L 425.938776 430.20144 
+L 436.29128 433.332799 
+L 446.643785 436.286065 
+L 456.996289 439.074683 
+L 467.348794 441.710838 
+L 477.701299 444.205595 
+L 488.053803 446.569024 
+L 498.406308 448.810301 
+L 508.758813 450.937809 
+L 519.111317 452.959214 
+L 529.463822 454.881541 
+L 539.816327 456.711238 
+L 550.168831 458.454231 
+L 560.521336 460.115973 
+L 570.87384 461.701495 
+L 581.226345 463.215436 
+L 591.57885 464.662088 
+L 601.931354 466.045421 
+L 612.283859 467.369115 
+L 622.636364 468.636583 
+" clip-path="url(#p9e7dc16014)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_10">
+    <path d="M 199.909091 298.565872 
+L 369 417.337568 
+" clip-path="url(#p9e7dc16014)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_11">
+    <path d="M 284.454545 494.769051 
+L 284.454545 357.95172 
+" clip-path="url(#p9e7dc16014)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_12">
+    <defs>
+     <path id="mcf02bfd71a" d="M 0 1.5 
+C 0.397805 1.5 0.77937 1.341951 1.06066 1.06066 
+C 1.341951 0.77937 1.5 0.397805 1.5 0 
+C 1.5 -0.397805 1.341951 -0.77937 1.06066 -1.06066 
+C 0.77937 -1.341951 0.397805 -1.5 0 -1.5 
+C -0.397805 -1.5 -0.77937 -1.341951 -1.06066 -1.06066 
+C -1.341951 -0.77937 -1.5 -0.397805 -1.5 0 
+C -1.5 0.397805 -1.341951 0.77937 -1.06066 1.06066 
+C -0.77937 1.341951 -0.397805 1.5 0 1.5 
+z
+" style="stroke: #000000"/>
+    </defs>
+    <g clip-path="url(#p9e7dc16014)">
+     <use xlink:href="#mcf02bfd71a" x="284.454545" y="357.95172" style="stroke: #000000"/>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <g clip-path="url(#p9e7dc16014)">
+     <use xlink:href="#mcf02bfd71a" x="199.909091" y="298.565872" style="stroke: #000000"/>
+    </g>
+   </g>
+   <g id="line2d_14">
+    <g clip-path="url(#p9e7dc16014)">
+     <use xlink:href="#mcf02bfd71a" x="369" y="417.337568" style="stroke: #000000"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 90 512.64 
+L 90 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 648 512.64 
+L 648 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 90 512.64 
+L 648 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 90 69.12 
+L 648 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 199.659091 390.836681 
+Q 199.659091 353.182328 199.659091 315.527975 
+L 198.409091 315.527975 
+Q 199.159091 309.529123 199.909091 303.530271 
+Q 200.659091 309.529123 201.409091 315.527975 
+L 200.159091 315.527975 
+Q 200.159091 353.182328 200.159091 390.836681 
+L 199.659091 390.836681 
+z
+" style="stroke: #000000; stroke-linecap: round"/>
+   </g>
+   <g id="text_10">
+    <!-- $v'_{t+1}(\bar{a}R+\bar{y}-\eta)$ -->
+    <g transform="translate(199.909091 405.602936) scale(0.1 -0.1)">
+     <defs>
+      <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-Oblique-52" d="M 1613 4147 
+L 1294 2491 
+L 2106 2491 
+Q 2584 2491 2879 2755 
+Q 3175 3019 3175 3444 
+Q 3175 3784 2976 3965 
+Q 2778 4147 2406 4147 
+L 1613 4147 
+z
+M 2772 2241 
+Q 2972 2194 3105 2009 
+Q 3238 1825 3413 1275 
+L 3809 0 
+L 3144 0 
+L 2778 1197 
+Q 2638 1659 2453 1815 
+Q 2269 1972 1888 1972 
+L 1191 1972 
+L 806 0 
+L 172 0 
+L 1081 4666 
+L 2503 4666 
+Q 3150 4666 3495 4373 
+Q 3841 4081 3841 3531 
+Q 3841 3044 3547 2687 
+Q 3253 2331 2772 2241 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-Oblique-79" d="M 1588 -325 
+Q 1188 -997 936 -1164 
+Q 684 -1331 294 -1331 
+L -159 -1331 
+L -63 -850 
+L 269 -850 
+Q 509 -850 678 -719 
+Q 847 -588 1056 -206 
+L 1234 128 
+L 459 3500 
+L 1069 3500 
+L 1650 819 
+L 3256 3500 
+L 3859 3500 
+L 1588 -325 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-Oblique-3b7" d="M 3703 2113 
+L 3034 -1331 
+L 2459 -1331 
+L 3125 2094 
+Q 3222 2591 3075 2838 
+Q 2931 3084 2544 3084 
+Q 2078 3084 1750 2788 
+Q 1425 2491 1325 1978 
+L 941 0 
+L 363 0 
+L 1044 3500 
+L 1622 3500 
+L 1516 2956 
+Q 1781 3272 2094 3428 
+Q 2403 3584 2769 3584 
+Q 3372 3584 3609 3213 
+Q 3844 2838 3703 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-Oblique-76" transform="translate(0 0.584375)"/>
+     <use xlink:href="#Cmsy10-30" transform="translate(63.645833 38.865625) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(86.580404 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(127.664388 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(199.954427 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(247.224935 0.584375)"/>
+     <use xlink:href="#DejaVuSans-304" transform="translate(348.902181 1.803125)"/>
+     <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(286.238607 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(347.517904 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(436.482747 0.584375)"/>
+     <use xlink:href="#DejaVuSans-304" transform="translate(601.892904 0.490625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-79" transform="translate(539.754232 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2212" transform="translate(618.416341 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3b7" transform="translate(721.687826 0.584375)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(785.066732 0.584375)"/>
+    </g>
+   </g>
+   <g id="patch_8">
+    <path d="M 368.75 453.19794 
+Q 368.75 442.264645 368.75 431.33135 
+L 367.5 431.33135 
+Q 368.25 425.330337 369 419.329324 
+Q 369.75 425.330337 370.5 431.33135 
+L 369.25 431.33135 
+Q 369.25 442.264645 369.25 453.19794 
+L 368.75 453.19794 
+z
+" style="stroke: #000000; stroke-linecap: round"/>
+   </g>
+   <g id="text_11">
+    <!-- $v'_{t+1}(\bar{a}R+\bar{y}+\eta)$ -->
+    <g transform="translate(369 464.988784) scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-Oblique-76" transform="translate(0 0.584375)"/>
+     <use xlink:href="#Cmsy10-30" transform="translate(63.645833 38.865625) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(86.580404 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(127.664388 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(199.954427 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(247.224935 0.584375)"/>
+     <use xlink:href="#DejaVuSans-304" transform="translate(348.902181 1.803125)"/>
+     <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(286.238607 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(347.517904 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(436.482747 0.584375)"/>
+     <use xlink:href="#DejaVuSans-304" transform="translate(601.892904 0.490625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-79" transform="translate(539.754232 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(618.416341 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3b7" transform="translate(721.687826 0.584375)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(785.066732 0.584375)"/>
+    </g>
+   </g>
+   <g id="patch_9">
+    <path d="M 298.482673 359.945844 
+Q 297.83276 359.865129 297.182846 359.784413 
+L 297.028788 361.024884 
+Q 291.165563 359.540947 285.302338 358.05701 
+Q 291.350433 358.052383 297.398528 358.047755 
+L 297.244469 359.288225 
+Q 297.894383 359.36894 298.544297 359.449656 
+L 298.482673 359.945844 
+z
+" style="stroke: #000000; stroke-linecap: round"/>
+   </g>
+   <g id="text_12">
+    <!-- $0.5 v'_{t+1}(\bar{a}R+\bar{y}+\eta)+$ -->
+    <g transform="translate(301.363636 346.49172) scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-30" transform="translate(0 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0.584375)"/>
+     <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-76" transform="translate(159.033203 0.584375)"/>
+     <use xlink:href="#Cmsy10-30" transform="translate(222.679036 38.865625) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(245.613607 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(286.697591 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(358.98763 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(406.258138 0.584375)"/>
+     <use xlink:href="#DejaVuSans-304" transform="translate(507.935384 1.803125)"/>
+     <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(445.27181 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(506.551107 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(595.515951 0.584375)"/>
+     <use xlink:href="#DejaVuSans-304" transform="translate(760.926107 0.490625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-79" transform="translate(698.787435 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(777.449544 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3b7" transform="translate(880.721029 0.584375)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(944.099935 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(1002.596029 0.584375)"/>
+    </g>
+    <!-- $0.5 v'_{t+1}(\bar{a}R+\bar{y}-\eta)$ -->
+    <g transform="translate(301.363636 357.95172) scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-30" transform="translate(0 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0.584375)"/>
+     <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-76" transform="translate(159.033203 0.584375)"/>
+     <use xlink:href="#Cmsy10-30" transform="translate(222.679036 38.865625) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(245.613607 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(286.697591 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(358.98763 -15.821875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(406.258138 0.584375)"/>
+     <use xlink:href="#DejaVuSans-304" transform="translate(507.935384 1.803125)"/>
+     <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(445.27181 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(506.551107 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(595.515951 0.584375)"/>
+     <use xlink:href="#DejaVuSans-304" transform="translate(760.926107 0.490625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-79" transform="translate(698.787435 0.584375)"/>
+     <use xlink:href="#DejaVuSans-2212" transform="translate(777.449544 0.584375)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3b7" transform="translate(880.721029 0.584375)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(944.099935 0.584375)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_10">
+     <path d="M 508.7 107.22 
+L 641 107.22 
+Q 643 107.22 643 105.22 
+L 643 76.12 
+Q 643 74.12 641 74.12 
+L 508.7 74.12 
+Q 506.7 74.12 506.7 76.12 
+L 506.7 105.22 
+Q 506.7 107.22 508.7 107.22 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_15">
+     <path d="M 510.7 82.72 
+L 520.7 82.72 
+L 530.7 82.72 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_13">
+     <!-- $\mathbb{E}_t[v'_{t+1}(a_tR+\tilde{y}_{t+1})]$ -->
+     <g transform="translate(538.7 86.22) scale(0.1 -0.1)">
+      <defs>
+       <path id="STIXNonUnicode-Italic-e156" d="M 4250 4179 
+L 4192 3942 
+L 2150 3942 
+L 1709 2266 
+L 3514 2266 
+L 3443 2029 
+L 1645 2029 
+L 1165 237 
+L 3443 237 
+L 3392 0 
+L 109 0 
+L 1229 4179 
+L 4250 4179 
+z
+M 1914 3942 
+L 1414 3942 
+L 416 237 
+L 928 237 
+L 1914 3942 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-5b" d="M 550 4863 
+L 1875 4863 
+L 1875 4416 
+L 1125 4416 
+L 1125 -397 
+L 1875 -397 
+L 1875 -844 
+L 550 -844 
+L 550 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-303" d="M -1621 4281 
+L -1799 4453 
+Q -1867 4516 -1919 4545 
+Q -1971 4575 -2011 4575 
+Q -2130 4575 -2186 4461 
+Q -2242 4347 -2249 4091 
+L -2639 4091 
+Q -2633 4513 -2473 4742 
+Q -2314 4972 -2030 4972 
+Q -1911 4972 -1811 4928 
+Q -1711 4884 -1596 4781 
+L -1417 4609 
+Q -1349 4547 -1297 4517 
+Q -1246 4488 -1205 4488 
+Q -1086 4488 -1030 4602 
+Q -974 4716 -967 4972 
+L -577 4972 
+Q -583 4550 -742 4320 
+Q -902 4091 -1186 4091 
+Q -1305 4091 -1405 4134 
+Q -1505 4178 -1621 4281 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-5d" d="M 1947 4863 
+L 1947 -844 
+L 622 -844 
+L 622 -397 
+L 1369 -397 
+L 1369 4416 
+L 622 4416 
+L 622 4863 
+L 1947 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#STIXNonUnicode-Italic-e156" transform="translate(0 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(64.857025 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-5b" transform="translate(95.037689 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-76" transform="translate(134.051361 0.046875)"/>
+      <use xlink:href="#Cmsy10-30" transform="translate(197.697194 38.328125) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(220.631765 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(261.715749 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(334.005788 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(381.276296 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(420.289968 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(481.569265 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(511.749929 0.046875)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(600.714773 0.046875)"/>
+      <use xlink:href="#DejaVuSans-303" transform="translate(766.015554 3.3125)"/>
+      <use xlink:href="#DejaVuSans-Oblique-79" transform="translate(703.986257 0.046875)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(764.122976 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(805.20696 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(877.496999 -16.359375) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(924.767507 0.046875)"/>
+      <use xlink:href="#DejaVuSans-5d" transform="translate(963.781179 0.046875)"/>
+     </g>
+    </g>
+    <g id="line2d_16">
+     <path d="M 510.7 97.62 
+L 520.7 97.62 
+L 530.7 97.62 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_14">
+     <!-- $v'_{t+1}(a_tR+\bar{y})$ -->
+     <g transform="translate(538.7 101.12) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-Oblique-76" transform="translate(0 0.584375)"/>
+      <use xlink:href="#Cmsy10-30" transform="translate(63.645833 38.865625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(86.580404 -15.821875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(127.664388 -15.821875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(199.954427 -15.821875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-28" transform="translate(247.224935 0.584375)"/>
+      <use xlink:href="#DejaVuSans-Oblique-61" transform="translate(286.238607 0.584375)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(347.517904 -15.821875) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-Oblique-52" transform="translate(377.698568 0.584375)"/>
+      <use xlink:href="#DejaVuSans-2b" transform="translate(466.663411 0.584375)"/>
+      <use xlink:href="#DejaVuSans-304" transform="translate(632.073568 0.490625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-79" transform="translate(569.934896 0.584375)"/>
+      <use xlink:href="#DejaVuSans-29" transform="translate(629.114583 0.584375)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p9e7dc16014">
+   <rect x="90" y="69.12" width="558" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approx.jpg b/notebooks/Figures/PerfForesightCRRA-Approximation/approx.jpg
new file mode 100644
index 00000000..64a3f486
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-Approximation/approx.jpg differ
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approx.pdf b/notebooks/Figures/PerfForesightCRRA-Approximation/approx.pdf
new file mode 100644
index 00000000..c9392f9a
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-Approximation/approx.pdf differ
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approx.png b/notebooks/Figures/PerfForesightCRRA-Approximation/approx.png
new file mode 100644
index 00000000..70d0d7e5
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-Approximation/approx.png differ
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approx.svg b/notebooks/Figures/PerfForesightCRRA-Approximation/approx.svg
new file mode 100644
index 00000000..6077237c
--- /dev/null
+++ b/notebooks/Figures/PerfForesightCRRA-Approximation/approx.svg
@@ -0,0 +1,1305 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 103.827273 384.48 
+L 103.827273 51.84 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(101.046804 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 195.136364 384.48 
+L 195.136364 51.84 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 2 -->
+      <g style="fill: #262626" transform="translate(192.355895 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 286.445455 384.48 
+L 286.445455 51.84 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 4 -->
+      <g style="fill: #262626" transform="translate(283.664986 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 377.754545 384.48 
+L 377.754545 51.84 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 6 -->
+      <g style="fill: #262626" transform="translate(374.974077 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 469.063636 384.48 
+L 469.063636 51.84 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 8 -->
+      <g style="fill: #262626" transform="translate(466.283168 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 560.372727 384.48 
+L 560.372727 51.84 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 10 -->
+      <g style="fill: #262626" transform="translate(554.81179 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Market resources m -->
+     <g style="fill: #262626" transform="translate(287.925781 408.283125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4d" d="M 475 0 
+L 475 4581 
+L 1388 4581 
+L 2472 1338 
+Q 2622 884 2691 659 
+Q 2769 909 2934 1394 
+L 4031 4581 
+L 4847 4581 
+L 4847 0 
+L 4263 0 
+L 4263 3834 
+L 2931 0 
+L 2384 0 
+L 1059 3900 
+L 1059 0 
+L 475 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6b" d="M 425 0 
+L 425 4581 
+L 988 4581 
+L 988 1969 
+L 2319 3319 
+L 3047 3319 
+L 1778 2088 
+L 3175 0 
+L 2481 0 
+L 1384 1697 
+L 988 1316 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4d"/>
+      <use xlink:href="#ArialMT-61" transform="translate(83.300781 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-6b" transform="translate(172.216797 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(222.216797 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(277.832031 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(305.615234 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(333.398438 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(366.699219 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(422.314453 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.314453 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(527.929688 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(583.544922 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(616.845703 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(666.845703 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(722.460938 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(772.460938 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(800.244141 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_13">
+      <path d="M 81 384.48 
+L 583.2 384.48 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g style="fill: #262626" transform="translate(63.6 388.058906) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-2e" d="M 581 0 
+L 581 641 
+L 1222 641 
+L 1222 0 
+L 581 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_15">
+      <path d="M 81 318.22737 
+L 583.2 318.22737 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- 0.5 -->
+      <g style="fill: #262626" transform="translate(63.6 321.806277) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_17">
+      <path d="M 81 251.974741 
+L 583.2 251.974741 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- 1.0 -->
+      <g style="fill: #262626" transform="translate(63.6 255.553647) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_19">
+      <path d="M 81 185.722111 
+L 583.2 185.722111 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 1.5 -->
+      <g style="fill: #262626" transform="translate(63.6 189.301017) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_21">
+      <path d="M 81 119.469481 
+L 583.2 119.469481 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 2.0 -->
+      <g style="fill: #262626" transform="translate(63.6 123.048388) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_23">
+      <path d="M 81 53.216852 
+L 583.2 53.216852 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 2.5 -->
+      <g style="fill: #262626" transform="translate(63.6 56.795758) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-32"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Consumption c -->
+     <g style="fill: #262626" transform="translate(57.6125 251.507656) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-43" d="M 3763 1606 
+L 4369 1453 
+Q 4178 706 3683 314 
+Q 3188 -78 2472 -78 
+Q 1731 -78 1267 223 
+Q 803 525 561 1097 
+Q 319 1669 319 2325 
+Q 319 3041 592 3573 
+Q 866 4106 1370 4382 
+Q 1875 4659 2481 4659 
+Q 3169 4659 3637 4309 
+Q 4106 3959 4291 3325 
+L 3694 3184 
+Q 3534 3684 3231 3912 
+Q 2928 4141 2469 4141 
+Q 1941 4141 1586 3887 
+Q 1231 3634 1087 3207 
+Q 944 2781 944 2328 
+Q 944 1744 1114 1308 
+Q 1284 872 1643 656 
+Q 2003 441 2422 441 
+Q 2931 441 3284 734 
+Q 3638 1028 3763 1606 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(616.992188 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_25">
+    <path d="M 103.827273 153.09822 
+L 108.438843 152.635409 
+L 113.050413 152.172599 
+L 117.661983 151.709789 
+L 122.273554 151.246979 
+L 126.885124 150.784168 
+L 131.496694 150.321358 
+L 136.108264 149.858548 
+L 140.719835 149.395737 
+L 145.331405 148.932927 
+L 149.942975 148.470117 
+L 154.554545 148.007306 
+L 159.166116 147.544496 
+L 163.777686 147.081686 
+L 168.389256 146.618876 
+L 173.000826 146.156065 
+L 177.612397 145.693255 
+L 182.223967 145.230445 
+L 186.835537 144.767634 
+L 191.447107 144.304824 
+L 196.058678 143.842014 
+L 200.670248 143.379203 
+L 205.281818 142.916393 
+L 209.893388 142.453583 
+L 214.504959 141.990773 
+L 219.116529 141.527962 
+L 223.728099 141.065152 
+L 228.339669 140.602342 
+L 232.95124 140.139531 
+L 237.56281 139.676721 
+L 242.17438 139.213911 
+L 246.78595 138.7511 
+L 251.397521 138.28829 
+L 256.009091 137.82548 
+L 260.620661 137.36267 
+L 265.232231 136.899859 
+L 269.843802 136.437049 
+L 274.455372 135.974239 
+L 279.066942 135.511428 
+L 283.678512 135.048618 
+L 288.290083 134.585808 
+L 292.901653 134.122997 
+L 297.513223 133.660187 
+L 302.124793 133.197377 
+L 306.736364 132.734567 
+L 311.347934 132.271756 
+L 315.959504 131.808946 
+L 320.571074 131.346136 
+L 325.182645 130.883325 
+L 329.794215 130.420515 
+L 334.405785 129.957705 
+L 339.017355 129.494894 
+L 343.628926 129.032084 
+L 348.240496 128.569274 
+L 352.852066 128.106464 
+L 357.463636 127.643653 
+L 362.075207 127.180843 
+L 366.686777 126.718033 
+L 371.298347 126.255222 
+L 375.909917 125.792412 
+L 380.521488 125.329602 
+L 385.133058 124.866791 
+L 389.744628 124.403981 
+L 394.356198 123.941171 
+L 398.967769 123.478361 
+L 403.579339 123.01555 
+L 408.190909 122.55274 
+L 412.802479 122.08993 
+L 417.41405 121.627119 
+L 422.02562 121.164309 
+L 426.63719 120.701499 
+L 431.24876 120.238688 
+L 435.860331 119.775878 
+L 440.471901 119.313068 
+L 445.083471 118.850258 
+L 449.695041 118.387447 
+L 454.306612 117.924637 
+L 458.918182 117.461827 
+L 463.529752 116.999016 
+L 468.141322 116.536206 
+L 472.752893 116.073396 
+L 477.364463 115.610585 
+L 481.976033 115.147775 
+L 486.587603 114.684965 
+L 491.199174 114.222155 
+L 495.810744 113.759344 
+L 500.422314 113.296534 
+L 505.033884 112.833724 
+L 509.645455 112.370913 
+L 514.257025 111.908103 
+L 518.868595 111.445293 
+L 523.480165 110.982482 
+L 528.091736 110.519672 
+L 532.703306 110.056862 
+L 537.314876 109.594052 
+L 541.926446 109.131241 
+L 546.538017 108.668431 
+L 551.149587 108.205621 
+L 555.761157 107.74281 
+L 560.372727 107.28 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_26">
+    <path d="M 103.827273 144.700929 
+L 108.438843 144.221322 
+L 113.050413 143.741716 
+L 117.661983 143.262109 
+L 122.273554 142.782503 
+L 126.885124 142.302896 
+L 131.496694 141.823289 
+L 136.108264 141.343683 
+L 140.719835 140.864076 
+L 145.331405 140.38447 
+L 149.942975 139.904863 
+L 154.554545 139.425256 
+L 159.166116 138.94565 
+L 163.777686 138.466043 
+L 168.389256 137.986437 
+L 173.000826 137.50683 
+L 177.612397 137.027224 
+L 182.223967 136.547617 
+L 186.835537 136.06801 
+L 191.447107 135.588404 
+L 196.058678 135.108797 
+L 200.670248 134.629191 
+L 205.281818 134.149584 
+L 209.893388 133.669978 
+L 214.504959 133.190371 
+L 219.116529 132.710764 
+L 223.728099 132.231158 
+L 228.339669 131.751551 
+L 232.95124 131.271945 
+L 237.56281 130.792338 
+L 242.17438 130.312731 
+L 246.78595 129.833125 
+L 251.397521 129.353518 
+L 256.009091 128.873912 
+L 260.620661 128.394305 
+L 265.232231 127.914699 
+L 269.843802 127.435092 
+L 274.455372 126.955485 
+L 279.066942 126.475879 
+L 283.678512 125.996272 
+L 288.290083 125.516666 
+L 292.901653 125.037059 
+L 297.513223 124.557453 
+L 302.124793 124.077846 
+L 306.736364 123.598239 
+L 311.347934 123.118633 
+L 315.959504 122.639026 
+L 320.571074 122.15942 
+L 325.182645 121.679813 
+L 329.794215 121.200206 
+L 334.405785 120.7206 
+L 339.017355 120.240993 
+L 343.628926 119.761387 
+L 348.240496 119.28178 
+L 352.852066 118.802174 
+L 357.463636 118.322567 
+L 362.075207 117.84296 
+L 366.686777 117.363354 
+L 371.298347 116.883747 
+L 375.909917 116.404141 
+L 380.521488 115.924534 
+L 385.133058 115.444928 
+L 389.744628 114.965321 
+L 394.356198 114.485714 
+L 398.967769 114.006108 
+L 403.579339 113.526501 
+L 408.190909 113.046895 
+L 412.802479 112.567288 
+L 417.41405 112.087681 
+L 422.02562 111.608075 
+L 426.63719 111.128468 
+L 431.24876 110.648862 
+L 435.860331 110.169255 
+L 440.471901 109.689649 
+L 445.083471 109.210042 
+L 449.695041 108.730435 
+L 454.306612 108.250829 
+L 458.918182 107.771222 
+L 463.529752 107.291616 
+L 468.141322 106.812009 
+L 472.752893 106.332403 
+L 477.364463 105.852796 
+L 481.976033 105.373189 
+L 486.587603 104.893583 
+L 491.199174 104.413976 
+L 495.810744 103.93437 
+L 500.422314 103.454763 
+L 505.033884 102.975156 
+L 509.645455 102.49555 
+L 514.257025 102.015943 
+L 518.868595 101.536337 
+L 523.480165 101.05673 
+L 528.091736 100.577124 
+L 532.703306 100.097517 
+L 537.314876 99.61791 
+L 541.926446 99.138304 
+L 546.538017 98.658697 
+L 551.149587 98.179091 
+L 555.761157 97.699484 
+L 560.372727 97.219878 
+" clip-path="url(#pd2279ced9a)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_27">
+     <path d="M 392.814063 64.619687 
+L 402.814063 64.619687 
+L 412.814063 64.619687 
+" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_15">
+     <!-- Consumption Function from HARK -->
+     <g style="fill: #262626" transform="translate(420.814063 68.119687) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-46" d="M 525 0 
+L 525 4581 
+L 3616 4581 
+L 3616 4041 
+L 1131 4041 
+L 1131 2622 
+L 3281 2622 
+L 3281 2081 
+L 1131 2081 
+L 1131 0 
+L 525 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-48" d="M 513 0 
+L 513 4581 
+L 1119 4581 
+L 1119 2700 
+L 3500 2700 
+L 3500 4581 
+L 4106 4581 
+L 4106 0 
+L 3500 0 
+L 3500 2159 
+L 1119 2159 
+L 1119 0 
+L 513 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-41" d="M -9 0 
+L 1750 4581 
+L 2403 4581 
+L 4278 0 
+L 3588 0 
+L 3053 1388 
+L 1138 1388 
+L 634 0 
+L -9 0 
+z
+M 1313 1881 
+L 2866 1881 
+L 2388 3150 
+Q 2169 3728 2063 4100 
+Q 1975 3659 1816 3225 
+L 1313 1881 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-52" d="M 503 0 
+L 503 4581 
+L 2534 4581 
+Q 3147 4581 3465 4457 
+Q 3784 4334 3975 4021 
+Q 4166 3709 4166 3331 
+Q 4166 2844 3850 2509 
+Q 3534 2175 2875 2084 
+Q 3116 1969 3241 1856 
+Q 3506 1613 3744 1247 
+L 4541 0 
+L 3778 0 
+L 3172 953 
+Q 2906 1366 2734 1584 
+Q 2563 1803 2427 1890 
+Q 2291 1978 2150 2013 
+Q 2047 2034 1813 2034 
+L 1109 2034 
+L 1109 0 
+L 503 0 
+z
+M 1109 2559 
+L 2413 2559 
+Q 2828 2559 3062 2645 
+Q 3297 2731 3419 2920 
+Q 3541 3109 3541 3331 
+Q 3541 3656 3305 3865 
+Q 3069 4075 2559 4075 
+L 1109 4075 
+L 1109 2559 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-4b" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 2309 
+L 3350 4581 
+L 4172 4581 
+L 2250 2725 
+L 4256 0 
+L 3456 0 
+L 1825 2319 
+L 1075 1588 
+L 1075 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-43"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(183.447266 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(233.447266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(289.0625 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(372.363281 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(427.978516 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(455.761719 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(477.978516 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(533.59375 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(589.208984 0)"/>
+      <use xlink:href="#ArialMT-46" transform="translate(616.992188 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(678.076172 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(733.691406 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(789.306641 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(839.306641 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(867.089844 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(889.306641 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(944.921875 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1000.537109 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(1028.320312 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(1056.103516 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1089.404297 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(1145.019531 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1228.320312 0)"/>
+      <use xlink:href="#ArialMT-48" transform="translate(1256.103516 0)"/>
+      <use xlink:href="#ArialMT-41" transform="translate(1328.320312 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(1395.019531 0)"/>
+      <use xlink:href="#ArialMT-4b" transform="translate(1467.236328 0)"/>
+     </g>
+    </g>
+    <g id="line2d_28">
+     <path d="M 392.814063 78.886875 
+L 402.814063 78.886875 
+L 412.814063 78.886875 
+" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_16">
+     <!-- c function approximated -->
+     <g style="fill: #262626" transform="translate(420.814063 82.386875) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-78" d="M 47 0 
+L 1259 1725 
+L 138 3319 
+L 841 3319 
+L 1350 2541 
+Q 1494 2319 1581 2169 
+Q 1719 2375 1834 2534 
+L 2394 3319 
+L 3066 3319 
+L 1919 1756 
+L 3153 0 
+L 2463 0 
+L 1781 1031 
+L 1600 1309 
+L 728 0 
+L 47 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-63"/>
+      <use xlink:href="#ArialMT-20" transform="translate(50 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(77.783203 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(105.566406 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(161.181641 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(216.796875 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(266.796875 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(294.580078 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(316.796875 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(372.412109 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(428.027344 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(455.810547 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(511.425781 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(567.041016 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(622.65625 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(655.957031 0)"/>
+      <use xlink:href="#ArialMT-78" transform="translate(711.572266 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(761.572266 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(783.789062 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(867.089844 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(922.705078 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(950.488281 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(1006.103516 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pd2279ced9a">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.jpg b/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.jpg
new file mode 100644
index 00000000..e43ab65f
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.jpg differ
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.pdf b/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.pdf
new file mode 100644
index 00000000..fb225d0d
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.pdf differ
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.png b/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.png
new file mode 100644
index 00000000..66bdb16a
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.png differ
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.svg b/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.svg
new file mode 100644
index 00000000..72cd0b1e
--- /dev/null
+++ b/notebooks/Figures/PerfForesightCRRA-Approximation/approxError.svg
@@ -0,0 +1,1301 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 103.827273 384.48 
+L 103.827273 51.84 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(101.046804 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 195.136364 384.48 
+L 195.136364 51.84 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 2 -->
+      <g style="fill: #262626" transform="translate(192.355895 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 286.445455 384.48 
+L 286.445455 51.84 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 4 -->
+      <g style="fill: #262626" transform="translate(283.664986 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 377.754545 384.48 
+L 377.754545 51.84 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 6 -->
+      <g style="fill: #262626" transform="translate(374.974077 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-36"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 469.063636 384.48 
+L 469.063636 51.84 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 8 -->
+      <g style="fill: #262626" transform="translate(466.283168 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-38"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 560.372727 384.48 
+L 560.372727 51.84 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 10 -->
+      <g style="fill: #262626" transform="translate(554.81179 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-30" transform="translate(55.615234 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Market resources -->
+     <g style="fill: #262626" transform="translate(293.479688 408.283125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-4d" d="M 475 0 
+L 475 4581 
+L 1388 4581 
+L 2472 1338 
+Q 2622 884 2691 659 
+Q 2769 909 2934 1394 
+L 4031 4581 
+L 4847 4581 
+L 4847 0 
+L 4263 0 
+L 4263 3834 
+L 2931 0 
+L 2384 0 
+L 1059 3900 
+L 1059 0 
+L 475 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6b" d="M 425 0 
+L 425 4581 
+L 988 4581 
+L 988 1969 
+L 2319 3319 
+L 3047 3319 
+L 1778 2088 
+L 3175 0 
+L 2481 0 
+L 1384 1697 
+L 988 1316 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-4d"/>
+      <use xlink:href="#ArialMT-61" transform="translate(83.300781 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(138.916016 0)"/>
+      <use xlink:href="#ArialMT-6b" transform="translate(172.216797 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(222.216797 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(277.832031 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(305.615234 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(333.398438 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(366.699219 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(422.314453 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(472.314453 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(527.929688 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(583.544922 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(616.845703 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(666.845703 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(722.460938 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_13">
+      <path d="M 81 340.03125 
+L 583.2 340.03125 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_8">
+      <!-- −8 -->
+      <g style="fill: #262626" transform="translate(66.098438 343.610156) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-2212" d="M 3381 1997 
+L 356 1997 
+L 356 2522 
+L 3381 2522 
+L 3381 1997 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-38" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_15">
+      <path d="M 81 294.40625 
+L 583.2 294.40625 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- −7 -->
+      <g style="fill: #262626" transform="translate(66.098438 297.985156) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-37" d="M 303 3981 
+L 303 4522 
+L 3269 4522 
+L 3269 4084 
+Q 2831 3619 2401 2847 
+Q 1972 2075 1738 1259 
+Q 1569 684 1522 0 
+L 944 0 
+Q 953 541 1156 1306 
+Q 1359 2072 1739 2783 
+Q 2119 3494 2547 3981 
+L 303 3981 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-37" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_17">
+      <path d="M 81 248.78125 
+L 583.2 248.78125 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- −6 -->
+      <g style="fill: #262626" transform="translate(66.098438 252.360156) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-36" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_19">
+      <path d="M 81 203.15625 
+L 583.2 203.15625 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- −5 -->
+      <g style="fill: #262626" transform="translate(66.098438 206.735156) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-35" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_21">
+      <path d="M 81 157.53125 
+L 583.2 157.53125 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- −4 -->
+      <g style="fill: #262626" transform="translate(66.098438 161.110156) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-34" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_23">
+      <path d="M 81 111.90625 
+L 583.2 111.90625 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- −3 -->
+      <g style="fill: #262626" transform="translate(66.098438 115.485156) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-33" d="M 269 1209 
+L 831 1284 
+Q 928 806 1161 595 
+Q 1394 384 1728 384 
+Q 2125 384 2398 659 
+Q 2672 934 2672 1341 
+Q 2672 1728 2419 1979 
+Q 2166 2231 1775 2231 
+Q 1616 2231 1378 2169 
+L 1441 2663 
+Q 1497 2656 1531 2656 
+Q 1891 2656 2178 2843 
+Q 2466 3031 2466 3422 
+Q 2466 3731 2256 3934 
+Q 2047 4138 1716 4138 
+Q 1388 4138 1169 3931 
+Q 950 3725 888 3313 
+L 325 3413 
+Q 428 3978 793 4289 
+Q 1159 4600 1703 4600 
+Q 2078 4600 2393 4439 
+Q 2709 4278 2876 4000 
+Q 3044 3722 3044 3409 
+Q 3044 3113 2884 2869 
+Q 2725 2625 2413 2481 
+Q 2819 2388 3044 2092 
+Q 3269 1797 3269 1353 
+Q 3269 753 2831 336 
+Q 2394 -81 1725 -81 
+Q 1122 -81 723 278 
+Q 325 638 269 1209 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-33" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_25">
+      <path d="M 81 66.28125 
+L 583.2 66.28125 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- −2 -->
+      <g style="fill: #262626" transform="translate(66.098438 69.860156) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-32" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_15">
+     <!-- Percent deviation of approximation -->
+     <g style="fill: #262626" transform="translate(60.110937 295.144375) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-50" d="M 494 0 
+L 494 4581 
+L 2222 4581 
+Q 2678 4581 2919 4538 
+Q 3256 4481 3484 4323 
+Q 3713 4166 3852 3881 
+Q 3991 3597 3991 3256 
+Q 3991 2672 3619 2267 
+Q 3247 1863 2275 1863 
+L 1100 1863 
+L 1100 0 
+L 494 0 
+z
+M 1100 2403 
+L 2284 2403 
+Q 2872 2403 3119 2622 
+Q 3366 2841 3366 3238 
+Q 3366 3525 3220 3729 
+Q 3075 3934 2838 4000 
+Q 2684 4041 2272 4041 
+L 1100 4041 
+L 1100 2403 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-78" d="M 47 0 
+L 1259 1725 
+L 138 3319 
+L 841 3319 
+L 1350 2541 
+Q 1494 2319 1581 2169 
+Q 1719 2375 1834 2534 
+L 2394 3319 
+L 3066 3319 
+L 1919 1756 
+L 3153 0 
+L 2463 0 
+L 1781 1031 
+L 1600 1309 
+L 728 0 
+L 47 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-50"/>
+      <use xlink:href="#ArialMT-65" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(122.314453 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(155.615234 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(205.615234 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(261.230469 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(316.845703 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(344.628906 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(372.412109 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(428.027344 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(483.642578 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(533.642578 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(555.859375 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(611.474609 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(639.257812 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(661.474609 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(717.089844 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(772.705078 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(800.488281 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(856.103516 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(883.886719 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(911.669922 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(967.285156 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(1022.900391 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(1078.515625 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1111.816406 0)"/>
+      <use xlink:href="#ArialMT-78" transform="translate(1167.431641 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1217.431641 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(1239.648438 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(1322.949219 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(1378.564453 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1406.347656 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1428.564453 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1484.179688 0)"/>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- 1e−12−3.629192805 -->
+     <g style="fill: #262626" transform="translate(81 48.84) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-2e" d="M 581 0 
+L 581 641 
+L 1222 641 
+L 1222 0 
+L 581 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-39" d="M 350 1059 
+L 891 1109 
+Q 959 728 1153 556 
+Q 1347 384 1650 384 
+Q 1909 384 2104 503 
+Q 2300 622 2425 820 
+Q 2550 1019 2634 1356 
+Q 2719 1694 2719 2044 
+Q 2719 2081 2716 2156 
+Q 2547 1888 2255 1720 
+Q 1963 1553 1622 1553 
+Q 1053 1553 659 1965 
+Q 266 2378 266 3053 
+Q 266 3750 677 4175 
+Q 1088 4600 1706 4600 
+Q 2153 4600 2523 4359 
+Q 2894 4119 3086 3673 
+Q 3278 3228 3278 2384 
+Q 3278 1506 3087 986 
+Q 2897 466 2520 194 
+Q 2144 -78 1638 -78 
+Q 1100 -78 759 220 
+Q 419 519 350 1059 
+z
+M 2653 3081 
+Q 2653 3566 2395 3850 
+Q 2138 4134 1775 4134 
+Q 1400 4134 1122 3828 
+Q 844 3522 844 3034 
+Q 844 2597 1108 2323 
+Q 1372 2050 1759 2050 
+Q 2150 2050 2401 2323 
+Q 2653 2597 2653 3081 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-31"/>
+      <use xlink:href="#ArialMT-65" transform="translate(55.615234 0)"/>
+      <use xlink:href="#ArialMT-2212" transform="translate(111.230469 0)"/>
+      <use xlink:href="#ArialMT-31" transform="translate(169.628906 0)"/>
+      <use xlink:href="#ArialMT-32" transform="translate(225.244141 0)"/>
+      <use xlink:href="#ArialMT-2212" transform="translate(280.859375 0)"/>
+      <use xlink:href="#ArialMT-33" transform="translate(339.257812 0)"/>
+      <use xlink:href="#ArialMT-2e" transform="translate(394.873047 0)"/>
+      <use xlink:href="#ArialMT-36" transform="translate(422.65625 0)"/>
+      <use xlink:href="#ArialMT-32" transform="translate(478.271484 0)"/>
+      <use xlink:href="#ArialMT-39" transform="translate(533.886719 0)"/>
+      <use xlink:href="#ArialMT-31" transform="translate(589.501953 0)"/>
+      <use xlink:href="#ArialMT-39" transform="translate(645.117188 0)"/>
+      <use xlink:href="#ArialMT-32" transform="translate(700.732422 0)"/>
+      <use xlink:href="#ArialMT-38" transform="translate(756.347656 0)"/>
+      <use xlink:href="#ArialMT-30" transform="translate(811.962891 0)"/>
+      <use xlink:href="#ArialMT-35" transform="translate(867.578125 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_27">
+    <path d="M 103.827273 218.25 
+L 108.438843 218.5625 
+L 113.050413 218.34375 
+L 117.661983 218.09375 
+L 122.273554 218.46875 
+L 126.885124 218.21875 
+L 131.496694 217.96875 
+L 136.108264 218.3125 
+L 140.719835 218.09375 
+L 145.331405 217.875 
+L 149.942975 218.1875 
+L 154.554545 217.96875 
+L 159.166116 217.71875 
+L 163.777686 218.0625 
+L 168.389256 217.84375 
+L 173.000826 218.1875 
+L 177.612397 217.9375 
+L 182.223967 218.3125 
+L 186.835537 218.625 
+L 191.447107 218.40625 
+L 196.058678 218.1875 
+L 200.670248 218.53125 
+L 205.281818 218.28125 
+L 209.893388 218.59375 
+L 214.504959 218.375 
+L 219.116529 218.15625 
+L 223.728099 218.46875 
+L 228.339669 218.25 
+L 232.95124 218.03125 
+L 237.56281 218.375 
+L 242.17438 218.125 
+L 246.78595 217.90625 
+L 251.397521 218.25 
+L 256.009091 218.03125 
+L 260.620661 217.78125 
+L 265.232231 218.125 
+L 269.843802 217.90625 
+L 274.455372 218.21875 
+L 279.066942 218 
+L 283.678512 218.34375 
+L 288.290083 218.65625 
+L 292.901653 218.4375 
+L 297.513223 218.21875 
+L 302.124793 218.53125 
+L 306.736364 218.3125 
+L 311.347934 218.625 
+L 315.959504 218.4375 
+L 320.571074 218.1875 
+L 325.182645 218.5 
+L 329.794215 218.3125 
+L 334.405785 218.09375 
+L 339.017355 218.40625 
+L 343.628926 218.1875 
+L 348.240496 218.46875 
+L 352.852066 217.75 
+L 357.463636 218.59375 
+L 362.075207 217.84375 
+L 366.686777 217.625 
+L 371.298347 218.46875 
+L 375.909917 217.71875 
+L 380.521488 217.53125 
+L 385.133058 217.84375 
+L 389.744628 217.625 
+L 394.356198 218.4375 
+L 398.967769 218.25 
+L 403.579339 218.03125 
+L 408.190909 218.375 
+L 412.802479 218.125 
+L 417.41405 217.90625 
+L 422.02562 218.25 
+L 426.63719 218.03125 
+L 431.24876 218.34375 
+L 435.860331 218.125 
+L 440.471901 217.90625 
+L 445.083471 218.21875 
+L 449.695041 218.53125 
+L 454.306612 218.8125 
+L 458.918182 218.09375 
+L 463.529752 218.40625 
+L 468.141322 218.71875 
+L 472.752893 218 
+L 477.364463 218.3125 
+L 481.976033 218.59375 
+L 486.587603 217.875 
+L 491.199174 218.1875 
+L 495.810744 218.46875 
+L 500.422314 218.78125 
+L 505.033884 218.0625 
+L 509.645455 218.375 
+L 514.257025 218.65625 
+L 518.868595 218 
+L 523.480165 218.25 
+L 528.091736 218.5625 
+L 532.703306 217.84375 
+L 537.314876 218.125 
+L 541.926446 217.46875 
+L 546.538017 218.75 
+L 551.149587 218.03125 
+L 555.761157 218.3125 
+L 560.372727 218.625 
+" clip-path="url(#p26ad476f4e)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.46875 
+L 81 51.84375 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.46875 
+L 583.2 51.84375 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="legend_1">
+    <g id="line2d_28">
+     <path d="M 467.846875 64.497812 
+L 477.846875 64.497812 
+L 487.846875 64.497812 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+    </g>
+    <g id="text_17">
+     <!-- cHARK - cApprox -->
+     <g style="fill: #262626" transform="translate(495.846875 67.997812) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-48" d="M 513 0 
+L 513 4581 
+L 1119 4581 
+L 1119 2700 
+L 3500 2700 
+L 3500 4581 
+L 4106 4581 
+L 4106 0 
+L 3500 0 
+L 3500 2159 
+L 1119 2159 
+L 1119 0 
+L 513 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-41" d="M -9 0 
+L 1750 4581 
+L 2403 4581 
+L 4278 0 
+L 3588 0 
+L 3053 1388 
+L 1138 1388 
+L 634 0 
+L -9 0 
+z
+M 1313 1881 
+L 2866 1881 
+L 2388 3150 
+Q 2169 3728 2063 4100 
+Q 1975 3659 1816 3225 
+L 1313 1881 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-52" d="M 503 0 
+L 503 4581 
+L 2534 4581 
+Q 3147 4581 3465 4457 
+Q 3784 4334 3975 4021 
+Q 4166 3709 4166 3331 
+Q 4166 2844 3850 2509 
+Q 3534 2175 2875 2084 
+Q 3116 1969 3241 1856 
+Q 3506 1613 3744 1247 
+L 4541 0 
+L 3778 0 
+L 3172 953 
+Q 2906 1366 2734 1584 
+Q 2563 1803 2427 1890 
+Q 2291 1978 2150 2013 
+Q 2047 2034 1813 2034 
+L 1109 2034 
+L 1109 0 
+L 503 0 
+z
+M 1109 2559 
+L 2413 2559 
+Q 2828 2559 3062 2645 
+Q 3297 2731 3419 2920 
+Q 3541 3109 3541 3331 
+Q 3541 3656 3305 3865 
+Q 3069 4075 2559 4075 
+L 1109 4075 
+L 1109 2559 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-4b" d="M 469 0 
+L 469 4581 
+L 1075 4581 
+L 1075 2309 
+L 3350 4581 
+L 4172 4581 
+L 2250 2725 
+L 4256 0 
+L 3456 0 
+L 1825 2319 
+L 1075 1588 
+L 1075 0 
+L 469 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-2d" d="M 203 1375 
+L 203 1941 
+L 1931 1941 
+L 1931 1375 
+L 203 1375 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-63"/>
+      <use xlink:href="#ArialMT-48" transform="translate(50 0)"/>
+      <use xlink:href="#ArialMT-41" transform="translate(122.216797 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(188.916016 0)"/>
+      <use xlink:href="#ArialMT-4b" transform="translate(261.132812 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(327.832031 0)"/>
+      <use xlink:href="#ArialMT-2d" transform="translate(355.615234 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(388.916016 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(416.699219 0)"/>
+      <use xlink:href="#ArialMT-41" transform="translate(466.699219 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(533.398438 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(589.013672 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(644.628906 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(677.929688 0)"/>
+      <use xlink:href="#ArialMT-78" transform="translate(733.544922 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p26ad476f4e">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.jpg b/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.jpg
new file mode 100644
index 00000000..b3c85751
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.jpg differ
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.pdf b/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.pdf
new file mode 100644
index 00000000..4115a09d
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.pdf differ
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.png b/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.png
new file mode 100644
index 00000000..3dbd96c4
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.png differ
diff --git a/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.svg b/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.svg
new file mode 100644
index 00000000..7deadc33
--- /dev/null
+++ b/notebooks/Figures/PerfForesightCRRA-Approximation/approxErrorR.svg
@@ -0,0 +1,1131 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="648pt" height="432pt" viewBox="0 0 648 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 432 
+L 648 432 
+L 648 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+L 583.2 51.84 
+L 81 51.84 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 86.179849 384.48 
+L 86.179849 51.84 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- 1.0 -->
+      <g style="fill: #262626" transform="translate(79.229849 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-2e" d="M 581 0 
+L 581 641 
+L 1222 641 
+L 1222 0 
+L 581 0 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 145.004594 384.48 
+L 145.004594 51.84 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 1.1 -->
+      <g style="fill: #262626" transform="translate(138.054594 395.137812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-31" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 203.829339 384.48 
+L 203.829339 51.84 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 1.2 -->
+      <g style="fill: #262626" transform="translate(196.879339 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 262.654084 384.48 
+L 262.654084 51.84 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 1.3 -->
+      <g style="fill: #262626" transform="translate(255.704084 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-33" d="M 269 1209 
+L 831 1284 
+Q 928 806 1161 595 
+Q 1394 384 1728 384 
+Q 2125 384 2398 659 
+Q 2672 934 2672 1341 
+Q 2672 1728 2419 1979 
+Q 2166 2231 1775 2231 
+Q 1616 2231 1378 2169 
+L 1441 2663 
+Q 1497 2656 1531 2656 
+Q 1891 2656 2178 2843 
+Q 2466 3031 2466 3422 
+Q 2466 3731 2256 3934 
+Q 2047 4138 1716 4138 
+Q 1388 4138 1169 3931 
+Q 950 3725 888 3313 
+L 325 3413 
+Q 428 3978 793 4289 
+Q 1159 4600 1703 4600 
+Q 2078 4600 2393 4439 
+Q 2709 4278 2876 4000 
+Q 3044 3722 3044 3409 
+Q 3044 3113 2884 2869 
+Q 2725 2625 2413 2481 
+Q 2819 2388 3044 2092 
+Q 3269 1797 3269 1353 
+Q 3269 753 2831 336 
+Q 2394 -81 1725 -81 
+Q 1122 -81 723 278 
+Q 325 638 269 1209 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-33" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 321.478829 384.48 
+L 321.478829 51.84 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 1.4 -->
+      <g style="fill: #262626" transform="translate(314.528829 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-34" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 380.303574 384.48 
+L 380.303574 51.84 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 1.5 -->
+      <g style="fill: #262626" transform="translate(373.353574 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 439.128319 384.48 
+L 439.128319 51.84 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_7">
+      <!-- 1.6 -->
+      <g style="fill: #262626" transform="translate(432.178319 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-36" d="M 3184 3459 
+L 2625 3416 
+Q 2550 3747 2413 3897 
+Q 2184 4138 1850 4138 
+Q 1581 4138 1378 3988 
+Q 1113 3794 959 3422 
+Q 806 3050 800 2363 
+Q 1003 2672 1297 2822 
+Q 1591 2972 1913 2972 
+Q 2475 2972 2870 2558 
+Q 3266 2144 3266 1488 
+Q 3266 1056 3080 686 
+Q 2894 316 2569 119 
+Q 2244 -78 1831 -78 
+Q 1128 -78 684 439 
+Q 241 956 241 2144 
+Q 241 3472 731 4075 
+Q 1159 4600 1884 4600 
+Q 2425 4600 2770 4297 
+Q 3116 3994 3184 3459 
+z
+M 888 1484 
+Q 888 1194 1011 928 
+Q 1134 663 1356 523 
+Q 1578 384 1822 384 
+Q 2178 384 2434 671 
+Q 2691 959 2691 1453 
+Q 2691 1928 2437 2201 
+Q 2184 2475 1800 2475 
+Q 1419 2475 1153 2201 
+Q 888 1928 888 1484 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-36" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_15">
+      <path d="M 497.953064 384.48 
+L 497.953064 51.84 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_8">
+      <!-- 1.7 -->
+      <g style="fill: #262626" transform="translate(491.003064 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-37" d="M 303 3981 
+L 303 4522 
+L 3269 4522 
+L 3269 4084 
+Q 2831 3619 2401 2847 
+Q 1972 2075 1738 1259 
+Q 1569 684 1522 0 
+L 944 0 
+Q 953 541 1156 1306 
+Q 1359 2072 1739 2783 
+Q 2119 3494 2547 3981 
+L 303 3981 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-37" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_17">
+      <path d="M 556.777809 384.48 
+L 556.777809 51.84 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_9">
+      <!-- 1.8 -->
+      <g style="fill: #262626" transform="translate(549.827809 395.137812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-38" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_10">
+     <!-- Return Factor -->
+     <g style="fill: #262626" transform="translate(301.535938 408.283125) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-52" d="M 503 0 
+L 503 4581 
+L 2534 4581 
+Q 3147 4581 3465 4457 
+Q 3784 4334 3975 4021 
+Q 4166 3709 4166 3331 
+Q 4166 2844 3850 2509 
+Q 3534 2175 2875 2084 
+Q 3116 1969 3241 1856 
+Q 3506 1613 3744 1247 
+L 4541 0 
+L 3778 0 
+L 3172 953 
+Q 2906 1366 2734 1584 
+Q 2563 1803 2427 1890 
+Q 2291 1978 2150 2013 
+Q 2047 2034 1813 2034 
+L 1109 2034 
+L 1109 0 
+L 503 0 
+z
+M 1109 2559 
+L 2413 2559 
+Q 2828 2559 3062 2645 
+Q 3297 2731 3419 2920 
+Q 3541 3109 3541 3331 
+Q 3541 3656 3305 3865 
+Q 3069 4075 2559 4075 
+L 1109 4075 
+L 1109 2559 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-75" d="M 2597 0 
+L 2597 488 
+Q 2209 -75 1544 -75 
+Q 1250 -75 995 37 
+Q 741 150 617 320 
+Q 494 491 444 738 
+Q 409 903 409 1263 
+L 409 3319 
+L 972 3319 
+L 972 1478 
+Q 972 1038 1006 884 
+Q 1059 663 1231 536 
+Q 1403 409 1656 409 
+Q 1909 409 2131 539 
+Q 2353 669 2445 892 
+Q 2538 1116 2538 1541 
+L 2538 3319 
+L 3100 3319 
+L 3100 0 
+L 2597 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-72" d="M 416 0 
+L 416 3319 
+L 922 3319 
+L 922 2816 
+Q 1116 3169 1280 3281 
+Q 1444 3394 1641 3394 
+Q 1925 3394 2219 3213 
+L 2025 2691 
+Q 1819 2813 1613 2813 
+Q 1428 2813 1281 2702 
+Q 1134 2591 1072 2394 
+Q 978 2094 978 1738 
+L 978 0 
+L 416 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-46" d="M 525 0 
+L 525 4581 
+L 3616 4581 
+L 3616 4041 
+L 1131 4041 
+L 1131 2622 
+L 3281 2622 
+L 3281 2081 
+L 1131 2081 
+L 1131 0 
+L 525 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-63" d="M 2588 1216 
+L 3141 1144 
+Q 3050 572 2676 248 
+Q 2303 -75 1759 -75 
+Q 1078 -75 664 370 
+Q 250 816 250 1647 
+Q 250 2184 428 2587 
+Q 606 2991 970 3192 
+Q 1334 3394 1763 3394 
+Q 2303 3394 2647 3120 
+Q 2991 2847 3088 2344 
+L 2541 2259 
+Q 2463 2594 2264 2762 
+Q 2066 2931 1784 2931 
+Q 1359 2931 1093 2626 
+Q 828 2322 828 1663 
+Q 828 994 1084 691 
+Q 1341 388 1753 388 
+Q 2084 388 2306 591 
+Q 2528 794 2588 1216 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6f" d="M 213 1659 
+Q 213 2581 725 3025 
+Q 1153 3394 1769 3394 
+Q 2453 3394 2887 2945 
+Q 3322 2497 3322 1706 
+Q 3322 1066 3130 698 
+Q 2938 331 2570 128 
+Q 2203 -75 1769 -75 
+Q 1072 -75 642 372 
+Q 213 819 213 1659 
+z
+M 791 1659 
+Q 791 1022 1069 705 
+Q 1347 388 1769 388 
+Q 2188 388 2466 706 
+Q 2744 1025 2744 1678 
+Q 2744 2294 2464 2611 
+Q 2184 2928 1769 2928 
+Q 1347 2928 1069 2612 
+Q 791 2297 791 1659 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-52"/>
+      <use xlink:href="#ArialMT-65" transform="translate(72.216797 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(127.832031 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(155.615234 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(211.230469 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(244.53125 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(300.146484 0)"/>
+      <use xlink:href="#ArialMT-46" transform="translate(327.929688 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(389.013672 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(444.628906 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(494.628906 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(522.412109 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(578.027344 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_19">
+      <path d="M 81 351.230929 
+L 583.2 351.230929 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- 0.2 -->
+      <g style="fill: #262626" transform="translate(63.6 354.809835) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_21">
+      <path d="M 81 296.047572 
+L 583.2 296.047572 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- 0.4 -->
+      <g style="fill: #262626" transform="translate(63.6 299.626478) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-34" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_23">
+      <path d="M 81 240.864216 
+L 583.2 240.864216 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- 0.6 -->
+      <g style="fill: #262626" transform="translate(63.6 244.443122) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-36" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_25">
+      <path d="M 81 185.680859 
+L 583.2 185.680859 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- 0.8 -->
+      <g style="fill: #262626" transform="translate(63.6 189.259766) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-38" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_27">
+      <path d="M 81 130.497503 
+L 583.2 130.497503 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- 1.0 -->
+      <g style="fill: #262626" transform="translate(63.6 134.076409) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_29">
+      <path d="M 81 75.314147 
+L 583.2 75.314147 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_30"/>
+     <g id="text_16">
+      <!-- 1.2 -->
+      <g style="fill: #262626" transform="translate(63.6 78.893053) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(55.615234 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(83.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_17">
+     <!--  Average deviation along consumption function -->
+     <g style="fill: #262626" transform="translate(57.495312 321.469375) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-41" d="M -9 0 
+L 1750 4581 
+L 2403 4581 
+L 4278 0 
+L 3588 0 
+L 3053 1388 
+L 1138 1388 
+L 634 0 
+L -9 0 
+z
+M 1313 1881 
+L 2866 1881 
+L 2388 3150 
+Q 2169 3728 2063 4100 
+Q 1975 3659 1816 3225 
+L 1313 1881 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-64" d="M 2575 0 
+L 2575 419 
+Q 2259 -75 1647 -75 
+Q 1250 -75 917 144 
+Q 584 363 401 755 
+Q 219 1147 219 1656 
+Q 219 2153 384 2558 
+Q 550 2963 881 3178 
+Q 1213 3394 1622 3394 
+Q 1922 3394 2156 3267 
+Q 2391 3141 2538 2938 
+L 2538 4581 
+L 3097 4581 
+L 3097 0 
+L 2575 0 
+z
+M 797 1656 
+Q 797 1019 1065 703 
+Q 1334 388 1700 388 
+Q 2069 388 2326 689 
+Q 2584 991 2584 1609 
+Q 2584 2291 2321 2609 
+Q 2059 2928 1675 2928 
+Q 1300 2928 1048 2622 
+Q 797 2316 797 1656 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6c" d="M 409 0 
+L 409 4581 
+L 972 4581 
+L 972 0 
+L 409 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-73" d="M 197 991 
+L 753 1078 
+Q 800 744 1014 566 
+Q 1228 388 1613 388 
+Q 2000 388 2187 545 
+Q 2375 703 2375 916 
+Q 2375 1106 2209 1216 
+Q 2094 1291 1634 1406 
+Q 1016 1563 777 1677 
+Q 538 1791 414 1992 
+Q 291 2194 291 2438 
+Q 291 2659 392 2848 
+Q 494 3038 669 3163 
+Q 800 3259 1026 3326 
+Q 1253 3394 1513 3394 
+Q 1903 3394 2198 3281 
+Q 2494 3169 2634 2976 
+Q 2775 2784 2828 2463 
+L 2278 2388 
+Q 2241 2644 2061 2787 
+Q 1881 2931 1553 2931 
+Q 1166 2931 1000 2803 
+Q 834 2675 834 2503 
+Q 834 2394 903 2306 
+Q 972 2216 1119 2156 
+Q 1203 2125 1616 2013 
+Q 2213 1853 2448 1751 
+Q 2684 1650 2818 1456 
+Q 2953 1263 2953 975 
+Q 2953 694 2789 445 
+Q 2625 197 2315 61 
+Q 2006 -75 1616 -75 
+Q 969 -75 630 194 
+Q 291 463 197 991 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6d" d="M 422 0 
+L 422 3319 
+L 925 3319 
+L 925 2853 
+Q 1081 3097 1340 3245 
+Q 1600 3394 1931 3394 
+Q 2300 3394 2536 3241 
+Q 2772 3088 2869 2813 
+Q 3263 3394 3894 3394 
+Q 4388 3394 4653 3120 
+Q 4919 2847 4919 2278 
+L 4919 0 
+L 4359 0 
+L 4359 2091 
+Q 4359 2428 4304 2576 
+Q 4250 2725 4106 2815 
+Q 3963 2906 3769 2906 
+Q 3419 2906 3187 2673 
+Q 2956 2441 2956 1928 
+L 2956 0 
+L 2394 0 
+L 2394 2156 
+Q 2394 2531 2256 2718 
+Q 2119 2906 1806 2906 
+Q 1569 2906 1367 2781 
+Q 1166 2656 1075 2415 
+Q 984 2175 984 1722 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-70" d="M 422 -1272 
+L 422 3319 
+L 934 3319 
+L 934 2888 
+Q 1116 3141 1344 3267 
+Q 1572 3394 1897 3394 
+Q 2322 3394 2647 3175 
+Q 2972 2956 3137 2557 
+Q 3303 2159 3303 1684 
+Q 3303 1175 3120 767 
+Q 2938 359 2589 142 
+Q 2241 -75 1856 -75 
+Q 1575 -75 1351 44 
+Q 1128 163 984 344 
+L 984 -1272 
+L 422 -1272 
+z
+M 931 1641 
+Q 931 1000 1190 694 
+Q 1450 388 1819 388 
+Q 2194 388 2461 705 
+Q 2728 1022 2728 1688 
+Q 2728 2322 2467 2637 
+Q 2206 2953 1844 2953 
+Q 1484 2953 1207 2617 
+Q 931 2281 931 1641 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-66" d="M 556 0 
+L 556 2881 
+L 59 2881 
+L 59 3319 
+L 556 3319 
+L 556 3672 
+Q 556 4006 616 4169 
+Q 697 4388 901 4523 
+Q 1106 4659 1475 4659 
+Q 1713 4659 2000 4603 
+L 1916 4113 
+Q 1741 4144 1584 4144 
+Q 1328 4144 1222 4034 
+Q 1116 3925 1116 3625 
+L 1116 3319 
+L 1763 3319 
+L 1763 2881 
+L 1116 2881 
+L 1116 0 
+L 556 0 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-20"/>
+      <use xlink:href="#ArialMT-41" transform="translate(22.283203 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(87.232422 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(137.232422 0)"/>
+      <use xlink:href="#ArialMT-72" transform="translate(192.847656 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(226.148438 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(281.763672 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(337.378906 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(392.994141 0)"/>
+      <use xlink:href="#ArialMT-64" transform="translate(420.777344 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(476.392578 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(532.007812 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(582.007812 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(604.224609 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(659.839844 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(687.623047 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(709.839844 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(765.455078 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(821.070312 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(848.853516 0)"/>
+      <use xlink:href="#ArialMT-6c" transform="translate(904.46875 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(926.685547 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(982.300781 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(1037.916016 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1093.53125 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(1121.314453 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1171.314453 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1226.929688 0)"/>
+      <use xlink:href="#ArialMT-73" transform="translate(1282.544922 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(1332.544922 0)"/>
+      <use xlink:href="#ArialMT-6d" transform="translate(1388.160156 0)"/>
+      <use xlink:href="#ArialMT-70" transform="translate(1471.460938 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(1527.076172 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1554.859375 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1577.076172 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1632.691406 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(1688.306641 0)"/>
+      <use xlink:href="#ArialMT-66" transform="translate(1716.089844 0)"/>
+      <use xlink:href="#ArialMT-75" transform="translate(1743.873047 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(1799.488281 0)"/>
+      <use xlink:href="#ArialMT-63" transform="translate(1855.103516 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(1905.103516 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(1932.886719 0)"/>
+      <use xlink:href="#ArialMT-6f" transform="translate(1955.103516 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(2010.71875 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_31">
+    <path d="M 103.827273 66.96 
+L 119.570219 168.166037 
+L 135.313166 221.302141 
+L 151.056113 254.051418 
+L 166.79906 276.261915 
+L 182.542006 292.317147 
+L 198.284953 304.462305 
+L 214.0279 313.975662 
+L 229.770846 321.630624 
+L 245.513793 327.924119 
+L 261.25674 333.190404 
+L 276.999687 337.662602 
+L 292.742633 341.508939 
+L 308.48558 344.851719 
+L 324.228527 347.784955 
+L 339.971473 350.379402 
+L 355.71442 352.691054 
+L 371.457367 354.764006 
+L 387.200313 356.633636 
+L 402.94326 358.328459 
+L 418.686207 359.872405 
+L 434.429154 361.284592 
+L 450.1721 362.581479 
+L 465.915047 363.776748 
+L 481.657994 364.882 
+L 497.40094 365.907129 
+L 513.143887 366.860631 
+L 528.886834 367.749836 
+L 544.629781 368.58111 
+L 560.372727 369.36 
+" clip-path="url(#p01c9918324)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 81 384.48 
+L 81 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 583.2 384.48 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 81 384.48 
+L 583.2 384.48 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 81 51.84 
+L 583.2 51.84 
+" style="fill: none"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p01c9918324">
+   <rect x="81" y="51.84" width="502.2" height="332.64"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.jpg b/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.jpg
new file mode 100644
index 00000000..0e268870
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.jpg differ
diff --git a/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.pdf b/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.pdf
new file mode 100644
index 00000000..accfb5ee
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.pdf differ
diff --git a/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.png b/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.png
new file mode 100644
index 00000000..968e9253
Binary files /dev/null and b/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.png differ
diff --git a/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.svg b/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.svg
new file mode 100644
index 00000000..27980b1a
--- /dev/null
+++ b/notebooks/Figures/PerfForesightCRRA-SavingRate/savingRate.svg
@@ -0,0 +1,965 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #eaeaf2"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 92.290909 512.64 
+L 92.290909 69.12 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_2"/>
+     <g id="text_1">
+      <!-- −1 -->
+      <g style="fill: #262626" transform="translate(86.590128 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-2212" d="M 3381 1997 
+L 356 1997 
+L 356 2522 
+L 3381 2522 
+L 3381 1997 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-31" d="M 2384 0 
+L 1822 0 
+L 1822 3584 
+Q 1619 3391 1289 3197 
+Q 959 3003 697 2906 
+L 697 3450 
+Q 1169 3672 1522 3987 
+Q 1875 4303 2022 4600 
+L 2384 4600 
+L 2384 0 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-31" transform="translate(58.398438 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 173.454545 512.64 
+L 173.454545 69.12 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_4"/>
+     <g id="text_2">
+      <!-- 0 -->
+      <g style="fill: #262626" transform="translate(170.674077 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-30" d="M 266 2259 
+Q 266 3072 433 3567 
+Q 600 4063 929 4331 
+Q 1259 4600 1759 4600 
+Q 2128 4600 2406 4451 
+Q 2684 4303 2865 4023 
+Q 3047 3744 3150 3342 
+Q 3253 2941 3253 2259 
+Q 3253 1453 3087 958 
+Q 2922 463 2592 192 
+Q 2263 -78 1759 -78 
+Q 1097 -78 719 397 
+Q 266 969 266 2259 
+z
+M 844 2259 
+Q 844 1131 1108 757 
+Q 1372 384 1759 384 
+Q 2147 384 2411 759 
+Q 2675 1134 2675 2259 
+Q 2675 3391 2411 3762 
+Q 2147 4134 1753 4134 
+Q 1366 4134 1134 3806 
+Q 844 3388 844 2259 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 254.618182 512.64 
+L 254.618182 69.12 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_6"/>
+     <g id="text_3">
+      <!-- 1 -->
+      <g style="fill: #262626" transform="translate(251.837713 523.297812) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 335.781818 512.64 
+L 335.781818 69.12 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_8"/>
+     <g id="text_4">
+      <!-- 2 -->
+      <g style="fill: #262626" transform="translate(333.001349 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-32" d="M 3222 541 
+L 3222 0 
+L 194 0 
+Q 188 203 259 391 
+Q 375 700 629 1000 
+Q 884 1300 1366 1694 
+Q 2113 2306 2375 2664 
+Q 2638 3022 2638 3341 
+Q 2638 3675 2398 3904 
+Q 2159 4134 1775 4134 
+Q 1369 4134 1125 3890 
+Q 881 3647 878 3216 
+L 300 3275 
+Q 359 3922 746 4261 
+Q 1134 4600 1788 4600 
+Q 2447 4600 2831 4234 
+Q 3216 3869 3216 3328 
+Q 3216 3053 3103 2787 
+Q 2991 2522 2730 2228 
+Q 2469 1934 1863 1422 
+Q 1356 997 1212 845 
+Q 1069 694 975 541 
+L 3222 541 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 416.945455 512.64 
+L 416.945455 69.12 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_10"/>
+     <g id="text_5">
+      <!-- 3 -->
+      <g style="fill: #262626" transform="translate(414.164986 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-33" d="M 269 1209 
+L 831 1284 
+Q 928 806 1161 595 
+Q 1394 384 1728 384 
+Q 2125 384 2398 659 
+Q 2672 934 2672 1341 
+Q 2672 1728 2419 1979 
+Q 2166 2231 1775 2231 
+Q 1616 2231 1378 2169 
+L 1441 2663 
+Q 1497 2656 1531 2656 
+Q 1891 2656 2178 2843 
+Q 2466 3031 2466 3422 
+Q 2466 3731 2256 3934 
+Q 2047 4138 1716 4138 
+Q 1388 4138 1169 3931 
+Q 950 3725 888 3313 
+L 325 3413 
+Q 428 3978 793 4289 
+Q 1159 4600 1703 4600 
+Q 2078 4600 2393 4439 
+Q 2709 4278 2876 4000 
+Q 3044 3722 3044 3409 
+Q 3044 3113 2884 2869 
+Q 2725 2625 2413 2481 
+Q 2819 2388 3044 2092 
+Q 3269 1797 3269 1353 
+Q 3269 753 2831 336 
+Q 2394 -81 1725 -81 
+Q 1122 -81 723 278 
+Q 325 638 269 1209 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 498.109091 512.64 
+L 498.109091 69.12 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_12"/>
+     <g id="text_6">
+      <!-- 4 -->
+      <g style="fill: #262626" transform="translate(495.328622 523.297812) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-34" d="M 2069 0 
+L 2069 1097 
+L 81 1097 
+L 81 1613 
+L 2172 4581 
+L 2631 4581 
+L 2631 1613 
+L 3250 1613 
+L 3250 1097 
+L 2631 1097 
+L 2631 0 
+L 2069 0 
+z
+M 2069 1613 
+L 2069 3678 
+L 634 1613 
+L 2069 1613 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- $a_{t-1}$ -->
+     <g style="fill: #262626" transform="translate(284.1 536.443125) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-61" d="M 3438 1997 
+L 3047 0 
+L 2472 0 
+L 2578 531 
+Q 2325 219 2001 64 
+Q 1678 -91 1281 -91 
+Q 834 -91 548 182 
+Q 263 456 263 884 
+Q 263 1497 752 1853 
+Q 1241 2209 2100 2209 
+L 2900 2209 
+L 2931 2363 
+Q 2938 2388 2941 2417 
+Q 2944 2447 2944 2509 
+Q 2944 2788 2717 2942 
+Q 2491 3097 2081 3097 
+Q 1800 3097 1504 3025 
+Q 1209 2953 897 2809 
+L 997 3341 
+Q 1322 3463 1633 3523 
+Q 1944 3584 2234 3584 
+Q 2853 3584 3176 3315 
+Q 3500 3047 3500 2534 
+Q 3500 2431 3484 2292 
+Q 3469 2153 3438 1997 
+z
+M 2816 1759 
+L 2241 1759 
+Q 1534 1759 1195 1570 
+Q 856 1381 856 984 
+Q 856 709 1029 553 
+Q 1203 397 1509 397 
+Q 1978 397 2328 733 
+Q 2678 1069 2791 1631 
+L 2816 1759 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-Oblique-61"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(61.279297 -16.40625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-2212" transform="translate(102.363281 -16.40625) scale(0.7)"/>
+      <use xlink:href="#DejaVuSans-31" transform="translate(174.65332 -16.40625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_13">
+      <path d="M 72 503.866388 
+L 518.4 503.866388 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_14"/>
+     <g id="text_8">
+      <!-- −0.54 -->
+      <g style="fill: #262626" transform="translate(43.198437 507.445295) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-2e" d="M 581 0 
+L 581 641 
+L 1222 641 
+L 1222 0 
+L 581 0 
+z
+" transform="scale(0.015625)"/>
+        <path id="ArialMT-35" d="M 266 1200 
+L 856 1250 
+Q 922 819 1161 601 
+Q 1400 384 1738 384 
+Q 2144 384 2425 690 
+Q 2706 997 2706 1503 
+Q 2706 1984 2436 2262 
+Q 2166 2541 1728 2541 
+Q 1456 2541 1237 2417 
+Q 1019 2294 894 2097 
+L 366 2166 
+L 809 4519 
+L 3088 4519 
+L 3088 3981 
+L 1259 3981 
+L 1013 2750 
+Q 1425 3038 1878 3038 
+Q 2478 3038 2890 2622 
+Q 3303 2206 3303 1553 
+Q 3303 931 2941 478 
+Q 2500 -78 1738 -78 
+Q 1113 -78 717 272 
+Q 322 622 266 1200 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-30" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(141.796875 0)"/>
+       <use xlink:href="#ArialMT-34" transform="translate(197.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_15">
+      <path d="M 72 445.793131 
+L 518.4 445.793131 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_16"/>
+     <g id="text_9">
+      <!-- −0.53 -->
+      <g style="fill: #262626" transform="translate(43.198437 449.372038) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-30" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(141.796875 0)"/>
+       <use xlink:href="#ArialMT-33" transform="translate(197.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_17">
+      <path d="M 72 387.719874 
+L 518.4 387.719874 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_18"/>
+     <g id="text_10">
+      <!-- −0.52 -->
+      <g style="fill: #262626" transform="translate(43.198437 391.29878) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-30" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(141.796875 0)"/>
+       <use xlink:href="#ArialMT-32" transform="translate(197.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_19">
+      <path d="M 72 329.646617 
+L 518.4 329.646617 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_20"/>
+     <g id="text_11">
+      <!-- −0.51 -->
+      <g style="fill: #262626" transform="translate(43.198437 333.225523) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-30" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(141.796875 0)"/>
+       <use xlink:href="#ArialMT-31" transform="translate(197.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_21">
+      <path d="M 72 271.57336 
+L 518.4 271.57336 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_22"/>
+     <g id="text_12">
+      <!-- −0.50 -->
+      <g style="fill: #262626" transform="translate(43.198437 275.152266) scale(0.1 -0.1)">
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-30" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-35" transform="translate(141.796875 0)"/>
+       <use xlink:href="#ArialMT-30" transform="translate(197.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_23">
+      <path d="M 72 213.500103 
+L 518.4 213.500103 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_24"/>
+     <g id="text_13">
+      <!-- −0.49 -->
+      <g style="fill: #262626" transform="translate(43.198437 217.079009) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-39" d="M 350 1059 
+L 891 1109 
+Q 959 728 1153 556 
+Q 1347 384 1650 384 
+Q 1909 384 2104 503 
+Q 2300 622 2425 820 
+Q 2550 1019 2634 1356 
+Q 2719 1694 2719 2044 
+Q 2719 2081 2716 2156 
+Q 2547 1888 2255 1720 
+Q 1963 1553 1622 1553 
+Q 1053 1553 659 1965 
+Q 266 2378 266 3053 
+Q 266 3750 677 4175 
+Q 1088 4600 1706 4600 
+Q 2153 4600 2523 4359 
+Q 2894 4119 3086 3673 
+Q 3278 3228 3278 2384 
+Q 3278 1506 3087 986 
+Q 2897 466 2520 194 
+Q 2144 -78 1638 -78 
+Q 1100 -78 759 220 
+Q 419 519 350 1059 
+z
+M 2653 3081 
+Q 2653 3566 2395 3850 
+Q 2138 4134 1775 4134 
+Q 1400 4134 1122 3828 
+Q 844 3522 844 3034 
+Q 844 2597 1108 2323 
+Q 1372 2050 1759 2050 
+Q 2150 2050 2401 2323 
+Q 2653 2597 2653 3081 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-30" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-34" transform="translate(141.796875 0)"/>
+       <use xlink:href="#ArialMT-39" transform="translate(197.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_25">
+      <path d="M 72 155.426846 
+L 518.4 155.426846 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_26"/>
+     <g id="text_14">
+      <!-- −0.48 -->
+      <g style="fill: #262626" transform="translate(43.198437 159.005752) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-38" d="M 1131 2484 
+Q 781 2613 612 2850 
+Q 444 3088 444 3419 
+Q 444 3919 803 4259 
+Q 1163 4600 1759 4600 
+Q 2359 4600 2725 4251 
+Q 3091 3903 3091 3403 
+Q 3091 3084 2923 2848 
+Q 2756 2613 2416 2484 
+Q 2838 2347 3058 2040 
+Q 3278 1734 3278 1309 
+Q 3278 722 2862 322 
+Q 2447 -78 1769 -78 
+Q 1091 -78 675 323 
+Q 259 725 259 1325 
+Q 259 1772 486 2073 
+Q 713 2375 1131 2484 
+z
+M 1019 3438 
+Q 1019 3113 1228 2906 
+Q 1438 2700 1772 2700 
+Q 2097 2700 2305 2904 
+Q 2513 3109 2513 3406 
+Q 2513 3716 2298 3927 
+Q 2084 4138 1766 4138 
+Q 1444 4138 1231 3931 
+Q 1019 3725 1019 3438 
+z
+M 838 1322 
+Q 838 1081 952 856 
+Q 1066 631 1291 507 
+Q 1516 384 1775 384 
+Q 2178 384 2440 643 
+Q 2703 903 2703 1303 
+Q 2703 1709 2433 1975 
+Q 2163 2241 1756 2241 
+Q 1359 2241 1098 1978 
+Q 838 1716 838 1322 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-30" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-34" transform="translate(141.796875 0)"/>
+       <use xlink:href="#ArialMT-38" transform="translate(197.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_27">
+      <path d="M 72 97.353588 
+L 518.4 97.353588 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #ffffff; stroke-width: 0.8; stroke-linecap: round"/>
+     </g>
+     <g id="line2d_28"/>
+     <g id="text_15">
+      <!-- −0.47 -->
+      <g style="fill: #262626" transform="translate(43.198437 100.932495) scale(0.1 -0.1)">
+       <defs>
+        <path id="ArialMT-37" d="M 303 3981 
+L 303 4522 
+L 3269 4522 
+L 3269 4084 
+Q 2831 3619 2401 2847 
+Q 1972 2075 1738 1259 
+Q 1569 684 1522 0 
+L 944 0 
+Q 953 541 1156 1306 
+Q 1359 2072 1739 2783 
+Q 2119 3494 2547 3981 
+L 303 3981 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#ArialMT-2212"/>
+       <use xlink:href="#ArialMT-30" transform="translate(58.398438 0)"/>
+       <use xlink:href="#ArialMT-2e" transform="translate(114.013672 0)"/>
+       <use xlink:href="#ArialMT-34" transform="translate(141.796875 0)"/>
+       <use xlink:href="#ArialMT-37" transform="translate(197.412109 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- Saving Rate -->
+     <g style="fill: #262626" transform="translate(37.09375 318.1175) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="ArialMT-53" d="M 288 1472 
+L 859 1522 
+Q 900 1178 1048 958 
+Q 1197 738 1509 602 
+Q 1822 466 2213 466 
+Q 2559 466 2825 569 
+Q 3091 672 3220 851 
+Q 3350 1031 3350 1244 
+Q 3350 1459 3225 1620 
+Q 3100 1781 2813 1891 
+Q 2628 1963 1997 2114 
+Q 1366 2266 1113 2400 
+Q 784 2572 623 2826 
+Q 463 3081 463 3397 
+Q 463 3744 659 4045 
+Q 856 4347 1234 4503 
+Q 1613 4659 2075 4659 
+Q 2584 4659 2973 4495 
+Q 3363 4331 3572 4012 
+Q 3781 3694 3797 3291 
+L 3216 3247 
+Q 3169 3681 2898 3903 
+Q 2628 4125 2100 4125 
+Q 1550 4125 1298 3923 
+Q 1047 3722 1047 3438 
+Q 1047 3191 1225 3031 
+Q 1400 2872 2139 2705 
+Q 2878 2538 3153 2413 
+Q 3553 2228 3743 1945 
+Q 3934 1663 3934 1294 
+Q 3934 928 3725 604 
+Q 3516 281 3123 101 
+Q 2731 -78 2241 -78 
+Q 1619 -78 1198 103 
+Q 778 284 539 648 
+Q 300 1013 288 1472 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-61" d="M 2588 409 
+Q 2275 144 1986 34 
+Q 1697 -75 1366 -75 
+Q 819 -75 525 192 
+Q 231 459 231 875 
+Q 231 1119 342 1320 
+Q 453 1522 633 1644 
+Q 813 1766 1038 1828 
+Q 1203 1872 1538 1913 
+Q 2219 1994 2541 2106 
+Q 2544 2222 2544 2253 
+Q 2544 2597 2384 2738 
+Q 2169 2928 1744 2928 
+Q 1347 2928 1158 2789 
+Q 969 2650 878 2297 
+L 328 2372 
+Q 403 2725 575 2942 
+Q 747 3159 1072 3276 
+Q 1397 3394 1825 3394 
+Q 2250 3394 2515 3294 
+Q 2781 3194 2906 3042 
+Q 3031 2891 3081 2659 
+Q 3109 2516 3109 2141 
+L 3109 1391 
+Q 3109 606 3145 398 
+Q 3181 191 3288 0 
+L 2700 0 
+Q 2613 175 2588 409 
+z
+M 2541 1666 
+Q 2234 1541 1622 1453 
+Q 1275 1403 1131 1340 
+Q 988 1278 909 1158 
+Q 831 1038 831 891 
+Q 831 666 1001 516 
+Q 1172 366 1500 366 
+Q 1825 366 2078 508 
+Q 2331 650 2450 897 
+Q 2541 1088 2541 1459 
+L 2541 1666 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-76" d="M 1344 0 
+L 81 3319 
+L 675 3319 
+L 1388 1331 
+Q 1503 1009 1600 663 
+Q 1675 925 1809 1294 
+L 2547 3319 
+L 3125 3319 
+L 1869 0 
+L 1344 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-69" d="M 425 3934 
+L 425 4581 
+L 988 4581 
+L 988 3934 
+L 425 3934 
+z
+M 425 0 
+L 425 3319 
+L 988 3319 
+L 988 0 
+L 425 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-6e" d="M 422 0 
+L 422 3319 
+L 928 3319 
+L 928 2847 
+Q 1294 3394 1984 3394 
+Q 2284 3394 2536 3286 
+Q 2788 3178 2913 3003 
+Q 3038 2828 3088 2588 
+Q 3119 2431 3119 2041 
+L 3119 0 
+L 2556 0 
+L 2556 2019 
+Q 2556 2363 2490 2533 
+Q 2425 2703 2258 2804 
+Q 2091 2906 1866 2906 
+Q 1506 2906 1245 2678 
+Q 984 2450 984 1813 
+L 984 0 
+L 422 0 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-67" d="M 319 -275 
+L 866 -356 
+Q 900 -609 1056 -725 
+Q 1266 -881 1628 -881 
+Q 2019 -881 2231 -725 
+Q 2444 -569 2519 -288 
+Q 2563 -116 2559 434 
+Q 2191 0 1641 0 
+Q 956 0 581 494 
+Q 206 988 206 1678 
+Q 206 2153 378 2554 
+Q 550 2956 876 3175 
+Q 1203 3394 1644 3394 
+Q 2231 3394 2613 2919 
+L 2613 3319 
+L 3131 3319 
+L 3131 450 
+Q 3131 -325 2973 -648 
+Q 2816 -972 2473 -1159 
+Q 2131 -1347 1631 -1347 
+Q 1038 -1347 672 -1080 
+Q 306 -813 319 -275 
+z
+M 784 1719 
+Q 784 1066 1043 766 
+Q 1303 466 1694 466 
+Q 2081 466 2343 764 
+Q 2606 1063 2606 1700 
+Q 2606 2309 2336 2618 
+Q 2066 2928 1684 2928 
+Q 1309 2928 1046 2623 
+Q 784 2319 784 1719 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-20" transform="scale(0.015625)"/>
+       <path id="ArialMT-52" d="M 503 0 
+L 503 4581 
+L 2534 4581 
+Q 3147 4581 3465 4457 
+Q 3784 4334 3975 4021 
+Q 4166 3709 4166 3331 
+Q 4166 2844 3850 2509 
+Q 3534 2175 2875 2084 
+Q 3116 1969 3241 1856 
+Q 3506 1613 3744 1247 
+L 4541 0 
+L 3778 0 
+L 3172 953 
+Q 2906 1366 2734 1584 
+Q 2563 1803 2427 1890 
+Q 2291 1978 2150 2013 
+Q 2047 2034 1813 2034 
+L 1109 2034 
+L 1109 0 
+L 503 0 
+z
+M 1109 2559 
+L 2413 2559 
+Q 2828 2559 3062 2645 
+Q 3297 2731 3419 2920 
+Q 3541 3109 3541 3331 
+Q 3541 3656 3305 3865 
+Q 3069 4075 2559 4075 
+L 1109 4075 
+L 1109 2559 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-74" d="M 1650 503 
+L 1731 6 
+Q 1494 -44 1306 -44 
+Q 1000 -44 831 53 
+Q 663 150 594 308 
+Q 525 466 525 972 
+L 525 2881 
+L 113 2881 
+L 113 3319 
+L 525 3319 
+L 525 4141 
+L 1084 4478 
+L 1084 3319 
+L 1650 3319 
+L 1650 2881 
+L 1084 2881 
+L 1084 941 
+Q 1084 700 1114 631 
+Q 1144 563 1211 522 
+Q 1278 481 1403 481 
+Q 1497 481 1650 503 
+z
+" transform="scale(0.015625)"/>
+       <path id="ArialMT-65" d="M 2694 1069 
+L 3275 997 
+Q 3138 488 2766 206 
+Q 2394 -75 1816 -75 
+Q 1088 -75 661 373 
+Q 234 822 234 1631 
+Q 234 2469 665 2931 
+Q 1097 3394 1784 3394 
+Q 2450 3394 2872 2941 
+Q 3294 2488 3294 1666 
+Q 3294 1616 3291 1516 
+L 816 1516 
+Q 847 969 1125 678 
+Q 1403 388 1819 388 
+Q 2128 388 2347 550 
+Q 2566 713 2694 1069 
+z
+M 847 1978 
+L 2700 1978 
+Q 2663 2397 2488 2606 
+Q 2219 2931 1791 2931 
+Q 1403 2931 1139 2672 
+Q 875 2413 847 1978 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#ArialMT-53"/>
+      <use xlink:href="#ArialMT-61" transform="translate(66.699219 0)"/>
+      <use xlink:href="#ArialMT-76" transform="translate(122.314453 0)"/>
+      <use xlink:href="#ArialMT-69" transform="translate(172.314453 0)"/>
+      <use xlink:href="#ArialMT-6e" transform="translate(194.53125 0)"/>
+      <use xlink:href="#ArialMT-67" transform="translate(250.146484 0)"/>
+      <use xlink:href="#ArialMT-20" transform="translate(305.761719 0)"/>
+      <use xlink:href="#ArialMT-52" transform="translate(333.544922 0)"/>
+      <use xlink:href="#ArialMT-61" transform="translate(405.761719 0)"/>
+      <use xlink:href="#ArialMT-74" transform="translate(461.376953 0)"/>
+      <use xlink:href="#ArialMT-65" transform="translate(489.160156 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_29">
+    <path d="M 92.290909 492.48 
+L 100.572913 483.021499 
+L 108.854917 473.621722 
+L 117.13692 464.280124 
+L 125.418924 454.996166 
+L 133.700928 445.769317 
+L 141.982931 436.599052 
+L 150.264935 427.48485 
+L 158.546939 418.426201 
+L 166.828942 409.422597 
+L 175.110946 400.473538 
+L 183.39295 391.57853 
+L 191.674954 382.737086 
+L 199.956957 373.948721 
+L 208.238961 365.212961 
+L 216.520965 356.529334 
+L 224.802968 347.897374 
+L 233.084972 339.316623 
+L 241.366976 330.786625 
+L 249.64898 322.306931 
+L 257.930983 313.877099 
+L 266.212987 305.496689 
+L 274.494991 297.165269 
+L 282.776994 288.882409 
+L 291.058998 280.647687 
+L 299.341002 272.460684 
+L 307.623006 264.320986 
+L 315.905009 256.228185 
+L 324.187013 248.181877 
+L 332.469017 240.181661 
+L 340.75102 232.227144 
+L 349.033024 224.317934 
+L 357.315028 216.453646 
+L 365.597032 208.633898 
+L 373.879035 200.858313 
+L 382.161039 193.126518 
+L 390.443043 185.438143 
+L 398.725046 177.792824 
+L 407.00705 170.190201 
+L 415.289054 162.629916 
+L 423.571058 155.111618 
+L 431.853061 147.634957 
+L 440.135065 140.199588 
+L 448.417069 132.80517 
+L 456.699072 125.451366 
+L 464.981076 118.137842 
+L 473.26308 110.864268 
+L 481.545083 103.630318 
+L 489.827087 96.435668 
+L 498.109091 89.28 
+" clip-path="url(#pa241d16479)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: round"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pa241d16479">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PortfolioCRRA/cFunc.jpg b/notebooks/Figures/PortfolioCRRA/cFunc.jpg
new file mode 100644
index 00000000..06bd4555
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/cFunc.jpg differ
diff --git a/notebooks/Figures/PortfolioCRRA/cFunc.pdf b/notebooks/Figures/PortfolioCRRA/cFunc.pdf
new file mode 100644
index 00000000..54c81cf7
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/cFunc.pdf differ
diff --git a/notebooks/Figures/PortfolioCRRA/cFunc.png b/notebooks/Figures/PortfolioCRRA/cFunc.png
new file mode 100644
index 00000000..f3c3dd08
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/cFunc.png differ
diff --git a/notebooks/Figures/PortfolioCRRA/cFunc.svg b/notebooks/Figures/PortfolioCRRA/cFunc.svg
new file mode 100644
index 00000000..089eea90
--- /dev/null
+++ b/notebooks/Figures/PortfolioCRRA/cFunc.svg
@@ -0,0 +1,1060 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mbe3d0a4353" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mbe3d0a4353" x="92.290909" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mbe3d0a4353" x="173.454545" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1 -->
+      <g transform="translate(170.273295 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mbe3d0a4353" x="254.618182" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 2 -->
+      <g transform="translate(251.436932 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mbe3d0a4353" x="335.781818" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 3 -->
+      <g transform="translate(332.600568 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mbe3d0a4353" x="416.945455" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 4 -->
+      <g transform="translate(413.764205 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mbe3d0a4353" x="498.109091" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 5 -->
+      <g transform="translate(494.927841 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Normalized market resources $m_t$ -->
+     <g transform="translate(213.2 540.916563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-7a" d="M 353 3500 
+L 3084 3500 
+L 3084 2975 
+L 922 459 
+L 3084 459 
+L 3084 0 
+L 275 0 
+L 275 525 
+L 2438 3041 
+L 353 3041 
+L 353 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6d" d="M 5747 2113 
+L 5338 0 
+L 4763 0 
+L 5166 2094 
+Q 5191 2228 5203 2325 
+Q 5216 2422 5216 2491 
+Q 5216 2772 5059 2928 
+Q 4903 3084 4622 3084 
+Q 4203 3084 3875 2770 
+Q 3547 2456 3450 1953 
+L 3066 0 
+L 2491 0 
+L 2900 2094 
+Q 2925 2209 2937 2307 
+Q 2950 2406 2950 2484 
+Q 2950 2769 2794 2926 
+Q 2638 3084 2363 3084 
+Q 1938 3084 1609 2770 
+Q 1281 2456 1184 1953 
+L 800 0 
+L 225 0 
+L 909 3500 
+L 1484 3500 
+L 1375 2956 
+Q 1609 3263 1923 3423 
+Q 2238 3584 2597 3584 
+Q 2978 3584 3223 3384 
+Q 3469 3184 3519 2828 
+Q 3781 3197 4126 3390 
+Q 4472 3584 4856 3584 
+Q 5306 3584 5551 3325 
+Q 5797 3066 5797 2591 
+Q 5797 2488 5784 2364 
+Q 5772 2241 5747 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(74.804688 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(135.986328 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(177.099609 0.015625)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(274.511719 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(335.791016 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(363.574219 0.015625)"/>
+      <use xlink:href="#DejaVuSans-7a" transform="translate(391.357422 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(443.847656 0.015625)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(505.371094 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(568.847656 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(600.634766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(698.046875 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(759.326172 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(800.439453 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(858.349609 0.015625)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(919.873047 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(959.082031 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(990.869141 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1031.982422 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(1093.505859 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1145.605469 0.015625)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(1206.787109 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(1270.166016 0.015625)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1311.279297 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1366.259766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(1427.783203 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1479.882812 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6d" transform="translate(1511.669922 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(1609.082031 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m43ddde108f" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m43ddde108f" x="72" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 516.439219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m43ddde108f" x="72" y="449.28" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 453.079219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m43ddde108f" x="72" y="385.92" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 389.719219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m43ddde108f" x="72" y="322.56" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 326.359219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m43ddde108f" x="72" y="259.2" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 262.999219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m43ddde108f" x="72" y="195.84" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 199.639219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m43ddde108f" x="72" y="132.48" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 136.279219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m43ddde108f" x="72" y="69.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 1.4 -->
+      <g transform="translate(49.096875 72.919219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- Normalized consumption $c_t$ -->
+     <g transform="translate(42.996875 359.18) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-63" d="M 3431 3366 
+L 3316 2797 
+Q 3109 2947 2876 3022 
+Q 2644 3097 2394 3097 
+Q 2119 3097 1870 3000 
+Q 1622 2903 1453 2725 
+Q 1184 2453 1037 2087 
+Q 891 1722 891 1331 
+Q 891 859 1127 628 
+Q 1363 397 1844 397 
+Q 2081 397 2348 469 
+Q 2616 541 2906 684 
+L 2797 116 
+Q 2547 13 2283 -39 
+Q 2019 -91 1741 -91 
+Q 1044 -91 669 257 
+Q 294 606 294 1253 
+Q 294 1797 489 2255 
+Q 684 2713 1069 3078 
+Q 1331 3328 1684 3456 
+Q 2038 3584 2456 3584 
+Q 2700 3584 2940 3529 
+Q 3181 3475 3431 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(74.804688 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(135.986328 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(177.099609 0.015625)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(274.511719 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(335.791016 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(363.574219 0.015625)"/>
+      <use xlink:href="#DejaVuSans-7a" transform="translate(391.357422 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(443.847656 0.015625)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(505.371094 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(568.847656 0.015625)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(600.634766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(655.615234 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(716.796875 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(780.175781 0.015625)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(832.275391 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(895.654297 0.015625)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(993.066406 0.015625)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(1056.542969 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(1095.751953 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1123.535156 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(1184.716797 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1248.095703 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(1279.882812 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(1334.863281 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_15">
+    <path d="M 92.290909 512.64 
+L 135.350696 344.896515 
+L 145.100082 320.960365 
+L 149.56855 310.424952 
+L 153.630794 301.142341 
+L 158.505487 290.396603 
+L 162.567731 281.852492 
+L 166.629975 273.754764 
+L 170.285995 266.939047 
+L 174.348239 260.037216 
+L 178.410483 253.782856 
+L 182.472727 248.066778 
+L 186.128747 243.318009 
+L 190.597215 237.889927 
+L 194.253235 233.702108 
+L 197.909255 229.732714 
+L 201.565274 225.982428 
+L 205.221294 222.431453 
+L 208.877314 219.070907 
+L 212.939558 215.532445 
+L 216.595577 212.521994 
+L 220.251597 209.672194 
+L 224.720066 206.366873 
+L 230.000983 202.703432 
+L 236.906798 198.224477 
+L 245.43751 193.116663 
+L 254.374447 188.156584 
+L 263.717609 183.29593 
+L 273.873219 178.310575 
+L 283.622604 173.751934 
+L 294.590663 168.844906 
+L 305.964947 163.947807 
+L 323.432596 156.736379 
+L 342.118919 149.332184 
+L 362.430139 141.563511 
+L 383.147584 133.879319 
+L 405.896151 125.666694 
+L 429.457166 117.37174 
+L 455.049304 108.569065 
+L 481.45389 99.683744 
+L 498.109091 94.171762 
+L 498.109091 94.171762 
+" clip-path="url(#pcdfb7e0fbf)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pcdfb7e0fbf">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PortfolioCRRA/mpc.jpg b/notebooks/Figures/PortfolioCRRA/mpc.jpg
new file mode 100644
index 00000000..c6340551
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/mpc.jpg differ
diff --git a/notebooks/Figures/PortfolioCRRA/mpc.pdf b/notebooks/Figures/PortfolioCRRA/mpc.pdf
new file mode 100644
index 00000000..296e9217
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/mpc.pdf differ
diff --git a/notebooks/Figures/PortfolioCRRA/mpc.png b/notebooks/Figures/PortfolioCRRA/mpc.png
new file mode 100644
index 00000000..58275922
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/mpc.png differ
diff --git a/notebooks/Figures/PortfolioCRRA/mpc.svg b/notebooks/Figures/PortfolioCRRA/mpc.svg
new file mode 100644
index 00000000..ee8f1f23
--- /dev/null
+++ b/notebooks/Figures/PortfolioCRRA/mpc.svg
@@ -0,0 +1,1172 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m46e047aed6" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m46e047aed6" x="92.290909" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m46e047aed6" x="173.454545" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1 -->
+      <g transform="translate(170.273295 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m46e047aed6" x="254.618182" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 2 -->
+      <g transform="translate(251.436932 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m46e047aed6" x="335.781818" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 3 -->
+      <g transform="translate(332.600568 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m46e047aed6" x="416.945455" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 4 -->
+      <g transform="translate(413.764205 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m46e047aed6" x="498.109091" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 5 -->
+      <g transform="translate(494.927841 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Normalized market resources $m_t$ -->
+     <g transform="translate(213.2 540.916563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-7a" d="M 353 3500 
+L 3084 3500 
+L 3084 2975 
+L 922 459 
+L 3084 459 
+L 3084 0 
+L 275 0 
+L 275 525 
+L 2438 3041 
+L 353 3041 
+L 353 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6d" d="M 5747 2113 
+L 5338 0 
+L 4763 0 
+L 5166 2094 
+Q 5191 2228 5203 2325 
+Q 5216 2422 5216 2491 
+Q 5216 2772 5059 2928 
+Q 4903 3084 4622 3084 
+Q 4203 3084 3875 2770 
+Q 3547 2456 3450 1953 
+L 3066 0 
+L 2491 0 
+L 2900 2094 
+Q 2925 2209 2937 2307 
+Q 2950 2406 2950 2484 
+Q 2950 2769 2794 2926 
+Q 2638 3084 2363 3084 
+Q 1938 3084 1609 2770 
+Q 1281 2456 1184 1953 
+L 800 0 
+L 225 0 
+L 909 3500 
+L 1484 3500 
+L 1375 2956 
+Q 1609 3263 1923 3423 
+Q 2238 3584 2597 3584 
+Q 2978 3584 3223 3384 
+Q 3469 3184 3519 2828 
+Q 3781 3197 4126 3390 
+Q 4472 3584 4856 3584 
+Q 5306 3584 5551 3325 
+Q 5797 3066 5797 2591 
+Q 5797 2488 5784 2364 
+Q 5772 2241 5747 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(74.804688 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(135.986328 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(177.099609 0.015625)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(274.511719 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(335.791016 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(363.574219 0.015625)"/>
+      <use xlink:href="#DejaVuSans-7a" transform="translate(391.357422 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(443.847656 0.015625)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(505.371094 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(568.847656 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(600.634766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(698.046875 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(759.326172 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(800.439453 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(858.349609 0.015625)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(919.873047 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(959.082031 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(990.869141 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1031.982422 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(1093.505859 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1145.605469 0.015625)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(1206.787109 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(1270.166016 0.015625)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1311.279297 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1366.259766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(1427.783203 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1479.882812 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6d" transform="translate(1511.669922 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(1609.082031 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="mbae9920255" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mbae9920255" x="72" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 516.439219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mbae9920255" x="72" y="424.814257" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 428.613476) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mbae9920255" x="72" y="336.988515" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 340.787734) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#mbae9920255" x="72" y="249.162772" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 252.961991) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mbae9920255" x="72" y="161.33703" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 165.136248) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mbae9920255" x="72" y="73.511287" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 77.310506) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Marginal propensity to consume -->
+     <g transform="translate(43.017187 371.405) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(186.921875 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(250.398438 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(278.181641 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(341.560547 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(402.839844 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(430.623047 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(462.410156 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(525.886719 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(564.75 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(625.931641 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(689.408203 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(750.931641 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(814.310547 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(866.410156 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(894.193359 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(933.402344 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(992.582031 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(1024.369141 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1063.578125 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1124.759766 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1156.546875 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1211.527344 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(1272.708984 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(1336.087891 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(1388.1875 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(1451.566406 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1548.978516 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 73.511287 
+L 134.944472 73.511287 
+L 135.350696 233.116384 
+L 140.225389 233.116384 
+L 140.631613 240.26488 
+L 145.506306 240.26488 
+L 145.912531 248.538705 
+L 150.380999 248.538705 
+L 150.787224 258.370492 
+L 155.255692 258.370492 
+L 155.661916 268.826542 
+L 160.130385 268.826542 
+L 160.536609 281.612159 
+L 164.598853 281.612159 
+L 165.005078 296.629695 
+L 169.067322 296.629695 
+L 169.473546 316.16983 
+L 173.129566 316.16983 
+L 173.53579 334.500462 
+L 176.785586 334.500462 
+L 177.19181 348.977672 
+L 180.441605 348.977672 
+L 180.84783 361.766553 
+L 184.097625 361.766553 
+L 184.503849 371.99003 
+L 187.753645 371.99003 
+L 188.159869 378.984367 
+L 191.409664 378.984367 
+L 191.815889 385.758066 
+L 195.065684 385.758066 
+L 195.471908 392.373496 
+L 198.721704 392.373496 
+L 199.127928 399.102393 
+L 202.377723 399.102393 
+L 202.783948 404.970177 
+L 206.033743 404.970177 
+L 206.439967 410.833594 
+L 209.689762 410.833594 
+L 210.095987 415.926721 
+L 213.345782 415.926721 
+L 213.752007 420.919718 
+L 217.001802 420.919718 
+L 217.408026 425.999317 
+L 221.064046 425.999317 
+L 221.47027 430.257244 
+L 224.720066 430.257244 
+L 225.12629 433.945472 
+L 228.78231 433.945472 
+L 229.188534 437.536684 
+L 232.438329 437.536684 
+L 232.844554 440.935723 
+L 236.500573 440.935723 
+L 236.906798 443.726889 
+L 240.562817 443.726889 
+L 240.969042 446.232458 
+L 244.625061 446.232458 
+L 245.031286 448.7024 
+L 248.687305 448.7024 
+L 249.09353 450.813829 
+L 253.155774 450.813829 
+L 253.561998 452.669979 
+L 257.218018 452.669979 
+L 257.624242 454.402367 
+L 261.686486 454.402367 
+L 262.092711 456.049648 
+L 266.154955 456.049648 
+L 266.561179 457.437568 
+L 271.029648 457.437568 
+L 271.435872 458.707817 
+L 275.498116 458.707817 
+L 275.904341 459.882196 
+L 280.372809 459.882196 
+L 280.779034 461.054119 
+L 285.247502 461.054119 
+L 285.653726 462.123623 
+L 290.122195 462.123623 
+L 290.528419 463.02619 
+L 294.996888 463.02619 
+L 295.403112 463.874921 
+L 300.277805 463.874921 
+L 300.684029 464.670348 
+L 305.558722 464.670348 
+L 305.964947 465.44497 
+L 310.83964 465.44497 
+L 311.245864 466.113468 
+L 316.526781 466.113468 
+L 316.933006 466.757617 
+L 322.213923 466.757617 
+L 322.620147 467.352865 
+L 327.901065 467.352865 
+L 328.307289 467.908498 
+L 333.994431 467.908498 
+L 334.400655 468.461242 
+L 339.681572 468.461242 
+L 340.087797 468.953987 
+L 346.181163 468.953987 
+L 346.587387 469.414632 
+L 352.274529 469.414632 
+L 352.680753 469.852866 
+L 358.77412 469.852866 
+L 359.180344 470.27212 
+L 365.27371 470.27212 
+L 365.679934 470.696669 
+L 372.179525 470.696669 
+L 372.585749 471.085875 
+L 378.679115 471.085875 
+L 379.08534 471.451033 
+L 385.991155 471.451033 
+L 386.397379 471.803853 
+L 392.89697 471.803853 
+L 393.303194 472.14489 
+L 400.209009 472.14489 
+L 400.615233 472.474542 
+L 407.927273 472.474542 
+L 408.333497 472.802563 
+L 415.645536 472.802563 
+L 416.051761 473.121526 
+L 423.3638 473.121526 
+L 423.770025 473.426122 
+L 431.488288 473.426122 
+L 431.894513 473.723434 
+L 439.612776 473.723434 
+L 440.019001 474.013105 
+L 448.143489 474.013105 
+L 448.549713 474.293478 
+L 456.674201 474.293478 
+L 457.080426 474.568128 
+L 465.611138 474.568128 
+L 466.017363 474.841732 
+L 474.548075 474.841732 
+L 474.9543 475.110076 
+L 483.485012 475.110076 
+L 483.891237 475.369978 
+L 493.234398 475.369978 
+L 493.640622 475.625409 
+L 498.109091 475.625409 
+L 498.109091 475.625409 
+" clip-path="url(#p89c562c2dc)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p89c562c2dc">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PortfolioCRRA/share.jpg b/notebooks/Figures/PortfolioCRRA/share.jpg
new file mode 100644
index 00000000..3a76627e
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/share.jpg differ
diff --git a/notebooks/Figures/PortfolioCRRA/share.pdf b/notebooks/Figures/PortfolioCRRA/share.pdf
new file mode 100644
index 00000000..d0985c47
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/share.pdf differ
diff --git a/notebooks/Figures/PortfolioCRRA/share.png b/notebooks/Figures/PortfolioCRRA/share.png
new file mode 100644
index 00000000..fafc0407
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/share.png differ
diff --git a/notebooks/Figures/PortfolioCRRA/share.svg b/notebooks/Figures/PortfolioCRRA/share.svg
new file mode 100644
index 00000000..2eb49e12
--- /dev/null
+++ b/notebooks/Figures/PortfolioCRRA/share.svg
@@ -0,0 +1,1060 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m56718bb940" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m56718bb940" x="92.290909" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(89.109659 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m56718bb940" x="173.454545" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 20 -->
+      <g transform="translate(167.092045 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m56718bb940" x="254.618182" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 40 -->
+      <g transform="translate(248.255682 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m56718bb940" x="335.781818" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 60 -->
+      <g transform="translate(329.419318 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m56718bb940" x="416.945455" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 80 -->
+      <g transform="translate(410.582955 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m56718bb940" x="498.109091" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 100 -->
+      <g transform="translate(488.565341 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Normalized market resources $m_t$ -->
+     <g transform="translate(213.2 540.916563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4e" d="M 628 4666 
+L 1478 4666 
+L 3547 763 
+L 3547 4666 
+L 4159 4666 
+L 4159 0 
+L 3309 0 
+L 1241 3903 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-7a" d="M 353 3500 
+L 3084 3500 
+L 3084 2975 
+L 922 459 
+L 3084 459 
+L 3084 0 
+L 275 0 
+L 275 525 
+L 2438 3041 
+L 353 3041 
+L 353 3500 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6d" d="M 5747 2113 
+L 5338 0 
+L 4763 0 
+L 5166 2094 
+Q 5191 2228 5203 2325 
+Q 5216 2422 5216 2491 
+Q 5216 2772 5059 2928 
+Q 4903 3084 4622 3084 
+Q 4203 3084 3875 2770 
+Q 3547 2456 3450 1953 
+L 3066 0 
+L 2491 0 
+L 2900 2094 
+Q 2925 2209 2937 2307 
+Q 2950 2406 2950 2484 
+Q 2950 2769 2794 2926 
+Q 2638 3084 2363 3084 
+Q 1938 3084 1609 2770 
+Q 1281 2456 1184 1953 
+L 800 0 
+L 225 0 
+L 909 3500 
+L 1484 3500 
+L 1375 2956 
+Q 1609 3263 1923 3423 
+Q 2238 3584 2597 3584 
+Q 2978 3584 3223 3384 
+Q 3469 3184 3519 2828 
+Q 3781 3197 4126 3390 
+Q 4472 3584 4856 3584 
+Q 5306 3584 5551 3325 
+Q 5797 3066 5797 2591 
+Q 5797 2488 5784 2364 
+Q 5772 2241 5747 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4e" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(74.804688 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(135.986328 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(177.099609 0.015625)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(274.511719 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(335.791016 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(363.574219 0.015625)"/>
+      <use xlink:href="#DejaVuSans-7a" transform="translate(391.357422 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(443.847656 0.015625)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(505.371094 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(568.847656 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(600.634766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(698.046875 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(759.326172 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(800.439453 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(858.349609 0.015625)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(919.873047 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(959.082031 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(990.869141 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1031.982422 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(1093.505859 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(1145.605469 0.015625)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(1206.787109 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(1270.166016 0.015625)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(1311.279297 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(1366.259766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(1427.783203 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1479.882812 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6d" transform="translate(1511.669922 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(1609.082031 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m0cc644a892" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m0cc644a892" x="72" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 516.439219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m0cc644a892" x="72" y="424.814257" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 428.613476) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m0cc644a892" x="72" y="336.988515" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 340.787734) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m0cc644a892" x="72" y="249.162772" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 252.961991) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m0cc644a892" x="72" y="161.33703" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 165.136248) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m0cc644a892" x="72" y="73.511287" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 77.310506) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Risky portfolio share $s_t$ -->
+     <g transform="translate(42.996875 347.98) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-73" d="M 3200 3397 
+L 3091 2853 
+Q 2863 2978 2609 3040 
+Q 2356 3103 2088 3103 
+Q 1634 3103 1373 2948 
+Q 1113 2794 1113 2528 
+Q 1113 2219 1719 2053 
+Q 1766 2041 1788 2034 
+L 1972 1978 
+Q 2547 1819 2739 1644 
+Q 2931 1469 2931 1166 
+Q 2931 609 2489 259 
+Q 2047 -91 1331 -91 
+Q 1053 -91 747 -37 
+Q 441 16 72 128 
+L 184 722 
+Q 500 559 806 475 
+Q 1113 391 1394 391 
+Q 1816 391 2080 572 
+Q 2344 753 2344 1031 
+Q 2344 1331 1650 1516 
+L 1591 1531 
+L 1394 1581 
+Q 956 1697 753 1886 
+Q 550 2075 550 2369 
+Q 550 2928 970 3256 
+Q 1391 3584 2113 3584 
+Q 2397 3584 2667 3537 
+Q 2938 3491 3200 3397 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-52" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(69.482422 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(97.265625 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(149.365234 0.015625)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(207.275391 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(266.455078 0.015625)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(298.242188 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(361.71875 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(422.900391 0.015625)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(464.013672 0.015625)"/>
+      <use xlink:href="#DejaVuSans-66" transform="translate(503.222656 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(538.427734 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(599.609375 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(627.392578 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(655.175781 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(716.357422 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(748.144531 0.015625)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(800.244141 0.015625)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(863.623047 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(924.902344 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(966.015625 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(1027.539062 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-73" transform="translate(1059.326172 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(1111.425781 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 92.290909 73.511287 
+L 121.132842 73.511287 
+L 121.539066 73.714754 
+L 122.351515 78.30726 
+L 124.382637 92.686968 
+L 126.819984 108.001543 
+L 129.25733 121.664 
+L 131.694676 133.941432 
+L 134.132023 145.036579 
+L 136.569369 155.111405 
+L 139.41294 165.726435 
+L 141.850287 173.987236 
+L 144.287633 181.58842 
+L 147.131204 189.693005 
+L 150.380999 198.102784 
+L 152.818346 203.884865 
+L 155.661916 210.118041 
+L 158.505487 215.885509 
+L 161.755283 221.954648 
+L 165.005078 227.526618 
+L 168.254873 232.679694 
+L 171.910893 238.026855 
+L 175.566912 242.935489 
+L 179.629156 247.954374 
+L 183.6914 252.577089 
+L 187.753645 256.848844 
+L 192.628337 261.535999 
+L 197.096806 265.495904 
+L 202.377723 269.801717 
+L 207.252416 273.465544 
+L 212.533333 277.115062 
+L 218.626699 280.972495 
+L 224.720066 284.514849 
+L 230.813432 287.780073 
+L 237.313022 290.992129 
+L 244.218837 294.126773 
+L 251.530876 297.163876 
+L 259.24914 300.112575 
+L 267.373628 302.966649 
+L 275.904341 305.720773 
+L 284.435053 308.256257 
+L 293.778215 310.813007 
+L 302.715152 313.054025 
+L 313.68321 315.580018 
+L 324.651269 317.897226 
+L 335.619328 320.03076 
+L 347.399836 322.144211 
+L 359.586568 324.158281 
+L 372.585749 326.138663 
+L 386.397379 328.076343 
+L 402.646355 330.157348 
+L 423.3638 332.549748 
+L 448.143489 335.116491 
+L 474.9543 337.614307 
+L 498.109091 339.587124 
+L 498.109091 339.587124 
+" clip-path="url(#p72338cda3e)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p72338cda3e">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PortfolioCRRA/shareLimit.jpg b/notebooks/Figures/PortfolioCRRA/shareLimit.jpg
new file mode 100644
index 00000000..2e73a6a6
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/shareLimit.jpg differ
diff --git a/notebooks/Figures/PortfolioCRRA/shareLimit.pdf b/notebooks/Figures/PortfolioCRRA/shareLimit.pdf
new file mode 100644
index 00000000..baf3e41f
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/shareLimit.pdf differ
diff --git a/notebooks/Figures/PortfolioCRRA/shareLimit.png b/notebooks/Figures/PortfolioCRRA/shareLimit.png
new file mode 100644
index 00000000..d0591e70
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/shareLimit.png differ
diff --git a/notebooks/Figures/PortfolioCRRA/shareLimit.svg b/notebooks/Figures/PortfolioCRRA/shareLimit.svg
new file mode 100644
index 00000000..4556af58
--- /dev/null
+++ b/notebooks/Figures/PortfolioCRRA/shareLimit.svg
@@ -0,0 +1,1342 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="mf5017c25ce" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mf5017c25ce" x="72" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 1.0 -->
+      <g transform="translate(64.048438 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#mf5017c25ce" x="127.8" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1.5 -->
+      <g transform="translate(119.848437 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#mf5017c25ce" x="183.6" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 2.0 -->
+      <g transform="translate(175.648438 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#mf5017c25ce" x="239.4" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 2.5 -->
+      <g transform="translate(231.448438 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#mf5017c25ce" x="295.2" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 3.0 -->
+      <g transform="translate(287.248437 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#mf5017c25ce" x="351" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 3.5 -->
+      <g transform="translate(343.048437 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mf5017c25ce" x="406.8" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 4.0 -->
+      <g transform="translate(398.848437 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mf5017c25ce" x="462.6" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 4.5 -->
+      <g transform="translate(454.648438 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mf5017c25ce" x="518.4" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 5.0 -->
+      <g transform="translate(510.448437 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_10">
+      <defs>
+       <path id="mff1a866e41" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mff1a866e41" x="72" y="458.035779" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 461.834998) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mff1a866e41" x="72" y="389.147337" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.3 -->
+      <g transform="translate(49.096875 392.946555) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mff1a866e41" x="72" y="320.258894" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 324.058113) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#mff1a866e41" x="72" y="251.370452" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.5 -->
+      <g transform="translate(49.096875 255.169671) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#mff1a866e41" x="72" y="182.48201" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 186.281229) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#mff1a866e41" x="72" y="113.593568" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 0.7 -->
+      <g transform="translate(49.096875 117.392787) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_16">
+    <path d="M 74.232 89.28 
+L 78.718545 108.487317 
+L 83.205091 126.291199 
+L 87.691636 142.840043 
+L 92.178182 158.262036 
+L 96.664727 172.668484 
+L 101.151273 186.156502 
+L 105.637818 198.811201 
+L 110.124364 210.707496 
+L 114.610909 221.911579 
+L 119.097455 232.482159 
+L 123.584 242.471489 
+L 128.070545 251.926228 
+L 132.557091 260.888172 
+L 137.043636 269.394869 
+L 141.530182 277.480149 
+L 146.016727 285.174571 
+L 150.503273 292.505806 
+L 154.989818 299.498978 
+L 159.476364 306.176942 
+L 163.962909 312.56054 
+L 168.449455 318.668817 
+L 172.936 324.519207 
+L 177.422545 330.127704 
+L 181.909091 335.509008 
+L 186.395636 340.676648 
+L 190.882182 345.643103 
+L 195.368727 350.419896 
+L 199.855273 355.017689 
+L 204.341818 359.446359 
+L 208.828364 363.715067 
+L 213.314909 367.832327 
+L 217.801455 371.806058 
+L 222.288 375.643636 
+L 226.774545 379.351942 
+L 231.261091 382.9374 
+L 235.747636 386.406013 
+L 240.234182 389.763403 
+L 244.720727 393.014835 
+L 249.207273 396.165246 
+L 253.693818 399.219273 
+L 258.180364 402.181272 
+L 262.666909 405.055341 
+L 267.153455 407.845339 
+L 271.64 410.5549 
+L 276.126545 413.187455 
+L 280.613091 415.74624 
+L 285.099636 418.234312 
+L 289.586182 420.654563 
+L 294.072727 423.00973 
+L 298.559273 425.302401 
+L 303.045818 427.535034 
+L 307.532364 429.709954 
+L 312.018909 431.829372 
+L 316.505455 433.895385 
+L 320.992 435.909986 
+L 325.478545 437.875072 
+L 329.965091 439.792445 
+L 334.451636 441.663823 
+L 338.938182 443.49084 
+L 343.424727 445.275056 
+L 347.911273 447.017957 
+L 352.397818 448.720962 
+L 356.884364 450.385425 
+L 361.370909 452.01264 
+L 365.857455 453.603843 
+L 370.344 455.160218 
+L 374.830545 456.682894 
+L 379.317091 458.172955 
+L 383.803636 459.631438 
+L 388.290182 461.059335 
+L 392.776727 462.457599 
+L 397.263273 463.827144 
+L 401.749818 465.168843 
+L 406.236364 466.48354 
+L 410.722909 467.77204 
+L 415.209455 469.035118 
+L 419.696 470.273521 
+L 424.182545 471.487963 
+L 428.669091 472.679133 
+L 433.155636 473.847695 
+L 437.642182 474.994286 
+L 442.128727 476.119519 
+L 446.615273 477.223986 
+L 451.101818 478.308256 
+L 455.588364 479.372879 
+L 460.074909 480.418384 
+L 464.561455 481.44528 
+L 469.048 482.454061 
+L 473.534545 483.445202 
+L 478.021091 484.419161 
+L 482.507636 485.376381 
+L 486.994182 486.317291 
+L 491.480727 487.242303 
+L 495.967273 488.151816 
+L 500.453818 489.046219 
+L 504.940364 489.925882 
+L 509.426909 490.79117 
+L 513.913455 491.642429 
+L 518.4 492.48 
+" clip-path="url(#p67b18ac785)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_16">
+    <!-- For Parameters φ = 0.02, j = 0.03, Σ = 0.2 -->
+    <g transform="translate(167.845312 63.12) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-46" d="M 628 4666 
+L 3309 4666 
+L 3309 4134 
+L 1259 4134 
+L 1259 2759 
+L 3109 2759 
+L 3109 2228 
+L 1259 2228 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3c6" d="M 2591 3034 
+Q 2388 3034 2388 2581 
+L 2388 438 
+Q 2684 438 2981 763 
+Q 3247 1053 3247 1750 
+Q 3247 2400 2978 2750 
+Q 2759 3034 2591 3034 
+z
+M 2591 3525 
+Q 3028 3525 3425 3113 
+Q 3853 2672 3853 1750 
+Q 3853 903 3425 400 
+Q 3022 -75 2388 -75 
+L 2388 -1331 
+L 1816 -1331 
+L 1816 -78 
+Q 1194 -78 775 400 
+Q 350 888 350 1747 
+Q 350 2641 775 3097 
+Q 1094 3438 1613 3525 
+L 1613 3016 
+Q 1406 2944 1225 2700 
+Q 956 2341 956 1747 
+Q 956 1116 1225 756 
+Q 1466 434 1816 434 
+L 1816 2581 
+Q 1816 3525 2591 3525 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3d" d="M 678 2906 
+L 4684 2906 
+L 4684 2381 
+L 678 2381 
+L 678 2906 
+z
+M 678 1631 
+L 4684 1631 
+L 4684 1100 
+L 678 1100 
+L 678 1631 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2c" d="M 750 794 
+L 1409 794 
+L 1409 256 
+L 897 -744 
+L 494 -744 
+L 750 256 
+L 750 794 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6a" d="M 603 3500 
+L 1178 3500 
+L 1178 -63 
+Q 1178 -731 923 -1031 
+Q 669 -1331 103 -1331 
+L -116 -1331 
+L -116 -844 
+L 38 -844 
+Q 366 -844 484 -692 
+Q 603 -541 603 -63 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3a3" d="M 1353 531 
+L 3634 531 
+L 3634 0 
+L 628 0 
+L 628 531 
+L 2125 2481 
+L 628 4134 
+L 628 4666 
+L 3578 4666 
+L 3578 4134 
+L 1353 4134 
+L 2850 2494 
+L 1353 531 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-46"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(53.894531 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(115.076172 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(156.189453 0)"/>
+     <use xlink:href="#DejaVuSans-50" transform="translate(187.976562 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(243.779297 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(305.058594 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(346.171875 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(407.451172 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(504.863281 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(566.386719 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(605.595703 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(667.119141 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(708.232422 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(760.332031 0)"/>
+     <use xlink:href="#DejaVuSans-3c6" transform="translate(792.119141 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(858.085938 0)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(889.873047 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(973.662109 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1005.449219 0)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(1069.072266 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1100.859375 0)"/>
+     <use xlink:href="#DejaVuSans-32" transform="translate(1164.482422 0)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(1228.105469 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1259.892578 0)"/>
+     <use xlink:href="#DejaVuSans-6a" transform="translate(1291.679688 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1319.462891 0)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(1351.25 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1435.039062 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1466.826172 0)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(1530.449219 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1562.236328 0)"/>
+     <use xlink:href="#DejaVuSans-33" transform="translate(1625.859375 0)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(1689.482422 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1721.269531 0)"/>
+     <use xlink:href="#DejaVuSans-3a3" transform="translate(1753.056641 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1816.240234 0)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(1848.027344 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1931.816406 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1963.603516 0)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(2027.226562 0)"/>
+     <use xlink:href="#DejaVuSans-32" transform="translate(2059.013672 0)"/>
+    </g>
+   </g>
+  </g>
+  <g id="text_17">
+   <!-- Approximate Risky Share ς Declines as Relative Risk Aversion ρ Increases -->
+   <g transform="translate(66.955313 20.638125) scale(0.12 -0.12)">
+    <defs>
+     <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-78" d="M 3513 3500 
+L 2247 1797 
+L 3578 0 
+L 2900 0 
+L 1881 1375 
+L 863 0 
+L 184 0 
+L 1544 1831 
+L 300 3500 
+L 978 3500 
+L 1906 2253 
+L 2834 3500 
+L 3513 3500 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-3c2" d="M 2125 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2125 397 
+Q 2534 397 2784 159 
+Q 3047 -88 3047 -463 
+Q 3047 -822 2816 -1072 
+Q 2566 -1344 2056 -1344 
+Q 2056 -1109 2056 -872 
+Q 2272 -888 2403 -750 
+Q 2503 -641 2503 -525 
+Q 2503 -359 2403 -222 
+Q 2306 -91 2125 -91 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-44" d="M 1259 4147 
+L 1259 519 
+L 2022 519 
+Q 2988 519 3436 956 
+Q 3884 1394 3884 2338 
+Q 3884 3275 3436 3711 
+Q 2988 4147 2022 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 1925 4666 
+Q 3281 4666 3915 4102 
+Q 4550 3538 4550 2338 
+Q 4550 1131 3912 565 
+Q 3275 0 1925 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-3c1" d="M 863 2875 
+Q 1053 3194 1525 3475 
+Q 1709 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 1716 
+Q 581 2438 863 2875 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-49" d="M 628 4666 
+L 1259 4666 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+    </defs>
+    <use xlink:href="#DejaVuSans-41"/>
+    <use xlink:href="#DejaVuSans-70" transform="translate(68.408203 0)"/>
+    <use xlink:href="#DejaVuSans-70" transform="translate(131.884766 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(195.361328 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(234.224609 0)"/>
+    <use xlink:href="#DejaVuSans-78" transform="translate(292.28125 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(351.460938 0)"/>
+    <use xlink:href="#DejaVuSans-6d" transform="translate(379.244141 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(476.65625 0)"/>
+    <use xlink:href="#DejaVuSans-74" transform="translate(537.935547 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(577.144531 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(638.667969 0)"/>
+    <use xlink:href="#DejaVuSans-52" transform="translate(670.455078 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(739.9375 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(767.720703 0)"/>
+    <use xlink:href="#DejaVuSans-6b" transform="translate(819.820312 0)"/>
+    <use xlink:href="#DejaVuSans-79" transform="translate(874.105469 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(933.285156 0)"/>
+    <use xlink:href="#DejaVuSans-53" transform="translate(965.072266 0)"/>
+    <use xlink:href="#DejaVuSans-68" transform="translate(1028.548828 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(1091.927734 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(1153.207031 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(1192.070312 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(1253.59375 0)"/>
+    <use xlink:href="#DejaVuSans-3c2" transform="translate(1285.380859 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(1344.072266 0)"/>
+    <use xlink:href="#DejaVuSans-44" transform="translate(1375.859375 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(1452.861328 0)"/>
+    <use xlink:href="#DejaVuSans-63" transform="translate(1514.384766 0)"/>
+    <use xlink:href="#DejaVuSans-6c" transform="translate(1569.365234 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(1597.148438 0)"/>
+    <use xlink:href="#DejaVuSans-6e" transform="translate(1624.931641 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(1688.310547 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(1749.833984 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(1801.933594 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(1833.720703 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(1895 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(1947.099609 0)"/>
+    <use xlink:href="#DejaVuSans-52" transform="translate(1978.886719 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(2043.869141 0)"/>
+    <use xlink:href="#DejaVuSans-6c" transform="translate(2105.392578 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(2133.175781 0)"/>
+    <use xlink:href="#DejaVuSans-74" transform="translate(2194.455078 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(2233.664062 0)"/>
+    <use xlink:href="#DejaVuSans-76" transform="translate(2261.447266 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(2320.626953 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(2382.150391 0)"/>
+    <use xlink:href="#DejaVuSans-52" transform="translate(2413.9375 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(2483.419922 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(2511.203125 0)"/>
+    <use xlink:href="#DejaVuSans-6b" transform="translate(2563.302734 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(2621.212891 0)"/>
+    <use xlink:href="#DejaVuSans-41" transform="translate(2653 0)"/>
+    <use xlink:href="#DejaVuSans-76" transform="translate(2715.533203 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(2774.712891 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(2836.236328 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(2877.349609 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(2929.449219 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(2957.232422 0)"/>
+    <use xlink:href="#DejaVuSans-6e" transform="translate(3018.414062 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(3081.792969 0)"/>
+    <use xlink:href="#DejaVuSans-3c1" transform="translate(3113.580078 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(3177.056641 0)"/>
+    <use xlink:href="#DejaVuSans-49" transform="translate(3208.84375 0)"/>
+    <use xlink:href="#DejaVuSans-6e" transform="translate(3238.335938 0)"/>
+    <use xlink:href="#DejaVuSans-63" transform="translate(3301.714844 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(3356.695312 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(3395.558594 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(3457.082031 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(3518.361328 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(3570.460938 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(3631.984375 0)"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p67b18ac785">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/PortfolioCRRA/shareLimitError.jpg b/notebooks/Figures/PortfolioCRRA/shareLimitError.jpg
new file mode 100644
index 00000000..fbcc2d36
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/shareLimitError.jpg differ
diff --git a/notebooks/Figures/PortfolioCRRA/shareLimitError.pdf b/notebooks/Figures/PortfolioCRRA/shareLimitError.pdf
new file mode 100644
index 00000000..532e9719
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/shareLimitError.pdf differ
diff --git a/notebooks/Figures/PortfolioCRRA/shareLimitError.png b/notebooks/Figures/PortfolioCRRA/shareLimitError.png
new file mode 100644
index 00000000..52fe5fe5
Binary files /dev/null and b/notebooks/Figures/PortfolioCRRA/shareLimitError.png differ
diff --git a/notebooks/Figures/PortfolioCRRA/shareLimitError.svg b/notebooks/Figures/PortfolioCRRA/shareLimitError.svg
new file mode 100644
index 00000000..4353af0d
--- /dev/null
+++ b/notebooks/Figures/PortfolioCRRA/shareLimitError.svg
@@ -0,0 +1,1444 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="me559911bc8" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#me559911bc8" x="72" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 1.0 -->
+      <g transform="translate(64.048438 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#me559911bc8" x="127.8" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1.5 -->
+      <g transform="translate(119.848437 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#me559911bc8" x="183.6" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 2.0 -->
+      <g transform="translate(175.648438 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#me559911bc8" x="239.4" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 2.5 -->
+      <g transform="translate(231.448438 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#me559911bc8" x="295.2" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 3.0 -->
+      <g transform="translate(287.248437 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#me559911bc8" x="351" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 3.5 -->
+      <g transform="translate(343.048437 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#me559911bc8" x="406.8" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 4.0 -->
+      <g transform="translate(398.848437 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#me559911bc8" x="462.6" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 4.5 -->
+      <g transform="translate(454.648438 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#me559911bc8" x="518.4" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 5.0 -->
+      <g transform="translate(510.448437 527.238438) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_10">
+      <defs>
+       <path id="m6666f6760b" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m6666f6760b" x="72" y="505.461075" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- −0.001 -->
+      <g transform="translate(27.992188 509.260294) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(242.822266 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(306.445312 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m6666f6760b" x="72" y="449.5469" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.000 -->
+      <g transform="translate(36.371875 453.346119) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m6666f6760b" x="72" y="393.632725" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.001 -->
+      <g transform="translate(36.371875 397.431944) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m6666f6760b" x="72" y="337.71855" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.002 -->
+      <g transform="translate(36.371875 341.517768) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m6666f6760b" x="72" y="281.804375" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 0.003 -->
+      <g transform="translate(36.371875 285.603593) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#m6666f6760b" x="72" y="225.8902" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 0.004 -->
+      <g transform="translate(36.371875 229.689418) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#m6666f6760b" x="72" y="169.976024" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- 0.005 -->
+      <g transform="translate(36.371875 173.775243) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_17">
+      <g>
+       <use xlink:href="#m6666f6760b" x="72" y="114.061849" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_17">
+      <!-- 0.006 -->
+      <g transform="translate(36.371875 117.861068) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(222.65625 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_18">
+    <path d="M 74.232 449.5469 
+L 78.718545 449.5469 
+L 83.205091 449.5469 
+L 87.691636 449.5469 
+L 92.178182 449.5469 
+L 96.664727 449.5469 
+L 101.151273 449.5469 
+L 105.637818 449.5469 
+L 110.124364 449.5469 
+L 114.610909 449.5469 
+L 119.097455 449.5469 
+L 123.584 449.5469 
+L 128.070545 449.5469 
+L 132.557091 449.5469 
+L 137.043636 449.5469 
+L 141.530182 449.5469 
+L 146.016727 449.5469 
+L 150.503273 449.5469 
+L 154.989818 449.5469 
+L 159.476364 449.5469 
+L 163.962909 449.5469 
+L 168.449455 449.5469 
+L 172.936 449.5469 
+L 177.422545 449.5469 
+L 181.909091 449.5469 
+L 186.395636 449.5469 
+L 190.882182 449.5469 
+L 195.368727 449.5469 
+L 199.855273 449.5469 
+L 204.341818 449.5469 
+L 208.828364 449.5469 
+L 213.314909 449.5469 
+L 217.801455 449.5469 
+L 222.288 449.5469 
+L 226.774545 449.5469 
+L 231.261091 449.5469 
+L 235.747636 449.5469 
+L 240.234182 449.5469 
+L 244.720727 449.5469 
+L 249.207273 449.5469 
+L 253.693818 449.5469 
+L 258.180364 449.5469 
+L 262.666909 449.5469 
+L 267.153455 449.5469 
+L 271.64 449.5469 
+L 276.126545 449.5469 
+L 280.613091 449.5469 
+L 285.099636 449.5469 
+L 289.586182 449.5469 
+L 294.072727 449.5469 
+L 298.559273 449.5469 
+L 303.045818 449.5469 
+L 307.532364 449.5469 
+L 312.018909 449.5469 
+L 316.505455 449.5469 
+L 320.992 449.5469 
+L 325.478545 449.5469 
+L 329.965091 449.5469 
+L 334.451636 449.5469 
+L 338.938182 449.5469 
+L 343.424727 449.5469 
+L 347.911273 449.5469 
+L 352.397818 449.5469 
+L 356.884364 449.5469 
+L 361.370909 449.5469 
+L 365.857455 449.5469 
+L 370.344 449.5469 
+L 374.830545 449.5469 
+L 379.317091 449.5469 
+L 383.803636 449.5469 
+L 388.290182 449.5469 
+L 392.776727 449.5469 
+L 397.263273 449.5469 
+L 401.749818 449.5469 
+L 406.236364 449.5469 
+L 410.722909 449.5469 
+L 415.209455 449.5469 
+L 419.696 449.5469 
+L 424.182545 449.5469 
+L 428.669091 449.5469 
+L 433.155636 449.5469 
+L 437.642182 449.5469 
+L 442.128727 449.5469 
+L 446.615273 449.5469 
+L 451.101818 449.5469 
+L 455.588364 449.5469 
+L 460.074909 449.5469 
+L 464.561455 449.5469 
+L 469.048 449.5469 
+L 473.534545 449.5469 
+L 478.021091 449.5469 
+L 482.507636 449.5469 
+L 486.994182 449.5469 
+L 491.480727 449.5469 
+L 495.967273 449.5469 
+L 500.453818 449.5469 
+L 504.940364 449.5469 
+L 509.426909 449.5469 
+L 513.913455 449.5469 
+L 518.4 449.5469 
+" clip-path="url(#p5aaf696fa0)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_19">
+    <path d="M 74.232 89.28 
+L 78.718545 110.285122 
+L 83.205091 130.886183 
+L 87.691636 150.834343 
+L 92.178182 169.978928 
+L 96.664727 188.250574 
+L 101.151273 205.620152 
+L 105.637818 222.059576 
+L 110.124364 237.594551 
+L 114.610909 252.235321 
+L 119.097455 266.020573 
+L 123.584 278.98533 
+L 128.070545 291.183719 
+L 132.557091 302.634078 
+L 137.043636 313.404883 
+L 141.530182 323.524258 
+L 146.016727 333.032033 
+L 150.503273 341.970464 
+L 154.989818 350.368003 
+L 159.476364 358.270302 
+L 163.962909 365.695222 
+L 168.449455 372.685011 
+L 172.936 379.263427 
+L 177.422545 385.456578 
+L 181.909091 391.293974 
+L 186.395636 396.795153 
+L 190.882182 401.97728 
+L 195.368727 406.867214 
+L 199.855273 411.479677 
+L 204.341818 415.835589 
+L 208.828364 419.94876 
+L 213.314909 423.832571 
+L 217.801455 427.507212 
+L 222.288 430.976976 
+L 226.774545 434.259334 
+L 231.261091 437.365131 
+L 235.747636 440.307289 
+L 240.234182 443.089596 
+L 244.720727 445.726363 
+L 249.207273 448.224847 
+L 253.693818 450.588581 
+L 258.180364 452.831276 
+L 262.666909 454.95832 
+L 267.153455 456.977844 
+L 271.64 458.891391 
+L 276.126545 460.706017 
+L 280.613091 462.430082 
+L 285.099636 464.063625 
+L 289.586182 465.616835 
+L 294.072727 467.093322 
+L 298.559273 468.492697 
+L 303.045818 469.822908 
+L 307.532364 471.086857 
+L 312.018909 472.288673 
+L 316.505455 473.429545 
+L 320.992 474.513616 
+L 325.478545 475.543221 
+L 329.965091 476.521906 
+L 334.451636 477.45207 
+L 338.938182 478.337088 
+L 343.424727 479.177101 
+L 347.911273 479.976143 
+L 352.397818 480.734695 
+L 356.884364 481.456171 
+L 361.370909 482.141825 
+L 365.857455 482.790217 
+L 370.344 483.409014 
+L 374.830545 483.995869 
+L 379.317091 484.554011 
+L 383.803636 485.082429 
+L 388.290182 485.585703 
+L 392.776727 486.061026 
+L 397.263273 486.512899 
+L 401.749818 486.942016 
+L 406.236364 487.347859 
+L 410.722909 487.732996 
+L 415.209455 488.095828 
+L 419.696 488.440692 
+L 424.182545 488.767588 
+L 428.669091 489.074731 
+L 433.155636 489.367057 
+L 437.642182 489.6421 
+L 442.128727 489.901664 
+L 446.615273 490.146655 
+L 451.101818 490.377666 
+L 455.588364 490.592932 
+L 460.074909 490.796961 
+L 464.561455 490.987841 
+L 469.048 491.168522 
+L 473.534545 491.335753 
+L 478.021091 491.491893 
+L 482.507636 491.639234 
+L 486.994182 491.776282 
+L 491.480727 491.901353 
+L 495.967273 492.018953 
+L 500.453818 492.127579 
+L 504.940364 492.226909 
+L 509.426909 492.318816 
+L 513.913455 492.402257 
+L 518.4 492.48 
+" clip-path="url(#p5aaf696fa0)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_18">
+    <!-- For Parameters φ = 0.03, r = 0.02, Σ = 0.2 -->
+    <g transform="translate(167.045625 63.12) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-46" d="M 628 4666 
+L 3309 4666 
+L 3309 4134 
+L 1259 4134 
+L 1259 2759 
+L 3109 2759 
+L 3109 2228 
+L 1259 2228 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3c6" d="M 2591 3034 
+Q 2388 3034 2388 2581 
+L 2388 438 
+Q 2684 438 2981 763 
+Q 3247 1053 3247 1750 
+Q 3247 2400 2978 2750 
+Q 2759 3034 2591 3034 
+z
+M 2591 3525 
+Q 3028 3525 3425 3113 
+Q 3853 2672 3853 1750 
+Q 3853 903 3425 400 
+Q 3022 -75 2388 -75 
+L 2388 -1331 
+L 1816 -1331 
+L 1816 -78 
+Q 1194 -78 775 400 
+Q 350 888 350 1747 
+Q 350 2641 775 3097 
+Q 1094 3438 1613 3525 
+L 1613 3016 
+Q 1406 2944 1225 2700 
+Q 956 2341 956 1747 
+Q 956 1116 1225 756 
+Q 1466 434 1816 434 
+L 1816 2581 
+Q 1816 3525 2591 3525 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3d" d="M 678 2906 
+L 4684 2906 
+L 4684 2381 
+L 678 2381 
+L 678 2906 
+z
+M 678 1631 
+L 4684 1631 
+L 4684 1100 
+L 678 1100 
+L 678 1631 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2c" d="M 750 794 
+L 1409 794 
+L 1409 256 
+L 897 -744 
+L 494 -744 
+L 750 256 
+L 750 794 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3a3" d="M 1353 531 
+L 3634 531 
+L 3634 0 
+L 628 0 
+L 628 531 
+L 2125 2481 
+L 628 4134 
+L 628 4666 
+L 3578 4666 
+L 3578 4134 
+L 1353 4134 
+L 2850 2494 
+L 1353 531 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-46"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(53.894531 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(115.076172 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(156.189453 0)"/>
+     <use xlink:href="#DejaVuSans-50" transform="translate(187.976562 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(243.779297 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(305.058594 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(346.171875 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(407.451172 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(504.863281 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(566.386719 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(605.595703 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(667.119141 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(708.232422 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(760.332031 0)"/>
+     <use xlink:href="#DejaVuSans-3c6" transform="translate(792.119141 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(858.085938 0)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(889.873047 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(973.662109 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1005.449219 0)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(1069.072266 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1100.859375 0)"/>
+     <use xlink:href="#DejaVuSans-33" transform="translate(1164.482422 0)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(1228.105469 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1259.892578 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(1291.679688 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1332.792969 0)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(1364.580078 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1448.369141 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1480.15625 0)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(1543.779297 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1575.566406 0)"/>
+     <use xlink:href="#DejaVuSans-32" transform="translate(1639.189453 0)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(1702.8125 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1734.599609 0)"/>
+     <use xlink:href="#DejaVuSans-3a3" transform="translate(1766.386719 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1829.570312 0)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(1861.357422 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1945.146484 0)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(1976.933594 0)"/>
+     <use xlink:href="#DejaVuSans-2e" transform="translate(2040.556641 0)"/>
+     <use xlink:href="#DejaVuSans-32" transform="translate(2072.34375 0)"/>
+    </g>
+   </g>
+  </g>
+  <g id="text_19">
+   <!-- The Approximation Error for the Portfolio Share in Risky Assets ς Is Small -->
+   <g transform="translate(69.63375 20.638125) scale(0.12 -0.12)">
+    <defs>
+     <path id="DejaVuSans-54" d="M -19 4666 
+L 3928 4666 
+L 3928 4134 
+L 2272 4134 
+L 2272 0 
+L 1638 0 
+L 1638 4134 
+L -19 4134 
+L -19 4666 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-41" d="M 2188 4044 
+L 1331 1722 
+L 3047 1722 
+L 2188 4044 
+z
+M 1831 4666 
+L 2547 4666 
+L 4325 0 
+L 3669 0 
+L 3244 1197 
+L 1141 1197 
+L 716 0 
+L 50 0 
+L 1831 4666 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-78" d="M 3513 3500 
+L 2247 1797 
+L 3578 0 
+L 2900 0 
+L 1881 1375 
+L 863 0 
+L 184 0 
+L 1544 1831 
+L 300 3500 
+L 978 3500 
+L 1906 2253 
+L 2834 3500 
+L 3513 3500 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-45" d="M 628 4666 
+L 3578 4666 
+L 3578 4134 
+L 1259 4134 
+L 1259 2753 
+L 3481 2753 
+L 3481 2222 
+L 1259 2222 
+L 1259 531 
+L 3634 531 
+L 3634 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-52" d="M 2841 2188 
+Q 3044 2119 3236 1894 
+Q 3428 1669 3622 1275 
+L 4263 0 
+L 3584 0 
+L 2988 1197 
+Q 2756 1666 2539 1819 
+Q 2322 1972 1947 1972 
+L 1259 1972 
+L 1259 0 
+L 628 0 
+L 628 4666 
+L 2053 4666 
+Q 2853 4666 3247 4331 
+Q 3641 3997 3641 3322 
+Q 3641 2881 3436 2590 
+Q 3231 2300 2841 2188 
+z
+M 1259 4147 
+L 1259 2491 
+L 2053 2491 
+Q 2509 2491 2742 2702 
+Q 2975 2913 2975 3322 
+Q 2975 3731 2742 3939 
+Q 2509 4147 2053 4147 
+L 1259 4147 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-3c2" d="M 2125 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2125 397 
+Q 2534 397 2784 159 
+Q 3047 -88 3047 -463 
+Q 3047 -822 2816 -1072 
+Q 2566 -1344 2056 -1344 
+Q 2056 -1109 2056 -872 
+Q 2272 -888 2403 -750 
+Q 2503 -641 2503 -525 
+Q 2503 -359 2403 -222 
+Q 2306 -91 2125 -91 
+z
+" transform="scale(0.015625)"/>
+     <path id="DejaVuSans-49" d="M 628 4666 
+L 1259 4666 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+    </defs>
+    <use xlink:href="#DejaVuSans-54"/>
+    <use xlink:href="#DejaVuSans-68" transform="translate(61.083984 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(124.462891 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(185.986328 0)"/>
+    <use xlink:href="#DejaVuSans-41" transform="translate(217.773438 0)"/>
+    <use xlink:href="#DejaVuSans-70" transform="translate(286.181641 0)"/>
+    <use xlink:href="#DejaVuSans-70" transform="translate(349.658203 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(413.134766 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(451.998047 0)"/>
+    <use xlink:href="#DejaVuSans-78" transform="translate(510.054688 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(569.234375 0)"/>
+    <use xlink:href="#DejaVuSans-6d" transform="translate(597.017578 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(694.429688 0)"/>
+    <use xlink:href="#DejaVuSans-74" transform="translate(755.708984 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(794.917969 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(822.701172 0)"/>
+    <use xlink:href="#DejaVuSans-6e" transform="translate(883.882812 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(947.261719 0)"/>
+    <use xlink:href="#DejaVuSans-45" transform="translate(979.048828 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(1042.232422 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(1081.595703 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(1120.458984 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(1181.640625 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(1222.753906 0)"/>
+    <use xlink:href="#DejaVuSans-66" transform="translate(1254.541016 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(1289.746094 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(1350.927734 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(1392.041016 0)"/>
+    <use xlink:href="#DejaVuSans-74" transform="translate(1423.828125 0)"/>
+    <use xlink:href="#DejaVuSans-68" transform="translate(1463.037109 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(1526.416016 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(1587.939453 0)"/>
+    <use xlink:href="#DejaVuSans-50" transform="translate(1619.726562 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(1676.404297 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(1737.585938 0)"/>
+    <use xlink:href="#DejaVuSans-74" transform="translate(1778.699219 0)"/>
+    <use xlink:href="#DejaVuSans-66" transform="translate(1817.908203 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(1853.113281 0)"/>
+    <use xlink:href="#DejaVuSans-6c" transform="translate(1914.294922 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(1942.078125 0)"/>
+    <use xlink:href="#DejaVuSans-6f" transform="translate(1969.861328 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(2031.042969 0)"/>
+    <use xlink:href="#DejaVuSans-53" transform="translate(2062.830078 0)"/>
+    <use xlink:href="#DejaVuSans-68" transform="translate(2126.306641 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(2189.685547 0)"/>
+    <use xlink:href="#DejaVuSans-72" transform="translate(2250.964844 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(2289.828125 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(2351.351562 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(2383.138672 0)"/>
+    <use xlink:href="#DejaVuSans-6e" transform="translate(2410.921875 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(2474.300781 0)"/>
+    <use xlink:href="#DejaVuSans-52" transform="translate(2506.087891 0)"/>
+    <use xlink:href="#DejaVuSans-69" transform="translate(2575.570312 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(2603.353516 0)"/>
+    <use xlink:href="#DejaVuSans-6b" transform="translate(2655.453125 0)"/>
+    <use xlink:href="#DejaVuSans-79" transform="translate(2709.738281 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(2768.917969 0)"/>
+    <use xlink:href="#DejaVuSans-41" transform="translate(2800.705078 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(2869.113281 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(2921.212891 0)"/>
+    <use xlink:href="#DejaVuSans-65" transform="translate(2973.3125 0)"/>
+    <use xlink:href="#DejaVuSans-74" transform="translate(3034.835938 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(3074.044922 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(3126.144531 0)"/>
+    <use xlink:href="#DejaVuSans-3c2" transform="translate(3157.931641 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(3216.623047 0)"/>
+    <use xlink:href="#DejaVuSans-49" transform="translate(3248.410156 0)"/>
+    <use xlink:href="#DejaVuSans-73" transform="translate(3277.902344 0)"/>
+    <use xlink:href="#DejaVuSans-20" transform="translate(3330.001953 0)"/>
+    <use xlink:href="#DejaVuSans-53" transform="translate(3361.789062 0)"/>
+    <use xlink:href="#DejaVuSans-6d" transform="translate(3425.265625 0)"/>
+    <use xlink:href="#DejaVuSans-61" transform="translate(3522.677734 0)"/>
+    <use xlink:href="#DejaVuSans-6c" transform="translate(3583.957031 0)"/>
+    <use xlink:href="#DejaVuSans-6c" transform="translate(3611.740234 0)"/>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p5aaf696fa0">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.jpg b/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.jpg
new file mode 100644
index 00000000..3b46a6e3
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.jpg differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.pdf b/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.pdf
new file mode 100644
index 00000000..38812743
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.pdf differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.png b/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.png
new file mode 100644
index 00000000..8d27f55d
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.png differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.svg b/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.svg
new file mode 100644
index 00000000..b5e1f340
--- /dev/null
+++ b/notebooks/Figures/RamseyCassKoopmans/RamseySSPlot.svg
@@ -0,0 +1,1168 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="ma1b02a4540" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#ma1b02a4540" x="73.832727" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(70.651477 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#ma1b02a4540" x="134.34174" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 5 -->
+      <g transform="translate(131.16049 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#ma1b02a4540" x="194.850752" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 10 -->
+      <g transform="translate(188.488252 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#ma1b02a4540" x="255.359764" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 15 -->
+      <g transform="translate(248.997264 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#ma1b02a4540" x="315.868776" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 20 -->
+      <g transform="translate(309.506276 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#ma1b02a4540" x="376.377788" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 25 -->
+      <g transform="translate(370.015288 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- k -->
+     <g transform="translate(233.264688 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-6b"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="mf33db5fb42" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mf33db5fb42" x="57.6" y="295.488" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g transform="translate(34.696875 299.287219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mf33db5fb42" x="57.6" y="252.322342" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.2 -->
+      <g transform="translate(34.696875 256.12156) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mf33db5fb42" x="57.6" y="209.156683" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.4 -->
+      <g transform="translate(34.696875 212.955902) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#mf33db5fb42" x="57.6" y="165.991025" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.6 -->
+      <g transform="translate(34.696875 169.790244) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mf33db5fb42" x="57.6" y="122.825367" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.8 -->
+      <g transform="translate(34.696875 126.624586) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#mf33db5fb42" x="57.6" y="79.659708" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.0 -->
+      <g transform="translate(34.696875 83.458927) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_14">
+     <!-- c -->
+     <g transform="translate(28.617188 177.277219) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-63"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_13">
+    <path d="M 73.832727 295.488 
+L 77.112066 155.458689 
+L 80.391405 127.588349 
+L 83.670744 110.206573 
+L 86.950083 97.772589 
+L 90.229421 88.312668 
+L 93.50876 80.869766 
+L 96.788099 74.899232 
+L 100.067438 70.058388 
+L 103.346777 66.116145 
+L 106.626116 62.908513 
+L 109.905455 60.314467 
+L 113.184793 58.241879 
+L 116.464132 56.618818 
+L 119.743471 55.387942 
+L 123.02281 54.502719 
+L 126.302149 53.924817 
+L 129.581488 53.622246 
+L 132.860826 53.568 
+L 136.140165 53.739053 
+L 139.419504 54.115594 
+L 142.698843 54.680446 
+L 145.978182 55.418603 
+L 149.257521 56.316875 
+L 152.53686 57.3636 
+L 155.816198 58.548407 
+L 159.095537 59.862031 
+L 162.374876 61.29616 
+L 165.654215 62.843298 
+L 168.933554 64.496668 
+L 172.212893 66.250113 
+L 175.492231 68.098028 
+L 178.77157 70.035286 
+L 182.050909 72.057192 
+L 185.330248 74.15943 
+L 188.609587 76.338023 
+L 191.888926 78.589299 
+L 195.168264 80.909856 
+L 198.447603 83.296542 
+L 201.726942 85.746425 
+L 205.006281 88.256772 
+L 208.28562 90.825038 
+L 211.564959 93.448839 
+L 214.844298 96.125947 
+L 218.123636 98.85427 
+L 221.402975 101.631846 
+L 224.682314 104.456827 
+L 227.961653 107.327474 
+L 231.240992 110.242149 
+L 234.520331 113.199302 
+L 237.799669 116.19747 
+L 241.079008 119.235268 
+L 244.358347 122.311385 
+L 247.637686 125.424575 
+L 250.917025 128.573657 
+L 254.196364 131.757508 
+L 257.475702 134.975061 
+L 260.755041 138.225298 
+L 264.03438 141.507251 
+L 267.313719 144.819995 
+L 270.593058 148.162649 
+L 273.872397 151.534369 
+L 277.151736 154.934351 
+L 280.431074 158.361823 
+L 283.710413 161.816049 
+L 286.989752 165.29632 
+L 290.269091 168.80196 
+L 293.54843 172.332319 
+L 296.827769 175.886772 
+L 300.107107 179.46472 
+L 303.386446 183.065588 
+L 306.665785 186.688821 
+L 309.945124 190.333886 
+L 313.224463 194.000271 
+L 316.503802 197.687481 
+L 319.78314 201.39504 
+L 323.062479 205.122489 
+L 326.341818 208.869385 
+L 329.621157 212.635301 
+L 332.900496 216.419823 
+L 336.179835 220.222554 
+L 339.459174 224.043109 
+L 342.738512 227.881113 
+L 346.017851 231.736208 
+L 349.29719 235.608045 
+L 352.576529 239.496285 
+L 355.855868 243.400604 
+L 359.135207 247.320683 
+L 362.414545 251.256217 
+L 365.693884 255.206907 
+L 368.973223 259.172466 
+L 372.252562 263.152614 
+L 375.531901 267.147079 
+L 378.81124 271.155598 
+L 382.090579 275.177914 
+L 385.369917 279.213779 
+L 388.649256 283.262952 
+L 391.928595 287.325198 
+L 395.207934 291.400288 
+L 398.487273 295.488 
+" clip-path="url(#p240d4ae421)" style="fill: none; stroke: #ff0000; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 113.797342 307.584 
+L 113.797342 41.472 
+" clip-path="url(#p240d4ae421)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 73.832727 295.488 
+L 75.143619 189.134173 
+L 76.454511 167.966338 
+L 77.765403 154.764685 
+L 79.076295 145.320935 
+L 80.387187 138.136019 
+L 81.698078 132.483052 
+L 83.00897 127.948365 
+L 84.319862 124.271689 
+L 85.630754 121.277512 
+L 86.941646 118.841279 
+L 88.252538 116.871073 
+L 89.563429 115.296918 
+L 90.874321 114.064186 
+L 92.185213 113.129322 
+L 93.496105 112.456985 
+L 94.806997 112.018062 
+L 96.117889 111.788256 
+L 97.428781 111.747055 
+L 98.739672 111.876972 
+L 100.050564 112.162959 
+L 101.361456 112.59197 
+L 102.672348 113.152609 
+L 103.98324 113.834857 
+L 105.294132 114.629856 
+L 106.605024 115.52973 
+L 107.915915 116.527443 
+L 109.226807 117.616679 
+L 110.537699 118.791748 
+L 111.848591 120.047501 
+L 113.159483 121.379262 
+L 114.470375 122.782774 
+L 115.781266 124.254143 
+L 117.092158 125.789804 
+L 118.40305 127.386477 
+L 119.713942 129.041143 
+L 121.024834 130.751011 
+L 122.335726 132.513501 
+L 123.646618 134.326216 
+L 124.957509 136.186929 
+L 126.268401 138.093566 
+L 127.579293 140.044192 
+L 128.890185 142.036999 
+L 130.201077 144.070292 
+L 131.511969 146.142484 
+L 132.82286 148.252083 
+L 134.133752 150.397688 
+L 135.444644 152.577977 
+L 136.755536 154.791705 
+L 138.066428 157.037696 
+L 139.37732 159.314838 
+L 140.688212 161.62208 
+L 141.999103 163.958425 
+L 143.309995 166.322927 
+L 144.620887 168.71469 
+L 145.931779 171.132861 
+L 147.242671 173.576628 
+L 148.553563 176.04522 
+L 149.864455 178.537899 
+L 151.175346 181.053966 
+L 152.486238 183.592749 
+L 153.79713 186.153608 
+L 155.108022 188.735932 
+L 156.418914 191.339136 
+L 157.729806 193.962659 
+L 159.040697 196.605964 
+L 160.351589 199.268537 
+L 161.662481 201.949883 
+L 162.973373 204.64953 
+L 164.284265 207.367022 
+L 165.595157 210.101921 
+L 166.906049 212.853807 
+L 168.21694 215.622275 
+L 169.527832 218.406935 
+L 170.838724 221.207412 
+L 172.149616 224.023345 
+L 173.460508 226.854384 
+L 174.7714 229.700194 
+L 176.082292 232.560449 
+L 177.393183 235.434836 
+L 178.704075 238.323053 
+L 180.014967 241.224806 
+L 181.325859 244.139814 
+L 182.636751 247.067801 
+L 183.947643 250.008504 
+L 185.258534 252.961667 
+L 186.569426 255.92704 
+L 187.880318 258.904384 
+L 189.19121 261.893466 
+L 190.502102 264.89406 
+L 191.812994 267.905946 
+L 193.123886 270.928913 
+L 194.434777 273.962754 
+L 195.745669 277.007268 
+L 197.056561 280.062263 
+L 198.367453 283.127547 
+L 199.678345 286.202939 
+L 200.989237 289.28826 
+L 202.300129 292.383337 
+L 203.61102 295.488 
+" clip-path="url(#p240d4ae421)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_16">
+    <path d="M 85.380722 307.584 
+L 85.380722 41.472 
+" clip-path="url(#p240d4ae421)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #0000ff; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 256.167308 89.213854 
+Q 256.167308 107.937263 256.167308 126.660671 
+L 258.642308 126.660671 
+Q 257.392308 130.16173 256.142308 133.662789 
+Q 254.892308 130.16173 253.642308 126.660671 
+L 256.117308 126.660671 
+Q 256.117308 107.937263 256.117308 89.213854 
+L 256.167308 89.213854 
+z
+" style="stroke: #000000; stroke-linecap: round"/>
+   </g>
+   <g id="text_15">
+    <!-- $\dot{k}=0$, $\phi$ low -->
+    <g transform="translate(256.142308 85.115226) scale(0.1 -0.1)">
+     <defs>
+      <path id="DejaVuSans-307" d="M -1894 4863 
+L -1319 4863 
+L -1319 4134 
+L -1894 4134 
+L -1894 4863 
+z
+M -1600 3584 
+L -1600 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-Oblique-6b" d="M 1172 4863 
+L 1747 4863 
+L 1197 2028 
+L 3169 3500 
+L 3916 3500 
+L 1716 1825 
+L 3322 0 
+L 2625 0 
+L 1131 1709 
+L 800 0 
+L 225 0 
+L 1172 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-3d" d="M 678 2906 
+L 4684 2906 
+L 4684 2381 
+L 678 2381 
+L 678 2906 
+z
+M 678 1631 
+L 4684 1631 
+L 4684 1100 
+L 678 1100 
+L 678 1631 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2c" d="M 750 794 
+L 1409 794 
+L 1409 256 
+L 897 -744 
+L 494 -744 
+L 750 256 
+L 750 794 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-Oblique-3d5" d="M 2991 4863 
+L 2738 3572 
+Q 3363 3572 3684 3094 
+Q 4016 2606 3850 1747 
+Q 3681 888 3159 400 
+Q 2653 -78 2028 -78 
+L 1784 -1331 
+L 1213 -1331 
+L 1456 -78 
+Q 834 -78 509 400 
+Q 178 888 347 1747 
+Q 513 2606 1034 3094 
+Q 1544 3572 2166 3572 
+L 2419 4863 
+L 2991 4863 
+z
+M 2128 434 
+Q 2481 434 2784 756 
+Q 3116 1116 3244 1747 
+Q 3369 2372 3169 2738 
+Q 2991 3059 2638 3059 
+L 2128 434 
+z
+M 1556 434 
+L 2066 3059 
+Q 1716 3059 1413 2738 
+Q 1072 2372 953 1747 
+Q 834 1116 1028 756 
+Q 1203 434 1556 434 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-77" d="M 269 3500 
+L 844 3500 
+L 1563 769 
+L 2278 3500 
+L 2956 3500 
+L 3675 769 
+L 4391 3500 
+L 4966 3500 
+L 4050 0 
+L 3372 0 
+L 2619 2869 
+L 1863 0 
+L 1184 0 
+L 269 3500 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-307" transform="translate(61.071289 33.015625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-6b" transform="translate(0 0.53125)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(77.392578 0.53125)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(180.664062 0.53125)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(244.287109 0.53125)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(276.074219 0.53125)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3d5" transform="translate(307.861328 0.53125)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(373.828125 0.53125)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(405.615234 0.53125)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(433.398438 0.53125)"/>
+     <use xlink:href="#DejaVuSans-77" transform="translate(494.580078 0.53125)"/>
+    </g>
+   </g>
+   <g id="patch_8">
+    <path d="M 135.998562 218.245512 
+Q 128.383767 217.584823 120.768973 216.924133 
+L 120.555036 219.38987 
+Q 117.176189 217.842012 113.797342 216.294153 
+Q 117.392287 215.351369 120.987231 214.408584 
+L 120.773294 216.87432 
+Q 128.388089 217.53501 136.002884 218.1957 
+L 135.998562 218.245512 
+z
+" style="stroke: #000000; stroke-linecap: round"/>
+   </g>
+   <g id="text_16">
+    <!-- $\dot{c} = 0$, $\phi$ low -->
+    <g transform="translate(138.000947 216.294153) scale(0.1 -0.1)">
+     <defs>
+      <path id="DejaVuSans-Oblique-63" d="M 3431 3366 
+L 3316 2797 
+Q 3109 2947 2876 3022 
+Q 2644 3097 2394 3097 
+Q 2119 3097 1870 3000 
+Q 1622 2903 1453 2725 
+Q 1184 2453 1037 2087 
+Q 891 1722 891 1331 
+Q 891 859 1127 628 
+Q 1363 397 1844 397 
+Q 2081 397 2348 469 
+Q 2616 541 2906 684 
+L 2797 116 
+Q 2547 13 2283 -39 
+Q 2019 -91 1741 -91 
+Q 1044 -91 669 257 
+Q 294 606 294 1253 
+Q 294 1797 489 2255 
+Q 684 2713 1069 3078 
+Q 1331 3328 1684 3456 
+Q 2038 3584 2456 3584 
+Q 2700 3584 2940 3529 
+Q 3181 3475 3431 3366 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-307" transform="translate(59.338867 13.015625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(0 0.515625)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(74.462891 0.515625)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(177.734375 0.515625)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(241.357422 0.515625)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(273.144531 0.515625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3d5" transform="translate(304.931641 0.515625)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(370.898438 0.515625)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(402.685547 0.515625)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(430.46875 0.515625)"/>
+     <use xlink:href="#DejaVuSans-77" transform="translate(491.650391 0.515625)"/>
+    </g>
+   </g>
+   <g id="patch_9">
+    <path d="M 144.520871 134.484229 
+Q 144.520871 147.983857 144.520871 161.483484 
+L 146.995871 161.483484 
+Q 145.745871 164.984463 144.495871 168.485442 
+Q 143.245871 164.984463 141.995871 161.483484 
+L 144.470871 161.483484 
+Q 144.470871 147.983857 144.470871 134.484229 
+L 144.520871 134.484229 
+z
+" style="stroke: #000000; stroke-linecap: round"/>
+   </g>
+   <g id="text_17">
+    <!-- $\dot{k}=0$, $\phi$ high -->
+    <g transform="translate(144.495871 130.384675) scale(0.1 -0.1)">
+     <defs>
+      <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-307" transform="translate(61.071289 33.015625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-6b" transform="translate(0 0.53125)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(77.392578 0.53125)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(180.664062 0.53125)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(244.287109 0.53125)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(276.074219 0.53125)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3d5" transform="translate(307.861328 0.53125)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(373.828125 0.53125)"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(405.615234 0.53125)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(468.994141 0.53125)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(496.777344 0.53125)"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(560.253906 0.53125)"/>
+    </g>
+   </g>
+   <g id="patch_10">
+    <path d="M 107.581941 239.544114 
+Q 99.967147 238.883424 92.352352 238.222734 
+L 92.138415 240.688471 
+Q 88.759569 239.140613 85.380722 237.592754 
+Q 88.975667 236.64997 92.570611 235.707185 
+L 92.356674 238.172922 
+Q 99.971469 238.833611 107.586263 239.494301 
+L 107.581941 239.544114 
+z
+" style="stroke: #000000; stroke-linecap: round"/>
+   </g>
+   <g id="text_18">
+    <!-- $\dot{c} = 0$, $\phi$ high -->
+    <g transform="translate(109.584327 237.592754) scale(0.1 -0.1)">
+     <use xlink:href="#DejaVuSans-307" transform="translate(59.338867 13.015625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(0 0.515625)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(74.462891 0.515625)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(177.734375 0.515625)"/>
+     <use xlink:href="#DejaVuSans-2c" transform="translate(241.357422 0.515625)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(273.144531 0.515625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3d5" transform="translate(304.931641 0.515625)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(370.898438 0.515625)"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(402.685547 0.515625)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(466.064453 0.515625)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(493.847656 0.515625)"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(557.324219 0.515625)"/>
+    </g>
+   </g>
+   <g id="text_19">
+    <!-- $\dot{c}/c = 0$ and $\dot{k} = 0$ Loci -->
+    <g transform="translate(172.68 35.472) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-2f" d="M 1625 4666 
+L 2156 4666 
+L 531 -594 
+L 0 -594 
+L 1625 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-4c" d="M 628 4666 
+L 1259 4666 
+L 1259 531 
+L 3531 531 
+L 3531 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-307" transform="translate(59.338867 13.03125)"/>
+     <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(0 0.53125)"/>
+     <use xlink:href="#DejaVuSans-2f" transform="translate(54.980469 0.53125)"/>
+     <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(88.671875 0.53125)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(163.134766 0.53125)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(266.40625 0.53125)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(330.029297 0.53125)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(361.816406 0.53125)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(423.095703 0.53125)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(486.474609 0.53125)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(549.951172 0.53125)"/>
+     <use xlink:href="#DejaVuSans-307" transform="translate(642.80957 33.015625)"/>
+     <use xlink:href="#DejaVuSans-Oblique-6b" transform="translate(581.738281 0.53125)"/>
+     <use xlink:href="#DejaVuSans-3d" transform="translate(659.130859 0.53125)"/>
+     <use xlink:href="#DejaVuSans-30" transform="translate(762.402344 0.53125)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(826.025391 0.53125)"/>
+     <use xlink:href="#DejaVuSans-4c" transform="translate(857.8125 0.53125)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(913.525391 0.53125)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(974.707031 0.53125)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1029.6875 0.53125)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p240d4ae421">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.jpg b/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.jpg
new file mode 100644
index 00000000..bd55419c
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.jpg differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.pdf b/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.pdf
new file mode 100644
index 00000000..2fdc8ca2
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.pdf differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.png b/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.png
new file mode 100644
index 00000000..a5ff9b45
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.png differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.svg b/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.svg
new file mode 100644
index 00000000..5e5e3b3c
--- /dev/null
+++ b/notebooks/Figures/RamseyCassKoopmans/RamseySaddlePlot.svg
@@ -0,0 +1,2555 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="Quiver_1">
+    <path d="M 71.297126 291.500941 
+L 73.16364 283.21032 
+L 71.225549 283.689133 
+L 75.799476 275.567421 
+L 76.451544 284.865691 
+L 74.905639 283.602506 
+L 73.039124 291.893127 
+L 71.297126 291.500941 
+" clip-path="url(#peb31a045bb)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 95.215862 282.754254 
+L 103.713981 282.739014 
+L 102.817981 280.955018 
+L 111.75077 283.617402 
+L 102.827587 286.311809 
+L 103.717184 284.524611 
+L 95.219064 284.539852 
+L 95.215862 282.754254 
+" clip-path="url(#peb31a045bb)" style="fill: #481d6f; fill-opacity: 0.3"/>
+    <path d="M 124.721316 282.707138 
+L 133.219385 282.740339 
+L 132.333568 280.951264 
+L 141.251036 283.664523 
+L 132.31264 286.308023 
+L 133.212409 284.525925 
+L 124.71434 284.492725 
+L 124.721316 282.707138 
+" clip-path="url(#peb31a045bb)" style="fill: #481f70; fill-opacity: 0.3"/>
+    <path d="M 154.223929 282.68685 
+L 162.72189 282.740918 
+L 161.840469 280.949674 
+L 170.751247 283.684823 
+L 161.806387 286.306366 
+L 162.710529 284.526482 
+L 154.212568 284.472414 
+L 154.223929 282.68685 
+" clip-path="url(#peb31a045bb)" style="fill: #481d6f; fill-opacity: 0.3"/>
+    <path d="M 183.72615 282.670345 
+L 192.223986 282.741394 
+L 191.346146 280.948392 
+L 200.251441 283.701341 
+L 191.30136 286.305005 
+L 192.209058 284.526931 
+L 183.711221 284.455882 
+L 183.72615 282.670345 
+" clip-path="url(#peb31a045bb)" style="fill: #481b6d; fill-opacity: 0.3"/>
+    <path d="M 213.22863 282.651935 
+L 221.726287 282.741929 
+L 220.852446 280.946974 
+L 229.751582 283.71977 
+L 220.795719 286.303474 
+L 221.707378 284.527429 
+L 213.209721 284.437435 
+L 213.22863 282.651935 
+" clip-path="url(#peb31a045bb)" style="fill: #48186a; fill-opacity: 0.3"/>
+    <path d="M 242.731922 282.627189 
+L 251.22927 282.742655 
+L 250.360814 280.945089 
+L 259.251598 283.744548 
+L 250.28803 286.301395 
+L 251.205009 284.52809 
+L 242.70766 284.412625 
+L 242.731922 282.627189 
+" clip-path="url(#peb31a045bb)" style="fill: #481467; fill-opacity: 0.3"/>
+    <path d="M 272.237051 282.588417 
+L 280.733763 282.743809 
+L 279.873763 280.942182 
+L 288.751295 283.783387 
+L 279.775812 286.298087 
+L 280.701113 284.529111 
+L 272.2044 284.373719 
+L 272.237051 282.588417 
+" clip-path="url(#peb31a045bb)" style="fill: #471063; fill-opacity: 0.3"/>
+    <path d="M 301.747026 282.514728 
+L 310.24201 282.746059 
+L 309.398147 280.936818 
+L 318.249929 283.857258 
+L 309.252328 286.291632 
+L 310.193403 284.530997 
+L 301.698419 284.299666 
+L 301.747026 282.514728 
+" clip-path="url(#peb31a045bb)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 331.277343 282.312272 
+L 339.764059 282.752621 
+L 338.964983 280.923157 
+L 347.742203 284.060582 
+L 338.68741 286.272761 
+L 339.671535 284.535822 
+L 331.184818 284.095474 
+L 331.277343 282.312272 
+" clip-path="url(#peb31a045bb)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 361.907468 279.271527 
+L 369.579835 282.925711 
+L 369.541594 280.929716 
+L 376.450349 287.186881 
+L 367.238178 285.765994 
+L 368.812029 284.537804 
+L 361.139663 280.88362 
+L 361.907468 279.271527 
+" clip-path="url(#peb31a045bb)" style="fill: #440154; fill-opacity: 0.3"/>
+    <path d="M 406.795131 283.970403 
+L 398.316008 284.538504 
+L 399.326178 286.260426 
+L 390.239098 284.184855 
+L 398.968075 280.915609 
+L 398.19664 282.756898 
+L 406.675763 282.188797 
+L 406.795131 283.970403 
+" clip-path="url(#peb31a045bb)" style="fill: #450457; fill-opacity: 0.3"/>
+    <path d="M 73.850826 271.030972 
+L 73.073572 262.568458 
+L 71.377114 263.62083 
+L 73.227717 254.48528 
+L 76.711461 263.130888 
+L 74.851688 262.405144 
+L 75.628942 270.867658 
+L 73.850826 271.030972 
+" clip-path="url(#peb31a045bb)" style="fill: #472e7c; fill-opacity: 0.3"/>
+    <path d="M 95.211461 261.881808 
+L 103.70939 261.822915 
+L 102.804237 260.043545 
+L 111.750584 262.660009 
+L 102.84136 265.400216 
+L 103.721765 263.608472 
+L 95.223835 263.667365 
+L 95.211461 261.881808 
+" clip-path="url(#peb31a045bb)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 124.731832 261.70267 
+L 133.229041 261.828009 
+L 132.362674 260.029435 
+L 141.250199 262.839222 
+L 132.283667 265.385652 
+L 133.202706 263.613414 
+L 124.705497 263.488076 
+L 124.731832 261.70267 
+" clip-path="url(#peb31a045bb)" style="fill: #481769; fill-opacity: 0.3"/>
+    <path d="M 154.24228 261.623403 
+L 162.737892 261.830401 
+L 161.888851 260.023584 
+L 170.748962 262.918657 
+L 161.75837 265.378794 
+L 162.694399 263.615471 
+L 154.198787 263.408473 
+L 154.24228 261.623403 
+" clip-path="url(#peb31a045bb)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 183.752592 261.550554 
+L 192.246041 261.832674 
+L 191.413012 260.018419 
+L 200.247173 262.991734 
+L 191.235177 265.372266 
+L 192.186763 263.61729 
+L 183.693314 263.33517 
+L 183.752592 261.550554 
+" clip-path="url(#peb31a045bb)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 213.267037 261.454866 
+L 221.75663 261.83577 
+L 220.944762 260.011947 
+L 229.743737 263.087827 
+L 220.704659 265.363364 
+L 221.676596 263.619575 
+L 213.187003 263.238671 
+L 213.267037 261.454866 
+" clip-path="url(#peb31a045bb)" style="fill: #471063; fill-opacity: 0.3"/>
+    <path d="M 242.79352 261.294923 
+L 251.274076 261.841224 
+L 250.497909 260.001924 
+L 259.235262 263.248719 
+L 250.153549 265.347644 
+L 251.159289 263.623131 
+L 242.678733 263.07683 
+L 242.79352 261.294923 
+" clip-path="url(#peb31a045bb)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 272.36425 260.936318 
+L 280.812609 261.854742 
+L 280.118015 259.983113 
+L 288.704258 263.610707 
+L 279.539086 265.308537 
+L 280.619633 263.629884 
+L 272.171274 262.711459 
+L 272.36425 260.936318 
+" clip-path="url(#peb31a045bb)" style="fill: #46075a; fill-opacity: 0.3"/>
+    <path d="M 302.400989 259.311782 
+L 310.482546 261.939844 
+L 310.185711 259.965674 
+L 317.847762 265.273778 
+L 308.529111 265.059885 
+L 309.930346 263.637914 
+L 301.848789 261.009852 
+L 302.400989 259.311782 
+" clip-path="url(#peb31a045bb)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 347.603311 260.913261 
+L 339.553558 263.637184 
+L 340.971594 265.042401 
+L 331.656143 265.367028 
+L 339.254569 259.968238 
+L 338.981217 261.945796 
+L 347.030969 259.221873 
+L 347.603311 260.913261 
+" clip-path="url(#peb31a045bb)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 377.301637 262.686216 
+L 368.856106 263.630285 
+L 369.941744 265.30565 
+L 360.771459 263.635653 
+L 369.34665 259.982008 
+L 368.657741 261.855738 
+L 377.103272 260.911669 
+L 377.301637 262.686216 
+" clip-path="url(#peb31a045bb)" style="fill: #46075a; fill-opacity: 0.3"/>
+    <path d="M 406.795131 263.055473 
+L 398.316008 263.623574 
+L 399.326178 265.345496 
+L 390.239098 263.269925 
+L 398.968075 260.000679 
+L 398.19664 261.841968 
+L 406.675763 261.273867 
+L 406.795131 263.055473 
+" clip-path="url(#peb31a045bb)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 74.423227 250.105486 
+L 73.065488 241.716516 
+L 71.445467 242.883132 
+L 72.663043 233.641891 
+L 76.733456 242.02728 
+L 74.828151 241.431233 
+L 76.18589 249.820203 
+L 74.423227 250.105486 
+" clip-path="url(#peb31a045bb)" style="fill: #3f4889; fill-opacity: 0.3"/>
+    <path d="M 95.202084 241.065606 
+L 103.698707 240.905362 
+L 102.772396 239.136914 
+L 111.749313 241.646489 
+L 102.873405 244.492762 
+L 103.732377 242.690645 
+L 95.235754 242.850888 
+L 95.202084 241.065606 
+" clip-path="url(#peb31a045bb)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 124.757763 240.595394 
+L 133.249731 240.919031 
+L 132.425581 239.100725 
+L 141.245102 242.117189 
+L 132.221576 244.453639 
+L 133.18173 242.703335 
+L 124.689761 242.379699 
+L 124.757763 240.595394 
+" clip-path="url(#peb31a045bb)" style="fill: #470e61; fill-opacity: 0.3"/>
+    <path d="M 154.293327 240.375658 
+L 162.773593 240.926447 
+L 161.9984 239.086736 
+L 170.734033 242.338155 
+L 161.65121 244.432273 
+L 162.657863 242.708293 
+L 154.177597 242.157504 
+L 154.293327 240.375658 
+" clip-path="url(#peb31a045bb)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 183.842715 240.118015 
+L 192.301391 240.935993 
+L 191.584607 239.072748 
+L 200.213346 242.598066 
+L 191.068994 244.404676 
+L 192.12952 242.713302 
+L 183.670845 241.895325 
+L 183.842715 240.118015 
+" clip-path="url(#peb31a045bb)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 213.457842 239.635914 
+L 221.85276 240.956377 
+L 221.248255 239.053739 
+L 229.651641 243.086866 
+L 220.415901 244.345477 
+L 221.575308 242.72029 
+L 213.180391 241.399827 
+L 213.457842 239.635914 
+" clip-path="url(#peb31a045bb)" style="fill: #46075a; fill-opacity: 0.3"/>
+    <path d="M 243.543757 238.093941 
+L 251.512842 241.045543 
+L 251.295804 239.061014 
+L 258.737723 244.673576 
+L 249.435261 244.084328 
+L 250.892661 242.719981 
+L 242.923576 239.768379 
+L 243.543757 238.093941 
+" clip-path="url(#peb31a045bb)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 286.503527 236.064392 
+L 281.018549 242.555409 
+L 282.958663 243.025959 
+L 275.150429 248.116586 
+L 278.86705 239.568502 
+L 279.654678 241.402923 
+L 285.139656 234.911907 
+L 286.503527 236.064392 
+" clip-path="url(#peb31a045bb)" style="fill: #440154; fill-opacity: 0.3"/>
+    <path d="M 318.243141 240.822639 
+L 309.960517 242.724324 
+L 311.230252 244.264854 
+L 301.929298 243.652256 
+L 310.031524 239.0439 
+L 309.560941 240.984006 
+L 317.843565 239.082321 
+L 318.243141 240.822639 
+" clip-path="url(#peb31a045bb)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 347.799894 241.645224 
+L 339.369648 242.717235 
+L 340.480563 244.375947 
+L 331.286012 242.84518 
+L 339.804821 239.061939 
+L 339.1444 240.945899 
+L 347.574647 239.873888 
+L 347.799894 241.645224 
+" clip-path="url(#peb31a045bb)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 377.300037 241.968436 
+L 368.834495 242.711996 
+L 369.880106 244.412631 
+L 360.751995 242.525676 
+L 369.411402 239.076375 
+L 368.678261 240.933245 
+L 377.143802 240.189684 
+L 377.300037 241.968436 
+" clip-path="url(#peb31a045bb)" style="fill: #471063; fill-opacity: 0.3"/>
+    <path d="M 406.795131 242.140543 
+L 398.316008 242.708644 
+L 399.326178 244.430566 
+L 390.239098 242.354996 
+L 398.968075 239.085749 
+L 398.19664 240.927039 
+L 406.675763 240.358937 
+L 406.795131 242.140543 
+" clip-path="url(#peb31a045bb)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 74.670527 229.173769 
+L 73.063337 220.828997 
+L 71.47881 222.043383 
+L 72.420386 212.769956 
+L 76.738938 221.03029 
+L 74.816713 220.4913 
+L 76.423904 228.836071 
+L 74.670527 229.173769 
+" clip-path="url(#peb31a045bb)" style="fill: #34608d; fill-opacity: 0.3"/>
+    <path d="M 95.173217 220.634794 
+L 103.646044 219.979447 
+L 102.618203 218.268014 
+L 111.726166 220.249941 
+L 103.031301 223.608862 
+L 103.783743 221.75973 
+L 95.310917 222.415076 
+L 95.173217 220.634794 
+" clip-path="url(#peb31a045bb)" style="fill: #450457; fill-opacity: 0.3"/>
+    <path d="M 124.892786 218.974292 
+L 133.325049 220.030322 
+L 132.661059 218.147617 
+L 141.187023 221.914705 
+L 131.99539 223.462896 
+L 133.10316 221.802081 
+L 124.670896 220.746051 
+L 124.892786 218.974292 
+" clip-path="url(#peb31a045bb)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 154.6602 218.074731 
+L 162.919773 220.07416 
+L 162.472149 218.128629 
+L 170.519352 222.832408 
+L 161.211809 223.335052 
+L 162.49966 221.809635 
+L 154.240086 219.810206 
+L 154.6602 218.074731 
+" clip-path="url(#peb31a045bb)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 185.366529 215.854558 
+L 192.644265 220.242363 
+L 192.801629 218.252214 
+L 199.064573 225.155731 
+L 190.035776 222.839736 
+L 191.722314 221.771537 
+L 184.444578 217.383732 
+L 185.366529 215.854558 
+" clip-path="url(#peb31a045bb)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 226.695454 214.40747 
+L 222.112386 221.563849 
+L 224.09755 221.774991 
+L 217.027141 227.848896 
+L 219.586526 218.886053 
+L 220.608711 220.600869 
+L 225.191779 213.444491 
+L 226.695454 214.40747 
+" clip-path="url(#peb31a045bb)" style="fill: #440154; fill-opacity: 0.3"/>
+    <path d="M 259.098255 219.065015 
+L 251.054696 221.80717 
+L 252.475912 223.20917 
+L 243.16122 223.554905 
+L 250.747393 218.138911 
+L 250.478523 220.117084 
+L 258.522082 217.374928 
+L 259.098255 219.065015 
+" clip-path="url(#peb31a045bb)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 288.773894 220.219722 
+L 280.425458 221.807765 
+L 281.636206 223.395074 
+L 272.364963 222.432228 
+L 280.635182 218.132636 
+L 280.091784 220.053619 
+L 288.44022 218.465576 
+L 288.773894 220.219722 
+" clip-path="url(#peb31a045bb)" style="fill: #460a5d; fill-opacity: 0.3"/>
+    <path d="M 318.298881 220.696937 
+L 309.873004 221.802767 
+L 310.990566 223.457008 
+L 301.789947 221.963148 
+L 310.293506 218.145755 
+L 309.640651 220.032349 
+L 318.066528 218.926519 
+L 318.298881 220.696937 
+" clip-path="url(#peb31a045bb)" style="fill: #470e61; fill-opacity: 0.3"/>
+    <path d="M 347.801106 220.95491 
+L 339.344978 221.798811 
+L 340.410682 223.486926 
+L 331.260836 221.708354 
+L 339.878729 218.156604 
+L 339.16766 220.022037 
+L 347.623788 219.178136 
+L 347.801106 220.95491 
+" clip-path="url(#peb31a045bb)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 377.298557 221.115869 
+L 368.827675 221.795897 
+L 369.860498 223.504328 
+L 360.7468 221.548945 
+L 369.431842 218.164707 
+L 368.68479 220.016023 
+L 377.155671 219.335995 
+L 377.298557 221.115869 
+" clip-path="url(#peb31a045bb)" style="fill: #48186a; fill-opacity: 0.3"/>
+    <path d="M 406.795131 221.225613 
+L 398.316008 221.793715 
+L 399.326178 223.515636 
+L 390.239098 221.440066 
+L 398.968075 218.170819 
+L 398.19664 220.012109 
+L 406.675763 219.444008 
+L 406.795131 221.225613 
+" clip-path="url(#peb31a045bb)" style="fill: #481d6f; fill-opacity: 0.3"/>
+    <path d="M 74.808067 208.24629 
+L 73.062493 199.929364 
+L 71.498355 201.169901 
+L 72.285772 191.882114 
+L 76.740931 200.069578 
+L 74.810018 199.56259 
+L 76.555592 207.879515 
+L 74.808067 208.24629 
+" clip-path="url(#peb31a045bb)" style="fill: #2b758e; fill-opacity: 0.3"/>
+    <path d="M 111.613921 201.716396 
+L 103.161458 200.836546 
+L 103.864589 202.704985 
+L 95.261876 199.116623 
+L 104.419202 197.376973 
+L 103.346329 199.060542 
+L 111.798792 199.940392 
+L 111.613921 201.716396 
+" clip-path="url(#peb31a045bb)" style="fill: #450457; fill-opacity: 0.3"/>
+    <path d="M 140.91161 197.46358 
+L 133.131766 200.882981 
+L 134.667577 202.15842 
+L 125.416491 203.298774 
+L 132.512157 197.254394 
+L 132.413293 199.248306 
+L 140.193136 195.828905 
+L 140.91161 197.46358 
+" clip-path="url(#peb31a045bb)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 170.380337 197.365875 
+L 162.643315 200.881093 
+L 164.19476 202.137467 
+L 154.958461 203.391981 
+L 161.978941 197.260434 
+L 161.904709 199.255415 
+L 169.641731 195.740197 
+L 170.380337 197.365875 
+" clip-path="url(#peb31a045bb)" style="fill: #450457; fill-opacity: 0.3"/>
+    <path d="M 200.144768 198.374355 
+L 192.028691 200.893793 
+L 193.410729 202.334428 
+L 184.090047 202.423324 
+L 191.8226 197.218458 
+L 191.499315 199.188469 
+L 199.615391 196.669031 
+L 200.144768 198.374355 
+" clip-path="url(#peb31a045bb)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 229.751967 199.078985 
+L 221.449952 200.894145 
+L 222.703543 202.447839 
+L 213.409488 201.738228 
+L 221.559357 197.214662 
+L 221.068556 199.149752 
+L 229.370572 197.334593 
+L 229.751967 199.078985 
+" clip-path="url(#peb31a045bb)" style="fill: #460a5d; fill-opacity: 0.3"/>
+    <path d="M 259.287897 199.516102 
+L 250.901721 200.890995 
+L 252.071647 202.508627 
+L 242.827936 201.309952 
+L 251.204983 197.222399 
+L 250.612833 199.128919 
+L 258.999009 197.754027 
+L 259.287897 199.516102 
+" clip-path="url(#peb31a045bb)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 288.798923 199.798285 
+L 280.370896 200.887614 
+L 281.485217 202.54404 
+L 272.287541 201.032166 
+L 280.798559 197.231432 
+L 280.14201 199.116744 
+L 288.570037 198.027416 
+L 288.798923 199.798285 
+" clip-path="url(#peb31a045bb)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 318.301044 199.990809 
+L 309.850054 200.884703 
+L 310.925723 202.566486 
+L 301.765519 200.842055 
+L 310.362257 197.239403 
+L 309.662232 199.109009 
+L 318.113222 198.215115 
+L 318.301044 199.990809 
+" clip-path="url(#peb31a045bb)" style="fill: #481769; fill-opacity: 0.3"/>
+    <path d="M 347.799912 200.128716 
+L 339.335259 200.882317 
+L 340.382886 202.58171 
+L 331.252543 200.705583 
+L 339.907853 197.246014 
+L 339.176915 199.103752 
+L 347.641568 198.350151 
+L 347.799912 200.128716 
+" clip-path="url(#peb31a045bb)" style="fill: #481b6d; fill-opacity: 0.3"/>
+    <path d="M 377.29766 200.231522 
+L 368.824334 200.880375 
+L 369.850862 202.592595 
+L 360.744422 200.603689 
+L 369.441857 197.251432 
+L 368.687999 199.099988 
+L 377.161325 198.451134 
+L 377.29766 200.231522 
+" clip-path="url(#peb31a045bb)" style="fill: #482071; fill-opacity: 0.3"/>
+    <path d="M 406.795131 200.310684 
+L 398.316008 200.878785 
+L 399.326178 202.600707 
+L 390.239098 200.525136 
+L 398.968075 197.25589 
+L 398.19664 199.097179 
+L 406.675763 198.529078 
+L 406.795131 200.310684 
+" clip-path="url(#peb31a045bb)" style="fill: #482576; fill-opacity: 0.3"/>
+    <path d="M 74.89558 187.322173 
+L 73.062088 179.024187 
+L 71.511166 180.281207 
+L 72.200248 170.985608 
+L 76.741803 179.125465 
+L 74.805634 178.63894 
+L 76.639126 186.936926 
+L 74.89558 187.322173 
+" clip-path="url(#peb31a045bb)" style="fill: #228b8d; fill-opacity: 0.3"/>
+    <path d="M 111.706547 180.293098 
+L 103.215753 179.93999 
+L 104.033588 181.761145 
+L 95.224589 178.714088 
+L 104.256169 176.408971 
+L 103.289946 178.155932 
+L 111.780741 178.50904 
+L 111.706547 180.293098 
+" clip-path="url(#peb31a045bb)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 141.299068 179.016464 
+L 132.854682 179.970724 
+L 133.942341 181.644777 
+L 124.770048 179.985846 
+L 133.340824 176.321857 
+L 132.654176 178.196417 
+L 141.098563 177.242157 
+L 141.299068 179.016464 
+" clip-path="url(#peb31a045bb)" style="fill: #460a5d; fill-opacity: 0.3"/>
+    <path d="M 170.78873 178.634787 
+L 162.397057 179.975717 
+L 163.560424 181.598072 
+L 154.321641 180.361985 
+L 162.715168 176.30838 
+L 162.115305 178.212487 
+L 170.506978 176.871557 
+L 170.78873 178.634787 
+" clip-path="url(#peb31a045bb)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 200.28996 178.653151 
+L 191.895342 179.975521 
+L 193.055119 181.600445 
+L 183.819093 180.343931 
+L 192.221563 176.308896 
+L 191.61749 178.211672 
+L 200.012108 176.889301 
+L 200.28996 178.653151 
+" clip-path="url(#peb31a045bb)" style="fill: #470e61; fill-opacity: 0.3"/>
+    <path d="M 229.795737 178.787725 
+L 221.380801 179.973948 
+L 222.514105 181.617444 
+L 213.299644 180.211492 
+L 221.76637 176.313087 
+L 221.131556 178.205829 
+L 229.546492 177.019606 
+L 229.795737 178.787725 
+" clip-path="url(#peb31a045bb)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 259.299518 178.934274 
+L 250.864978 179.971962 
+L 251.969132 181.635182 
+L 242.780889 180.067002 
+L 251.315026 176.318468 
+L 250.646942 178.199723 
+L 259.081483 177.162036 
+L 259.299518 178.934274 
+" clip-path="url(#peb31a045bb)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 288.800746 179.063914 
+L 280.351051 179.969968 
+L 281.42914 181.650202 
+L 272.266463 179.938954 
+L 280.858008 176.323935 
+L 280.160674 178.194546 
+L 288.610369 177.288492 
+L 288.800746 179.063914 
+" clip-path="url(#peb31a045bb)" style="fill: #481a6c; fill-opacity: 0.3"/>
+    <path d="M 318.300274 179.172172 
+L 309.839499 179.968134 
+L 310.895619 181.662262 
+L 301.756 179.83186 
+L 310.393885 176.32901 
+L 309.672254 178.190383 
+L 318.133029 177.394422 
+L 318.300274 179.172172 
+" clip-path="url(#peb31a045bb)" style="fill: #481f70; fill-opacity: 0.3"/>
+    <path d="M 347.798884 179.261291 
+L 339.330062 179.966507 
+L 340.36796 181.67186 
+L 331.248488 179.743586 
+L 339.923427 176.333536 
+L 339.181884 178.187066 
+L 347.650706 177.48185 
+L 347.798884 179.261291 
+" clip-path="url(#peb31a045bb)" style="fill: #482374; fill-opacity: 0.3"/>
+    <path d="M 377.297074 179.334753 
+L 368.82235 179.965088 
+L 369.845134 181.679547 
+L 360.743062 179.670744 
+L 369.447803 176.337503 
+L 368.689906 178.184407 
+L 377.16463 177.554072 
+L 377.297074 179.334753 
+" clip-path="url(#peb31a045bb)" style="fill: #482878; fill-opacity: 0.3"/>
+    <path d="M 406.795131 179.395754 
+L 398.316008 179.963855 
+L 399.326178 181.685777 
+L 390.239098 179.610206 
+L 398.968075 176.34096 
+L 398.19664 178.182249 
+L 406.675763 177.614148 
+L 406.795131 179.395754 
+" clip-path="url(#peb31a045bb)" style="fill: #472d7b; fill-opacity: 0.3"/>
+    <path d="M 74.956142 166.400337 
+L 73.061868 158.116015 
+L 71.520203 159.384371 
+L 72.141122 150.08397 
+L 76.742227 158.190315 
+L 74.802543 157.717996 
+L 76.696817 166.002319 
+L 74.956142 166.400337 
+" clip-path="url(#peb31a045bb)" style="fill: #1fa088; fill-opacity: 0.3"/>
+    <path d="M 111.721048 159.277474 
+L 103.226569 159.028277 
+L 104.066625 160.83929 
+L 95.221005 157.90024 
+L 104.223706 155.484793 
+L 103.278929 157.243445 
+L 111.773408 157.492642 
+L 111.721048 159.277474 
+" clip-path="url(#peb31a045bb)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 141.294585 158.418731 
+L 132.819944 159.05018 
+L 133.842954 160.764505 
+L 124.740618 158.756899 
+L 133.44492 155.422513 
+L 132.687266 157.269516 
+L 141.161907 156.638067 
+L 141.294585 158.418731 
+" clip-path="url(#peb31a045bb)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 170.799467 158.125085 
+L 162.352412 159.055423 
+L 163.435325 160.732551 
+L 154.267768 159.047646 
+L 162.848887 155.407948 
+L 162.156932 157.280555 
+L 170.603988 156.350218 
+L 170.799467 158.125085 
+" clip-path="url(#peb31a045bb)" style="fill: #481467; fill-opacity: 0.3"/>
+    <path d="M 200.299448 158.066009 
+L 191.859216 159.05634 
+L 192.954018 160.725731 
+L 183.774721 159.106005 
+L 192.329763 155.405429 
+L 191.651131 157.282906 
+L 200.091363 156.292575 
+L 200.299448 158.066009 
+" clip-path="url(#peb31a045bb)" style="fill: #481769; fill-opacity: 0.3"/>
+    <path d="M 229.800014 158.101259 
+L 221.355659 159.055798 
+L 222.443374 160.729816 
+L 213.271026 159.071188 
+L 221.84168 155.406915 
+L 221.155095 157.281498 
+L 229.599449 156.326959 
+L 229.800014 158.101259 
+" clip-path="url(#peb31a045bb)" style="fill: #481a6c; fill-opacity: 0.3"/>
+    <path d="M 259.300392 158.168692 
+L 250.848574 159.054716 
+L 251.922676 160.7375 
+L 242.764081 159.00454 
+L 251.364171 155.409895 
+L 250.662405 157.278848 
+L 259.114223 156.392824 
+L 259.300392 158.168692 
+" clip-path="url(#peb31a045bb)" style="fill: #481d6f; fill-opacity: 0.3"/>
+    <path d="M 288.800149 158.242467 
+L 280.340802 159.053463 
+L 281.399931 160.745712 
+L 272.257073 158.931556 
+L 280.888719 155.413361 
+L 280.170398 157.276013 
+L 288.629745 156.465017 
+L 288.800149 158.242467 
+" clip-path="url(#peb31a045bb)" style="fill: #482173; fill-opacity: 0.3"/>
+    <path d="M 318.299326 158.31264 
+L 309.833435 159.052205 
+L 310.878243 160.753333 
+L 301.751023 158.86207 
+L 310.412057 155.416857 
+L 309.67804 157.27338 
+L 318.143931 156.533815 
+L 318.299326 158.31264 
+" clip-path="url(#peb31a045bb)" style="fill: #482677; fill-opacity: 0.3"/>
+    <path d="M 347.798106 158.375952 
+L 339.326827 159.051014 
+L 340.358648 160.760051 
+L 331.246098 158.799324 
+L 339.933122 155.420179 
+L 339.184985 157.271057 
+L 347.656264 156.595995 
+L 347.798106 158.375952 
+" clip-path="url(#peb31a045bb)" style="fill: #472a7a; fill-opacity: 0.3"/>
+    <path d="M 377.296664 158.431854 
+L 368.821036 159.049919 
+L 369.841338 160.765857 
+L 360.742183 158.743879 
+L 369.45174 155.423244 
+L 368.691171 157.269048 
+L 377.166798 156.650983 
+L 377.296664 158.431854 
+" clip-path="url(#peb31a045bb)" style="fill: #472f7d; fill-opacity: 0.3"/>
+    <path d="M 406.795131 158.480824 
+L 398.316008 159.048925 
+L 399.326178 160.770847 
+L 390.239098 158.695277 
+L 398.968075 155.42603 
+L 398.19664 157.26732 
+L 406.675763 156.699218 
+L 406.795131 158.480824 
+" clip-path="url(#peb31a045bb)" style="fill: #46337f; fill-opacity: 0.3"/>
+    <path d="M 75.000535 145.480059 
+L 73.061738 137.206044 
+L 71.526916 138.482672 
+L 72.097812 129.179066 
+L 76.742443 137.260551 
+L 74.800248 136.79867 
+L 76.739044 145.072686 
+L 75.000535 145.480059 
+" clip-path="url(#peb31a045bb)" style="fill: #2fb47c; fill-opacity: 0.3"/>
+    <path d="M 111.726861 138.319519 
+L 103.231197 138.11468 
+L 104.080697 139.921282 
+L 95.219851 137.02846 
+L 104.209817 134.566038 
+L 103.274237 136.329599 
+L 111.769901 136.534438 
+L 111.726861 138.319519 
+" clip-path="url(#peb31a045bb)" style="fill: #481c6e; fill-opacity: 0.3"/>
+    <path d="M 141.289564 137.627288 
+L 132.806473 138.132705 
+L 133.803889 139.862046 
+L 124.732398 137.719369 
+L 133.4853 134.514728 
+L 132.700277 136.350266 
+L 141.183367 135.844849 
+L 141.289564 137.627288 
+" clip-path="url(#peb31a045bb)" style="fill: #481b6d; fill-opacity: 0.3"/>
+    <path d="M 170.798112 137.378859 
+L 162.33392 138.13762 
+L 163.382582 139.836374 
+L 154.251097 137.965813 
+L 162.904297 134.500969 
+L 162.174491 136.359151 
+L 170.638684 135.600391 
+L 170.798112 137.378859 
+" clip-path="url(#peb31a045bb)" style="fill: #481c6e; fill-opacity: 0.3"/>
+    <path d="M 200.299456 137.303479 
+L 191.842491 138.13895 
+L 192.906513 139.828127 
+L 183.758444 138.040434 
+L 192.379873 134.497277 
+L 191.666945 136.362 
+L 200.12391 135.526529 
+L 200.299456 137.303479 
+" clip-path="url(#peb31a045bb)" style="fill: #481f70; fill-opacity: 0.3"/>
+    <path d="M 229.799762 137.304565 
+L 221.342688 138.138931 
+L 222.406488 139.828247 
+L 213.258653 138.039359 
+L 221.880545 134.497329 
+L 221.167373 136.361959 
+L 229.624448 135.527592 
+L 229.799762 137.304565 
+" clip-path="url(#peb31a045bb)" style="fill: #482173; fill-opacity: 0.3"/>
+    <path d="M 259.299695 137.338454 
+L 250.83929 138.138342 
+L 251.896197 139.83198 
+L 242.755729 138.005821 
+L 251.391987 134.498962 
+L 250.67122 136.36067 
+L 259.131625 135.560781 
+L 259.299695 137.338454 
+" clip-path="url(#peb31a045bb)" style="fill: #482576; fill-opacity: 0.3"/>
+    <path d="M 288.799267 137.384676 
+L 280.334546 138.137514 
+L 281.382019 139.837002 
+L 272.251846 137.960052 
+L 280.907467 134.501263 
+L 280.176362 136.358935 
+L 288.641083 135.606096 
+L 288.799267 137.384676 
+" clip-path="url(#peb31a045bb)" style="fill: #482979; fill-opacity: 0.3"/>
+    <path d="M 318.298512 137.433697 
+L 309.829499 138.136605 
+L 310.866932 139.84224 
+L 301.747986 137.911482 
+L 310.423854 134.503796 
+L 309.681806 136.357124 
+L 318.150819 135.654216 
+L 318.298512 137.433697 
+" clip-path="url(#peb31a045bb)" style="fill: #472d7b; fill-opacity: 0.3"/>
+    <path d="M 347.797514 137.481224 
+L 339.32462 138.135694 
+L 340.352283 139.847233 
+L 331.244526 137.864363 
+L 339.939738 134.506342 
+L 339.187105 136.355397 
+L 347.659999 135.700927 
+L 347.797514 137.481224 
+" clip-path="url(#peb31a045bb)" style="fill: #46327e; fill-opacity: 0.3"/>
+    <path d="M 377.296362 137.525479 
+L 368.820102 138.134818 
+L 369.838636 139.851806 
+L 360.741568 137.820461 
+L 369.45454 134.508794 
+L 368.69207 136.353814 
+L 377.16833 135.744476 
+L 377.296362 137.525479 
+" clip-path="url(#peb31a045bb)" style="fill: #453781; fill-opacity: 0.3"/>
+    <path d="M 406.795131 137.565894 
+L 398.316008 138.133995 
+L 399.326178 139.855917 
+L 390.239098 137.780347 
+L 398.968075 134.5111 
+L 398.19664 136.35239 
+L 406.675763 135.784289 
+L 406.795131 137.565894 
+" clip-path="url(#peb31a045bb)" style="fill: #443a83; fill-opacity: 0.3"/>
+    <path d="M 75.034469 124.560878 
+L 73.061657 116.294906 
+L 71.532098 117.577837 
+L 72.064723 108.271961 
+L 76.742555 116.334274 
+L 74.798476 115.880386 
+L 76.771288 124.146357 
+L 75.034469 124.560878 
+" clip-path="url(#peb31a045bb)" style="fill: #58c765; fill-opacity: 0.3"/>
+    <path d="M 111.729987 117.380721 
+L 103.233766 117.200479 
+L 104.088493 119.004613 
+L 95.219309 116.137456 
+L 104.202109 113.649018 
+L 103.271638 115.415281 
+L 111.767859 115.595523 
+L 111.729987 117.380721 
+" clip-path="url(#peb31a045bb)" style="fill: #482475; fill-opacity: 0.3"/>
+    <path d="M 141.286144 116.778028 
+L 132.799322 117.216339 
+L 133.78303 118.953515 
+L 124.728768 116.739162 
+L 133.50674 113.603844 
+L 132.707225 115.433116 
+L 141.194047 114.994805 
+L 141.286144 116.778028 
+" clip-path="url(#peb31a045bb)" style="fill: #482374; fill-opacity: 0.3"/>
+    <path d="M 170.795919 116.556293 
+L 162.323819 117.220958 
+L 163.353541 118.93126 
+L 154.243404 116.959351 
+L 162.934569 113.590869 
+L 162.184161 115.440828 
+L 170.656262 114.776163 
+L 170.795919 116.556293 
+" clip-path="url(#peb31a045bb)" style="fill: #482475; fill-opacity: 0.3"/>
+    <path d="M 200.298189 116.476528 
+L 191.832856 117.222461 
+L 192.878943 118.922802 
+L 183.750304 117.038404 
+L 192.408745 113.586678 
+L 191.676124 115.443753 
+L 200.141456 114.69782 
+L 200.298189 116.476528 
+" clip-path="url(#peb31a045bb)" style="fill: #482677; fill-opacity: 0.3"/>
+    <path d="M 229.79878 116.46187 
+L 221.334776 117.222727 
+L 222.383859 118.921222 
+L 213.251912 117.052923 
+L 221.904253 113.585935 
+L 221.174907 115.444299 
+L 229.638912 114.683442 
+L 229.79878 116.46187 
+" clip-path="url(#peb31a045bb)" style="fill: #482979; fill-opacity: 0.3"/>
+    <path d="M 259.29879 116.478058 
+L 250.83332 117.222432 
+L 251.879094 118.922967 
+L 242.750802 117.036889 
+L 251.409878 113.586756 
+L 250.676915 115.443696 
+L 259.142384 114.699322 
+L 259.29879 116.478058 
+" clip-path="url(#peb31a045bb)" style="fill: #472d7b; fill-opacity: 0.3"/>
+    <path d="M 288.79845 116.50828 
+L 280.33033 117.221873 
+L 281.369914 118.926197 
+L 272.248539 117.006945 
+L 280.920101 113.588316 
+L 280.180392 115.442579 
+L 288.648512 114.728986 
+L 288.79845 116.50828 
+" clip-path="url(#peb31a045bb)" style="fill: #46307e; fill-opacity: 0.3"/>
+    <path d="M 318.297848 116.544023 
+L 309.826738 117.221195 
+L 310.858984 118.929974 
+L 301.745946 116.971516 
+L 310.432129 113.590208 
+L 309.684453 115.441273 
+L 318.155563 114.764101 
+L 318.297848 116.544023 
+" clip-path="url(#peb31a045bb)" style="fill: #463480; fill-opacity: 0.3"/>
+    <path d="M 347.797054 116.580963 
+L 339.323017 117.220476 
+L 340.347658 118.933827 
+L 331.243415 116.934884 
+L 339.944541 113.592216 
+L 339.188645 115.43994 
+L 347.662681 114.800426 
+L 347.797054 116.580963 
+" clip-path="url(#peb31a045bb)" style="fill: #443983; fill-opacity: 0.3"/>
+    <path d="M 377.29613 116.616946 
+L 368.819404 117.219759 
+L 369.836616 118.937531 
+L 360.741115 116.899184 
+L 369.456633 113.594225 
+L 368.692743 115.438657 
+L 377.169469 114.835844 
+L 377.29613 116.616946 
+" clip-path="url(#peb31a045bb)" style="fill: #433d84; fill-opacity: 0.3"/>
+    <path d="M 406.795131 116.650964 
+L 398.316008 117.219066 
+L 399.326178 118.940988 
+L 390.239098 116.865417 
+L 398.968075 113.596171 
+L 398.19664 115.43746 
+L 406.675763 114.869359 
+L 406.795131 116.650964 
+" clip-path="url(#peb31a045bb)" style="fill: #424186; fill-opacity: 0.3"/>
+    <path d="M 75.061249 103.642493 
+L 73.061604 95.382971 
+L 71.53622 96.670862 
+L 72.038621 87.363306 
+L 76.74261 95.410386 
+L 74.797067 94.962813 
+L 76.796712 103.222334 
+L 75.061249 103.642493 
+" clip-path="url(#peb31a045bb)" style="fill: #8bd646; fill-opacity: 0.3"/>
+    <path d="M 111.731939 96.450617 
+L 103.2354 96.286009 
+L 104.093445 98.088567 
+L 95.219001 95.237735 
+L 104.197206 92.732772 
+L 103.269987 94.500744 
+L 111.766525 94.665352 
+L 111.731939 96.450617 
+" clip-path="url(#peb31a045bb)" style="fill: #472c7a; fill-opacity: 0.3"/>
+    <path d="M 141.28376 95.903847 
+L 132.794888 96.30049 
+L 133.770057 98.042473 
+L 124.726775 95.783699 
+L 133.520032 92.691511 
+L 132.711547 94.516836 
+L 141.200419 94.120193 
+L 141.28376 95.903847 
+" clip-path="url(#peb31a045bb)" style="fill: #472a7a; fill-opacity: 0.3"/>
+    <path d="M 170.794008 95.699622 
+L 162.317456 96.304878 
+L 163.335163 98.022356 
+L 154.239074 95.98663 
+L 162.95364 92.67916 
+L 162.190282 94.523812 
+L 170.666834 93.918557 
+L 170.794008 95.699622 
+" clip-path="url(#peb31a045bb)" style="fill: #472c7a; fill-opacity: 0.3"/>
+    <path d="M 200.296864 95.618859 
+L 191.826594 96.306461 
+L 192.860943 98.013968 
+L 183.745501 96.066733 
+L 192.427513 92.674732 
+L 191.682117 94.526715 
+L 200.152387 93.839114 
+L 200.296864 95.618859 
+" clip-path="url(#peb31a045bb)" style="fill: #472d7b; fill-opacity: 0.3"/>
+    <path d="M 229.797764 95.595638 
+L 221.329448 96.3069 
+L 222.368564 98.011511 
+L 213.247717 96.089748 
+L 221.92022 92.673506 
+L 221.18 94.527565 
+L 229.648316 93.816304 
+L 229.797764 95.595638 
+" clip-path="url(#peb31a045bb)" style="fill: #46307e; fill-opacity: 0.3"/>
+    <path d="M 259.297946 95.601175 
+L 250.829159 96.306796 
+L 251.867138 98.012098 
+L 242.747574 96.084261 
+L 251.42235 92.673796 
+L 250.680896 94.527362 
+L 259.149684 93.821741 
+L 259.297946 95.601175 
+" clip-path="url(#peb31a045bb)" style="fill: #463480; fill-opacity: 0.3"/>
+    <path d="M 288.797751 95.621093 
+L 280.327297 96.306418 
+L 281.361187 98.014203 
+L 272.246268 96.064518 
+L 280.929192 92.674851 
+L 280.183298 94.526634 
+L 288.653753 93.841309 
+L 288.797751 95.621093 
+" clip-path="url(#peb31a045bb)" style="fill: #453882; fill-opacity: 0.3"/>
+    <path d="M 318.297307 95.647795 
+L 309.824694 96.305903 
+L 310.853093 98.017001 
+L 301.744485 96.038043 
+L 310.438254 92.676288 
+L 309.686414 94.525666 
+L 318.159027 93.867557 
+L 318.297307 95.647795 
+" clip-path="url(#peb31a045bb)" style="fill: #443b84; fill-opacity: 0.3"/>
+    <path d="M 347.796687 95.677168 
+L 339.321801 96.305327 
+L 340.344146 98.020049 
+L 331.242589 96.008909 
+L 339.948186 92.677903 
+L 339.189815 94.524611 
+L 347.6647 93.896453 
+L 347.796687 95.677168 
+" clip-path="url(#peb31a045bb)" style="fill: #424086; fill-opacity: 0.3"/>
+    <path d="M 377.295947 95.706979 
+L 368.818862 96.304729 
+L 369.835049 98.023108 
+L 360.740766 95.979329 
+L 369.458256 92.679576 
+L 368.693265 94.523552 
+L 377.17035 93.925801 
+L 377.295947 95.706979 
+" clip-path="url(#peb31a045bb)" style="fill: #414487; fill-opacity: 0.3"/>
+    <path d="M 406.795131 95.736035 
+L 398.316008 96.304136 
+L 399.326178 98.026058 
+L 390.239098 95.950487 
+L 398.968075 92.681241 
+L 398.19664 94.52253 
+L 406.675763 93.954429 
+L 406.795131 95.736035 
+" clip-path="url(#peb31a045bb)" style="fill: #3f4889; fill-opacity: 0.3"/>
+    <path d="M 75.082921 82.724702 
+L 73.061568 74.470466 
+L 71.539575 75.762363 
+L 72.017504 66.453518 
+L 76.742634 74.488203 
+L 74.795921 74.045746 
+L 76.817274 82.299982 
+L 75.082921 82.724702 
+" clip-path="url(#peb31a045bb)" style="fill: #c5e021; fill-opacity: 0.3"/>
+    <path d="M 111.733272 75.525187 
+L 103.23653 75.371395 
+L 104.09687 77.172859 
+L 95.218803 74.333326 
+L 104.193813 71.816937 
+L 103.268845 73.586087 
+L 111.765586 73.73988 
+L 111.733272 75.525187 
+" clip-path="url(#peb31a045bb)" style="fill: #46337f; fill-opacity: 0.3"/>
+    <path d="M 141.282022 75.016665 
+L 132.791871 75.384921 
+L 133.761209 77.130156 
+L 124.725531 74.841155 
+L 133.529079 71.778388 
+L 132.714494 73.600999 
+L 141.204645 73.232743 
+L 141.282022 75.016665 
+" clip-path="url(#peb31a045bb)" style="fill: #46327e; fill-opacity: 0.3"/>
+    <path d="M 170.792455 74.824787 
+L 162.313081 75.38913 
+L 163.322488 77.1115 
+L 154.236329 75.031902 
+L 162.966754 71.766524 
+L 162.194503 73.607472 
+L 170.673877 73.043129 
+L 170.792455 74.824787 
+" clip-path="url(#peb31a045bb)" style="fill: #46337f; fill-opacity: 0.3"/>
+    <path d="M 200.295697 74.744164 
+L 191.822197 75.390753 
+L 192.848268 77.103248 
+L 183.74236 75.111908 
+L 192.440691 71.761976 
+L 191.686338 73.610329 
+L 200.159837 72.96374 
+L 200.295697 74.744164 
+" clip-path="url(#peb31a045bb)" style="fill: #463480; fill-opacity: 0.3"/>
+    <path d="M 229.796856 74.715759 
+L 221.325616 75.391304 
+L 222.357535 77.100282 
+L 213.244873 75.140076 
+L 221.931704 71.760434 
+L 221.183673 73.611355 
+L 229.654913 72.935809 
+L 229.796856 74.715759 
+" clip-path="url(#peb31a045bb)" style="fill: #453882; fill-opacity: 0.3"/>
+    <path d="M 259.297213 74.714297 
+L 250.826092 75.391333 
+L 251.85831 77.100129 
+L 242.745304 75.141525 
+L 251.431541 71.760356 
+L 250.683835 73.611408 
+L 259.154956 72.934373 
+L 259.297213 74.714297 
+" clip-path="url(#peb31a045bb)" style="fill: #443b84; fill-opacity: 0.3"/>
+    <path d="M 288.797163 74.72709 
+L 280.325009 75.391086 
+L 281.354597 77.101469 
+L 272.244616 75.12884 
+L 280.936047 71.761045 
+L 280.185493 73.610945 
+L 288.657646 72.946949 
+L 288.797163 74.72709 
+" clip-path="url(#peb31a045bb)" style="fill: #423f85; fill-opacity: 0.3"/>
+    <path d="M 318.296861 74.74727 
+L 309.82312 75.390692 
+L 310.848551 77.10357 
+L 301.743388 75.108826 
+L 310.44297 71.762146 
+L 309.687927 73.610218 
+L 318.161667 72.966796 
+L 318.296861 74.74727 
+" clip-path="url(#peb31a045bb)" style="fill: #414287; fill-opacity: 0.3"/>
+    <path d="M 347.796389 74.770979 
+L 339.320847 75.390223 
+L 340.341387 77.106019 
+L 331.241951 75.085307 
+L 339.951046 71.76346 
+L 339.190733 73.60937 
+L 347.666275 72.990126 
+L 347.796389 74.770979 
+" clip-path="url(#peb31a045bb)" style="fill: #404688; fill-opacity: 0.3"/>
+    <path d="M 377.295799 74.796011 
+L 368.81843 75.389719 
+L 369.833797 77.108582 
+L 360.740489 75.060467 
+L 369.459552 71.764871 
+L 368.693682 73.608482 
+L 377.171051 73.014774 
+L 377.295799 74.796011 
+" clip-path="url(#peb31a045bb)" style="fill: #3e4a89; fill-opacity: 0.3"/>
+    <path d="M 406.795131 74.821105 
+L 398.316008 75.389206 
+L 399.326178 77.111128 
+L 390.239098 75.035557 
+L 398.968075 71.766311 
+L 398.19664 73.607601 
+L 406.675763 73.039499 
+L 406.795131 74.821105 
+" clip-path="url(#peb31a045bb)" style="fill: #3c4f8a; fill-opacity: 0.3"/>
+    <path d="M 75.100819 61.807365 
+L 73.061543 53.55754 
+L 71.54236 54.852739 
+L 72.000069 45.542878 
+L 76.742639 53.567281 
+L 74.794969 53.129054 
+L 76.834246 61.378879 
+L 75.100819 61.807365 
+" clip-path="url(#peb31a045bb)" style="fill: #fde725; fill-opacity: 0.3"/>
+    <path d="M 111.734241 54.602561 
+L 103.237359 54.456695 
+L 104.099379 56.257357 
+L 95.218667 53.426107 
+L 104.191325 50.901346 
+L 103.268008 52.671359 
+L 111.76489 52.817224 
+L 111.734241 54.602561 
+" clip-path="url(#peb31a045bb)" style="fill: #443a83; fill-opacity: 0.3"/>
+    <path d="M 141.280703 54.121849 
+L 132.789685 54.469522 
+L 133.75479 56.217101 
+L 124.724686 53.906204 
+L 133.535634 50.864786 
+L 132.716633 52.685417 
+L 141.207651 52.337744 
+L 141.280703 54.121849 
+" clip-path="url(#peb31a045bb)" style="fill: #443983; fill-opacity: 0.3"/>
+    <path d="M 170.791199 53.939135 
+L 162.309888 54.47359 
+L 163.313219 56.199506 
+L 154.234446 54.087898 
+L 162.976325 50.85331 
+L 162.19759 52.691525 
+L 170.678901 52.15707 
+L 170.791199 53.939135 
+" clip-path="url(#peb31a045bb)" style="fill: #443983; fill-opacity: 0.3"/>
+    <path d="M 200.294706 53.859051 
+L 191.818941 54.475233 
+L 192.838861 56.191398 
+L 183.740156 54.167399 
+L 192.45045 50.848698 
+L 191.689471 52.694333 
+L 200.165236 52.078151 
+L 200.294706 53.859051 
+" clip-path="url(#peb31a045bb)" style="fill: #443b84; fill-opacity: 0.3"/>
+    <path d="M 229.796074 53.827261 
+L 221.322728 54.475862 
+L 222.349206 56.188113 
+L 213.242825 54.198934 
+L 221.94036 50.846938 
+L 221.186446 52.69547 
+L 229.659792 52.04687 
+L 229.796074 53.827261 
+" clip-path="url(#peb31a045bb)" style="fill: #423f85; fill-opacity: 0.3"/>
+    <path d="M 259.296585 53.820905 
+L 250.823738 54.475986 
+L 251.851525 56.187451 
+L 242.743625 54.205238 
+L 251.438595 50.846591 
+L 250.686095 52.695699 
+L 259.158942 52.040618 
+L 259.296585 53.820905 
+" clip-path="url(#peb31a045bb)" style="fill: #424186; fill-opacity: 0.3"/>
+    <path d="M 288.796666 53.828508 
+L 280.323223 54.475838 
+L 281.349444 56.188242 
+L 272.243361 54.197698 
+L 280.9414 50.847006 
+L 280.187209 52.695425 
+L 288.660652 52.048096 
+L 288.796666 53.828508 
+" clip-path="url(#peb31a045bb)" style="fill: #404688; fill-opacity: 0.3"/>
+    <path d="M 318.296489 53.843778 
+L 309.821871 54.475537 
+L 310.844944 56.189824 
+L 301.742534 54.182552 
+L 310.446714 50.847847 
+L 309.689128 52.694878 
+L 318.163746 52.063119 
+L 318.296489 53.843778 
+" clip-path="url(#peb31a045bb)" style="fill: #3e4989; fill-opacity: 0.3"/>
+    <path d="M 347.796141 53.863094 
+L 339.320078 54.475152 
+L 340.339163 56.191813 
+L 331.241443 54.163388 
+L 339.953352 50.848925 
+L 339.191474 52.694189 
+L 347.667538 52.082131 
+L 347.796141 53.863094 
+" clip-path="url(#peb31a045bb)" style="fill: #3d4d8a; fill-opacity: 0.3"/>
+    <path d="M 377.295676 53.884318 
+L 368.818077 54.474724 
+L 369.832774 56.193982 
+L 360.740265 54.142324 
+L 369.460611 50.850126 
+L 368.694023 52.693438 
+L 377.171622 52.103033 
+L 377.295676 53.884318 
+" clip-path="url(#peb31a045bb)" style="fill: #3b518b; fill-opacity: 0.3"/>
+    <path d="M 406.795131 53.906175 
+L 398.316008 54.474276 
+L 399.326178 56.196198 
+L 390.239098 54.120628 
+L 398.968075 50.851381 
+L 398.19664 52.692671 
+L 406.675763 52.124569 
+L 406.795131 53.906175 
+" clip-path="url(#peb31a045bb)" style="fill: #39558c; fill-opacity: 0.3"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m0839070d1d" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m0839070d1d" x="73.826774" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(70.645524 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m0839070d1d" x="152.34023" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 5 -->
+      <g transform="translate(149.15898 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m0839070d1d" x="230.853685" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 10 -->
+      <g transform="translate(224.491185 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m0839070d1d" x="309.367141" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 15 -->
+      <g transform="translate(303.004641 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m0839070d1d" x="387.880597" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 20 -->
+      <g transform="translate(381.518097 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- k -->
+     <g transform="translate(233.264688 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-6b"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="mf48da2214d" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mf48da2214d" x="57.6" y="295.488" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.0 -->
+      <g transform="translate(34.696875 299.287219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#mf48da2214d" x="57.6" y="252.114381" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.5 -->
+      <g transform="translate(34.696875 255.9136) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#mf48da2214d" x="57.6" y="208.740762" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 1.0 -->
+      <g transform="translate(34.696875 212.53998) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#mf48da2214d" x="57.6" y="165.367143" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 1.5 -->
+      <g transform="translate(34.696875 169.166361) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#mf48da2214d" x="57.6" y="121.993523" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 2.0 -->
+      <g transform="translate(34.696875 125.792742) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#mf48da2214d" x="57.6" y="78.619904" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 2.5 -->
+      <g transform="translate(34.696875 82.419123) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_13">
+     <!-- c -->
+     <g transform="translate(28.617188 177.277219) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-63"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_12">
+    <path d="M 73.983801 273.802176 
+L 75.614471 251.47173 
+L 77.245142 242.849469 
+L 78.875813 237.115103 
+L 80.506483 232.79014 
+L 82.137154 229.325109 
+L 83.767825 226.448317 
+L 85.398496 224.00334 
+L 87.029166 221.890995 
+L 88.659837 220.044021 
+L 90.290508 218.414488 
+L 91.921178 216.966905 
+L 95.18252 214.515128 
+L 98.443861 212.533472 
+L 101.705203 210.920207 
+L 104.966544 209.60466 
+L 108.227886 208.535529 
+L 111.489227 207.674272 
+L 114.750568 206.991122 
+L 119.642581 206.250184 
+L 124.534593 205.796876 
+L 129.426605 205.585437 
+L 134.318617 205.580691 
+L 140.8413 205.848843 
+L 147.363983 206.384682 
+L 153.886666 207.148968 
+L 160.409348 208.110876 
+L 168.562702 209.553988 
+L 176.716056 211.229114 
+L 186.50008 213.503058 
+L 196.284104 216.025817 
+L 206.068128 218.764454 
+L 217.482823 222.197287 
+L 228.897518 225.854101 
+L 241.942884 230.27271 
+L 254.98825 234.915223 
+L 269.664286 240.372538 
+L 285.970993 246.691435 
+L 302.277701 253.245906 
+L 320.215078 260.694728 
+L 339.783127 269.071831 
+L 360.981846 278.406777 
+L 382.180566 287.979631 
+L 398.487273 295.488 
+L 398.487273 295.488 
+" clip-path="url(#peb31a045bb)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_13">
+    <path d="M 109.174635 307.584 
+L 109.174635 41.472 
+" clip-path="url(#peb31a045bb)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #1f77b4; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 73.983801 283.632227 
+L 75.614471 268.094567 
+L 77.245142 260.827039 
+L 78.875813 255.403996 
+L 80.506483 250.912018 
+L 82.137154 247.001371 
+L 83.767825 243.49661 
+L 87.029166 237.329938 
+L 90.290508 231.942133 
+L 93.551849 227.09752 
+L 96.813191 222.658658 
+L 100.074532 218.537291 
+L 104.966544 212.82294 
+L 109.858556 207.551648 
+L 114.750568 202.631858 
+L 119.642581 197.998778 
+L 126.165263 192.188802 
+L 132.687946 186.726436 
+L 139.210629 181.553186 
+L 145.733312 176.625236 
+L 153.886666 170.759445 
+L 162.040019 165.173536 
+L 170.193373 159.828656 
+L 179.977397 153.689773 
+L 189.761421 147.81141 
+L 201.176116 141.238999 
+L 212.590811 134.93483 
+L 224.005506 128.86561 
+L 237.050872 122.182941 
+L 250.096238 115.739755 
+L 264.772274 108.744555 
+L 279.448311 101.987959 
+L 295.755018 94.729753 
+L 312.061725 87.705951 
+L 329.999103 80.222144 
+L 349.567151 72.317494 
+L 369.1352 64.655918 
+L 390.333919 56.602523 
+L 398.487273 53.568 
+L 398.487273 53.568 
+" clip-path="url(#peb31a045bb)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_15">
+    <defs>
+     <path id="m9e712f6b71" d="M 0 -3 
+L -0.673542 -0.927051 
+L -2.85317 -0.927051 
+L -1.089814 0.354102 
+L -1.763356 2.427051 
+L -0 1.145898 
+L 1.763356 2.427051 
+L 1.089814 0.354102 
+L 2.85317 -0.927051 
+L 0.673542 -0.927051 
+z
+" style="stroke: #ff0000; stroke-linejoin: bevel"/>
+    </defs>
+    <g clip-path="url(#peb31a045bb)">
+     <use xlink:href="#m9e712f6b71" x="109.174635" y="208.265557" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: bevel"/>
+    </g>
+   </g>
+   <g id="line2d_16">
+    <path d="M 86.198525 252.982386 
+L 87.30891 252.229058 
+L 88.441576 251.548901 
+L 89.595794 250.936004 
+L 90.770917 250.385179 
+L 91.966355 249.891826 
+L 93.181572 249.451845 
+L 94.416065 249.061546 
+L 95.669364 248.717599 
+L 96.941025 248.416976 
+L 98.230618 248.156914 
+L 99.53773 247.934878 
+L 100.861959 247.748535 
+L 102.202908 247.59573 
+L 103.56019 247.474469 
+L 104.933417 247.382896 
+L 106.322206 247.319283 
+L 107.726176 247.282018 
+L 109.144943 247.26959 
+L 110.578126 247.280586 
+L 112.02534 247.313677 
+L 113.486202 247.367612 
+L 114.960326 247.441215 
+L 116.447323 247.533375 
+L 117.946805 247.643043 
+L 119.458381 247.76923 
+L 120.98166 247.910996 
+L 122.516248 248.067453 
+L 124.06175 248.23776 
+L 125.617773 248.421116 
+L 127.183919 248.616765 
+L 128.759794 248.823984 
+L 130.345002 249.04209 
+L 131.939147 249.270431 
+L 133.541833 249.508387 
+L 135.152666 249.755369 
+L 136.771254 250.010815 
+L 138.397205 250.274189 
+L 140.030127 250.544983 
+L 141.669635 250.822709 
+L 143.31534 251.106906 
+L 144.966861 251.39713 
+L 146.623817 251.692961 
+L 148.285829 251.993996 
+L 149.952523 252.299852 
+L 151.62353 252.610164 
+L 153.29848 252.92458 
+L 154.977011 253.24277 
+L 156.658762 253.564413 
+L 158.34338 253.889207 
+L 160.030513 254.216861 
+L 161.719814 254.5471 
+L 163.410942 254.879658 
+L 165.103559 255.214284 
+L 166.797335 255.550738 
+L 168.491942 255.888789 
+L 170.187057 256.22822 
+L 171.882365 256.56882 
+L 173.577554 256.910392 
+L 175.272319 257.252744 
+L 176.966358 257.595695 
+L 178.659377 257.939073 
+L 180.351086 258.282713 
+L 182.041203 258.626458 
+L 183.729448 258.970158 
+L 185.415549 259.313672 
+L 187.099239 259.656863 
+L 188.780257 259.999602 
+L 190.458349 260.341767 
+L 192.133263 260.68324 
+L 193.804757 261.023912 
+L 195.472593 261.363676 
+L 197.136536 261.702432 
+L 198.796361 262.040085 
+L 200.451847 262.376545 
+L 202.102778 262.711726 
+L 203.748943 263.045547 
+L 205.390139 263.377932 
+L 207.026166 263.708808 
+L 208.656831 264.038106 
+L 210.281946 264.365761 
+L 211.901329 264.691713 
+L 213.514801 265.015903 
+L 215.122192 265.338277 
+L 216.723334 265.658785 
+L 218.318066 265.977377 
+L 219.906231 266.294009 
+L 221.487677 266.608639 
+L 223.062259 266.921227 
+L 224.629835 267.231736 
+L 226.190269 267.540133 
+L 227.743427 267.846384 
+L 229.289184 268.150461 
+L 230.827417 268.452336 
+L 232.358008 268.751983 
+L 233.880844 269.04938 
+L 235.395815 269.344505 
+L 236.902818 269.637339 
+L 238.401751 269.927864 
+L 239.89252 270.216064 
+" clip-path="url(#peb31a045bb)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_17">
+    <path d="M 86.198525 224.645309 
+L 86.208696 224.416668 
+L 86.217496 224.187527 
+L 86.224912 223.95785 
+L 86.230927 223.727601 
+L 86.235527 223.496744 
+L 86.238697 223.265242 
+L 86.240419 223.033057 
+L 86.240679 222.800152 
+L 86.239458 222.566485 
+L 86.236741 222.332017 
+L 86.232509 222.096707 
+L 86.226745 221.860511 
+L 86.21943 221.623386 
+L 86.210545 221.385288 
+L 86.200072 221.146171 
+L 86.18799 220.905987 
+L 86.174279 220.664689 
+L 86.158918 220.422226 
+L 86.141887 220.178548 
+L 86.123162 219.933601 
+L 86.102722 219.687332 
+L 86.080544 219.439685 
+L 86.056603 219.190602 
+L 86.030876 218.940023 
+L 86.003337 218.687888 
+L 85.973961 218.434133 
+L 85.942721 218.178693 
+L 85.909589 217.921498 
+L 85.874538 217.66248 
+L 85.837539 217.401566 
+L 85.798561 217.138679 
+L 85.757575 216.873743 
+L 85.714548 216.606675 
+L 85.669448 216.337392 
+L 85.62224 216.065805 
+L 85.572891 215.791824 
+L 85.521365 215.515353 
+L 85.467623 215.236294 
+L 85.411628 214.954544 
+L 85.35334 214.669994 
+L 85.292718 214.382533 
+L 85.22972 214.092042 
+L 85.1643 213.798399 
+L 85.096414 213.501474 
+L 85.026015 213.201133 
+L 84.953052 212.897234 
+L 84.877475 212.589627 
+L 84.799231 212.278157 
+L 84.718265 211.962659 
+L 84.63452 211.642958 
+L 84.547935 211.318871 
+L 84.45845 210.990206 
+L 84.365998 210.656758 
+L 84.270512 210.318309 
+L 84.171922 209.974631 
+L 84.070153 209.625478 
+L 83.965129 209.270592 
+L 83.856769 208.909697 
+L 83.744988 208.542499 
+L 83.629697 208.168683 
+L 83.510802 207.787912 
+L 83.388207 207.399827 
+L 83.261806 207.004041 
+L 83.131492 206.600136 
+L 82.997149 206.187663 
+L 82.858655 205.766137 
+L 82.715883 205.335033 
+L 82.568695 204.893779 
+L 82.416947 204.441757 
+L 82.260485 203.978287 
+L 82.099144 203.502629 
+L 81.932749 203.013965 
+L 81.761112 202.5114 
+L 81.584032 201.993941 
+L 81.401292 201.460486 
+L 81.212658 200.909808 
+L 81.017877 200.340532 
+L 80.816675 199.751109 
+L 80.608754 199.139791 
+L 80.393786 198.504585 
+L 80.171413 197.843212 
+L 79.94124 197.15304 
+L 79.702828 196.431009 
+L 79.45569 195.673532 
+L 79.199277 194.87636 
+L 78.932969 194.034396 
+L 78.656061 193.141456 
+L 78.367739 192.189924 
+L 78.067059 191.170239 
+L 77.752903 190.070167 
+L 77.423934 188.873644 
+L 77.078516 187.558915 
+L 76.7146 186.095359 
+L 76.329533 184.437624 
+L 75.919727 182.51377 
+L 75.480023 180.197718 
+L 75.002237 177.230514 
+L 74.470831 172.890536 
+L 73.832727 158.238897 
+" clip-path="url(#peb31a045bb)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_14">
+    <!-- Transition to the Steady State -->
+    <g transform="translate(146.879063 35.472) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-54" d="M -19 4666 
+L 3928 4666 
+L 3928 4134 
+L 2272 4134 
+L 2272 0 
+L 1638 0 
+L 1638 4134 
+L -19 4134 
+L -19 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-54"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(46.333984 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(87.447266 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(148.726562 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(212.105469 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(264.205078 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(291.988281 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(331.197266 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(358.980469 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(420.162109 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(483.541016 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(515.328125 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(554.537109 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(615.71875 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(647.505859 0)"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(686.714844 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(750.09375 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(811.617188 0)"/>
+     <use xlink:href="#DejaVuSans-53" transform="translate(843.404297 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(906.880859 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(946.089844 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(1007.613281 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(1068.892578 0)"/>
+     <use xlink:href="#DejaVuSans-79" transform="translate(1132.369141 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1191.548828 0)"/>
+     <use xlink:href="#DejaVuSans-53" transform="translate(1223.335938 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1286.8125 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(1326.021484 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1387.300781 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1426.509766 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 312.393438 206.095188 
+L 407.72 206.095188 
+Q 409.72 206.095188 409.72 204.095188 
+L 409.72 144.960813 
+Q 409.72 142.960813 407.72 142.960813 
+L 312.393438 142.960813 
+Q 310.393438 142.960813 310.393438 144.960813 
+L 310.393438 204.095188 
+Q 310.393438 206.095188 312.393438 206.095188 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_18">
+     <path d="M 314.393438 152.481125 
+L 324.393438 152.481125 
+L 334.393438 152.481125 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_15">
+     <!-- $\dot{k}=0$ locus -->
+     <g transform="translate(342.393438 155.981125) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-307" d="M -1894 4863 
+L -1319 4863 
+L -1319 4134 
+L -1894 4134 
+L -1894 4863 
+z
+M -1600 3584 
+L -1600 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6b" d="M 1172 4863 
+L 1747 4863 
+L 1197 2028 
+L 3169 3500 
+L 3916 3500 
+L 1716 1825 
+L 3322 0 
+L 2625 0 
+L 1131 1709 
+L 800 0 
+L 225 0 
+L 1172 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-3d" d="M 678 2906 
+L 4684 2906 
+L 4684 2381 
+L 678 2381 
+L 678 2906 
+z
+M 678 1631 
+L 4684 1631 
+L 4684 1100 
+L 678 1100 
+L 678 1631 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-307" transform="translate(61.071289 33.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6b" transform="translate(0 0.53125)"/>
+      <use xlink:href="#DejaVuSans-3d" transform="translate(77.392578 0.53125)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(180.664062 0.53125)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(244.287109 0.53125)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(276.074219 0.53125)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(303.857422 0.53125)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(365.039062 0.53125)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(420.019531 0.53125)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(483.398438 0.53125)"/>
+     </g>
+    </g>
+    <g id="line2d_19">
+     <path d="M 314.393438 167.15925 
+L 324.393438 167.15925 
+L 334.393438 167.15925 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #1f77b4; stroke-width: 1.5"/>
+    </g>
+    <g id="text_16">
+     <!-- $\dot{c}=0$ locus -->
+     <g transform="translate(342.393438 170.65925) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-63" d="M 3431 3366 
+L 3316 2797 
+Q 3109 2947 2876 3022 
+Q 2644 3097 2394 3097 
+Q 2119 3097 1870 3000 
+Q 1622 2903 1453 2725 
+Q 1184 2453 1037 2087 
+Q 891 1722 891 1331 
+Q 891 859 1127 628 
+Q 1363 397 1844 397 
+Q 2081 397 2348 469 
+Q 2616 541 2906 684 
+L 2797 116 
+Q 2547 13 2283 -39 
+Q 2019 -91 1741 -91 
+Q 1044 -91 669 257 
+Q 294 606 294 1253 
+Q 294 1797 489 2255 
+Q 684 2713 1069 3078 
+Q 1331 3328 1684 3456 
+Q 2038 3584 2456 3584 
+Q 2700 3584 2940 3529 
+Q 3181 3475 3431 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-307" transform="translate(59.338867 13.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(0 0.515625)"/>
+      <use xlink:href="#DejaVuSans-3d" transform="translate(74.462891 0.515625)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(177.734375 0.515625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(241.357422 0.515625)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(273.144531 0.515625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(300.927734 0.515625)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(362.109375 0.515625)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(417.089844 0.515625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(480.46875 0.515625)"/>
+     </g>
+    </g>
+    <g id="line2d_20">
+     <path d="M 314.393438 181.837375 
+L 324.393438 181.837375 
+L 334.393438 181.837375 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_17">
+     <!-- Saddle path -->
+     <g transform="translate(342.393438 185.337375) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-53"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(63.476562 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(124.755859 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(188.232422 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(251.708984 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(279.492188 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(341.015625 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(372.802734 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(436.279297 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(497.558594 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(536.767578 0)"/>
+     </g>
+    </g>
+    <g id="line2d_21">
+     <g>
+      <use xlink:href="#m9e712f6b71" x="324.393438" y="196.5155" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: bevel"/>
+     </g>
+    </g>
+    <g id="text_18">
+     <!-- Steady state -->
+     <g transform="translate(342.393438 200.0155) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-53"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(63.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(102.685547 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(164.208984 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(225.488281 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(288.964844 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(348.144531 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(379.931641 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(432.03125 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(471.240234 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(532.519531 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(571.728516 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="peb31a045bb">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.jpg b/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.jpg
new file mode 100644
index 00000000..b65982db
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.jpg differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.pdf b/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.pdf
new file mode 100644
index 00000000..b43bf188
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.pdf differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.png b/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.png
new file mode 100644
index 00000000..54e3e970
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.png differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.svg b/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.svg
new file mode 100644
index 00000000..6b4d3033
--- /dev/null
+++ b/notebooks/Figures/RamseyCassKoopmans/capitalDynamics.svg
@@ -0,0 +1,902 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m82dfbb4423" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m82dfbb4423" x="73.832727" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(70.651477 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m82dfbb4423" x="138.763636" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 20 -->
+      <g transform="translate(132.401136 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m82dfbb4423" x="203.694545" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 40 -->
+      <g transform="translate(197.332045 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m82dfbb4423" x="268.625455" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 60 -->
+      <g transform="translate(262.262955 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m82dfbb4423" x="333.556364" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 80 -->
+      <g transform="translate(327.193864 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m82dfbb4423" x="398.487273" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 100 -->
+      <g transform="translate(388.943523 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Time -->
+     <g transform="translate(223.926406 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-54" d="M -19 4666 
+L 3928 4666 
+L 3928 4134 
+L 2272 4134 
+L 2272 0 
+L 1638 0 
+L 1638 4134 
+L -19 4134 
+L -19 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-54"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(57.958984 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(85.742188 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(183.154297 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m7cf4b9f45f" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m7cf4b9f45f" x="57.6" y="295.636248" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 2.25 -->
+      <g transform="translate(28.334375 299.435467) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m7cf4b9f45f" x="57.6" y="261.05507" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 2.50 -->
+      <g transform="translate(28.334375 264.854288) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m7cf4b9f45f" x="57.6" y="226.473891" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 2.75 -->
+      <g transform="translate(28.334375 230.27311) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m7cf4b9f45f" x="57.6" y="191.892713" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 3.00 -->
+      <g transform="translate(28.334375 195.691932) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m7cf4b9f45f" x="57.6" y="157.311535" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 3.25 -->
+      <g transform="translate(28.334375 161.110754) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m7cf4b9f45f" x="57.6" y="122.730357" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 3.50 -->
+      <g transform="translate(28.334375 126.529575) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m7cf4b9f45f" x="57.6" y="88.149178" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 3.75 -->
+      <g transform="translate(28.334375 91.948397) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m7cf4b9f45f" x="57.6" y="53.568" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 4.00 -->
+      <g transform="translate(28.334375 57.367219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_15">
+    <path d="M 73.832727 53.568 
+L 77.112066 86.587326 
+L 80.391405 115.009446 
+L 83.670744 139.490513 
+L 86.950083 160.590728 
+L 90.229421 178.788553 
+L 93.50876 194.492849 
+L 96.788099 208.05306 
+L 100.067438 219.768296 
+L 103.346777 229.894722 
+L 106.626116 238.6521 
+L 109.905455 246.228541 
+L 113.184793 252.786045 
+L 116.464132 258.463611 
+L 119.743471 263.38072 
+L 123.02281 267.640614 
+L 126.302149 271.332413 
+L 129.581488 274.531704 
+L 132.860826 277.306 
+L 136.140165 279.710901 
+L 139.419504 281.796582 
+L 142.698843 283.606341 
+L 145.978182 285.17551 
+L 149.257521 286.536532 
+L 152.53686 287.717604 
+L 155.816198 288.742971 
+L 159.095537 289.633187 
+L 162.374876 290.405221 
+L 165.654215 291.074854 
+L 168.933554 291.655813 
+L 172.212893 292.159954 
+L 175.492231 292.597518 
+L 178.77157 292.977359 
+L 182.050909 293.307142 
+L 185.330248 293.593496 
+L 188.609587 293.84217 
+L 191.888926 294.05815 
+L 195.168264 294.24574 
+L 198.447603 294.408686 
+L 201.726942 294.550232 
+L 205.006281 294.673199 
+L 208.28562 294.78003 
+L 211.564959 294.872846 
+L 214.844298 294.953487 
+L 218.123636 295.023555 
+L 221.402975 295.084436 
+L 224.682314 295.137336 
+L 227.961653 295.183303 
+L 231.240992 295.223245 
+L 234.520331 295.257953 
+L 237.799669 295.288114 
+L 241.079008 295.314323 
+L 244.358347 295.337098 
+L 247.637686 295.356889 
+L 250.917025 295.374088 
+L 254.196364 295.389034 
+L 257.475702 295.402023 
+L 260.755041 295.41331 
+L 264.03438 295.423119 
+L 267.313719 295.431643 
+L 270.593058 295.43905 
+L 273.872397 295.445487 
+L 277.151736 295.451082 
+L 280.431074 295.455943 
+L 283.710413 295.460168 
+L 286.989752 295.46384 
+L 290.269091 295.467031 
+L 293.54843 295.469804 
+L 296.827769 295.472214 
+L 300.107107 295.474308 
+L 303.386446 295.476128 
+L 306.665785 295.477709 
+L 309.945124 295.479084 
+L 313.224463 295.480279 
+L 316.503802 295.481317 
+L 319.78314 295.482219 
+L 323.062479 295.483003 
+L 326.341818 295.483685 
+L 329.621157 295.484277 
+L 332.900496 295.484791 
+L 336.179835 295.485239 
+L 339.459174 295.485627 
+L 342.738512 295.485965 
+L 346.017851 295.486259 
+L 349.29719 295.486514 
+L 352.576529 295.486735 
+L 355.855868 295.486928 
+L 359.135207 295.487095 
+L 362.414545 295.487241 
+L 365.693884 295.487368 
+L 368.973223 295.487478 
+L 372.252562 295.487573 
+L 375.531901 295.487656 
+L 378.81124 295.487728 
+L 382.090579 295.487791 
+L 385.369917 295.487845 
+L 388.649256 295.487892 
+L 391.928595 295.487934 
+L 395.207934 295.487969 
+L 398.487273 295.488 
+" clip-path="url(#p215d65270e)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_16">
+    <path d="M 57.6 295.488206 
+L 414.72 295.488206 
+" clip-path="url(#p215d65270e)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_16">
+    <!-- Capital -->
+    <g transform="translate(215.121562 35.472) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-43"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(69.824219 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(131.103516 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(194.580078 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(222.363281 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(261.572266 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(322.851562 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 369.92 64.150125 
+L 407.72 64.150125 
+Q 409.72 64.150125 409.72 62.150125 
+L 409.72 48.472 
+Q 409.72 46.472 407.72 46.472 
+L 369.92 46.472 
+Q 367.92 46.472 367.92 48.472 
+L 367.92 62.150125 
+Q 367.92 64.150125 369.92 64.150125 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_17">
+     <path d="M 371.92 54.570438 
+L 381.92 54.570438 
+L 391.92 54.570438 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_17">
+     <!-- $\bar{k}$ -->
+     <g transform="translate(399.92 58.070438) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-304" d="M -2518 4769 
+L -650 4769 
+L -650 4306 
+L -2518 4306 
+L -2518 4769 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6b" d="M 1172 4863 
+L 1747 4863 
+L 1197 2028 
+L 3169 3500 
+L 3916 3500 
+L 1716 1825 
+L 3322 0 
+L 2625 0 
+L 1131 1709 
+L 800 0 
+L 225 0 
+L 1172 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-304" transform="translate(60.821289 21.484375)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6b" transform="translate(0 0.28125)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p215d65270e">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.jpg b/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.jpg
new file mode 100644
index 00000000..8a6b6d61
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.jpg differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.pdf b/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.pdf
new file mode 100644
index 00000000..f4259ade
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.pdf differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.png b/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.png
new file mode 100644
index 00000000..f7de5072
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.png differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.svg b/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.svg
new file mode 100644
index 00000000..45f06718
--- /dev/null
+++ b/notebooks/Figures/RamseyCassKoopmans/consumptionDynamics.svg
@@ -0,0 +1,944 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m09e7802cec" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m09e7802cec" x="73.832727" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(70.651477 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m09e7802cec" x="138.763636" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 20 -->
+      <g transform="translate(132.401136 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m09e7802cec" x="203.694545" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 40 -->
+      <g transform="translate(197.332045 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m09e7802cec" x="268.625455" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 60 -->
+      <g transform="translate(262.262955 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-36"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m09e7802cec" x="333.556364" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 80 -->
+      <g transform="translate(327.193864 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-38"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m09e7802cec" x="398.487273" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 100 -->
+      <g transform="translate(388.943523 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Time -->
+     <g transform="translate(223.926406 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-54" d="M -19 4666 
+L 3928 4666 
+L 3928 4134 
+L 2272 4134 
+L 2272 0 
+L 1638 0 
+L 1638 4134 
+L -19 4134 
+L -19 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-54"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(57.958984 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(85.742188 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(183.154297 0)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m3120eabec7" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m3120eabec7" x="57.6" y="300.141941" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 1.00 -->
+      <g transform="translate(28.334375 303.94116) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m3120eabec7" x="57.6" y="257.665995" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 1.05 -->
+      <g transform="translate(28.334375 261.465214) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m3120eabec7" x="57.6" y="215.19005" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 1.10 -->
+      <g transform="translate(28.334375 218.989268) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m3120eabec7" x="57.6" y="172.714104" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 1.15 -->
+      <g transform="translate(28.334375 176.513323) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m3120eabec7" x="57.6" y="130.238159" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 1.20 -->
+      <g transform="translate(28.334375 134.037377) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m3120eabec7" x="57.6" y="87.762213" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.25 -->
+      <g transform="translate(28.334375 91.561432) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m3120eabec7" x="57.6" y="45.286267" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 1.30 -->
+      <g transform="translate(28.334375 49.085486) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_14">
+    <path d="M 73.832727 53.568 
+L 77.112066 82.951495 
+L 80.391405 108.981566 
+L 83.670744 132.002176 
+L 86.950083 152.32112 
+L 90.229421 170.234571 
+L 93.50876 185.996494 
+L 96.788099 199.850677 
+L 100.067438 212.006166 
+L 103.346777 222.666024 
+L 106.626116 231.995946 
+L 109.905455 240.163801 
+L 113.184793 247.30026 
+L 116.464132 253.531133 
+L 119.743471 258.965572 
+L 123.02281 263.716153 
+L 126.302149 267.849658 
+L 129.581488 271.45305 
+L 132.860826 274.588576 
+L 136.140165 277.323769 
+L 139.419504 279.695901 
+L 142.698843 281.764371 
+L 145.978182 283.566902 
+L 149.257521 285.130332 
+L 152.53686 286.487049 
+L 155.816198 287.664906 
+L 159.095537 288.69376 
+L 162.374876 289.589669 
+L 165.654215 290.366748 
+L 168.933554 291.040924 
+L 172.212893 291.625956 
+L 175.492231 292.133729 
+L 178.77157 292.574517 
+L 182.050909 292.957214 
+L 185.330248 293.289515 
+L 188.609587 293.578091 
+L 191.888926 293.828725 
+L 195.168264 294.046415 
+L 198.447603 294.235506 
+L 201.726942 294.399764 
+L 205.006281 294.542461 
+L 208.28562 294.666434 
+L 211.564959 294.774142 
+L 214.844298 294.867723 
+L 218.123636 294.949032 
+L 221.402975 295.019682 
+L 224.682314 295.081071 
+L 227.961653 295.134413 
+L 231.240992 295.180764 
+L 234.520331 295.221041 
+L 237.799669 295.256041 
+L 241.079008 295.286455 
+L 244.358347 295.312885 
+L 247.637686 295.335852 
+L 250.917025 295.355811 
+L 254.196364 295.373155 
+L 257.475702 295.388227 
+L 260.755041 295.401325 
+L 264.03438 295.412708 
+L 267.313719 295.4226 
+L 270.593058 295.431196 
+L 273.872397 295.438666 
+L 277.151736 295.445158 
+L 280.431074 295.450799 
+L 283.710413 295.455703 
+L 286.989752 295.459963 
+L 290.269091 295.463666 
+L 293.54843 295.466884 
+L 296.827769 295.469681 
+L 300.107107 295.472111 
+L 303.386446 295.474223 
+L 306.665785 295.476058 
+L 309.945124 295.477653 
+L 313.224463 295.47904 
+L 316.503802 295.480244 
+L 319.78314 295.481292 
+L 323.062479 295.482201 
+L 326.341818 295.482992 
+L 329.621157 295.483679 
+L 332.900496 295.484276 
+L 336.179835 295.484796 
+L 339.459174 295.485247 
+L 342.738512 295.485639 
+L 346.017851 295.485979 
+L 349.29719 295.486275 
+L 352.576529 295.486532 
+L 355.855868 295.486756 
+L 359.135207 295.48695 
+L 362.414545 295.487119 
+L 365.693884 295.487266 
+L 368.973223 295.487394 
+L 372.252562 295.487505 
+L 375.531901 295.487601 
+L 378.81124 295.487685 
+L 382.090579 295.487757 
+L 385.369917 295.48782 
+L 388.649256 295.487875 
+L 391.928595 295.487923 
+L 395.207934 295.487964 
+L 398.487273 295.488 
+" clip-path="url(#p14772e86cb)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_15">
+    <path d="M 57.6 295.488239 
+L 414.72 295.488239 
+" clip-path="url(#p14772e86cb)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_15">
+    <!-- Consumption -->
+    <g transform="translate(196.422188 35.472) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-43"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(194.384766 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(246.484375 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(309.863281 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(407.275391 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(470.751953 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(509.960938 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(537.744141 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(598.925781 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 370.22 64.150125 
+L 407.72 64.150125 
+Q 409.72 64.150125 409.72 62.150125 
+L 409.72 48.472 
+Q 409.72 46.472 407.72 46.472 
+L 370.22 46.472 
+Q 368.22 46.472 368.22 48.472 
+L 368.22 62.150125 
+Q 368.22 64.150125 370.22 64.150125 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_16">
+     <path d="M 372.22 54.570438 
+L 382.22 54.570438 
+L 392.22 54.570438 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+    </g>
+    <g id="text_16">
+     <!-- $\bar{c}$ -->
+     <g transform="translate(400.22 58.070438) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-304" d="M -2518 4769 
+L -650 4769 
+L -650 4306 
+L -2518 4306 
+L -2518 4769 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-63" d="M 3431 3366 
+L 3316 2797 
+Q 3109 2947 2876 3022 
+Q 2644 3097 2394 3097 
+Q 2119 3097 1870 3000 
+Q 1622 2903 1453 2725 
+Q 1184 2453 1037 2087 
+Q 891 1722 891 1331 
+Q 891 859 1127 628 
+Q 1363 397 1844 397 
+Q 2081 397 2348 469 
+Q 2616 541 2906 684 
+L 2797 116 
+Q 2547 13 2283 -39 
+Q 2019 -91 1741 -91 
+Q 1044 -91 669 257 
+Q 294 606 294 1253 
+Q 294 1797 489 2255 
+Q 684 2713 1069 3078 
+Q 1331 3328 1684 3456 
+Q 2038 3584 2456 3584 
+Q 2700 3584 2940 3529 
+Q 3181 3475 3431 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-304" transform="translate(59.088867 1.484375)"/>
+      <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(0 0.265625)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p14772e86cb">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.jpg b/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.jpg
new file mode 100644
index 00000000..a503e8e8
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.jpg differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.pdf b/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.pdf
new file mode 100644
index 00000000..b6483c33
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.pdf differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.png b/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.png
new file mode 100644
index 00000000..7e17a15e
Binary files /dev/null and b/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.png differ
diff --git a/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.svg b/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.svg
new file mode 100644
index 00000000..8e2eb61f
--- /dev/null
+++ b/notebooks/Figures/RamseyCassKoopmans/phaseDiagram.svg
@@ -0,0 +1,2550 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 345.6 
+L 460.8 345.6 
+L 460.8 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+L 414.72 41.472 
+L 57.6 41.472 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="Quiver_1">
+    <path d="M 71.146053 291.500941 
+L 73.012567 283.21032 
+L 71.074476 283.689133 
+L 75.648403 275.567421 
+L 76.30047 284.865691 
+L 74.754565 283.602506 
+L 72.888051 291.893127 
+L 71.146053 291.500941 
+" clip-path="url(#p41f1be773b)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 95.078522 282.754254 
+L 103.576642 282.739014 
+L 102.680641 280.955018 
+L 111.61343 283.617402 
+L 102.690248 286.311809 
+L 103.579844 284.524611 
+L 95.081725 284.539852 
+L 95.078522 282.754254 
+" clip-path="url(#p41f1be773b)" style="fill: #481d6f; fill-opacity: 0.3"/>
+    <path d="M 124.597711 282.707138 
+L 133.095779 282.740339 
+L 132.209962 280.951264 
+L 141.12743 283.664523 
+L 132.189034 286.308023 
+L 133.088803 284.525925 
+L 124.590735 284.492725 
+L 124.597711 282.707138 
+" clip-path="url(#p41f1be773b)" style="fill: #481f70; fill-opacity: 0.3"/>
+    <path d="M 154.114057 282.68685 
+L 162.612018 282.740918 
+L 161.730597 280.949674 
+L 170.641375 283.684823 
+L 161.696515 286.306366 
+L 162.600658 284.526482 
+L 154.102696 284.472414 
+L 154.114057 282.68685 
+" clip-path="url(#p41f1be773b)" style="fill: #481d6f; fill-opacity: 0.3"/>
+    <path d="M 183.630012 282.670345 
+L 192.127848 282.741394 
+L 191.250008 280.948392 
+L 200.155303 283.701341 
+L 191.205223 286.305005 
+L 192.11292 284.526931 
+L 183.615084 284.455882 
+L 183.630012 282.670345 
+" clip-path="url(#p41f1be773b)" style="fill: #481b6d; fill-opacity: 0.3"/>
+    <path d="M 213.146227 282.651935 
+L 221.643884 282.741929 
+L 220.770043 280.946974 
+L 229.669178 283.71977 
+L 220.713315 286.303474 
+L 221.624974 284.527429 
+L 213.127317 284.437435 
+L 213.146227 282.651935 
+" clip-path="url(#p41f1be773b)" style="fill: #48186a; fill-opacity: 0.3"/>
+    <path d="M 242.663252 282.627189 
+L 251.160601 282.742655 
+L 250.292144 280.945089 
+L 259.182928 283.744548 
+L 250.219361 286.301395 
+L 251.136339 284.52809 
+L 242.638991 284.412625 
+L 242.663252 282.627189 
+" clip-path="url(#p41f1be773b)" style="fill: #481467; fill-opacity: 0.3"/>
+    <path d="M 272.182115 282.588417 
+L 280.678828 282.743809 
+L 279.818827 280.942182 
+L 288.696359 283.783387 
+L 279.720876 286.298087 
+L 280.646177 284.529111 
+L 272.149465 284.373719 
+L 272.182115 282.588417 
+" clip-path="url(#p41f1be773b)" style="fill: #471063; fill-opacity: 0.3"/>
+    <path d="M 301.705824 282.514728 
+L 310.200808 282.746059 
+L 309.356946 280.936818 
+L 318.208727 283.857258 
+L 309.211126 286.291632 
+L 310.152202 284.530997 
+L 301.657217 284.299666 
+L 301.705824 282.514728 
+" clip-path="url(#p41f1be773b)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 331.249875 282.312272 
+L 339.736592 282.752621 
+L 338.937515 280.923157 
+L 347.714735 284.060582 
+L 338.659942 286.272761 
+L 339.644067 284.535822 
+L 331.15735 284.095474 
+L 331.249875 282.312272 
+" clip-path="url(#p41f1be773b)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 361.893734 279.271527 
+L 369.566101 282.925711 
+L 369.52786 280.929716 
+L 376.436615 287.186881 
+L 367.224444 285.765994 
+L 368.798296 284.537804 
+L 361.125929 280.88362 
+L 361.893734 279.271527 
+" clip-path="url(#p41f1be773b)" style="fill: #440154; fill-opacity: 0.3"/>
+    <path d="M 406.795131 283.970403 
+L 398.316008 284.538504 
+L 399.326178 286.260426 
+L 390.239098 284.184855 
+L 398.968075 280.915609 
+L 398.19664 282.756898 
+L 406.675763 282.188797 
+L 406.795131 283.970403 
+" clip-path="url(#p41f1be773b)" style="fill: #450457; fill-opacity: 0.3"/>
+    <path d="M 73.699753 271.030972 
+L 72.922499 262.568458 
+L 71.22604 263.62083 
+L 73.076644 254.48528 
+L 76.560388 263.130888 
+L 74.700615 262.405144 
+L 75.477869 270.867658 
+L 73.699753 271.030972 
+" clip-path="url(#p41f1be773b)" style="fill: #472e7c; fill-opacity: 0.3"/>
+    <path d="M 95.074122 261.881808 
+L 103.572051 261.822915 
+L 102.666898 260.043545 
+L 111.613245 262.660009 
+L 102.704021 265.400216 
+L 103.584425 263.608472 
+L 95.086496 263.667365 
+L 95.074122 261.881808 
+" clip-path="url(#p41f1be773b)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 124.608227 261.70267 
+L 133.105436 261.828009 
+L 132.239069 260.029435 
+L 141.126594 262.839222 
+L 132.160062 265.385652 
+L 133.0791 263.613414 
+L 124.581891 263.488076 
+L 124.608227 261.70267 
+" clip-path="url(#p41f1be773b)" style="fill: #481769; fill-opacity: 0.3"/>
+    <path d="M 154.132409 261.623403 
+L 162.628021 261.830401 
+L 161.778979 260.023584 
+L 170.63909 262.918657 
+L 161.648498 265.378794 
+L 162.584527 263.615471 
+L 154.088915 263.408473 
+L 154.132409 261.623403 
+" clip-path="url(#p41f1be773b)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 183.656455 261.550554 
+L 192.149904 261.832674 
+L 191.316874 260.018419 
+L 200.151036 262.991734 
+L 191.13904 265.372266 
+L 192.090626 263.61729 
+L 183.597176 263.33517 
+L 183.656455 261.550554 
+" clip-path="url(#p41f1be773b)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 213.184634 261.454866 
+L 221.674226 261.83577 
+L 220.862358 260.011947 
+L 229.661334 263.087827 
+L 220.622255 265.363364 
+L 221.594192 263.619575 
+L 213.1046 263.238671 
+L 213.184634 261.454866 
+" clip-path="url(#p41f1be773b)" style="fill: #471063; fill-opacity: 0.3"/>
+    <path d="M 242.72485 261.294923 
+L 251.205406 261.841224 
+L 250.42924 260.001924 
+L 259.166593 263.248719 
+L 250.084879 265.347644 
+L 251.090619 263.623131 
+L 242.610063 263.07683 
+L 242.72485 261.294923 
+" clip-path="url(#p41f1be773b)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 272.309315 260.936318 
+L 280.757673 261.854742 
+L 280.063079 259.983113 
+L 288.649322 263.610707 
+L 279.48415 265.308537 
+L 280.564697 263.629884 
+L 272.116338 262.711459 
+L 272.309315 260.936318 
+" clip-path="url(#p41f1be773b)" style="fill: #46075a; fill-opacity: 0.3"/>
+    <path d="M 302.359787 259.311782 
+L 310.441344 261.939844 
+L 310.144509 259.965674 
+L 317.80656 265.273778 
+L 308.487909 265.059885 
+L 309.889144 263.637914 
+L 301.807588 261.009852 
+L 302.359787 259.311782 
+" clip-path="url(#p41f1be773b)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 347.575843 260.913261 
+L 339.52609 263.637184 
+L 340.944126 265.042401 
+L 331.628675 265.367028 
+L 339.227101 259.968238 
+L 338.953749 261.945796 
+L 347.003501 259.221873 
+L 347.575843 260.913261 
+" clip-path="url(#p41f1be773b)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 377.287903 262.686216 
+L 368.842372 263.630285 
+L 369.92801 265.30565 
+L 360.757726 263.635653 
+L 369.332916 259.982008 
+L 368.644007 261.855738 
+L 377.089538 260.911669 
+L 377.287903 262.686216 
+" clip-path="url(#p41f1be773b)" style="fill: #46075a; fill-opacity: 0.3"/>
+    <path d="M 406.795131 263.055473 
+L 398.316008 263.623574 
+L 399.326178 265.345496 
+L 390.239098 263.269925 
+L 398.968075 260.000679 
+L 398.19664 261.841968 
+L 406.675763 261.273867 
+L 406.795131 263.055473 
+" clip-path="url(#p41f1be773b)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 74.272154 250.105486 
+L 72.914415 241.716516 
+L 71.294394 242.883132 
+L 72.511969 233.641891 
+L 76.582382 242.02728 
+L 74.677078 241.431233 
+L 76.034817 249.820203 
+L 74.272154 250.105486 
+" clip-path="url(#p41f1be773b)" style="fill: #3f4889; fill-opacity: 0.3"/>
+    <path d="M 95.064745 241.065606 
+L 103.561367 240.905362 
+L 102.635056 239.136914 
+L 111.611974 241.646489 
+L 102.736066 244.492762 
+L 103.595037 242.690645 
+L 95.098415 242.850888 
+L 95.064745 241.065606 
+" clip-path="url(#p41f1be773b)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 124.634157 240.595394 
+L 133.126126 240.919031 
+L 132.301975 239.100725 
+L 141.121496 242.117189 
+L 132.097971 244.453639 
+L 133.058124 242.703335 
+L 124.566156 242.379699 
+L 124.634157 240.595394 
+" clip-path="url(#p41f1be773b)" style="fill: #470e61; fill-opacity: 0.3"/>
+    <path d="M 154.183456 240.375658 
+L 162.663721 240.926447 
+L 161.888528 239.086736 
+L 170.624161 242.338155 
+L 161.541338 244.432273 
+L 162.547991 242.708293 
+L 154.067726 242.157504 
+L 154.183456 240.375658 
+" clip-path="url(#p41f1be773b)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 183.746578 240.118015 
+L 192.205253 240.935993 
+L 191.488469 239.072748 
+L 200.117209 242.598066 
+L 190.972857 244.404676 
+L 192.033382 242.713302 
+L 183.574707 241.895325 
+L 183.746578 240.118015 
+" clip-path="url(#p41f1be773b)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 213.375438 239.635914 
+L 221.770356 240.956377 
+L 221.165851 239.053739 
+L 229.569238 243.086866 
+L 220.333497 244.345477 
+L 221.492905 242.72029 
+L 213.097987 241.399827 
+L 213.375438 239.635914 
+" clip-path="url(#p41f1be773b)" style="fill: #46075a; fill-opacity: 0.3"/>
+    <path d="M 243.475087 238.093941 
+L 251.444172 241.045543 
+L 251.227134 239.061014 
+L 258.669053 244.673576 
+L 249.366591 244.084328 
+L 250.823991 242.719981 
+L 242.854906 239.768379 
+L 243.475087 238.093941 
+" clip-path="url(#p41f1be773b)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 286.448591 236.064392 
+L 280.963614 242.555409 
+L 282.903728 243.025959 
+L 275.095493 248.116586 
+L 278.812114 239.568502 
+L 279.599743 241.402923 
+L 285.08472 234.911907 
+L 286.448591 236.064392 
+" clip-path="url(#p41f1be773b)" style="fill: #440154; fill-opacity: 0.3"/>
+    <path d="M 318.201939 240.822639 
+L 309.919315 242.724324 
+L 311.18905 244.264854 
+L 301.888096 243.652256 
+L 309.990323 239.0439 
+L 309.519739 240.984006 
+L 317.802364 239.082321 
+L 318.201939 240.822639 
+" clip-path="url(#p41f1be773b)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 347.772427 241.645224 
+L 339.34218 242.717235 
+L 340.453095 244.375947 
+L 331.258544 242.84518 
+L 339.777353 239.061939 
+L 339.116932 240.945899 
+L 347.547179 239.873888 
+L 347.772427 241.645224 
+" clip-path="url(#p41f1be773b)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 377.286303 241.968436 
+L 368.820761 242.711996 
+L 369.866372 244.412631 
+L 360.738261 242.525676 
+L 369.397668 239.076375 
+L 368.664527 240.933245 
+L 377.130068 240.189684 
+L 377.286303 241.968436 
+" clip-path="url(#p41f1be773b)" style="fill: #471063; fill-opacity: 0.3"/>
+    <path d="M 406.795131 242.140543 
+L 398.316008 242.708644 
+L 399.326178 244.430566 
+L 390.239098 242.354996 
+L 398.968075 239.085749 
+L 398.19664 240.927039 
+L 406.675763 240.358937 
+L 406.795131 242.140543 
+" clip-path="url(#p41f1be773b)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 74.519454 229.173769 
+L 72.912264 220.828997 
+L 71.327736 222.043383 
+L 72.269312 212.769956 
+L 76.587865 221.03029 
+L 74.66564 220.4913 
+L 76.27283 228.836071 
+L 74.519454 229.173769 
+" clip-path="url(#p41f1be773b)" style="fill: #34608d; fill-opacity: 0.3"/>
+    <path d="M 95.035878 220.634794 
+L 103.508705 219.979447 
+L 102.480864 218.268014 
+L 111.588826 220.249941 
+L 102.893962 223.608862 
+L 103.646404 221.75973 
+L 95.173577 222.415076 
+L 95.035878 220.634794 
+" clip-path="url(#p41f1be773b)" style="fill: #450457; fill-opacity: 0.3"/>
+    <path d="M 124.76918 218.974292 
+L 133.201444 220.030322 
+L 132.537454 218.147617 
+L 141.063418 221.914705 
+L 131.871785 223.462896 
+L 132.979554 221.802081 
+L 124.547291 220.746051 
+L 124.76918 218.974292 
+" clip-path="url(#p41f1be773b)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 154.550328 218.074731 
+L 162.809902 220.07416 
+L 162.362278 218.128629 
+L 170.409481 222.832408 
+L 161.101937 223.335052 
+L 162.389788 221.809635 
+L 154.130215 219.810206 
+L 154.550328 218.074731 
+" clip-path="url(#p41f1be773b)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 185.270392 215.854558 
+L 192.548128 220.242363 
+L 192.705492 218.252214 
+L 198.968435 225.155731 
+L 189.939638 222.839736 
+L 191.626176 221.771537 
+L 184.348441 217.383732 
+L 185.270392 215.854558 
+" clip-path="url(#p41f1be773b)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 226.61305 214.40747 
+L 222.029982 221.563849 
+L 224.015147 221.774991 
+L 216.944738 227.848896 
+L 219.504122 218.886053 
+L 220.526307 220.600869 
+L 225.109375 213.444491 
+L 226.61305 214.40747 
+" clip-path="url(#p41f1be773b)" style="fill: #440154; fill-opacity: 0.3"/>
+    <path d="M 259.029586 219.065015 
+L 250.986026 221.80717 
+L 252.407242 223.20917 
+L 243.09255 223.554905 
+L 250.678724 218.138911 
+L 250.409853 220.117084 
+L 258.453413 217.374928 
+L 259.029586 219.065015 
+" clip-path="url(#p41f1be773b)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 288.718959 220.219722 
+L 280.370522 221.807765 
+L 281.58127 223.395074 
+L 272.310027 222.432228 
+L 280.580246 218.132636 
+L 280.036848 220.053619 
+L 288.385284 218.465576 
+L 288.718959 220.219722 
+" clip-path="url(#p41f1be773b)" style="fill: #460a5d; fill-opacity: 0.3"/>
+    <path d="M 318.257679 220.696937 
+L 309.831802 221.802767 
+L 310.949364 223.457008 
+L 301.748745 221.963148 
+L 310.252304 218.145755 
+L 309.599449 220.032349 
+L 318.025326 218.926519 
+L 318.257679 220.696937 
+" clip-path="url(#p41f1be773b)" style="fill: #470e61; fill-opacity: 0.3"/>
+    <path d="M 347.773638 220.95491 
+L 339.31751 221.798811 
+L 340.383215 223.486926 
+L 331.233368 221.708354 
+L 339.851261 218.156604 
+L 339.140192 220.022037 
+L 347.59632 219.178136 
+L 347.773638 220.95491 
+" clip-path="url(#p41f1be773b)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 377.284823 221.115869 
+L 368.813941 221.795897 
+L 369.846764 223.504328 
+L 360.733066 221.548945 
+L 369.418108 218.164707 
+L 368.671056 220.016023 
+L 377.141937 219.335995 
+L 377.284823 221.115869 
+" clip-path="url(#p41f1be773b)" style="fill: #48186a; fill-opacity: 0.3"/>
+    <path d="M 406.795131 221.225613 
+L 398.316008 221.793715 
+L 399.326178 223.515636 
+L 390.239098 221.440066 
+L 398.968075 218.170819 
+L 398.19664 220.012109 
+L 406.675763 219.444008 
+L 406.795131 221.225613 
+" clip-path="url(#p41f1be773b)" style="fill: #481d6f; fill-opacity: 0.3"/>
+    <path d="M 74.656994 208.24629 
+L 72.91142 199.929364 
+L 71.347282 201.169901 
+L 72.134698 191.882114 
+L 76.589857 200.069578 
+L 74.658945 199.56259 
+L 76.404519 207.879515 
+L 74.656994 208.24629 
+" clip-path="url(#p41f1be773b)" style="fill: #2b758e; fill-opacity: 0.3"/>
+    <path d="M 111.476582 201.716396 
+L 103.024119 200.836546 
+L 103.727249 202.704985 
+L 95.124536 199.116623 
+L 104.281863 197.376973 
+L 103.20899 199.060542 
+L 111.661453 199.940392 
+L 111.476582 201.716396 
+" clip-path="url(#p41f1be773b)" style="fill: #450457; fill-opacity: 0.3"/>
+    <path d="M 140.788004 197.46358 
+L 133.008161 200.882981 
+L 134.543972 202.15842 
+L 125.292885 203.298774 
+L 132.388552 197.254394 
+L 132.289687 199.248306 
+L 140.069531 195.828905 
+L 140.788004 197.46358 
+" clip-path="url(#p41f1be773b)" style="fill: #440256; fill-opacity: 0.3"/>
+    <path d="M 170.270465 197.365875 
+L 162.533443 200.881093 
+L 164.084888 202.137467 
+L 154.84859 203.391981 
+L 161.86907 197.260434 
+L 161.794837 199.255415 
+L 169.531859 195.740197 
+L 170.270465 197.365875 
+" clip-path="url(#p41f1be773b)" style="fill: #450457; fill-opacity: 0.3"/>
+    <path d="M 200.04863 198.374355 
+L 191.932553 200.893793 
+L 193.314591 202.334428 
+L 183.993909 202.423324 
+L 191.726463 197.218458 
+L 191.403177 199.188469 
+L 199.519254 196.669031 
+L 200.04863 198.374355 
+" clip-path="url(#p41f1be773b)" style="fill: #450559; fill-opacity: 0.3"/>
+    <path d="M 229.669564 199.078985 
+L 221.367548 200.894145 
+L 222.62114 202.447839 
+L 213.327084 201.738228 
+L 221.476953 197.214662 
+L 220.986153 199.149752 
+L 229.288168 197.334593 
+L 229.669564 199.078985 
+" clip-path="url(#p41f1be773b)" style="fill: #460a5d; fill-opacity: 0.3"/>
+    <path d="M 259.219227 199.516102 
+L 250.833051 200.890995 
+L 252.002977 202.508627 
+L 242.759266 201.309952 
+L 251.136314 197.222399 
+L 250.544164 199.128919 
+L 258.930339 197.754027 
+L 259.219227 199.516102 
+" clip-path="url(#p41f1be773b)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 288.743987 199.798285 
+L 280.31596 200.887614 
+L 281.430281 202.54404 
+L 272.232605 201.032166 
+L 280.743623 197.231432 
+L 280.087074 199.116744 
+L 288.515101 198.027416 
+L 288.743987 199.798285 
+" clip-path="url(#p41f1be773b)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 318.259842 199.990809 
+L 309.808852 200.884703 
+L 310.884522 202.566486 
+L 301.724317 200.842055 
+L 310.321055 197.239403 
+L 309.62103 199.109009 
+L 318.07202 198.215115 
+L 318.259842 199.990809 
+" clip-path="url(#p41f1be773b)" style="fill: #481769; fill-opacity: 0.3"/>
+    <path d="M 347.772444 200.128716 
+L 339.307791 200.882317 
+L 340.355418 202.58171 
+L 331.225075 200.705583 
+L 339.880385 197.246014 
+L 339.149447 199.103752 
+L 347.6141 198.350151 
+L 347.772444 200.128716 
+" clip-path="url(#p41f1be773b)" style="fill: #481b6d; fill-opacity: 0.3"/>
+    <path d="M 377.283926 200.231522 
+L 368.8106 200.880375 
+L 369.837128 202.592595 
+L 360.730688 200.603689 
+L 369.428123 197.251432 
+L 368.674265 199.099988 
+L 377.147591 198.451134 
+L 377.283926 200.231522 
+" clip-path="url(#p41f1be773b)" style="fill: #482071; fill-opacity: 0.3"/>
+    <path d="M 406.795131 200.310684 
+L 398.316008 200.878785 
+L 399.326178 202.600707 
+L 390.239098 200.525136 
+L 398.968075 197.25589 
+L 398.19664 199.097179 
+L 406.675763 198.529078 
+L 406.795131 200.310684 
+" clip-path="url(#p41f1be773b)" style="fill: #482576; fill-opacity: 0.3"/>
+    <path d="M 74.744507 187.322173 
+L 72.911015 179.024187 
+L 71.360093 180.281207 
+L 72.049175 170.985608 
+L 76.59073 179.125465 
+L 74.654561 178.63894 
+L 76.488053 186.936926 
+L 74.744507 187.322173 
+" clip-path="url(#p41f1be773b)" style="fill: #228b8d; fill-opacity: 0.3"/>
+    <path d="M 111.569207 180.293098 
+L 103.078413 179.93999 
+L 103.896248 181.761145 
+L 95.08725 178.714088 
+L 104.11883 176.408971 
+L 103.152607 178.155932 
+L 111.643401 178.50904 
+L 111.569207 180.293098 
+" clip-path="url(#p41f1be773b)" style="fill: #470d60; fill-opacity: 0.3"/>
+    <path d="M 141.175463 179.016464 
+L 132.731077 179.970724 
+L 133.818736 181.644777 
+L 124.646443 179.985846 
+L 133.217218 176.321857 
+L 132.530571 178.196417 
+L 140.974957 177.242157 
+L 141.175463 179.016464 
+" clip-path="url(#p41f1be773b)" style="fill: #460a5d; fill-opacity: 0.3"/>
+    <path d="M 170.678858 178.634787 
+L 162.287185 179.975717 
+L 163.450552 181.598072 
+L 154.21177 180.361985 
+L 162.605297 176.30838 
+L 162.005433 178.212487 
+L 170.397106 176.871557 
+L 170.678858 178.634787 
+" clip-path="url(#p41f1be773b)" style="fill: #460b5e; fill-opacity: 0.3"/>
+    <path d="M 200.193822 178.653151 
+L 191.799205 179.975521 
+L 192.958982 181.600445 
+L 183.722955 180.343931 
+L 192.125425 176.308896 
+L 191.521352 178.211672 
+L 199.91597 176.889301 
+L 200.193822 178.653151 
+" clip-path="url(#p41f1be773b)" style="fill: #470e61; fill-opacity: 0.3"/>
+    <path d="M 229.713333 178.787725 
+L 221.298397 179.973948 
+L 222.431702 181.617444 
+L 213.21724 180.211492 
+L 221.683966 176.313087 
+L 221.049152 178.205829 
+L 229.464088 177.019606 
+L 229.713333 178.787725 
+" clip-path="url(#p41f1be773b)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 259.230849 178.934274 
+L 250.796308 179.971962 
+L 251.900463 181.635182 
+L 242.712219 180.067002 
+L 251.246356 176.318468 
+L 250.578272 178.199723 
+L 259.012813 177.162036 
+L 259.230849 178.934274 
+" clip-path="url(#p41f1be773b)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 288.74581 179.063914 
+L 280.296116 179.969968 
+L 281.374204 181.650202 
+L 272.211527 179.938954 
+L 280.803072 176.323935 
+L 280.105738 178.194546 
+L 288.555433 177.288492 
+L 288.74581 179.063914 
+" clip-path="url(#p41f1be773b)" style="fill: #481a6c; fill-opacity: 0.3"/>
+    <path d="M 318.259072 179.172172 
+L 309.798297 179.968134 
+L 310.854417 181.662262 
+L 301.714798 179.83186 
+L 310.352683 176.32901 
+L 309.631052 178.190383 
+L 318.091828 177.394422 
+L 318.259072 179.172172 
+" clip-path="url(#p41f1be773b)" style="fill: #481f70; fill-opacity: 0.3"/>
+    <path d="M 347.771416 179.261291 
+L 339.302594 179.966507 
+L 340.340492 181.67186 
+L 331.22102 179.743586 
+L 339.895959 176.333536 
+L 339.154416 178.187066 
+L 347.623238 177.48185 
+L 347.771416 179.261291 
+" clip-path="url(#p41f1be773b)" style="fill: #482374; fill-opacity: 0.3"/>
+    <path d="M 377.28334 179.334753 
+L 368.808616 179.965088 
+L 369.8314 181.679547 
+L 360.729328 179.670744 
+L 369.434069 176.337503 
+L 368.676172 178.184407 
+L 377.150896 177.554072 
+L 377.28334 179.334753 
+" clip-path="url(#p41f1be773b)" style="fill: #482878; fill-opacity: 0.3"/>
+    <path d="M 406.795131 179.395754 
+L 398.316008 179.963855 
+L 399.326178 181.685777 
+L 390.239098 179.610206 
+L 398.968075 176.34096 
+L 398.19664 178.182249 
+L 406.675763 177.614148 
+L 406.795131 179.395754 
+" clip-path="url(#p41f1be773b)" style="fill: #472d7b; fill-opacity: 0.3"/>
+    <path d="M 74.805069 166.400337 
+L 72.910795 158.116015 
+L 71.36913 159.384371 
+L 71.990048 150.08397 
+L 76.591154 158.190315 
+L 74.65147 157.717996 
+L 76.545744 166.002319 
+L 74.805069 166.400337 
+" clip-path="url(#p41f1be773b)" style="fill: #1fa088; fill-opacity: 0.3"/>
+    <path d="M 111.583708 159.277474 
+L 103.08923 159.028277 
+L 103.929285 160.83929 
+L 95.083665 157.90024 
+L 104.086366 155.484793 
+L 103.14159 157.243445 
+L 111.636069 157.492642 
+L 111.583708 159.277474 
+" clip-path="url(#p41f1be773b)" style="fill: #481668; fill-opacity: 0.3"/>
+    <path d="M 141.17098 158.418731 
+L 132.696339 159.05018 
+L 133.719349 160.764505 
+L 124.617012 158.756899 
+L 133.321315 155.422513 
+L 132.563661 157.269516 
+L 141.038302 156.638067 
+L 141.17098 158.418731 
+" clip-path="url(#p41f1be773b)" style="fill: #471365; fill-opacity: 0.3"/>
+    <path d="M 170.689596 158.125085 
+L 162.24254 159.055423 
+L 163.325454 160.732551 
+L 154.157896 159.047646 
+L 162.739015 155.407948 
+L 162.047061 157.280555 
+L 170.494116 156.350218 
+L 170.689596 158.125085 
+" clip-path="url(#p41f1be773b)" style="fill: #481467; fill-opacity: 0.3"/>
+    <path d="M 200.203311 158.066009 
+L 191.763079 159.05634 
+L 192.857881 160.725731 
+L 183.678583 159.106005 
+L 192.233626 155.405429 
+L 191.554994 157.282906 
+L 199.995226 156.292575 
+L 200.203311 158.066009 
+" clip-path="url(#p41f1be773b)" style="fill: #481769; fill-opacity: 0.3"/>
+    <path d="M 229.71761 158.101259 
+L 221.273256 159.055798 
+L 222.36097 160.729816 
+L 213.188622 159.071188 
+L 221.759277 155.406915 
+L 221.072691 157.281498 
+L 229.517046 156.326959 
+L 229.71761 158.101259 
+" clip-path="url(#p41f1be773b)" style="fill: #481a6c; fill-opacity: 0.3"/>
+    <path d="M 259.231722 158.168692 
+L 250.779904 159.054716 
+L 251.854006 160.7375 
+L 242.695412 159.00454 
+L 251.295501 155.409895 
+L 250.593735 157.278848 
+L 259.045554 156.392824 
+L 259.231722 158.168692 
+" clip-path="url(#p41f1be773b)" style="fill: #481d6f; fill-opacity: 0.3"/>
+    <path d="M 288.745213 158.242467 
+L 280.285866 159.053463 
+L 281.344995 160.745712 
+L 272.202137 158.931556 
+L 280.833783 155.413361 
+L 280.115462 157.276013 
+L 288.574809 156.465017 
+L 288.745213 158.242467 
+" clip-path="url(#p41f1be773b)" style="fill: #482173; fill-opacity: 0.3"/>
+    <path d="M 318.258124 158.31264 
+L 309.792233 159.052205 
+L 310.837041 160.753333 
+L 301.709821 158.86207 
+L 310.370856 155.416857 
+L 309.636838 157.27338 
+L 318.102729 156.533815 
+L 318.258124 158.31264 
+" clip-path="url(#p41f1be773b)" style="fill: #482677; fill-opacity: 0.3"/>
+    <path d="M 347.770638 158.375952 
+L 339.299359 159.051014 
+L 340.33118 160.760051 
+L 331.21863 158.799324 
+L 339.905654 155.420179 
+L 339.157517 157.271057 
+L 347.628796 156.595995 
+L 347.770638 158.375952 
+" clip-path="url(#p41f1be773b)" style="fill: #472a7a; fill-opacity: 0.3"/>
+    <path d="M 377.28293 158.431854 
+L 368.807302 159.049919 
+L 369.827604 160.765857 
+L 360.728449 158.743879 
+L 369.438006 155.423244 
+L 368.677437 157.269048 
+L 377.153064 156.650983 
+L 377.28293 158.431854 
+" clip-path="url(#p41f1be773b)" style="fill: #472f7d; fill-opacity: 0.3"/>
+    <path d="M 406.795131 158.480824 
+L 398.316008 159.048925 
+L 399.326178 160.770847 
+L 390.239098 158.695277 
+L 398.968075 155.42603 
+L 398.19664 157.26732 
+L 406.675763 156.699218 
+L 406.795131 158.480824 
+" clip-path="url(#p41f1be773b)" style="fill: #46337f; fill-opacity: 0.3"/>
+    <path d="M 74.849462 145.480059 
+L 72.910665 137.206044 
+L 71.375843 138.482672 
+L 71.946738 129.179066 
+L 76.59137 137.260551 
+L 74.649174 136.79867 
+L 76.587971 145.072686 
+L 74.849462 145.480059 
+" clip-path="url(#p41f1be773b)" style="fill: #2fb47c; fill-opacity: 0.3"/>
+    <path d="M 111.589522 138.319519 
+L 103.093857 138.11468 
+L 103.943358 139.921282 
+L 95.082512 137.02846 
+L 104.072478 134.566038 
+L 103.136897 136.329599 
+L 111.632562 136.534438 
+L 111.589522 138.319519 
+" clip-path="url(#p41f1be773b)" style="fill: #481c6e; fill-opacity: 0.3"/>
+    <path d="M 141.165958 137.627288 
+L 132.682868 138.132705 
+L 133.680284 139.862046 
+L 124.608793 137.719369 
+L 133.361694 134.514728 
+L 132.576671 136.350266 
+L 141.059762 135.844849 
+L 141.165958 137.627288 
+" clip-path="url(#p41f1be773b)" style="fill: #481b6d; fill-opacity: 0.3"/>
+    <path d="M 170.68824 137.378859 
+L 162.224048 138.13762 
+L 163.272711 139.836374 
+L 154.141226 137.965813 
+L 162.794426 134.500969 
+L 162.06462 136.359151 
+L 170.528812 135.600391 
+L 170.68824 137.378859 
+" clip-path="url(#p41f1be773b)" style="fill: #481c6e; fill-opacity: 0.3"/>
+    <path d="M 200.203319 137.303479 
+L 191.746354 138.13895 
+L 192.810375 139.828127 
+L 183.662306 138.040434 
+L 192.283735 134.497277 
+L 191.570807 136.362 
+L 200.027772 135.526529 
+L 200.203319 137.303479 
+" clip-path="url(#p41f1be773b)" style="fill: #481f70; fill-opacity: 0.3"/>
+    <path d="M 229.717358 137.304565 
+L 221.260284 138.138931 
+L 222.324085 139.828247 
+L 213.176249 138.039359 
+L 221.798142 134.497329 
+L 221.08497 136.361959 
+L 229.542044 135.527592 
+L 229.717358 137.304565 
+" clip-path="url(#p41f1be773b)" style="fill: #482173; fill-opacity: 0.3"/>
+    <path d="M 259.231025 137.338454 
+L 250.770621 138.138342 
+L 251.827527 139.83198 
+L 242.687059 138.005821 
+L 251.323317 134.498962 
+L 250.602551 136.36067 
+L 259.062956 135.560781 
+L 259.231025 137.338454 
+" clip-path="url(#p41f1be773b)" style="fill: #482576; fill-opacity: 0.3"/>
+    <path d="M 288.744331 137.384676 
+L 280.27961 138.137514 
+L 281.327084 139.837002 
+L 272.19691 137.960052 
+L 280.852532 134.501263 
+L 280.121426 136.358935 
+L 288.586147 135.606096 
+L 288.744331 137.384676 
+" clip-path="url(#p41f1be773b)" style="fill: #482979; fill-opacity: 0.3"/>
+    <path d="M 318.25731 137.433697 
+L 309.788297 138.136605 
+L 310.82573 139.84224 
+L 301.706784 137.911482 
+L 310.382652 134.503796 
+L 309.640604 136.357124 
+L 318.109618 135.654216 
+L 318.25731 137.433697 
+" clip-path="url(#p41f1be773b)" style="fill: #472d7b; fill-opacity: 0.3"/>
+    <path d="M 347.770046 137.481224 
+L 339.297152 138.135694 
+L 340.324815 139.847233 
+L 331.217058 137.864363 
+L 339.91227 134.506342 
+L 339.159637 136.355397 
+L 347.632531 135.700927 
+L 347.770046 137.481224 
+" clip-path="url(#p41f1be773b)" style="fill: #46327e; fill-opacity: 0.3"/>
+    <path d="M 377.282628 137.525479 
+L 368.806368 138.134818 
+L 369.824903 139.851806 
+L 360.727834 137.820461 
+L 369.440806 134.508794 
+L 368.678336 136.353814 
+L 377.154596 135.744476 
+L 377.282628 137.525479 
+" clip-path="url(#p41f1be773b)" style="fill: #453781; fill-opacity: 0.3"/>
+    <path d="M 406.795131 137.565894 
+L 398.316008 138.133995 
+L 399.326178 139.855917 
+L 390.239098 137.780347 
+L 398.968075 134.5111 
+L 398.19664 136.35239 
+L 406.675763 135.784289 
+L 406.795131 137.565894 
+" clip-path="url(#p41f1be773b)" style="fill: #443a83; fill-opacity: 0.3"/>
+    <path d="M 74.883395 124.560878 
+L 72.910584 116.294906 
+L 71.381025 117.577837 
+L 71.91365 108.271961 
+L 76.591482 116.334274 
+L 74.647403 115.880386 
+L 76.620214 124.146357 
+L 74.883395 124.560878 
+" clip-path="url(#p41f1be773b)" style="fill: #58c765; fill-opacity: 0.3"/>
+    <path d="M 111.592648 117.380721 
+L 103.096426 117.200479 
+L 103.951154 119.004613 
+L 95.08197 116.137456 
+L 104.064769 113.649018 
+L 103.134298 115.415281 
+L 111.63052 115.595523 
+L 111.592648 117.380721 
+" clip-path="url(#p41f1be773b)" style="fill: #482475; fill-opacity: 0.3"/>
+    <path d="M 141.162538 116.778028 
+L 132.675716 117.216339 
+L 133.659424 118.953515 
+L 124.605163 116.739162 
+L 133.383135 113.603844 
+L 132.58362 115.433116 
+L 141.070442 114.994805 
+L 141.162538 116.778028 
+" clip-path="url(#p41f1be773b)" style="fill: #482374; fill-opacity: 0.3"/>
+    <path d="M 170.686048 116.556293 
+L 162.213947 117.220958 
+L 163.243669 118.93126 
+L 154.133533 116.959351 
+L 162.824697 113.590869 
+L 162.07429 115.440828 
+L 170.54639 114.776163 
+L 170.686048 116.556293 
+" clip-path="url(#p41f1be773b)" style="fill: #482475; fill-opacity: 0.3"/>
+    <path d="M 200.202051 116.476528 
+L 191.736719 117.222461 
+L 192.782806 118.922802 
+L 183.654166 117.038404 
+L 192.312607 113.586678 
+L 191.579986 115.443753 
+L 200.045318 114.69782 
+L 200.202051 116.476528 
+" clip-path="url(#p41f1be773b)" style="fill: #482677; fill-opacity: 0.3"/>
+    <path d="M 229.716377 116.46187 
+L 221.252373 117.222727 
+L 222.301456 118.921222 
+L 213.169508 117.052923 
+L 221.821849 113.585935 
+L 221.092504 115.444299 
+L 229.556508 114.683442 
+L 229.716377 116.46187 
+" clip-path="url(#p41f1be773b)" style="fill: #482979; fill-opacity: 0.3"/>
+    <path d="M 259.23012 116.478058 
+L 250.764651 117.222432 
+L 251.810424 118.922967 
+L 242.682132 117.036889 
+L 251.341208 113.586756 
+L 250.608245 115.443696 
+L 259.073715 114.699322 
+L 259.23012 116.478058 
+" clip-path="url(#p41f1be773b)" style="fill: #472d7b; fill-opacity: 0.3"/>
+    <path d="M 288.743514 116.50828 
+L 280.275394 117.221873 
+L 281.314979 118.926197 
+L 272.193604 117.006945 
+L 280.865165 113.588316 
+L 280.125456 115.442579 
+L 288.593576 114.728986 
+L 288.743514 116.50828 
+" clip-path="url(#p41f1be773b)" style="fill: #46307e; fill-opacity: 0.3"/>
+    <path d="M 318.256646 116.544023 
+L 309.785536 117.221195 
+L 310.817782 118.929974 
+L 301.704744 116.971516 
+L 310.390927 113.590208 
+L 309.643251 115.441273 
+L 318.114361 114.764101 
+L 318.256646 116.544023 
+" clip-path="url(#p41f1be773b)" style="fill: #463480; fill-opacity: 0.3"/>
+    <path d="M 347.769586 116.580963 
+L 339.29555 117.220476 
+L 340.32019 118.933827 
+L 331.215948 116.934884 
+L 339.917073 113.592216 
+L 339.161177 115.43994 
+L 347.635213 114.800426 
+L 347.769586 116.580963 
+" clip-path="url(#p41f1be773b)" style="fill: #443983; fill-opacity: 0.3"/>
+    <path d="M 377.282396 116.616946 
+L 368.80567 117.219759 
+L 369.822882 118.937531 
+L 360.727381 116.899184 
+L 369.442899 113.594225 
+L 368.679009 115.438657 
+L 377.155735 114.835844 
+L 377.282396 116.616946 
+" clip-path="url(#p41f1be773b)" style="fill: #433d84; fill-opacity: 0.3"/>
+    <path d="M 406.795131 116.650964 
+L 398.316008 117.219066 
+L 399.326178 118.940988 
+L 390.239098 116.865417 
+L 398.968075 113.596171 
+L 398.19664 115.43746 
+L 406.675763 114.869359 
+L 406.795131 116.650964 
+" clip-path="url(#p41f1be773b)" style="fill: #424186; fill-opacity: 0.3"/>
+    <path d="M 74.910175 103.642493 
+L 72.91053 95.382971 
+L 71.385146 96.670862 
+L 71.887547 87.363306 
+L 76.591537 95.410386 
+L 74.645994 94.962813 
+L 76.645639 103.222334 
+L 74.910175 103.642493 
+" clip-path="url(#p41f1be773b)" style="fill: #8bd646; fill-opacity: 0.3"/>
+    <path d="M 111.594599 96.450617 
+L 103.09806 96.286009 
+L 103.956106 98.088567 
+L 95.081661 95.237735 
+L 104.059867 92.732772 
+L 103.132647 94.500744 
+L 111.629186 94.665352 
+L 111.594599 96.450617 
+" clip-path="url(#p41f1be773b)" style="fill: #472c7a; fill-opacity: 0.3"/>
+    <path d="M 141.160155 95.903847 
+L 132.671283 96.30049 
+L 133.646451 98.042473 
+L 124.603169 95.783699 
+L 133.396427 92.691511 
+L 132.587941 94.516836 
+L 141.076813 94.120193 
+L 141.160155 95.903847 
+" clip-path="url(#p41f1be773b)" style="fill: #472a7a; fill-opacity: 0.3"/>
+    <path d="M 170.684136 95.699622 
+L 162.207584 96.304878 
+L 163.225291 98.022356 
+L 154.129203 95.98663 
+L 162.843768 92.67916 
+L 162.08041 94.523812 
+L 170.556962 93.918557 
+L 170.684136 95.699622 
+" clip-path="url(#p41f1be773b)" style="fill: #472c7a; fill-opacity: 0.3"/>
+    <path d="M 200.200726 95.618859 
+L 191.730456 96.306461 
+L 192.764805 98.013968 
+L 183.649363 96.066733 
+L 192.331376 92.674732 
+L 191.58598 94.526715 
+L 200.05625 93.839114 
+L 200.200726 95.618859 
+" clip-path="url(#p41f1be773b)" style="fill: #472d7b; fill-opacity: 0.3"/>
+    <path d="M 229.715361 95.595638 
+L 221.247045 96.3069 
+L 222.28616 98.011511 
+L 213.165314 96.089748 
+L 221.837816 92.673506 
+L 221.097597 94.527565 
+L 229.565913 93.816304 
+L 229.715361 95.595638 
+" clip-path="url(#p41f1be773b)" style="fill: #46307e; fill-opacity: 0.3"/>
+    <path d="M 259.229277 95.601175 
+L 250.760489 96.306796 
+L 251.798469 98.012098 
+L 242.678904 96.084261 
+L 251.35368 92.673796 
+L 250.612226 94.527362 
+L 259.081014 93.821741 
+L 259.229277 95.601175 
+" clip-path="url(#p41f1be773b)" style="fill: #463480; fill-opacity: 0.3"/>
+    <path d="M 288.742815 95.621093 
+L 280.272361 96.306418 
+L 281.306251 98.014203 
+L 272.191333 96.064518 
+L 280.874256 92.674851 
+L 280.128362 94.526634 
+L 288.598817 93.841309 
+L 288.742815 95.621093 
+" clip-path="url(#p41f1be773b)" style="fill: #453882; fill-opacity: 0.3"/>
+    <path d="M 318.256105 95.647795 
+L 309.783492 96.305903 
+L 310.811891 98.017001 
+L 301.703283 96.038043 
+L 310.397052 92.676288 
+L 309.645213 94.525666 
+L 318.117825 93.867557 
+L 318.256105 95.647795 
+" clip-path="url(#p41f1be773b)" style="fill: #443b84; fill-opacity: 0.3"/>
+    <path d="M 347.769219 95.677168 
+L 339.294333 96.305327 
+L 340.316678 98.020049 
+L 331.215121 96.008909 
+L 339.920718 92.677903 
+L 339.162347 94.524611 
+L 347.637232 93.896453 
+L 347.769219 95.677168 
+" clip-path="url(#p41f1be773b)" style="fill: #424086; fill-opacity: 0.3"/>
+    <path d="M 377.282213 95.706979 
+L 368.805129 96.304729 
+L 369.821315 98.023108 
+L 360.727032 95.979329 
+L 369.444522 92.679576 
+L 368.679531 94.523552 
+L 377.156616 93.925801 
+L 377.282213 95.706979 
+" clip-path="url(#p41f1be773b)" style="fill: #414487; fill-opacity: 0.3"/>
+    <path d="M 406.795131 95.736035 
+L 398.316008 96.304136 
+L 399.326178 98.026058 
+L 390.239098 95.950487 
+L 398.968075 92.681241 
+L 398.19664 94.52253 
+L 406.675763 93.954429 
+L 406.795131 95.736035 
+" clip-path="url(#p41f1be773b)" style="fill: #3f4889; fill-opacity: 0.3"/>
+    <path d="M 74.931848 82.724702 
+L 72.910494 74.470466 
+L 71.388502 75.762363 
+L 71.86643 66.453518 
+L 76.59156 74.488203 
+L 74.644847 74.045746 
+L 76.666201 82.299982 
+L 74.931848 82.724702 
+" clip-path="url(#p41f1be773b)" style="fill: #c5e021; fill-opacity: 0.3"/>
+    <path d="M 111.595932 75.525187 
+L 103.099191 75.371395 
+L 103.95953 77.172859 
+L 95.081464 74.333326 
+L 104.056474 71.816937 
+L 103.131505 73.586087 
+L 111.628247 73.73988 
+L 111.595932 75.525187 
+" clip-path="url(#p41f1be773b)" style="fill: #46337f; fill-opacity: 0.3"/>
+    <path d="M 141.158416 75.016665 
+L 132.668266 75.384921 
+L 133.637604 77.130156 
+L 124.601925 74.841155 
+L 133.405473 71.778388 
+L 132.590889 73.600999 
+L 141.081039 73.232743 
+L 141.158416 75.016665 
+" clip-path="url(#p41f1be773b)" style="fill: #46327e; fill-opacity: 0.3"/>
+    <path d="M 170.682583 74.824787 
+L 162.203209 75.38913 
+L 163.212616 77.1115 
+L 154.126458 75.031902 
+L 162.856883 71.766524 
+L 162.084631 73.607472 
+L 170.564006 73.043129 
+L 170.682583 74.824787 
+" clip-path="url(#p41f1be773b)" style="fill: #46337f; fill-opacity: 0.3"/>
+    <path d="M 200.199559 74.744164 
+L 191.72606 75.390753 
+L 192.752131 77.103248 
+L 183.646222 75.111908 
+L 192.344553 71.761976 
+L 191.5902 73.610329 
+L 200.0637 72.96374 
+L 200.199559 74.744164 
+" clip-path="url(#p41f1be773b)" style="fill: #463480; fill-opacity: 0.3"/>
+    <path d="M 229.714453 74.715759 
+L 221.243213 75.391304 
+L 222.275131 77.100282 
+L 213.162469 75.140076 
+L 221.8493 71.760434 
+L 221.101269 73.611355 
+L 229.572509 72.935809 
+L 229.714453 74.715759 
+" clip-path="url(#p41f1be773b)" style="fill: #453882; fill-opacity: 0.3"/>
+    <path d="M 259.228543 74.714297 
+L 250.757422 75.391333 
+L 251.789641 77.100129 
+L 242.676635 75.141525 
+L 251.362871 71.760356 
+L 250.615166 73.611408 
+L 259.086287 72.934373 
+L 259.228543 74.714297 
+" clip-path="url(#p41f1be773b)" style="fill: #443b84; fill-opacity: 0.3"/>
+    <path d="M 288.742227 74.72709 
+L 280.270074 75.391086 
+L 281.299661 77.101469 
+L 272.18968 75.12884 
+L 280.881111 71.761045 
+L 280.130557 73.610945 
+L 288.60271 72.946949 
+L 288.742227 74.72709 
+" clip-path="url(#p41f1be773b)" style="fill: #423f85; fill-opacity: 0.3"/>
+    <path d="M 318.255659 74.74727 
+L 309.781919 75.390692 
+L 310.80735 77.10357 
+L 301.702186 75.108826 
+L 310.401769 71.762146 
+L 309.646725 73.610218 
+L 318.120465 72.966796 
+L 318.255659 74.74727 
+" clip-path="url(#p41f1be773b)" style="fill: #414287; fill-opacity: 0.3"/>
+    <path d="M 347.768921 74.770979 
+L 339.293379 75.390223 
+L 340.313919 77.106019 
+L 331.214483 75.085307 
+L 339.923579 71.76346 
+L 339.163265 73.60937 
+L 347.638807 72.990126 
+L 347.768921 74.770979 
+" clip-path="url(#p41f1be773b)" style="fill: #404688; fill-opacity: 0.3"/>
+    <path d="M 377.282065 74.796011 
+L 368.804696 75.389719 
+L 369.820063 77.108582 
+L 360.726755 75.060467 
+L 369.445819 71.764871 
+L 368.679948 73.608482 
+L 377.157317 73.014774 
+L 377.282065 74.796011 
+" clip-path="url(#p41f1be773b)" style="fill: #3e4a89; fill-opacity: 0.3"/>
+    <path d="M 406.795131 74.821105 
+L 398.316008 75.389206 
+L 399.326178 77.111128 
+L 390.239098 75.035557 
+L 398.968075 71.766311 
+L 398.19664 73.607601 
+L 406.675763 73.039499 
+L 406.795131 74.821105 
+" clip-path="url(#p41f1be773b)" style="fill: #3c4f8a; fill-opacity: 0.3"/>
+    <path d="M 74.949746 61.807365 
+L 72.91047 53.55754 
+L 71.391286 54.852739 
+L 71.848995 45.542878 
+L 76.591565 53.567281 
+L 74.643896 53.129054 
+L 76.683172 61.378879 
+L 74.949746 61.807365 
+" clip-path="url(#p41f1be773b)" style="fill: #fde725; fill-opacity: 0.3"/>
+    <path d="M 111.596901 54.602561 
+L 103.10002 54.456695 
+L 103.962039 56.257357 
+L 95.081328 53.426107 
+L 104.053986 50.901346 
+L 103.130669 52.671359 
+L 111.62755 52.817224 
+L 111.596901 54.602561 
+" clip-path="url(#p41f1be773b)" style="fill: #443a83; fill-opacity: 0.3"/>
+    <path d="M 141.157098 54.121849 
+L 132.66608 54.469522 
+L 133.631184 56.217101 
+L 124.601081 53.906204 
+L 133.412028 50.864786 
+L 132.593028 52.685417 
+L 141.084046 52.337744 
+L 141.157098 54.121849 
+" clip-path="url(#p41f1be773b)" style="fill: #443983; fill-opacity: 0.3"/>
+    <path d="M 170.681327 53.939135 
+L 162.200017 54.47359 
+L 163.203347 56.199506 
+L 154.124574 54.087898 
+L 162.866453 50.85331 
+L 162.087719 52.691525 
+L 170.569029 52.15707 
+L 170.681327 53.939135 
+" clip-path="url(#p41f1be773b)" style="fill: #443983; fill-opacity: 0.3"/>
+    <path d="M 200.198568 53.859051 
+L 191.722803 54.475233 
+L 192.742724 56.191398 
+L 183.644018 54.167399 
+L 192.354313 50.848698 
+L 191.593333 52.694333 
+L 200.069098 52.078151 
+L 200.198568 53.859051 
+" clip-path="url(#p41f1be773b)" style="fill: #443b84; fill-opacity: 0.3"/>
+    <path d="M 229.71367 53.827261 
+L 221.240325 54.475862 
+L 222.266802 56.188113 
+L 213.160421 54.198934 
+L 221.857957 50.846938 
+L 221.104043 52.69547 
+L 229.577388 52.04687 
+L 229.71367 53.827261 
+" clip-path="url(#p41f1be773b)" style="fill: #423f85; fill-opacity: 0.3"/>
+    <path d="M 259.227916 53.820905 
+L 250.755069 54.475986 
+L 251.782855 56.187451 
+L 242.674956 54.205238 
+L 251.369925 50.846591 
+L 250.617425 52.695699 
+L 259.090272 52.040618 
+L 259.227916 53.820905 
+" clip-path="url(#p41f1be773b)" style="fill: #424186; fill-opacity: 0.3"/>
+    <path d="M 288.74173 53.828508 
+L 280.268288 54.475838 
+L 281.294508 56.188242 
+L 272.188426 54.197698 
+L 280.886464 50.847006 
+L 280.132273 52.695425 
+L 288.605716 52.048096 
+L 288.74173 53.828508 
+" clip-path="url(#p41f1be773b)" style="fill: #404688; fill-opacity: 0.3"/>
+    <path d="M 318.255287 53.843778 
+L 309.780669 54.475537 
+L 310.803742 56.189824 
+L 301.701332 54.182552 
+L 310.405512 50.847847 
+L 309.647926 52.694878 
+L 318.122544 52.063119 
+L 318.255287 53.843778 
+" clip-path="url(#p41f1be773b)" style="fill: #3e4989; fill-opacity: 0.3"/>
+    <path d="M 347.768673 53.863094 
+L 339.29261 54.475152 
+L 340.311695 56.191813 
+L 331.213975 54.163388 
+L 339.925884 50.848925 
+L 339.164006 52.694189 
+L 347.64007 52.082131 
+L 347.768673 53.863094 
+" clip-path="url(#p41f1be773b)" style="fill: #3d4d8a; fill-opacity: 0.3"/>
+    <path d="M 377.281942 53.884318 
+L 368.804343 54.474724 
+L 369.81904 56.193982 
+L 360.726531 54.142324 
+L 369.446877 50.850126 
+L 368.680289 52.693438 
+L 377.157888 52.103033 
+L 377.281942 53.884318 
+" clip-path="url(#p41f1be773b)" style="fill: #3b518b; fill-opacity: 0.3"/>
+    <path d="M 406.795131 53.906175 
+L 398.316008 54.474276 
+L 399.326178 56.196198 
+L 390.239098 54.120628 
+L 398.968075 50.851381 
+L 398.19664 52.692671 
+L 406.675763 52.124569 
+L 406.795131 53.906175 
+" clip-path="url(#p41f1be773b)" style="fill: #39558c; fill-opacity: 0.3"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m5d32ef5a4a" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m5d32ef5a4a" x="73.675627" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(70.494377 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m5d32ef5a4a" x="152.225635" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 5 -->
+      <g transform="translate(149.044385 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m5d32ef5a4a" x="230.775643" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 10 -->
+      <g transform="translate(224.413143 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m5d32ef5a4a" x="309.325651" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 15 -->
+      <g transform="translate(302.963151 322.182437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m5d32ef5a4a" x="387.875659" y="307.584" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 20 -->
+      <g transform="translate(381.513159 322.182437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- k -->
+     <g transform="translate(233.264688 335.860562) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-6b"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_6">
+      <defs>
+       <path id="m4e9e1390cb" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m4e9e1390cb" x="57.6" y="295.488" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0.0 -->
+      <g transform="translate(34.696875 299.287219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_7">
+      <g>
+       <use xlink:href="#m4e9e1390cb" x="57.6" y="252.114381" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.5 -->
+      <g transform="translate(34.696875 255.9136) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m4e9e1390cb" x="57.6" y="208.740762" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 1.0 -->
+      <g transform="translate(34.696875 212.53998) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m4e9e1390cb" x="57.6" y="165.367143" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 1.5 -->
+      <g transform="translate(34.696875 169.166361) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m4e9e1390cb" x="57.6" y="121.993523" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 2.0 -->
+      <g transform="translate(34.696875 125.792742) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m4e9e1390cb" x="57.6" y="78.619904" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 2.5 -->
+      <g transform="translate(34.696875 82.419123) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_13">
+     <!-- c -->
+     <g transform="translate(28.617188 177.277219) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-63"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_12">
+    <path d="M 73.832727 273.802176 
+L 75.464157 251.47173 
+L 77.095587 242.849469 
+L 78.727017 237.115103 
+L 80.358447 232.79014 
+L 81.989877 229.325109 
+L 83.621307 226.448317 
+L 85.252736 224.00334 
+L 86.884166 221.890995 
+L 88.515596 220.044021 
+L 90.147026 218.414488 
+L 91.778456 216.966905 
+L 95.041316 214.515128 
+L 98.304175 212.533472 
+L 101.567035 210.920207 
+L 104.829895 209.60466 
+L 108.092755 208.535529 
+L 111.355614 207.674272 
+L 114.618474 206.991122 
+L 119.512764 206.250184 
+L 124.407053 205.796876 
+L 129.301343 205.585437 
+L 134.195633 205.580691 
+L 140.721352 205.848843 
+L 147.247072 206.384682 
+L 153.772791 207.148968 
+L 160.298511 208.110876 
+L 168.45566 209.553988 
+L 176.61281 211.229114 
+L 186.401389 213.503058 
+L 196.189968 216.025817 
+L 205.978547 218.764454 
+L 217.398556 222.197287 
+L 228.818566 225.854101 
+L 241.870005 230.27271 
+L 254.921444 234.915223 
+L 269.604312 240.372538 
+L 285.918611 246.691435 
+L 302.23291 253.245906 
+L 320.178639 260.694728 
+L 339.755797 269.071831 
+L 360.964386 278.406777 
+L 382.172974 287.979631 
+L 398.487273 295.488 
+L 398.487273 295.488 
+" clip-path="url(#p41f1be773b)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_13">
+    <path d="M 109.039944 307.584 
+L 109.039944 41.472 
+" clip-path="url(#p41f1be773b)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #1f77b4; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_14">
+    <path d="M 73.832727 283.632227 
+L 75.464157 268.094567 
+L 77.095587 260.827039 
+L 78.727017 255.403996 
+L 80.358447 250.912018 
+L 81.989877 247.001371 
+L 83.621307 243.49661 
+L 86.884166 237.329938 
+L 90.147026 231.942133 
+L 93.409886 227.09752 
+L 96.672746 222.658658 
+L 99.935605 218.537291 
+L 104.829895 212.82294 
+L 109.724185 207.551648 
+L 114.618474 202.631858 
+L 119.512764 197.998778 
+L 126.038483 192.188802 
+L 132.564203 186.726436 
+L 139.089922 181.553186 
+L 145.615642 176.625236 
+L 153.772791 170.759445 
+L 161.929941 165.173536 
+L 170.08709 159.828656 
+L 179.875669 153.689773 
+L 189.664249 147.81141 
+L 201.084258 141.238999 
+L 212.504267 134.93483 
+L 223.924276 128.86561 
+L 236.975715 122.182941 
+L 250.027154 115.739755 
+L 264.710023 108.744555 
+L 279.392892 101.987959 
+L 295.70719 94.729753 
+L 312.021489 87.705951 
+L 329.967218 80.222144 
+L 349.544376 72.317494 
+L 369.121535 64.655918 
+L 390.330123 56.602523 
+L 398.487273 53.568 
+L 398.487273 53.568 
+" clip-path="url(#p41f1be773b)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_15">
+    <defs>
+     <path id="m13e13e9a60" d="M 0 -3 
+L -0.673542 -0.927051 
+L -2.85317 -0.927051 
+L -1.089814 0.354102 
+L -1.763356 2.427051 
+L -0 1.145898 
+L 1.763356 2.427051 
+L 1.089814 0.354102 
+L 2.85317 -0.927051 
+L 0.673542 -0.927051 
+z
+" style="stroke: #ff0000; stroke-linejoin: bevel"/>
+    </defs>
+    <g clip-path="url(#p41f1be773b)">
+     <use xlink:href="#m13e13e9a60" x="109.039944" y="208.265557" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: bevel"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 57.6 307.584 
+L 57.6 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 414.72 307.584 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 57.6 307.584 
+L 414.72 307.584 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 57.6 41.472 
+L 414.72 41.472 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_14">
+    <!-- Phase diagram and consumption rule -->
+    <g transform="translate(123.904687 22.034625) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-50" d="M 1259 4147 
+L 1259 2394 
+L 2053 2394 
+Q 2494 2394 2734 2622 
+Q 2975 2850 2975 3272 
+Q 2975 3691 2734 3919 
+Q 2494 4147 2053 4147 
+L 1259 4147 
+z
+M 628 4666 
+L 2053 4666 
+Q 2838 4666 3239 4311 
+Q 3641 3956 3641 3272 
+Q 3641 2581 3239 2228 
+Q 2838 1875 2053 1875 
+L 1259 1875 
+L 1259 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-50"/>
+     <use xlink:href="#DejaVuSans-68" transform="translate(60.302734 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(123.681641 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(184.960938 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(237.060547 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(298.583984 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(330.371094 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(393.847656 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(421.630859 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(482.910156 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(546.386719 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(587.5 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(648.779297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(746.191406 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(777.978516 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(839.257812 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(902.636719 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(966.113281 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(997.900391 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1052.880859 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1114.0625 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1177.441406 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(1229.541016 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(1292.919922 0)"/>
+     <use xlink:href="#DejaVuSans-70" transform="translate(1390.332031 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1453.808594 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1493.017578 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(1520.800781 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1581.982422 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1645.361328 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(1677.148438 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(1718.261719 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(1781.640625 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1809.423828 0)"/>
+    </g>
+    <!-- (normalized by efficiency units) -->
+    <g transform="translate(141.413437 35.472) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-7a" d="M 353 3500 
+L 3084 3500 
+L 3084 2975 
+L 922 459 
+L 3084 459 
+L 3084 0 
+L 275 0 
+L 275 525 
+L 2438 3041 
+L 353 3041 
+L 353 3500 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-62" d="M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+M 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2969 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-66" d="M 2375 4863 
+L 2375 4384 
+L 1825 4384 
+Q 1516 4384 1395 4259 
+Q 1275 4134 1275 3809 
+L 1275 3500 
+L 2222 3500 
+L 2222 3053 
+L 1275 3053 
+L 1275 0 
+L 697 0 
+L 697 3053 
+L 147 3053 
+L 147 3500 
+L 697 3500 
+L 697 3744 
+Q 697 4328 969 4595 
+Q 1241 4863 1831 4863 
+L 2375 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-28"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(39.013672 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(102.392578 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(163.574219 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(202.9375 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(300.349609 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(361.628906 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(389.412109 0)"/>
+     <use xlink:href="#DejaVuSans-7a" transform="translate(417.195312 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(469.685547 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(531.208984 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(594.685547 0)"/>
+     <use xlink:href="#DejaVuSans-62" transform="translate(626.472656 0)"/>
+     <use xlink:href="#DejaVuSans-79" transform="translate(689.949219 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(749.128906 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(780.916016 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(842.439453 0)"/>
+     <use xlink:href="#DejaVuSans-66" transform="translate(877.644531 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(912.849609 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(940.632812 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(995.613281 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1023.396484 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1084.919922 0)"/>
+     <use xlink:href="#DejaVuSans-63" transform="translate(1148.298828 0)"/>
+     <use xlink:href="#DejaVuSans-79" transform="translate(1203.279297 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1262.458984 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(1294.246094 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(1357.625 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1421.003906 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1448.787109 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1487.996094 0)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(1540.095703 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 312.393438 206.095188 
+L 407.72 206.095188 
+Q 409.72 206.095188 409.72 204.095188 
+L 409.72 144.960813 
+Q 409.72 142.960813 407.72 142.960813 
+L 312.393438 142.960813 
+Q 310.393438 142.960813 310.393438 144.960813 
+L 310.393438 204.095188 
+Q 310.393438 206.095188 312.393438 206.095188 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_16">
+     <path d="M 314.393438 152.481125 
+L 324.393438 152.481125 
+L 334.393438 152.481125 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_15">
+     <!-- $\dot{k}=0$ locus -->
+     <g transform="translate(342.393438 155.981125) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-307" d="M -1894 4863 
+L -1319 4863 
+L -1319 4134 
+L -1894 4134 
+L -1894 4863 
+z
+M -1600 3584 
+L -1600 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6b" d="M 1172 4863 
+L 1747 4863 
+L 1197 2028 
+L 3169 3500 
+L 3916 3500 
+L 1716 1825 
+L 3322 0 
+L 2625 0 
+L 1131 1709 
+L 800 0 
+L 225 0 
+L 1172 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-3d" d="M 678 2906 
+L 4684 2906 
+L 4684 2381 
+L 678 2381 
+L 678 2906 
+z
+M 678 1631 
+L 4684 1631 
+L 4684 1100 
+L 678 1100 
+L 678 1631 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-307" transform="translate(61.071289 33.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6b" transform="translate(0 0.53125)"/>
+      <use xlink:href="#DejaVuSans-3d" transform="translate(77.392578 0.53125)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(180.664062 0.53125)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(244.287109 0.53125)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(276.074219 0.53125)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(303.857422 0.53125)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(365.039062 0.53125)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(420.019531 0.53125)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(483.398438 0.53125)"/>
+     </g>
+    </g>
+    <g id="line2d_17">
+     <path d="M 314.393438 167.15925 
+L 324.393438 167.15925 
+L 334.393438 167.15925 
+" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #1f77b4; stroke-width: 1.5"/>
+    </g>
+    <g id="text_16">
+     <!-- $\dot{c}=0$ locus -->
+     <g transform="translate(342.393438 170.65925) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-Oblique-63" d="M 3431 3366 
+L 3316 2797 
+Q 3109 2947 2876 3022 
+Q 2644 3097 2394 3097 
+Q 2119 3097 1870 3000 
+Q 1622 2903 1453 2725 
+Q 1184 2453 1037 2087 
+Q 891 1722 891 1331 
+Q 891 859 1127 628 
+Q 1363 397 1844 397 
+Q 2081 397 2348 469 
+Q 2616 541 2906 684 
+L 2797 116 
+Q 2547 13 2283 -39 
+Q 2019 -91 1741 -91 
+Q 1044 -91 669 257 
+Q 294 606 294 1253 
+Q 294 1797 489 2255 
+Q 684 2713 1069 3078 
+Q 1331 3328 1684 3456 
+Q 2038 3584 2456 3584 
+Q 2700 3584 2940 3529 
+Q 3181 3475 3431 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-307" transform="translate(59.338867 13.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(0 0.515625)"/>
+      <use xlink:href="#DejaVuSans-3d" transform="translate(74.462891 0.515625)"/>
+      <use xlink:href="#DejaVuSans-30" transform="translate(177.734375 0.515625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(241.357422 0.515625)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(273.144531 0.515625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(300.927734 0.515625)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(362.109375 0.515625)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(417.089844 0.515625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(480.46875 0.515625)"/>
+     </g>
+    </g>
+    <g id="line2d_18">
+     <path d="M 314.393438 181.837375 
+L 324.393438 181.837375 
+L 334.393438 181.837375 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_17">
+     <!-- Saddle path -->
+     <g transform="translate(342.393438 185.337375) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-53"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(63.476562 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(124.755859 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(188.232422 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(251.708984 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(279.492188 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(341.015625 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(372.802734 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(436.279297 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(497.558594 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(536.767578 0)"/>
+     </g>
+    </g>
+    <g id="line2d_19">
+     <g>
+      <use xlink:href="#m13e13e9a60" x="324.393438" y="196.5155" style="fill: #ff0000; stroke: #ff0000; stroke-linejoin: bevel"/>
+     </g>
+    </g>
+    <g id="text_18">
+     <!-- Steady state -->
+     <g transform="translate(342.393438 200.0155) scale(0.1 -0.1)">
+      <use xlink:href="#DejaVuSans-53"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(63.476562 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(102.685547 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(164.208984 0)"/>
+      <use xlink:href="#DejaVuSans-64" transform="translate(225.488281 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(288.964844 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(348.144531 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(379.931641 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(432.03125 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(471.240234 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(532.519531 0)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(571.728516 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p41f1be773b">
+   <rect x="57.6" y="41.472" width="357.12" height="266.112"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.jpg b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.jpg
new file mode 100644
index 00000000..fb410f11
Binary files /dev/null and b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.jpg differ
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.pdf b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.pdf
new file mode 100644
index 00000000..2ed8d66b
Binary files /dev/null and b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.pdf differ
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.png b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.png
new file mode 100644
index 00000000..ad3e6a54
Binary files /dev/null and b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.png differ
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.svg b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.svg
new file mode 100644
index 00000000..77a4ae2a
--- /dev/null
+++ b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedData.svg
@@ -0,0 +1,1404 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="936pt" height="288pt" viewBox="0 0 936 288" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 288 
+L 936 288 
+L 936 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 117 256.32 
+L 842.4 256.32 
+L 842.4 34.56 
+L 117 34.56 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="FillBetweenPolyCollection_1">
+    <path d="M 289.355303 44.64 
+L 289.355303 246.24 
+L 294.756818 246.24 
+L 294.756818 44.64 
+L 294.756818 44.64 
+L 289.355303 44.64 
+z
+" clip-path="url(#p465a69dcec)" style="fill-opacity: 0.1"/>
+    <path d="M 514.516288 44.64 
+L 514.516288 246.24 
+L 519.859091 246.24 
+L 525.260606 246.24 
+L 525.260606 44.64 
+L 525.260606 44.64 
+L 519.859091 44.64 
+L 514.516288 44.64 
+z
+" clip-path="url(#p465a69dcec)" style="fill-opacity: 0.1"/>
+    <path d="M 659.300379 44.64 
+L 659.300379 246.24 
+L 664.643182 246.24 
+L 669.985985 246.24 
+L 675.3875 246.24 
+L 680.789015 246.24 
+L 686.073106 246.24 
+L 686.073106 44.64 
+L 686.073106 44.64 
+L 680.789015 44.64 
+L 675.3875 44.64 
+L 669.985985 44.64 
+L 664.643182 44.64 
+L 659.300379 44.64 
+z
+" clip-path="url(#p465a69dcec)" style="fill-opacity: 0.1"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 144.629924 256.32 
+L 144.629924 34.56 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_2">
+      <defs>
+       <path id="m30458bc0fa" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m30458bc0fa" x="144.629924" y="256.32" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 1984 -->
+      <g transform="translate(131.904924 270.918437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-39" d="M 703 97 
+L 703 672 
+Q 941 559 1184 500 
+Q 1428 441 1663 441 
+Q 2288 441 2617 861 
+Q 2947 1281 2994 2138 
+Q 2813 1869 2534 1725 
+Q 2256 1581 1919 1581 
+Q 1219 1581 811 2004 
+Q 403 2428 403 3163 
+Q 403 3881 828 4315 
+Q 1253 4750 1959 4750 
+Q 2769 4750 3195 4129 
+Q 3622 3509 3622 2328 
+Q 3622 1225 3098 567 
+Q 2575 -91 1691 -91 
+Q 1453 -91 1209 -44 
+Q 966 3 703 97 
+z
+M 1959 2075 
+Q 2384 2075 2632 2365 
+Q 2881 2656 2881 3163 
+Q 2881 3666 2632 3958 
+Q 2384 4250 1959 4250 
+Q 1534 4250 1286 3958 
+Q 1038 3666 1038 3163 
+Q 1038 2656 1286 2365 
+Q 1534 2075 1959 2075 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 230.408333 256.32 
+L 230.408333 34.56 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m30458bc0fa" x="230.408333" y="256.32" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 1988 -->
+      <g transform="translate(217.683333 270.918437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 316.186742 256.32 
+L 316.186742 34.56 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m30458bc0fa" x="316.186742" y="256.32" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 1992 -->
+      <g transform="translate(303.461742 270.918437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 401.965152 256.32 
+L 401.965152 34.56 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m30458bc0fa" x="401.965152" y="256.32" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 1996 -->
+      <g transform="translate(389.240152 270.918437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-39" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 487.743561 256.32 
+L 487.743561 34.56 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m30458bc0fa" x="487.743561" y="256.32" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 2000 -->
+      <g transform="translate(475.018561 270.918437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 573.52197 256.32 
+L 573.52197 34.56 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m30458bc0fa" x="573.52197" y="256.32" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 2004 -->
+      <g transform="translate(560.79697 270.918437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 659.300379 256.32 
+L 659.300379 34.56 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m30458bc0fa" x="659.300379" y="256.32" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 2008 -->
+      <g transform="translate(646.575379 270.918437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_15">
+      <path d="M 745.078788 256.32 
+L 745.078788 34.56 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#m30458bc0fa" x="745.078788" y="256.32" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 2012 -->
+      <g transform="translate(732.353788 270.918437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_17">
+      <path d="M 830.857197 256.32 
+L 830.857197 34.56 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_18">
+      <g>
+       <use xlink:href="#m30458bc0fa" x="830.857197" y="256.32" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 2016 -->
+      <g transform="translate(818.132197 270.918437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(127.246094 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(190.869141 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_19">
+      <defs>
+       <path id="m274e31d61c" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m274e31d61c" x="117" y="241.465727" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- −0.03 -->
+      <g transform="translate(79.354687 245.264946) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(242.822266 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_20">
+      <g>
+       <use xlink:href="#m274e31d61c" x="117" y="200.961335" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- −0.02 -->
+      <g transform="translate(79.354687 204.760554) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(242.822266 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_21">
+      <g>
+       <use xlink:href="#m274e31d61c" x="117" y="160.456943" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- −0.01 -->
+      <g transform="translate(79.354687 164.256162) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(179.199219 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(242.822266 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_22">
+      <g>
+       <use xlink:href="#m274e31d61c" x="117" y="119.952551" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.00 -->
+      <g transform="translate(87.734375 123.751769) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_23">
+      <g>
+       <use xlink:href="#m274e31d61c" x="117" y="79.448158" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 0.01 -->
+      <g transform="translate(87.734375 83.247377) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_24">
+      <g>
+       <use xlink:href="#m274e31d61c" x="117" y="38.943766" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 0.02 -->
+      <g transform="translate(87.734375 42.742985) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(159.033203 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_25">
+    <path d="M 149.972727 62.32907 
+L 155.31553 91.441546 
+L 160.717045 92.110467 
+L 166.118561 84.342477 
+L 171.402652 86.22792 
+L 176.745455 67.582461 
+L 182.14697 100.342975 
+L 187.548485 106.953272 
+L 192.832576 98.259934 
+L 198.175379 81.873524 
+L 203.576894 106.3901 
+L 208.978409 112.882058 
+L 214.2625 81.909184 
+L 219.605303 89.711647 
+L 225.006818 80.780802 
+L 230.408333 91.970936 
+L 235.751136 88.230704 
+L 241.093939 94.482639 
+L 246.495455 77.490615 
+L 251.89697 90.938178 
+L 257.181061 115.042584 
+L 262.523864 98.094571 
+L 267.925379 114.155558 
+L 273.326894 114.750641 
+L 278.610985 115.706174 
+L 283.953788 123.094463 
+L 289.355303 187.143017 
+L 294.756818 154.624511 
+L 300.040909 97.841438 
+L 305.383712 100.701263 
+L 310.785227 115.720794 
+L 316.186742 75.508585 
+L 321.529545 74.993128 
+L 326.872348 87.52814 
+L 332.273864 73.097082 
+L 337.675379 103.405038 
+L 342.95947 92.236318 
+L 348.302273 91.26224 
+L 353.703788 72.112739 
+L 359.105303 66.056194 
+L 364.389394 71.317887 
+L 369.732197 111.069826 
+L 375.133712 67.549818 
+L 380.535227 107.704217 
+L 385.819318 109.621836 
+L 391.162121 99.708805 
+L 396.563636 92.308307 
+L 401.965152 87.754796 
+L 407.307955 64.886762 
+L 412.650758 85.836251 
+L 418.052273 102.694568 
+L 423.453788 84.631207 
+L 428.737879 84.118734 
+L 434.080682 58.748589 
+L 439.482197 83.200414 
+L 444.883712 67.113207 
+L 450.167803 78.349315 
+L 455.510606 69.330474 
+L 460.912121 62.025678 
+L 466.313636 79.14582 
+L 471.597727 81.974146 
+L 476.94053 77.249369 
+L 482.342045 61.295474 
+L 487.743561 127.332091 
+L 493.086364 55.99159 
+L 498.429167 107.033952 
+L 503.830682 100.733859 
+L 509.232197 152.431441 
+L 514.516288 124.621525 
+L 519.859091 131.299651 
+L 525.260606 112.749487 
+L 530.662121 100.576218 
+L 535.946212 105.744745 
+L 541.289015 108.820573 
+L 546.69053 110.514858 
+L 552.092045 126.170923 
+L 557.376136 89.563719 
+L 562.718939 61.798882 
+L 568.120455 81.840565 
+L 573.52197 82.883778 
+L 578.864773 77.650393 
+L 584.207576 76.163412 
+L 589.609091 73.357385 
+L 595.010606 80.2702 
+L 600.294697 98.182801 
+L 605.6375 89.491459 
+L 611.039015 93.09592 
+L 616.44053 75.499514 
+L 621.724621 115.19876 
+L 627.067424 112.096959 
+L 632.468939 111.918093 
+L 637.870455 119.702249 
+L 643.154545 112.458527 
+L 648.497348 114.789984 
+L 653.898864 132.297281 
+L 659.300379 145.144714 
+L 664.643182 128.07934 
+L 669.985985 170.124699 
+L 675.3875 219.086361 
+L 680.789015 219.29744 
+L 686.073106 193.326712 
+L 691.415909 114.516087 
+L 696.817424 86.060574 
+L 702.218939 92.412787 
+L 707.50303 64.587516 
+L 712.845833 79.757992 
+L 718.247348 109.004792 
+L 723.648864 118.99921 
+L 728.932955 97.423008 
+L 734.275758 111.620811 
+L 739.677273 71.064482 
+L 745.078788 111.462111 
+L 750.421591 103.394883 
+L 755.764394 121.125656 
+L 761.165909 118.502068 
+L 766.567424 79.241635 
+L 771.851515 110.031441 
+L 777.194318 85.667949 
+L 782.595833 89.892788 
+L 787.997348 119.938827 
+L 793.281439 61.141678 
+L 798.624242 76.17381 
+L 804.025758 85.105666 
+L 809.427273 81.20763 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_26">
+    <path d="M 149.972727 77.827747 
+L 155.31553 113.199914 
+L 160.717045 105.987322 
+L 166.118561 96.61836 
+L 171.402652 102.062803 
+L 176.745455 119.212606 
+L 182.14697 111.655988 
+L 187.548485 145.766813 
+L 192.832576 142.07816 
+L 198.175379 111.050606 
+L 203.576894 101.447333 
+L 208.978409 84.009601 
+L 214.2625 108.458073 
+L 219.605303 102.699416 
+L 225.006818 88.295736 
+L 230.408333 127.244361 
+L 235.751136 72.67412 
+L 241.093939 118.961137 
+L 246.495455 83.79162 
+L 251.89697 90.895568 
+L 257.181061 113.148251 
+L 262.523864 119.893791 
+L 267.925379 128.756365 
+L 273.326894 139.779 
+L 278.610985 145.929442 
+L 283.953788 150.281733 
+L 289.355303 148.199279 
+L 294.756818 168.396168 
+L 300.040909 153.857224 
+L 305.383712 134.182332 
+L 310.785227 138.361808 
+L 316.186742 152.740268 
+L 321.529545 112.74703 
+L 326.872348 124.440338 
+L 332.273864 105.852725 
+L 337.675379 94.872788 
+L 342.95947 83.568814 
+L 348.302273 106.874011 
+L 353.703788 92.859461 
+L 359.105303 104.101016 
+L 364.389394 64.143131 
+L 369.732197 83.250425 
+L 375.133712 114.692051 
+L 380.535227 105.927593 
+L 385.819318 134.375393 
+L 391.162121 84.093041 
+L 396.563636 120.8032 
+L 401.965152 120.473921 
+L 407.307955 92.583028 
+L 412.650758 97.946414 
+L 418.052273 86.775313 
+L 423.453788 103.947729 
+L 428.737879 109.141725 
+L 434.080682 106.114253 
+L 439.482197 112.275287 
+L 444.883712 104.321048 
+L 450.167803 108.749736 
+L 455.510606 125.718649 
+L 460.912121 82.154027 
+L 466.313636 141.223367 
+L 471.597727 108.676444 
+L 476.94053 105.862018 
+L 482.342045 115.112762 
+L 487.743561 157.459104 
+L 493.086364 121.674915 
+L 498.429167 133.143253 
+L 503.830682 147.565951 
+L 509.232197 131.261451 
+L 514.516288 171.765322 
+L 519.859091 181.636556 
+L 525.260606 179.658782 
+L 530.662121 163.320529 
+L 535.946212 121.668522 
+L 541.289015 146.868743 
+L 546.69053 126.29603 
+L 552.092045 169.36359 
+L 557.376136 145.161111 
+L 562.718939 127.471754 
+L 568.120455 114.698606 
+L 573.52197 103.657009 
+L 578.864773 127.054132 
+L 584.207576 109.940601 
+L 589.609091 110.374333 
+L 595.010606 120.000051 
+L 600.294697 110.78718 
+L 605.6375 123.015602 
+L 611.039015 107.630881 
+L 616.44053 86.597849 
+L 621.724621 122.624897 
+L 627.067424 117.514128 
+L 632.468939 113.786075 
+L 637.870455 138.607921 
+L 643.154545 113.679996 
+L 648.497348 143.367517 
+L 653.898864 143.671095 
+L 659.300379 131.499251 
+L 664.643182 153.881296 
+L 669.985985 176.885881 
+L 675.3875 237.113186 
+L 680.789015 231.883912 
+L 686.073106 229.846351 
+L 691.415909 181.81577 
+L 696.817424 131.20922 
+L 702.218939 107.147205 
+L 707.50303 98.006465 
+L 712.845833 111.222693 
+L 718.247348 110.8535 
+L 723.648864 115.309908 
+L 728.932955 87.30514 
+L 734.275758 118.836512 
+L 739.677273 91.470802 
+L 745.078788 123.572704 
+L 750.421591 123.595079 
+L 755.764394 106.61198 
+L 761.165909 106.609822 
+L 766.567424 104.017006 
+L 771.851515 112.291091 
+L 777.194318 113.550824 
+L 782.595833 118.4659 
+L 787.997348 112.974119 
+L 793.281439 86.115303 
+L 798.624242 97.643247 
+L 804.025758 89.186778 
+L 809.427273 113.887869 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_27">
+    <path d="M 149.972727 73.886137 
+L 155.31553 100.819194 
+L 160.717045 80.120539 
+L 166.118561 60.624311 
+L 171.402652 92.598978 
+L 176.745455 54.352314 
+L 182.14697 123.143228 
+L 187.548485 104.672394 
+L 192.832576 87.200506 
+L 198.175379 60.501741 
+L 203.576894 107.07711 
+L 208.978409 130.303464 
+L 214.2625 76.76909 
+L 219.605303 84.856723 
+L 225.006818 121.366048 
+L 230.408333 60.041328 
+L 235.751136 99.429005 
+L 241.093939 94.009618 
+L 246.495455 83.19784 
+L 251.89697 112.546794 
+L 257.181061 109.920761 
+L 262.523864 90.151196 
+L 267.925379 111.392354 
+L 273.326894 118.407027 
+L 278.610985 116.146067 
+L 283.953788 113.282055 
+L 289.355303 161.857026 
+L 294.756818 143.850115 
+L 300.040909 94.688873 
+L 305.383712 109.688909 
+L 310.785227 133.18236 
+L 316.186742 53.766814 
+L 321.529545 101.649496 
+L 326.872348 87.643578 
+L 332.273864 84.351286 
+L 337.675379 114.697742 
+L 342.95947 92.641849 
+L 348.302273 85.782423 
+L 353.703788 96.018137 
+L 359.105303 83.490498 
+L 364.389394 97.569804 
+L 369.732197 100.053326 
+L 375.133712 87.700262 
+L 380.535227 115.64643 
+L 385.819318 93.056959 
+L 391.162121 93.842356 
+L 396.563636 102.87817 
+L 401.965152 91.379961 
+L 407.307955 86.803556 
+L 412.650758 107.022849 
+L 418.052273 100.053875 
+L 423.453788 96.302633 
+L 428.737879 110.548172 
+L 434.080682 62.120733 
+L 439.482197 83.138688 
+L 444.883712 88.306415 
+L 450.167803 59.342115 
+L 455.510606 78.877364 
+L 460.912121 73.959664 
+L 466.313636 93.831091 
+L 471.597727 69.258979 
+L 476.94053 86.603764 
+L 482.342045 73.123675 
+L 487.743561 115.563576 
+L 493.086364 94.845413 
+L 498.429167 94.223685 
+L 503.830682 96.906104 
+L 509.232197 115.530197 
+L 514.516288 123.812659 
+L 519.859091 118.801285 
+L 525.260606 68.072809 
+L 530.662121 121.283412 
+L 535.946212 109.592281 
+L 541.289015 104.068728 
+L 546.69053 110.022181 
+L 552.092045 128.977157 
+L 557.376136 86.05197 
+L 562.718939 76.610315 
+L 568.120455 106.090513 
+L 573.52197 83.826064 
+L 578.864773 109.141334 
+L 584.207576 85.469347 
+L 589.609091 87.736774 
+L 595.010606 105.471564 
+L 600.294697 86.743775 
+L 605.6375 99.894036 
+L 611.039015 126.310005 
+L 616.44053 86.131087 
+L 621.724621 110.887144 
+L 627.067424 107.013187 
+L 632.468939 94.374287 
+L 637.870455 111.63377 
+L 643.154545 120.598701 
+L 648.497348 105.740507 
+L 653.898864 116.677638 
+L 659.300379 123.249045 
+L 664.643182 119.289726 
+L 669.985985 163.426226 
+L 675.3875 168.915186 
+L 680.789015 131.763301 
+L 686.073106 149.327967 
+L 691.415909 103.691279 
+L 696.817424 135.485021 
+L 702.218939 100.946743 
+L 707.50303 92.492767 
+L 712.845833 101.3371 
+L 718.247348 105.526486 
+L 723.648864 106.889771 
+L 728.932955 123.653487 
+L 734.275758 117.02717 
+L 739.677273 122.421689 
+L 745.078788 124.474467 
+L 750.421591 121.729132 
+L 755.764394 121.664991 
+L 761.165909 113.891289 
+L 766.567424 104.630603 
+L 771.851515 117.229575 
+L 777.194318 113.37291 
+L 782.595833 94.360366 
+L 787.997348 113.967102 
+L 793.281439 90.056038 
+L 798.624242 90.04256 
+L 804.025758 83.485609 
+L 809.427273 103.297415 
+" clip-path="url(#p465a69dcec)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 117 256.32 
+L 117 34.56 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 842.4 256.32 
+L 842.4 34.56 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 117 256.32 
+L 842.4 256.32 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 117 34.56 
+L 842.4 34.56 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 124 251.32 
+L 222.229688 251.32 
+Q 224.229688 251.32 224.229688 249.32 
+L 224.229688 206.285625 
+Q 224.229688 204.285625 222.229688 204.285625 
+L 124 204.285625 
+Q 122 204.285625 122 206.285625 
+L 122 249.32 
+Q 122 251.32 124 251.32 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_28">
+     <path d="M 126 212.384062 
+L 136 212.384062 
+L 146 212.384062 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_16">
+     <!-- Output -->
+     <g transform="translate(154 215.884062) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4f" d="M 2522 4238 
+Q 1834 4238 1429 3725 
+Q 1025 3213 1025 2328 
+Q 1025 1447 1429 934 
+Q 1834 422 2522 422 
+Q 3209 422 3611 934 
+Q 4013 1447 4013 2328 
+Q 4013 3213 3611 3725 
+Q 3209 4238 2522 4238 
+z
+M 2522 4750 
+Q 3503 4750 4090 4092 
+Q 4678 3434 4678 2328 
+Q 4678 1225 4090 567 
+Q 3503 -91 2522 -91 
+Q 1538 -91 948 565 
+Q 359 1222 359 2328 
+Q 359 3434 948 4092 
+Q 1538 4750 2522 4750 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4f"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(78.710938 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(142.089844 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(181.298828 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(244.775391 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(308.154297 0)"/>
+     </g>
+    </g>
+    <g id="line2d_29">
+     <path d="M 126 227.062187 
+L 136 227.062187 
+L 146 227.062187 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_17">
+     <!-- Labor -->
+     <g transform="translate(154 230.562187) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4c" d="M 628 4666 
+L 1259 4666 
+L 1259 531 
+L 3531 531 
+L 3531 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-62" d="M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+M 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2969 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4c"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(55.712891 0)"/>
+      <use xlink:href="#DejaVuSans-62" transform="translate(116.992188 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(180.46875 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(241.650391 0)"/>
+     </g>
+    </g>
+    <g id="line2d_30">
+     <path d="M 126 241.740313 
+L 136 241.740313 
+L 146 241.740313 
+" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_18">
+     <!-- Consumption -->
+     <g transform="translate(154 245.240313) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(194.384766 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(246.484375 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(309.863281 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(407.275391 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(470.751953 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(509.960938 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(537.744141 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(598.925781 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p465a69dcec">
+   <rect x="117" y="34.56" width="725.4" height="221.76"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.jpg b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.jpg
new file mode 100644
index 00000000..69a47825
Binary files /dev/null and b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.jpg differ
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.pdf b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.pdf
new file mode 100644
index 00000000..f5287f43
Binary files /dev/null and b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.pdf differ
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.png b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.png
new file mode 100644
index 00000000..4c051a67
Binary files /dev/null and b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.png differ
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.svg b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.svg
new file mode 100644
index 00000000..310af354
--- /dev/null
+++ b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/observedSim.svg
@@ -0,0 +1,1687 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="936pt" height="288pt" viewBox="0 0 936 288" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 288 
+L 936 288 
+L 936 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 42.01 260.12 
+L 925.2 260.12 
+L 925.2 26.88 
+L 42.01 26.88 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 82.155 260.12 
+L 82.155 26.88 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_2">
+      <defs>
+       <path id="m0b8ab24949" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m0b8ab24949" x="82.155" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(78.97375 274.718437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 183.021834 260.12 
+L 183.021834 26.88 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m0b8ab24949" x="183.021834" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 25 -->
+      <g transform="translate(176.659334 274.718437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 283.888668 260.12 
+L 283.888668 26.88 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m0b8ab24949" x="283.888668" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 50 -->
+      <g transform="translate(277.526168 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 384.755503 260.12 
+L 384.755503 26.88 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m0b8ab24949" x="384.755503" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 75 -->
+      <g transform="translate(378.393003 274.718437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-37"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 485.622337 260.12 
+L 485.622337 26.88 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m0b8ab24949" x="485.622337" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 100 -->
+      <g transform="translate(476.078587 274.718437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 586.489171 260.12 
+L 586.489171 26.88 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m0b8ab24949" x="586.489171" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 125 -->
+      <g transform="translate(576.945421 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 687.356005 260.12 
+L 687.356005 26.88 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m0b8ab24949" x="687.356005" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 150 -->
+      <g transform="translate(677.812255 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_15">
+      <path d="M 788.222839 260.12 
+L 788.222839 26.88 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#m0b8ab24949" x="788.222839" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 175 -->
+      <g transform="translate(778.679089 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_17">
+      <path d="M 889.089673 260.12 
+L 889.089673 26.88 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_18">
+      <g>
+       <use xlink:href="#m0b8ab24949" x="889.089673" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 200 -->
+      <g transform="translate(879.545923 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_19">
+      <defs>
+       <path id="m686d70ca81" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m686d70ca81" x="42.01" y="242.739013" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- −0.4 -->
+      <g transform="translate(10.727188 246.538232) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_20">
+      <g>
+       <use xlink:href="#m686d70ca81" x="42.01" y="216.152049" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- −0.3 -->
+      <g transform="translate(10.727188 219.951267) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_21">
+      <g>
+       <use xlink:href="#m686d70ca81" x="42.01" y="189.565084" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- −0.2 -->
+      <g transform="translate(10.727188 193.364303) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_22">
+      <g>
+       <use xlink:href="#m686d70ca81" x="42.01" y="162.978119" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- −0.1 -->
+      <g transform="translate(10.727188 166.777338) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_23">
+      <g>
+       <use xlink:href="#m686d70ca81" x="42.01" y="136.391155" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 0.0 -->
+      <g transform="translate(19.106875 140.190374) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_24">
+      <g>
+       <use xlink:href="#m686d70ca81" x="42.01" y="109.80419" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 0.1 -->
+      <g transform="translate(19.106875 113.603409) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_25">
+      <g>
+       <use xlink:href="#m686d70ca81" x="42.01" y="83.217225" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_16">
+      <!-- 0.2 -->
+      <g transform="translate(19.106875 87.016444) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_26">
+      <g>
+       <use xlink:href="#m686d70ca81" x="42.01" y="56.630261" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_17">
+      <!-- 0.3 -->
+      <g transform="translate(19.106875 60.42948) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_9">
+     <g id="line2d_27">
+      <g>
+       <use xlink:href="#m686d70ca81" x="42.01" y="30.043296" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_18">
+      <!-- 0.4 -->
+      <g transform="translate(19.106875 33.842515) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_28">
+    <path d="M 82.155 170.527378 
+L 86.189673 164.774112 
+L 90.224347 150.860771 
+L 94.25902 165.025641 
+L 98.293693 165.697916 
+L 102.328367 154.855416 
+L 106.36304 145.074343 
+L 110.397714 119.858746 
+L 114.432387 98.215678 
+L 118.46706 98.510642 
+L 122.501734 146.543993 
+L 126.536407 163.42598 
+L 130.57108 160.74446 
+L 134.605754 175.144415 
+L 138.640427 180.967476 
+L 142.675101 183.602189 
+L 146.709774 159.691781 
+L 150.744447 150.96848 
+L 154.779121 154.47714 
+L 158.813794 153.745919 
+L 162.848467 168.361652 
+L 166.883141 200.54979 
+L 170.917814 193.66047 
+L 174.952487 198.402945 
+L 178.987161 133.433074 
+L 183.021834 119.015407 
+L 187.056508 130.699136 
+L 191.091181 103.212043 
+L 195.125854 108.80291 
+L 199.160528 130.814441 
+L 203.195201 186.665925 
+L 207.229874 186.509314 
+L 211.264548 184.716332 
+L 215.299221 184.153905 
+L 219.333894 149.121337 
+L 223.368568 136.892412 
+L 227.403241 123.419244 
+L 231.437915 153.186903 
+L 235.472588 173.994389 
+L 239.507261 138.087512 
+L 243.541935 123.455225 
+L 247.576608 127.060548 
+L 251.611281 109.037823 
+L 255.645955 106.714407 
+L 259.680628 102.410205 
+L 263.715302 110.548041 
+L 267.749975 114.744949 
+L 271.784648 130.751811 
+L 275.819322 159.805874 
+L 279.853995 151.59833 
+L 283.888668 194.560923 
+L 287.923342 139.335038 
+L 291.958015 109.595263 
+L 295.992688 116.316658 
+L 300.027362 107.152214 
+L 304.062035 126.446064 
+L 308.096709 133.963913 
+L 312.131382 172.255412 
+L 316.166055 199.028639 
+L 320.200729 209.882501 
+L 324.235402 247.749508 
+L 328.270075 194.126445 
+L 332.304749 186.257875 
+L 336.339422 183.108632 
+L 340.374095 195.543961 
+L 344.408769 180.964533 
+L 348.443442 121.404552 
+L 352.478116 98.18302 
+L 356.512789 86.410167 
+L 360.547462 124.902779 
+L 364.582136 134.362722 
+L 368.616809 105.337836 
+L 372.651482 136.020627 
+L 376.686156 120.213691 
+L 380.720829 101.656133 
+L 384.755503 103.981508 
+L 388.790176 115.244439 
+L 392.824849 90.701213 
+L 396.859523 101.750574 
+L 400.894196 94.772925 
+L 404.928869 104.673899 
+L 408.963543 110.608737 
+L 412.998216 117.488622 
+L 417.032889 97.470926 
+L 421.067563 95.413103 
+L 425.102236 79.178212 
+L 429.13691 93.033223 
+L 433.171583 100.451328 
+L 437.206256 116.22821 
+L 441.24093 120.084084 
+L 445.275603 143.695288 
+L 449.310276 156.91803 
+L 453.34495 121.470007 
+L 457.379623 148.822342 
+L 461.414296 171.717348 
+L 465.44897 197.8005 
+L 469.483643 163.677525 
+L 473.518317 156.619868 
+L 477.55299 124.310763 
+L 481.587663 132.526573 
+L 485.622337 143.480835 
+L 489.65701 130.498573 
+L 493.691683 116.086923 
+L 497.726357 125.91879 
+L 501.76103 104.894184 
+L 505.795704 92.137986 
+L 509.830377 106.644255 
+L 513.86505 108.157863 
+L 517.899724 94.126442 
+L 521.934397 143.252073 
+L 525.96907 173.375327 
+L 530.003744 148.414395 
+L 534.038417 136.614501 
+L 538.07309 156.379666 
+L 542.107764 175.452844 
+L 546.142437 221.243888 
+L 550.177111 203.268677 
+L 554.211784 186.349166 
+L 558.246457 161.40896 
+L 562.281131 152.90862 
+L 566.315804 134.75179 
+L 570.350477 121.8013 
+L 574.385151 148.753257 
+L 578.419824 168.651268 
+L 582.454497 182.575966 
+L 586.489171 193.191021 
+L 590.523844 170.109485 
+L 594.558518 161.003244 
+L 598.593191 137.914749 
+L 602.627864 170.544241 
+L 606.662538 184.135641 
+L 610.697211 194.814878 
+L 614.731884 190.904841 
+L 618.766558 189.201572 
+L 622.801231 200.867323 
+L 626.835905 198.438843 
+L 630.870578 221.736726 
+L 634.905251 203.911217 
+L 638.939925 193.278625 
+L 642.974598 213.017497 
+L 647.009271 178.811922 
+L 651.043945 205.371064 
+L 655.078618 170.836061 
+L 659.113291 156.725058 
+L 663.147965 159.670065 
+L 667.182638 145.696575 
+L 671.217312 147.975053 
+L 675.251985 189.601307 
+L 679.286658 173.856384 
+L 683.321332 184.775219 
+L 687.356005 198.898094 
+L 691.390678 249.518182 
+L 695.425352 231.514386 
+L 699.460025 188.838699 
+L 703.494698 171.76833 
+L 707.529372 172.103884 
+L 711.564045 126.203223 
+L 715.598719 157.276799 
+L 719.633392 168.50455 
+L 723.668065 165.477422 
+L 727.702739 155.127413 
+L 731.737412 197.665224 
+L 735.772085 149.894582 
+L 739.806759 112.195397 
+L 743.841432 127.771864 
+L 747.876106 110.777551 
+L 751.910779 81.42889 
+L 755.945452 79.081305 
+L 759.980126 55.572694 
+L 764.014799 66.291169 
+L 768.049472 47.139197 
+L 772.084146 37.481818 
+L 776.118819 63.373185 
+L 780.153492 62.772157 
+L 784.188166 79.590799 
+L 788.222839 81.157037 
+L 792.257513 114.235312 
+L 796.292186 81.429334 
+L 800.326859 98.098866 
+L 804.361533 119.478777 
+L 808.396206 137.500612 
+L 812.430879 151.761832 
+L 816.465553 164.328788 
+L 820.500226 159.093221 
+L 824.534899 169.531787 
+L 828.569573 170.728961 
+L 832.604246 188.757525 
+L 836.63892 187.968771 
+L 840.673593 191.806571 
+L 844.708266 174.879082 
+L 848.74294 179.518106 
+L 852.777613 194.166712 
+L 856.812286 199.753661 
+L 860.84696 157.440678 
+L 864.881633 150.367239 
+L 868.916307 154.843823 
+L 872.95098 143.17182 
+L 876.985653 133.502197 
+L 881.020327 132.873193 
+L 885.055 117.070431 
+L 885.055 117.070431 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_29">
+    <path d="M 82.155 148.144915 
+L 86.189673 142.587357 
+L 90.224347 131.608301 
+L 94.25902 142.838956 
+L 98.293693 142.698381 
+L 102.328367 133.998904 
+L 106.36304 127.111493 
+L 110.397714 109.52491 
+L 114.432387 96.646238 
+L 118.46706 101.594923 
+L 122.501734 141.501744 
+L 126.536407 153.502527 
+L 130.57108 149.527828 
+L 134.605754 158.760537 
+L 138.640427 160.534694 
+L 142.675101 159.745048 
+L 146.709774 139.288458 
+L 150.744447 132.558512 
+L 154.779121 135.731208 
+L 158.813794 135.36968 
+L 162.848467 146.484684 
+L 166.883141 169.393215 
+L 170.917814 160.514813 
+L 174.952487 161.369292 
+L 178.987161 110.198435 
+L 183.021834 102.69596 
+L 187.056508 115.49502 
+L 191.091181 97.579975 
+L 195.125854 106.386718 
+L 199.160528 126.365301 
+L 203.195201 169.198195 
+L 207.229874 165.283136 
+L 211.264548 160.634744 
+L 215.299221 157.471321 
+L 219.333894 129.012985 
+L 227.403241 112.780663 
+L 231.437915 137.825358 
+L 235.472588 153.245584 
+L 239.507261 124.604387 
+L 243.541935 115.17654 
+L 247.576608 120.42882 
+L 251.611281 108.932142 
+L 255.645955 110.462491 
+L 259.680628 110.31355 
+L 263.715302 119.430123 
+L 267.749975 124.521978 
+L 271.784648 137.804212 
+L 275.819322 159.246325 
+L 279.853995 150.419389 
+L 283.888668 180.773248 
+L 287.923342 134.428477 
+L 291.958015 112.528668 
+L 295.992688 120.354549 
+L 300.027362 115.407632 
+L 304.062035 132.23008 
+L 308.096709 138.293733 
+L 312.131382 166.57616 
+L 316.166055 182.973055 
+L 320.200729 185.618557 
+L 324.235402 208.12448 
+L 328.270075 159.870473 
+L 332.304749 151.410665 
+L 336.339422 147.475426 
+L 340.374095 155.624663 
+L 344.408769 142.700253 
+L 348.443442 97.78456 
+L 352.478116 85.198382 
+L 356.512789 82.578287 
+L 360.547462 117.673039 
+L 364.582136 126.985488 
+L 368.616809 106.516137 
+L 372.651482 132.920548 
+L 376.686156 121.571656 
+L 380.720829 109.495992 
+L 384.755503 114.378902 
+L 388.790176 125.32735 
+L 392.824849 108.296632 
+L 396.859523 119.767968 
+L 400.894196 116.441915 
+L 404.928869 126.067396 
+L 412.998216 137.174423 
+L 417.032889 122.055144 
+L 421.067563 122.086669 
+L 425.102236 111.538815 
+L 429.13691 124.633046 
+L 433.171583 131.380054 
+L 437.206256 143.558024 
+L 441.24093 145.427039 
+L 445.275603 161.80575 
+L 449.310276 168.538935 
+L 453.34495 138.242171 
+L 457.379623 158.309821 
+L 461.414296 172.713679 
+L 465.44897 187.8301 
+L 469.483643 156.350557 
+L 473.518317 148.762243 
+L 477.55299 123.262162 
+L 481.587663 130.949181 
+L 485.622337 139.766788 
+L 493.691683 119.771815 
+L 497.726357 129.051038 
+L 501.76103 114.238887 
+L 505.795704 107.312184 
+L 509.830377 121.489878 
+L 513.86505 124.304285 
+L 517.899724 115.19391 
+L 521.934397 154.198929 
+L 525.96907 174.4689 
+L 530.003744 151.341213 
+L 534.038417 140.756754 
+L 538.07309 154.942966 
+L 542.107764 166.960031 
+L 546.142437 197.498073 
+L 550.177111 176.979876 
+L 554.211784 159.699306 
+L 558.246457 138.496438 
+L 562.281131 132.040741 
+L 566.315804 119.144812 
+L 570.350477 111.630414 
+L 574.385151 134.710996 
+L 578.419824 149.816008 
+L 582.454497 158.703016 
+L 586.489171 164.096654 
+L 590.523844 143.770218 
+L 594.558518 136.25591 
+L 598.593191 119.206317 
+L 602.627864 145.665558 
+L 606.662538 154.830958 
+L 610.697211 160.762679 
+L 614.731884 155.145443 
+L 618.766558 151.849226 
+L 622.801231 158.915211 
+L 626.835905 154.665584 
+L 630.870578 170.100645 
+L 634.905251 153.103877 
+L 638.939925 143.480754 
+L 642.974598 157.625888 
+L 647.009271 129.926168 
+L 651.043945 150.75801 
+L 655.078618 123.62409 
+L 659.113291 114.889944 
+L 663.147965 119.872118 
+L 667.182638 111.644511 
+L 671.217312 116.471874 
+L 675.251985 150.031368 
+L 679.286658 136.900801 
+L 683.321332 145.183281 
+L 687.356005 154.884361 
+L 691.390678 190.653721 
+L 695.425352 171.123693 
+L 699.460025 135.537524 
+L 703.494698 123.217483 
+L 707.529372 125.303866 
+L 711.564045 92.680099 
+L 715.598719 121.213166 
+L 719.633392 131.583902 
+L 723.668065 130.105892 
+L 727.702739 123.338148 
+L 731.737412 156.763044 
+L 735.772085 118.97676 
+L 739.806759 93.126744 
+L 743.841432 109.97828 
+L 747.876106 100.551518 
+L 751.910779 82.996158 
+L 755.945452 87.579289 
+L 759.980126 75.811342 
+L 764.014799 90.879276 
+L 768.049472 81.875649 
+L 772.084146 80.959296 
+L 776.118819 106.591707 
+L 780.153492 109.440854 
+L 784.188166 124.912454 
+L 788.222839 127.188974 
+L 792.257513 152.672115 
+L 796.292186 126.078249 
+L 800.326859 139.474191 
+L 804.361533 154.807464 
+L 808.396206 165.851369 
+L 812.430879 172.820574 
+L 816.465553 177.740477 
+L 820.500226 168.853494 
+L 824.534899 172.721835 
+L 828.569573 169.281406 
+L 832.604246 178.817313 
+L 836.63892 173.246703 
+L 840.673593 171.811875 
+L 844.708266 155.103871 
+L 848.74294 156.449005 
+L 852.777613 165.111399 
+L 856.812286 166.026338 
+L 860.84696 131.166506 
+L 864.881633 126.663377 
+L 868.916307 131.287062 
+L 872.95098 123.327816 
+L 876.985653 117.785081 
+L 881.020327 119.614043 
+L 885.055 109.905424 
+L 885.055 109.905424 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_30">
+    <path d="M 82.155 158.773618 
+L 86.189673 158.57791 
+L 90.224347 155.643625 
+L 94.25902 158.577841 
+L 98.293693 159.39069 
+L 102.328367 157.247667 
+L 106.36304 154.354005 
+L 110.397714 146.724991 
+L 114.432387 137.960595 
+L 118.46706 133.306874 
+L 122.501734 141.433404 
+L 126.536407 146.314607 
+L 130.57108 147.607786 
+L 134.605754 152.775032 
+L 138.640427 156.823937 
+L 142.675101 160.248296 
+L 146.709774 156.794478 
+L 150.744447 154.801122 
+L 154.779121 155.137087 
+L 158.813794 154.767394 
+L 162.848467 158.268123 
+L 166.883141 167.547729 
+L 170.917814 169.536811 
+L 174.952487 173.424807 
+L 178.987161 159.625794 
+L 183.021834 152.710601 
+L 187.056508 151.595271 
+L 191.091181 142.023223 
+L 195.125854 138.807346 
+L 199.160528 140.840295 
+L 203.195201 153.858885 
+L 207.229874 157.617333 
+L 211.264548 160.472743 
+L 215.299221 163.073738 
+L 219.333894 156.499506 
+L 223.368568 152.394052 
+L 227.403241 147.029737 
+L 231.437915 151.7527 
+L 235.472588 157.13996 
+L 239.507261 149.874279 
+L 243.541935 144.66984 
+L 247.576608 143.022882 
+L 251.611281 136.496835 
+L 255.645955 132.643071 
+L 259.680628 128.487809 
+L 267.749975 126.614126 
+L 271.784648 129.338754 
+L 275.819322 136.950703 
+L 279.853995 137.570097 
+L 283.888668 150.17883 
+L 287.923342 141.297716 
+L 291.958015 133.45775 
+L 295.992688 132.353263 
+L 300.027362 128.135736 
+L 304.062035 130.607139 
+L 308.096709 132.061335 
+L 312.131382 142.070406 
+L 316.166055 152.446739 
+L 320.200729 160.655098 
+L 324.235402 176.016183 
+L 328.270075 170.647127 
+L 332.304749 171.238365 
+L 336.339422 172.02436 
+L 340.374095 176.310452 
+L 344.408769 174.655435 
+L 348.443442 160.011147 
+L 352.478116 149.375793 
+L 356.512789 140.223035 
+L 360.547462 143.620895 
+L 364.582136 143.768389 
+L 368.616809 135.212854 
+L 372.651482 139.491235 
+L 376.686156 135.03319 
+L 380.720829 128.551296 
+L 384.755503 125.993761 
+L 388.790176 126.308244 
+L 392.824849 118.795735 
+L 396.859523 118.373761 
+L 400.894196 114.722165 
+L 404.928869 114.997658 
+L 408.963543 115.40393 
+L 412.998216 116.705353 
+L 417.032889 111.806936 
+L 421.067563 109.717589 
+L 425.102236 104.030551 
+L 433.171583 105.462429 
+L 437.206256 109.061341 
+L 441.24093 111.0482 
+L 445.275603 118.280693 
+L 449.310276 124.770249 
+L 453.34495 119.618991 
+L 457.379623 126.903676 
+L 461.414296 135.394824 
+L 465.44897 146.361555 
+L 469.483643 143.718122 
+L 473.518317 144.24878 
+L 477.55299 137.439756 
+L 481.587663 137.968546 
+L 485.622337 140.105202 
+L 489.65701 137.176669 
+L 493.691683 132.706262 
+L 497.726357 133.258907 
+L 501.76103 127.046452 
+L 505.795704 121.216957 
+L 509.830377 121.545531 
+L 513.86505 120.244732 
+L 517.899724 115.323687 
+L 525.96907 135.297582 
+L 530.003744 133.464337 
+L 534.038417 132.248902 
+L 538.07309 137.827855 
+L 542.107764 144.883968 
+L 546.142437 160.13697 
+L 550.177111 162.679956 
+L 554.211784 163.041014 
+L 558.246457 159.303676 
+L 562.281131 157.259034 
+L 570.350477 146.562041 
+L 574.385151 150.433416 
+L 578.419824 155.226415 
+L 582.454497 160.264105 
+L 586.489171 165.485522 
+L 590.523844 162.730422 
+L 594.558518 161.138489 
+L 598.593191 155.099587 
+L 602.627864 161.269837 
+L 606.662538 165.695838 
+L 610.697211 170.443354 
+L 618.766558 173.743501 
+L 622.801231 178.343267 
+L 626.835905 180.164414 
+L 630.870578 188.027236 
+L 634.905251 187.198495 
+L 638.939925 186.189026 
+L 642.974598 191.782764 
+L 647.009271 185.276909 
+L 651.043945 191.004209 
+L 655.078618 183.603126 
+L 659.113291 178.226269 
+L 663.147965 176.189103 
+L 667.182638 170.443219 
+L 671.217312 167.894333 
+L 675.251985 175.961094 
+L 679.286658 173.346738 
+L 683.321332 175.983092 
+L 687.356005 180.404888 
+L 691.390678 195.255616 
+L 695.425352 196.781848 
+L 699.460025 189.692331 
+L 703.494698 184.942002 
+L 707.529372 183.191174 
+L 711.564045 169.914278 
+L 715.598719 172.454788 
+L 719.633392 173.311803 
+L 723.668065 171.762684 
+L 727.702739 168.180419 
+L 731.737412 177.293335 
+L 735.772085 167.308977 
+L 739.806759 155.459809 
+L 743.841432 154.184739 
+L 747.876106 146.617188 
+L 751.910779 134.823887 
+L 755.945452 127.893171 
+L 759.980126 116.152506 
+L 764.014799 111.803049 
+L 768.049472 101.654703 
+L 772.084146 92.913677 
+L 776.118819 93.172633 
+L 780.153492 89.722458 
+L 784.188166 91.0695 
+L 788.222839 90.359218 
+L 792.257513 97.954352 
+L 796.292186 91.74224 
+L 800.326859 95.015829 
+L 804.361533 101.062467 
+L 808.396206 108.040398 
+L 812.430879 115.332413 
+L 816.465553 122.979465 
+L 820.500226 126.630882 
+L 824.534899 133.201106 
+L 828.569573 137.838709 
+L 832.604246 146.331367 
+L 836.63892 151.113223 
+L 840.673593 156.385851 
+L 844.708266 156.166366 
+L 848.74294 159.460256 
+L 852.777613 165.446468 
+L 856.812286 170.118477 
+L 860.84696 162.665327 
+L 864.881633 160.095016 
+L 868.916307 159.947916 
+L 872.95098 156.235159 
+L 876.985653 152.108271 
+L 881.020327 149.650305 
+L 885.055 143.556162 
+L 885.055 143.556162 
+" clip-path="url(#pe17efffa25)" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 42.01 260.12 
+L 42.01 26.88 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 925.2 260.12 
+L 925.2 26.88 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 42.01 260.12 
+L 925.2 260.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 42.01 26.88 
+L 925.2 26.88 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_19">
+    <!-- Simulated observed series -->
+    <g transform="translate(403.886563 20.88) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-62" d="M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+M 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2969 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-53"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(63.476562 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(91.259766 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(188.671875 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(252.050781 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(279.833984 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(341.113281 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(380.322266 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(441.845703 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(505.322266 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(537.109375 0)"/>
+     <use xlink:href="#DejaVuSans-62" transform="translate(598.291016 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(661.767578 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(713.867188 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(775.390625 0)"/>
+     <use xlink:href="#DejaVuSans-76" transform="translate(816.503906 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(875.683594 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(937.207031 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1000.683594 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1032.470703 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1084.570312 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(1146.09375 0)"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(1187.207031 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1214.990234 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1276.513672 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 49.01 255.12 
+L 147.239688 255.12 
+Q 149.239688 255.12 149.239688 253.12 
+L 149.239688 210.085625 
+Q 149.239688 208.085625 147.239688 208.085625 
+L 49.01 208.085625 
+Q 47.01 208.085625 47.01 210.085625 
+L 47.01 253.12 
+Q 47.01 255.12 49.01 255.12 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_31">
+     <path d="M 51.01 216.184062 
+L 61.01 216.184062 
+L 71.01 216.184062 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_20">
+     <!-- Output -->
+     <g transform="translate(79.01 219.684062) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4f" d="M 2522 4238 
+Q 1834 4238 1429 3725 
+Q 1025 3213 1025 2328 
+Q 1025 1447 1429 934 
+Q 1834 422 2522 422 
+Q 3209 422 3611 934 
+Q 4013 1447 4013 2328 
+Q 4013 3213 3611 3725 
+Q 3209 4238 2522 4238 
+z
+M 2522 4750 
+Q 3503 4750 4090 4092 
+Q 4678 3434 4678 2328 
+Q 4678 1225 4090 567 
+Q 3503 -91 2522 -91 
+Q 1538 -91 948 565 
+Q 359 1222 359 2328 
+Q 359 3434 948 4092 
+Q 1538 4750 2522 4750 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4f"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(78.710938 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(142.089844 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(181.298828 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(244.775391 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(308.154297 0)"/>
+     </g>
+    </g>
+    <g id="line2d_32">
+     <path d="M 51.01 230.862187 
+L 61.01 230.862187 
+L 71.01 230.862187 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_21">
+     <!-- Labor -->
+     <g transform="translate(79.01 234.362187) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4c" d="M 628 4666 
+L 1259 4666 
+L 1259 531 
+L 3531 531 
+L 3531 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4c"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(55.712891 0)"/>
+      <use xlink:href="#DejaVuSans-62" transform="translate(116.992188 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(180.46875 0)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(241.650391 0)"/>
+     </g>
+    </g>
+    <g id="line2d_33">
+     <path d="M 51.01 245.540312 
+L 61.01 245.540312 
+L 71.01 245.540312 
+" style="fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_22">
+     <!-- Consumption -->
+     <g transform="translate(79.01 249.040312) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(194.384766 0)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(246.484375 0)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(309.863281 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(407.275391 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(470.751953 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(509.960938 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(537.744141 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(598.925781 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pe17efffa25">
+   <rect x="42.01" y="26.88" width="883.19" height="233.24"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.jpg b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.jpg
new file mode 100644
index 00000000..bbfebb80
Binary files /dev/null and b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.jpg differ
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.pdf b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.pdf
new file mode 100644
index 00000000..dbca2213
Binary files /dev/null and b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.pdf differ
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.png b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.png
new file mode 100644
index 00000000..b8e89af3
Binary files /dev/null and b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.png differ
diff --git a/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.svg b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.svg
new file mode 100644
index 00000000..98c75ff1
--- /dev/null
+++ b/notebooks/Figures/The-Prescott-Real-Business-Cycle-RBC/unobservedSim.svg
@@ -0,0 +1,1494 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="936pt" height="288pt" viewBox="0 0 936 288" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 288 
+L 936 288 
+L 936 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 42.01 260.12 
+L 925.2 260.12 
+L 925.2 26.88 
+L 42.01 26.88 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <path d="M 82.155 260.12 
+L 82.155 26.88 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_2">
+      <defs>
+       <path id="md413ddd0d5" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#md413ddd0d5" x="82.155" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(78.97375 274.718437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_3">
+      <path d="M 183.021834 260.12 
+L 183.021834 26.88 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#md413ddd0d5" x="183.021834" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 25 -->
+      <g transform="translate(176.659334 274.718437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_5">
+      <path d="M 283.888668 260.12 
+L 283.888668 26.88 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#md413ddd0d5" x="283.888668" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 50 -->
+      <g transform="translate(277.526168 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_7">
+      <path d="M 384.755503 260.12 
+L 384.755503 26.88 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#md413ddd0d5" x="384.755503" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 75 -->
+      <g transform="translate(378.393003 274.718437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-37" d="M 525 4666 
+L 3525 4666 
+L 3525 4397 
+L 1831 0 
+L 1172 0 
+L 2766 4134 
+L 525 4134 
+L 525 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-37"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_9">
+      <path d="M 485.622337 260.12 
+L 485.622337 26.88 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#md413ddd0d5" x="485.622337" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 100 -->
+      <g transform="translate(476.078587 274.718437) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_11">
+      <path d="M 586.489171 260.12 
+L 586.489171 26.88 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#md413ddd0d5" x="586.489171" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 125 -->
+      <g transform="translate(576.945421 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_13">
+      <path d="M 687.356005 260.12 
+L 687.356005 26.88 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#md413ddd0d5" x="687.356005" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 150 -->
+      <g transform="translate(677.812255 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_8">
+     <g id="line2d_15">
+      <path d="M 788.222839 260.12 
+L 788.222839 26.88 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#md413ddd0d5" x="788.222839" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 175 -->
+      <g transform="translate(778.679089 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-37" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-35" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_9">
+     <g id="line2d_17">
+      <path d="M 889.089673 260.12 
+L 889.089673 26.88 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_18">
+      <g>
+       <use xlink:href="#md413ddd0d5" x="889.089673" y="260.12" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 200 -->
+      <g transform="translate(879.545923 274.718437) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(127.246094 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_19">
+      <defs>
+       <path id="m07c75feeff" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m07c75feeff" x="42.01" y="254.285548" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- −0.3 -->
+      <g transform="translate(10.727188 258.084767) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-33" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_20">
+      <g>
+       <use xlink:href="#m07c75feeff" x="42.01" y="213.885375" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- −0.2 -->
+      <g transform="translate(10.727188 217.684593) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_21">
+      <g>
+       <use xlink:href="#m07c75feeff" x="42.01" y="173.485201" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- −0.1 -->
+      <g transform="translate(10.727188 177.28442) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-2212"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(83.789062 0)"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(147.412109 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(179.199219 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_22">
+      <g>
+       <use xlink:href="#m07c75feeff" x="42.01" y="133.085028" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 0.0 -->
+      <g transform="translate(19.106875 136.884247) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_23">
+      <g>
+       <use xlink:href="#m07c75feeff" x="42.01" y="92.684854" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 0.1 -->
+      <g transform="translate(19.106875 96.484073) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-31" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_24">
+      <g>
+       <use xlink:href="#m07c75feeff" x="42.01" y="52.284681" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 0.2 -->
+      <g transform="translate(19.106875 56.0839) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_25">
+    <path d="M 82.155 172.978003 
+L 86.189673 176.682436 
+L 90.224347 178.465721 
+L 94.25902 176.495333 
+L 102.328367 180.174195 
+L 106.36304 179.005384 
+L 110.397714 175.498998 
+L 114.432387 166.027677 
+L 118.46706 152.240104 
+L 122.501734 140.242018 
+L 126.536407 141.929281 
+L 130.57108 147.692214 
+L 134.605754 152.05777 
+L 138.640427 159.53586 
+L 142.675101 167.562168 
+L 146.709774 175.259153 
+L 150.744447 175.929285 
+L 154.779121 174.301668 
+L 158.813794 173.767134 
+L 162.848467 173.113453 
+L 166.883141 176.251271 
+L 170.917814 187.16984 
+L 178.987161 203.026016 
+L 183.021834 193.577306 
+L 187.056508 181.643701 
+L 191.091181 174.160066 
+L 195.125854 160.629484 
+L 199.160528 150.200797 
+L 203.195201 146.656645 
+L 207.229874 157.731153 
+L 211.264548 167.388689 
+L 215.299221 175.390073 
+L 219.333894 182.25364 
+L 223.368568 179.370634 
+L 227.403241 173.74184 
+L 231.437915 165.392872 
+L 235.472588 165.638701 
+L 239.507261 171.135944 
+L 243.541935 166.834586 
+L 247.576608 159.353731 
+L 251.611281 153.718401 
+L 255.645955 144.208803 
+L 263.715302 126.391479 
+L 267.749975 120.663603 
+L 271.784648 116.713426 
+L 275.819322 117.317835 
+L 279.853995 125.222462 
+L 283.888668 130.060589 
+L 287.923342 145.203115 
+L 291.958015 144.443426 
+L 295.992688 136.228762 
+L 300.027362 130.741894 
+L 304.062035 123.610972 
+L 308.096709 122.264593 
+L 312.131382 122.994057 
+L 316.166055 133.353112 
+L 320.200729 149.220314 
+L 324.235402 165.869539 
+L 328.270075 190.060831 
+L 332.304749 197.631487 
+L 336.339422 202.263224 
+L 340.374095 205.519526 
+L 344.408769 211.527589 
+L 348.443442 213.087502 
+L 352.478116 199.334111 
+L 356.512789 181.396289 
+L 360.547462 162.700656 
+L 364.582136 156.101355 
+L 368.616809 152.724147 
+L 372.651482 142.39895 
+L 376.686156 141.146621 
+L 380.720829 136.037435 
+L 384.755503 126.852782 
+L 388.790176 119.400622 
+L 392.824849 115.734304 
+L 396.859523 106.293623 
+L 400.894196 100.831859 
+L 404.928869 94.278038 
+L 408.963543 91.052608 
+L 412.998216 89.73485 
+L 417.032889 90.327428 
+L 425.102236 81.247229 
+L 429.13691 73.170214 
+L 433.171583 69.614747 
+L 437.206256 68.384522 
+L 441.24093 71.312253 
+L 445.275603 74.854708 
+L 449.310276 83.950336 
+L 453.34495 95.271436 
+L 457.379623 96.186165 
+L 461.414296 103.930535 
+L 465.44897 116.523725 
+L 469.483643 134.172052 
+L 473.518317 140.963522 
+L 477.55299 145.118823 
+L 481.587663 140.5557 
+L 485.622337 138.645629 
+L 489.65701 139.753834 
+L 493.691683 137.428674 
+L 497.726357 131.734268 
+L 501.76103 129.243835 
+L 505.795704 121.726009 
+L 509.830377 111.904929 
+L 513.86505 106.98761 
+L 517.899724 103.066034 
+L 521.934397 96.070263 
+L 525.96907 102.415033 
+L 530.003744 115.617568 
+L 534.038417 120.841908 
+L 538.07309 122.421149 
+L 542.107764 128.821388 
+L 546.142437 139.26743 
+L 550.177111 160.038478 
+L 554.211784 173.663446 
+L 558.246457 181.299002 
+L 562.281131 181.65393 
+L 566.315804 179.806906 
+L 570.350477 173.58046 
+L 574.385151 164.840845 
+L 578.419824 164.029842 
+L 582.454497 168.370809 
+L 586.489171 175.706725 
+L 590.523844 184.824988 
+L 594.558518 186.950057 
+L 598.593191 186.499234 
+L 602.627864 180.243454 
+L 606.662538 183.048642 
+L 610.697211 188.955159 
+L 614.731884 196.838075 
+L 618.766558 202.748113 
+L 622.801231 207.490809 
+L 626.835905 214.605061 
+L 630.870578 220.218121 
+L 634.905251 231.047319 
+L 638.939925 236.004798 
+L 642.974598 237.646682 
+L 647.009271 244.095101 
+L 651.043945 241.058506 
+L 655.078618 245.141584 
+L 659.113291 239.950176 
+L 663.147965 231.822285 
+L 667.182638 225.452762 
+L 671.217312 216.328174 
+L 675.251985 208.916704 
+L 679.286658 212.993752 
+L 683.321332 212.56693 
+L 687.356005 214.964935 
+L 691.390678 220.649823 
+L 695.425352 238.477664 
+L 699.460025 249.518182 
+L 703.494698 248.352477 
+L 707.529372 242.998422 
+L 711.564045 238.395372 
+L 715.598719 222.71286 
+L 719.633392 216.868646 
+L 723.668065 214.601381 
+L 727.702739 211.847634 
+L 731.737412 206.808988 
+L 735.772085 213.195177 
+L 739.806759 206.660597 
+L 743.841432 191.368704 
+L 747.876106 181.932587 
+L 751.910779 169.355928 
+L 755.945452 150.893126 
+L 759.980126 134.130407 
+L 764.014799 113.484619 
+L 768.049472 98.12721 
+L 776.118819 61.333998 
+L 780.153492 51.721265 
+L 784.188166 43.151391 
+L 788.222839 39.916677 
+L 792.257513 37.481818 
+L 796.292186 43.746685 
+L 800.326859 40.904652 
+L 804.361533 42.647617 
+L 808.396206 49.601124 
+L 812.430879 60.264746 
+L 816.465553 73.222464 
+L 820.500226 87.758895 
+L 824.534899 99.158539 
+L 828.569573 111.790365 
+L 832.604246 123.155211 
+L 836.63892 137.68329 
+L 840.673593 150.204445 
+L 844.708266 162.142706 
+L 848.74294 168.299288 
+L 852.777613 174.86786 
+L 860.84696 194.048919 
+L 864.881633 191.810929 
+L 868.916307 188.055659 
+L 872.95098 185.903773 
+L 876.985653 181.056553 
+L 881.020327 174.357493 
+L 885.055 168.33185 
+L 885.055 168.33185 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_26">
+    <path d="M 82.155 159.164533 
+L 86.189673 154.493358 
+L 90.224347 143.386635 
+L 94.25902 154.698244 
+L 98.293693 155.183163 
+L 102.328367 146.516752 
+L 106.36304 138.772794 
+L 110.397714 118.821921 
+L 114.432387 101.868561 
+L 118.46706 102.467649 
+L 122.501734 140.966135 
+L 126.536407 154.340821 
+L 130.57108 152.056904 
+L 134.605754 163.38782 
+L 138.640427 167.818742 
+L 142.675101 169.700784 
+L 146.709774 150.491109 
+L 150.744447 143.53933 
+L 154.779121 146.371368 
+L 158.813794 145.804265 
+L 162.848467 157.439439 
+L 166.883141 182.942456 
+L 170.917814 177.177459 
+L 174.952487 180.740608 
+L 178.987161 128.884029 
+L 183.021834 117.673463 
+L 187.056508 127.276326 
+L 191.091181 105.625049 
+L 195.125854 110.426995 
+L 199.160528 128.199517 
+L 203.195201 172.68898 
+L 207.229874 172.271616 
+L 211.264548 170.590992 
+L 215.299221 169.932321 
+L 219.333894 141.903802 
+L 223.368568 132.259408 
+L 227.403241 121.698592 
+L 231.437915 145.581375 
+L 235.472588 162.114517 
+L 239.507261 133.427153 
+L 243.541935 121.909861 
+L 247.576608 124.973531 
+L 251.611281 110.796495 
+L 255.645955 109.201127 
+L 259.680628 106.015576 
+L 263.715302 112.719636 
+L 267.749975 116.207191 
+L 271.784648 129.035337 
+L 275.819322 152.11411 
+L 279.853995 145.380978 
+L 283.888668 179.403525 
+L 287.923342 135.104615 
+L 291.958015 111.484884 
+L 295.992688 117.044891 
+L 300.027362 109.905279 
+L 304.062035 125.430334 
+L 308.096709 131.441796 
+L 312.131382 161.859998 
+L 316.166055 182.867789 
+L 320.200729 191.075784 
+L 324.235402 220.73555 
+L 328.270075 177.471403 
+L 332.304749 171.016549 
+L 336.339422 168.39076 
+L 340.374095 178.189351 
+L 344.408769 166.441435 
+L 348.443442 119.056604 
+L 352.478116 100.961783 
+L 356.512789 92.078052 
+L 360.547462 123.169832 
+L 364.582136 130.863962 
+L 368.616809 107.88171 
+L 372.651482 132.544185 
+L 376.686156 120.012543 
+L 380.720829 105.396459 
+L 384.755503 107.487771 
+L 388.790176 116.637631 
+L 392.824849 97.225448 
+L 396.859523 106.258132 
+L 400.894196 100.856116 
+L 404.928869 108.899613 
+L 408.963543 113.702451 
+L 412.998216 119.206045 
+L 417.032889 103.278526 
+L 421.067563 101.763448 
+L 425.102236 88.977982 
+L 429.13691 100.204783 
+L 433.171583 106.195381 
+L 437.206256 118.768786 
+L 441.24093 121.756353 
+L 445.275603 140.430957 
+L 449.310276 150.701028 
+L 453.34495 122.224385 
+L 457.379623 143.942266 
+L 461.414296 161.936449 
+L 465.44897 182.336624 
+L 469.483643 154.745918 
+L 473.518317 148.956257 
+L 477.55299 123.164212 
+L 481.587663 129.815545 
+L 485.622337 138.573482 
+L 489.65701 128.224717 
+L 493.691683 116.830544 
+L 497.726357 124.796382 
+L 501.76103 108.150014 
+L 505.795704 98.209067 
+L 509.830377 109.999669 
+L 513.86505 111.332862 
+L 517.899724 100.283149 
+L 521.934397 139.517586 
+L 525.96907 163.294438 
+L 530.003744 143.104113 
+L 534.038417 133.586344 
+L 538.07309 149.255693 
+L 542.107764 164.247494 
+L 546.142437 200.370039 
+L 550.177111 185.532431 
+L 554.211784 171.722972 
+L 558.246457 151.696346 
+L 562.281131 144.930132 
+L 566.315804 130.546312 
+L 570.350477 120.416773 
+L 574.385151 142.071717 
+L 578.419824 157.909875 
+L 582.454497 168.863665 
+L 586.489171 177.107452 
+L 590.523844 158.51905 
+L 594.558518 151.224399 
+L 598.593191 132.883529 
+L 602.627864 158.985795 
+L 606.662538 169.715265 
+L 610.697211 178.047871 
+L 614.731884 174.731355 
+L 618.766558 173.221148 
+L 622.801231 182.368701 
+L 626.835905 180.250187 
+L 630.870578 198.620977 
+L 634.905251 184.165287 
+L 638.939925 175.582451 
+L 642.974598 191.229243 
+L 647.009271 163.869071 
+L 651.043945 185.060948 
+L 655.078618 157.501471 
+L 659.113291 146.422081 
+L 663.147965 148.977984 
+L 667.182638 138.039057 
+L 671.217312 140.091502 
+L 675.251985 173.37576 
+L 679.286658 160.752471 
+L 683.321332 169.443021 
+L 687.356005 180.605723 
+L 691.390678 220.692735 
+L 695.425352 205.910242 
+L 699.460025 171.695828 
+L 703.494698 158.157606 
+L 707.529372 158.565928 
+L 711.564045 122.201725 
+L 715.598719 147.31651 
+L 719.633392 156.395881 
+L 723.668065 154.04961 
+L 727.702739 145.895327 
+L 731.737412 179.84142 
+L 735.772085 141.70017 
+L 739.806759 111.906313 
+L 743.841432 124.692284 
+L 747.876106 111.433236 
+L 751.910779 88.436908 
+L 755.945452 87.059103 
+L 759.980126 68.81567 
+L 764.014799 77.881666 
+L 768.049472 63.064113 
+L 772.084146 55.871774 
+L 776.118819 76.941362 
+L 780.153492 76.717829 
+L 784.188166 90.313422 
+L 788.222839 91.643952 
+L 792.257513 118.001904 
+L 796.292186 91.75911 
+L 800.326859 105.084699 
+L 804.361533 122.033262 
+L 808.396206 136.174731 
+L 812.430879 147.228809 
+L 816.465553 156.875467 
+L 820.500226 152.329342 
+L 824.534899 160.325371 
+L 828.569573 160.942931 
+L 832.604246 174.973086 
+L 836.63892 173.961906 
+L 840.673593 176.681399 
+L 844.708266 162.910204 
+L 848.74294 166.434897 
+L 852.777613 177.905202 
+L 856.812286 182.095757 
+L 860.84696 148.204819 
+L 864.881633 142.641405 
+L 868.916307 146.299105 
+L 872.95098 137.078065 
+L 876.985653 129.519977 
+L 881.020327 129.197151 
+L 885.055 116.795062 
+L 885.055 116.795062 
+" clip-path="url(#p41fe8f4dec)" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 42.01 260.12 
+L 42.01 26.88 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 925.2 260.12 
+L 925.2 26.88 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 42.01 260.12 
+L 925.2 260.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 42.01 26.88 
+L 925.2 26.88 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_16">
+    <!-- Simulated unobserved states -->
+    <g transform="translate(395.725625 20.88) scale(0.12 -0.12)">
+     <defs>
+      <path id="DejaVuSans-53" d="M 3425 4513 
+L 3425 3897 
+Q 3066 4069 2747 4153 
+Q 2428 4238 2131 4238 
+Q 1616 4238 1336 4038 
+Q 1056 3838 1056 3469 
+Q 1056 3159 1242 3001 
+Q 1428 2844 1947 2747 
+L 2328 2669 
+Q 3034 2534 3370 2195 
+Q 3706 1856 3706 1288 
+Q 3706 609 3251 259 
+Q 2797 -91 1919 -91 
+Q 1588 -91 1214 -16 
+Q 841 59 441 206 
+L 441 856 
+Q 825 641 1194 531 
+Q 1563 422 1919 422 
+Q 2459 422 2753 634 
+Q 3047 847 3047 1241 
+Q 3047 1584 2836 1778 
+Q 2625 1972 2144 2069 
+L 1759 2144 
+Q 1053 2284 737 2584 
+Q 422 2884 422 3419 
+Q 422 4038 858 4394 
+Q 1294 4750 2059 4750 
+Q 2388 4750 2728 4690 
+Q 3069 4631 3425 4513 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6c" d="M 603 4863 
+L 1178 4863 
+L 1178 0 
+L 603 0 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-64" d="M 2906 2969 
+L 2906 4863 
+L 3481 4863 
+L 3481 0 
+L 2906 0 
+L 2906 525 
+Q 2725 213 2448 61 
+Q 2172 -91 1784 -91 
+Q 1150 -91 751 415 
+Q 353 922 353 1747 
+Q 353 2572 751 3078 
+Q 1150 3584 1784 3584 
+Q 2172 3584 2448 3432 
+Q 2725 3281 2906 2969 
+z
+M 947 1747 
+Q 947 1113 1208 752 
+Q 1469 391 1925 391 
+Q 2381 391 2643 752 
+Q 2906 1113 2906 1747 
+Q 2906 2381 2643 2742 
+Q 2381 3103 1925 3103 
+Q 1469 3103 1208 2742 
+Q 947 2381 947 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-62" d="M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+M 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2969 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-76" d="M 191 3500 
+L 800 3500 
+L 1894 563 
+L 2988 3500 
+L 3597 3500 
+L 2284 0 
+L 1503 0 
+L 191 3500 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-53"/>
+     <use xlink:href="#DejaVuSans-69" transform="translate(63.476562 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(91.259766 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(188.671875 0)"/>
+     <use xlink:href="#DejaVuSans-6c" transform="translate(252.050781 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(279.833984 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(341.113281 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(380.322266 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(441.845703 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(505.322266 0)"/>
+     <use xlink:href="#DejaVuSans-75" transform="translate(537.109375 0)"/>
+     <use xlink:href="#DejaVuSans-6e" transform="translate(600.488281 0)"/>
+     <use xlink:href="#DejaVuSans-6f" transform="translate(663.867188 0)"/>
+     <use xlink:href="#DejaVuSans-62" transform="translate(725.048828 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(788.525391 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(840.625 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(902.148438 0)"/>
+     <use xlink:href="#DejaVuSans-76" transform="translate(943.261719 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1002.441406 0)"/>
+     <use xlink:href="#DejaVuSans-64" transform="translate(1063.964844 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(1127.441406 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1159.228516 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1211.328125 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(1250.537109 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(1311.816406 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(1351.025391 0)"/>
+     <use xlink:href="#DejaVuSans-73" transform="translate(1412.548828 0)"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_7">
+     <path d="M 49.01 255.12 
+L 169.16 255.12 
+Q 171.16 255.12 171.16 253.12 
+L 171.16 224.76375 
+Q 171.16 222.76375 169.16 222.76375 
+L 49.01 222.76375 
+Q 47.01 222.76375 47.01 224.76375 
+L 47.01 253.12 
+Q 47.01 255.12 49.01 255.12 
+z
+" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="line2d_27">
+     <path d="M 51.01 230.862188 
+L 61.01 230.862188 
+L 71.01 230.862188 
+" style="fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_17">
+     <!-- Capital -->
+     <g transform="translate(79.01 234.362188) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(69.824219 0)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(131.103516 0)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(194.580078 0)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(222.363281 0)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(261.572266 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(322.851562 0)"/>
+     </g>
+    </g>
+    <g id="line2d_28">
+     <path d="M 51.01 245.540312 
+L 61.01 245.540312 
+L 71.01 245.540312 
+" style="fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square"/>
+    </g>
+    <g id="text_18">
+     <!-- Technology shock -->
+     <g transform="translate(79.01 249.040312) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-54" d="M -19 4666 
+L 3928 4666 
+L 3928 4134 
+L 2272 4134 
+L 2272 0 
+L 1638 0 
+L 1638 4134 
+L -19 4134 
+L -19 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-68" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 4863 
+L 1159 4863 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-79" d="M 2059 -325 
+Q 1816 -950 1584 -1140 
+Q 1353 -1331 966 -1331 
+L 506 -1331 
+L 506 -850 
+L 844 -850 
+Q 1081 -850 1212 -737 
+Q 1344 -625 1503 -206 
+L 1606 56 
+L 191 3500 
+L 800 3500 
+L 1894 763 
+L 2988 3500 
+L 3597 3500 
+L 2059 -325 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-54"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(44.083984 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(105.607422 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(160.587891 0)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(223.966797 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(287.345703 0)"/>
+      <use xlink:href="#DejaVuSans-6c" transform="translate(348.527344 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(376.310547 0)"/>
+      <use xlink:href="#DejaVuSans-67" transform="translate(437.492188 0)"/>
+      <use xlink:href="#DejaVuSans-79" transform="translate(500.96875 0)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(560.148438 0)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(591.935547 0)"/>
+      <use xlink:href="#DejaVuSans-68" transform="translate(644.035156 0)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(707.414062 0)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(768.595703 0)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(823.576172 0)"/>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p41fe8f4dec">
+   <rect x="42.01" y="26.88" width="883.19" height="233.24"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.jpg b/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.jpg
new file mode 100644
index 00000000..92f63bd2
Binary files /dev/null and b/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.jpg differ
diff --git a/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.pdf b/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.pdf
new file mode 100644
index 00000000..7ec7409c
Binary files /dev/null and b/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.pdf differ
diff --git a/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.png b/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.png
new file mode 100644
index 00000000..7940d3df
Binary files /dev/null and b/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.png differ
diff --git a/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.svg b/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.svg
new file mode 100644
index 00000000..fd569236
--- /dev/null
+++ b/notebooks/Figures/TractableBufferStock-Interactive/phaseDiagram.svg
@@ -0,0 +1,1380 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="576pt" viewBox="0 0 576 576" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 576 
+L 576 576 
+L 576 0 
+L 0 0 
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+L 518.4 69.12 
+L 72 69.12 
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_1">
+      <defs>
+       <path id="m9162afc6c8" d="M 0 0 
+L 0 3.5 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m9162afc6c8" x="72" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- 0 -->
+      <g transform="translate(68.81875 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-30" d="M 2034 4250 
+Q 1547 4250 1301 3770 
+Q 1056 3291 1056 2328 
+Q 1056 1369 1301 889 
+Q 1547 409 2034 409 
+Q 2525 409 2770 889 
+Q 3016 1369 3016 2328 
+Q 3016 3291 2770 3770 
+Q 2525 4250 2034 4250 
+z
+M 2034 4750 
+Q 2819 4750 3233 4129 
+Q 3647 3509 3647 2328 
+Q 3647 1150 3233 529 
+Q 2819 -91 2034 -91 
+Q 1250 -91 836 529 
+Q 422 1150 422 2328 
+Q 422 3509 836 4129 
+Q 1250 4750 2034 4750 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_2">
+      <g>
+       <use xlink:href="#m9162afc6c8" x="161.28" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- 10 -->
+      <g transform="translate(154.9175 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-31" d="M 794 531 
+L 1825 531 
+L 1825 4091 
+L 703 3866 
+L 703 4441 
+L 1819 4666 
+L 2450 4666 
+L 2450 531 
+L 3481 531 
+L 3481 0 
+L 794 0 
+L 794 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_3">
+      <g>
+       <use xlink:href="#m9162afc6c8" x="250.56" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- 20 -->
+      <g transform="translate(244.1975 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-32" d="M 1228 531 
+L 3431 531 
+L 3431 0 
+L 469 0 
+L 469 531 
+Q 828 903 1448 1529 
+Q 2069 2156 2228 2338 
+Q 2531 2678 2651 2914 
+Q 2772 3150 2772 3378 
+Q 2772 3750 2511 3984 
+Q 2250 4219 1831 4219 
+Q 1534 4219 1204 4116 
+Q 875 4013 500 3803 
+L 500 4441 
+Q 881 4594 1212 4672 
+Q 1544 4750 1819 4750 
+Q 2544 4750 2975 4387 
+Q 3406 4025 3406 3419 
+Q 3406 3131 3298 2873 
+Q 3191 2616 2906 2266 
+Q 2828 2175 2409 1742 
+Q 1991 1309 1228 531 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-32"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use xlink:href="#m9162afc6c8" x="339.84" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 30 -->
+      <g transform="translate(333.4775 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-33" d="M 2597 2516 
+Q 3050 2419 3304 2112 
+Q 3559 1806 3559 1356 
+Q 3559 666 3084 287 
+Q 2609 -91 1734 -91 
+Q 1441 -91 1130 -33 
+Q 819 25 488 141 
+L 488 750 
+Q 750 597 1062 519 
+Q 1375 441 1716 441 
+Q 2309 441 2620 675 
+Q 2931 909 2931 1356 
+Q 2931 1769 2642 2001 
+Q 2353 2234 1838 2234 
+L 1294 2234 
+L 1294 2753 
+L 1863 2753 
+Q 2328 2753 2575 2939 
+Q 2822 3125 2822 3475 
+Q 2822 3834 2567 4026 
+Q 2313 4219 1838 4219 
+Q 1578 4219 1281 4162 
+Q 984 4106 628 3988 
+L 628 4550 
+Q 988 4650 1302 4700 
+Q 1616 4750 1894 4750 
+Q 2613 4750 3031 4423 
+Q 3450 4097 3450 3541 
+Q 3450 3153 3228 2886 
+Q 3006 2619 2597 2516 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-33"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use xlink:href="#m9162afc6c8" x="429.12" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 40 -->
+      <g transform="translate(422.7575 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-34" d="M 2419 4116 
+L 825 1625 
+L 2419 1625 
+L 2419 4116 
+z
+M 2253 4666 
+L 3047 4666 
+L 3047 1625 
+L 3713 1625 
+L 3713 1100 
+L 3047 1100 
+L 3047 0 
+L 2419 0 
+L 2419 1100 
+L 313 1100 
+L 313 1709 
+L 2253 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-34"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use xlink:href="#m9162afc6c8" x="518.4" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 50 -->
+      <g transform="translate(512.0375 527.238438) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-35" d="M 691 4666 
+L 3169 4666 
+L 3169 4134 
+L 1269 4134 
+L 1269 2991 
+Q 1406 3038 1543 3061 
+Q 1681 3084 1819 3084 
+Q 2600 3084 3056 2656 
+Q 3513 2228 3513 1497 
+Q 3513 744 3044 326 
+Q 2575 -91 1722 -91 
+Q 1428 -91 1123 -41 
+Q 819 9 494 109 
+L 494 744 
+Q 775 591 1075 516 
+Q 1375 441 1709 441 
+Q 2250 441 2565 725 
+Q 2881 1009 2881 1497 
+Q 2881 1984 2565 2268 
+Q 2250 2553 1709 2553 
+Q 1456 2553 1204 2497 
+Q 953 2441 691 2322 
+L 691 4666 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-35"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(63.623047 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_7">
+     <!-- Market resources ${m}_t$ -->
+     <g transform="translate(243.8 540.916563) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-4d" d="M 628 4666 
+L 1569 4666 
+L 2759 1491 
+L 3956 4666 
+L 4897 4666 
+L 4897 0 
+L 4281 0 
+L 4281 4097 
+L 3078 897 
+L 2444 897 
+L 1241 4097 
+L 1241 0 
+L 628 0 
+L 628 4666 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-61" d="M 2194 1759 
+Q 1497 1759 1228 1600 
+Q 959 1441 959 1056 
+Q 959 750 1161 570 
+Q 1363 391 1709 391 
+Q 2188 391 2477 730 
+Q 2766 1069 2766 1631 
+L 2766 1759 
+L 2194 1759 
+z
+M 3341 1997 
+L 3341 0 
+L 2766 0 
+L 2766 531 
+Q 2569 213 2275 61 
+Q 1981 -91 1556 -91 
+Q 1019 -91 701 211 
+Q 384 513 384 1019 
+Q 384 1609 779 1909 
+Q 1175 2209 1959 2209 
+L 2766 2209 
+L 2766 2266 
+Q 2766 2663 2505 2880 
+Q 2244 3097 1772 3097 
+Q 1472 3097 1187 3025 
+Q 903 2953 641 2809 
+L 641 3341 
+Q 956 3463 1253 3523 
+Q 1550 3584 1831 3584 
+Q 2591 3584 2966 3190 
+Q 3341 2797 3341 1997 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-72" d="M 2631 2963 
+Q 2534 3019 2420 3045 
+Q 2306 3072 2169 3072 
+Q 1681 3072 1420 2755 
+Q 1159 2438 1159 1844 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1341 3275 1631 3429 
+Q 1922 3584 2338 3584 
+Q 2397 3584 2469 3576 
+Q 2541 3569 2628 3553 
+L 2631 2963 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6b" d="M 581 4863 
+L 1159 4863 
+L 1159 1991 
+L 2875 3500 
+L 3609 3500 
+L 1753 1863 
+L 3688 0 
+L 2938 0 
+L 1159 1709 
+L 1159 0 
+L 581 0 
+L 581 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-65" d="M 3597 1894 
+L 3597 1613 
+L 953 1613 
+Q 991 1019 1311 708 
+Q 1631 397 2203 397 
+Q 2534 397 2845 478 
+Q 3156 559 3463 722 
+L 3463 178 
+Q 3153 47 2828 -22 
+Q 2503 -91 2169 -91 
+Q 1331 -91 842 396 
+Q 353 884 353 1716 
+Q 353 2575 817 3079 
+Q 1281 3584 2069 3584 
+Q 2775 3584 3186 3129 
+Q 3597 2675 3597 1894 
+z
+M 3022 2063 
+Q 3016 2534 2758 2815 
+Q 2500 3097 2075 3097 
+Q 1594 3097 1305 2825 
+Q 1016 2553 972 2059 
+L 3022 2063 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-74" d="M 1172 4494 
+L 1172 3500 
+L 2356 3500 
+L 2356 3053 
+L 1172 3053 
+L 1172 1153 
+Q 1172 725 1289 603 
+Q 1406 481 1766 481 
+L 2356 481 
+L 2356 0 
+L 1766 0 
+Q 1100 0 847 248 
+Q 594 497 594 1153 
+L 594 3053 
+L 172 3053 
+L 172 3500 
+L 594 3500 
+L 594 4494 
+L 1172 4494 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-20" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-73" d="M 2834 3397 
+L 2834 2853 
+Q 2591 2978 2328 3040 
+Q 2066 3103 1784 3103 
+Q 1356 3103 1142 2972 
+Q 928 2841 928 2578 
+Q 928 2378 1081 2264 
+Q 1234 2150 1697 2047 
+L 1894 2003 
+Q 2506 1872 2764 1633 
+Q 3022 1394 3022 966 
+Q 3022 478 2636 193 
+Q 2250 -91 1575 -91 
+Q 1294 -91 989 -36 
+Q 684 19 347 128 
+L 347 722 
+Q 666 556 975 473 
+Q 1284 391 1588 391 
+Q 1994 391 2212 530 
+Q 2431 669 2431 922 
+Q 2431 1156 2273 1281 
+Q 2116 1406 1581 1522 
+L 1381 1569 
+Q 847 1681 609 1914 
+Q 372 2147 372 2553 
+Q 372 3047 722 3315 
+Q 1072 3584 1716 3584 
+Q 2034 3584 2315 3537 
+Q 2597 3491 2834 3397 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6f" d="M 1959 3097 
+Q 1497 3097 1228 2736 
+Q 959 2375 959 1747 
+Q 959 1119 1226 758 
+Q 1494 397 1959 397 
+Q 2419 397 2687 759 
+Q 2956 1122 2956 1747 
+Q 2956 2369 2687 2733 
+Q 2419 3097 1959 3097 
+z
+M 1959 3584 
+Q 2709 3584 3137 3096 
+Q 3566 2609 3566 1747 
+Q 3566 888 3137 398 
+Q 2709 -91 1959 -91 
+Q 1206 -91 779 398 
+Q 353 888 353 1747 
+Q 353 2609 779 3096 
+Q 1206 3584 1959 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-75" d="M 544 1381 
+L 544 3500 
+L 1119 3500 
+L 1119 1403 
+Q 1119 906 1312 657 
+Q 1506 409 1894 409 
+Q 2359 409 2629 706 
+Q 2900 1003 2900 1516 
+L 2900 3500 
+L 3475 3500 
+L 3475 0 
+L 2900 0 
+L 2900 538 
+Q 2691 219 2414 64 
+Q 2138 -91 1772 -91 
+Q 1169 -91 856 284 
+Q 544 659 544 1381 
+z
+M 1991 3584 
+L 1991 3584 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-63" d="M 3122 3366 
+L 3122 2828 
+Q 2878 2963 2633 3030 
+Q 2388 3097 2138 3097 
+Q 1578 3097 1268 2742 
+Q 959 2388 959 1747 
+Q 959 1106 1268 751 
+Q 1578 397 2138 397 
+Q 2388 397 2633 464 
+Q 2878 531 3122 666 
+L 3122 134 
+Q 2881 22 2623 -34 
+Q 2366 -91 2075 -91 
+Q 1284 -91 818 406 
+Q 353 903 353 1747 
+Q 353 2603 823 3093 
+Q 1294 3584 2113 3584 
+Q 2378 3584 2631 3529 
+Q 2884 3475 3122 3366 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-6d" d="M 5747 2113 
+L 5338 0 
+L 4763 0 
+L 5166 2094 
+Q 5191 2228 5203 2325 
+Q 5216 2422 5216 2491 
+Q 5216 2772 5059 2928 
+Q 4903 3084 4622 3084 
+Q 4203 3084 3875 2770 
+Q 3547 2456 3450 1953 
+L 3066 0 
+L 2491 0 
+L 2900 2094 
+Q 2925 2209 2937 2307 
+Q 2950 2406 2950 2484 
+Q 2950 2769 2794 2926 
+Q 2638 3084 2363 3084 
+Q 1938 3084 1609 2770 
+Q 1281 2456 1184 1953 
+L 800 0 
+L 225 0 
+L 909 3500 
+L 1484 3500 
+L 1375 2956 
+Q 1609 3263 1923 3423 
+Q 2238 3584 2597 3584 
+Q 2978 3584 3223 3384 
+Q 3469 3184 3519 2828 
+Q 3781 3197 4126 3390 
+Q 4472 3584 4856 3584 
+Q 5306 3584 5551 3325 
+Q 5797 3066 5797 2591 
+Q 5797 2488 5784 2364 
+Q 5772 2241 5747 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-74" d="M 2706 3500 
+L 2619 3053 
+L 1472 3053 
+L 1100 1153 
+Q 1081 1047 1072 975 
+Q 1063 903 1063 863 
+Q 1063 663 1183 572 
+Q 1303 481 1569 481 
+L 2150 481 
+L 2053 0 
+L 1503 0 
+Q 991 0 739 200 
+Q 488 400 488 806 
+Q 488 878 497 964 
+Q 506 1050 525 1153 
+L 897 3053 
+L 409 3053 
+L 500 3500 
+L 978 3500 
+L 1172 4494 
+L 1747 4494 
+L 1556 3500 
+L 2706 3500 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-4d" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-61" transform="translate(86.279297 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(147.558594 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6b" transform="translate(188.671875 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(246.582031 0.015625)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(308.105469 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(347.314453 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(379.101562 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(420.214844 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(481.738281 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(533.837891 0.015625)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(595.019531 0.015625)"/>
+      <use xlink:href="#DejaVuSans-72" transform="translate(658.398438 0.015625)"/>
+      <use xlink:href="#DejaVuSans-63" transform="translate(699.511719 0.015625)"/>
+      <use xlink:href="#DejaVuSans-65" transform="translate(754.492188 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(816.015625 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(868.115234 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-6d" transform="translate(899.902344 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(997.314453 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <defs>
+       <path id="m5594a11a20" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m5594a11a20" x="72" y="512.64" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 0.0 -->
+      <g transform="translate(49.096875 516.439219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-2e" d="M 684 794 
+L 1344 794 
+L 1344 0 
+L 684 0 
+L 684 794 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_8">
+      <g>
+       <use xlink:href="#m5594a11a20" x="72" y="453.504" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0.2 -->
+      <g transform="translate(49.096875 457.303219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_9">
+      <g>
+       <use xlink:href="#m5594a11a20" x="72" y="394.368" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 0.4 -->
+      <g transform="translate(49.096875 398.167219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m5594a11a20" x="72" y="335.232" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_11">
+      <!-- 0.6 -->
+      <g transform="translate(49.096875 339.031219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-36" d="M 2113 2584 
+Q 1688 2584 1439 2293 
+Q 1191 2003 1191 1497 
+Q 1191 994 1439 701 
+Q 1688 409 2113 409 
+Q 2538 409 2786 701 
+Q 3034 994 3034 1497 
+Q 3034 2003 2786 2293 
+Q 2538 2584 2113 2584 
+z
+M 3366 4563 
+L 3366 3988 
+Q 3128 4100 2886 4159 
+Q 2644 4219 2406 4219 
+Q 1781 4219 1451 3797 
+Q 1122 3375 1075 2522 
+Q 1259 2794 1537 2939 
+Q 1816 3084 2150 3084 
+Q 2853 3084 3261 2657 
+Q 3669 2231 3669 1497 
+Q 3669 778 3244 343 
+Q 2819 -91 2113 -91 
+Q 1303 -91 875 529 
+Q 447 1150 447 2328 
+Q 447 3434 972 4092 
+Q 1497 4750 2381 4750 
+Q 2619 4750 2861 4703 
+Q 3103 4656 3366 4563 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-36" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_11">
+      <g>
+       <use xlink:href="#m5594a11a20" x="72" y="276.096" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_12">
+      <!-- 0.8 -->
+      <g transform="translate(49.096875 279.895219) scale(0.1 -0.1)">
+       <defs>
+        <path id="DejaVuSans-38" d="M 2034 2216 
+Q 1584 2216 1326 1975 
+Q 1069 1734 1069 1313 
+Q 1069 891 1326 650 
+Q 1584 409 2034 409 
+Q 2484 409 2743 651 
+Q 3003 894 3003 1313 
+Q 3003 1734 2745 1975 
+Q 2488 2216 2034 2216 
+z
+M 1403 2484 
+Q 997 2584 770 2862 
+Q 544 3141 544 3541 
+Q 544 4100 942 4425 
+Q 1341 4750 2034 4750 
+Q 2731 4750 3128 4425 
+Q 3525 4100 3525 3541 
+Q 3525 3141 3298 2862 
+Q 3072 2584 2669 2484 
+Q 3125 2378 3379 2068 
+Q 3634 1759 3634 1313 
+Q 3634 634 3220 271 
+Q 2806 -91 2034 -91 
+Q 1263 -91 848 271 
+Q 434 634 434 1313 
+Q 434 1759 690 2068 
+Q 947 2378 1403 2484 
+z
+M 1172 3481 
+Q 1172 3119 1398 2916 
+Q 1625 2713 2034 2713 
+Q 2441 2713 2670 2916 
+Q 2900 3119 2900 3481 
+Q 2900 3844 2670 4047 
+Q 2441 4250 2034 4250 
+Q 1625 4250 1398 4047 
+Q 1172 3844 1172 3481 
+z
+" transform="scale(0.015625)"/>
+       </defs>
+       <use xlink:href="#DejaVuSans-30"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-38" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_6">
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m5594a11a20" x="72" y="216.96" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_13">
+      <!-- 1.0 -->
+      <g transform="translate(49.096875 220.759219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-30" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_7">
+     <g id="line2d_13">
+      <g>
+       <use xlink:href="#m5594a11a20" x="72" y="157.824" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_14">
+      <!-- 1.2 -->
+      <g transform="translate(49.096875 161.623219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-32" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_8">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m5594a11a20" x="72" y="98.688" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_15">
+      <!-- 1.4 -->
+      <g transform="translate(49.096875 102.487219) scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-31"/>
+       <use xlink:href="#DejaVuSans-2e" transform="translate(63.623047 0)"/>
+       <use xlink:href="#DejaVuSans-34" transform="translate(95.410156 0)"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_16">
+     <!-- Consumption ${c}_t$ -->
+     <g transform="translate(42.996875 329.88) rotate(-90) scale(0.1 -0.1)">
+      <defs>
+       <path id="DejaVuSans-43" d="M 4122 4306 
+L 4122 3641 
+Q 3803 3938 3442 4084 
+Q 3081 4231 2675 4231 
+Q 1875 4231 1450 3742 
+Q 1025 3253 1025 2328 
+Q 1025 1406 1450 917 
+Q 1875 428 2675 428 
+Q 3081 428 3442 575 
+Q 3803 722 4122 1019 
+L 4122 359 
+Q 3791 134 3420 21 
+Q 3050 -91 2638 -91 
+Q 1578 -91 968 557 
+Q 359 1206 359 2328 
+Q 359 3453 968 4101 
+Q 1578 4750 2638 4750 
+Q 3056 4750 3426 4639 
+Q 3797 4528 4122 4306 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6e" d="M 3513 2113 
+L 3513 0 
+L 2938 0 
+L 2938 2094 
+Q 2938 2591 2744 2837 
+Q 2550 3084 2163 3084 
+Q 1697 3084 1428 2787 
+Q 1159 2491 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1366 3272 1645 3428 
+Q 1925 3584 2291 3584 
+Q 2894 3584 3203 3211 
+Q 3513 2838 3513 2113 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-6d" d="M 3328 2828 
+Q 3544 3216 3844 3400 
+Q 4144 3584 4550 3584 
+Q 5097 3584 5394 3201 
+Q 5691 2819 5691 2113 
+L 5691 0 
+L 5113 0 
+L 5113 2094 
+Q 5113 2597 4934 2840 
+Q 4756 3084 4391 3084 
+Q 3944 3084 3684 2787 
+Q 3425 2491 3425 1978 
+L 3425 0 
+L 2847 0 
+L 2847 2094 
+Q 2847 2600 2669 2842 
+Q 2491 3084 2119 3084 
+Q 1678 3084 1418 2786 
+Q 1159 2488 1159 1978 
+L 1159 0 
+L 581 0 
+L 581 3500 
+L 1159 3500 
+L 1159 2956 
+Q 1356 3278 1631 3431 
+Q 1906 3584 2284 3584 
+Q 2666 3584 2933 3390 
+Q 3200 3197 3328 2828 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-70" d="M 1159 525 
+L 1159 -1331 
+L 581 -1331 
+L 581 3500 
+L 1159 3500 
+L 1159 2969 
+Q 1341 3281 1617 3432 
+Q 1894 3584 2278 3584 
+Q 2916 3584 3314 3078 
+Q 3713 2572 3713 1747 
+Q 3713 922 3314 415 
+Q 2916 -91 2278 -91 
+Q 1894 -91 1617 61 
+Q 1341 213 1159 525 
+z
+M 3116 1747 
+Q 3116 2381 2855 2742 
+Q 2594 3103 2138 3103 
+Q 1681 3103 1420 2742 
+Q 1159 2381 1159 1747 
+Q 1159 1113 1420 752 
+Q 1681 391 2138 391 
+Q 2594 391 2855 752 
+Q 3116 1113 3116 1747 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-69" d="M 603 3500 
+L 1178 3500 
+L 1178 0 
+L 603 0 
+L 603 3500 
+z
+M 603 4863 
+L 1178 4863 
+L 1178 4134 
+L 603 4134 
+L 603 4863 
+z
+" transform="scale(0.015625)"/>
+       <path id="DejaVuSans-Oblique-63" d="M 3431 3366 
+L 3316 2797 
+Q 3109 2947 2876 3022 
+Q 2644 3097 2394 3097 
+Q 2119 3097 1870 3000 
+Q 1622 2903 1453 2725 
+Q 1184 2453 1037 2087 
+Q 891 1722 891 1331 
+Q 891 859 1127 628 
+Q 1363 397 1844 397 
+Q 2081 397 2348 469 
+Q 2616 541 2906 684 
+L 2797 116 
+Q 2547 13 2283 -39 
+Q 2019 -91 1741 -91 
+Q 1044 -91 669 257 
+Q 294 606 294 1253 
+Q 294 1797 489 2255 
+Q 684 2713 1069 3078 
+Q 1331 3328 1684 3456 
+Q 2038 3584 2456 3584 
+Q 2700 3584 2940 3529 
+Q 3181 3475 3431 3366 
+z
+" transform="scale(0.015625)"/>
+      </defs>
+      <use xlink:href="#DejaVuSans-43" transform="translate(0 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(69.824219 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(131.005859 0.015625)"/>
+      <use xlink:href="#DejaVuSans-73" transform="translate(194.384766 0.015625)"/>
+      <use xlink:href="#DejaVuSans-75" transform="translate(246.484375 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6d" transform="translate(309.863281 0.015625)"/>
+      <use xlink:href="#DejaVuSans-70" transform="translate(407.275391 0.015625)"/>
+      <use xlink:href="#DejaVuSans-74" transform="translate(470.751953 0.015625)"/>
+      <use xlink:href="#DejaVuSans-69" transform="translate(509.960938 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6f" transform="translate(537.744141 0.015625)"/>
+      <use xlink:href="#DejaVuSans-6e" transform="translate(598.925781 0.015625)"/>
+      <use xlink:href="#DejaVuSans-20" transform="translate(662.304688 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-63" transform="translate(694.091797 0.015625)"/>
+      <use xlink:href="#DejaVuSans-Oblique-74" transform="translate(749.072266 -16.390625) scale(0.7)"/>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_15">
+    <path d="M 72 512.64 
+L 76.509091 496.865539 
+L 81.018182 483.330264 
+L 85.527273 472.006585 
+L 90.036364 462.183934 
+L 94.545455 453.409491 
+L 99.054545 445.390734 
+L 103.563636 437.94964 
+L 108.072727 430.960884 
+L 112.581818 424.338346 
+L 117.090909 418.019573 
+L 121.6 411.956975 
+L 126.109091 406.113944 
+L 130.618182 400.46171 
+L 135.127273 394.977045 
+L 139.636364 389.640923 
+L 144.145455 384.43757 
+L 148.654545 379.353746 
+L 153.163636 374.378213 
+L 157.672727 369.501335 
+L 162.181818 364.714783 
+L 166.690909 360.0113 
+L 171.2 355.384522 
+L 175.709091 350.828831 
+L 180.218182 346.339243 
+L 184.727273 341.91131 
+L 189.236364 337.541044 
+L 193.745455 333.224858 
+L 198.254545 328.959506 
+L 202.763636 324.742044 
+L 207.272727 320.569791 
+L 211.781818 316.440299 
+L 216.290909 312.351325 
+L 220.8 308.300808 
+L 225.309091 304.28685 
+L 229.818182 300.307697 
+L 234.327273 296.361726 
+L 238.836364 292.447432 
+L 243.345455 288.563415 
+L 247.854545 284.708372 
+L 252.363636 280.881087 
+L 256.872727 277.080422 
+L 261.381818 273.305313 
+L 265.890909 269.55476 
+L 270.4 265.827827 
+L 274.909091 262.123629 
+L 279.418182 258.441335 
+L 283.927273 254.780161 
+L 288.436364 251.139367 
+L 292.945455 247.518244 
+L 297.454545 243.916131 
+L 301.963636 240.332395 
+L 306.472727 236.766421 
+L 310.981818 233.217608 
+L 315.490909 229.685379 
+L 320 226.169605 
+L 324.509091 222.669924 
+L 329.018182 219.185283 
+L 333.527273 215.715313 
+L 338.036364 212.259648 
+L 342.545455 208.817919 
+L 347.054545 205.389761 
+L 351.563636 201.974804 
+L 356.072727 198.572683 
+L 360.581818 195.18303 
+L 365.090909 191.805477 
+L 369.6 188.439657 
+L 374.109091 185.085464 
+L 378.618182 181.743053 
+L 383.127273 178.41153 
+L 387.636364 175.090695 
+L 392.145455 171.780317 
+L 396.654545 168.480159 
+L 401.163636 165.18999 
+L 405.672727 161.909582 
+L 410.181818 158.638723 
+L 414.690909 155.377195 
+L 419.2 152.124796 
+L 423.709091 148.881327 
+L 428.218182 145.646596 
+L 432.727273 142.42042 
+L 437.236364 139.202615 
+L 441.745455 135.993012 
+L 446.254545 132.791441 
+L 450.763636 129.597739 
+L 455.272727 126.411749 
+L 459.781818 123.233318 
+L 464.290909 120.062297 
+L 468.8 116.898544 
+L 473.309091 113.74192 
+L 477.818182 110.592287 
+L 482.327273 107.449517 
+L 486.836364 104.313481 
+L 491.345455 101.184056 
+L 495.854545 98.061121 
+L 500.363636 94.94456 
+L 504.872727 91.834258 
+L 509.381818 88.730107 
+L 513.890909 85.631998 
+L 518.4 82.539826 
+" clip-path="url(#pf4482f18db)" style="fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_16">
+    <path d="M 72 217.30983 
+L 518.4 199.81833 
+" clip-path="url(#pf4482f18db)" style="fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #000000; stroke-width: 1.5"/>
+   </g>
+   <g id="line2d_17">
+    <defs>
+     <path id="m57ac2d6a24" d="M 0 3 
+C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
+C 2.683901 1.55874 3 0.795609 3 0 
+C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
+C 1.55874 -2.683901 0.795609 -3 0 -3 
+C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
+C -2.683901 -1.55874 -3 -0.795609 -3 0 
+C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
+C -1.55874 2.683901 -0.795609 3 0 3 
+z
+" style="stroke: #ff0000"/>
+    </defs>
+    <g clip-path="url(#pf4482f18db)">
+     <use xlink:href="#m57ac2d6a24" x="345.468063" y="206.594403" style="fill: #ff0000; stroke: #ff0000"/>
+    </g>
+   </g>
+   <g id="patch_3">
+    <path d="M 72 512.64 
+L 72 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 518.4 512.64 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 72 512.64 
+L 518.4 512.64 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 72 69.12 
+L 518.4 69.12 
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="text_17">
+    <!-- $\left(\frac{1}{(\gamma-r)+(1+(\gamma/\mho)(1-(\gamma/\mho)(\rho-1)/2))}\right) $ -->
+    <g transform="translate(161.28 468.288) scale(0.18 -0.18)">
+     <defs>
+      <path id="STIXSizeTwoSym-Regular-28" d="M 3219 -1555 
+L 3219 -1786 
+Q 2144 -774 1517 730 
+Q 890 2234 890 4115 
+Q 890 6003 1533 7593 
+Q 2176 9184 3219 10022 
+L 3219 9811 
+Q 2490 9062 1994 7606 
+Q 1498 6150 1498 4115 
+Q 1498 563 3219 -1555 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-28" d="M 1984 4856 
+Q 1566 4138 1362 3434 
+Q 1159 2731 1159 2009 
+Q 1159 1288 1364 580 
+Q 1569 -128 1984 -844 
+L 1484 -844 
+Q 1016 -109 783 600 
+Q 550 1309 550 2009 
+Q 550 2706 781 3412 
+Q 1013 4119 1484 4856 
+L 1984 4856 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-Oblique-3b3" d="M 1491 2950 
+L 1838 788 
+L 3456 3500 
+L 4066 3500 
+L 1972 0 
+L 1713 -1331 
+L 1138 -1331 
+L 1397 0 
+L 988 2613 
+Q 925 3006 628 3006 
+L 475 3006 
+L 569 3500 
+L 788 3500 
+Q 1403 3500 1491 2950 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2212" d="M 678 2272 
+L 4684 2272 
+L 4684 1741 
+L 678 1741 
+L 678 2272 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-Oblique-72" d="M 2853 2969 
+Q 2766 3016 2653 3041 
+Q 2541 3066 2413 3066 
+Q 1953 3066 1609 2717 
+Q 1266 2369 1153 1784 
+L 800 0 
+L 225 0 
+L 909 3500 
+L 1484 3500 
+L 1375 2956 
+Q 1603 3259 1920 3421 
+Q 2238 3584 2597 3584 
+Q 2691 3584 2781 3573 
+Q 2872 3563 2963 3538 
+L 2853 2969 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-29" d="M 513 4856 
+L 1013 4856 
+Q 1481 4119 1714 3412 
+Q 1947 2706 1947 2009 
+Q 1947 1309 1714 600 
+Q 1481 -109 1013 -844 
+L 513 -844 
+Q 928 -128 1133 580 
+Q 1338 1288 1338 2009 
+Q 1338 2731 1133 3434 
+Q 928 4138 513 4856 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2b" d="M 2944 4013 
+L 2944 2272 
+L 4684 2272 
+L 4684 1741 
+L 2944 1741 
+L 2944 0 
+L 2419 0 
+L 2419 1741 
+L 678 1741 
+L 678 2272 
+L 2419 2272 
+L 2419 4013 
+L 2944 4013 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2f" d="M 1625 4666 
+L 2156 4666 
+L 531 -594 
+L 0 -594 
+L 1625 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-2127" d="M 4647 4075 
+L 3647 4075 
+Q 4150 3634 4372 3171 
+Q 4594 2709 4594 2103 
+Q 4594 1138 3992 523 
+Q 3391 -91 2444 -91 
+Q 1491 -91 892 525 
+Q 294 1141 294 2134 
+Q 294 2709 520 3175 
+Q 747 3641 1241 4075 
+L 244 4075 
+L 244 4631 
+L 2119 4631 
+L 2119 4075 
+Q 1563 3772 1252 3253 
+Q 941 2734 941 2103 
+Q 941 1356 1355 901 
+Q 1769 447 2444 447 
+Q 3119 447 3531 900 
+Q 3944 1353 3944 2103 
+Q 3944 2734 3634 3253 
+Q 3325 3772 2772 4075 
+L 2772 4631 
+L 4647 4631 
+L 4647 4075 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-Oblique-3c1" d="M 1203 2875 
+Q 1453 3194 1981 3475 
+Q 2188 3584 2756 3584 
+Q 3394 3584 3694 3078 
+Q 3994 2572 3834 1747 
+Q 3672 922 3175 415 
+Q 2678 -91 2041 -91 
+Q 1656 -91 1409 63 
+Q 1163 213 1044 525 
+L 681 -1331 
+L 103 -1331 
+L 697 1716 
+Q 838 2438 1203 2875 
+z
+M 3238 1747 
+Q 3359 2381 3169 2744 
+Q 2978 3103 2522 3103 
+Q 2066 3103 1734 2744 
+Q 1403 2381 1281 1747 
+Q 1156 1113 1347 750 
+Q 1538 391 1994 391 
+Q 2450 391 2781 750 
+Q 3113 1113 3238 1747 
+z
+" transform="scale(0.015625)"/>
+      <path id="STIXSizeTwoSym-Regular-29" d="M 730 9792 
+L 730 10022 
+Q 1805 9011 2432 7507 
+Q 3059 6003 3059 4115 
+Q 3059 2234 2416 643 
+Q 1773 -947 730 -1786 
+L 730 -1574 
+Q 1459 -826 1955 633 
+Q 2451 2093 2451 4115 
+Q 2451 7674 730 9792 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#STIXSizeTwoSym-Regular-28" transform="translate(0 -32.360937) scale(0.812763)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(679.856247 43.965625) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(47.856247 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3b3" transform="translate(75.165817 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2212" transform="translate(130.229294 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-Oblique-72" transform="translate(202.519333 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(231.29863 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(272.245895 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(344.535934 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(371.845505 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2b" transform="translate(430.019333 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(502.309372 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3b3" transform="translate(529.618942 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2f" transform="translate(571.044724 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2127" transform="translate(594.628708 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(648.119919 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(675.429489 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(702.739059 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2212" transform="translate(760.912888 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(833.202927 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3b3" transform="translate(860.512497 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2f" transform="translate(901.938278 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2127" transform="translate(925.522263 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(979.013474 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-28" transform="translate(1006.323044 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-Oblique-3c1" transform="translate(1033.632614 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2212" transform="translate(1091.703903 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-31" transform="translate(1163.993942 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(1208.530075 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-2f" transform="translate(1235.839645 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-32" transform="translate(1256.88613 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(1301.422263 -40.396875) scale(0.7)"/>
+     <use xlink:href="#DejaVuSans-29" transform="translate(1328.731833 -40.396875) scale(0.7)"/>
+     <use xlink:href="#STIXSizeTwoSym-Regular-29" transform="translate(1368.541403 -32.360937) scale(0.812763)"/>
+     <path d="M 47.856247 18.965625 
+L 47.856247 25.215625 
+L 1356.041403 25.215625 
+L 1356.041403 18.965625 
+L 47.856247 18.965625 
+z
+"/>
+    </g>
+   </g>
+   <g id="text_18">
+    <!-- ↙️ m target -->
+    <g transform="translate(345.718063 206.394403) scale(0.1 -0.1)">
+     <defs>
+      <path id="DejaVuSans-2199" d="M 1097 163 
+L 900 359 
+L 900 2097 
+L 1428 2097 
+L 1428 1066 
+L 4122 3759 
+L 4497 3384 
+L 1803 691 
+L 2834 691 
+L 2834 163 
+L 1097 163 
+z
+" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-fe0f" transform="scale(0.015625)"/>
+      <path id="DejaVuSans-67" d="M 2906 1791 
+Q 2906 2416 2648 2759 
+Q 2391 3103 1925 3103 
+Q 1463 3103 1205 2759 
+Q 947 2416 947 1791 
+Q 947 1169 1205 825 
+Q 1463 481 1925 481 
+Q 2391 481 2648 825 
+Q 2906 1169 2906 1791 
+z
+M 3481 434 
+Q 3481 -459 3084 -895 
+Q 2688 -1331 1869 -1331 
+Q 1566 -1331 1297 -1286 
+Q 1028 -1241 775 -1147 
+L 775 -588 
+Q 1028 -725 1275 -790 
+Q 1522 -856 1778 -856 
+Q 2344 -856 2625 -561 
+Q 2906 -266 2906 331 
+L 2906 616 
+Q 2728 306 2450 153 
+Q 2172 0 1784 0 
+Q 1141 0 747 490 
+Q 353 981 353 1791 
+Q 353 2603 747 3093 
+Q 1141 3584 1784 3584 
+Q 2172 3584 2450 3431 
+Q 2728 3278 2906 2969 
+L 2906 3500 
+L 3481 3500 
+L 3481 434 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#DejaVuSans-2199"/>
+     <use xlink:href="#DejaVuSans-fe0f" transform="translate(83.789062 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(83.789062 0)"/>
+     <use xlink:href="#DejaVuSans-6d" transform="translate(115.576172 0)"/>
+     <use xlink:href="#DejaVuSans-20" transform="translate(212.988281 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(244.775391 0)"/>
+     <use xlink:href="#DejaVuSans-61" transform="translate(283.984375 0)"/>
+     <use xlink:href="#DejaVuSans-72" transform="translate(345.263672 0)"/>
+     <use xlink:href="#DejaVuSans-67" transform="translate(384.626953 0)"/>
+     <use xlink:href="#DejaVuSans-65" transform="translate(448.103516 0)"/>
+     <use xlink:href="#DejaVuSans-74" transform="translate(509.626953 0)"/>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="pf4482f18db">
+   <rect x="72" y="69.12" width="446.4" height="443.52"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/notebooks/FisherTwoPeriod.ipynb b/notebooks/FisherTwoPeriod.ipynb
index f3e45212..41445f88 100644
--- a/notebooks/FisherTwoPeriod.ipynb
+++ b/notebooks/FisherTwoPeriod.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -19,6 +19,7 @@
     "import ipywidgets as widgets\n",
     "from ipywidgets import interact, fixed\n",
     "from HARK.ConsumptionSaving.ConsIndShockModel import PerfForesightConsumerType\n",
+    "from HARK.utilities import make_figs\n",
     "import numpy as np\n",
     "from copy import deepcopy\n",
     "from matplotlib import pyplot as plt\n",
@@ -57,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -69,7 +70,7 @@
     "# rates\n",
     "\n",
     "\n",
-    "def FisherPlot(Y_1, Y_2, B_1, R, C_1_Max, C_2_Max):\n",
+    "def FisherPlot1(Y_1, Y_2, B_1, R, C_1_Max, C_2_Max):\n",
     "    # Basic setup of perfect foresight consumer\n",
     "\n",
     "    # We first create an instance of the class\n",
@@ -104,21 +105,22 @@
     "    # Create the figure\n",
     "    C_1_Min = 0.0\n",
     "    C_2_Min = 0.0\n",
-    "    plt.figure(figsize=(8, 8))\n",
-    "    plt.xlabel(\"Period 1 Consumption $C_1$\")\n",
-    "    plt.ylabel(\"Period 2 Consumption $C_2$\")\n",
-    "    plt.ylim([C_2_Min, C_2_Max])\n",
-    "    plt.xlim([C_1_Min, C_1_Max])\n",
+    "    fig = plt.figure(figsize=(8, 8))\n",
+    "    ax  = fig.add_subplot(111)\n",
+    "    ax.set_xlabel(\"Period 1 Consumption $C_1$\")\n",
+    "    ax.set_ylabel(\"Period 2 Consumption $C_2$\")\n",
+    "    ax.set_ylim([C_2_Min, C_2_Max])\n",
+    "    ax.set_xlim([C_1_Min, C_1_Max])\n",
     "\n",
     "    # Plot the budget constraint\n",
     "    C_1_bc = np.linspace(C_1_Min, B_1 + Y_1 + Y_2 / R, 10, endpoint=True)\n",
     "    C_2_bc = (Y_1 + B_1 - C_1_bc) * R + Y_2\n",
-    "    plt.plot(C_1_bc, C_2_bc, \"k-\", label=\"Budget Constraint\")\n",
+    "    ax.plot(C_1_bc, C_2_bc, \"k-\", label=\"Budget Constraint\")\n",
     "\n",
     "    # Plot the optimal consumption bundle\n",
     "    C_1 = PFexample.solution[0].cFunc(B_1 + Y_1 + Y_2 / R)\n",
     "    C_2 = PFexample.solution[1].cFunc((Y_1 + B_1 - C_1) * R + Y_2)\n",
-    "    plt.plot(C_1, C_2, \"ro\", label=\"Optimal Consumption\")\n",
+    "    ax.plot(C_1, C_2, \"ro\", label=\"Optimal Consumption\")\n",
     "\n",
     "    # Plot the indifference curve\n",
     "    V = C_1 ** (1 - CRRA) / (1 - CRRA) + beta * C_2 ** (1 - CRRA) / (\n",
@@ -126,18 +128,17 @@
     "    )  # Get max utility\n",
     "    C_1_V = np.linspace(((1 - CRRA) * V) ** (1 / (1 - CRRA)) + 0.5, C_1_Max, 1000)\n",
     "    C_2_V = (((1 - CRRA) * V - C_1_V ** (1 - CRRA)) / beta) ** (1 / (1 - CRRA))\n",
-    "    plt.plot(C_1_V, C_2_V, \"b-\", label=\"Indiferrence Curve\")\n",
+    "    ax.plot(C_1_V, C_2_V, \"b-\", label=\"Indiferrence Curve\")\n",
     "\n",
     "    # Add a legend and display the plot\n",
-    "    plt.legend()\n",
-    "    plt.show()\n",
+    "    ax.legend()\n",
     "\n",
     "    return None"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -203,13 +204,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure base in Figures/FisherTwoPeriod\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b091b44b96654747be5953b54905f9c1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(FloatSlider(value=50.0, description='$Y_1$', readout_format='4f'), FloatSlider(value=50.…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
+    "# Make the static figure\n",
+    "FisherPlot1(50.0, 50.0, 2, 1.05, 120, 120)\n",
+    "make_figs(\"base\",saveFigs=True,drawFigs=False,target_dir=\"Figures/FisherTwoPeriod\")\n",
+    "\n",
     "# Make the widget\n",
     "interact(\n",
-    "    FisherPlot,\n",
+    "    FisherPlot1,\n",
     "    Y_1=Y_1_widget,\n",
     "    Y_2=Y_2_widget,\n",
     "    B_1=B_1_widget,\n",
@@ -228,7 +265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -237,7 +274,7 @@
     "\n",
     "\n",
     "# Define a function that plots something given some bits\n",
-    "def FisherPlot1(Y_1, Y_2, B_1, RHi, RLo, C_1_Max, C_2_Max):\n",
+    "def FisherPlot2(Y_1, Y_2, B_1, RHi, RLo, C_1_Max, C_2_Max):\n",
     "    # Basic setup of perfect foresight consumer\n",
     "    PFexample = (\n",
     "        PerfForesightConsumerType()\n",
@@ -272,20 +309,21 @@
     "        print(\"Those parameter values violate a condition required for solution!\")\n",
     "\n",
     "    # Plot the chart\n",
-    "    plt.figure(figsize=(8, 8))\n",
-    "    plt.xlabel(\"Period 1 Consumption $C_1$\")\n",
-    "    plt.ylabel(\"Period 2 Consumption $C_2$\")\n",
-    "    plt.ylim([C_2_Min, C_2_Max])\n",
-    "    plt.xlim([C_1_Min, C_1_Max])\n",
+    "    fig = plt.figure(figsize=(8, 8))\n",
+    "    ax  = fig.add_subplot(111)\n",
+    "    ax.set_xlabel(\"Period 1 Consumption $C_1$\")\n",
+    "    ax.set_ylabel(\"Period 2 Consumption $C_2$\")\n",
+    "    ax.set_ylim([C_2_Min, C_2_Max])\n",
+    "    ax.set_xlim([C_1_Min, C_1_Max])\n",
     "\n",
     "    # Plot the budget constraints\n",
     "    C_1_bc_RLo = np.linspace(C_1_Min, B_1 + Y_1 + Y_2 / RLo, 10, endpoint=True)\n",
     "    C_2_bc_RLo = (Y_1 + B_1 - C_1_bc_RLo) * RLo + Y_2\n",
-    "    plt.plot(C_1_bc_RLo, C_2_bc_RLo, \"k-\", label=\"Budget Constraint R Low\")\n",
+    "    ax.plot(C_1_bc_RLo, C_2_bc_RLo, \"k-\", label=\"Budget Constraint R Low\")\n",
     "\n",
     "    C_1_bc_RHi = np.linspace(C_1_Min, B_1 + Y_1 + Y_2 / RHi, 10, endpoint=True)\n",
     "    C_2_bc_RHi = (Y_1 + B_1 - C_1_bc_RHi) * RHi + Y_2\n",
-    "    plt.plot(C_1_bc_RHi, C_2_bc_RHi, \"k--\", label=\"Budget Constraint R High\")\n",
+    "    ax.plot(C_1_bc_RHi, C_2_bc_RHi, \"k--\", label=\"Budget Constraint R High\")\n",
     "\n",
     "    # The optimal consumption bundles\n",
     "    C_1_opt_RLo = PFexampleRLo.solution[0].cFunc(B_1 + Y_1 + Y_2 / RLo)\n",
@@ -302,7 +340,7 @@
     "    C_2_V_RLo = (((1 - CRRA) * V_RLo - C_1_V_RLo ** (1 - CRRA)) / beta) ** (\n",
     "        1 / (1 - CRRA)\n",
     "    )\n",
-    "    plt.plot(C_1_V_RLo, C_2_V_RLo, \"b-\", label=\"Indiferrence Curve R Low\")\n",
+    "    ax.plot(C_1_V_RLo, C_2_V_RLo, \"b-\", label=\"Indiferrence Curve R Low\")\n",
     "\n",
     "    V_RHi = C_1_opt_RHi ** (1 - CRRA) / (1 - CRRA) + beta * C_2_opt_RHi ** (1 - CRRA) / (\n",
     "        1 - CRRA\n",
@@ -311,7 +349,7 @@
     "    C_2_V_RHi = (((1 - CRRA) * V_RHi - C_1_V_RHi ** (1 - CRRA)) / beta) ** (\n",
     "        1 / (1 - CRRA)\n",
     "    )\n",
-    "    plt.plot(C_1_V_RHi, C_2_V_RHi, \"b--\", label=\"Indiferrence Curve R High\")\n",
+    "    ax.plot(C_1_V_RHi, C_2_V_RHi, \"b--\", label=\"Indiferrence Curve R High\")\n",
     "\n",
     "    # The substitution effect\n",
     "    C_1_Subs = (\n",
@@ -321,27 +359,26 @@
     "\n",
     "    C_1_bc_Subs = np.linspace(C_1_Min, B_1 + Y_1 + Y_2 / RHi, 10, endpoint=True)\n",
     "    C_2_bc_Subs = (C_1_Subs + C_2_Subs / RLo - C_1_bc_Subs) * RLo + Y_2\n",
-    "    plt.plot(C_1_bc_Subs, C_2_bc_Subs, \"k-\")\n",
+    "    ax.plot(C_1_bc_Subs, C_2_bc_Subs, \"k-\")\n",
     "\n",
     "    # Plot the points of interest\n",
-    "    plt.plot(C_1_opt_RLo, C_2_opt_RLo, \"ro\", label=\"A: Optimal Consumption R Low\")\n",
-    "    plt.plot(\n",
+    "    ax.plot(C_1_opt_RLo, C_2_opt_RLo, \"ro\", label=\"A: Optimal Consumption R Low\")\n",
+    "    ax.plot(\n",
     "        C_1_Subs,\n",
     "        C_2_Subs,\n",
     "        \"go\",\n",
     "        label=\"B: Income effect AB \\n     Substitution effect BC \",\n",
     "    )\n",
-    "    plt.plot(C_1_opt_RHi, C_2_opt_RHi, \"mo\", label=\"C: Optimal Consumption R High \")\n",
+    "    ax.plot(C_1_opt_RHi, C_2_opt_RHi, \"mo\", label=\"C: Optimal Consumption R High \")\n",
     "\n",
-    "    plt.legend()\n",
-    "    plt.show()\n",
+    "    ax.legend()\n",
     "\n",
     "    return None"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -415,14 +452,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure firstPeriodIncome in Figures/FisherTwoPeriod\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAKrCAYAAAD4XuVjAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQVYFG0Xhh/CALGxu7u7FQM7AFtssVuxu7sLFRsLxdbP+tTP7u7ALmzEoP7rnP13XZBml61zc83F7s7s7Dsz78w8c94TZsHBwcEQBEEQBEEQBBPAXNcNEARBEARBEIS4QsSvIAiCIAiCYDKI+BUEQRAEQRBMBhG/giAIgiAIgskg4lcQBEEQBEEwGUT8CoIgCIIgCCaDiF9BEARBEATBZBDxKwiCIAiCIJgMIn4FQRAEQRAEk0Evxe/v379Rv359nDt3TvXZ1atX0aJFCxQrVgz29vbYunVriO+cPn2av1OkSBG0bdsWz58/10HLBUEQBEEQBH1G78Tvr1+/MGDAADx48ED12fv379GlSxeULl0aXl5e6NOnDyZMmIBjx47x/FevXqFnz55wcHCAp6cnUqRIgR49ekAqNwuCIAiCIAh6K34fPnyIZs2a4dmzZyE+P3z4MGxtbVkUZ82aFfXq1UPjxo2xe/dunk9W4IIFC6Jjx47IlSsXpkyZgpcvX+L8+fM62hJBEARBEARBH9Er8UtitUyZMti8eXOIzytVqsSCNjS+vr78/9q1ayhZsqTqcysrKxQoUIBdJQRBEARBEARBiSX0iFatWoX5ecaMGXlS8uHDB+zduxe9e/dWuUWkTp06xHdSpkyJN2/eaLnFgiAIgiAIgiGhV5bfqPDz508WveQG0bx5c/7sx48fiB8/fojl6D0FzoWH+ANrHnJPIau7mZkZu6bQsRKiRqNGgJkZ4OYGvWX16tVIlSoVli1bBn3n8WPF/kyYEAgM1HVrBEEQBH1Cryy/kfH9+3cOZPP29oaHhwcLLSJBggR/CV16nyRJknDXRQLtw4dvEA2sOYoWLYMNG7agTZvm2LdvH+rXb4jVqzcgISmQKEKCJWXKxCZ3bKytaR/Fw4sXv+DjE/5Dmy6pU6cRnJyc8OtXMHx8vkGfSZSI3J9s8OOHGS5d8kX27MbfmUz13DEE5NjoL3JsDOP4mKz4Jf/ezp07czDcmjVrOPBNSZo0aeDj4xNieXqfL1++CNdJHV06u2apVKkq1q8nAdwMR44cQrt2rbB6tUe0BLApHpukSRUb++mT/m63hYUlbGxs8POn/t8kzM2BTp1+w9qaRLD+7lNtYGrnjiEhx0Z/kWNjWhiE20NQUBB69eqFFy9eYN26dZzRQR3K7Xvp0iXVe3KDuH37Nn8uxD2VKlWBh4cnrK2tcfToYbRt24KPiRA+yZMrrrpfvpjBEM7HPXt2YfNmD+gzo0f/xqBBv5E2rdzRBEEQBAMTv5S7lwpeTJw4kV0ZKMCNps+fP/N8R0dHXL58GW5ubpwfeNiwYRwgR5kjBN1QoUIllQA+duyoCOAoW371X/weOLAPHTu2wejRw+Drq9/uD4IgCIJgkOL3n3/+YWtT165dUbFiRdWkzPZAQnfBggXYtm0b+ySSKF60aBH79Qq6o3z5iti4cRusrRPh+PF/4ezcAn5+frpull5bfj9/1v8+W6tWbeTIkROfPn3CihX6G/wWFAQ8fWqGM2csdN0UQRAEQY8wCzbhtAcUtGO6Wx93nD17Gi1aOMLP7zv7BK9bt4ktwmFBzyu2tolN7tgcPWqBFi2sUbBgII4e1c8HBPVjs3XrZvTo0QXJkyfHxYs3kDhx+MGluuLxYzOULWsDK6tgPHniy37AxoypnjuGgBwb/UWOjWEcH01j5LcDQR8oW7Y8Nm3ajkSJbPDff8c4GI4ydwh/SJbMcCy/RJMmTsiVK7deW38zZw5GggTBnPHh2TPD2K+CIAiC9hHxK8QJZcuWUwngkydPiAA2cPFrYWGBgQOH8OslSxbg69cv0DcsLYEcOYL49f37cqkTBEEQFMgdQYgzypQpi82bvWBjkxinTv2H1q2bigAOJX59fc3g7w+DoFEjB+TOnYd97JcvXwp9JE8ehfi9d0/8fgVBEAQFIn6FOKV06TLYssWLfURPnz6JVq2cOIezqZM06Z/Xhmb9LVSoCIoVKwF9Fr9i+RUEQRCUyB1BiHNKliytEsBnzpwSAcxCEkiSxLBcH5TW38OHT8DOrgb0kdy5RfwKgiAIIZE7gqATSpQoha1bdyBJkqScDaJlS0eTzxmrTHdGVd4MBXNzc71OKfjH7cGcU58JgiAIgohfQWcUL15SJYDPnTvD6dBMWQCnSKEQvx8/6q+YDA86bvPmzcKSJQuhT2TNGoT+/X9h1qyfCAzUdWsEY6dixZIhpvr1a2DatImxym++cuUy9OrlopH2ffr0katuRsTXr1+xYMEcNG3aENWrV0Dr1k7YssWDc+1rG39/f+za5RXj7+/btxtOTg2itCxled2+fWuE+z308aT90a5dCxw/fjTc702aNJYnQb8R8SvoFPIV9fTciaRJk+H8+bNo1syBL76mLH4NocpbaP799ygmTRqHmTOn4vNn/TFdx4sHDBv2G46OAfxaELTNpEnTsXPnAXh57cPUqXNw+/YtLFo0D/oAZWY5c+ZkuPO/fPkMF5d2uHfvDoYOHYV167agY0cXrF27CvPmzdR6+w4f/gdr17rH+PvVq9fE8uVro7Ts1auXMXv2tAiXKViwMB9L5bR8+RrkzJkLY8YMx4sXz2PcTkH3iPgVdE7RosVZACdLlgwXLpyDvb29XqbOiivx++GD4YnfevUaIH/+gvj27SuWLl2k6+YIgs6gWIaUKW2RKlVqFCxYCM7O7XHkyCHoA5HVtFq6dCHixYuHWbMWsGta+vQZUL16LRbCZCV99uypTtsXGQkSJOTCO5r6LUtLSz6Wyil79pwYOnQ0f04B24LhIuJX0AuKFCkGT89dLIDPniULcBOTE8CGbPkl399Bg4byaze3JTy8qi98/gwcO2bBk2DYkGCh9IhxNWmiAGrChFYh3tOwPA3PK7l8+SIPqSt58uQxunfvxEPsffp0Y2usOjRC1rZtc9jZVcDAgX0wZ870EMPsO3ZsY5eFmjUrsbvEo0cPVcP4+/fv4Sks14Dfv3/j8OGDcHRshgQJEoSYV6FCJcybtwRp06bj9zQ6N23aJDRoUAv29lUwYcIo1YgdbQ+t38vLE40b10GNGhV5Pq2f+PbtG0aMGIzatauidu1qGD9+FL5/9+XvTZ48Dm/evOb98fr1K24/bV/Tpo3g4FCPq4Rev35VtX9o3YMG9YGPj89fbg8RtYPWTftWsW0lce7cuWhd60j8UrabmPDu3VuMGjUUderYoV696pg7dwa3iY5z5cql8fix4ngFBARwm+m4KRk7dgTc3BbH6HeFkIj4FfSGwoWLYtu23UiRIgUuXbqIZs0a/3XhN2YM2eeXqFu3PgoUKMT+v2RB0heOH7dEs2bWmDYt5A1dMCxIiNavXwvZsqWLs6lBA/tYCWDKge3puQn29nWitDyJIFfXfmxxdXffgKpVq2Pnzu2q+S9fvsDQoQNgZ1cTq1dvQL58+UP4rVIBoVWr3NCv32D+PhkV+vTpysK0ZUtn/h5NYbkG0Lp//PBD3rwF/ppHQa0UoxE/fnx+P3z4IDx8eA/Tp8/BnDmL4O3tjcmT/whwH5/3OHbsCFuQJ02agWPHjuLAgb08j8Tcx48fsHjxSixYsBQPHtzDmjUrOWVinz4DkTp1GnYxoP9KQTt69HhMnjwTQUHBvH9Kly7LLhmzZy/EixcvsH79qjD3Z3jtoHWTewqxa9cBFCtWLErH58ePH1ixYil+//ZH+fIVEROf5j59uuPnzx9YuNAN48dPZQvy4sXz2fUvT568uHLlEi97584t/Pr1C9evX+P31A8vXbqAMmXKR/t3hb+xDOMzQdAZhQsXwZEjR2BnZ4fLly+xAN6yZQdfGEwl24Mhuj2oW387dGgNN7el6Nq1J1KkSKlXGR9Ix+hxcgohEvQ5s4iSQYP6wsKC+lowfv78iaRJk2Lw4GFR+u7Fi+fx5csXDBo0DFZWVsiSJSuLIeVIyp49O5EvXwG0b9+Z33fu3I1dxZR4eKyFs3MHttQSXbp053SSBw/ug5NTC5VFNyzXAGWwsY2NTYRtfPjwAfvLenhsQ+bMWfiz0aMncGDcs2feKqtl376DkD17DuTIkZMF2507t9GwYRO8efMKVlbWLPATJkyIiROn874idwv6bbqOkIuBEhKZJIyJDx980K5dZ7Ro0Zr7Aq2jalU7FophEVE7yD2FoN9SiPpff32frMxkQSeojfRwkjt3XsycOQ/p0qVHdDl37jR8fN7BzW01kiRR/P6AAUMwZEh/uLj0QKlSZfl4Ozo2x9WrV1C2bHn+HxgYiMePH8Hf/zcKFCgY7d8V/kbEr6B3FC1aFNu374GjYwNcuXKZh7xIACdLFjVfLkMlZUrDdXtQt/5SkMjNm9fZ93f48NG6bhKyZw+CpWUwV897+dIMGTPGfihbiHtI7Oze/U+sMidEF2tr62gL7qFDR7L/O4klGrnatm0LunXrhL179wBQWE7Dw9v7MTJmzMTCVwlZd5X+pY8ePUDevPlDfIf8ipUuB0+fPsHixQuwbNkfv3sSbM+fP4u03STSCfLbjwj6DarSqRS+BIl0EpNkAVaK50yZMqvmJ0qUCIGBAfy6adOWGDp0IGfCoJzvZN2uWbN2uL+XNu0fkUlCtU6d+ti8eQMePLgPb+8nePjwvkoch0V47YgKefLkw5gxEznTBWUkWrlyKZo3b8VW8JhA7aX2KIUvUahQYRa3L18+R5ky5TjbBfWda9cuo169hrh9+yZvK4li2l/kciHEHtmLgl5CF/Rt2xS+afTk27RpY06LZswC2NDdHggSCkOGjICX11Y4OTWHPkBGnVy5gnDnjgVu3zZHxoyS88yQ+xcJGH3G1jYVC1iChA4JqLp1q2P//v2oXbvRX2KahE9IQj6cWVr+SVOi8DMNOV/dLYPW1afPABZJ6kRln6VPn5GFK2V6IOtyaMjdgiySSteH0AQFBfKkhCy5YbWTAum2b9+LkyePs6ifPn0y+zGT9Tgs1H/v/ft36NzZmfdpyZJl2IJL67h160a42xVeO6ICWcqVx5LEPlnyJ04cw/sqJhbY+PH/dr0KDAxS/Se3MXpYIev6jRvXMHz4GBb29PrSpfOoUsUu2r8phI34/Ap6C11cSACnTJkS165dgZNTI70KpNJekQvDFb8E+TcuXeqO3LnzQF/In19xg7l9W4LehLiFxG5wcJBK5JLljgK3lLx69VL1Olu2HGylVa94ST6xSrJmzY579+6GWL/6+0yZsrBAJMGmnCh1mFIcRmTFpnZRZgeyVJNvqjrkS0wTCfvMmbOyi4TSxUEZpEcBgurW4PAgqy0JbLLgTpgwlUeHyBc3svYRJ078i8SJk2L69Llo1qwl+zSr7z9tu9C0auXMLhTTp08M46Elcmj/0PFVD+a+des6P9RkyJCRj0GJEiXZjzt58pTsNla4cDEWvuRqQpZhQTOI+BX0mvz5C7CVwNbWlv2vjFkAK90eyPJrTNXINBExrznxK5c8QbuQ2wD5ptJEQodyydKwOcUxEGRV3bNnF0f1U0aCTZvWq75bqlQZpEmTFlOnjuchcgr2Uk+TRuXESciuX7+a046RsCXDgFLIkS/sli0bOaiLAtgokOro0UPIkiUbzycfW8p0QAI5LCinL4nYAQN68TA7rWPPnh2cTYLcFbJly84uDuSLOmHCGPa1pWF5mk8pKykVWGS8e/eOMzjcvHmD9w8FpCkflKl9tP/oc/LXDQ0VRHr79g37RlPbaD9QwQllJonooHQtuXv3DgeWRQUSqf37u3IGDRrdCg/av1S5VH2ibaLjS37KEyaM5nXQ8Z8zZwa7fSROnJi/S36/Bw7s4fgXggT+qVP/sY+xMghQiD1yJxD0HkVEMwngVDz84+jYkKOFjdXyGxRkhi9GkOWNbt69enXF5Mnjdd0UFCigsNKI+BW0zYgRrmjUqDZPHTq0YpE6c+Z8ZMqUSRWERu4FnTo5c1XEzp27q75Llj+yalI6sI4d23CaLgeHpqr5lGpswoRpLJ6p0hj51leqVEXlB0qWWwqcoowEzs7NOTvAtGlzVH6v9vb18Pz5U7Rv3zLMh1LyqV2yZCULNEpBRuvYvNkDnTt3Ra9e/VTLjRw5npfp27cHBgzozaKYsjFEBdp+GsonNwpqx48fP1UuD+QSkSFDJt428uUNDWWqoJGlkSOHoHPntiweqV3khxxdAUxCncRot24dcfz48WhlJaI2rFixDJ/CqUVP4pxSsKlPlGKOxPPUqbN5GSomQsUy6PgNHjxc9V2y7pLlnX6HoAwQ5H4hWR40i1mwPphldISPzzeO/hb0BzJg2NomDvPY0PCeg0N9fqom3yjKC0wuEcZE9uw2HJh19qwvsmcPNphjExYHD+5HmzbNOWjowoUbSJUqFXTFx4/AgQOWKFAgCEWKGJFZPRbHRzC8Y0PWYrKIUsYBJYMH9+UguE6dumqmsSaGnDeGcXw0jZhBBIOBnoC9vPZy5SQa+qNsEB8+GJcF2JCrvIWGhvKKFi3G0fm6Lu+aIgX56wUYrfAVTAMa6u/XrycuXDjLxSB2797B1l0JhBKE6CHiVzAoyDdsx4597PtEvmZkCVZW9zEGDLnKW2jID1GZ33TVquXs6ycIQsypVKkqp9qaMmUCWrVyhKfnZowbNxk5c+bSddMEwaAQ8SsYHLly5WYBTIEhFHDh6EiuEO9hDBhDujN1atSwR/HiJbgy0sKFc3XalidPzLBqVTzs3i0ZHgXDpV27ThwDcfToaaxZs5EFsSAI0UPEr2CQkKVjx469HABCFXuMRQAbm/hVt/5SCdO3b9/qrC2nT1tiyJCEWLMmZN5PQRAEwbQQ8SsYLDly/BHAlK7GwaGewQ+tG5v4VUZoU+5Ksv6qV56Ka/Lnl4wPgiAIgohfwcChdDUkgCkHoiIbRD2dWhdjizGKX7L+UqUiV9fh6Nt3gM7akSdPEMzMguHjY45374xn/wqCIAjRQ8SvYBQCmLJAUN7J+/fv/V8Av4Eh5/o1JvFLUC7LQYOGImnSZDprg7U1VdBS7N87d+TSJwiCYKrIHUAwCqjkJAlgKhH54MF9NGlimAJYvcqbsUKpxX/+/KmT3xbXB0EQBEHuAILRQFWGSABTPfuHDx+gceO6nAvTkDCmVGdhceHCOdStW53Le+q2zLGFTn5fEARB0D0ifgWjImvWbCyAqZwn1U4nAUy17A3N7cEYilyEBRW8uHTpItauXaWT46IUv7duyaVP0DwVK5YMMdWvXwPTpk3kfh9TVq5chl69XDTSvk+fPuLo0cMRLvP161csWDAHTZs2RPXqFdC6tRO2bPFAUJD2C8RQWd9du7xi/P19+3bDyalBlEegtm/fGuF+D308aX9Q6eXjx4/G6HjROqgkM0HL0LJRgbaJtk3QHHIHEIyOLFmyqgTw48ePWAC/evUShuT2QJZfYyy1WblyVa5d/+vXL8yfr6hxH5eULx+AnTv9sH17zMWIIETEpEnTsXPnAXh57cPUqXNw+/YtnVc4VLJkyQKcOXMy3PlfvnyGi0s73Lt3B0OHjsK6dVvQsaMLP6zOmzdT6+07fPgfrF3rHuPvV69eE8uXr43SslevXsbs2dMiXKZgwcJ8LJXT8uVrOM3mmDHD8eLFc8SGyZNnoGVL51itQ4g5In4FoyRz5iwsgOn/kyePWQBTaVBDsfwGBprh61cYHZT5gbI+EOvWrY5z62+yZEC5coH8XxC0QeLESZAypS2XYS9YsBCcndvjyJFD0AfI2hkRS5cuRLx48TBr1gKUKFGKg4irV6/FQpispM+ePdVp+yIjQYKESJ48ucZ+y9LSko+lcqLg6qFDR/Pnp0+H/xARFZIkSQprisIVdIKIX8EEBHBWeHs/MQgBnCABkCiRcbs+VKxYGeXKVcDv378xb94sXTdHMDC+f/8e7hQ6kDKiZSnvdGTLaoKECa0iHMKmYXAaDldCD+vdu3fiIfY+fbqxNVad8+fPom3b5rCzq4CBA/tgzpzpmDRprGr+jh3b2GWhZs1KPLRO7l8EDbHv37+Hp7BcA+h8PHz4IBwdmyEBXYjUqFChEubNW8I51ZWuEdOmTUKDBrVgb18FEyaM4s+U20Pr9/LyROPGdVCjRkWeT+snvn37hhEjBqN27aqoXbsaxo8fhe/fffl7kyeP4zgN2h/0YEztp+1r2rQRZ/Hx8/uO69evqvYPrXvQoD6qEvfqbg8RtYPWTftWsW0lce7cuSgfT3Nzcxa/FhaxixsI7fawefMGbmetWlUwd+4M9O7dNUQ/oX7RrVtH2NmVR4cOrfDgwb1Y/b6pI+JXMGrI9YHyAJMrxNOn3iyAYztcpW1sbRXi18fHOMWvuvV3/fo1cf5AcvWqOUaPTgB3d6n0Zohky5Yu3KljxzYhli1QIEe4y7Zs6Rhi2ZIlC/61TGz5/PkzPD03wd6+TpSWJ2Hm6tqPLa7u7htQtWp17Ny5XTWfzpWhQwdw4ZjVqzcgX778IfxWT548gVWr3NCv32D+fpEixdCnT1cWpjTETt+jKSzXAFr3jx9+yJu3QJjnbPHiJRE/fnx+P3z4IDx8eA/Tp8/BnDmL4O3tjcmT/whwH5/3OHbsCFuQJ02agWPHjuLAgb08jwTfx48fsHjxSixYsJRFHFV/LFSoCPr0GYjUqdOwiwH9J0gAjh49HpMnz0RQUDDvn9Kly7JLxuzZC/HixQusX78qzP0ZXjto3eSeQuzadQDFihWL0vGhB6YVK5bi929/lC9fEZri4MH9WLnSjbd/6VJ3FufklqHO7t070Lp1W6xevZGtxjNmTNHY75siUuReMHoo+8OOHftY+CoEcD14ee1hYayv4vfpU7pw07Op9oNMdAFZkmg6deo/bNiwViWG44K7d82xdGl8lC0bgI4d/ePsdwXTYNCgvrCwMFel9EuaNKmqxHdkXLx4Hl++fMGgQcNgZWXFD+1XrlziQDViz56dyJevANq378zvO3fuxhlUlHh4rIWzcwc+t4guXbrjzJlTOHhwH5ycWqgsumG5Bvj6fuP/NjY2EbaRMumQMPPw2Maja8To0RM4MO7ZM29+HxAQgL59B3EKyhw5cqJMmfJchr5hwyZ48+YVrKysWeAnTJgQEydO531F7hb022RZJRcDJSQySRgTHz74oF27zmjRojULclpH1ap2uHPnVphtjagd5J5C0G8pRP2vv75PVmayoBPURno4yZ07L2bOnMeFlcJD/XtRgR5gmjVrCTu7Gvx+xIhxcHCoG2KZJk2cUKlSVX7t5NQcY8aMiPL6hb8R8SuYBJT/d+fO/SyAyQWC8gBv375HdfHWJ1KlIsFrYbSWXyUjR45lK3yDBo3j9HcLF1Y8UNy8aQEKYDeX8S+D4smT8NMXhh6KvnXrUbjLkshS5+LFmxpoHTB06Ejkz1+QxRK5LGzbtgXdunXC3r17ACgsp+Hh7f2YH9ZJ+Coh667Sv/TRowfImzd/iO+QX7HS5eDp0ydYvHhBiDLiJNieP38WabtJpBPfvkUcbEC/YWOTOMS1k0Q6iUmyACvFs7pxIVGiRAgMDODXTZu2xNChAzkTRsmSpdm6XbNm7XB/L23aPyKThGqdOvXZRYDyudO1/OHD+ypxHBbhtSMq5MmTD2PGTORMF+fOncHKlUvRvHkrtoJH5XuhadGiSZjL03Ft06a96n2SJEn+ujdlyJBBbTts8Pv332JdiDoifgWTgawESgFM/lMkgJVBcfqEsbs9KKGAGprimty5g5AwYTB8fc3g7W2G7NmNMK2GEUMCRtfLRoStbSoWsErhRUKIclvv378ftWs3YoulOoGBisIrfwjZHy0t44US98HhBm7Ruvr0GcCiMrrblj59RhaulOmBrMuhIXcLR8fmKteH0AQFBfKkhCy5YbWTzvnt2/fi5MnjLOqnT5/MfsxkPQ4L9d97//4dOnd25n1asmQZtuDSOm7duhHudoXXjqhAlnLlsaT7BFnyJ04cw/uqQIGCUfpeVIjsuBLm5pKbXJOIzUMwKWioilwgaBiMrCFKVwh9FL/GGvAWni+dcmhX21ha/sn3e/263FAE7UJiNzg4SCVyKViKAreUqKdhzJZNcV3y9fVVfaYe2JQ1a3bcu3c3xPrV32fKlIUFIgkv5USpw5TiMLTwVofaRZkdyFJN+XbVIV9imkjYUwAxuUgoXRwIMiZQgGBUDAlktSWBTRbcCROmYvjw0eyLG1n7iBMn/kXixEkxffpcdhMgn+aYprGM7LfColUrZ753TJ8+MYyHltgVaFI/jhQASL7MgvYQ8SuYrAAmHzAadle6Quhbrl9jt/wq2bdvD0qVKoyJE/8EzGibggUVN64bN+QSKGgWchsg31SaSMhSLlkaNrezs+P5ZFXds2cXHj9+yBkJNm1ar/puqVJlkCZNWkydOp6vSRTspZ4mrVEjBxay69ev5rRjJGyvXbuiEnLkC7tly0YO6qIAtsWL5+Po0UPIkiUbzycfWwqmIoEcFpTTl0TsgAG92NeY1rFnzw7OJkHuCiTSyMWhbNnymDBhDPva3r59k+cXLVqcU4FFxrt37ziDw82bN3j/UEBa7tx5VO2j/Uefk79uaCjQi8rWk280tY32AxWcUGaSiA5K15K7d+9w3vGoWmj793flDBpeXuEXyIguZFHfunUjbwsd9ylTJnDwYUwEuhA15MovmCSUsocEMCUsp4souUCQ9UIfMBW3B3U/vnfv3mLjxvVxZoVX+v2K5VfQNCNGuKJRo9o8UUoqEqkzZ85HpkyZVEFo5F7QqZMzp/rr3Ll7COsrWTUpHRhlrqA0XQ4OTUNctyZMmMbimSqN3bx5HZUqVeHvEWS5dXHpwRkJnJ2b49KlC5g2bY7K79Xevh6eP3+K9u1bhjn8T+fikiUr2UWMUpDROjZv9kDnzl3Rq1c/1XIjR47nZfr27YEBA3qzKKZsDFGBtp98dMmNgtrx48dPlcsDuURkyJCJt418eUNDmSooc8bIkUPQuXNbfnigdpEfcnQFMAl1etig9GHHjx+P8vcKFy7KbVixYhk+ffoETVCjhj1atGjDGRxcXNrzcaZJeVwFzWMWHNus0gaMj883o6yiZcjQg66tbeI4OzZkRXBwqM/BE3QxpyA4GtbSJcePW6BpU2vkyxeI48f9TOLYUB7P48f/RZs27TB79gLERbqzWrUSIXfuQJw8qT/72JDOHSHujw1Zi8kiShkHlAwe3JeD4Dp16qqZxpoY+nDekJWd7j9k9SfoGFNAID1QRBZcZyrHR9OI5VcwaehiQ8EXNOxGvmNkAaYbjD5Yft+/Nw3LL6FMdbZp04Y4sf4WKBCEa9d88d9/xiF8BdOARqn69euJCxfOcjEIyv1K1t0qVRQuFYJh8t9/x9iaff/+XXbFW7BgNqytE6FAgUK6bprRIuJXMHnSpEnDAjhPnrzsD0d5gHUpgJXi9+NHM07FZQrQ8GO1atXZ4jFnzgyt/x4FgKdLF8xWBUEwFCjPK6XaIp/QVq0c4em5GePGTWb3LcFwoXzNFCzYv39PdgUhAwAV5ghdaU/QHOL2YLJbr5/ocgiKAjGoHCYFQJBFmNKg6eKmQoHWGTIohnnu3PFVBcAZ+7GhIJa6dWtwUMnp05fYj1AwrOFbIWzk2Ogvcmz0G3F7EAQtkzp1amzbtoeTypMvMLlAkC9wXENWyeTJTSvojaDcpFThiFIIUYS6trl82Rxt2yZE//5iXREEQTAlRPwKghqpUqX6vwAuoFMBbGsbZHLil6Ah3CNHTsZJ8I6/vxkOHIiHI0ckoloQBMGUEPErCKGwtbXFtm27uUQppeCiPMD379+L4zaYnuWXIL/rQoUKx8lvFSgQCDOzYLx5Y45370xrPwuCIJgyIn4FIQIBTNG2lBCeBHDoykra/X3TFL/qUNQzRbdrCxsbIFcuhYX92jW5FAqCIJgKcsUXhHBImTIltm3bhYIFC8PH5z2aNKnLwXBx89uml+5MndWrV6JMmaKYPHm8Vn+naFGF+L18WYpdCIIgmAoifgUhAlKkSAlPz51ckcjHxwcODvVw587tOLP8fvhgmuK3SJGi8Pf3x7ZtW/Dw4QOt/U6xYooyx1evivgVBEEwFUT8CkIUBTCVtVQK4Nu3b2n1N03d7aFYsRKoVas2goKCMGvWNK39TvHiCvF75Yq5pDkSYk2vXi5YuXJZjL9fsWJJLtlLUNrFfft28+vPnz/zuu3symPixDEwRg4c2IsuXdqhZs1KXBqatpOCjvUBOg50bNQnOhYtWjhwCerwoL5Ax03QP0T8CkIUSJ48BQvgIkWK4cOHDyyAb926qbXfS5XKtMUvMXjwMP5PNxdtZdzInz8ISZIEI2fOIHz9qpWfEIQYsXz5WlSvXpNfHzy4D8+fP8OqVR7o2bMfjA2qaEZTw4ZNeBuprO+HDz7o1asrPn36BH0gdeo02LnzgGpavdoDlStXwaxZU7k8sWBYiPgVhCiSLFlybN26A0WLFsPHjx/h6FgfN2/e0LLl13RPUXrQqF27rlatv1RA6d49X+zZ8wNJk2rlJwQhRiRPnhwJEiTk176+vsiUKTOyZMnKnxsT165dxZYtGzF58iw0aNAYGTNmQoECBTFlyiwEBgZgyxYP6APm5uZImdJWNWXOnBU9evTl9lJ5YsGwMN07qyDEWADvRLFixVUC+MaN61oLeDNly29o66+20s1ZiLuvwUCuKd+/x90UG1cYGipXukHUrVsdJUuWxPz5s6FeVHXVquWoX78m6tWrjj17doT4vtLtgb7v7u6Gq1cvq9wiaB2rV69g94DatavC1bU/3rz54yJAy61YsZTXO2RIf15P9+4dMWzYINjbV8HBg/ujtI5//tkHZ+dmqFatHHr06IxXr16q5t+5cwvdu3dC9eoVePj/8OF/VPOuXbuCTp2cYWdXAW3bNsexY0fC3U8HDijyqpOfvzoJEybE1Kmz4OjYnN9PmjSWp4jcRBYvno9GjezRoUMrdqEI7YLSrVtH3maCStj37t0V1apVgL29PbZv34qYEC9ePFhYxCxX+NevXzFt2iQ0aFCLj8uECaP4M3rgr1PHDqdO/adatkWLJiFcXpYtW4Tx40fF6HcFQLK7C0I0SZo0GQvgZs0a4/LlSyyAKS0aBcVpusjFly9m+P0biB8fJgnt0zp16uP48X9x+/ZN5M6dR2u/9fMn3XC1tnohlpBmrF/fGhcuxN3TSunSAdi9+weXWI0JN29e56wxS5asxIsXjzF06FCULVsepUqVxc6d29niOXLkOK4uGd7oRsuWzvjx4weva9Kk6UiSJCm2bdvMAnbMmIlshdy4cR0GDOiJtWs3w9JScVs/deoE/25gYBALVXpIb9u2I7p27ckP8VFZB4nHIUNGsrV51KihWL58CS//6dNH9O/fE7Vq1cGwYaN4BIyEaZYs2ZAiRQq4uvaDi0sPlClTHrdu0bxx7DpGozmhefjwPudUD4vcufNGa38fOnQAs2cvYvF45cpF7NmzU1UwhzL2UFtof//69RODBvXla8uQISPw6dNbjBgxElZW1qhdu16Ufuv379+8fm/vJ7yPYsLw4YO4LdOnz+GHEeoDkyePxdSps7niJblTVKhQidtOaR/VH5wuXDiHpk1bxOh3BRG/ghAj6Aa0ZcsONG/eBJcuXYSjYwN4eu7ioDhNkCwZYGkZjIAAM7b+pk9vutFYkyZN45sSiQhtQAUunJys8OKFOe7f98X/7/uCHkJFSQwJEmGuriNgY2ODEiUKYcWKlZwthsTv7t10/WjF4oYgAUVW1tBYW1vDysqKBSmJVMLDg4TqEBQvXpLfDx48nC24Z8+eRsWKlfmzRo0ceGieIPFrZmaGdu06qlwporKO5s1bo0SJUvy6cWMnzr5CHD58EIkTJ0W/foPZHYB+5+vXL/j16xdbUEm4KS225BZAozbkvhCW+P32zReJEtloZH+TGM+RIye/JsG+cOFc9pUmlxGyPufKlYfbQ1Z2egDo0qU7P9gUK1YAbdt24IeR8MQvBd9RMJ4S2lba7nHjpnA6zOhCWWzImu/hsQ2ZM2fhz0aPnoDWrZ3w7Jk3Spcuix07tvHntFypUmVw6dIFfPz4AZaW8fDgwT2ULl0uhntKkMu8IMRaADvg4sXzcHRsqAqKiy3m5oqgt9evzVicmbL4pZuVNiH/ahK+vr5muHfPHAUKKKzugn5BIoWssH5+cfeb1taK340pZO1UF3aJEiVCQEAAv/b2foz27Tur5mXLlp1FbmT4+flx5ckxY4ax8FQXYyT0lKRNm/6vtiiFb1TXQaJRve3kg0s8e/YUuXPnDvHdFi3a8P9Nm9bxcL26UKRtVl+XOkmTJsW3b9+gCdKlS6d6bWubio0Rx44dhbNze/5fo0Ytnuft7Y1Hjx6o2kgPBgEBgbCIwAeK1rdgwTK2vtIo1Lx5s1CvXkPY2dWIUVufPn0CG5vEKuFLkE934sRJuH0kfmfOnML+3levXuEHJsr6cf36VV42Z87cRuf/HZeI+BWEWEAXqs2bt6NFC0cehnJyavT/oLjisV536tQkfhWWSUEB3VTTpk2LHDlyaWyddP+mfL///WeJK1csRPzqMSREEyWCwUD+oKFRH7oGQj7URsV3NDBQkZ5vwoRpIYQTkSRJEtXr+KF8pdTfR3UdSveH0G0P/Xno9pEFllws1AnvO1TSPLziQWSJJUtnt269WKCq7zvlQ0TIbUwQ4j2J3T17dqF+/Ya4ceMauzwo20gWbbJ8U59KnjwRPn36HqGPNwlj5YM4CXl6P3bsCKRPnx5VqtghuoQ+PkqCggJ5SpMmLf8e+U9fu3aZXTTI+kzb8evXb5QpI1bf2CABb4KgIQFMT+pfvnxmAayJ1Dckfol37+Q0JWbMmIImTephypSJWit2Qfl+BSEuyJYtR4iCOa9fv4Kvb+QW0MSJE7MV9+NHHxZHNJFQomAvsshGhdiug5Z/9OhhCDE6evQweHisRaZMWbg0uXK9imwIx9m/OCxIKJNbhtKiqYSs0+QqQUJQKZ79/L6r5qsH34VH1ao12KeYXEwoqC5tWoVlmAQ/WbjTpUvP7cuSJQv7A3t6bkZUqVHDHuXLV2I/3e/ffRFdyGWCjje5OCh58uQxvn//rnogIbcGyiRBgYj0kEBBgbSfzp8/w/7UQsyRK70gaAAavtq0aRs/jZPvGwlg8s+KDalTKyyQYvlVQEOMxK5dXhovMiJljoW4xsmpObZu3cS+qJR5YOrUCSHcCCKCfIXd3Jbg5MkTLOLou2QRVPr4ansdJFi/fPnCYpm+S9kkTp48zn6pDg5N2ZLr5raY5x08eABubotUwjM05C9bv35jDB06kAPIKLCLjAeDBvXh/dG6dTtejsTrhQvn2cWM9tfs2dPCtKyrkyxZMhQvXgrr1q2GnZ0iZzJhb18HP3/+xIwZk/H0qTeOHz+OOXNmRtuNoG/fgSxg3d2Xh7vMt29f2Y9afSJ/X3JxoODHCRPGsPgnVwoKGqRRw+zZFX7LpUuX4Ywb+fLlZ/FPLnX37t3lewylgxNijrg9CIIGBfDGjdvQqpUTX+CaNWvCFmEK/oid5VfEL5E/fwFOgk/il6wtK1eu1Xilt7t3zdmnlHw9BUGb2NvXxefPnzBnzgyO+G/Tpj1bKaMCZYAgy+iMGZPYUpg3b37Mnr0ghMuCNtdBluMZM+ay36un5yakT5+Bs0BQQBkxbdpsLFmygDNI2NqmRq9e/VgwR5TSMFu2bGzpnTt3Bo+mkZAeN24yZ9dR7i8S58OGDeRrbefO3djCHBnk+nDx4rkQ4tfaOhFmzpyP+fNnoX37ViySHR2bwdm5A6JDhgwZeT9u2LCGcxRnzZrtr2XIQk5CXh3aFxTcNnLkeMyZMx19+/ZgoV+pUhX07j1AtVyxYiXZ3UMZSE3VRtOnz4icOXNG6HoiRI5ZcEgHJJPCx+eblDTVM8j/ytY2sUEfGwpQaN26Kc6cOcUXaRLAdCGPLitXxsOwYQlRv74/3N1/Qtfow7Ehi1KVKmV5uPXff09rzPpB21O4cCK8fWuOXbv8ULasQgwbEvpwfISwkWOjv8ixMYzjo2nE7UEQNAylNfLw8OQURjQkRtkgzp8/F+31iOX3b/LmzYdGjZrw65kzp2r0AtuwYQCaNfNHokRyBxQEQTBmRPwKghagtEDr12/hfJkKAdwE586djdY6JOAtbAYOHMpDgXv37tJodb1Jk35h4cKfKFRIsj0IgiAYM3JXFQQtC2Dy46JoYBLAZ8+eifL3JeAtbCjquXFjB/avI59JQRAEQYgOIn4FQYtQdaZ16zajUqWqnKanRQsHDoaLClTkgvDzM4Nv9DPpGDVTp87C6dOX+MFCk1D601u3zPFJNLUgCILRIuJXEOJAAK9fvxmVK1f7vwB2xOnTJyP9no0NWY/F7zcsKEepNqKdmzWzQrVqiXDokERSC4IgGCsifgUhDqCypevWbUKVKgoBTOnQqFpZZIjfb8T8/v0ba9a4a8z3t2BBhavJhQuS71cQBMFYkTuqIMShAF67dhOqVavO+TUpHRolmI8I8fuNmHHjRmLw4H6YPn2SRtZXqpQixZmIX0EQBONFxK8gxLEAXrNmI+zsaqgEMJX+DI80acTtISI6duzCyeH/+Wc/rl69rDHxe+eOOb5FXmlWEARBMEBE/ApCHJMwYUKsXu2B6tVr4sePHyyAT5w4Fuaykus3YnLkyMVlYokZM6bEen30sJE5cxCCg81w6ZJYfwVBEIwREb+CoEMBXLOmPdeYb9OmGY4f//ev5UT8Rs6AAYNhYWGBQ4f+weXLF2O9PnF9EGJKr14uWLlyWYy/X7FiSVUfdnJqgH37dvPrz58/87rt7Mpj4sQxMEYOHNiLLl3aoWbNSmjUqDZv59u3b6AP0HGgY6M+0bGg7D1eXp4Rfo+OY1ioH99Jk8byFBd9TFAg4lcQdESCBAng7r4etWrVZgHs7Nwc//57JByfXzlVwyN79pwatf6K+BX0geXL1/LoEHHw4D48f/4Mq1Z5oGfPfjA2FiyYzVPDhk14GydPnokPH3zQq1dXfNKTvIOpU6fBzp0HVBMZLypXroJZs6biypVLsVp3376DeBLiDrmjCoKOBfDKletgb1+HBXDbti1w9Ohh1Xyx/EaNAQNc2fp75MghXLx4Plbrqlo1AIMH/0Lfvr811j5BiC7JkydHggQJ+bWvry8yZcqMLFmy8ufGxLVrV7Fly0ZMnjwLDRo0RsaMmVCgQEFMmTILgYEB2LLFA/oAxRakTGmrmjJnzooePfpye//7L2y3tahiY2PDkxB3SDJLQdATAdy5czse+mvXriXWrPGAnV1NEb9RJFu27GjWrCUPk1pbJ4rVurJnD8bgwSJ89ZXv38OfZ2FBLkVRW9bcnAJQI142USy6Eg1p01SsWAls374FQUFBqFu3AXr16s/luYlVq5Zj27YtCA4OQvfuvf8aFu/Y0QWvX7/i5Qgabp8/fymvc82alTzk/uvXTxQuXAwDBgxB2rRpVcu1b98ZXl5bUbBgYVSpYofdu72QLFkKXL58gUuE16xZO9J1jBo1HuvXr8aLF8+RL18BjBw5DunTZ+D5d+7cwvz5s3H//l2kSpUGnTt3RY0a9jzv2rUrPO/Jk8fImDEjb0fVqtXD3E8HDuzhdRcpUvQv1zAqZpMihS2/V7oFjBjxxz1AuT+KFy/J+4uumf/8sxcpUqSEpWU8lC1bHp06dVUt361bR/6M9s3jxw8xZ84M3Lp1E+nTp4OjY3M0adI02sc5Xrx4sLCInZQKvW0HD+7HihVL2fpNBZKCgykWIYtqW3x83mPgwD64cuUi0qRJy8etVKkysWqDqSGWX0HQA+LHj48VK9agTp36+PXrF9q2bYnDh/9Rid/37824+pgQPjNnzsOmTduRP38BXTdF0CLZsiUOd+rYUU3NAihQwCbcZVu2DLlsyZKJ/lomtty8eR3PnnljyZKVGDVqFLZu3YSLF8/xvJ07t7PFc9iw0Zg7dzH27NkV5jpatnRGixZtWMTScHuhQkWwbdtmFkhjxkzEsmWrkSJFCgwY0BMBAQGq7506dYJ/t1s3haimXNj0kEjLly5dLkrrIN/Sfv0G88P5ly+fsXz5Ev7806eP6N+/J3Llyo1VqzagbdsOLOAePLjPgs3VtR/q1q3PqR1bt26HSZPGsSAOi4cP7yNfvvxhzsudOy9sbRXiNyocOnQAs2cvwvDhYzme4vjxo6p5JBhv3brBAp3E/qBBfVG4cFGsXbsRQ4YMwapVK9j4EJ0c49u3b4W39xPO365JS/iUKePRqlVbuLtv4AxBR48eCrEMtZNcYtat24K8efNj4sTRLJCFqCOWX0HQIwG8fPlquLh0YItR+/atsWLFepibOyEw0Aw+Pmaq1GdC2BYYTfH1K3DypCWnO2ve/I8YEIToQNZeV9cRPKRdokQhrFixEnfu3EapUmWxe/cONG/eChUqVOJlhwwZCWfnZmFWiCQBRBUNabid8PBYx9Y+sngSgwcP5yAxKp1esWJl/qxRIwcemldaacna3K5dR5UrRVTW0bx5a5QoUYpfN27sxFZq4vDhg0icOCkLY3IHoN/5+vULP7iTICxZsjRbUglyC7h//x67LxQpUuyv7fv2zReJEmlmyL9WrTrIkSMnvyb3kIUL57KvNLmMHDt2BLly5eH27NmzA8mSJUeXLt1BRvhixQqwgKeHkdq164W5bhpVomA8JbSttN3jxk3hB5PwCP09JeTmFhZkrScLduPGjvyerPTnzp0JsQxZ8mkUgSCRTKKfHkjI4i1EDRG/gqCHArhr147Ys2cnOndugyRJEuDz54Z480bEb1Sgmw3d9Bo0aILSpWM2FHjjhgXat7dC2rRBaNYsgG+Qgn7w5Mm3CN0e1Ll1yzdCtwd1Ll6MwEciFmW41YVdokSJVJZVb+/HPPyuhKyyJHIjg/KDv3v3FmPGDGPhqS7GSOgpSZs2/V9tUQrfqK6DRKN628kHl3j27Cly584d4rtknSY2bVrH1SvVBR9ts/q61EmaNCm+aSipdrp06VSvbW1TsWX32LGjcHZuz/9r1KjF87y9vfHo0QNVG+nBICAgkOMGwoPWt2DBMraw3r59E/PmzUK9eg05Z3tEKL8Xmt69/7hjqEPtogcXJfTQQ9ZddTJkyKh6rfQVJku0EHVE/AqCHlowly1zR7dundg65O/vBMATr1/XQJEium6d/jNjxlSsXeuOO3fuwNNzZ4zWUbx4IOLHD8abN+bw9jZDtmzy0KEvRMcPV1vLxmY0IuTwdMh+FRXf0cD/+z9NmDCN/UDVSZIkSYgHaXXU30d1HSS8wmp76M9Dt48ssG3bdgzxeXjfyZMnL+7evRPmPLLEfvz4Ad269WKBqr7v1N0z/mxjghDvSeySO0n9+g1x48Y19llWtpEs2mT5pgfb5MkT4dOn74jIc4CEMVmNCRLy9H7s2BFInz49W2Kj8r3Qn4e9vOVf7Qjt0qD+0BHeMkLEiM+vIOghdNNcunQlp/4JDvan8BccPhx1fzRTpk+f/nyjPXHiX5w9G3K4MKqQAa5YMYVAOHNGUp4JmidbthzsAqGEAtt8fSO3gCZOnJituB8/+rCooomCnhYvns8W2agQ23XQ8o8ePQwhuEaPHgYPj7XIlCkLB8gp16vIhnCc/YvDgoQyuWVcv341xOdknSZXiaAgxXlI57Sf3x/r/KtXLyNtZ9WqNdinmIwIFFSXNq3CMkyCnyzc6dKl5/ZlyZKF/YE9PTcjqpDvcPnylTBr1jR8/x7+CEN0oRGAe/f+PAyQUKdtEDSLiF9B0HMBnC0bRSD7Y/361ti3b4+um6X30I2NgoSIGTMmx3g95copxa8MkAmah3JTUwAc+aJS5oGpUyeEadELC/IVdnNbgpMnT7CIo++SZVPp46vtdZBg/fLlC4tl+i7FKJw8eZwzDjg4NGVLrpvbYp538OABuLktUgnP0JC/bP36jTF06EB29Xr58gXnzR00qA/vDwqYI0i8XrhwnlMZ0v6aPXtapH7+yZIlQ/HipbBu3Wr2o1WiTC1J14enT71x/PhxzJkzM9pp5Pr2HcgPLO7uimwcmsDRsRmOHDnIfskULDl//ix+MFJmCBE0g1zVBUGPIWtH8+arMHWqBYKCNqFz57ZYvnwN6tULu2qQoKBfv4HYtGk9W5zOnDmFcuUqRHsdZcuK5VfQHvb2dfH58ydOt0XZB9q0aR9lCx893JFldMaMSfj+/Tv7hM6evSCEy4I210GW4xkz5rLfq6fnJk5/RlkjKKCMmDZtNpYsWYCNG9fB1jY1evXqx4I5PAYPHoZs2bKxpXfu3BlInDgJC+lx4yYjadJkqv1F4nzYsIGwsUmMzp27sYU5Msj1gTJsqItfSoc4c+Z8Fpbt27dikUyi09m5A6ID+d7SftywYQ3nKM6aNRtiCz0MkDsGCWrKsFGtWg3+TJMBvQJgFmzCjiI+Pt8i9PER4h56uLW1TSzHRo1NmyzRp088pE7tjHfvNrEgXrZsFRo0aBSn7TC0YzNoUD/2/aVoei+v6LuM+PoCuXLZcKaNK1d8kSGDfm+0oR0fU0KOjf6ib8eGgukoiE3dAt+mTTO0auWsyvBgisdH04jbgyDoOenS0RXZEsmTr2brBAV6uLi0Zz82IWLrL1lLKPKcpuhCQdSFCyvKS1+8KNZfQRC0z82bNzB4cD+2cpNfMz3AU2aOMmXK6bppRoW4PQiCQYhf4M2b+Dh2bBn7flFgBuUDXrYsmIPihL+hQBaqiEQBMzlz5o7ROqZO/YlkyYKRNasemIQEQTB6yGeafHxHjHDlstZUSIQK+ChzPAuaQdweTHbr9RN9G4LSB6jgQs6cimEfb+9vSJAgEH36dOdgGUqXs2TJClVCdG0ix0a/keOjv8ix0V/k2Og34vYgCCZK4sQUoKG0/pqx4J0/fwlHa1ManO7dO8PLy1PXzRQEQRAEg0DEryAYwJOv0vXh9WvFKUsCeO7cRWjZso1KACtLjwp/c/nyRbRo4cDZH6KLl5clOnRIiEOHxO9XEATBGBCfX0EwANKlC8KjR+Z4/fpPrkcSwHPmLGQfYA+PdejZ04WTzlP+UCEk5CN99OhhTulUsWLlaOXMpGC3vXvjwdY2GDVrKtKfCYIgCIaLWH4FwQBIm/aP24M6lASecnO2adMOQUFB6NWrK/sCCyHp02cAEiRIgHPnzuDEiWPR+m6lSooyqidPiq1AEATBGBDxKwgGYvkl3rz5+5QlAUzRwM7O7VUCePNmDx20Un+h6lJt2yoS2M+YMSVEWdbIKF8+EObmwWx5f/VKqiwJgiAYOiJ+BcGALL/qbg+hBTBVXKIKRSTsKBvEpk0b4riV+m/9TZgwIc6fP4vjx/+N8veo4FXRooqHjxMnxO9XEATB0BHxKwgGJX7DP2UVAngO2rXrxAK4b98eIoDVSJMmLdq168ivp0+fHC3rr7g+GCiBgYh36j8k2L6V/9P7uGLfvt2oWLEk9uyJfjEaHx8fTJs2CY0a2cPOrgJX+CK/fipwE1X8/L5j//49qvdOTg24TZpm5cpl6NXLJcJlqGCDq2s/1K1bHbVrV0O/fj1w8+Z1GBsPHtzjbVUG2dLx1wa0z2nd6lP16hXQrl0LHD9+NNzvTZo0lidBT8Xv79+/Ub9+fZw7d0712fPnz9G+fXsULVoUdevWxcmTJ0N85/Tp0/ydIkWKoG3btry8IBif20PEw+4kgKdPn4327f8IYLppCgp69erP1t+LF89Hy/pbqZJCNP33n4XkAjUQ4u/ZhRQlCiBZk3pI0q0T/6f39HlccPjwP8iQISMOHNgXre+9ffsGLi7t8Pr1S4wfPxXr129Bhw6dsX37FgwdOoBdm6ICPfju3ftnW5cvX4vq1Wsirjl27Aj69u3OhWYWLFiGpUvdkSNHTvTp0w3Xr1+FMTF8+GA8f/6MXxcqVAQ7dx7Q2m8VLFiY16+cli9fg5w5c2HMmOF48UL0j8GJ31+/fmHAgAF48OCB6jO6iffs2RO2trbYtm0bGjVqhF69euHVq1c8n/7TfAcHB3h6eiJFihTo0aNHtCw7gmAYVd7MENm9jzIZTJs2Gx07duFzoH//XtiwYW3cNFTPSZMmDQYNGobp0+egfPmKUf5eqVKBSJQoGJkyBXHREUG/IYGbpJMzzP9/j1Bi/vo1f65tAfzp00dcunQBHTp0wbVrV7hMbVSZO3cG0qfPgFmzFqBIkWL8unr1Wli4cDmuXbsa5Zzeoe9/yZMnR4IECRGXfP/uy6Msbdt2hItLDxa9WbNmQ+/eA1CuXAUsWTIfxoT6PqfS6tqsymZpacnrV07Zs+fE0KGj+fPTp0MaBwU9F78PHz5Es2bN8OyZ4slJydmzZ9mSO378eOTIkQNdu3ZlCzAJYWLr1q0oWLAgOnbsiFy5cmHKlCl4+fIlzp8/r6MtEQTNkjp1MMzMghEQYAYfn8iDrkgAT5kyE507d1UJ4HXrVsdJW/WdPn36s2U8fvz4Uf6OlRVw964v9uz5gaRJtdo8IbYEBsJmpCspEYQ+U8z+L05sRg7RqgsEpdWzsbFBrVp1YGubCgcO7A0xZE0uCGHx8eMHnDx5Aq1bt+VUhuqkTZsWdevWx+7dCjcKcmHo3r0TlixZgJo1K8PBoV6IeatWLcfVq5dVQ+/qbg/kpkAjQuR+QG4VXbq0ZWshuVrUrFkJLVo0wZUrl1S/ffLkcXTo0Ap2duVRu3ZVti76+flFuh9OnfqPBXCzZi3DHIVxdR2pek9uELQ9NWpURNOmDbFjxx+RT0P1CxbMxujRw3h4n7ZVfZ/Sg0b79or2NW3aCDt2KLQBQdtPLghKaB8o9z997ujYgI1mDRrYs0vGhg1reL+1auXI+3XChNEqazvtN3d3N24ntaNHj854+tRbNe/Nm9eYPHkctze028O7d28xatRQ1Kljh3r1qvNDDo1yK9tE36e+QfNoH9P2RteARyN/JH5D952o8i6cNn758hmVK5fG48cPeTlyv6HjRO1VMnbsCLi5LYahoFfil8RqmTJlsHnz5hCfX7t2Dfnz54e1tbXqsxIlSuDq1auq+SVL/ulkVlZWKFCggGp+WHh4eHDxAJn0byJ03QZ9m0inpUr1x/oble+Ym5th8uTp6NKlG39v4MA+WLdulRwbtSkwkHwog6O0bMKEum+vqR2fmEzxz52GxatXfwlfdQFs8eolL6etNhw5chDlylWEhYU555Xev38vCxma16qVM1asWBvm9+7fv8vL5ctXIMz5hQsXxcOH9+HvrxBNd+7c4vdubu7o1MkFs2ZN5YDOGjVqcgEcGhrfteuAqm+o94/Vq1egUSMHuLuvg6+vLwvglClTYuXKdciePQfmzZvJy718+QIjRw6Bg0NTeHh4sivGpUvnsXv39kj3A7UtS5asSJQo0V/z0qdPj+zZs/Prp0+fcJBu0aLF4e6+Hh07umDhwrk4ceJfVdupiE/evHmxbt1mVKlihxkzJrOwDgoKZMFmZ1ed20fXu9mzp8Hb+3GY50To/eDj8x6HDx/GokXLOCZg2bJFmD9/FkaMGItx4ybh6NFDLP6Vy69fvxrVqlXndqZKlQqDB/fl4zFlygykTp0GffsORL9+g0L8dkCAP7t+/Pz5A4sWuWHChKlsnSXLt3I5Ev/PnnljyZKVGDDAlVNWXrx4Lsp9jta9cuVS/P7tjwoVKoa5TOhtN1ObImpjsmTJkCdPXn4gomXv3r3Fo/Tk36xYbzA/gJQtW14r55M20KvojVatWoX5+fv375E6deoQn9FJ+ubNmyjND4vWrVtj6dKlbEUW9I+UKTVfy9vQyZiRnsyBHz8SwTYao2nLli2GtXUCzJs3DwMH9kWiRAli1e+N5djQQ/bIkSN5v1AcQVT59Als/TXXK9OB8R2fGOP3JUqLJaXlbDW/r16/fs2iwMWlM2xtE6Nhw3rsqnDp0iU20kR0fIKDFaI2W7b0bMELTcaMafi/pWUgEidOyJa+OXNm8f2udOliuHPnBv75Zzfq1auJlCmTwdo6IfLkycbfISFO36E2xYtnCTu7amjWrAnPs7evhX379mHoUBJtZmjTptX/XQ0Tw9fXCqNGjUKLFi142UKF8uDIkf149eo5z6drC62PXocmIOAXkiVLGuY8dZYv34sCBfJj5Mih/L5EiUJ49+4ltmzZAEfHhkiYMB4L3759e/H8HDkGYevWjfj48TUL6K9fvyBz5gzcNppy5MiM3LmzImlSxe8mTWqtagPtA9oX9J4+JyvmkCFDkC1bNuTPnwuLFs1Du3ZtUbVqeV5+/fpV8PF5rdpvlStXRs+eiutn3rxTUalSJdy7dx3VqlXj+WnT2iJr1nR4+1Yxgk3fO3LkCIvsbds8kfT/Q0dWVpbo3r07hg1z5TaRdXn69Kk8YkDb7+m5Cc+ePULdun/7adM+JxcYskwr+k0wi1EyEq5YsZz3QVjQflS2KTSRtbFKlcq4ffs6bG0748GD27wfLly4gOTJrdlNlcRzlSrlwuy3+ohBtPLHjx9/DVHSe+WQQWTzw6Nbt274+tWPgwkE/YCe8ujm8OHDNwksCkWqVFZ8yt69+xNly/pH67sjRozHr18BWLp0UYz7vbEdm5Mnz7Cr1YgRI1GqFFlKIjcxODhY4eRJCxw65IciRaIWeBRXGNvxiSnxrJMiKp4pX6yTwt/nm8Z/f8uW7Xz/yZevKHx8viF79nxInDgJvLy8kC1bngiPjZmZ4j52/743WxFD8+iRQlAFBFjg27efHFAXHByff4fImjUnduzYzu/9/H7B3z9ANS8wMIi/Q+/p85QpU6vmBQWZIVWqNPjwwZff//oVBH9/f55vY5MSBQuWwKxZc/H48SM8efKYJ3v7umH+jjrx41vj48fPYc5T5+7d+8iVK2+I5XLkyIuNGzfyZz9/+iNdugx/refDh6/InNkCTZo48YPsggULUaFCJdSv3wj+/uaq5b988VO9pn1A+4Le0+dEpkyZQpw3iROnUC1vYWGJz5+/qfZbnjwFQrQjU6bMuH79NgoVKhliHyvXTa9v3LiNjBkzhWhTliy5WHhfu3aHv5M8eQr8/BmMnz8V88k/++vX72HuO9rnefPmw5gxE1k0U/GeFSuWwsmpBXLkyB/u/qb9qGxTaCJrY6FCJbBp02a8f/8Vp06dQf36DXl0/cyZS2wRLlGiFD5//gFtXdc0jZ7aLkJClZlCC1l6T1HbEc0n94fwoKA6wtV1AFascONOL5N+TISu26CPU/r0CrFFhRaiv0/NMG7cZHTv3jtW/d6Yjk2PHn1hbZ0IV69ewcGDB6L0HbrkBAeb4fhxS52339iPT0yn32XKIzB9egSH8zBDnwemz8DLaeP3KcsDWeFq1aqCypXLsE/tt29fceDAAfz8+TPC7+bJk5/9Ne/evRPm/Lt3byNHjlyIF08hksnKpj6fhBC5O4XXN9T7h7m5InOJcqKHv7D60v379znV2pMnT1CkSHEMHTqKA/Ci0tdoqPz586dcVjz0PDrvhg0bjB8/fqq2R30+CUmalG2xtIz3V/uCgoL59cCBQ7F27WY0bNgEt2/fQpcu7XD69KkQ2/FnvQpfb/X1qO9HBeFfY0kMh26nmZl5mPtY+TpevAR/tSMgQHE9p+8rA+RC/5Zy+8Ka4sdPgAwZMiFTpiwselu3bo8JE8bg5s2b4X4ndPuC1abI2ligQCHWVWTlpZGNwoWLcUaL69evcfacMlo6n9TbbXLilyK0Ke+hOvRe6eoQ3nzyxwmPmTNnomfPPvx62LBBIRy3BUEfyZBBcRV48SJmpy3d3MaOnYgePaTfE5Q9hvwkiRkzpkYpuKRaNUWe1WPHpNiF3mJhAd+J0/llaAGsfO87cRovp2mePXuK+/fvsc/nqlUbVBM9eJJf7fHjEZfWpowMlSpVxerVK1UiTT0F2p49u9CwYWPVZy9evAgReEaimcQxEZWRjKjwzz/7ULRoMbYykoWV/JFfvHgWpfOFBFHixInh6RkyjofYssUD79+/ZSNW5sxZcOvWzRDzb926zp9HxocPPpg1axpbLSnHOflTlyhRGqdOnVCJSvV9FJ3MG2FBfsxK6Ji+fPkcOXPmjHCf03ZQCjRyz1DfPnrQIeu9JiBfcvLVnj594l99JypkjqSN9IBQokRJbN++FcmTp0SKFClZAJP/NwUIlilTDoaEQYhfyt1769YtfmpWQv5T9LlyPr1XQm4Qt2/fVs0PC+qkY8ZMQK9e/fg9PYEuX75Eq9shCLEhY0bFU/jLlzG/qUm/Dwk9CJD1l9JR/fPP/kiXt7NTiN+zZy3gqxghFvSQ3/Ub4uvKdQhKly7E50Hp0vPnNF8bkNU3SZKkaNjQgVNPKacaNWqxQKKiEyTEPpHjeDiQcP769SsGDerDfp0Uu0I5qSkvbrFiJdCkSVPVsj9++GHmzCmccWDXLi/8++9hFqhEwoRWbAR6/TpkurfoQv6fjx49xO3bN1ncL1gwB3fu3FYF3UUEBan36TOQH7LpOuPt/YQLQVBWiTNnTqFv38G8HG3Tgwf3OdiMfoP2E4ksCrKLDNrfJ04cxfz5szk4j4QYCdRcuRR+r3nz5se2bZtZ2FHg2r59sUtzd+jQAW4fbcvUqeORJk06FCumCLgnIU/HQl1AEqVKleGUdZQ5gvYlZYKYM2cGataszQ8HmoBEav/+rrx+L6+t4S73/v07nD17OsRE+yYqbSxVqiwOHNiDwoWV2qsYZ/RIly59mG46+oxBiN/SpUsjXbp0GDZsGJvc3dzccP36dTg5KU5yR0dHXL58mT+n+bRcxowZOXNEZEJg1Khx6N27P78fMWKIQaXqEEyL2Fp+Q/d7Kvdr6v2eAoUoHRwxY8aUSK1Z2bIFI0sW8oc0w+nTYv3VZ0jgfrx0C5+99uLr0pX8/+Olm1oTvgRleaD0ZmGl0WvZsiUPD1MKK8qsEB6UGs3NbRVb4saNG8Ept0g4NmrkyPm7KchNCQkOyvHaubMzPDzWYtSoCZwRgqhSpRqCg4PQpk1TzjscU2hInYa8+/Xryam93r59zfmLycIdFWh/TJkyi0Vpt24dOasDrWPhQjcULFhIlcaNcm+fO3eaq5StWbOSU6HVqxf5sSLL7tSps1nw0ncpHRp9r0EDhYW8f//B+PLlC9q2bc75zjt1UmS/iSkkBnfu3I5OndrAz+8HZs6crwryIhFPxUimTp34lzClNhJUwIRSxVWqVAWDBw+HJqFjb29fBytWLAv3AYv64KBBfUJMJOaj0kay7pIvuLKPkVsLuZ2Shd/QMAvW00oQefLkwdq1a1UC9unTpxgxYgSnNcuSJQuGDx+O8uX/7PDjx49j8uTJ/JRcrFgxTJgwgZ3YI4KcuhU+JcGYPHk85s2bxZ+PHz8Z3bopokqFuIVGjSgSVXlshD+QxbdYMRvEixeMZ898Yz1qG91+b6zHhnKrUnQ1pU3y8trLATMR4eqaAKtXx0fHjr8xdeov6AvGenyMAW0cG8oNSzlnPT01X7LYlIjOsaFcvGR979RJskTF9fExmWwP9+6FfKokwbt+/fpwl69SpQpPMbWEDR8+mgMF5syZidGjh/NJ0L27CGBBf0ibNhgWFsFsdXz3zkxV9S2mSL9XQL5rlA+ZLG2RCV+l6wOJ36NH6fKpP+JXEARBMHDxG9eQEKAoVvo/e/YMNvlT5KwyKE4QdA1ZetOnD8bz52Z48SL24jdkvzfH7NnTTbbfU0GAqFKxYiAaNfLn4Dcq/KSv+X4FQRCEsBHxG0oIDBkykoUARY+OGzeSh4Z79eqr66YJApMhQxCePzfHy5fmKFUqSIP9fgT/l36vcINIlix5CN9KdWxsKCn/n+BbQdAFdes24EmIO8hPWTAOxGYRjhAYNEhRaWb8+FGYP3+OrpslCKGC3sy00u8HDx5m0v2e/J/J/3fvXvGjFARBMFZE/IaDq+twlRCYOHGMKihIEPQj3Zl2Tl3q89T3TbXfU5pECnyj9FHk/hEeiuT/5nBzi4df4vYrCIJgUIj4jUQIkDWMmDRpHObOnanrJgkmjtLyG5tcv5FBox6m2u+7devJpWgpj+mePTsjLXU8cmRCnD8vKc8EQRAMCRG/kTBw4BAMGzaKX1NaKAoKEgRdW35jm+s3Mky135Ovr4tLd349c+bUcK2/lH6nWjVFFSVF1gdBEATBUBDxGwUoSTalhCIoeTXdFAVBt5Zf8zjp9yNGjFH1ewqGMxXrL1WNolKxVDUrsmpvR4+K5VcQBMGQEPEbRajk5MiRY/n19OmTuRqUIOjK8vvpk1mclNft23egqt9PnToJ48aNg7GTNGkydO3ag1+T4A8MVFh4Q1OlSgDMzYNx544Fp58TBEEQDAMRv9GAysGOGjWeX5P4pfrkelogTzBSqMR60qSKPvfqlXmc9/uxY8fyw5+xQ+KXRPDjx49w/frVMJdJkYJq3SuE8cGD4vogUA7okiGm+vVrYNq0ifDz84vyOqiK2MqVy2DMnDx5HE2a1EX16hVw7twZ3l57+yqoXbsqB5zGFD+/71yqN7Kg1ho1KnKp5rCq5qkfvypVynB56cjWKRgeIn6jSe/e/TB69ASVVUgEsKCLXL/aSHcWWb8fO1ZRr37GjKlG3+/J7WHxYjecPXuFy5mGR61aIn6FkEyaNB07dx6Al9c+TJ06B7dv38KiRfN03Sy9YsWKZShduiw2bPBEjhy5sGrVcvTs2Q+rV29EokQ2MV7vpk0bsHfvrkiFd8qUtrhx4xpevnzx1/zUqdPw8aNp0yYvtGnTnh9gbt68HuN2CfqHiN8YQMn/x46dxK8pEIhODGMWAoJ+kTGjMtdv3J6+VPVt5syZag9+xt3va9asjUyZMke4jL29wu/30iULSXkmMJQthMRVqlSpUbBgITg7t8eRI4d03Sy9gqy7hQsXRdq06RAQ4M+flSxZmt/Hhqhcjw4f/geVKlVF9uw5ceDA3r/mU3EbOn40pUuXnguJFC9eCv/+ezhWbRP0CxG/MaRHj94YP14x/EvlkKdMmWDUQkDQP8uvNtOdhcfAgQMxYYLp9Xuy3oXl+5srVxA2bfLD9eu+SJBAJ00T9JyECa1CvKchfienqFVmo2F4pRtEvXrV2S1gwYLZIc65TZvW8/pq1qyEAQN64dWrl/w5ZSrx8FiLpk0bwc6uAnr37opHjx6qvkfD+kePHkbr1k7sfkClzem7ffp04/fkFvD+/TvV8seP/4s2bZryvC5d2uLKlUvhtvv379+cIpHaTBMVzfn69QvPo7a+fv0KU6aM59fKfdGsWSNMmqSIL7h27Qo6dXLmdrdt2xzHjh0Jsf6wtpn2FVmQr169zNsWFl+/fsX582dRtGgxlC9fEQcO7IvS9cvKKmGkywiGhYjfWNCtWy9MmKAIfKMTnXKimoIQEPSlypu5XvR7SoVmzP1+wIDeqFq1HLy8PMNMeWZnFwhra500TdBzPn/+DE/PTbC3r6P6rGVLZyxfvjbK66Dh9mfPvLFkyUr07++KrVs34eLFczxvx45tLPi6d+8Nd/cNsLZOhFGjFNVJ6fONG9ejb98BcHdfz1bVgQN7s8+rkpUrl2L48LGYMWMejh8/iu7dO6JxYycsXeqODx98sGGDop0PHtxnYdq2bSesWbMJtWrVxaBBffDixfMw27xs2SLcvXub1zt//jL4+vqq2kXbTq4FffoMhJvbaixfvub/n69B376D+HddXfuhbt36WLt2E1q3bsf3VhLEEW1z9eo10aJFGxQsWJhdFsLixImjbNktWbIMKlWqgtevX6rWGx7k83/x4nnUqGEf5WMm6D/iqBZLunbtySfTiBFDMH++4omcouOpXKwgaLfKm5le9HuqAkdWJmPt95kzZ1G5ejRu7AhLS7lsCuEzaFBfWFiY873g58+fSJo0qapaKGFtbc1TVKFzy9V1BPvCZs6cFZs3b+AiLKVKlcWuXdvRrFkrVK9ei5cdMMCVBe+vXz+xbdsWPk8rVqzC84YMGcnW1X/+2cf9mKDvFihQkF/nypWH+7qdXQ1+X6WKHR4+vM+vN21ahwYNGqNWrdr8vmnTFrh69RI/EPbu3T9Ee2mbt2/fghUr1iFHjpz8GQXMkgWYLM/0GV07bGxskCJFSvz6v78Q5dimzzZuXMcuEI6OzfnzjBkz4f79e9iyxQNFihQLd5sJKysrPj/JZSEsDh06iFKlyiBhwoTIl68Ai3AKZqtRQ7GPiLdv37BFmQgICIC/vz+qVrXj/SMYD3IV1wBdunTnm/7w4a5YsGAOX6xGjx5vlEJA0D26tvyq93u6iQ0bNtio+33nzl2xdOlCvnHTzZ5u/KGZPz8+tm2zxIwZP1G6dPhlkQXjZ+jQkcifvyCL3y9fPrMI7datE/bupYwB8aO9vuTJU4QIAiNLJ4ky4tmzp+jYMZ9qHonJnj374uPHD+xmQO1QQqIwb978ePrUW/VZ+vQZVK8TJEjAPq7q78l9gfD29sbjx4dZeCohUVi6dLm/2vvq1Que161bhxCf0/Xh+fOnKkEcHk+fPsGpU/+pBChB26v0vw9vmyODLMok2OlBgqDrVOXKVbFv354Q1nBb21RYsECRbYNcncjqTte36dMnYfhwRd5zwfAR8ashOnfuBjMzEgKDOLKXTnSKjjc2ISDonixZ/lh+6R6oS0Nkp05d6Tai6vd0wx8zZoJR9Xsbm8To0aMPJk4cy9bfJk2c/rL+3rplzvl+KetD6dIKwSCYJiSeyFpJkGDLkycf6tatjv3796N27UbRXl+8ePH++kzpZhTeKET8+GE7oAcFBfKkxMIiZIGW8M5bEoHkflC7dr0Qn5NADmtZYvHiFbCyCmnhTkH5ASOBvl+rVh20bdsxxOfKbY3pyAv5N9O6ScTSpNyPdK8+dOgQypevptonyuNHZMmSla3Z5LdM+f7p4UMwfMTnV4N06uSCqVNn8eslSxZgzJgRRu0LKeiG1KmDkSBBMAIDzXTq+hBWv1+8eL5R9vuOHV2QMmVKzvtLlrzQ1KqlsMRJyjMhNCQog4ODwi2WEhsyZsysck0gyNJMuYW/ffvKFtFbt26EsJ7eu3dX5cYTHeg75B9LolA5kRX47NnTfy2bIUNGFpBfvnxRLZsoUSJ2C/z48WOkv5UpUxb2JVb/rf/+O46DB/dHuM0URBfRQ/eRIwdRokRprFq1QTWtXu3B7d2xY0eEbaLLGV3TAgNlVMdYEPGrYTp27ILp0+fwaxoqHT16mNEJAUG3mJvTzUhxEX76VD9OYWPv9+SL2KNHX1V6Q+Wws5Lq1QNgYRGMu3ct4O2t+wcSQXeQ8KQhdpqeP3+G2bOnsXXRzs6O51PBi0+fPmnkt5ycmmPLlo34779j7A5AxZfIdYGm5s1bcZaIkydPwNv7Cacm/P37F+zsFL6y0YF8bA8fPsjBdpQbl/xvN2/2CDMVIFlGyT945sypuHz5Ip48eYwJE8bg5cvnIdwqwsPBoSmXFndzW8z77+DBA3BzW6RKgxbRNlNmDR8fHxbC6tB7Chxs3NiBU5ypT40aOeDMmTOqzBZ0rJTHj9Z17dpVrFmzgvMSJ6YqQ4JRIGYKLdC+fSd+Ah08uB+WLVvMImDChKlGNRQs6JbMmYPx4AH5v5H41bxFKab9nnyAKeDHGPt9hw6dsXjxPI5cJwtw7tx/AmCSJQPKlAnE6dOWOHDAEt26KXKXCrolMCgQZ1+fxlu/N0hjnRZl05WHhXnIoX5NM2KEq+o1BVaRn+3MmfORKVMm+Ph844AuCrLy9Nwd69+yt6/Loo3ccSh3LhVkmTBhOs+jzAffv3/nIX6aV7BgEfZlTZ48ebR/h/IVU9Cau7sbnwNkLR0zZhKKFi0e5vK9evXHwoVzMXLkEH5QpNRilPkhtJtFWJDInTZtNo+e0r6ytU2NXr36sStEZNtcpUo17Ny5jVOy0f4lf2mChHuyZMlUwX/q1KvXECtWLOW0Z2Qtf/fuLRo1UgT20fWMCt5QXmAXF0XJc8E4MAs2JvNMNKELkTa3ft261Rg4sI8qaIYq/xiLENAWtHtsbRNr/dgYOkOHJoC7e3z07fsLI0b81qtjY8z9nnKI5s6dN8xofTe3eBg5MiHKlAnA7t1/AmjiCjl3QrLn0S6MPOmKV9//WAHTJ0qPiRWno36OhnHaFjk2+oscG8M4PppGP8ZMjRSq7DN79gJVOUcKCjLhZw1BgyjdHhSWX/3r93PmLGTBS/1++PDBRtPvydIVXpqqevUUrhDnz1vg7VvjEPuGLHw7/eMcQvgSr7+/5s9pviAIpov+3TmNjDZt2mHu3EUsBNzdl2Po0IFGIwQE3bo96JPPb2hat26rEsArV7oZXb8nv0BKkUQpndRT0NnZBaBZswD8/KnT5sHUXR3I4huMv/ub8rORp4bwcoIgmCb6eec0Mlq1clYJ4FWrVmDIkAF88xSE2KY7e/ZMfy2MxtzvmzVrgvbtW3HgjTqbNv3AggU/kSWL8Qh9Q4N8fENbfEML4Fe+L3k5QRBMExG/cUTLlm0wb95iFgKrV6+Eq6vxCAFBd+LXx8ccvr7QW4y139eoUZP/z5kzQ1UIQNAPKLhNk8sJgmB8iPiNQ1q0aI3585ewEFi71p2zQRiDEBDiniRJqPJTsN76/Ubc7/sbfL9v164Tl0alVEuU8kkd8u64ds2cJyHuoawOmlxOl1y4cBbdu3dE9eoVYG9fhQNJKQ1YVOnVy4XTncWEBw/u4caNa/yaUpZVrFgyzHmRQe5O27dvVb2fNGksT7qA9gXtx9q1q3KmiGHDBqJatQpwdnaO1Xop/duZM6fCnEdp1mjfKafKlUtzNgnKiR46ZSKVeqaMGi1bOsDOrgKXo6Y2U7lqQbPI1TmOodyLCxcu4xQqFBVPaaEMXQgIukHfcv1Gvd+vMvh+b2VlhT59+odp/V26NB5q1kyEGTPCrrIlaBdKZ0ZZHcwQtksQfZ7eJgMvp8+QyCVf+Zo162DNmk1YsmQl0qZNiz59uv2Vx1YbUKAq5dklChUqgp07D4Q5LyoZUijXsZK+fQfxFNd8/foVq1YtR8+e/bB69UZcunQR586dwZIlKzBrlqJIT0yZOnUCbt++GeEyy5ev4X1IKdhGj56Aw4f/waZN61XzKX6Aju3x4/+id+8BWL9+C/r1G8zFPUaNGhar9gl/o/93TSOkadMWKiGwfv0aDBjQ26CFgKAbDMHvN6J+T1YsQ+73zs4dkCZNWq5GtXHjn5tYtWqKQKpjxyzw7ZsOG2iiUB5fSmdGhBbAyvcTK0zTer7f2HLo0H4urEBFH6jKGRVkGDRoGOeipby12kY9QJVKLKdMaRvmvOisR1kwhqa4xs/vO/8vWbI05xImyy/lAc6bNx9Sp04dq3VHZX8kS5ac9yGNGJUoUQpNmjTF0aOHVPM9PNbi1auXWLBgKcqXr4j06TPw/0mTZuDMmZM8CiBoDhG/OoKq1Cxa5MZCwMNjHfr372XQQkCIewzJ8htWv9+wYa1B93t16+/cuTN5yJLIkycIOXMG4vdvMxw6JHWEdAHl8V1pvw7pEimqgilJZ5OeP4/rPL8xwczMHA8fPsSnT39KApPrEAWRNmrUhN/TkDi5Nqjj5NQA+/b9KaBBBSFoGTu78nBxaY+HDx+EKPmrGGIvz4UhTpw4xp/T8m/evMbkyePYRUHd7SGieaFdG8hCTdZMgpahZUO7PZw69R86dmzNw/zUhuPHj6rm0W+tWbMSAwb04vktWjiwtTY83r59gyFD+rObCO0HciGgstLUDnpPkCsBvaY20PIVKpTE9u3bed6OHdvQtGlD1KxZiX/70aOHqnX/+PGDC4bUrVudp2nTJvE5T+sh6zZZlUMfi4iwskoY4j0VPqlbtwEX1VAnZ85cWLjQDQUKFI7yuoXIMZy7phHi6NiMh1xICJDlqF+/nlqp/y4YJ8qMAvru82vM/Z6sv2RFSpMmDVeGUiZlV+b83bNHxK+uIIF7yfkWvBrtxdKaK/n/pTY3DUL4EvXrN8Lnzx/h6NgAQ4cOgKenorQw9bfQAikiSFRVq1Ydq1Z5cGW24cMH8flGonrChNHchz08tqFu3YYYO3YEvn79gsmTZ7CFsk+fgX+5KEQ0LzS0HBW5IWjIn9wn1Ll06QJGjBiM2rXrYfVqD95mKo2u7tdMcQI1athj3brNyJUrN5dpDuuBmayvVF2PrLmrVm3A8OFjcOjQAXazonaQ2wFB/8ntgdpPn+/adQB169blMtCrVrmxq4G7+wYUKVIMffp0ZXcJpWvD9evXMHXqLMyZswg3blzF8uVLeB8ULFiYK+rRvokKJLp3796pqlr38+dPHkHKly9/mMtTW8LLLy7EDLky65gmTZz4ab57987YtGkDn9QUHR+VMpCCafPH8msYbg8R9Xu6cZFFy9D6PZWv3b//CA9Rqlexq18/APPmJcCRI5acjUMHo7zC/10gKmSoBEMka9ZscHNbw+Lt9On/WJzRCEO1ajUwYsRY7ntRgUrzOjo259eDBw9Do0Z1cOHCOaRIkYIDrlKlSs2CmjKzkJUxfvwEvG56OA3LRYGEd3jzQkPnc+LESfi1utuEkm3btqBq1epo1qwVv8+cOQvu3LnFZY3HjZvMn5UrV5EtospA0/btW+Ljxw+wtU31l5Ami7Sb22puX+bMWdm/lyzU7dt3ZrcDgv4r207LUbtoe2kkih4EKlRQ9JcuXbpzENvBg/tQq1ZdHDt2hEVv4cJF/78vh3PgH63H0tKSR4Iieihxdm7G1wi6x5PFmFxZ7O3r8TxfX4V/VKJEcqGIK0T86gGNGzvySdGtWyfOG0pCgKLjDU0ICLry+TXnDAOGVkGY+j3dfLp27cgZE+imYIj9nqxpoSlcOAhZswbB29sc//xjCUfHkFHdghAVsmXLzsFRJFJv3rzOvr67d3uxYOvXL2pBY/nzF1C9trZOhEyZMuPp0ycoU6Yc+5T279+TRWfFilXQoEHjKItqTUDtaNTIMcRnBQsWwd69fyrwUXuVJEqUiP+HzpKgXBdZrSmbgxKl0Pzy5XOU2rJ48QIsW7ZI9RkFslJg38uXz9laTv7B6tZYmqLKjBnz+EGD2kTindw5evbszFZo5QPCNwkSiDNE/OoJjRo5sBBwcemArVs38QlCwUGGJgSEuCNjxmCYmQXjxw8zvHtnhjRpDK+wQsOGTfjBT9nv6cGPAj4Msd/TjXfNmlXo0qUbCwgHB3/Mnp0Ahw+L+BWiz8KFc2FvX5eH+smySKW1aSIBSH6yhPpog5LQLkR0X1EnODgIlpbx+LvTp8/lLAVkVT5x4l94eXli8eLlyJUrT5TbGV4bonIOx48f/6/PgoICeVJC2x6VADP6TbL2kltCaMii6ufnF2Fb6Pt9+gzggLiQ300EH5/3iC1kXU+XLj2/poeNjBkzo3Hj2myFJ2szPejcu3cHdnY1/vrulCnjuV01a9aOdTsEBYblLGjk0FM3DdnQyU7DQT17uoT5hCsIBN030qdX+v0amNk3nH7v6bnZIPs93YwbNqzDPpQbNih8C1u39sfWrX5c8U0QogtF96sHrimxsUmMZMmSqbIwqIs6eq0eIEc8fvxI9Zosi2TJzJIlK54+9WaBnT9/Qbi49MC6dVvYd10ZUBaWqFWiPo/aoJ5NgaCsBWEtGxoSgbdu3Qjx2c2bN/jz6JIpUxb2pSW3BnIpoOn165ccFBhRG9TbQsGByu/SRP7G1D5yayIx/+DBn2DB//47xoF6kW1j+Ciu3UqhT64VdLxDW38fPLjPftu6yJBhzIj41TMaNGikEgKUGLxnzy4GJwSEuIOG1oknT8wNvt9TIIqy31PUtCH1e7r5tWvXkV/PmzebA1gyZQpGlSqBCMNwJQiR0q5dZ2zbthlLlizgrAPPnnljz56dnBKLCscQefPmx6NHD3D06GEuuELZCMxDpXCjoK9du7zw5MljtiCSxZFSbZGY2rHDE6tXr2Cxevr0Sc6KkDt3Xv4ejV6QQKYRjdCozyOLZYIECbBmjTuvh9p3//491bLkC0tQEJsyI4qSZs1asy8tufuRKN+8eQNboCkNWHShtHCUB3n8+FG8v65du4Lp0ydzW6NihW7evDW348CBvRxYSEUoKBVZlizZ2HJMQXnz5s1gS/ndu7exbNlilChRWrWNFLAW+sFDnc+fP+HDBx+e6IFk1qxp/BBTvLgiU0azZi3YnaV3767sa0xtoONK2SsqVKiMsmUrRHufCOEjl2U9pH79hlixYi06d24LL69tbFVavHhFmMM/gmmTPXsQTp0i645hi1+iXr0Gqn6/fbsn9/tFi5YbTL9v1coZ8+fP5psWBSlRwIwSQ/TJFnQLDX/Hjx+PM6KQSPX3D0COHDkxbNho9s8laCicCsiQ6LWwMGcBF3qInoLdSDTPnTuDsxJQ9gV6WCOhRTlkSVyvXbsKyZMnR9euvVhEEiRAlyyZz6KUUhSqoz6PMhwMGTKSfWUpI0WVKnac0YXEHkH5iUuVKsOV6saOnRRiPQUKFMSoUeM5JRmtj6yv48dPYXEeXUjgTp06m7fTxaUdrKysOTiwV6++Ufp+jRq18PHjR6xYsZT/k6ifNm2Oyue4b9+BHHBIPtJk7bazq6k6x+vXb8wPFuQ3TJkiwqJLl3YhXCkocG727IWqILcECRJyzMOqVSu4KMiHDx84GwWNjNG1JWbWZSE8zIKjk63ayPDx+cY3JX1l//69LASo8gv5RlJ6KOUQk7FC57etbWK9Pzb6wsKF8TB+fEI0aeKPZct+GsWxUe/35AtP/d5QBPDq1Svh6tqfb1oXLlxH/PhWGDs2Aac8O3DAT6t+2XLu6C9ybPQXOTaGcXw0jeGbi4yYOnXqYeXKdSx4adiKskGQIBAEJdmzK67WxmD5Davf79y53aD6PVloyFeQcv6SvyCNtl68aIGXL82xa5dhCHhBEARjx3jumEZK7dp1sWrVeo6K3b17B6eFMhQhIMSN24NS/BqT1UK939ODn6H0e2qvMgXVggVzuSoUZX0gvLyMe9RGEATBUBDxawBQFRilECDfrS5d2nP+QUGggDdKd/btmxl8fMyMut9TOjRDEMAUjETR9FWr2uH79+9o2DAA5ubBbAE25KwcgiAIxoKIXwOB8vutXr2BhQClQxEBLBCUjz5DBuNzfQir31Pie0Po99TWEyfOcZ5uW1tb9vOtUEGRzmj7drH+CoIg6Brju1saMVTffO3ajZxWhvL+de7cTu+FgKB9smVTpjszM/p+Tw9+htDvlemdlDg5KSzWmzfHMyr3FEEQBENExK+BQelV1qxRCAHKR9ipk/NfuRMF0/X7NZV+T9kg9F0AKxPUDxzYF3Z2X2FtHYxHj8xx6ZLxHidBEARDQK7CBpr/ce3aTZy8+59/9osANnFMQfyG7vcHDuzT+35PJcqdnZtzzl9PzxVwdvaHi8tv2NqK6VcQBEGXGPfd0oipVq26SggcPHgAHTu20WshIGgPUxG/ofs9Pfjpc783NzfnxPjEokVzMXToR0yc+AtZs4r4FQRB0CXGf7c0YiiafN26zSwEDh36Bx06tOayqoJpkSOHcaY7M4Z+37RpC2TNmg0+Pj5wd1+u6+YIgiAIIn4NnypVqmH9+i0cYHP48EG0b99Kb4WAoB0yZw7mVFp+fmZ49844g94i6/f6KoCpMt2AAa78evHiefj61RcnT1pg2TLJ+hAXBAcG4/upb/iy/SP/p/fa5uvXr1iwYA6aNm2I6tUroHVrJ2ze7MFuMNGBSgePGTMc9epVR40aFXmUg1L+RYdPnz7i6NHDqvcVK5bE5csXoWkmTRrLU0ScPn0SvXt3hb19FdSvXwPDhg3CkyePYWxcunQB3t5P+DUF6Do5NdDK79D+puOpPtWsWYnLKF+9ejnax+r161e8DvpPULup/VFBW/1Km4j4NQIqV66qEgJ0oWvXrqVeCgFBO8SPD2TKZLzpziLq9xs2bOV+f+TIIb198HNyao5s2bLjw4cPmDVrGxwcrLnksak8qOiKr3s+4X6JG/Buch8vuj3h//SePtcWX758hotLO9y7dwdDh47CunVb0LGjC9auXYVJkyZFeT0PHtxjEUPMnDkfa9ZsQpMmTli8eD6mT4/6epYsWYAzZ06q3u/ceQCFChVBXLNly0aMHj0U5ctXgpvbGsyZs5hHbnr27IJnz57CmOjbtzs+fvzAr6tXr4nly9dqNRCYjqlyWrhwORInToyhQwfi+3ffWK17+fK13H5jxXTulEZOpUpV4OHhCWtra/z77xG0bduCq0sJpoEp+f2qU7FiZVW/pwc/fez36tbfTZtGo0iR3wgMNIOXl5Q71hYkcJ93eoyAVyGLogS89ufPtSWAly5dyGW5Z81agBIlSiF9+gyoXr0Whg0bhQ0bNkRZ6E2aNA7ly1fEuHGTkS9fAWTIkBENGjTG7NkL2PpLVtSoEBzKDyplSltuX1zy8uULLFkyH4MHD0fLlm24AEyuXLkxatR4ZMiQAatWGa87UIIECZE8eXItrj8BH1PllCdPXgwbNhq+vt9ibYlNnjw5t99YMa07pZFToUIllRA4duyoXgoBQbvi99Ej07MmGkK/d3RsxmKoe/fecHRUtG3TJnF90Abk2vB65HMgLA+H/39G8zXtAkGp98gFh441iZLQfXT16tVImzYdv6dh5169XMJcz507t/Dw4X04O3f4a17evPlRtmwF7N7txe9XrlyGMWOGYfLkcexi0bKlA06ePK6aR/ngaVIOvasPT9NnJKQpbaCdXQX0798Tb968xogRg3ldNJLy+PEj1W/v3r0DrVo5omrVsuyKMWvWNAQGKoq3RMThw/8gSZKkXLAmdEDoiBHj0KVLd9Vnp079h44dW3N72rRpiuPHj6rm0f5as2YlBgzoxfNbtHDAuXNnVPOPHDnI229nV56/e+LEsTCH85X7Rrn/9+7dDWdnZ1537drV0LChPadT/Pffw3B0rI/atauyxV0J7bctWzzQrl0LdkcZPLgvPnzwUc0j+vTpxr8R2u2B3CEGDOiNWrWqoHFjqmC5XOUOQ8uPGzcSM2dO4fn169fEhg1rEF3ixYvP/y0sYvdw7aTm9kBtpFEEOu5161bH6tUr0Lx54xAC+/r1q2jbtjnvf9q31Jf0GRG/RgZZCzZu3AZr60Q4fvxfODu3gJ+fn66bJWgZU7X8Gkq/J+vvvn2H0a/fIDRvbo4ECYJx65YFrl0zzeOlTfzO+v5l8Q1BMHg+LadJyML544cf8uYt8Nc8MzMzlC1blqv/EX37DsLkyTPCXM/du3fYlYcCJcOicOEiuH37luo99Xey8K5cuR716jXEiBGu7EvbsqUzD4vTFN7Q+/LlS9C1a08sXryCXS3Id75UqTK8PLkluLkt4uWuXLmEuXNn8LIbN27HoEHDsHfvTpXQjoiHDx8gT558LHZDQ9tI1nGlrywJ79q162H1ag/Ur98Io0cP4/2hZO1ady56QwGvZD2eNm0iCzPybZ4wYTQ/MHh4bEPdug0xduwIfP36JdL2KbbvCl69eokVK9aiRo1aLEC3bt2EadPmoFev/vDwWIv79++qlieh2qpVWyxbtppdrUaOVIzsKPfzpEnTef+r8/nzZ/Ts2ZmrPrq5rcbAgUOwbdtmbN26UbUMCW7qI+7u69GqlTMLzui4hZC/OWWWSZ48BYoUKQpNsW7dKn4gGDNmEubOXcQjD7S/1Nm1ywv9+g3mffDt21e29uszcuU1QsqVq4BNmxRC4MQJEgLN9UoICNrL+EBFFEyVv/u9fglgEkAEjYLWqxfAr9euFeuvpgl466/R5aIKDTUTNjY2kS5Ly5A1NCxIsNnYJFb1l9AkTpwkhKij9ZBLAQnJNm3as08vlQKnkRCyQNMU3tB73boNWOzmzZsPxYuXQvbsOdC4sRP/t7evi6dPvXk5Kytr9mGuUsUO6dKlR7VqNZArV54oBazRfonKPtm2bQuqVq2OZs1aIXPmLGjRog1ndtm4cZ1qmXLlKnKbyQ2kXbtOePfuLfvXvn//DgEBAUiVKjVb18m9YurUWYgfP6QFPjzo4YGEW8aMmdCwoQML2k6duiJnzlwswklMKvcFQQ8ZtH9y5MjJbgY3blzH48cPVfuZjhHtf3UOHTrAbgSuriP4WFWqVBWdO3djYa0kadKk6NmzH7eDxDUdW3XxH5qDB/dzkBtNZIVu0KAmW1znzFmERIlsovS9mv+fnJ2bhbu8l5cnW+hLly6L3LnzYuTIsX+51NDxKF68JO+TevUa8UOPPmO6d0ojp2zZ8ti0aTufAP/9dxxt2jTD9+/fdd0sQUvkzv3H8hug0FUmSch+f0zv+j3dMCg/8YMHg/n99u3x4KtZA6TJY5kmnkaXiyokXAiyesUGEjyfP38KNzuEj8/7EMKZhKvSokyQlfXpU0W2gchQWl0JEslKtwzle39/f9Vv5MyZmy2eZOUk94Lbt29Gye2B2hqVfUJtzp+/YIjPChYsEkJ0ZsqUWfU6UaJE/J9ELwlxGv0h1w1yzSCLKYl0sl5HhZQpU6pKkitdVsLbF4R60CDtQ9pGb2/vSLePjg2NAqlvHwXCfvumeHBKly4DLCwsVPNJQAcGBkQY87BqlQdWrFiH5s1bc7Bb+/adWbRHRMX/f099mjFjXpjLksWa+hz5nivJnDkrC3x16IFECT3s6HsFThG/RkzZsuVUQuDkyRN6JwQEzZE+fTCXz/X3N4O3t+n5/Ybu95s3e7H1TN/6PQkaGp69cWMekif3QZo0wXj2TC7DmsS6rA0s08cDwjsNzMDzaTlNkj59Rr7pU6aHsOjevTsuXDgX6XpIAJLQevToYZjzaf358uVXvQ/t20l9zMwsan1KXWgRYbkmEORbSxUVybeVHjAnTpwe5awRJPjIZSC0pZCgLC3kr0yoC/g/2xLIkxJ14aiE1ktW8unT57I7AVmPT58m3+E27MoRlgU9tGgPa73h7Yuwlqc2mptHfN0Nb/vU/4e3feFBo1xkJaYgQrLMkmV++PBBIfybI/peRrVJXeyH1UdCtyP0+9D7K6J26wNy1TVyypQpqxICFEzQunVTvRECguag607OnApL0f37IW9opkjp0mWwefN2vev3dCMhXz8iIKAy/vnnFfLnj17+VyFizCzMkG5ipv+/CT1T8Y/m03KahIQLZXag4Xt1KyFBD2FHjx6FrW2qSNdDEfsU2ObuvizMYLgzZ06hfv3Gqs8ePXoQwkp89+5tHnomwnOdiC4UYEdD/TRkT79NYot8nKNalpx8UakgTWgBumnTelVwKrk63Lp1I8QyN2/e4M8jg6zDCxfO5QcHF5cenGIuTZo0LNotLRUWfnUXqND+qtHlwYP7qtcvXjyHr68vcuSI2NpK20EPLmSpVt++ZMmSh+sCE1169OjDLiqzZk2FpkicODH3W/WHOjr2SjcfQ0XEr4kIgS1bvHiYghzVW7Vy4pNVMC5y5VLcAB88kNOaIF9Gfez3DRs2YYHz7dsdDjgSNE+S+smRaWV2WKYL6dpA7+lzmq8NKKcvPWRRRgIKEiORsGfPDkycOBZt27blfM8E9cOIgrGGD6fRgWsctEVilix5lLXB1bU/i08atlYXcpSN4Nkzb85YcO/eXfZTJWjYn75LPrGxgcTZzZvX2BpNGSDIWktW4KgMbZNFsUOHLpg6dQI2b97AxTvIZYLcJ2j/dOvWi5dr1qw1jh07wjmBaRlalnz3mzRpGulvkMV9xw5PzkJA+4POd9pu8k9NkSIFUqdOw7619HuUwUA993FMoGA4CvYjv9YpU8bztUbpkkHuE0+ePPrrWlOrVh1+KKI8zZT1gdyy6AGH8jdr6iGFRnl79OiLs2dP8wOXpnB0bM4uLxcvnmfhT9tMaKrdukDukiZCyZKlVUKALActWzoa/JObELbf7/37clqH1+/1QQCrW3+XLl2Ed+8+S9YHLUACN/elQsjqlRsZl2bj//ReW8KXoFyrS5asZD/Q8eNHcbAxVXfr3Lkrhg4dqlpu3ryZGD5c4fcdFtmz5+RMAmRNHjJkAAcjeXpuRteuPTBkyIgQy5K1k3yE27dvzbmuZ86cp/K/tLevh+fPn6J9+5axGobu2LErB3117dqe/WppCJ8C48itICq0bdsRrq7D2fpL7hO0TTRMvnTpSlVbCxQoyLl/ScRSyiwSqePHT+EUgVHZ75MmzeBUh+TmNHv2NHTt2osDtOh3KM8yWc1pP1JGBWpPbKhbtz6fu927d+TfHjduimqek1MLLFo0/y/LPbkazJo1nwU4pXObM2cGmjZtyQ8GmqRWrdooUqQYFiyYrTG/25Yt26By5Wr8wEJFPKhYCQnfuM4ZrUnMgvXdMUOL+Ph8g6ltPeXla9asCVsd6MJA0fE0NKwv0IOkrW1ikzw2sWXPHkt07GiFokUDcfCg5rMcGPKxUe/3ZcqUw8aNnjrt9zRMXbVqOdy9G4CECa8iQQIrXL/ui//H3Jjc8TF2tHVsyBpHFuaFC900t1ITI7rHhvLfkoWfsk6YCmfPnmbfbWU2i0+fPnFmia1bd3FgYVwcH00j5gYTg1KRbN26g4exzp8/i+bNHWIdnSzol+WX3B5E/ITf78kPUNf9nqxRgwaRJfAhfv16jy9fzLBrl1R8EwRB/9i5czu7OlBqO3LZIJ9iCrrUtvDVJiJ+TZBixUrA03MnkiZNxtHHuhYCgmbIli0IlpbB+P7dDK9fG64vlqn0e/LLbNy4CZo0UZTaXbXq72hwQRAEXTNggCssLMzZzYNcX2jkavLkmTBkxO3BZLceuHbtCpo2bcR5/MiviqLjNRV1GlNk6DZ2lC9vjYcPLbBlix+qVo08B6cpHht96/fv35uhWLFE+P3bDAcOfEfx4kEmfXyMETk2+oscG/1G3B4EjUNO8Z6eu5AsWTIuLdm8ucInUjBcJOOD4fX7VKmC0aiRIv2Ru7tYfwVBELSN3CFNnMKFi2Lbtt3syH7pEgUFNcaXL5913SwhhkjGB8Pr95T+KGnS9fzay8sSPj7isiIIgqBN5A4pcKUeT0+FELh8+ZIIYANGLL+G1+8p9dmZM3MAnOcKfceOSZESQRAEbSJ3SIEpVKgwtm3bwwnBr1y5/H+fSEUgjmA4iOXX8Pr9n8wPvWFlVQLVqr2N098XBEEwNeQOKagoWLAQC4GUKVPi6tUrcHJqhE+fPuq6WUI0UJY49vExxyd5dolRv2/atHGcC2BKml+w4E/8+HEZS5YsiNPfFgRBMDVE/AohoCo7SiFw/fpVEcAGho0NkDGjQgDfuyfD5zHp95QNIq77PVVLGjx4GL9esWIZHj6Uc04QBEFbiPgV/iJ//gLYvn0vbG1tub68o2NDfPz4QdfNEqJI3rwK8XvnjpzeMe339OAX1/2+du26KFSoGPz8lqFixQy4e1eOnyAIgjaQq6sQJlS9RSEEUuHmzessBD58EAFsCOTLp8jvK+I39v2eLMBxJYDJ+uvqSr6/VggKssSiRXHys4IgCCaH3B2FcMmbNx+8vPYiVarUuHXrBhwdG4gANgDy5RPLr6b6fVw/+NWqVRsODi/49Y4d1nj3TtKeCYIgaBq5OwoRkidPXpUQuH37Jhwc6sPHx0fXzRKiJH4tpGKRBvo9PfjFVb8n6++SJR1QokQgfv0yg7t7PK3/piAIgqkh4leIlNy582DHjn1InToN7ty5BUfH+nj//r2umyVEkPHBwiIYX7+a4dUrsRxqrt83iCMBDPTo8Ztfr1plCT8/rf+kIAiCSSHiV4gSuXLlZiGQJk1a3LlzWwSwHpMgwZ+UZ+L6oMl+H3cPftWqfYONzTt8+mSBFSt+av33BEEQTAm5MwpRJmfOXNixYy/Spk2Hu3fvwMGhHt69e6frZgmRuD4Ise/35AKhfPCLi36fKFFCJE++hl8vXSriVxAEQZOI+BWiRY4cfwTwvXt32RImAlj/kKA37T34xUW/J9/fCRNyAxgIX9/SePtWqr4JgiBoCrkzCtEme/acLATSpUvPQoAsYXJz1i8k3Zn2Hvziqt/XqVMNJUr8h58/32Dhwjla+x1BEARTQ+6MQowFMA0Fp0+fAffv3/u/EHij62YJoQpdPHhgDn9/XbfGeIjLfq/I+zucX69e7Y5Hj2SERRAEQROI+BViTPbsOVgIZMiQEQ8e3EeTJiKA9YXMmYNhbR2M37/N8PixnOaG2u+rVrVDvnxt8evXCTRv/l0rvyEIgmBqyF1RiBXZsmVnIZAxYyY8fPgAjRvXxZs3r3XdLJPH3Fz8fo2h35P1t1s3ZwDF8exZYVy8KGZ8QRCE2CJ3RSHWZM2ajYVApkyZ8ejRQxYCr1+/0nWzTB7x+42bfk8CWJv9vkWL0ihS5CG/Xro0scbXLwiCYGrIXVHQCFmyZFUJ4MePH7EQePXqpa6bZdLkz6+w/N66JenODLnfk/V33ryM/Hr3bkv24xYEQRBijlxFBY2ROXMWFgL0/8mTxywEXr58oetmmSwFCyrE740bcprHhQDWZr+nB5natf0RHGyGSZMk768gCEJskLuioCUBnBXe3k9YCLx48VzXzTJJChYMhJlZMF6/NoePj5Q5NvR+37XrJ/6/b19SnD8vqQUFQRBiiohfQePQEDDlQyWL2NOn3mjcuJ4IYB1gY0OBWcH8Wqy/cdfvSQBro99XqGCFZMnOA7DEyJF3NLZeQRAEU0PuiIJWoCCgHTv2sQB+9kwhBJ4/f6brZpmk9Ze4cUP8fuOq3+/cqb1+P2IEZXtwwJ2bzeG98zG+bP+I76e+IThQ8ZAjCIIgRI6IX0FrUB7UnTv3c1Q8CQHKh/rs2VNdN8ukKFRIGfQmp7ox9Pt27QqjS95UWBuwGt+7fMKLbk/g3eQ+7pe4gS97FG4RgiAIQsTIHVHQKlQJi4QA5UUlASACOG4pVEhp+ZVTPa77PY18aLrff93zCS3vtkAqpArxecBrfzzv+Bjvt7+P9W8IgiAYO3JHFLROunTpWQhQZSwaAqZgIPKJFOIu48OjR+bw9dV1a0xTAGuq35Nrw+uRz2H2/7+QMxX/HvZ7KC4QgiAIkSDiV4hTAZwjR04OAiIhQFHxgnZJnToYadIEcYqs27fldNeHfk/p0GKC31lfBLyKoMJbMPDr+S98PytPOYIgCBEhd0MhzkibNh0LgZw5c3Ee1NgIASH6fr8S9Ka7fk9p0JT9nlwgYtLvA976a3Q5QRAEU0XErxCnpEmTloVArly5uRIWCQGqjCVo3+/35k053XUtgGPT7y3TxNPocoIgCKaKQd0NX79+ja5du6J48eKws7PD6tWrVfNu376Npk2bokiRInB0dMTNmzd12lYhYgG8ffte5M6dR00IPNR1s0yg0ptYfvWh34cUwFHv99ZlbWCZPh5Cu/uqMAMSZEqARGVtNNZmQRAEY8SgxG+/fv1gbW2N7du3Y/jw4Zg7dy4OHToEPz8/uLi4oGTJkjyvWLFiLJLpc0E/SZMmDQuBPHny4vXrV5wPVQSwdi2/d++a4/dvXbfGtKF+7+W1L0S/f/ToQZS+a2ZhhnQTM/3/Tch59HgTHAzknJuTlxMEQRCMQPx++fIFV69eRffu3ZE1a1bUqFEDlSpVwpkzZ7Bv3z4kSJAArq6uyJEjB0aMGIFEiRLhwIEDum62EAGpU6fGtm17kDdvPrx58xqNGtXFw4dREwJC1MmSJRjJkgXj928z3LljMKe80fd7EsDU70kAR7XfJ6mfHJlWZodlupCuDe+RAKuyfkIqh5Ap0ARBEIS/MZg7YcKECWFlZcWWXX9/fzx+/BiXL19Gvnz5cO3aNZQoUQJmZgqLB/0n1wgSy4JhCIF8+fLj7ds3LATu3bun62YZFXRaFC2qsP5euSKuD/rS72nkgx78qN+TC8SDB/ejLIBzXyqErF65kXFpNrwZYo5W6AmP503x8KGMngiCIBiN+CXL7ujRo7F582b2661Tpw4qV67Mfr7v37/nm4k6KVOmxJs3byIVBTLpfkqdOhW2b9+D/PkLsBCoWrUqHj68r/N2GdNUrJhC/F69ah6r9ch5o9l+T0Fwyn5PAjiq/d7c0gw2FRMjmWMK1BhUDFXtUiIwMBATJ07U+XbJFPYk547+TnJsoNeTNrCEAfHo0SNUq1YNHTp0wIMHDzBhwgSUK1cOP378QPz48UMsS+9/R+LgmDJlYi23WIgqtraJcezYv+zOcv36dbYA//vvv2zZF2JPlSrAnDnA9evxYWsb8lyJLnLeaL7fV69eHTdu3GABHJN+P2XKJJQpcxjr1p1GzZpf0bp1Bq21WYg5cu7oL3JsTAuDEb/k2+vp6Ynjx4+zC0ShQoXw9u1bLFmyBJkyZfpL6NJ7Wi4iPnz4xkEign5gZpYQW7fuRLNmjdmVpUqVKmwZI99IIXbkyEGPzza4fTsYT5/6IlGi6K+DnsDpBiHnjTb6/S44OjbArVs3Y9Tvs2fPh+LFXXH58gR06fINlSt/g5WVVpstRAM5d/QXOTaGcXxM1u2BUpdlyZIlhKDNnz8/Xr16xRHUPj4+IZan96FdIUJDHV0m/ZpSpEiJI0eOoGDBwuzOQhbgO3fu6Lxdhj6lSROMdOmCEBRkhuvXLWK8HjlvtNfvt23bHat+P358PUoIiR8/UmLZMkudb5NMISc5d/R3kmMDvZ60gcGIXxKyT58+DWHhpaC3jBkzsg/wlStXEPz/vUT/KRiOPhcMD/LX3rZtJwoVKgIfn/dwcCAhcFvXzTJ4/gS9Gcxpb1KQAPb0jHm/L1OmGKZNU7i0zJ+fED4+kvJMEAQhLAzmLkhFLeLFi4eRI0fiyZMnOHr0KJYuXQpnZ2fUrl0bX79+xaRJkzjamf6THzAFxQmGLQQKFy7KVnwSArdv39J1swyaYsUUxS6uXpWMD4YhgKPf7wcNSsd5nb99M8OUKbHz7RYEQTBWDEb8Jk6cmCu60ZCgk5MTpkyZwjl/mzdvDhsbGyxbtgyXLl2Cg4MD+4u6ublxQQzBcEmePAULgSJFiuHDhw9wdKzPPpFC7Cy/ly+L+DXWfm9uDkya9Itfr18fDzduGMwlXhAEIc4wC1b6CpggPj7i4K6Pzu0UAa9+bD5//sRBcFevXkGKFCQMyDeykK6banB8/gzkzq0IHLh79xtSpIj9sRG0R3T7vfL43Lz5AEWKXEVQEJV7/4aDB7WXLkiIGnLu6C9ybAzj+GgaMQsIek+yZMk5C0SxYsXx8eNHtoTduHFd180yOJIlo6wA4vpg7P0+bdq0qFRpL4B38PffjUCFwV8QBEH4PyJ+BYMgadJkLASKFy+BT58+wcmpAW7cuKbrZhkcymIX4vpgOP1+y5Yd0e73o0d3AZAZd+60waNHd+OkrYIgCIaCiF/BYEiSJCkLgRIlSrIQoLyo169LCevoULKkQvxeuCDi19AEcHT6faFChVG3bi3OfDNr1tQ4a6sgCIIhIOJXMEgBXLJkaXz+/BmOjg1x7doVXTfLYChdWiF+L160QJDCA0IwkH6/ebMXSpQoFeV+P2jQUP6/Y8cnVKlihmfPxPFXEASBEPErGByJEyfB5s3bUapUGXz58hlOTo1w9eplXTfLIMiXLwjW1sGcCuvePTn9De/Bz4sf/KLS7yk4rm7dhgBG4s4dG4wcmSBO2ysIgqCvyN1PMGgBXLp0WZUQuHLlkq6bpfdYWgIlSiisv+fPi+uDIfZ7EsDqD34R9fvBg4ciYcIhMDcPxIED8bB/v8FUtBcEQdAaIn4Fg8XGJjE2bdqGMmXK4evXLywELl++qOtm6T2lSonfr6H3e+WDX2T9vkCBgrh1awd69Qrg98OHJ4Cvbxw3WBAEQc8Q8SsYvBDYuHEbypYtj2/fvqJp08a4dOmCrptlEH6/In4N/8EvKv2erMUDBvxG5sxBePnSHNOni/uDIAimjYhfweChCn8eHp4oV66CSghcuHBO183SW5RuD0+emOP9ewmCMmQBrN7vnZwa48yZM2EuS8UuO3RQpEhbvlwqvwmCYNrIFVAwKgFcoUIl+Pp+Q/PmDjh/XgRwWCRNCuTNK9ZfY+n3GzZsRfnyFbnf29vbh9nvnz17ivHjSwDYisBAM2zZEk8n7RUEQdAHRPwKRkOiRImwfv0WVKxY+f8CuAnOnTur62bpJeL3a3wCmB78vn37hmbN/u73mTNnQePGDgD6okiRWRg//pfO2isIgqBrRPwKRimAK1Wqgu/ffdGihQPOng17KNiU+SN+5RJgLP3ew2MrqlWrFm6/HzBgCMzM3uDatUG4eVPKgwuCYLrInU8wOqytrbFu3WZUqlRVTQic1nWz9DLo7do1C/wSI6DR9Ps9e/aEevD70+/z5MmLJk0c+fWMGVPw5QuwbFk8BAfrsNGCIAg6QMSvYLRCYP36zahcuRr8/L6jRQtHnDlzStfN0huyZQtGypRB+PXLDNevy2XAVPr9wIFDYW5ujgMHDqJyZUuMGpUQmzdL7l9BEEwLuesJRouVlRXWrduEKlUUQqBlS0ecPn1S183SC8zM/rg+nD0r4sf4Rj7C7ve5cuVGkyZOAPyROPFm/owE8Nu3kvVDEATTQcSvYPQCeO3aTahWrTr8/PzQqpUTTp36T9fN0gvKl1eI3zNnJOjNWPt91ap2f/X7gQOHIEuWrHBx8UORIoH48sUMgwcnEPcHQRBMBhG/gkkIgTVrNsLOroZKCPz333GYOhUqKC2/FghQFAATjFAAh+73OXPmwrlzV9G2rTPmzfuJePGCufSxl5eMAAiCYBqI+BVMgoQJE2L1ag9Ur14TP378QJs2zXDixDGYMvnzByFp0mD4+ppJ0QMjJbx+T36/yj7Qv/9vVeljcX8QBMEUkDueYHJCoGZNe5UQOH78X5gqFhZAuXIKk++pU+L6YMz9ftWqDahRo1aIfu/v748NG9bi9es+KFgwEB8/mmPSJCl9LAiC8SPiVzApEiRIAHf39ahVqzZ+/vwJZ+fmOHbsKEzd7/f0aRnyNgUBTA9+yn7v6bkFgwb1xbp1bujV6yKcnPwxbtxPXTdVEATBMMQvXUzfvn371+cPHjzQxOoFQeMCeOXKdbC3r6MSAkePHoYpIn6/pvfgp+z3rq79uBoisWXLSCxe/BPJk+u6lYIgCAYgfg8cOIBatWrBxcUFDRo0wLVr11TzXF1dY7t6QdCqAK5dux5+/fqFdu1a4ujRQzBlv9+bN2UgyBT6/YoVa1G7dl3u95QDmPx/6eHvwoVzvAxlfdi71xL+/rpurSAIgnaI9d1uyZIl2L59O3bu3IkpU6ZgxIgR2L17N88Lltw5gh4TP358rFixBnXq1P+/AG6FI0cOwpQQv19TFsD18Pu3ItiNmDlzKv8fODABOnSwwqxZ8XXYSkEQBD0WvwEBAbC1teXXBQsWxPr167F582YsXLgQZpRJXxD0XAAvX74ades2UAngw4f/gSlRrpz4/Zrqgx/1+6CgIP7s33+PsPW3ShVFf5g7Nz7On5fRAEEQjI9YX9lSpEiBu3fvqt4nS5YM7u7uePz4Me7duxfb1QtCnAng+vUbsSWsffvWOHhwP0wF8fs17X5fr15D1WdDhgxAo0YBaNrUH0FBZujWzQqfPum0mYIgCLoXvw8fPsTcuXPx9etXfj9jxgykTJnyr4vq7NmzsW7dOs21VBC0SLx48bBsmTsaNGjMArhDhzb45x/TEMAFCgQhSZJgfPsm+X5Nsd+7ua2CnV1Nfn/37h3u91On/kS2bEF48cIcffsmlOpvgiAYFdG+0y1btoyzOCRJkoTfp02bFqlSpeLXNGz86NEj1bIlSpTQZFsFQetCYOnSlWjYsAnnQO3YsQ0OHNgHU/D7LV9eYfL97z9xfTDFfr9u3Sbu9+TGRv3+1Kl9WLHiB+LHV1R/W748nq6bKQiCoDvxS9kcnJ2dww2kGDVqFAtkQTBkAdy4sQML4E6dnLFv3x4YO1WrKlwfjh2ToDdT7fdLlqxAo0Z/+v2LF7sxbtwvnj9xYgK8eycxHIIgmKj4ffPmDbJkyRLu/BYtWuDoUdMtGiAYPpaWlli8eAWaNHFkIdC5c1vs3avIYGKsVK2qsPyeO2eB79913RpBVwJ40qRpyJUrt0oAp03rhY4df2Pjxh9InVp8HwRBMFHxmzRpUrx//z7c+YULF8bTp09j2y5B0LkAXrRoORwcnHgouEuXdtizZxeMlWzZgpE5cxD8/c1w5oxYf00V8nd/8uQxv1b0+7aoVMlTFRQpCIJgkuK3VKlSnNc33BWam7PvryAYgwBeuNANjo7NVAJ49+4dMEYoK2GVKgrr77Fj4vdrqmTMmAmtW7fj17a2qdT6/U7+7P59c2zdKv1DEAQTE78dO3bE1q1bOZdvWFy5cgWZMmXSRNsEQU8E8DI4OTVHYGAgXFw6YNcuLxgj4vcrEP36DWQXCB+f96hSpRoLYBeX9lixYifs7a3Rp09CGR0QBMG0xC8VshgzZgzGjRuHDh064PDhw3j16hU+f/7Mr2fOnIn69etrp7WCoAMsLCywYMFSNG3aggVw164dsXNn+KMfhkqlSgEwNw/G/fsWePVKgptMlQwZMqJ167b8mkbxlP1+1Kj2KFBgEwIDzdCpU0LpI4IgGCwxSurZrFkzrF27Ft++fUOvXr1QvXp1lCtXjl/nzp0b7du313xLBUHHAnj+/CVo3rwVC4Fu3TrBy8sTxkSyZECxYopqX8ePi2XPlOnXbxDnaz979jSL32bNWnK/v3TJGRkzboSPjzk6dbKCeLgJgmCIxNh5q2TJkvD09OS8vrdv38bPnz+RK1cuFC1aVLMtFAQ9EsBz5y5iv/aNG9eje/fOCA4OhoNDUxgL5Pd76ZIF+/22bCnl3kyV9OkzwNm5PVaudMOCBXOwZcsO7vebNm3Aq1dtYG0NXLrUEsOHJ8CsWaKABUEwLGIduZAjRw6eBMFUBPCcOQthZmYGD4916NGjCwtgCoozFr/f2bMVlt+gIApg1XWLBF3Rp88A7tu9e/dXPfhRv6cHvx8/2gAIwrp1rVG0aBCcnf113VxBEIQoI7c2QYgmZAGbPXsB2rRph6CgIPTs6YKtWzfBGChRIhA2NsH4+NEc16/L5cGUSZcuPaZOncU+wMp+Tw9+5A8cHBwEMzPyC96AvXstpfyxIAgGhdzdBCEGkBCYOXMeDw2TAO7Vqyu2bNkIQydevD8pzw4dkpRWwh9+/PjB/X7WrPn84KcUwI0br+JUeYIgCIaCiF9BiCEkBGbMmAtn5w7/Hx7uxj6Rhk6tWiJ+hT88feoNZ+fmcHJqyP38z4Mf9fsg9O3bFZs3e/Cyv3/rurWCIAiRI+JXEGItgOegXbtOLAz69u1h8AK4enVFvt+rVy3w9q2Y9EydhAmtcOLEMVy4cA7Hjh0N0e/btu3I/b5Pn+5wctqCtm2tECBxkoIg6DkxNu18/foV7u7uuHHjBidBpwugOpQKTRBMARIC06fP5qHf1atXsgAmV4hWrZxhiKROHYzixQNx+bIFDh+2ROvWEsxkyqRJk4ZF7rJlizB9+mRUrWrHgW/Kfm9ubsb9/sSJLmxPGT26NSZPlgwQgiAYoeXX1dWVK71RejMqeVy6dOkQkyCYEiQGpk2bjY4dFdkf+vfvhQ0bDPcBsGZNhfnu4EHJ9ysAvXr1g5WVFS5duoB//z2s+pwEMPX7Dh06AyADSCesWLEe7u7xdNpeQRAErVh+T58+jfXr16Nw4cIxXYUgGJ0AnjJlJguCFSuWsQAmCzAFxRmi3++0aQlw/Lglfv6koW9dt0jQtfWXXHuWLl3I1t9q1WpwfyfoP2WFoH5PeYFJAA8bFoiMGVujVi2FC40gCIJRWH7pYkgXO0EQ/kBCYNKk6ejSpRu/HziwD9auXQVDo2DBIKRNGwQ/PzOcPi3WX+GP9ffy5Us4evTQX/1+8uQZ6NxZ0e+Dg13QocN6XLwo9whBEIzM7WHs2LE4ceIEnj59ilevXoWYBMFUISEwceI0uLh05/eDBvVln0hDgox6StcHyfogEKlTp0aHDuTXq/BtD/vBbxo6dVL0e3//rmjWbB18feO8qYIgCBFiFhw6Ui2K5M2b9++VmZmxvyP9v3PnDvQdH59vkpxdD0WXrW1iozg2dC6MHj2cA4WIP76RhsE//1jA2dkamTMH4cKF71ztzViOjTESF+eOj48Pdu7chtat2yFhOL4w1O+HDRsGd/fF/H769Dlo374TTBljuq4ZG3JsDOP4aJoYm3SOHDmi2ZYIgpFBD4Hjx09m96AlSxZgyJAB7APcqZMLDIFKlQKRMGEwnj0zx+3b5uwKIZg2tra26NSpaxR836cgfnxz9hF2de3P/Z6CQQVBEAza7SFDhgw8pUiRAt++fcOXL1+QNGlS1eeCICiEwNixE9GjRx9+P2zYIKxcuQyGgLU1ULWqwvWBStgKgjqBgYF4/fpVuP1+3LhJqn4/dOhA1K/vzsGTgiAIBit+/f39MXnyZE5z1rhxYzg4OKBs2bI83PVbyvwIQgghMGbMBA4YIoYNG4zly5fAEKhbV8Sv8Dc3blxD5cpl4Ozc4q8c76H7fffuffn9+fP9UKvWSvhL2mhBEAxV/E6bNg3//vsvlixZgosXL+L8+fNYtGgRv54zZ45mWykIBg4JgVGjxqFPnwH8fsSIISpfYH3G3j4AlpbBuHPHAo8eSbU3QUH69Bnx8uVLXL9+FQcO7Itk5GM8mjRR9Pu7d/ujTp0VCJQMaIIgGKL43bNnDyZOnIhKlSrBxsYGSZIkQZUqVTBhwgTs3r1bs60UBCOAhMCIEWPQt+9Afj9q1DD2idRnkicHKlRQKJU9e6RwgaAgZcqUqnR+M2ZMCdf6q+z3S5eOQcOGg/j99esDUL/+MgkuEgTB8MQvXezoAhga8gH+/v17bNslCEYJCYHhw0ejf3+FEKBsEEuW6LcArl9fXB+Ev+nevRdsbBLj5s3r2L9/b6T9fvnyUahbdzC/v3RpMBo3XsoCODAoEKde/oftD7byf3ovCIKgl+KX/HtnzpwJX7Ukjl+/fsXs2bNRpkwZTbVPEIwOEgJDh47CgAGu/H7MmOFYtGg+9JXatQNgZhaMK1cs8OyZrlsj6AspUpD1t6vK+ksZHSLr96tWjYS9/RB+f+aMK2r3744S6wqgyc566HaoE/+n93se7YqTbRAEwTSJcZ7ft2/fom3btnj37h2yZcvGnz158gQZM2bE0qVLDSLjg+T10z9MKecinXpUKnbWrGn8ftSo8ejdWxEUp280bGiFs2ctMXcu0Lq18R8bQ0QX586nTx9RokQh+Pp+g7v7etSv3zBK/b5ly2k4+noy0Oz/H6q5k5v9/81K+3WonyPy9RkCpnRdMzTk2Jhmnt9YlTcmv1+y/tapU4czPsyfPx87d+40COErCLqGLGFDhozA4MHD+P2ECaMxf75+BovWq6dwfdi+XdctEfSJ5MlTwMVF4ft75MjBKPf7DR6DYdP0/ze0UHGUwVAokJGnhogLhCAIurf8UtnidOnS8cUrshLG6dOnh74jT3r6h6k+hc+cOZWtwIR6UJy+8OKFGYoXt+Hjc/26L9KkMaGDYyDo6tz5/PkTrl69gipVqvG9ISqQby+5OESGV6O9qJChEgwdU72uGQJybPQbvajwZmdnh1OnTnGgG70O60JnSOWNBUFfGDRoKJ8306ZNwqRJ49h/sn9/RXCQPpAxYzBKlQrEhQsW2LnTEi4ukqxVUJAsWfJoCV/ird8bjS4nCIKgNfFLJY2TU+4jKW8sCBpn4MAhXAp5ypQJPNGDpDIoTh9o0sSfxa+XVzwRv0IIlMKXrMA0Kpg/f4EIl09jnTZK643qcoIgCFrz+SVfXro5EwsXLgxRzlg5Uc5fKoAhCEL0IWsvuT0QU6dOZHcIfaFRowDQ6X/pkgW8vaXghRCSU6f+4+C3rl07cOnjiCibrjzSJ0qvCm77i2AgvU0GXk4QBEGnlt8rV67g6dOn/HrHjh0oUKAAi111Hj9+jJMnT2q2lYJgQpC/L1nSJk4cy37A5ALh6jpc181C6tTBsLMDDh8GW3/795cy5sIfChYsxP323r272L17Bxo3dgx3WQtzC0ysOB2d/nFmAawMcmP+/9LyUHmgtUUctFwQBFMjWgFvd+/eRc+ePXk4loa20qZNq7IE88rMzGBtbY2WLVuiVatW0HfEwV3/kOCDPyxYMJczQChdIkgAR8evUtPQT+/alRidOgF58wbixAk/nbVF0M9zRxm4mTt3Hhw/fhYWFhGLV8rnO/KkK159/xNAnfB3Uvz0+gLcodGG4Vi+fCgMHX04NkLYyLExzYC3GOf5dXZ2xqJFi7is8adPn1gEkxuEISGdXf+QC1FIqPjFuHEj+TX5/1JqNF0JYPpZS8vEnOnh928zHDv2HfnzR1zYQDCtc+fr1y/s+vDly2csXboSDg5NI/0OpTM7+/o0B7eRjy+5OvTpvRhbt47Qmwc/Yzg2QtjIsdFv9C7P7+rVq+Hu7o4KFSqgfPnyXPGtSpUqcHNz02wLBcGE6dmzD8aOncSvZ8+ejqlTFYFwuiJZMqBGDUXOXy8vKXcshCRJkqRc9pig4i2R+f4qXSAonZlDrqb8n94vWtRb1e9pPePHT8Tnz6JMBEHQsfiloDYvLy8MHDiQC1vQ6169emHdunUcDCcIgmbo0aM3xo9X5ACeM2emKhOErmjSRCl+4yGSiraCCdKlSzckS5YMDx7ch5eXZ6z6/bhxin6/aNEMlCs3FS9eaLChgiCYLDEWvyR2Z8yYAQcHB+TOnRt58+ZF06ZNWRR7eHhotpWCYOJ069YLEyZM4ddz587kXMC6EsC1agXAxiYYz56Z4+xZCUgSQpI4cRJ0796b/X2fPHkcq3WRFblfP0XGkw8fpqBSpcm4edNw3R8EQTBw8WtlZYV48eL99Tn5ABuyb5Yg6Ctdu/bEpEmKNILz58/GhAljdCKAra2Bxo0VeX43bfr7GiAIZP09c+ayqnR3bBg+vAcGDVL0++/fp8LefgKOH4/xrUsQBCHm4tfV1RXDhw/Hv//+i8+fP8PX1xcXL17EqFGj0K5dO84GoZwEQdAMXbp0x5QpM/j1woVzMX78aJ0I4ObNFa4Pu3ZZwtc3zn9e0HNsbBIja9ZsGlufq2t3jBw5nV/7+09Hs2bjsHmzjDoIghDH2R7IzUG1kv9betVXRZ/pe6ljie7UPyTyNmqsXOmGYcMG8WsaYh47dqLWR1zUjw35+pYrlwiPH5tj/vwfaNFCIYYF3aGv587du3fw8eMHlC9fMdbrWrbMDaNGKfo9MAhTpoxHp0763/f09dgIcmxMNdtDjMO1pbyxIOiOTp1cWOwOHToQS5Ys4EIYFBQXVy5H9DMtWvhj8uQE2Lw5nohfIUz279+L9u1bsRX41KmLsLSMXYaQrl1dYGlphmHDBlJWYVy9+gvBwdp/8BMEwbiI8ZWIShkLgqA7Onbswvm1XV37Y9myRVwaa/z4KXEmBJo29ceUKfFx6pQllzvOmlXMJkJIKlWqghQpUnDgm6fnZrRo0TrW6+zUifq9GYYMGYDNmxcgWTLFg19AgBnCCEMRBEHQnPj18/PD1q1buZzx799/lzmdMkURmS4IgvZo374TC+BBg/pi2bLFbAGeOHFanAjgDBmCUblyII4ft8SWLfHg6irljoWQ2NjYoEePvlypkPJUOzk1j7X1l+jQoTP3+8GD+/GD34sXwbh1az5Wr/4phVcEQdBewNuAAQOwePFifP36NaarEARBA7Rt2wGzZs3n18uXL8WIEa5xFgRHrg/KrA9RqGcgmOgIha2tLby9n2Dr1k0aW2+7dh0xc+Y8fr1372J4ew9A3bpW+OcfCYQTBEFLAW/FihXjCm/031ARB3f9Q4IPYs6GDWsxYEBvFr4kOKZMmalRC3BYx+bHD6BIERt8/mwGDw8/1KghClhX6PO5oyzTnSVLVpw+fSnMNJkxZf36NdzvFVB1uXkYOdIfvXv/5n2iD+jzsTF15NjoN3pX3jh79uz4+fOnZlsjCEKMad26LebMWciC1919OftEkhuENrGyorRnCuvvmjXxtfpbgmG759japsLTp94atf4Sbdq0w9y5i/7/oEfVRXtj4sT46NQpoaThEwQhTGLsfDV16lQuZ9ygQQOkT5+e/a/Uady4cUxXLQhCDGnVyplFQL9+PbF69Uq2ZEybNuuv81OTtGv3G8uWxcehQxZ48cIMGTOK+UQISaJEidC7d3/Mnz9L6/0+OHgxzM2DsGfPIty7Z429e/2QLJlWflYQBFMTv1u2bMHTp0+xceNGJEiQIMQ8ugiJ+BUE3dCyZRs+B/v27YE1a0gAB2P69NlaE8A5cwajYsUAnDxpifXr42HoUAl8E8IOUnN2bs9BcNru90FBS2FtHYxixeYhaVKt/JwgCKYofj09PTF79mzUrVtXsy0SBCHWUEopEgJ9+nTH2rXuCA4OwowZc7UmgNu182fxu2FDPAwc+FtSTgl/kTBhwjjt935+y2Bp+RvBwXNgZmbOLhDUBA0kmxAEwcCJ8Z0wefLkyJkzp2ZbIwiCxmjevBUWLlzGgnfdutWcDk1bPsB16gTA1jYIb9+a459/RF0I4UMjEXv37uZJW/1+wYKlLII9PFZxvw8ICELXrlZwcrLCmzd6EgUnCILhid8xY8Zg/PjxOHPmDJ4/f45Xr16FmARB0D1Nm7ZQCWBlVLw2BHD8+BRwpwh8W7tWzL5C+GzZshEdOrTGqFFDw8wRrwmaNWsZot936dIXp06Z4fRpS1SrZo0jRyQdmiCYMjFOdZY3b94/K1HLJ0Oro/d37tyBviOpTfQPSTujHbZt24KePV1Y+JJvJGWFiK4LRGTH5ulTM5QunQjBwWY4e9YX2bPLAYxLDOXc+fHjB0qXLoK3b99g+vQ5nAkiLvp9vXpt4O3tjlu3FA9nPXr8xvDhv/jBTdsYyrExReTYmGaqsxiL35cvXxp8+WPp7PqHXIi0h5eXJ7p378xCgHwjSQBbWFho9Ni0amWFw4ct0aXLb0ya9EtzjReM6txZsWIphg93RYYMGXH27JW/gqY1yfbtW9GjRxfu902btkbixMvh7m7F84oXD8TSpT+0XprbkI6NqSHHRr/Ruzy/JG4jmgRB0C+aNHHC0qUrWfBu2rSBo+IDNVyWzcVFMYzt4REPUvxRCI82bdojXbr0ePnyBTw81mn1txwcmqr6/datG+Dr2wnu7r5IliwYly9boFMnKxE9gmBixDgyxdlZkVcxPNauXRvTVQuCoCUaN3Zkd4euXTuy7yUN/MyfvyRaFuCIqFIlEHnzBuLuXQtOe9ajh8IPWBBCZ37o02cAhg0bhHnzZnGeXm1af6nf0/2qW7dOqn5/6NBS9O+fCKNG/dKbSnCCIMQNMbb8lilTBqVLl1ZNxYsXR6pUqXD79m1UqVJFs60UBEFjNGzYBG5uq/5vCduEXr26aswCTCLCxUUheFesiI+AAI2sVjBCqDJb+vQZ8OrVSw5K0zaNGjlg2TJ3Vb+fOtUFW7b4olixPwGgGzda4tQpCYYTBGMnxpZfqu4WFtu3b8fBgwfRqZP2ghgEQYgdDRo0hpubGbp27cBBQWQJo+h4Sw0kQXV09MekSfHx4oU59u2zRMOGooCFvyFLb9++A1n45siRM84e/Cjnb1j9/u5dc7i6JgQloOjWzR/Dhv3ivMCCIBgfGs94X6pUKU5/JgiCftOgQSMsX76Gb/wUFNSzZxcEaMBUa2WlKHpBUNljQQiPtm074PDhE6ha1S5O+72b22pVv+/Vy4X7fcaMFBDnz9lKliyJD3t7a9y4ob2y4IIg6I4Yn9mh8/rS9ODBAyxatEgC3gTBQKhXrwFWrFjLQsDLaxt69OisEQHcoYM/4sULxoULFrh8WQSEEDbkghBR7Ii2qF+/odqDnyf3+4QJAzB79i+sW+fHBVvu3LFA7drWmDMnPvzFdV0QjIpY5fkNfdGiVaVLlw6TJ09GuXLloO9IahP9Q9LO6Ib9+/eic+e28Pf356HhJUtWIF6oGsXRPTa9eiXEli3x0KiRP5Yv/6m9xgsGf+74+n6Du/ty2Nqm4uA3XfR78gmmfk+C2MfHDAMHJsD+/YpzoGTJQOze7YeYxoUa8rExduTY6Dd6n+eXhDDdLG1tbXXyJB8TpLPrH3Ih0h3//LMfHTu2YSFAPsGUHkpdAEf32Ny6ZY5q1RLBzCwYp09/R44cckC1iSGfO8rqg6lTp8GFC9dhRb4zccSBA/vQqZPzXw9+tA+3brXEqFEJuSBG376/TfLYGDtybPQbvc3zS5Ze+k9PyxcvXoS3t7dmWygIQpxgb18Hq1atR/z48bF79w5Oh0aCIKYUKBCEWrUC2Idy4ULx/RUiLkecKVNmvHv3FmvXusfpb9euXRfu7utZ8O7a5aXq93TTbdYsACdPfmfxq+TaNXNcuCCuPIJgyMT4DL506RIqVaqE8+fP4927d3BwcMDo0aPRoEED7N+/X7OtFAQhTqhV648A3rNnJ7p0aY/fFP4eQ/r2VVR5I/eHly8NY0RIiHuov/XrN4hfz58/B35+fjp78KN+7+LSQfXglypVMJQDIL9+Kdx56te3xsiRCeDrG6fNFARB1+KX/Hrr1q2LIkWKYMuWLZy25tSpU5gwYQLmz58PbUA34XHjxnFGifLly2P27NnsZ0xQfuGmTZtyexwdHXHz5k2ttEEQjJ2aNWtj9eoNLAT27dsdKwFcqlQQKlQIgL+/IoJeEMKjefNWyJw5C96/f4c1a+LW+qt88FP2+717d4XZ70kPU15gGs1wc4uPihUTYc8eSxkuFwRTEb+U2aFdu3bsm3X06FHUqlWLLxpU8IIyP2iDiRMn4vTp01i5ciVmzZrFonvz5s1sJXBxcUHJkiU5z3CxYsXQtWvXOLceCIKxUKOGPdau3cgPtfv370Hnzu1iLICVvpLr1sXjQCJBiMz6u2DBHHz//l0n/X7NGg/u9/TgF7rf29iQZfonNm3yQ5YsQXj1yhwdO1qhdWsreHtL3xYEoxe/FNj28OFDnsjqWq1aNf6cxCn5AWuaz58/Y9u2bWxZLly4MGeT6Pi/9u4CvMmrDQPwkzptcZfB8OHu7q4tOpzh7i7D3V2Gu+v4cXd3h8HYcK1b/us9WUqLF9LmS/Lc15UlTbv0hPMlfXK+c97TrBkuXLiA7du3qzernj17InXq1OjXrx/c3NywY8cOk7eDyFaULFkGixYZAvCOHdvQrFlD+Mt53+/Y8jhbtmD4+uowd274ChJEH4/+/oznz5+ZZfRXlCpVNjQAy3Ev1SA+/OBXsmQwDh70Rteu/qqk3+7dDiha1A3XrnEuMJEl+O5XapMmTdCuXTs1xSBz5sxqxHfWrFlqWoLcb2oyx9jd3V39HiMZ7R05cqQKwLly5QqtMiHXst3y+fPnTd4OIltSsmRpLF68Ei4uLqoahKenZ4QDsLwsjaO/8+c74c2bSGosWTxZdNa9ey/UrOmJ0qXLmvWDn/G4N1aD+PC4l4IUvXsH4MABbxQpEqTKof3yy/utkolIu7671Jm4du2aKnkmC9/kU7KETXmzkBrAprZw4UJs3rwZjRo1UiFbFiPIIrs2bdqgbdu2SJMmDbp3N5wyE2PHjlVTM+bMmfPZx3zxgqVNtEaCUty40dk3GrN//140bFgXfn5+KFOmnFocJK/5bxUSIiPArrh+3R7duvmr0ECmxdeO+Y57+fd+9w6IEcPw9evXwKBBzujePQA//aRn32gY+8Yy+sfUHL73f3z79i3+97//4dKlS1iyZEnowjOjxYsXw5Rk/u5ff/2FlStXqtHeZ8+eqeoSMufY19dXzRcLS77+2hzFyPgHJdNg32iLp2c1xI69VVVz2bXrf2jZsrGahiQfdr/VsGHyOLLlsTN693ZGvHiR2mSbxdeOaY/7WLG2fNNxHz/++9vDhwPLlwPr1zuhRw+gVy/D/ewb7WLf2JbvDr8yv1aCr7wpyHSEyCZ1hL28vNRCN+P2ybKwbsWKFUiRIsVHQVe+/tofZn7S0x5+Cteu7NnzYuvWrahcubKaZy9bxMrq+G8NwEWKAJkzu+LyZXsMGeKPgQM5+mtK1vbauXfvLsaPH4OMGTOhbdsOZmtH9uz5sGzZajRoUOebj/vq1e1w+rQzDh92wNChwLx5IRgzxg7lyr1T/UTaYW2vG2uj09rIryxsW7p0qVp8FhXix4+vTjcZg69ImTIl/v33XzUP+Pnz5+F+Xr5OkCDBFx9TDnQe7NrEvtGmkiVLYvnyNahfvxb27NmFRo3qqUVx3xKA5U2sd29/NGjginnznNCyZSASJmQnm5q1vHZOnDiOVauWI27cuGjYsGmUDLJ8TpEixbF0qQTg2t903GfMGIJ163yxbZsDBg92xoMHdmjYULZJdsWwYX7ImZNzg7XGWl43FMkL3hImTAg7u6hb2Sr1e2XBwb1790Lvu3v3rgrD8r1z586FTr2Q67Nnz6r7ici0ChcuiuXL18LV1RX79u1Bo0Z11dSjb1GmTDBy5TJUfpg6lXV/6fM8PGojVarUePHiBf744/NrN6JKkSLFInTcy4e9ypUNO8T16+cPNzfg9Gl7LFvGiidE5mb3I9MeBg8ejIMHD6q5uDIFIezF1FKlSoXixYujT58+uH79Og4dOqQWs9WrVw/ly5dXc5CHDx+uSq/JtbwpVahQweTtICKgUKEioUFAFgV9awCWQNCrl2HV/KJFjvjnH54Dps9Pdevatae6PX36ZHh5vbPI414Ghzt3DsDNm0CDBgHo2fP9dJ+//9ax9jWRJVV7+FRFBykxJg8n11IJwtTevXun6vzu2rVLLXSrX7++Kqsmv+/ixYsYNGgQ7ty5g/Tp06uSaxkzZvzi4z1/zjk+WiPhKF686OwbC+mbY8eOoF49T/j4eKNo0RJqYwwJBl8i/2+1atFw/LgDfv01ABMnRrx2MNnGaycoKAhFiuTFnTu30a/fIHTq1A1aENHj/nN907BhNBw5Yo8OHQLQsmWAGh2mqGWNrxtr7B/NhF8pcfYlYefmahUPdu3hG5Hl9c3x48dQr54HvL291KnhJUtWfTUAnzxph8qV3WBnp8e+fT7IkIFzIH+Utb521q5dhbZtWyB27Ng4ffoSokf/r56YmR0/fhR163qoAPy14/5TfePlJQvjXHHxor36OmHCEDUqXK9eIBy+ezUORZS1vm6shS6Swu93T3uQcCuXOHHiqBHZN2/eIGbMmKH3E5FtyJ+/AFauXA83N3ccOnRALQr62ta0efOGoHLlQISE6DBkyLfXCybbU6OGJ9KmTYdXr15hwYJ50Ir8+QtG+LgPS9bv7dzpg1mzfJE8eQiePLFDt24uKFLEDevWOSA4OFKbT2TTvnvkVzaZkI0kli9frk5NGedoSekzmXLwYd1dLeInPe3hp3DL7ZuTJ0+gbt2aam6mzI2U1fGyzfjn3L2rQ+HCbggK0mHNGh+1DTJ9P2t+7WzbtgVXr15Gy5ZtEDNmLGitKoUc93Lm43PH/df6RjaPkznwEyY44eVLw5jUlCm+qFvX8LeVIo81v26sgU5rI7+jR4/Gvn37MHPmTJw+fRonT57E9OnT1e2JEyeatpVEpHl58+bDqlXr4e4eHUeOHMKvv9b64khYqlR6NG0aqG7//ruz2gWO6FMqVaqCHj36aC74inz58mPVqg3ffNx/imwaJ6X/Tp/2Rt++/siYMRjVq78Pvo8fy3qaSGg8kY367vArxe6HDRumtjaW+osxYsRAsWLF1IK0LVu2mLaVRGQR8uTJh9WrN6h5mUePHkb9+p5qc5rP6do1ANGj69XGF2vWcKIjfZ2crJQzj1r74BeR4/5LUyGkMoTMgzeWEJbpDzVrRkPp0q7YudOeIZjInOFX3oCk+PiHZA5wRD/1EpH1yJ07b2gQMKyK9/hsmaq4cfXqj70YMcJZLQIi+hxZXFmxYilMmjQOlnzcf03YXeCuXbPDv//a4dIle7VBTNmyrti61YFnSojMEX7z58+PcePGhft0K7V2J0yYgHz58v1Im4jIwuXKlQdr1mxEjBgxceLEMbUq/nNBoEWLALXgR/7AT56s/bUCZD5PnvyLM2dOY/bsGXjz5jUs+bj/Vpkzh6jpEB06+MPVVY8LF+zRrFk0FC3qilWrHKCxQXAi617w9uTJEzRq1AhPnz5V2wwL2X3tp59+UvOALaHiAye4aw8XH1hX35w7dwa1alXH27dv1JSIlSvXfbJU1Z9/OqBx42hwdNTj0CFvNR+YIsYWXjshISEoUaIgrl27im7deqFXr37Qog+P+1Wr1iFlyqQ/3DcvXugwd66j2h787VvD8PCmTT4oUICLRb+XLbxuLJlOa3V+hcy7kh3eZJthZ2dnFYILFSoUpdse/wge7NrDNyLr65vz58+qICAjdXJqWBbFfRiA5fHq1YuGvXsdUKpUEJYv9w136pe+zlZeO1u2bETz5o3UMXTmzCXEihUbWhT2uM+TJy92796FgADTLFx79w5YsMAJp0/bYdEiv9DXyvHj9sicOVjNHaZvYyuvG0ul01K1B9nOWIKvo6MjSpUqhRYtWiBt2rRIkiSJxQRfIooa2bPnxLp1mxErViycPn0StWvXUCNiH77BDR/up0Z+9+xxUAt7iD6lUqWqyJgxM969e4tZs6ZDy8f92rWb1HF/6tRJlCtX7qPj/ntFjw507BiAxYvfB9/Xr4H69aMhe3Z3VT2FW4cTfV6EkqoMEkuFhwoVKuDcuXPhvrdkyRJUrlwZo0aNUj9HRGSUNWt2rF1rCMBnzpxCnTofB+DUqfVo3dqw+K1fPxf4+ZmpsaRpMsDSvXtvdXvOnJl49eoltCpbthyhx/3x48c/+cHPVB4+tEOiRCFqOsT06U7IndsNbdq44NIlDkgRfShCr4rFixdj+/btqp5v3rx5w31vxowZ6v4NGzZgxYoVEXlYIrKRALxu3Ra1Ta0sWqpd23BKOKwuXQKQOHEIHjyww6RJXPxGn1axYmVkypRFLSZbuXI5LOG4l0pInzvuTSFLlhAcPuyDpUt9UKhQkNo8Zt06OTvrpkqlXb/OEEz0XXN+K1WqhPbt26uR389Zs2aNCsmWUOuXc3y0h/OvrL9vLl++BE/PKnj58iVy5MiJ1as3htu8YMsWBzRvHg0ODjIFwgcZMrCm07ewtdfOwYP78fLlC1StWkPz0+2kb/7++w5Kliyptmn+1HFvahcv2mHGDCds2uSgfv+pU95ImtQGDowIsrXXjaXRaWHO76NHj5A1a9avlkB7+PDhj7aLiKxU5sxZsHatYSTs3DlZFFQNr1+/Cv1+5cpBKF8+UI1cde3qoor8E32oaNHiqF7dQ/PB1yh79uxYv37rZ497U8uaNQSzZvmpMmlTp/qFC76tWrlgwABntcU4kS2K0LuGbGohAfhLHj9+rOY3ERF9KQCvW7dVvaecP39OrYo3BgH5pD96tD/c3fU4c8YeCxc6mru5pHG+vr4/XE/XHMe9p2e1SJ+zLKHXw+P9VskSeDdscMTs2U7In98ddetGw65d9tw0g2xKhMJvmTJlMHXq1M9uLRkUFIRp06ahcOHCpmofEVmpTJkyY/36bYgXLx4uXAgfBBIn1qN/f391e9gwZzx6xBEq+rRNm9YjT56smDhRe7u+fe64NwbgixfPR0kADuvnn/VYudIHZcoEQafTq/KCv/7qinz53DBjhiNeRd5gNJFlht+2bduqzS1q1qyJ1atX4+rVq2qKw+XLl7Fq1SrUqFFDfd2hQ4fIazERWY0MGTKqICABWIKAh0dVNY9TNGkSiDx5guHtrUPv3i6cj0ef5OzsgqdPn2D+/Dl4/vw5LEHGjJlCP/hdunQh3HEf2WSWSMmSwVi2zBfHj3ujTZsAxIypx19/2WHwYBds28YzLWT9IrzJxevXr9W2xlL1QU41CXmI6NGjo2LFiir4ygvaEnCCu/Zw8YFt9s3169dQs2ZlPH/+DJkzZ1X1UePEiYsbN+xQsqQrAgN1mDHDF56e70/fUni2+tqRvz9lyxZXZw/at++MgQOHwFL65nPHfVTz8QHWr3fE2rUOaoMZV1fD/evWOeD5cx1q1QpEnDiwSrb6urEUmtvhLSAgQI3yvn37Vs3xTZ48OeztLaswPQ927eEbke32zY0b11UQePbsqSpjJfVR5dTwhAlOGDXKGTFi6HHwoDeSJOGB8Sm2/NrZufNPNGhQB66urjh16hLix48PS+mbzx335ibtLFLEFTdv2sPJSa8WojZoEIhChYKtavdFW37dWAJNVHsIy8nJCalTp0aOHDnUtsaWFnyJSFvSp/8FGzZsQ/z4CXDlyqX/RsSeq52scuYMVsX7O3Xi9Af6WJky5ZE9ew74+Phg+vTJsIbj3tykykrz5oFqu2TZlllGhmvWdEX+/G6YMsUJT55YUQImm2MZNWKIyCakS5ceGzduR4IECXHt2hV4eFTB69fPMW2aL1xc9DhwwAELFnBOIoWn0+nQo0cfdXvBgrl4+vQpLP24N3cAdnAAmjYNVLW2d+70RsOGAXBz0+PePTu1CHXQIGezto/oRzD8EpGmpE2bTgWBhAkT/RcEKiNmzKcYMMBQ/WHIENYnpY+VLl0OOXPmUmtR9uzZCWs47p89e6aJ087Zs4dg/Hh/XLrkhUmTfJE7dzBq135f9enmTTt06+aMEyfseWaGLMJ3z/m1Bpzjoz2cf6VdUd03d+7cQo0alfH48b/q1PCaNVvRrl0KHDrkgFy5grFli48anSIDvnaAc+fOwMHBAVmyZIOl9s2Hx71UQ0mQIAG0bMgQJ0ybZhgJ/vnnEBWM5ZI8ufYPRL5utE1zc36JiCJT6tRpsXHjNiROnEQtCqpVqzIGDnyE6NENm1+MHetk7iaSxuTIkUtzwfd7j/tEiRKr415GgLU+jaNcuWDUqRMIV1c97t+3w5gxzsid2x3Vq0fD4sWO8PMzdwuJfiD8SoWHsWPHolixYsiZMyfat2+PO3fuhPsZmaeUIUOGiDwsEdEnpUqVRi0GMgbgdu3KYeDAJ+p7kyY54eBBLrSlT/v774dmnzf7I8d92A9+NWtWUjX2tSpfvmC1hfLly16YOtUXRYoYNtA4etQBI0Y4Iex6eG5XThYXfidMmIDdu3ejZ8+eGDJkiHpj8fDwUPeFZcMzKYjIxFKlSq0CcJIkSXHz5g3MmVMMHh5voNfr0LatbHDA+b8U3uzZ05EvX3ZMnmwZu7596YOf8bg3BODH0DJ3d6BOnSCsW+eLs2e91S6NbdsGwvG/NaqyhbKUT2ve3AVbtzrgv60CiLQdfv/880+MGDEClSpVQuXKlbFixQrUq1cPnTt3Vt8Lu/KWiMjUAThp0mS4desmzp0rgjRp/PH0qR3at3dRf1SJjNKnz4DAwEAsWvSH5gNjRI77GjW0H4CNkibVqzKFcjE6f94Ot2/bY8sWRzRrFg2ZMrmjXTsX7Nljj4D3P0akrfDr5+enNrQIG3J79eqFxo0bo0ePHti1a1dktJGICClTplJBIFmyn3D37iX4+1eHi0sI9u93wLRpnP9L7xUrVgJ58+ZXf7OmTJkAaznub9++herVK6rFcJYoR44Q7NnjjXbtApA0aQi8vHRYs8YR9eq5qiAsO8wRaS785suXD2PGjMHLly/D3S/Bt06dOujSpQuWL19u6jYSESk//5xSBYGffkqOhw93wN19gLp/5EgnHDnC+b/0cd3fxYsX4N9//4G1HPd37txWAdgSn5OcFM6SJQSDBvnjzBlvVbGlefMAxI8fgjdvdEiW7P2UycuX7bBxowO8vMzaZLJSEQq//fr1w+vXr1GoUCEcOXIk3PcGDBiA1q1bY/bs2aZuIxFRqBQpfg4NAs+fj4Cb2wYEB+vQooUL/vmHU67IoGjR4siXrwD8/f0tfvT3w+P+7t07KgD/888jWCo7O8NCuZEj/XHxojc2b/ZBnjzvV8NJlYiWLaMhQwZ3NGrkgpUrHfD6tVmbTLZe5/fu3btq7/To0T+uvSbVH/bs2YOWLVtC61jXT3tYc1G7tNY3Dx8+UHMgHzx4CkfH0wgMzKi2Qd60yQfONrj5lNb6RwsOHTqgdktzcnLCyZMX1OIxS++bBw/+Ulsgy7VxRFjmBFubadMcsWSJk9pRzsjBQY+CBYNRrlyQ2n3OFHW++brRNk3V+U2VKtUng69InTq1RQRfIrJsMgImf/iTJ0+IwMDKsLN7jbNn7dG3rw0mX/qkwoWLokCBQnBwcMTFixdgDZInT/Hfcf8z7t+/p0aApaybtWnfPhDHj3tj/35vdO/ujwwZghEUpMPBgw6YPTt8+bR793Rc9EoRwh3ebPbZaxM/hWuXVvtG/vDLCPBff6UHsF19ph8/3g8NG77fftUWaLV/zE12TIsZMzbixYtnVX3z/ri/r4Kw1AWWRXHW7M4dHXbscICLC9C8ueH1HRgINTXCyUmPsmWDULZsMIoVC4Kb27c9Jl83tjnyy/Brs89em/hGpF1a7ptHj/5WQeD+/XoAhsPBIQRr1/qpU6S2Qsv9Y+siq2/kuJeRX2MA3rBhqzojYkuuX7dDpUquePfu/Xx/Z2c9ihQJRpkyQeoSdiHdh/i60TZNTXsgItISmfO4ceN2pEixEsAqBAXZoXFjJ9y9ywVw9N7Ro4ctepHYp477TZv+VHN/Hzy4/98c+L9gS375JQTXrnlh7VoftGgRgOTJQ+Dvr8Pu3Q7o1csFq1f/t8MGAH9/wMfHrM0ljYjQyG/Dhg2/eQOLxYsXQ+v4SU97+Clcuyyhb6T8U7VqNXH//h9SnBHJk/tj164AxI4Nq2cJ/WNOv/8+ANOnT0ajRs0wbtwkq+obOe5lBPjevbth5sKngC2Sf98bN+ywc6cD9u61x++/+yNbNsOE4M2bHdSmOAUKBKNkySCULBmMtGlDED8+XzdapYmRX6nzmzdvXnVJmzYtzp49izhx4qBYsWIoXbo0kiZNigsXLiBz5swmbygR0dckTpwEmzatR/LknQD8hQcPnPHrrzruHkUoV66Cul6xYomqFGJtx72c+ZAd4eS5GadC2GpYktFg2Vlu40bf0OArTp2yh5+fDvv2OWDAABcUKuSG3Lnd0KYNsH27A0eFbch3z/lt0qQJypYti/r164e7f/369Vi1apW6aB0/6WkPR6+0y5L6RnbAqlixC/7+ewWAGKha9SXmznVUz8FaWVL/mIuHR1UcOrQfDRs2wfjxU6yub+S4l6kPshGGTImQEWCZEkEG8m9/86adGhHeu9cBx47Jtsrv3xQuXPBC4sSGDpKa4XHi6NXiOrLxkd+wzp8/jwIFCnx0f7Zs2XDjxo0fbRcR0XdLlCgx/vxzEhIn7gogGJs3x0H//t7mbhaZWc+efdX1ihVLrXJurBz3MgKcJk3a0EWgMhWC3gep9OlD0KZNINas8cWNG15YvtwHHToApUsHhQZf0bWrC9Klc4enZzRMmeKEc+fsEGw762et3neH34wZM2LOnDlq9xwjLy8vTJkyBdmzZzdV+4iIvkvChImwc2dvxI8/VH09d24ijBvHLaJsWb58+VGsWAkEBQVh0qRxsNbjXkZ806ZNFxqAZUc4+piUQytTJhhTpsgHIt9wI8T379upKRJSV3jYMGeUK+eGX35xR5MmLli27P0iOrKxaQ+yk5tsZvHmzRukSJEC8jD3799HkiRJ1BbHMv9X63h6UHt46la7LLVvnjx5gmLF/oeXL9sBCMGIEX/ht9/MV/M1slhq/0S1kydPoHLlMnBwkNPeZ9W2wdbYN3Lce3hUxs2bN9ScYCmDlipVmqj55Rbkc30jt2/dssPBg/bqcvSoA96+NUyRKFIkCOvWvQ/Lq1c7IEuWEDWqLNs2k5XX+Q0ICMDRo0dVEBayCK5gwYLqTcUS8I+E9vAPuHZZct88efIUhQufwps3daXgEaZO/Qt16iSGNbHk/olqtWtXV7ujTZkyC/nzfzx9z1r65unTpyoA37hx/b8pEdsYgL+zb4KCgIsX7XDokIMqp1ajRpC6/+lTHTJndle348QJQb58waq+uFwyZgwJtxMdWUn4Fb6+vvjrr78QEhKC5MmTw93dcBBYAv6R0B7+AdcuS++bf/+VAHwb796Vg07nhfnzH6Jy5WSwFpbeP1FJQqFUKoqqgRpz9o08V0/PKrh+/VrolAiZE0ym6RsZHe7TxxmnT9vDxyf8itoYMfTo1csfLVrY1m6TVr3gLTAwECNGjECePHlQo0YN1KxZE/nz50efPn3UiDARkZYkTpwABw+mhavrCej17mjePCG2b39o7maRGSRIkMBizlCa4rmuW7cVGTJkxJMnj9Uc4Nu3b5m7WVZD6gSvXeuLmze9sH27N/r390epUkFwd9eraRIxY75P1OfP28HDIxpGjXJSFSfevDFr023ad4/8Dhs2DAcOHMDAgQORI0cONfJ77tw5db/U/O3Vqxe0jiMk2sPRK+2ylr65f/8FihZ9Az+/bNDpXmDx4scoV87yt4S1lv6JSjJQs3LlMhQuXFTVyLXmvnn+/Dk8PKrg2rUrSJAgYeiiOFsXWX0j0ySuXLFTUySMm+zMnOmIQYPe107T6fRqnnCePMHqUrp0MOLF44tX09MeZJR38uTJauOLsI4fP47u3bvj8OHD0Dr+kdAeLfyRIOvvm7t3X6J4cS/4+WWCTvcUS5c+RZmSyeB4/CjsnjxGSMJECMxfEJY0Yc+a+ieqdOzYRoXfOnXqY+rUWVbfNxKAPT2r4urVy4gfP4EKwOnSpYcti8q++esvHQ4ccFCbbZw8aY9798KffN+82Qf58xvqqckuda9e6ZAtWzCiRYPN0mlt2oNk5rhx4350v8yj8vZmPU0i0q5UqeJg377ocHG5Dr0+AdY3OAHXTL8gVo1KiNG6ubqOkysTnLZuNndTKRI1adJcXa9ZsxJ3796GtYsXLx7WrduCTJmy4Nmzp2onOFkMR1EjRQo9GjUKxNSpfjhxwhtXrnhh0SJftGsXgAIFglTQNVqwwBFVq7oiTRp3lCvnit69nVVVidu3dQh5v2kdRXX4lZHfcePGqdq+Rm/fvsWECRM+Gg0mItKa1KljY98+V9R2mIbV+haI9vJJuO/b/fsvYjRvyABsxXLmzI0yZcqpaXvjx4+BLZBBq3XrNiNz5qx4/vyZmgMsi+Eo6sWPr0eFCkEYNMgfmzb5hhvhdXXVI378EAQG6nDunD3++MMJ7dtHQ8GC7mrzjbDzhX3fV12jyJ72IDUEGzVqpFaSpkxp2D7x3r17SJYsGWbNmsU6v2TRpwfJRvomOBgxsmaE47N/PzkSoNfpEJI4CV6euaz5KRBW2T9R4Pz5syhbtjjs7Oxw+PCpSKmEoMW+efnyBWrVqo5Lly78NyJsWBRna7TYN0bSngcPdDh71l5dZJe5ixft1bzgs2ffn2GvWzcarl+3Q44cwciZMwQ5cwarUWQLKr5lOXN+jRUfDh48iLt378LZ2VmF4EKFCqk3EUugxYPd1mn5jcjWWWPfOB45pKY4fM3rDdsQWKgItMwa+yeqNGhQGzt37oCHR23MnDnPZvrm1auXKgBfvHj+vxHhrciYMRNsiVb75nMCA6Vsow7JkxsaK23OlMkNz5+Hz12ymC5duhAUKhSMUaPe78RraXRamPP7zz//qLm+xtvPnj1DhgwZUKlSJVXhIXXq1Hj8+LH6HhGR1sniNlP+HFmmHj36qOsNG9bi1q2bsBWxY8fB2rWbkC1bDrx48UJtiHHlymVzN4u+wNERocHXGA5PnvTGxo0+GDjQD1WqBCJZshDo9TrcuGGPmzfDx7xataKhVSsXTJvmqHaue/UKNilChQ5LliyJI0eOqE+Iclsn/+ofkHAs91+7xjlERKRtUtXBlD9HlknCX/nyFeHv7x86wGMrYsWKjTVrNqpd786fP6cC8Nq1W5A5cxZzN42+kUxvMO4qBxg21HjyRIcLF+zg5PT+52SesFSbEBs2OMJIyrFlzRqMsmWDULeuYec6axehaQ+PHj1CkiRJVLiV21/COb9kC6egbIlV9k1wsKrqIIvbdJ94UiHQ4U30RAi6eZVzfq2cn58fXFze12C1tb558+a1CsDnzp1VVZvWrNmMLFmywtpZQt+Yir8/cPSoPS5dsldbNV+4YI+//no/MtywYQDGjzdMkfDzA5o3j4YMGYKRKVOI2qo5deoQRPXeMJqb8yubWciCN9nS2FLZwsFuaWzpjcjSWGvfSDUHqeogwgZgQzUhHTyxFrGb5cTIkXHVv4FWWWv/WANL6Zu3b9+oAHz27BnEjh0ba9dKAM4Ga2YpfRNZXr8GLl82hGEJucWKGcqtydelS7uF+1lnZ8OmHPJz1aoFomTJ96XZrHrOb1ibN2/+5LQHIiJLElC5Kt7OX4KQxInD3R+cOAl+i9kOG1ATf/zxM5o391K7NpF1k0pGAwb0scn6tzFixMTq1RuRK1duvHr1Su0IJ4vhyHrFigUULhyMtm0DQ4OvSJRIjzFj/NC4cQBy5w6Gm5se/v46VW1ixQpHXL36Pj7eu6dDvXrRMHSoE9avd1AbdGj9vfK7R35nzJihtjNu0qSJmgoh1R7Ckvu0zlY/6WmZrX8K1zKr75vg4I92eHvn440SJZbjwYNuaqwgf/4XWLHCCW7hB0Q0wer7J4q0bNkEGzeuR/XqNTFnzkKb7Jt3796iTp2aOH36JGLGjBW6KM4aWVrfmEtIiGGHuqtX7dW2zeXLByFrVsP5sU2bHNCiRfht6Bwd9UiTJgS//BKCpk0DQ3eus/hpD7/88kv4B9LpQhcKWMqCNx7s2sM3Iu2y1b6RIFCu3BTcvj0YQDSkTfsOa9fqkDixtv4RbLV/TE2qHZQoUVD9HTtw4Dh++SWDTfaNHPd163rg1KkTKgDLorjs2XPC2lhi32jNgwc67NnjoEaDr1yxV9c+Pu9nBvzxhy8qVzYMBe/da4+hQ53V9AkJxnKdPn2w2v3uU8sqNBd+wy54e/36NaJHj67eLIw1frngjb4H34i0y5b7xsvrHSpVGoxr14bLvkyIE8cfy5cHqYLyWmHL/WNqzZo1xNatm1C1ag3Mm7fIZvtGjnsJwCdPHldTIiQA58iRC9bEUvtG66PEDx9KqTU7VW7N0zMwdLBg8mQnDB8efqaAiBbNMFI8apQf8uQJCV10J5MKEiTQUPiV/012clu4cCHevXuH//3vf5g8eTJcXV3Rv39/OIWtr6FRPNi1h29E2mXrfSNBoEaNDrhwQUaAs8DRMRhTpgTAw0Mbk9tsvX9M6erVKyhevIC6vX//sR/e+MGS+0aO+3r1PHHixLH/5gRvUNtCWwtL7htL9OSJbNdsCMWyK50E5Fu37NR8YrFvn7daUCdmzHDE7t0OOHTIQTsL3qZPn64WvY0aNSo06NaoUUPVAR4zxjb2SCci2+HuHh0bNkxFnjxdZckvAgPt0aZNNAwf7qRGOsh6SNiVUV8xbtwo2Ppxv2LFOuTPX1BVg5Ad4c6cOWXuZpGFSphQj/Llg9GpUwBmzvTD3r0+uH/fC8ePe2HhQl81+mt0544dUqaMnDfX7w6/GzZswJAhQ1CiRInQqg+ytfHo0aPx559/mrKNRESaCQKrVi1G/vxjAYxQ902e7Ixff42Gly/N3Toype7de6u/bTL9wdZ3PXN3d8fy5WtRoEAhNRdYArAshiMyBZnrmyqVHhUrBqlpDkZjxvjj99/9tRV+ZSvEBAkSfHR/jBgx4OPj86PtIiLSbBBYsWINChaUD/m/AvBViz2kJqacziPrIAvdateuh5Yt2yB+/I//1tlqAC5UqIiaClG7dg21GI4oMkNxdNNP91W++506f/78mD9/frj7vLy8MGHCBOTLl88UbSMi0iQ3NzcsW7YGhQo9lHdD6HS38fffdqhSxRULFjhy7qCVmDJlJoYNG/3JgR5bPe6XLl2NwoWLhgbgEyeOm7tZRFEXfgcPHoyrV6+qqQ6yH3rbtm1RrFgxVQVCFrwREdlCAC5SJDb0+lywt9+MgAAdevVyQdu2LvD2NncL6UdxI6fPB+AiRYrB29sLdevWxPHjx8zdLKKoqfZgdOzYMdy9exdBQUFImTIlChcuHFruTOu4ulN7uPJWu9g3nybTvBo2rItDh/bD0bE3goOHIyTEDunSBWPWLD9kzhw1q+HYP5Hn7NnTauFbnz4Dvmu7X2vsm7DHvaurG1auNCyKszTW2DfWRKeVOr+bNm3Crl274OjoiNKlS6NSpUqwVDzYtYdvRNrFvvlyEGjUqB4OHtwHZ+cycHXdjFevXODkpMeAAf5o0SIQkT0mwP6JPG3a/IZ161ajfPmKWLx4ZYT/f2vtm7DHvQTgFSsMi+IsibX2jbXQRVL4jdDb8aJFi9C3b1/4+fnB19cXvXr1UnN8iYhsmdQ3X7JkJYoVKwF//13w80uPPHmeqGkQAwa4oH79aHj6lKfQLVW3br3UGc0dO7bjwoVz5m6OJo97Hx9v1KvngaNHD5u7WUSmDb8rV67E8OHDMW/ePLXBhQTfZcuWhW5rTERkq6JFi6ZGBUuUKAVf3we4fDkVWra8BBcXPfbudUDx4q7YvfsT+3eS5qVJkxY1a9ZSt2297u+XjnsZCa5f3xNHjhwyd7OITBd+Hz58iAIFDLveiJIlS6oR4KdPn0bkYYiIrDYILFq0AiVLloavrw+WLMmHkSMPIGPGYDx/bof69V3Rtasz3r0zd0sporp166lGf//3vz9x/vxZczdHs8e9MQAfOnTA3M0iMk34lUVtDg7vt5mT287OzggICIjIwxARWS0XFxcsXLgcpUqVUYMDfftWRP/+O9CqleF9culSJxQt6oZ9+zgKbElSp04LT8866vbYsSPN3RzNH/cNGtTGwYP7zd0sok+yjLIMREQWGARKly6rgkCzZp4oXXoHNm70QYoUIXj0yA516nAU2NJ07doD9vb22LXrfzh37oy5m6P5414C8IED+8zdLKKPvB/G/UaydbHs9GIUEhKiqj/EiRMn3M9Vr149og9NRGQ15KzYggXL0KxZAxWWGjaso04N799fCsOHO2PePCc1CrxvnwMmTPBDiRLB5m4yfUWqVGnQrl0nJE2aDBkzZjZ3cyzmuJc5wcWLlzR304i+r9SZzPH91sLge/bsgdaxtIn2sOyMdrFvvo9sAvTbb43UXFEJBsa5kUeP2qNTJxf89ZfhBFzNmoEYMsQfCRJ83z8u+0e7bLFvPjzujYvitMYW+8aSaKbOrzXhwa49fCPSLvbN95N1ERIEpFSWIQAvR8mSZdQucCNHyiiwI0JCdIgRQ4/+/f3RqFHE6wKzf6JecHCwmgbxNbbaNx8f94YPflpiq31jKTRR55eIiCLOyckJ8+YtRoUKldWImGwMsGfPTri5AcOG+WPHDh9kzRqMt2916NnTBZUqueLKFb49a5lselGwYC6cOnXC3E3R/HFfvnwlddw3bmw47onMje+uRERRFATmzl2IihWrqBGxxo3rY/fu/6nvZc8egv/9zwfDh/vB3V2PM2fsUbq0KwYOdMbbt+ZuOX2KlPK6d+8uxowZYe6mWEAAXqSOe0MAfn/cE5kLwy8RURQH4EqVqqoA3KTJr9i580/1PTl7LtsgHznijcqVAxEcrMOsWU7In98NS5Y4Ipjr4TSlS5ceqtynVDM4ceK4uZtjccf9rl07zN0ssmEMv0REUcjR0RFz5ixA5crVVBBo2rSBWhRklDixHn/84YcVK3yQJo1hc4xu3VxQpoyrWiRH2pAixc+oW/dXdZt1fyN+3EsADnvcE0Ulhl8iIjMEgdmz/0DVqjUQGBioykLJoqCwSpUKxoEDPhg2zA8xY+px+bI9qld3RfPmLnjwQGe2ttN7nTt3V6O/Bw/uw/Hjx8zdHKs47omiAsMvEZGZgsCsWfNRrVpNFQSaN2+I7du3fvAzQMuWgTh+3BtNmgTAzk6PLVscUaiQGwYNcsbLl2ZrPgFInjwF6tVroG6PHcu5v9973P/55zZzN4tsDMMvEZGZyKjhzJnzUKOGhwoCUhZq27YtH/1c3Lh6jBnjjz17fFCkSBD8/XWYOdMJefK4Y9IkJ1Uyjcw3+iuBThbAXbx43tzNscjjXgLwp457osjC8EtEZOYgMH36XNSs6YmgoCC0aNEYW7du/uTPZsoUgrVrfbFypQ8yZQrGu3c6jBjhrBbFLVrkiMDAKG++zfvpp+QYNGgo1q/fiqxZs5u7OVZ53BOZGje5sNlnr00sOK5d7JvIJQGgfftWWL9+jdo4Yc6chahSpdpnfz4kBFi/3gGjRjnjwQPDOEbatEC3br6oVi1IVY8gbeBr59uOewnEs2cv+OJxb2rsG23jJhdERFY/EjYHnp511M5hLVs2webNGz7787IDnKdnEI4e9caIEX6IFy8Et24BrVtHQ5Eirli71oHl0czgzZvX5m6CxR73EoS/dtwTmQLDLxGRRsiI79Sps1CrVl0VgFu1aoZNm9Z/8f9xcgJ++y0Qp055Y+hQIFYsPW7ftkfbtoYQvGaNA4KCouwp2LRx40Yhe/aMOHLkkLmbYvXHPdGPYPglItJYEJgyZSbq1KmvgkDr1s2xceO6r/5/7u5A//7A2bNe6NvXH7FjG0Jwu3bRULiwG1avZgiObM+fP4O3t5fa9c2GZxT+0HFfu3a9CB33RN+D4ZeISINBYNKk6WoTBWMQkDmR3yJ6dKlAEIAzZ7zQr58/4sQJwd27dmjfPhry5XPD3LmOrA4RSTp16qZ2Mzt27AgOHz5o7uZY5HE/efKM7zruiSKC4ZeISMMBuH79hggJCUHbti2wbt3qb/7/ZSS4U6cAnD7tjf79/dWc4IcP7dCvnwty5nTHqFFOeP6cm2WYUuLESdCwYRN1m6O/P3bcS/3k7znuib4Fwy8RkUbZ2dlhwoSp+PXXRioItGvXEmvWrIzQY0gI7thRRoK9MXasH1KmDMGrVzpMmOCMnDnd0KuXM+7fZwg25eivs7MzTpw4hoMH95u7ORZ73E+cOC3ccb927SpzN4usCMMvEZHGg8D48VPQoEFjFQQ6dGiN1atXRPhxokUDGjcOVNUh5s/3RfbswfDz02HBAidVJ7hpUxccPWrPck8/KFGixGjUqKm6PXbsSI7+mui4l3Jo33PcE30Kwy8RkQUEgXHjJqNhw6ahAXjlymXf9VhS/7dKlSD8738+2LDBByVLBiEkRIdt2xxRvborihd3xdKljvDxMfnTsBkdO3aFi4sLzp07g9u3b5m7OVZ13K9atdzczSIrwPBLRGQhQWDs2Ilo3Li5Gk3s1KntdwdgY/H4QoWCsXKlLw4e9EajRgFwddXj2jV7dO3qghw53DFkiBMePuSUiIhKmDCRKt11/Pg5pE2bztzNsYrjvlGjZuq479ixzQ8d90QWHX5btmyJ3r17h3599epV1KpVC9myZYOHhwcuX75s1vYREUVGEBg9ejyaNHkfgFesWPrDj/vLLyEYN84f5897YfBgPyRPbpgXPG2aM/LkcUOjRi7Yvduem2ZEQLVqNdXWx2Sa437MmAkmP+7Jdllk+N22bRsOHDgQ+rWPj48Kw7lz58b69euRI0cOtGrVSt1PRGR9AXgCmjVroYJA587tsGzZYpM8dqxYQNu2gThxwhuLF/ugaFHDlIgdOxxRv74rcud2w9ixTnj0iKPBEXHr1k3O/TXRcd+06W+hx/3y5UvM3SyyUBYXfl+/fo0xY8YgS5Ysofdt375dra7t2bMnUqdOjX79+sHNzQ07duwwa1uJiCKDTqfDyJHj0Lx5SxUEunRpjyVLFpns8WVecPnywVi71heHD3ujVasAtWnGo0dyCtoZuXK5oUGDaNixw54bZ3yB9I1UKihYMDf/HpnouB81anzocS8BeOlS0x33ZDscYGFGjx6NatWq4enTp6H3XbhwAbly5VIvDCHXOXPmxPnz51GzZs3PPtZ/P04aYuwT9o32sG+0GIDHqhGxuXNnoWvXDnBzc4KHRz2T/p706UMwbJi/qhW8bZsDlixxxJEjDti503BJlCgEdeoEok6dIKRNG2LS320NfRQ/fnx1e9CgQdi+fXfo3yky3XGv14eEVtiI+OOFvyZtiax+sajwe+zYMZw+fRpbtmzB4MGDQ+9/9uwZ0qRJE+5n48aNi1u3vrzKNm7c6JHWVvox7BvtYt9oy+zZM+Dq6ozJkyer6V4yIibXkUEeVi43bgDz5gELFwKPH9th8mT5/c7Imxdo1AioUweIFy9SmmBxBg3qj4UL5+PUqVM4ceIQKlWqZO4mWd1x361bJ7i5Of/Qcc/3NdtiMeHX399ffXIeOHCgKiETlq+vr9pSMiz5OiAg4IuP+eLFO9a01OCnPHkTYt9oD/tGu/r1GwJ//yDMmjUdrVu3xtu3PmpuZGSJGxfo1Uu2UQZ27HDA6tWO2LPHHidP6nDyJNClix5lygShdu0glC4dBGdn2Cw7u2hqfva0aZPRv/8A5M1bhKO/Jjzu/fwCVRCW4/7dO1+1KC4i+L6mbcb+sdnwO23aNGTOnBlFihT56Hsy3/fDoCtffxiSPyQHOg92bWLfaBf7Rot0GDJkhBoJmzBhAnr27IqQEL0KXZFJxhyqVg1Sl2fPdNiwwRCEL160x/btjuoic4WrVg1E9epByJ8/WM0ntjXt2nXCggXzcP78OezcuQNly1Ywd5Os6LgfCZ3ODrNmTUOPHl0QHBzyXcc939dsi50lVXjYvXu3quQgF5n6IBe5nTBhQjx//jzcz8vXCRIkMFt7iYiikowmjhs3Du3adVRf9+7dDfPnz4my3x8/vh4tWwZi924fHDjgjfbt/dV8YCmZtmiRE2rUcEX27G7o21e2/rVHiA1ND44XLx7at2+vbo8dO4qVH0x83P/++3C0bWue454sk05vIa/CR48eISjMsmJ5kxfdu3dXc6nmzp2rVtPKC0GeUtmyZdVpEKn5+znPn/M0hxZPccSLF519o0HsG8von2fP3mLIkEGYNm2Sun/EiDH47bfWZmmT1AU+dMgeGzc6qB3k3rx5f7o/adIQNWJcvXogsmcPseoFR4bn5o8UKX5WlYj+/HMPkidPYe5mWRX5uz9kyEBMnz45Qsc939e0zdg/Nht+P2Tc4GLUqFHw8vJCmTJl1EKCunXrYuXKlSoI79y5E66urp99DB7s2sM3Iu1i31hO/8iUh2HDBmPq1Inqe8OGjULLlm3N2j6ZmbZ/vwRhRzVP2MvrfdqVTTVky+UKFQKRO3cI7CzmnGTE+mbLlv8ha9bsX/y7RN9P4kxEj3u+r9lm+LWKtxh3d3fMnj0bZ86cUaXNpPTZnDlz+AZDRDZJzoD17z8YnTp1U1/3798bs2dPN2ubZH5w2bLBmDHDD1evemHBAl816itbKj94YIfp051QubIbsmRxQ7duzmoBnb8/rEqBAgX5dykKjvuOHbtq5rgnbbLYkV9T4Cc97eGncO1i31he/8jb+6hRQzFxomGamCyKa93aMPdUK7y9gT17HLB9uwN273bA27fvR4Td3fWqWkSFCkEoVSoIMWLAKvomJCQEe/bsRKlSZVW9WjItOe5HjhyKSZO+ftzzfU3bOO0hEvBg1x6+EWkX+8Yy+0fe4kePHoYJE8aqrwcPlsVBHaBFMjXi6FGpFOGgpkZIDWEjR0c9ChUKVmFYLqlS6S12SkrlymVx6tQJ/PHHUlSuXNXczbNK33rc831N2zjtgYiIvutUcK9e/dGtWy/19eDB/VTNWS2SqRHFiwdjzBh/nD/vjR07vNGxoz/Spg1GYKAO+/c7oH9/F+TP7458+dzQr58z9u61h58fLKo/Chc2lOwcN26UGgWmyDvuu3btqfnjnqIeR35t9tlrEz+Faxf7xvL7Z8yYESpwiQEDhqBDh86wFLdv67Brl2FqxPHj9ioMG8m84cKFg9XUCBkV/uknvab75tWrl8idOyvevXuL+fOXoEqVauZuolX70nHP9zVt47SHSMCDXXv4RqRd7Bvr6J+xY0eqiwi7OMiSeHkBBw86qEVxEob//Tf8Scw0aYJRtGgwihULRqFC5p8r/Km+GTVKTsmPQYYMGbFv31HO/Y1knzvu+b6mbQy/kYAHu/bwjUi72DfW0z/jx4/G6NHD1e2+fQeic+fusFTyXK9etVOL5nbvtsepU/YIDn4/Kmxnp0eOHCEoVixIheFcuYLV9Apz983r16+QK1cWNfo7b94iVK1aI2obZYNk9FdGgcMe93xf0zaG30jAg117+EakXewb6+qfiRPHqhXxok+fAejSpQeswZs3wJEjDjhwwF6NDt+5E35EVaZIFCwoI8NBaqpExoyRX1f4c30jH0Dkg8gvv2TA/v3HOPobBWS0XUbdjcd91649+L6mYQy/kYAHu/YwYGkX+8b6+kdKQY0YMUTd7tWrX+iiOGvy9986HDxoCMJy/fx5+IAZK5Ye+fMHoUCBYBWKM2cOgb191PTNmzev1ehv6tSpsXjxKiRMmNC0v5i+etz37t0PI0cO4/uaRjH8RgIe7NrDgKVd7Bvr7J8pUyaoXbFEjx591MVaSWEFmSJhDMMnTtjD2zv8vsrRo+uRN2/wf2E4CNmyhcDRMfL65t69u/j555SqOgFFncmTx2P48N/V7cGDB6Ndu658X9Mght9IwD/i2sOApV3sG+vtn6lTJ2Ho0IHqdvfuvdGzZ1/YgqAg4OJFO1Vb+NgxQxWJd+90H02TyJMnGPnyBavrnDmDET2Cf4v52tGmKVMmYtiwQer21q07kTdvfnM3iaIo/DqY/BGJiMiiSOknGXkcMmSAWhQkYyISgK19NNLBAciZM0Rd2rcPRHAwcOWKHY4ds1eB+PhxB7x6pcOBAzKH2PDnUqfTI0OGEBWE5ZI7dzBSptSrP9I/4u3bN1i1ajmaNWsJe1PPu6BP6tixC2LEiI4dO7YiRYoU5m4ORSGO/Nrss9cmjpBoF/vG+vtnxoypajMAIQuBZJMAaw/AX5smcf26IQxLFYnTp+3x4MHHi9LixQtRIThPHkMozpYtGNGifXvfyEYX+fPnwP379zBr1nzUrFkrkp8ZGfF9Tds47SES8GDXHr4RaRf7xjb6Z+bMaRg0yDDtoUuX7ujde4BNB+APPXmiU0HYGIYvXLBDQED4fx8HB8PocPbswarMWo4cwShc2A2vX3++b4zVN9KmTYeDB09w9DeK8H1N2xh+IwEPdu3hG5F2sW9sp39mz56OAQMMC986deqmaqIyAH+av79h3rAxEMvl6dOPR4dlJDhzZgnDwf+FYsN0CWN1M6n3mzt3Frx69QozZsyFp2edqH8yNojva9rG8BsJeLBrD9+ItIt9Y1v9M2fODPTv31vd7tChi9oViwH46+Tf/tEjHc6ds8f583Y4f16uP15IJ2LE0KspEhKEs2QJwZkzczBrVhdV+uzQoZNwkEnJFKn4vqZtDL+RgAe79vCNSLvYN7bXP/PmzULfvj3V7fbtO2PAgN8ZgL+D9MerV9Gxd6+vCsVnz9qrhXV+fp/6t/QCcB7FisVG9eqpkSVLMNKnD4GzsxkabgP4vqZtrPZARERR6rffWkOns0OfPt0xbdoktTBr0KChDMARJFMb0qcH4sYNgqdnkLovMNCwmE7CsMwbvnzZHteuSSB2B1AYBw5AXYxziNOlC1GjwzJ1wngdI4Z5nxeRpWL4JSKiz2revKUKu717d8OMGVNUGbTBg4cxAP8g2ThDQqxcwtcd9kOtWoOQOHFFxI1bGteuOeP1ax2uXrVXl1Wr3u+4kSxZCH75JQQZMgT/dx2CtGk5Skz0NQy/RET0Rc2atVBht1evrpg5c6oaAR4yZAQDcKTUHXbBhQv94e4up3oDodcHqjnEly7Z49IlGSE2jBL//bdd6GX37vd/yu3t9Uid2hiK34fjFCn0Jt+2mchSMfwSEdFXNW36G+zs7NCjR2dVDUKvD8HQoaMYgCOBIfgayD9vsmR6JEsWhAoV3v/M69cybcIwVUIuMoXi2jV7vHmjw82b9uqyefP7n48WzTB1wjg6nC5dsLpOnlyvQjeRLeEhT0RE36Rx42Yq7Hbv3glz5sxUUyCGDRvNABxJbt++hYUL52HQoGFwlHkSYcSKBeTPH6wuRrJg6/FjXZhAbAjHN2/awddXhwsXZH5x+OFfJyc9UqUyBGLjRUKy3OfmFmVPlShKMfwSEdE3a9SoqRoB7tq1A+bOnaWmQIwYMZYB2MQCAwNRo0YlPHnyGBkzZkb9+g2/+v9IFyROrEfixMEoWVJCcaC6X7Ztvn9fQrG9GiG+dctwuXPHEIolJMvlQz/9FII0aQxh2HgtoThBgh/fzpnInFjqzGafvTax7Ix2sW+0Lar7Z/nyJejSpb0a/ZU5wSNHjmMANnHfGLebTp78Zxw7duaj0V9TbN/899+60DAc9vLixccbdRi5uemRMqUhCBsvsmGHXMeLZ1nBmO9r2sY6v5GAB7v28I1Iu9g32maO/lmxYik6d26nAnCTJs0xatR4NSpMpukbHx8f5MmTFc+ePcWECVPRoEFjRJUXLwyh+PZtw7QJ47WE5ZCQz6fb6NHDB+P3t/WIE0d7wZjva9rG8BsJeLBrD9+ItIt9o23m6p+VK5ehU6e2KgA3btwco0czAJuyb2bNmoaBA/siefIUOHr0DJycnGDu7ZwfPLDD3bs63Lsn14aL3JZgrNd/Pt3GjKlHihQh6iIL7QzXIfj55xC1qM8cT43va9rG8BsJeLBrD9+ItIt9o23m7J9Vq5ajY8c2KgA3bNgUY8dOZAA2Ud/4+vqq0d+nT59g/PgpaNiwCbTKzw/46y9jINap6/v3DV8/evTl40Gn0yNJEv1HwdgQlvWRNs+Y72vaxvAbCXiwaw/fiLSLfaNt5u6f1atXoEOH1v8F4CYYO3YSA7CJ+kZKyw0Y0AfJkv2E48fPmX3093v4+sqiOzs8eKBTAVlGjw3Xhq99fL6cbKVUmyzAkyAs17LBh6EEnOFawvH3HG7mft3Ql3F7YyIi0qzateupBW8SgJcsWaiqQMhIJQPwj2vUqBmWLVuMGjU8ESylGyxQtGhQNYYzZJCvwj8HCZ3Pnuk+CMa60IAsm3xIVQpD/eJPP76jo2HkWMJw0qTvQ3HSpCEqLMv3XF2j5KmSBWD4JSIik6hVq64Ku+3atVRhTUaBZaEWA/CPiRYtGvbvP2a1/44yuicjt3LJnfv9ds9GgYGGqhTGMPzwoU7tbCehWK7//VeHwEAJzobw/Dlx474PxMZRYwnFEshdXXXq95u4oAZpFMMvERGZjIdHbTUC3LZtC1UOTUaAJ06cBnvurftDrDX4fgsJpFJKLWVKGTH+eOQ7KMiwuUfYQCxhWeYZy/XDh3bw9tap8m0vXuCjjT4M3NW84/jxpU6yXELUtYTjRIkMIVnuS5RID3f3KHnaFIkYfomIyKRq1qylwlqbNr+pahAyAjxp0nQG4B8k/467du1Q00rmzVsMZ2dnczdJE2R7ZsNI7qenhMi0irdvoULw+3BsCMYyavz0qQMePdKr0eOnT+XyuYBsECPG+3AcPiiHIGFCvbrEjctto7WMXUNERCZXvbqHGgFu3bq5qgYhI8BTpsxkAP4BAQEB6NGjC/799x8sXboIzZu3NHeTLGZaRcyYcglB5sxyT/BHC6qePvXC8+eGMCyXf/6xU6PJch32PhlBfvtWLva4cePzv9POzhCAjWE4YULDznhy23AdEnpb5kNT1GK1B5t99trElbfaxb7RNq32z+bNG9CqVTO1UMvTsw6mTp1lcwHYlH0zf/4c9OnTHYkTJ8GJE+fh4uJiqmbapIj2zbt3wL//2uGff3QfhGPD9ZMnOhWiv7QRyKdGksOG4bDh2Hif7JwXO/b3VbSwZDpWeyAiIktTtWoN6HR2aNWqKdauXaVGgKdNmw0HnhP+LrLL25QpE9To77JlMvrbytxNsinRo8slBOnSff5npCCHBGCZQiFh+MkTO3Ud9mvjbX//9yPJt259+Xfb2xtGkyUIGy8yR1ku8eKF/Hf9/sIR5c/jyK/NPntt0uroFbFvtE7r/bN162a0bNkEQUFBqFnTE9OmzbGZAGzqvvnjj7no3bsbEiVKjJMnL3D010JfN8a5yJ8Kx3It5d8M13Z49SriO3y4u4cNySEfhGV96EW2nZZRZS2+HLnJRSTQ6h8JW6b1P+C2jH2jbZbQP9u2bUGLFo1VAK5RwwPTp8+1iQBs6r7x9/dH/vw58OjR3xg+fDRatGhjimbaJEt43YiAAODlS0MglouMLMtFgrHxtuFrw3VAQMTDcqxYhpFlCcNSFk6ujRfj/WFvx4ghc5sRqRh+I4HWD3ZbZClvRLaIfaNtltI/f/65Db/91giBgYGoVq0mZs6cZ/UBODL6ZuHC+ejZswsSJEiIU6cuqlrAZL2vm4iQ5yFzkw1B2RCOwwdmXbjw/ObN9+0bLdMwZMQ4bDD+XFCWYC3XMm0kIoGZc36JiMjiVahQCfPnL0Hz5g2xadN6Vb5LArAjdxeIkPr1G2Lnzj9Rr15DljyjjwKjjMrKQrrUqb++I2BQENS0ChlZlsuLF5++HfZrLy8dgoONIfrb2yZVMCQwx4plGGkOG4zlOuxt+TnDFA2YHEd+bfbZa5M1fgq3FuwbbbO0/vnf//5Es2YN1AhwlSrVMWvWfKsNwJbWN7aEffN9/P0NgflbgrJcv36tg4/P940wR0a/cOSXiIiiXLlyFbBgwVI0a9YQW7ZsVFUg5sxZYLUBOLLJOJbUVSaKCs7OULvdyeVb+flBTbGQQCxh2Hj96pUhSBtuh7/4+soxbfrjmiO/NvvstYmfwrWLfaNtlto/u3f/D02a/Ko2cKhYsYoKwE5OTrAmkdk3svht3rzZWL16Bf78cw9cXV1N+wusnKW+bmyFLpLm/NpYuWQiItKS0qXLYdGi5Wre6vbtW/Dbb41VEKZvI9tIL1gwF9euXcGiRX+YuzlEFoHhl4iIzKpUqbKhAXjHDkM1CAbgbyPTRLp06aFuT506Ed7e3uZuEpHmMfwSEZHZlSxZBosXr1QbNuzYsV1Vg5BT+vR1tWvXQ4oUP+P582eqBBoRfRnDLxERaUKJEqVCA7CxGgQD8LeN/nbt2lPdnj59Ekd/ib6C4ZeIiDSjePGSWLJklQrAu3b9D02b/go/WSZOX1SrVl38/HNKPH/+XG1/TESfx/BLRESaUqxYCSxdulrtWrZ7904G4G8gu+QZR39nzpzCEXOiL2D4JSIizSlatHhoAN6zZxeaNKnPAPwVnp510KxZC6xdu4W7vhF9AcMvERFpUpEixbB8+VpVu3bv3t1o1KgufH19zd0sTY/+jho1HhkzZjJ3U4g0jeGXiIg0q1ChIqEBeP/+vQzAEeDj42PuJhBpEsMvERFpWsGChbFixTq4urrhwIF9aNiwLoPdF7x79xZdu3ZAnjxZ1W0iCo/hl4iINK9AgUJYudIQgA8eZAD+Evk3On78KJ49e6q2Piai8Bh+iYjIIuTPXxArV66Hm5s7Dh3ajwYNarOm7SfY29ujW7de6vbMmVPx9u0bczeJSFMYfomIyGLkz18gNAAfPnyQAfgzqlf3QLp06fH69WuO/hJ9gOGXiIgsSr58+bFq1Qa4u0fHkSOH8OuvtRiAvzj6O42jv0RhMPwSEZHFyZs3H1av3oDo0WPg6NHDqF/fE15eXuZulqZUrVpDjf6+efMac+bMNHdziDSD4ZeIiCxS7tx5QwPwsWNHGIA/MfrbvXtvdXv58iUICgoyd5OINIHhl4iILFauXHmwZs1GxIgRU1U4qFfPA15e78zdLE2N/v7++wjs2XNIbYJBRAy/RERk4XLmzB0agE+cOIY6dWqyvu1/7Ozs0KZNe8SOHcfcTSHSDIZfIiKyeDly5MLatZsQM2YsnDp1ggH4E/R6PR48+MvczSAyO4ZfIiKyCtmz51QBOFasWDh9+iRq167BKgf/ef78OapWLY/ixQvi1auX5m4OkVkx/BIRkdXIli0H1q7drALwmTOnUKcOA7CIEycO3r17p+ZDz5493dzNITIrhl8iIrIqWbNmx7p1WxA7dmycOXMatWtXV+W+bH3ur7Hyw5w5szj6SzaN4ZeIiKxOlizZsHatIQCfPXuGARhAxYqVkTFjZjX6KxtfENkqhl8iIrJKWbJkxbp1W9Up/3PnzqJWrWp4/foVbHn0t0ePPur23Lmz8OLFC3M3icgsGH6JiMhqZc6cRQXguHHj4vz5c/D0rGbTp/xl9Ddz5qzw9vbCzJlTzd0cIrNg+CUiIquWKVPm0AB88eJ5mw7AOp0udPT3wIF9CAkJMXeTiKIcwy8REVm9jBkzYf36bYgXLx4uXboAD4+qePnSNk/7ly9fEQsXLseff+5RUyGIbA2PeiIisgkZMmT8LwDHx+XLF1UAtsV5rzL6K9MfuN0x2SqGXyIishm//JIBGzZsQ/z4CXDlyiV4eFSxyQBs5Ofnh5MnT5i7GURRiuGXiIhsSvr0v4QG4KtXL6NmzcpqBzRb8+jR38iXLztq166GZ8+embs5RFGG4ZeIiGxOunTpsXHjdiRIkBDXrl2Bh0dlmwuASZIkRaJEieDj44Pp0yebuzlEUYbhl4iIbFLatOlUAE6YMBGuXbtqcwE4bOWHBQvm4unTp+ZuElGUYPglIiKblSZNWmzcuA2JEiXG9evXULNmJZsKgaVKlUWuXLnh6+uLadMmmbs5RFGC4ZeIiGxa6tTvA/CNG9dVAH7y5AlsbfR30aL5NvO8ybYx/BIRkc1LlSqNCsCJEyfBzZs3bCoAlyhRGrly5flv9HeiuZtDFOkYfomIiP4LwFIFQhaC3bp1878A/Bi2NPr7zz//QK/Xm7tJRJGK4ZeIiOg/qVKlVgE4adJkKgBXr14Rjx//C2tXokQp7N9/DPPnL1ZhmMiaMfwSERGFkTJlKhWAkyX7CXfu3EaNGpWsPgBL4JUtoIlsAcMvERHRB37+OaUKwD/9lFwFYBkB/vfff2AL5Hlu2bLR3M0gijQMv0RERJ+QIsXPoQH47t07KgD/888jWDN5nnnzZkPbti1sJuyT7WH4JSIi+ozkyVOoACzX9+7dVQFYtgW25ikfOXLkgr+/PyZPHm/u5hBFCoZfIiKibwrAP+P+/XsqAP/990NY69zfnj37qttLly6y6qBPtovhl4iI6Ctk6oPUAZapEH/9dR/Vq1fCw4cPYI0KFy6KggULIyAgAFOmTDB3c4hMjuGXiIjoG0j1h40bt6sA/ODBfVUF4sGDv2CNOPpL1ozhl4iI6BtJ/d9Nm/5Uc2Ml+FprAJaRXxkBDgwMxKRJnPtL1oXhl4iIKAJkBzgZAZYALFMfJADLVAhrI7u+RYsWDbFixTJ3U4hMiuGXiIgoghInTqICsOwIZwzAshjOmhQoUAjnz19Dv36DzN0UIpNi+CUiIvqBAJw6dRpV/cEaA3Ds2HHM3QQik2P4JSIi+k6JEiVWAThNmrRqYZiUQZN6wNbm5MkTmDt3prmbQWQSDL9EREQ/IGHCRKoOcNq06dQOcBKAZac0a3Ht2lVUrlwGgwb1s8q5zWR7LCr8PnnyBB07dkTevHlRpEgRjBw5Uu1CIx4+fIgmTZoge/bsqFixIg4fPmzu5hIRkQ0F4PXrtyFduvRqW2CZAnH37m1YgwwZMqJYsRIICgrCpEnjzN0cItsJv3q9XgVfX19fLFu2DBMnTsS+ffswadIk9b127dohXrx4WLduHapVq4b27dvjn3+4LzkREUWNhAkTqgCcPv0vKgDLRhh37tyCNdX9XblymdXNaybbYzHh9+7duzh//rwa7U2bNi1y586twvDWrVtx/PhxNfI7ZMgQpE6dGq1atVIjwBKEiYiIokqCBAmwbt1W/PJLBjx+/K8KwLdvW34AzpMnH0qUKIXg4GBMnDjW3M0hso3wGz9+fMybN0+N7obl5eWFCxcuIGPGjHB1dQ29P1euXCosExERmSMAy3SBJ08eqwB8/fp1WMvo7+rVK6xqTjPZHgdYiBgxYqh5vkYhISFYunQp8ufPj2fPnqk3m7Dixo2Lx48ff/ExdbpIay59J2OfsG+0h32jbewfbUmQID7Wr98KD48quHr1CkqUKIH167cgbdr0sFS5c+dBqVJlsGfPLjX3d+pUy6/+wNeNtkVWv1hM+P3Q2LFjcfXqVaxduxYLFy6Ek5NTuO/L1wEBAV98jLhxo0dyK+l7sW+0i32jbewf7YgXLzr279+H0qVL4+LFi6hRozL27t2rzlRaqhEjhqFOnVsoW7aUen7Wgq8b2+JgqcF30aJFatFbunTp4OzsjNevX4f7GQm+Li4uX3ycFy/eQa+P5MZShD/lyZsQ+0Z72Dfaxv7RJp3OBWvWbELt2tXVFL3ixYursmiyKM4SpUqVAceOnYWDgwOeP38HS8fXjWX0D2w9/A4dOhQrVqxQAbhcuXKhK2xv3w5fUub58+cfTYX4kBzoPNi1iX2jXewbbWP/aE+cOHGxZ88eFC9eEpcvX1R1gI1zgi2Rvb2D1R1jfN3YFotZ8CamTZuGlStXYsKECahUqVLo/dmyZcOVK1fg5+cXet+ZM2fU/UREROYm61DWrduELFmyqcEZD4/KavMISxUYGIjly5dg2LDB5m4KkfWG3zt37mDGjBlo0aKFquQgi9yMF9n0InHixOjTpw9u3bqFOXPmqPlVnp6e5m42ERFR6Ajw2rWbkDVrdhWAa9aspBbDWaLr16+ic+d2mDZtklWUciPbYjHhV04ZSX3BmTNnonDhwuEu9vb2KhhLEK5ZsyY2b96M6dOnI0mSJOZuNhERUajYseOoAJwtWw68ePFCBeDLly/B0sgIdrlyFVTlpXHjRpm7OUQRotPL9mg2Sibr2+6z1+7kdllBzL7RHvaNtrF/LKtvXr9+pRbBnT9/DnHiSCDegsyZs8CSXLx4HqVLF4VOp8OhQyfV1s6Whq8by+gfmx35JSIishaxYsVWVSBy5MiJly9fqjnAly5dhCWR6Rvly1eCjKFNmDDa3M0h+mYMv0RERGYQM2YsFYBz5syFV69e/ReAL8CS9OjRR11v2LAON25Y/i52ZBsYfomIiMwkRoyYWL16I3Llyq3q1cuOcDKdwFJkyZIVFStWUaO/48dz7i9ZBoZfIiIiDQTg3Lnz/heAq+LChXOwpNHfIkWKoVmzluZuCtE3YfglIiIys+jRY2DVqvXIkycf3rx5DU/Pajh//iwsQaZMmbFu3Rbkz1/Q3E0h+iYMv0RERBoKwHnz5g8NwOfOnTF3s4isDsMvERGRRri7R8fKleuQL18BvH37RgXgM2dOwRK8fPkCQ4YMRIcOrc3dFKIvYvglIiLSWABesWKdmkbw7t1b1K5dA6dPn4TWPXnyBNOnT8aqVctx5cplczeH6LMYfomIiDTG3d0dy5evRYEChUID8KlTJ6BlGTJkRNWqNdTt8eNZ95e0i+GXiIhIwwG4UKEi8PJ6hzp1auLkSW0H4O7de6sd37Zu3WSR2zaTbWD4JSIi0ig3NzcsXboahQsX/S8A18CJE8ehVenT/4Lq1Wuq2+PGse4vaRPDLxERkQUEYB9iCbYAAB4TSURBVKml6+3thbp1a+L48WPQqm7dDKO/27dvsbgtm8k2MPwSERFpnKurK5YsWYUiRYqHCcBHoUXp0qVHjRoe6vbEiWPN3RyijzD8EhERWUgAXrp0FYoWLQEfH2/UreuBY8eOQKujv02aNMfQoSPN3RSijzD8EhERWYho0aJhyZKVKFbMEIDr1fPA0aOHoTVp06bDmDETkTRpMnM3hegjDL9EREQWFoAXL16JEiVKwcfHB/Xre+Lw4YPQsoCAAHM3gSgUwy8REZEFBuBFi1agZMnSKgD/+mstHDp0AFpz9+5tNGpUF82aNTB3U4hCMfwSERFZIBcXFyxcuBylSpWBr68vGjSojYMH90NL9Ho9du7coS7nzp0xd3OIFIZfIiIiCw/AZcqUCw3ABw7sg1akTp0Wnp511O2xY7n4jbSB4ZeIiMiCOTs7448/lqJs2fLw8/NDw4Z1sG/fHmhF1649YW9vj927d+LMmVPmbg4Rwy8REZE1BOD585egXLkKKgDLPNu9e3dDC1KlSo1ateqq2xz9JS1g+CUiIrKiAFy+fCX4+/ujceN62Lt3F7SgS5ceavRXAvnp0yfN3RyycQy/REREVsLJyQnz5i1ChQqV/wvA9bFnz05zNwspU6ZCnTr11e1582abuzlk4xh+iYiIrCwAz527EBUrVgkNwLt3/08To7/Dh4/GpEnTzd0UsnEMv0RERFYagCtXrqY2mGjS5Ffs3PmnWduUIsXPaNGijapQQWRODL9ERERWyNHREbNn/4EqVaqrANy0aQP873/mDcBGwcHBeP78ubmbQTaK4ZeIiMiKA/CsWfNRtWoNBAYGqp3WduzYbtY2SbmzYsXyo1WrZmZtB9kuhl8iIiIbCMDVq9dUAbh584b4889tZmtP/PgJcPfuHRw6tB/Hjx81WzvIdjH8EhERWTkHBwfMmDEPNWp4hAbgbdu2mKUtyZOnQL16DdXtMWNGmKUNZNsYfomIiGwkAE+fPhc1a3oiKCgILVo0xtatm83Sli5duqsR6cOHD+Lo0cNmaQPZLoZfIiIiGwrA06bNgYdH7dAAvGXLpihvR7JkP6F+/UbqNnd9o6jG8EtERGRzAXg2PD3rqKoLLVs2webNG6K8HZ07d1Ml2Y4cOaQuRFGF4ZeIiMjGyFbDU6fOQq1adVUAlsoLmzatj9I2JE2aDL/+ahj93bbNPNMvyDY5mLsBREREZJ4APGXKTNjZ2WHVquVo3bo59Ho9qlf3iLI2dO7cHeXLV0Lx4iWj7HcSMfwSERHZcACW7YYlAK9YsVQF4JCQENSsWStKfn/ixEnUhSgqcdoDERGRDZMAPHHiNNSv31AF37ZtW2DdutVR3o7Xr1/h7t3bUf57yfYw/BIREdk4GfmdMGEqGjRorAJwu3YtsWbNyij7/Xv37kLu3FnRsWNbNfWCKDIx/BIREZEKwOPGTUbDhk1UAO7QoTVWr14RJb87Y8bMCAjwx8mTx3Hw4P4o+Z1kuxh+iYiIKDQAjx07CQ0bNg0NwLIYLrIlSpQYjRo1Dd31jaO/FJkYfomIiOiDADwRjRsbqj907NgGK1cui/Tf26FDF7i4uODUqRPYv39vpP8+sl0Mv0RERPRRAB4zZgKaNDEE4E6d2qpqEJEpYcJEKnALjv5SZGL4JSIioo/odDqMHj0BzZq1UEG0c+d2WL58SaT+zvbtOyNatGg4c+YU9u3bHam/i2wXwy8RERF9NgCPHDkOv/3WKjQAL126KNJ+X8KECdXor5Rfu3z5cqT9HrJt3OSCiIiIvhiAhw8fo67nzp2Frl07qMVwxgVqptapUzc0bfobUqZMFSmPT8TwS0RERF8kwXfYsNHqes6cmejevZMaCW7cuJnJf1fcuHHVhSiycNoDERERfZUE36FDR6FVq3bq6x49OmPhwvmR+jtv3LiO8+fPRurvINvD8EtERETfHICHDBmBNm06qK979uyCP/6YGym/S7ZYLlo0n/odrPxApsTwS0RERBEKwIMHD0Pbth3V1717d8P8+XNM/nuKFSuJaNFccf78OezcucPkj0+2i+GXiIiIIhyABw0aqkqTiT59umPevFkm/R3x4sVD8+Yt1e2xY0dy9JdMhuGXiIiIvisADxjwOzp27Kq+7tu3J+bMmWHS3yGjy25u7rh48Tx27Nhu0scm28XwS0RERN8dgPv1G6TKk4n+/Xtj9uzpJnt8qfogNYYFR3/JVBh+iYiI6IcCcN++A9GlS3f19YABfTBr1jSTPX6bNu3h7h4dly9fxPbtW032uGS7GH6JiIjohwNw794D0LVrT/X1wIF9MWPGVJM8dpw4cdGiRSs1Cuzj422SxyTbxk0uiIiIyCQBuFevfup6/PjRGDy4n9oJrn37Tj/82B06dEGHDl3h7u5ukraSbWP4JSIiIpMGYDs7OzVHd8iQAWqebocOhqoQ30umPRCZCqc9EBERkUn16NEHPXv2VbeHDh2IKVMmmORxJUjLvN8DB/aZ5PHINjH8EhERkcl1795bjQKLYcMGY9KkcT/8mH/8MQdNmtTHwIF91JQKou/B8EtERESRolu3XujTZ4C6PWLEEEycOPaHHs/Tsw5ixIiJa9euYsuWjSZqJdkahl8iIiKKNF269FC1gMXIkUPVYrjvFTNmLLRs2UbdHjduFIKDg03WTrIdDL9EREQUqWQTjP79B6vbo0cPV4vhvlerVm3V6O+NG9exefMGE7aSbAXDLxEREUU62QZ5wIAh6raE3zFjRnz36G/r1u3UbRlF5ugvRRTDLxEREUUJKXk2cODQ0GkLMgr8PVsWy9QHCcE3b97Apk3rI6GlZM0YfomIiCjKyKYXgwcPDx25HT16WIQDsEx7kG2Ps2TJhvjxE0RSS8lacZMLIiIiilJt23aAnZ1ObYM8YcJYFX5le2TZJONbtW/fWS2mi8j/QyQ48ktERERRrnXr9hg61LDwbeLEcaoUWkRGgJ2cnBh86bsw/BIREZFZtGrVDsOHG0qfTZ48Xm2GEdEpEF5e79QOclu2bIqkVpK14bQHIiIiMpsWLdqoEdy+fXti6tSJKvwOGPD7N4/qLlq0QIXmVKlSo0KFSnBwYLShL+PILxEREZnVb7+1xsiRhu2Pp02bhN9/H/DNI8CNGzdFnDhxcPfuHaxfvyaSW0rWgOGXiIiIzK5585YYNWq8uj1jxhQMGtTvmwKwu3t0tG3bKbR6RFBQUKS3lSwbwy8RERFpQrNmLTBmzER1e9asaaoaxLcEYPn/4saNi3v37mLt2lVR0FKyZAy/REREpBlNmjTH2LGT1O3Zs6djwIDeXw3A7u7uaNeus7o9YcIYjv7SFzH8EhERkaY0btwM48dPUbfnzJmJ/v17fTUAN236G+LFi4f79+9hzZqVUdRSskRcEklERESa07BhE1XxoWvXDpg7dxZCQkIwYsTYz1aBcHNzQ4cOXXH+/Bnkzp03yttLloPhl4iIiDSpQYPGsLOzQ5cu7TF//hwVgGVR3OcCcOvW7bjxBX0Vpz0QERGRZtWv3xCTJk1XoXbBgnno1aurCsGfwuBL34Lhl4iIiDStXr0GmDx5hgq3CxfOR69e3T4bgIVUfejYsQ1WrFgape0ky8DwS0RERJpXt+6vmDJlpgrAixbNR48eXT4bgHfu/BMrVy7DuHGjEBAQEOVtJW1j+CUiIiKLUKdOfUybNlvNA16yZAG6d+/0yQDcqFEzJEyYCA8fPlAhmCgshl8iIiKyGLVq1Q0NwEuXLkK3bh0/CsDRokVDx45d1O1Jk8Zx9JfCYfglIiIii+LpWQfTp89RAXjZssWqGsSHAbhBgyZq9Pfvvx9i+fIlZmsraQ/DLxEREVkcD4/amDlzngrAsrCtc+d2CA4ODjf626lT19DRX39/fzO2lrSE4ZeIiIgsUo0anpg1az7s7e3V3N4PA7CM/iZOnAT//POIlR8oFDe5ICIiIotVvbqHqgDRunVzrFq1XE1/kKoQEohdXFzQu3d/tfCtRg0PczeVNILhl4iIiCxatWo11fSHli2bYs2aldDr9Zg6dZYKwFIjmCgsTnsgIiIii1elSnXMmbMQDg4OWLt2Fdq1a4mgoKBwPyOhOOy0CLJNDL9ERERkFapUqRYagNevX4P27d8H4KNHD6NixdJYsGCuuZtJZsbwS0RERFajcuWqmDdv8X8BeC3atWuhAvDNmzdw5swpTJ48Ab6+vuZuJpkRwy8RERFZlYoVK2P+/CVwdHTEhg3r0KbNb2pzjKRJk+HJk8dqdziyXQy/REREZHUqVKgUGoA3bVqPTp3aokMHw65vU6ZM5OivDWP4JSIiIqtUvnxFLFiwFE5OTti8eQMOHtyPZMl+wtOnT7B48R/mbh6ZCcMvERERWa2yZSuEBuDt27cgduw4oaO/Pj4+5m4emYFVhV/ZurBv377InTs3ChcujD/+4Kc6IiIiW1emTHksXLhMBeBLly6orY+fPXuKdetWm7tpZAZWFX7HjBmDy5cvY9GiRRg0aBCmTZuGHTt2mLtZREREZGalS5fD4sUr4OzsrOb7ZsuWA56edczdLDIDqwm/cupizZo16NevHzJlyoQyZcrgt99+w7Jly8zdNCIiItKAkiXLYNEiQwC+cOGc2hEuICDA3M2iKGY14ff69euqjl+OHDlC78uVKxcuXLig9vkmIiIiKlmyNBYvXgkXFxfs2LEdNWrUwNu3b83dLIpCDrASz549Q+zYsdV8HqN48eKpecCvX79GnDiGCe5h6XRR3Ej6KmOfsG+0h32jbewf7WLfaE/JkqWwZMlK1K9fC9u3b0e9eodQvnwlczeLPhBZrxmrCb8yfyds8BXGrz93SiNu3OhR0jaKOPaNdrFvtI39o13sG23x9KwGT09OebBFVjPtQebvfBhyjV/LqQ0iIiIiIqsJvwkTJsSrV6/UvN+wUyEk+MaIEcOsbSMiIiIibbCa8JshQwY4ODjg/PnzofedOXMGWbJkgZ2d1TxNIiIiIvoBVpMKpWB19erVMXjwYFy8eBG7d+9Wm1w0atTI3E0jIiIiIo2wmvAr+vTpo2r8Nm7cGL///js6dOiAsmXLhn6fO8Bpy5MnT9CxY0fkzZsXRYoUwciRI1UfiYcPH6JJkybInj07KlasiMOHD5u7uTarZcuW6N27d+jXV69eRa1atZAtWzZ4eHiojWUo6shaBnl/y5MnDwoWLIgJEyZAr9er77FvzO/ff/9Fq1atkDNnTpQsWRILFy4M/R77x3yvmcqVK+PEiROh933tb8zRo0fV/yN9JYNo8vMUdf0jZ/Hr1q2ryteWK1dO7eNgyv6xqvAro7+jR4/GuXPncOjQIXVgh8Ud4LRD/lhL8JUqHbIRycSJE7Fv3z5MmjRJfa9du3aqVN26detQrVo1tG/fHv/884+5m21ztm3bhgMHDoTbTEbCsHyAXL9+vXpjkj/0cj9FjWHDhqk3/vnz52P8+PFYvXo1Vq1axb7RiM6dO8PV1VX1gQy2yHvarl272D9mIgMqXbt2xa1bt0Lv+9rfGLmW79esWRNr165VpVLbtm0b+iGTIrd/ZL1WixYt1MDYhg0bVFYYOnQo9u/fb7r+0dsIb29vfZYsWfTHjx8PvW/69On6Bg0amLVdtur27dv6dOnS6Z89exZ635YtW/SFCxfWHz16VJ89e3bVZ0aNGzfWT5kyxUyttU2vXr3SFy1aVO/h4aHv1auXum/NmjX6kiVL6kNCQtTXcl2mTBn9unXrzNxa2+mTjBkz6k+cOBF63+zZs/W9e/dm32jA69ev1fvajRs3Qu9r3769/vfff2f/mMGtW7f0VatW1VepUkX1i/Hv/9f+xkyaNClcNvDx8dHnyJEjXH6gyOuf5cuX68uXLx/uZwcMGKDv2rWryfrHqkZ+v4Q7wGlL/PjxMW/ePPXJOywvLy/VJxkzZlSjJ2H7KuxiRop8chZFRkTSpEkTep/0jfSF7r/K43Itp3fZN1FDFvG6u7urEREjGU2UKUPsG/OT6kJyBlJGdgMDA3H37l2cPXtWLchm/0S9kydPIl++fOrMSFhf+xsj35cReiPpU5lSyb6Kmv4xToP8kOQDU/WPzYTfr+0AR1FLys/JAW4kH0CWLl2K/Pnzq75KkCBBuJ+PGzcuHj9+bIaW2qZjx47h9OnT6lRSWOwb85J5bUmTJsXGjRtRvnx5lCpVCtOnT1evH/aNNurNDxw4UP0xl7mIFSpUQNGiRdU8X/ZP1Ktfv76aeiLhKKyv9QX7yrz9kyxZMjUX2+jFixdqCl6BAgVM1j9Ws8NbZOwAR1Fn7NixajGIzN+RBSKf6iv2U9SQD4QyJ17+iH+4QcznXkfsm6gh80P/+usvrFy5Uo2MyB8B6Sf548G+0YY7d+6gRIkSaNq0qZrHKHMV5Y82+0c7vtYX7Cvt8PPzU8ULZLCyTp06Jusfmwm/3AFO28FXFiHKord06dKpvvpwNF76iv0UNWQhaObMmcONzH/tdcS+iRpSy1xO/clCNxkBNi7+WLFiBVKkSMG+0cAZE/kAL4tE5d9d6sxLVZuZM2fip59+Yv9oxNf+xnzufY4bZkUtb29vdfbx/v37WL58eegIsSn6x2amPXAHOG2SUZEFCxaoACzlTIx99fz583A/J19/eJqDIoecXpI62TI/Xi5btmxRF7nNvjH/XHl54zcGX5EyZUpVXot9Y35STUg+hIQNtDK3VD6gsH+042t98bnvy+uPooZ8yG/evLk6eyKDYz///HPo90zRPzYTfrkDnDZHGOX0rdQprVSpUuj9MlfuypUr6nRH2L6S+ynyLVmyRIVdmVcqF6lVKhe5LX0gpQSNJWXkWhb0sG+ihvw7y7SUe/fuhd4ni6okDLNvzE/Ck0xLCTsqJf0jcxjZP9rxtb8xci1fG8lpdpmWx76KGrKGQUrP/f333+rvUdq0acN93xT9YzOpjzvAaW9e3IwZM1QtP1llK6PwxousZE+cOLHatEQ+9c2ZM0f1maenp7mbbRMkSMnolfHi5uamLnJbFlm9ffsWw4cPx+3bt9W1vPHIwh6KfKlSpULx4sXVa0Mq2Eg9c3l91KtXj32jAfIh0dHREf3791cfUPbu3YtZs2ahYcOG7B8N+drfGNmARD6YyP3yffk5+QAjlQko8snUIdnwQmqay5l5YzYwTlUxSf/obYjUguvZs6eq7yf1ZBcsWGDuJtksqU0qdf0+dRH379/X//rrr/rMmTPrK1WqpD9y5Ii5m2yzpMavsc6vuHDhgr569eqqbranp6f+ypUrZm2frXn79q2+R48e6n2sQIEC+qlTp4bWjmXfaKN2aZMmTfQ5c+bUly5dWv2dYf+YX9g6st/yN2b//v36smXL6rNmzapqAD948MAMrbbN/mnWrNkns0HY2r4/2j86+U/k5XciIiIiIu2wmWkPREREREQMv0RERERkMxh+iYiIiMhmMPwSERERkc1g+CUiIiIim8HwS0REREQ2g+GXiIiIiGwGwy8RERER2QyGXyIiIiKyGQy/RERERGQzGH6JSJNKliyJ9OnTh14yZcqE8uXLY+HChd/1eH///bd6HLn+HlOnTkXDhg2/+DMBAQGoXLkyTpw48dXHe/PmDUaNGqWeZ7Zs2VChQgX13EJCQmBNrl27hrNnz5qkD4iITMHBJI9CRBQJ+vbti4oVK6rbQUFBOH78OPr164dYsWKhevXqEXqsxIkT4/Dhw4gTJ06ktNXf3x/dunXDrVu3vvqzr169Qp06dZAgQQIMHz4cyZIlw6VLlzB06FA8fPgQAwYMgLVo164d2rdvj5w5c0Z6HxhdvnwZ8+fPx6lTp9SHjESJEqkPGK1atULatGkj9XcTkfZx5JeINCt69OiIHz++ukhwqlGjBgoUKICdO3dG+LHs7e3V48i1qd2+fRu1a9fGgwcPvunnx48fDycnJxXQ5Pn89NNPKuRLEF62bBnu3bsHaxSZfWC0evVq1Rdy7EybNg07duzAkCFD4O3tja1bt0ba7yUiy8HwS0QWxcHBAY6Ojur2v//+i9atW6tRPZk+IGEnODg49PT69OnTkSdPHhV+Pjzl/vjxY3Tq1Al58+ZFvnz5MGzYMDVtIWygrVevnnrsRo0aqdHazzl58qR6jFWrVn21/fI7tm3bhl9//RXOzs7hvleiRAk19SFp0qRfbaPx+cgHgdKlSyNLlixqZPP169fq+4sXL1aPJ/fXrFkTp0+f/uzUg7BTOozf379/v/o3zZEjh/q9N2/eVI+TPXt29Xu8vLzC/fyWLVtQpEgR5M6dW/28jNTLYz569Ah9+vRB7969I9QHX3t+nyLPcdCgQejfv7/qc2mr/FvKB4yZM2eiadOmX+0fIrJ+nPZARBYhMDAQ+/btw5EjRzBixAjo9Xp1Ov2XX37Bhg0b8OzZMwwcOBA6nQ7VqlVT/4/MNV23bt1H82glYDVu3BgpUqTAkiVL8PLly9CpBhKc5PstW7YMDXIy3UJ+p5y6/5T69et/8/OQ0WEfHx8V5j4kbc+fP/83tdFo1qxZmDBhgvr3aNOmDRYsWIBy5cphzJgx6sNAmjRpVBDu3LkzDh48+M3tnDNnDmbMmKE+BMh0Dvl/JVi6uLigbdu2WLt2LZo0aRL68/K7Jk6cqEJvz5494ebmpkK19EWzZs1UcJYpCEY/8vy6dOnyyTbLHGr5sPO5/pDpMkREDL9EpFkStmQerPDz81PBSwJT1apVcezYMfzzzz9Ys2YN7OzskCpVKvTq1UuNMhrDr/xs8uTJ1e2wI52HDh3CkydP1CnymDFjqvskOEu4kmAlc0VlhHHw4MFwdXVF6tSp1eiuBLQf9fbtW3Utp+W/5GttNOrYsSOyZs2qblepUkXNHc6cObMK0kmSJFHziSX4yihwRBbTScCVDxZykeBfqVIlFCpUSH1PRlLv3r0b7ud79OihPiwIGc0dN26c+r0yxUGeq1zCht8feX6fcufOHfW9KVOmfHUOsvSlPIev/SwRWSeGXyLSLAk+ZcuWVbdlikDY+aISdiSg5sqVK/TnJdxJSDaeGjdOH/iQ/L8///xzaOgSMqoro5YyMiujnfJ9Cb5GMlJ74MCBH35OxtHHsEHwe9poDM8ycmrk7u6uRsgLFy6MdOnSqbCYMWNGlCpVCrVq1VJTRr6VzEM2kg8dYf8t5euwU0SMbTOS8C0fFL40VeRHnt+nXLlyRV1LVZAvkSksHh4e2Lhx4xd/joisF8MvEWlW3Lhxw4WfsCQkyWivnJr/nA/n1H7pfpkrHPZaTrOHZZxn/KNkJFqCnYQ144hmWDLyKXNlv6WNn2tXtGjR1Ii4jHDKVJH169djxYoV6lpGhD/1b/mhDxelyej6l4Rth3GE+VO/y+hHnt+nyIceEfYDy6fI3OJvKUVHRNaLC96IyCKlTJlSTXuQslkSkOUiUxvkVPaXQpfx/71//364xVPnz59XI6MSTqUclnz/3bt34erVmoL8DqnsIFUdPhw93bt3r7pICbSvtfFLzp07h9mzZ6v5wzINRCoeSCm2M2fOhIZJqX5gZIq6u2H/faTUmDyH2LFjf/bnf+T5fYqxhJk8xy+FYyIihl8iskhyal9Oxctc0xs3bqiV/rJgSkY9vzZKKXNX5bS+LMyS/1cWtMncYtmgIkaMGChYsKAqrSY1heX0vIyYbt++3WRt79Chg6qW0Lx5czU6K6f5ZaRWKiLIaXlZpPa1Nn6JTEuQShfymBJspbqELLKT6gnx4sVTz03KrElNYXluUtnhR0mZNplze/ToUUyePFlVszCOxMr84A+rNPzI8/sUqUohx8Tvv/+upjT89ddfqmTc5s2bVdUObqxBREac9kBEFklOy0v5KglMUtdVQpbsACeL3p4/f/7V/1emSxj/X6lMIPNju3btqr4vo6MycipVB6S2sIRGCXMyomkKMndZpiFINYTu3burYCijnTLHWYLat7TxSzJkyKDCqPz/UvJLFr6NHTtWLdwT8j15XBmBloVfUi4uIpUgPkUeS0qRyZQHeQ5SLUPIbVn8JqO8Eu6NfuT5fY48npSKMwZ7mVoh/66y2E+myBARCZ3+w4ltRERE30hGVGVB3Z49e1RlCUsgc35l2gmrPRDZJo78EhGRzZDaxNevX4evry+KFi2qpmjIlAkish0Mv0REZDNkWgQR2TZOeyAiIiIim8FqD0RERERkMxh+iYiIiMhmMPwSERERkc1g+CUiIiIim8HwS0REREQ2g+GXiIiIiGwGwy8RERER2QyGXyIiIiKyGQy/RERERGQzGH6JiIiICLbi/7ewK2SWBp8aAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d48f2a6b2c934a9d86ea45ee9687459b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(FloatSlider(value=100.0, description='$Y_1$', readout_format='.1f'), FloatSlider(value=0…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Make the widget\n",
+    "# Make the static figure\n",
+    "FisherPlot2(100.0, 0.0, 0, 2.0, 1.0, 120, 120)\n",
+    "make_figs(\"firstPeriodIncome\",saveFigs=True,drawFigs=False,target_dir=\"Figures/FisherTwoPeriod\")\n",
     "\n",
+    "# Make the widget\n",
     "interact(\n",
-    "    FisherPlot1,\n",
+    "    FisherPlot2,\n",
     "    Y_1=Y_1_widget1,\n",
     "    Y_2=fixed(0.0),\n",
     "    B_1=B_1_widget1,\n",
@@ -442,7 +514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -450,7 +522,7 @@
     "\n",
     "\n",
     "# Define a function that plots something given some bits\n",
-    "def FisherPlot2(Y_1, Y_2, B_1, RHi, RLo, C_1_Max, C_2_Max):\n",
+    "def FisherPlot3(Y_1, Y_2, B_1, RHi, RLo, C_1_Max, C_2_Max):\n",
     "    # Basic setup of perfect foresight consumer\n",
     "    PFexample = (\n",
     "        PerfForesightConsumerType()\n",
@@ -485,20 +557,21 @@
     "        print(\"Those parameter values violate a condition required for solution!\")\n",
     "\n",
     "    # Plot the chart\n",
-    "    plt.figure(figsize=(8, 8))\n",
-    "    plt.xlabel(\"Period 1 Consumption $C_1$\")\n",
-    "    plt.ylabel(\"Period 2 Consumption $C_2$\")\n",
-    "    plt.ylim([C_2_Min, C_2_Max])\n",
-    "    plt.xlim([C_1_Min, C_1_Max])\n",
+    "    fig = plt.figure(figsize=(8, 8))\n",
+    "    ax  = fig.add_subplot(111)\n",
+    "    ax.set_xlabel(\"Period 1 Consumption $C_1$\")\n",
+    "    ax.set_ylabel(\"Period 2 Consumption $C_2$\")\n",
+    "    ax.set_ylim([C_2_Min, C_2_Max])\n",
+    "    ax.set_xlim([C_1_Min, C_1_Max])\n",
     "\n",
     "    # Plot the budget constraints\n",
     "    C_1_bc_RLo = np.linspace(C_1_Min, B_1 + Y_1 + Y_2 / RLo, 10, endpoint=True)\n",
     "    C_2_bc_RLo = (Y_1 + B_1 - C_1_bc_RLo) * RLo + Y_2\n",
-    "    plt.plot(C_1_bc_RLo, C_2_bc_RLo, \"k-\", label=\"Budget Constraint R Low\")\n",
+    "    ax.plot(C_1_bc_RLo, C_2_bc_RLo, \"k-\", label=\"Budget Constraint R Low\")\n",
     "\n",
     "    C_1_bc_RHi = np.linspace(C_1_Min, B_1 + Y_1 + Y_2 / RHi, 10, endpoint=True)\n",
     "    C_2_bc_RHi = (Y_1 + B_1 - C_1_bc_RHi) * RHi + Y_2\n",
-    "    plt.plot(C_1_bc_RHi, C_2_bc_RHi, \"k--\", label=\"Budget Constraint R High\")\n",
+    "    ax.plot(C_1_bc_RHi, C_2_bc_RHi, \"k--\", label=\"Budget Constraint R High\")\n",
     "\n",
     "    # The optimal consumption bundles\n",
     "    C_1_opt_RLo = PFexampleRLo.solution[0].cFunc(B_1 + Y_1 + Y_2 / RLo)\n",
@@ -515,7 +588,7 @@
     "    C_2_V_RLo = (((1 - CRRA) * V_RLo - C_1_V_RLo ** (1 - CRRA)) / beta) ** (\n",
     "        1 / (1 - CRRA)\n",
     "    )\n",
-    "    plt.plot(C_1_V_RLo, C_2_V_RLo, \"b-\", label=\"Indiferrence Curve R Low\")\n",
+    "    ax.plot(C_1_V_RLo, C_2_V_RLo, \"b-\", label=\"Indiferrence Curve R Low\")\n",
     "\n",
     "    V_RHi = C_1_opt_RHi ** (1 - CRRA) / (1 - CRRA) + beta * C_2_opt_RHi ** (1 - CRRA) / (\n",
     "        1 - CRRA\n",
@@ -524,7 +597,7 @@
     "    C_2_V_RHi = (((1 - CRRA) * V_RHi - C_1_V_RHi ** (1 - CRRA)) / beta) ** (\n",
     "        1 / (1 - CRRA)\n",
     "    )\n",
-    "    plt.plot(C_1_V_RHi, C_2_V_RHi, \"b--\", label=\"Indiferrence Curve R High\")\n",
+    "    ax.plot(C_1_V_RHi, C_2_V_RHi, \"b--\", label=\"Indiferrence Curve R High\")\n",
     "\n",
     "    # The substitution effect\n",
     "    C_1_Subs = (\n",
@@ -539,30 +612,29 @@
     "\n",
     "    C_1_bc_HW = np.linspace(C_1_Min, B_1 + Y_1 + Y_2HW / RLo, 10, endpoint=True)\n",
     "    C_2_bc_HW = (Y_1 + B_1 - C_1_bc_HW) * RLo + Y_2HW\n",
-    "    plt.plot(C_1_bc_HW, C_2_bc_HW, \"k:\")\n",
+    "    ax.plot(C_1_bc_HW, C_2_bc_HW, \"k:\")\n",
     "\n",
     "    VHW = (C_1HW ** (1 - CRRA)) / (1 - CRRA) + (beta * C_2HW ** (1 - CRRA)) / (1 - CRRA)\n",
     "    C_1_V_HW = np.linspace(((1 - CRRA) * VHW) ** (1 / (1 - CRRA)) + 0.5, C_1_Max, 1000)\n",
     "    C_2_V_HW = (((1 - CRRA) * VHW - C_1_V_HW ** (1 - CRRA)) / beta) ** (1 / (1 - CRRA))\n",
-    "    plt.plot(C_1_V_HW, C_2_V_HW, \"b:\")\n",
+    "    ax.plot(C_1_V_HW, C_2_V_HW, \"b:\")\n",
     "\n",
     "    # Plot the points of interest\n",
-    "    plt.plot(C_1_opt_RLo, C_2_opt_RLo, \"ro\", label=\"A: Optimal Consumption R Low\")\n",
-    "    plt.plot(\n",
+    "    ax.plot(C_1_opt_RLo, C_2_opt_RLo, \"ro\", label=\"A: Optimal Consumption R Low\")\n",
+    "    ax.plot(\n",
     "        C_1_Subs, C_2_Subs, \"go\", label=\"B: Income effect DB \\n    Substitution effect BC\"\n",
     "    )\n",
-    "    plt.plot(C_1_opt_RHi, C_2_opt_RHi, \"mo\", label=\"C: Optimal Consumption R High\")\n",
-    "    plt.plot(C_1HW, C_2HW, \"co\", label=\"D: HW effect AD\")\n",
+    "    ax.plot(C_1_opt_RHi, C_2_opt_RHi, \"mo\", label=\"C: Optimal Consumption R High\")\n",
+    "    ax.plot(C_1HW, C_2HW, \"co\", label=\"D: HW effect AD\")\n",
     "\n",
-    "    plt.legend()\n",
-    "    plt.show()\n",
+    "    ax.legend()\n",
     "\n",
     "    return None"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -636,14 +708,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure secondPeriodIncome in Figures/FisherTwoPeriod\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a943809c0a404413861acfb6e213c310",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(FloatSlider(value=100.0, description='$Y_2$', readout_format='.1f'), FloatSlider(value=2…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# Make the widget\n",
+    "# Make the static figure\n",
+    "FisherPlot3(0.0, 100.0, 0, 2.0, 1.0, 120, 120)\n",
+    "make_figs(\"secondPeriodIncome\",saveFigs=True,drawFigs=False,target_dir=\"Figures/FisherTwoPeriod\")\n",
     "\n",
+    "# Make the widget\n",
     "interact(\n",
-    "    FisherPlot2,\n",
+    "    FisherPlot3,\n",
     "    Y_1=fixed(0.0),\n",
     "    Y_2=Y_2_widget2,\n",
     "    B_1=fixed(0.0),\n",
@@ -665,12 +772,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Create plotting function\n",
-    "def FisherPlot3(M_1, R, beta, CRRA, C_1_Max, C_2_Max):\n",
+    "def FisherPlot4(M_1, R, beta, CRRA, C_1_Max, C_2_Max):\n",
     "    # Basic setup of perfect foresight consumer\n",
     "\n",
     "    # We first create an instance of the class\n",
@@ -701,21 +808,22 @@
     "    # Create the figure\n",
     "    C_1_Min = 0.0\n",
     "    C_2_Min = 0.0\n",
-    "    plt.figure(figsize=(8, 8))\n",
-    "    plt.xlabel(\"Period 1 Consumption $C_1$\")\n",
-    "    plt.ylabel(\"Period 2 Consumption $C_2$\")\n",
-    "    plt.ylim([C_2_Min, C_2_Max])\n",
-    "    plt.xlim([C_1_Min, C_1_Max])\n",
+    "    fig = plt.figure(figsize=(8, 8))\n",
+    "    ax  = fig.add_subplot(111)\n",
+    "    ax.set_xlabel(\"Period 1 Consumption $C_1$\")\n",
+    "    ax.set_ylabel(\"Period 2 Consumption $C_2$\")\n",
+    "    ax.set_ylim([C_2_Min, C_2_Max])\n",
+    "    ax.set_xlim([C_1_Min, C_1_Max])\n",
     "\n",
     "    # Plot the budget constraint\n",
     "    C_1_bc = np.linspace(C_1_Min, M_1, 10, endpoint=True)\n",
     "    C_2_bc = (M_1 - C_1_bc) * R\n",
-    "    plt.plot(C_1_bc, C_2_bc, \"k-\", label=\"Budget Constraint\")\n",
+    "    ax.plot(C_1_bc, C_2_bc, \"k-\", label=\"Budget Constraint\")\n",
     "\n",
     "    # Plot the optimal consumption bundle\n",
     "    C_1 = PFexample.solution[0].cFunc(M_1)\n",
     "    C_2 = PFexample.solution[1].cFunc((M_1 - C_1) * R)\n",
-    "    plt.plot(C_1, C_2, \"ro\", label=\"Optimal Consumption\")\n",
+    "    ax.plot(C_1, C_2, \"ro\", label=\"Optimal Consumption\")\n",
     "\n",
     "    # Plot the indifference curve\n",
     "    V = C_1 ** (1 - CRRA) / (1 - CRRA) + beta * C_2 ** (1 - CRRA) / (\n",
@@ -723,18 +831,17 @@
     "    )  # Get max utility\n",
     "    C_1_V = np.linspace(((1 - CRRA) * V) ** (1 / (1 - CRRA)) + 0.1, C_1_Max, 1000)\n",
     "    C_2_V = (((1 - CRRA) * V - C_1_V ** (1 - CRRA)) / beta) ** (1 / (1 - CRRA))\n",
-    "    plt.plot(C_1_V, C_2_V, \"b-\", label=\"Indiferrence Curve\")\n",
+    "    ax.plot(C_1_V, C_2_V, \"b-\", label=\"Indiferrence Curve\")\n",
     "\n",
     "    # Add a legend and display the plot\n",
-    "    plt.legend()\n",
-    "    plt.show()\n",
+    "    ax.legend()\n",
     "\n",
     "    return None"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -806,11 +913,54 @@
     "# Define a textbox for C_2 max\n",
     "C_2_Max_widget = widgets.FloatText(\n",
     "    value=20, step=1.0, description=\"$C_2$ max\", disabled=False\n",
-    ")\n",
+    ")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure changeCRRA in Figures/FisherTwoPeriod\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b1df68f839984aa0a71658d629d0e750",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(FloatSlider(value=10.0, description='$M_1$', max=10.0, min=0.1, readout_format='4f'), Fl…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Make the static figure\n",
+    "FisherPlot4(10, 1.02, 0.9, 2, 20, 20)\n",
+    "make_figs(\"changeCRRA\",saveFigs=True,drawFigs=False,target_dir=\"Figures/FisherTwoPeriod\")\n",
     "\n",
     "# Make the widget\n",
     "interact(\n",
-    "    FisherPlot3,\n",
+    "    FisherPlot4,\n",
     "    M_1=M_1_widget,\n",
     "    R=Rfree_widget,\n",
     "    beta=Beta_widget,\n",
@@ -827,7 +977,7 @@
    "notebook_metadata_filter": "all"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -841,7 +991,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/notebooks/Gentle-Intro-To-HARK-Buffer-Stock-Model.ipynb b/notebooks/Gentle-Intro-To-HARK-Buffer-Stock-Model.ipynb
index c8198950..6db816d1 100644
--- a/notebooks/Gentle-Intro-To-HARK-Buffer-Stock-Model.ipynb
+++ b/notebooks/Gentle-Intro-To-HARK-Buffer-Stock-Model.ipynb
@@ -24,7 +24,7 @@
     "#   If you do this, you can restart the kernel (see the \"Kernel\" menu above) and start over\n",
     "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n",
     "from HARK.ConsumptionSaving.ConsIndShockModel import PerfForesightConsumerType\n",
-    "from HARK.utilities import plot_funcs\n",
+    "from HARK.utilities import plot_funcs, make_figs\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
     "import numpy as np\n",
@@ -171,7 +171,6 @@
        " '__format__',\n",
        " '__ge__',\n",
        " '__getattribute__',\n",
-       " '__getstate__',\n",
        " '__gt__',\n",
        " '__hash__',\n",
        " '__init__',\n",
@@ -195,6 +194,7 @@
        " 'add_to_time_vary',\n",
        " 'assign_parameters',\n",
        " 'bilt',\n",
+       " 'cFunc_terminal_',\n",
        " 'calc_impulse_response_manually',\n",
        " 'calc_limiting_values',\n",
        " 'calc_stable_points',\n",
@@ -263,6 +263,7 @@
        " 'simulate',\n",
        " 'simulation_defaults',\n",
        " 'solution_terminal',\n",
+       " 'solution_terminal_',\n",
        " 'solve',\n",
        " 'solve_one_period',\n",
        " 'solving_defaults',\n",
@@ -278,7 +279,9 @@
        " 'track_vars',\n",
        " 'transition',\n",
        " 'unpack',\n",
+       " 'unpack_cFunc',\n",
        " 'update',\n",
+       " 'vFunc_terminal_',\n",
        " 'verbose']"
       ]
      },
@@ -350,11 +353,18 @@
    "execution_count": 6,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure PermShkDstn in Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -363,11 +373,13 @@
    ],
    "source": [
     "# Plot values for equiprobable distribution of permanent shocks\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.scatter(IndShockExample.PermShkDstn[0].atoms, IndShockExample.PermShkDstn[0].pmv)\n",
+    "ax.set_xlabel(\"Value\")\n",
+    "ax.set_ylabel(\"Probability Mass\")\n",
     "\n",
-    "plt.scatter(IndShockExample.PermShkDstn[0].atoms, IndShockExample.PermShkDstn[0].pmv)\n",
-    "plt.xlabel(\"Value\")\n",
-    "plt.ylabel(\"Probability Mass\")\n",
-    "plt.show()"
+    "# Use custom function to save figure in multiple formats\n",
+    "make_figs(\"PermShkDstn\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model\")"
    ]
   },
   {
@@ -396,7 +408,7 @@
     {
      "data": {
       "text/plain": [
-       "<HARK.ConsumptionSaving.ConsIndShockModel.ConsumerSolution at 0x15aaad02d80>"
+       "<HARK.ConsumptionSaving.ConsIndShockModel.ConsumerSolution at 0x2a5e5246f20>"
       ]
      },
      "execution_count": 7,
@@ -425,20 +437,17 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x15aaadb4e30>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure cFuncTerminal in Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model\n"
+     ]
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAO6xJREFUeJzt3Qd8zXf7//ErQWInRolVWt3VGrFX0SjlNlq97b1rFS2qVTopVdXae5QaVVRRalYVtXvrwK3UKDFqh0gk5/+4rt8/bjRGIsn3jNfz8Ti3fo9z+Pje5LzzuT6f6+PncrlcAgAA4BB/p35jAAAARRgBAACOIowAAABHEUYAAICjCCMAAMBRhBEAAOAowggAAHAUYQQAADgqtXiA2NhYOXr0qGTKlEn8/PycHg4AALgL2lf1woULkjt3bvH39/fsMKJBJF++fE4PAwAAJMLhw4clb968nh1GdEYk7g+TOXNmp4cDAADuwvnz520yIe5z3KPDSFxpRoMIYQQAAM9ypyUWLGAFAACOIowAAABHEUYAAICjCCMAAMBRhBEAAOAowggAAHAUYQQAADiKMAIAABzlEU3PAABA0ouJdcnmA6flxIVIyZEprZR8IKuk8vdz/5mRdevWSa1atezQG+2otnDhwju+Z+3atVKsWDEJDAyUhx56SKZOnZrY8QIAgCSw7JdjUn7wamk0YZO8Mnun/ajX+rzbh5GIiAgpXLiwjBo16q5ef+DAAalZs6ZUrlxZdu7cKd27d5e2bdvK8uXLEzNeAABwjzRwvDxjuxw7F3nD8+HnIu35lA4kfi493zexb/bzkwULFkjdunVv+Zo+ffrIkiVL5Jdffrn2XMOGDeXs2bOybNmyuz5oJygoSM6dO8fZNAAA3GNpRmdAbg4icbRIExKUVtb3qXLPJZu7/fxO9gWsGzdulLCwsBueq1atmj1/K1euXLE/wPUPAABw73SNyPVB5NKeDXJywUBxxcbYtc5Q6M/r61JKsoeR8PBwyZkz5w3P6bUGjMuXL8f7nkGDBlmSinvo8cMAAODe6WJV5boaJadXjJWTCwfKpb0b5OKulfG+zme39vbt29emdOIehw8fdnpIAAB4hRyZ0kr0maMSPqOXXNi+2J7LXKqeZCz07D9e5zVbe0NCQuT48eM3PKfXWjtKly5dvO/RXTf6AAAASevPzSvk+LTuEnPlkvinyyzZa/aUdAWL/2PNiG7z9ZowUqZMGVm6dOkNz61YscKeBwAAKUOXRuiO1vHjx9t1YN4n5b7avSRVpuzXXhO3XHVArSdStN9Igss0Fy9etC26+ojbuqv/fejQoWsllubNm197fceOHWX//v3Su3dv2b17t4wePVrmzp0rPXr0SMo/BwAAuIU9e/ZI6dKlLYjoTth+/frJV998K3nz5r3hdTojMqZpMaleKJekpATPjGzdutV6hsTp2bOn/diiRQtrZnbs2LFrwUQ98MADtrVXw8enn35qf/CJEyfajhoAAJC8ZsyYYRMD2icsR44cdl21alX7uepP53WLDqz31GckpdBnBACAhLl06ZJ06dJFpkyZYtc6kTBz5kzJlSvlZj3cps8IAABIWb/++quUKFHCgoiWZd5++21br5mSQSQhOCgPAAAv4XK5bMlE586dbcGq7mj94osvblhe4Y4IIwAAeIGLFy9Kp06d5PPPP7drXRei60N0nYi7o0wDAICH+89//iPFixe3IOLv7y8ffPCBnf/mCUFEMTMCAIAHl2UmTJggr7zyikRGRkqePHlk1qxZUqFCBfEkhBEAADzQ+fPnpUOHDjJ79my7rlGjhkybNk2yZ/9fEzNPQZkGAAAPs2PHDgkNDbUgkjp1ahkyZIh88803HhlEFDMjAAB4UFlm9OjR1nA0KipK7r//fgsknn7ECmEEAAAPcPbsWWnbtq189dVXdl27dm3rI5I1a8odaJdcKNMAAODmtmzZIsWKFbMgkiZNGvnkk09k4cKFXhFEFDMjAAC4cVnm008/tcNmo6Oj7by3OXPmWHdVb0IYAQDADZ0+fVpatWolixYtsut69erZQbPBwcHibSjTAADgZjZu3ChFixa1IBIQECAjR46UL7/80iuDiCKMAADgJmJjY+Wjjz6SihUryqFDh+Shhx6STZs22VkzeuCdt6JMAwCAGzh16pS0aNFCli5datcNGzaUcePGSebMmcXbMTMCAIDDfvjhBylSpIgFkbRp01oI0dN2fSGIKMIIAAAOlmUGDhwolStXlr/++kseffRR+emnn6R9+/ZeXZa5GWUaAAAccOLECWnatKmsWLHCrps1a2bdVTNmzCi+hjACAEAKW7NmjTRu3FjCw8MlXbp0MmrUKGnZsqVPzYZcjzINAAApJCYmRt555x0JCwuzIPLEE09Yd1XtJ+KrQUQxMwIAQAo4duyYlWVWr15t161bt5YRI0ZI+vTpxdcRRgAASGa6LkSDiK4TyZAhg4wZM8bWiOD/UKYBACCZXL16Vfr16yfVqlWzIPL000/L1q1bCSI3YWYEAIBkoFt1GzVqZD1EVIcOHey0XV2wihsRRgAASGLffvutNG/e3LqqZsqUScaPH28dVRE/yjQAACSR6Oho6dOnj9SoUcOCiB52t337doLIHTAzAgBAEtCD7TR06Im7qkuXLnbonbZ3x+0RRgAAuEeLFi2ypmVnzpyRoKAgmTRpktSrV8/pYXkMyjQAACRSVFSU9OzZU+rUqWNBpESJElaWIYgkDDMjAAAkwoEDB6wss3nzZrvu3r27DB48WAICApwemschjAAAkEDz58+3Dqrnzp2TLFmyyNSpU6V27dpOD8tjUaYBAOAuXblyRbp27WplGA0ipUuXlh07dhBE7hFhBACAu7Bv3z4pW7asjBw50q579+4t69atk/z58zs9NI9HmQYAgDuYO3eutG3bVi5cuCDZsmWT6dOnWy8RJA1mRgAAuIXLly9Lx44dpUGDBhZEypcvLzt37iSIJDHCCAAA8dizZ4+tCRk3bpz4+fnJm2++KWvWrJG8efM6PTSvQ5kGAICbzJgxw2ZEIiIi5L777pOZM2dK1apVnR6W12JmBACA/+/SpUvSpk0badasmQWRypUry88//0wQSWaEEQAAROS3336TkiVLyuTJk60sM2DAAFmxYoXkypXL6aF5Pco0AACfp03LOnXqZAtWQ0JCrCxTpUoVp4flM5gZAQD4rIsXL0qLFi2kVatWFkS0HKO7ZQgiKYswAgDwSbt27bKD7bRniL+/v7z//vuybNkyyZkzp9ND8zmUaQAAPsXlcsnEiROlW7duEhkZKXny5JFZs2ZJhQoVnB6azyKMAAB8xvnz56VDhw4ye/Zsu37++edtZiR79uxOD82nUaYBAPgEPdAuNDTUgkiqVKlkyJAhsnjxYoKIG2BmBADg9WWZMWPGSI8ePSQqKkry5csnc+bMkTJlyjg9NPx/hBEAgNc6d+6cHXA3b948u65du7ZMmTJFsmbN6vTQcB3KNAAAr7RlyxYpWrSoBZE0adLIsGHDZOHChQQRN8TMCADA68oyn332mfTq1Uuio6OlQIECVpbR7qpwT4QRAIDXOH36tLRu3Vq+/vpru37xxRdl0qRJEhwc7PTQcBuUaQAAXmHTpk1WltEgEhAQICNGjLASDUHE/RFGAAAeLTY2VoYOHWpNyw4dOiQFCxaUjRs3SpcuXezAO7g/yjQAAI916tQpadmypSxZssSuGzRoIOPHj5fMmTM7PTQkAGEEAOCR1q9fL40aNZIjR45IYGCgLVpt164dsyEeiDINAMDjyjKDBg2SSpUqWRB55JFHZPPmzdK+fXuCiIdiZgQA4DFOnDghzZo1k++++86umzZtat1VM2bM6PTQcA8IIwAAj7B27Vpp3LixHDt2TNKlSycjR46UVq1aMRviq2WaUaNGWROZtGnTSqlSpWx67HaGDx8ujz76qP3l0TMB9HwAPbYZAIA7iYmJkXfffVeeffZZCyJPPPGEdVfVfiIEER+dGdEudj179pSxY8daENGgUa1aNdmzZ4/kyJHjH6//4osv5PXXX5fJkydL2bJlZe/evbbyWf8CaWteAABuJTw8XJo0aSKrV6+2a50J0f4hGTJkcHpocHJmRAOErlbWvxCaTjWUpE+f3sJGfDZs2CDlypWzqTWdTXnuueds9fOdZlMAAL5t5cqVUrhwYQsiGj6mT59unzUEER8PI3r08rZt2yQsLOx/v4C/v11rg5n46GyIvicufOzfv1+WLl0qNWrUuOXvc+XKFTl//vwNDwCAb7h69aq89dZb9s2rLlh96qmnZOvWrbZwFd4pdUKby2jtLmfOnDc8r9e7d++O9z06I6LvK1++vB1epH/JOnbsKG+88cYtfx/dsvXOO+8kZGgAAC/w119/2efGunXr7Fq36+pyAF1zCO/lnxKrnwcOHCijR4+W7du3y/z5861T3nvvvXfL9/Tt21fOnTt37XH48OHkHiYAwGHLli2TIkWKWBDRrbqzZs2ScePGEUR8QIJmRrJnzy6pUqWS48eP3/C8XoeEhMT7Hp1q06m1tm3b2rVOt0VERFjaffPNN63MczPtpKcPAID3i46Ots+KwYMH27UedqebJR5++GGnhwZ3nBnRUxBDQ0Nl1apVN3TC0+syZcrE+55Lly79I3BooFFatgEA+C6d+dZOqnFBpHPnzrbxgSDiWxK8tVe39bZo0UKKFy8uJUuWtFqeznTo7hrVvHlzyZMnj637ULVq1bIdOJp0dSvwvn37LAHr83GhBADge7755htr9XD69Gk72G7SpEny0ksvOT0seEIY0RMRT548Kf3797f931rf0zpf3KJWPb75+pmQfv36WU8R/VEXJt13330WRD744IOk/ZMAADyC7szUtYFxvab0m1styzz44INODw0O8XN5QK1Et/YGBQXZYlaOhQYAz3XgwAFp2LDhtXYP3bt3txKNLgOA97nbz2/OpgEApIgFCxZYSV8/mIKDg2Xq1KlSp04dp4cFX9jaCwDwbdrIslu3bvLiiy9aECldurTs3LmTIIJrCCMAgGTzxx9/2JEgep6M6tWrl/URyZ8/v9NDgxuhTAMASBZz5861HlMXLlyQbNmyybRp06RmzZpODwtuiJkRAECSioyMlJdfftl2X2oQ0eNAtCxDEMGtEEYAAElm7969tiZET3TXtg56DtmaNWskb968Tg8NbowyDQAgScycOVM6dOhgjTC1p9SMGTPs5F3gTpgZAQDcEz32Q9eGNG3a1IKItnfXsgxBBHeLMAIASLTffvvNjgbRVu5alhkwYICsXLlScufO7fTQ4EEo0wAAEkWblunBdjozoie3a5mmSpUqTg8LHoiZEQBAgly8eNEOTNVuqhpEwsLCrCxDEEFiEUYAAHdt165dUqJECZk+fbodivr+++/fcFgqkBiUaQAAd6Rnquq6kK5du1ofEV0TMmvWLKlYsaLTQ4MXIIwAAG5LG5fpll0NH6p69eo2M6Lbd4GkQJkGAHBLuhYkNDTUgkiqVKlk8ODBsmTJEoIIkhQzIwCAeMsy2kW1R48edupuvnz5ZPbs2VK2bFmnhwYvRBgBANzg3Llz0q5dO/nyyy/tulatWjJlyhQ77A5IDpRpAADXbN26VYoVK2ZBJHXq1DJs2DD5+uuvCSJIVsyMAACsLPPZZ59Jr169JDo6WgoUKCBz5syx7qpAciOMAICPO3PmjLRu3VoWLlxo1y+88IJMnjxZgoODnR4afARlGgDwYT/99JMULVrUgkhAQICMGDFCvvrqK4IIUhRhBAB8UGxsrHz88cdSvnx5OXjwoBQsWFA2bNggXbp0sQPvgJREmQYAfMzff/9tZ8tovxBVv359GT9+vAQFBTk9NPgoZkYAwIf8+OOPUqRIEQsigYGB1ktE+4cQROAkwggA+EhZ5sMPP5RnnnlGjhw5Io888oitF9E275Rl4DTKNADg5U6cOCHNmzeX5cuX23WTJk1kzJgxkilTJqeHBhjCCAB4se+//14aNWokx44dk3Tp0snIkSOlVatWzIbArVCmAQAvFBMTI++9955UqVLFgsjjjz8umzdvtn4iBBG4G2ZGAMDLhIeHS9OmTWXVqlV23bJlS5sRyZAhg9NDA+JFGAEAL6IBRNeEHD9+XNKnT29rQ3S9CODOKNMAgBe4evWq9O/fX6pWrWpBpFChQrJt2zaCCDwCMyMA4OGOHj1qi1TXrVtn1+3atZNPP/3UFqwCnoAwAgAebNmyZdKsWTM5deqUZMyY0TqpajABPAllGgDwQFqW6du3rzz//PMWRLSr6vbt2wki8EjMjACAhzl8+LCFDm3trjp16mSH3qVNm9bpoQGJQhgBAA+yePFiO+Tu9OnTkjlzZpk0aZK89NJLTg8LuCeUaQDAA0RFRclrr70mtWrVsiBSvHhx2bFjB0EEXoGZEQBwc3/++ac0bNjQDrZTr7zyigwePNhO3QW8AWEEANzYwoUL7SyZs2fPSnBwsEyZMkXq1q3r9LCAJEWZBgDc0JUrV2wG5IUXXrAgUqpUKdm5cydBBF6JMAIAbuaPP/6QcuXKyWeffWbXulbkhx9+kPz58zs9NCBZUKYBADfy5ZdfStu2beX8+fOSNWtWmT59utSsWdPpYQHJipkRAHADkZGR1i+kfv36FkR0ZkTLMgQR+ALCCAA4bO/evVK6dGk7YVdpZ9W1a9dKvnz5nB4akCIo0wCAg7744gvp0KGDXLx4Ue677z75/PPPpVq1ak4PC0hRzIwAgAMuXbpkp+s2adLEgkilSpWsLEMQgS8ijABACvv9999tq+7EiRPFz89P+vfvLytXrpTcuXM7PTTAEZRpACAFTZs2zRaq6sxIzpw5ZebMmfLss886PSzAUcyMAEAKiIiIkJYtW9pDg4gGEC3LEEQAwggAJLtffvnFDrbTWRF/f3957733ZPny5RISEuL00AC3QJkGAJKJy+WSSZMmSdeuXa2PiK4J0d0zzzzzjNNDA9wKYQQAksGFCxekY8eOFj5U9erVrZuqbt8FcCPKNACQxHQtiJZlNIikSpVKPvzwQ1myZAlBBLgFZkYAIAnLMmPHjpUePXrYqbt58+aV2bNnW2t3ALdGGAGAJHDu3Dlp3769zJ07167/9a9/ydSpUyVbtmxODw1we5RpAOAebdu2TYoVK2ZBJHXq1PLxxx/LokWLCCJAcoaRUaNGSYECBSRt2rTWRXDz5s23ff3Zs2elc+fOkitXLgkMDJRHHnlEli5dmpjfGgDcqiwzYsQIKVu2rOzfv1/y588v69evl549e1pnVQDJVKaZM2eO/UPTuqgGkeHDh9tZCnv27JEcOXL84/VRUVFStWpV+7l58+ZJnjx55ODBgxIcHJzQ3xoA3MaZM2ekTZs2smDBAruuW7euTJ48WbJkyeL00ACP4+fSaJ8AGkBKlCghI0eOtOvY2Fg75lr30b/++uv/eL2Glo8++kh2794tadKkSdQgz58/L0FBQVaTzZw5c6J+DQBIKj/99JM0aNDAvrEKCAiQoUOHSpcuXZgNARL5+Z2gMo3OcmhtNCws7H+/gL+/XW/cuDHe92jdtEyZMlam0XMYChUqJAMHDpSYmJhb/j66Cl3/ANc/AMBp+r2brgcpX768BZEHH3xQNmzYYN+MEUSAxEtQGDl16pSFCA0V19Pr8PDweN+jdVQtz+j7dJ3IW2+9Zf+Y33///Vv+PoMGDbIkFffQmRcAcNLff/8ttWvXltdee02uXr0q//73v2X79u0SGhrq9NAAj5fsu2m0jKPrRcaPH2//aHVq880337Tyza307dvXpnTiHocPH07uYQLALf34449StGhRWbx4sS3CHzNmjK2f02+WAKTwAtbs2bNbN8Hjx4/f8Lxe3+rAJ91Bo2tF9H1xHn/8cZtJ0bKP1ltvpv/Y9QEATtJvpoYMGSL9+vWz2d2HH37Ytu8WKVLE6aEBvjszosFBZzdWrVp1wz9WvdZ1IfHRzoP79u2z18XZu3evhZT4gggAuIOTJ09KzZo1baZWg0jjxo1tzRxBBHCDMo1u650wYYIdhf3777/Lyy+/LBEREdKqVSv7+ebNm9s/3jj686dPn5ZXXnnFQoiez6ALWHVBKwC4o3Xr1lnoWLZsmfVTmjhxosyYMUMyZcrk9NAAr5TgPiO65kO/Y+jfv7+VWuL+wcYtaj106JDtsImji0+XL19uZzU8/fTT1mdEg0mfPn2S9k8CAPdIZ0B0Af2AAQNsNldLylqW0V2AANyoz4gT6DMCILnp2rcmTZpcK0O3aNHCuk1nyJDB6aEBHutuP785KA+Az9MAokFEA0n69Oll9OjRFkYApAwOygPg02UZLcnokRUaRLQcs3XrVoIIkMKYGQHgk44ePWo7ZL7//nu7btu2rXz66ac2MwIgZRFGAPgcXVTfrFkzW4yfMWNGGTdunAUTAM6gTAPAZ2gbd209UL16dQsihQsXtt4hBBHAWcyMAPAJeqxEo0aNrLW76tSpk52TpX1EADiLMALA62mzRW3IqA0YdXuhNjHTg+4AuAfKNAC8VnR0tPTq1Uv+9a9/WRDR4yz0pF2CCOBemBkB4JUOHjxoHaN/+uknu+7WrZsdeschnID7IYwA8DoLFy6087LOnj0rwcHBMmXKFKlbt67TwwJwC5RpAHiNK1euSPfu3eWFF16wIFKqVCnZsWMHQQRwc4QRAF5h//79Uq5cOWtcpl599VU7fbdAgQJODw3AHVCmAeDx5s2bJ23atLFDubJmzSrTpk2zRasAPAMzIwA8VmRkpHTu3Nl2x2gQ0ZmRnTt3EkQAD0MYAeCR/vvf/0qZMmXshF2lnVXXrFkj+fLlc3poABKIMg0AjzNr1ixp3769XLx4UbJnzy4zZsyQatWqOT0sAInEzAgAj3H58mULIXqWjAaRZ555Rn7++WeCCODhCCMAPMLu3bulZMmSMmHCBPHz85O33npLVq5cKblz53Z6aADuEWUaAG5v+vTp8vLLL8ulS5ckZ86cVpYJCwtzelgAkggzIwDcVkREhHVSbdGihQWRZ5991nbLEEQA70IYAeCWfv31VyvLTJ06Vfz9/eXdd9+V5cuXS0hIiNNDA5DEKNMAcCsul0smT54sXbt2tQWruXLlst0zulgVgHcijABwGxcuXLC1ITNnzrRr3SWj60Vy5Mjh9NAAJCPKNADcgm7RLV68uAWRVKlSyaBBg2Tp0qUEEcAHMDMCwPGyzLhx4+y0XT11N2/evFaWKV++vNNDA5BCCCMAHKPnybRr107mzp1r13qmjC5YzZYtm9NDA5CCKNMAcMS2bdukWLFiFkRSp04tQ4cOlUWLFhFEAB/EzAiAFC/LjBw5Ul577TWJioqS/Pnzy+zZs6V06dJODw2AQwgjAFLM2bNnpU2bNjJ//ny7rlu3rm3jzZIli9NDA+AgyjQAUsTmzZulaNGiFkTSpEkjn376qf03QQQAYQRAspdlhg0bJuXKlZM///xTHnzwQdmwYYN069bNDrwDAMo0AJLN6dOnpWXLlvLNN9/Y9UsvvSQTJ06UoKAgp4cGwI0wMwIgWejsR5EiRSyIBAYGyujRo23nDEEEwM0IIwCSVGxsrAwePFgqVqwohw8flocfflg2bdpkbd4pywCID2UaAEnm5MmT0qJFC/n222/tunHjxjJ27FjJlCmT00MD4MYIIwCSxLp166RRo0Zy9OhRSZs2rYwYMcK28TIbAuBOKNMAuCcxMTHy/vvvS+XKlS2IPPbYY7aNt23btgQRAHeFmREAiXb8+HFp2rSprFy50q61RDNq1CjJkCGD00MD4EEIIwASZfXq1dKkSRMJDw+X9OnT224ZDSMAkFCUaQAkuCwzYMAACQsLsyDy5JNPypYtWwgiABKNmREAd03XhOhsyNq1a+1a14VoW3edGQGAxCKMALgr3333na0P0e27GTNmlHHjxtnWXQC4V5RpANzW1atX5Y033pBq1apZEClcuLBs27aNIAIgyTAzAuCWjhw5Yr1D1q9fb9faRVUPvdM+IgCQVAgjAOK1dOlSad68ufz999/WQVUPuKtfv77TwwLghSjTALhBdHS09O7dW2rWrGlBJDQ0VHbs2EEQAZBsmBkBcM3BgwelYcOGdrCd6tq1q3z00Ud26i4AJBfCCADz9ddfS6tWreTMmTMSHBwskydPlhdeeMHpYQHwAZRpAB8XFRUl3bt3l7p161oQKVmypJVlCCIAUgphBPBh+/fvl3LlylnjMvXqq6/KDz/8IAUKFHB6aAB8CGUawEfNmzdP2rRpI+fPn5esWbPK1KlTpVatWk4PC4APYmYE8DGRkZHSuXNn+fe//21BpGzZslaWIYgAcAphBPAh//3vfy186Am7qk+fPnbOzP333+/00AD4MMo0gI+YPXu2tGvXTi5evCjZs2eXzz//XKpXr+70sACAmRHA212+fFk6dOhgbd01iFSsWFF27txJEAHgNggjgBfbvXu3lCpVSsaPHy9+fn7Sr18/WbVqleTJk8fpoQHAvYWRUaNG2dY/PSxLv9Bt3rz5rqeJ9Qui9jMAkLy0DFO8eHHZtWuX5MyZU7777jt57733JHVqqrMAPDyMzJkzR3r27CkDBgyQ7du323HierT4iRMnbvu+P//8U1577TWpUKHCvYwXwB1ERERI69at7ZA7/e8qVapYWSYsLMzpoQFA0oQRPT5cF8Fp2+gnnnhCxo4dK+nTp7fW0bcSExMjTZo0kXfeeUcefPDBhP6WAO7Sr7/+ah1Up0yZIv7+/vZvTmdEQkJCnB4aACRNGNG20du2bbvhOyz9gqfXGzduvOX73n33XcmRI4c1WLobV65csf4H1z8A3JrL5bJvCEqUKCG//fab5MqVy9aG9O/fX1KlSuX08AAg6cLIqVOnbJZD68/X0+vw8PB437N+/XqZNGmSTJgw4a5/n0GDBklQUNC1R758+RIyTMCn6A6ZZs2aWdjXnTPPPfeclWUqVark9NAAwPndNBcuXLAvkhpEtK/B3erbt6+cO3fu2uPw4cPJOUzAY/38888SGhoqM2fOtBmQgQMHyrfffmszkQDgKRK0rF4DhX7BO378+A3P63V8Nek//vjDFq5e32Y6Njb2/37j1Kllz549UrBgwX+8LzAw0B4Abl2W0e26r7zyipU1dauu7lYrX76800MDgOSdGQkICLDvwrQWfX240OsyZcr84/WPPfaYbSvUKeO4R+3ataVy5cr235RfgITTNVTawKxjx44WRGrWrGn/nggiADxVghsO6LbeFi1aWP8CXbU/fPhw2z6ou2uUbifU79J03Yf2ISlUqNAN7w8ODrYfb34ewJ3pdvr69evbrKPOLuq/M/03qQvJAcBnwkiDBg3k5MmTtkpfF60WKVJEli1bdm1R66FDh/jCCCRDWUabDb766qu2qy1//vxWlildurTTQwOAe+bn0q9yHjAtrbtqdDFr5syZnR4OkKLOnj1rO2Xmz59v13Xq1LE+IlmyZHF6aACQJJ/fTGEAbkyPWihatKgFkTRp0lhZdMGCBQQRAF6FMAK4IZ2w/OSTT2xRqu5Ie+CBB+THH3+03TN6vhMAeBNOzALczOnTp21B+KJFi+z6pZdekokTJ9pUJwB4I2ZGADeyYcMGWxSuQUS30uui1blz5xJEAHg1wgjgBrRfz5AhQ6RixYrWcfihhx6STZs2SadOnSjLAPB6lGkAh+lWee3do23clTY0GzdunGTKlMnpoQFAiiCMAA764YcfpGHDhnL06FFrEvjZZ59J27ZtmQ0B4FMo0wAOlWU++OADO1lXg4genaDbeNu1a0cQAeBzmBkBUpgeLKmnWa9YseLaEQq6UDVjxoxODw0AHEEYAVLQ6tWrpUmTJnaUQvr06S2EtGzZ0ulhAYCjKNMAKSAmJkbefvttCQsLsyDy5JNPypYtWwgiAMDMCJD8jh07ZrMha9assWs9Z0YXqurMCACAMAIkq++++06aNm1q23czZMhgW3Y1mAAA/ocyDZAMrl69Km+++aZUr17dgsjTTz8t27ZtI4gAQDyYGQGS2JEjR6Rx48bWQ0R17NhRhg0bJunSpXN6aADglggjQBJaunSpbdX9+++/rYPqhAkTpEGDBk4PCwDcGmUaIAlER0dL7969pWbNmhZEihUrJtu3byeIAMBdYGYEuEeHDh2ylu4bN260665du8pHH30kgYGBTg8NADwCYQS4B4sWLbJeIWfOnJGgoCCZPHmyvPjii04PCwA8CmUaIBGioqKkR48eUqdOHQsiJUqUkB07dhBEACARCCNAAh04cEDKly8vw4cPt+uePXvK+vXr5YEHHnB6aADgkSjTAAkwf/58ad26tZw7d06yZMki06ZNk1q1ajk9LADwaMyMAHchMjLSFqbWq1fPgkiZMmVk586dBBEASAKEEeAO9u3bJ2XLlpWRI0fatW7h/f777+X+++93emgA4BUo0wC3MXv2bGnfvr1cuHBBsmfPLtOnT5fnn3/e6WEBgFdhZgSIx+XLl6VDhw7SqFEjCyIVKlSwsgxBBACSHmEEuMmePXukdOnSMn78ePHz85N+/frJ6tWrJU+ePE4PDQC8EmUa4DozZsywg+0iIiIkR44cdl21alWnhwUAXo2ZEUBELl26ZFt2mzVrZkGkcuXKVpYhiABA8iOMwOf9+uuv1kF1ypQp4u/vL++8846sWLFCcuXK5fTQAMAnUKaBz3K5XDJ16lTp3LmzLVgNCQmRWbNmSaVKlZweGgD4FGZG4JMuXrwoLVq0sNKMBpHnnntOfv75Z4IIADiAMAKf85///EeKFy8un3/+uZVlPvjgA/n2229twSoAIOVRpoFPlWUmTJgg3bp1kytXrthWXS3LaA8RAIBzCCPwCefPn7cmZtpRVdWoUcMOudOuqgAAZ1GmgdfbsWOHhIaGWhBJnTq1DBkyRL755huCCAC4CWZG4NVlmdGjR0vPnj0lKirKDrbTQKIn7gIA3AdhBF7p7Nmz0rZtW/nqq6/sunbt2tZHJGvWrE4PDQBwE8o08DpbtmyRYsWKWRBJkyaNDB8+XBYuXEgQAQA3xcwIvKos8+mnn0rv3r0lOjpaHnjgAZkzZ451VwUAuC/CCLzC6dOnpVWrVrJo0SK7rlevnkycOFGCg4OdHhoA4A4o08Djbdy4UYoWLWpBJCAgQEaOHClffvklQQQAPARhBB4rNjZWPvroI6lYsaIcOnRIHnroIdm0aZOdNePn5+f08AAAd4kyDTzSqVOn7GyZpUuX2nXDhg1l3LhxkjlzZqeHBgBIIGZG4HF++OEHKVKkiAWRtGnTWgj54osvCCIA4KEII/CosszAgQOlcuXK8tdff8mjjz4qP/30k7Rv356yDAB4MMo08AgnTpyQpk2byooVK+y6WbNm1l01Y8aMTg8NAHCPCCNwe2vWrJHGjRtLeHi4pEuXTkaNGiUtW7ZkNgQAvARlGritmJgYeeeddyQsLMyCyBNPPCFbt261fiIEEQDwHsyMwC0dO3bMyjKrV6+269atW8uIESMkffr0Tg8NAJDECCNwO7ouRIOIrhPJkCGDjB071q4BAN6JMg3cxtWrV6Vfv35SrVo1CyJPP/20lWUIIgDg3ZgZgVs4cuSILVLVHiKqQ4cO8sknn9iCVQCAdyOMwHHffvutbdX9+++/JVOmTDJ+/HjrqAoA8A2UaeCY6Oho6dOnj9SoUcOCSLFixWT79u0EEQDwMcyMwBF6sJ2GDj1xV3Xp0kWGDh0qgYGBTg8NAOAJMyPadKpAgQJ2LkipUqVk8+bNt3zthAkTpEKFCpIlSxZ7aM+I270e3m/RokV2towGkaCgIJk3b55t2yWIAIBvSnAYmTNnjvTs2VMGDBhgU+qFCxe+tvshPmvXrpVGjRpZF0398MmXL58899xzdrYIfEtUVJT93alTp46cOXNGSpQoITt27JB69eo5PTQAgIP8XC6XKyFv0JkQ/RAZOXLktcPLNGB07dpVXn/99bvqqqkzJPr+5s2b39Xvef78efsO+ty5c5zM6qEOHDhgZZm4WbEePXrIhx9+KAEBAU4PDQCQTO7289s/od/Zbtu2zUot134Bf3+7jqv938mlS5ds4WLWrFlv+ZorV67YH+D6BzzX/PnzpWjRohZENIh+/fXXMmzYMIIIACDhYeTUqVM2s5EzZ84bntdrPTvkbujuidy5c98QaG42aNAgS1JxD515gefRUKkzZlqG0VRcpkwZK8vUrl3b6aEBAHx1a69Oy8+ePVsWLFhgi19vpW/fvvbhFfc4fPhwSg4TSWDfvn1StmzZa+W83r17y/fffy/58+d3emgAAE/e2ps9e3ZJlSqVHD9+/Ibn9TokJOS279VtmxpGVq5caW2+b0d3VbCzwnPNnTtX2rZtKxcuXJBs2bLJ9OnTrZcIAAD3PDOiNf7Q0FBZtWrVted0Aate6xT8rQwZMkTee+89WbZsmRQvXjwhvyU8yOXLl6Vjx47SoEEDCyLly5eXnTt3EkQAAEnb9Ey3ZrZo0cJCRcmSJWX48OESEREhrVq1sp/XHTJ58uSxdR9q8ODB0r9/f/niiy+sN0nc2pKMGTPaA95hz549Ur9+ffnPf/4jfn5+8sYbb8jbb78tqVPTVw8AcHsJ/qTQ73pPnjxpAUODhTav0hmPuEWt2llTd9jEGTNmjO3Ceemll274dbRPiX5YwfPNmDHDZkQ0lObIkcOuq1at6vSwAADe2mfECfQZcU+6TVt3y0yePNmuK1euLDNnzpRcuXI5PTQAgLf2GQHi/Pbbb1am0yCiZRmd5VqxYgVBBACQYBT0kWBTp06VTp062YJV3UWl64F0VgQAgMRgZgR37eLFi7Z4WRcraxDRdSG6W4YgAgC4F4QR3JVdu3bZmUTaM0QXKH/wwQc3LFwGACCxKNPgtnR988SJE6Vbt24SGRlp27ZnzZolFSpUcHpoAAAvQRjBbVdBd+jQwVr4q+eff95mRrQTLwAASYUyDeKlB9ppt10NInoEgHbRXbx4MUEEAJDkmBnBP8oy2qiuR48e1qzu/vvvt0Byu3b/AADcC8IIrtGmNHrA3bx58+y6du3aMmXKFMmaNavTQwMAeDHKNDBbtmyRokWLWhBJkyaNfPLJJ7Jw4UKCCAAg2TEz4uO0LPPZZ59Jr169JDo62g4znDt3rm3jBQAgJRBGfNjp06eldevW8vXXX9v1iy++KJMmTZLg4GCnhwYA8CGUaXzUpk2brCyjQSQgIEBGjhxpJRqCCAAgpRFGfExsbKwMHTrUmpYdOnRIChYsKBs3bpTOnTvbgXcAAKQ0yjQ+5NSpU9KyZUtZsmSJXTdo0EDGjx9/22OdAQBIboQRH7F+/Xpp1KiRHDlyRAIDA23Rart27ZgNAQA4jjKND5RlBg0aJJUqVbIg8uijj8rmzZulffv2BBEAgFtgZsSLnThxQpo1aybfffedXTdt2tS6q2bMmNHpoQEAcA1hxEutXbtWGjduLMeOHZN06dLJqFGjbL0IsyEAAHdDmcbLxMTEyLvvvivPPvusBZEnnnjCuqu2atWKIAIAcEvMjHiR8PBwadKkiaxevdquNYCMGDFCMmTI4PTQAAC4JcKIl1i5cqUFEV0nouFD14boehEAANwdZRoPd/XqVXnrrbfkueeesyDy1FNPydatWwkiAACPwcyIB/vrr79skeq6devsWrfrDh8+3BasAgDgKQgjHmrZsmU2+6FdVXWr7oQJE6Rhw4ZODwsAgASjTONhoqOj5fXXX5fnn3/egogedrd9+3aCCADAYzEz4kH0YDtt6b5hwwa71sPt9NC7tGnTOj00AAASjTDiIb755htrWnb69GkJCgqSSZMmSb169ZweFgAA94wyjZuLioqSV199VWrXrm1BpESJElaWIYgAALwFMyNu7MCBA7YWRA+2U927d5fBgwdLQECA00MDACDJEEbc1IIFC6yD6rlz5yQ4OFimTp0qderUcXpYAAAkOco0bubKlSvSrVs3efHFFy2IlC5dWnbu3EkQAQB4LcKIG/njjz+kXLlydp6M6tWrlzU0y58/v9NDAwAg2VCmcRNz586Vtm3byoULFyRbtmwybdo0qVmzptPDAgAg2TEz4rDIyEh5+eWXpUGDBhZEypcvb2UZgggAwFcQRhy0d+9eWxMyduxY8fPzkzfeeEPWrFkjefPmdXpoAACkGMo0Dpk5c6Z06NBBIiIi5L777pMZM2bYybsAAPgaZkZS2KVLl2xtSNOmTS2IVKpUSX7++WeCCADAZxFGUtBvv/0mJUuWtFbuWpYZMGCArFy5UnLlyuX00AAAcAxlmhSiTcv0YDudGQkJCbEyTZUqVZweFgAAjmNmJJldvHhRWrRoYd1UNYiEhYXZbhmCCAAA/4cwkox27dplB9tNnz5d/P395f3335fly5dLzpw5nR4aAABugzJNMnC5XLYupGvXrtZHJHfu3DJr1iypWLGi00MDAMDtEEaSmDYu0y27Gj5U9erVbWZEt+8CAIB/okyThHQtSGhoqAWRVKlSyeDBg2XJkiUEEQAAboOZkSQqy4wZM0Z69uxpp+7my5dPZs+eLWXLlnV6aAAAuD3CyD06d+6cNTGbN2+eXdeqVUumTJlih90BAIA7o0xzD7Zu3SrFihWzIJImTRoZNmyYfP311wQRAAASgJmRRJZlPvvsM+nVq5dER0dLgQIFZM6cOdZdFQAAJAxhJIHOnDkjrVu3loULF9r1iy++aNt4g4ODnR4aAAAeiTJNAvz0009StGhRCyIBAQEyYsQIK9EQRAAASDzCyF2IjY2Vjz/+WMqXLy8HDx6UggULyoYNG6RLly524B0AAEg8yjR38Pfff9vZMtovRNWvX18mTJggmTNndnpoAAB4BWZGbuPHH3+UIkWKWBAJDAyUsWPHWv8QgggAAEmHMHKLssyHH34ozzzzjBw5ckQeeeQRWy+ibd4pywAAkLR8tkwTE+uSzQdOy4kLkZIjU1op+UBWSeXvJydOnJDmzZvb6bqqSZMm1l01U6ZMTg8ZAACvlKiZkVGjRllvjbRp00qpUqVk8+bNt339l19+KY899pi9/qmnnpKlS5eKk5b9ckzKD14tjSZskldm77Qf9XrIlPlWltEgki5dOtuy+/nnnxNEAABwpzCizb30DJYBAwbI9u3bpXDhwlKtWjWbUYiP7jpp1KiRtGnTRnbs2CF169a1xy+//CJOBZGXZ2yXY+cirz3nio2R3UunSJ82/5Zjx47J448/Llu2bLF+IpRlAABIXn4ubSeaADoTUqJECRk5cuS19RV6MFzXrl3l9ddf/8frGzRoIBEREbJ48eJrz5UuXdpmIHRB6N04f/68BAUF2Tkw97J4VEszOgNyfRCJuXhGTi0eKpEHf7br+0Kryb418yRzpoyJ/n0AAIDc9ed3gmZGoqKiZNu2bRIWFva/X8Df3643btwY73v0+etfr3Qm5VavV3ryrf4Brn8kBV0jcn0QufznTjk6tasFEb80gZKtZk9JH9ZVfj1xJUl+PwAAcGcJCiOnTp2SmJgYyZkz5w3P63V4eHi879HnE/J6NWjQIEtScQ+deUkKulg1Tmx0pM2IxEaclTT3FZBcLYZLxkJV/vE6AADgg1t7+/bta1M6cY/Dhw8nya+ru2bi+KdJK9lr9JCMhatLSLOPJU22fPG+DgAAuNHW3uzZs0uqVKnk+PHjNzyv1yEhIfG+R59PyOuVNhjTR1LT7bu5gtJK+LlI0YUy6R4MtUccXaoaEvR/23wBAIAbzozo4XChoaGyatWqa8/pAla9LlOmTLzv0eevf71asWLFLV+fnLSPyIBaT9h/37xHJu5af15fBwAA3LRMo9t69WyWadOmye+//y4vv/yy7ZZp1aqV/bw2DNMyS5xXXnlFli1bZgfN7d69W95++23ZunWrHTLnhOqFcsmYpsVsBuR6eq3P688DAAA37sCqW3VPnjwp/fv3t0WoukVXw0bcItVDhw7ZDps4ZcuWlS+++EL69esnb7zxhjz88MOycOFCKVSokDhFA0fVJ0Li7cAKAADcvM+IE5KqzwgAAPDwPiMAAABJjTACAAAcRRgBAACOIowAAABHEUYAAICjCCMAAMBRhBEAAOAowggAAHAUYQQAAHhWO3gnxDWJ1U5uAADAM8R9bt+p2btHhJELFy7Yj/ny5XN6KAAAIBGf49oW3qPPpomNjZWjR49KpkyZxM/PL0kTmwacw4cPc+ZNMuI+pxzudcrgPqcM7rPn32eNGBpEcufOfcMhuh45M6J/gLx58ybbr683n7/oyY/7nHK41ymD+5wyuM+efZ9vNyMShwWsAADAUYQRAADgKJ8OI4GBgTJgwAD7EcmH+5xyuNcpg/ucMrjPvnOfPWIBKwAA8F4+PTMCAACcRxgBAACOIowAAABHEUYAAICjvD6MjBo1SgoUKCBp06aVUqVKyebNm2/7+i+//FIee+wxe/1TTz0lS5cuTbGx+sp9njBhglSoUEGyZMlij7CwsDv+/4LE/52OM3v2bOtgXLdu3WQfoy/e57Nnz0rnzp0lV65ctivhkUce4etHMtzn4cOHy6OPPirp0qWzrqE9evSQyMjIFBuvJ1q3bp3UqlXLuqDq14CFCxfe8T1r166VYsWK2d/lhx56SKZOnZq8g3R5sdmzZ7sCAgJckydPdv3666+udu3auYKDg13Hjx+P9/U//vijK1WqVK4hQ4a4fvvtN1e/fv1cadKkce3atSvFx+7N97lx48auUaNGuXbs2OH6/fffXS1btnQFBQW5jhw5kuJj9/Z7HefAgQOuPHnyuCpUqOCqU6dOio3XV+7zlStXXMWLF3fVqFHDtX79ervfa9eude3cuTPFx+7N93nmzJmuwMBA+1Hv8fLly125cuVy9ejRI8XH7kmWLl3qevPNN13z58/X3bOuBQsW3Pb1+/fvd6VPn97Vs2dP+ywcMWKEfTYuW7Ys2cbo1WGkZMmSrs6dO1+7jomJceXOnds1aNCgeF9fv359V82aNW94rlSpUq4OHTok+1h96T7f7OrVq65MmTK5pk2bloyj9N17rfe3bNmyrokTJ7patGhBGEmG+zxmzBjXgw8+6IqKikrBUfrefdbXVqlS5Ybn9AOzXLlyyT5WbyF3EUZ69+7tevLJJ294rkGDBq5q1aol27i8tkwTFRUl27ZtsxLA9Wfc6PXGjRvjfY8+f/3rVbVq1W75eiTuPt/s0qVLEh0dLVmzZk3GkfruvX733XclR44c0qZNmxQaqe/d50WLFkmZMmWsTJMzZ04pVKiQDBw4UGJiYlJw5N5/n8uWLWvviSvl7N+/30phNWrUSLFx+4KNDnwWesRBeYlx6tQp+0KgXxiup9e7d++O9z3h4eHxvl6fR9Ld55v16dPHapk3/+XHvd/r9evXy6RJk2Tnzp0pNErfvM/6obh69Wpp0qSJfTju27dPOnXqZCFbO1siae5z48aN7X3ly5e302CvXr0qHTt2lDfeeCOFRu0bwm/xWain+16+fNnW6yQ1r50ZgWf48MMPbWHlggULbAEbko4e292sWTNbMJw9e3anh+PVYmNjbfZp/PjxEhoaKg0aNJA333xTxo4d6/TQvIouqtQZp9GjR8v27dtl/vz5smTJEnnvvfecHhrukdfOjOgX31SpUsnx48dveF6vQ0JC4n2PPp+Q1yNx9znO0KFDLYysXLlSnn766WQeqe/d6z/++EP+/PNPW0V//YemSp06tezZs0cKFiyYAiP3/r/TuoMmTZo09r44jz/+uH2HqeWIgICAZB+3L9znt956ywJ227Zt7Vp3PEZEREj79u0t/GmZB/fuVp+FmTNnTpZZEeW1/8/pP379DmXVqlU3fCHWa63txkefv/71asWKFbd8PRJ3n9WQIUPsu5lly5ZJ8eLFU2i0vnWvdYv6rl27rEQT96hdu7ZUrlzZ/lu3RSJp/k6XK1fOSjNxYU/t3bvXQgpBJOnus64vuzlwxAVAjllLOo58Frq8fNuYbgObOnWqbU9q3769bRsLDw+3n2/WrJnr9ddfv2Frb+rUqV1Dhw61LacDBgxga28y3OcPP/zQtvPNmzfPdezYsWuPCxcuOPin8M57fTN20yTPfT506JDtCOvSpYtrz549rsWLF7ty5Mjhev/99x38U3jffdavyXqfZ82aZdtPv/vuO1fBggVtJyRuTb+2aisFfejH/rBhw+y/Dx48aD+v91jv9c1be3v16mWfhdqKga2990j3R99///324afbyDZt2nTt55555hn74ny9uXPnuh555BF7vW5tWrJkiQOj9u77nD9/fvsHcfNDv9Ag6f9OX48wknz3ecOGDdYKQD9cdZvvBx98YNuqkXT3OTo62vX2229bAEmbNq0rX758rk6dOrnOnDnj0Og9w5o1a+L9mht3b/VHvdc3v6dIkSL2/4v+fZ4yZUqyjtFP/yf55l0AAAB8dM0IAADwDIQRAADgKMIIAABwFGEEAAA4ijACAAAcRRgBAACOIowAAABHEUYAAICjCCMAAMBRhBEAAOAowggAAHAUYQQAAIiT/h+aLyjLCS340gAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -447,15 +456,18 @@
    ],
    "source": [
     "# Plot terminal consumption function\n",
-    "plt.plot(\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(\n",
     "    IndShockExample.solution_terminal.cFunc.x_list,\n",
     "    IndShockExample.solution_terminal.cFunc.y_list,\n",
     "    color=\"k\",\n",
     ")\n",
-    "plt.scatter(\n",
+    "ax.scatter(\n",
     "    IndShockExample.solution_terminal.cFunc.x_list,\n",
     "    IndShockExample.solution_terminal.cFunc.y_list,\n",
-    ")"
+    ")\n",
+    "# Save figure\n",
+    "make_figs(\"cFuncTerminal\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model\")"
    ]
   },
   {
@@ -471,20 +483,17 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x15aaafb7800>]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure vFunc in Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model\n"
+     ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -494,7 +503,9 @@
    "source": [
     "# Final consumption function c=m\n",
     "m = np.linspace(0.1, 1, 100)\n",
-    "plt.plot(m, IndShockExample.solution_terminal.vFunc(m))"
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(m, IndShockExample.solution_terminal.vFunc(m))\n",
+    "make_figs(\"vFunc\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model\")"
    ]
   },
   {
@@ -522,19 +533,17 @@
      "text": [
       "Help on method solve in module HARK.core:\n",
       "\n",
-      "solve(verbose=False, presolve=True, postsolve=True, from_solution=None, from_t=None) method of HARK.ConsumptionSaving.ConsIndShockModel.IndShockConsumerType instance\n",
+      "solve(verbose=False, presolve=True, from_solution=None, from_t=None) method of HARK.ConsumptionSaving.ConsIndShockModel.IndShockConsumerType instance\n",
       "    Solve the model for this instance of an agent type by backward induction.\n",
       "    Loops through the sequence of one period problems, passing the solution\n",
       "    from period t+1 to the problem for period t.\n",
-      "\n",
+      "    \n",
       "    Parameters\n",
       "    ----------\n",
       "    verbose : bool, optional\n",
       "        If True, solution progress is printed to screen. Default False.\n",
       "    presolve : bool, optional\n",
       "        If True (default), the pre_solve method is run before solving.\n",
-      "    postsolve : bool, optional\n",
-      "        If True (default), the post_solve method is run after solving.\n",
       "    from_solution: Solution\n",
       "        If different from None, will be used as the starting point of backward\n",
       "        induction, instead of self.solution_terminal.\n",
@@ -543,7 +552,7 @@
       "        from. It should usually only be used in combination with from_solution.\n",
       "        Stands for the time index that from_solution represents, and thus is\n",
       "        only compatible with cycles=1 and will be reset to None otherwise.\n",
-      "\n",
+      "    \n",
       "    Returns\n",
       "    -------\n",
       "    none\n",
@@ -593,118 +602,118 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Finished cycle #1 in 0.001001596450805664 seconds, solution distance = 100.0\n",
-      "Finished cycle #2 in 0.0009992122650146484 seconds, solution distance = 10.088015890333434\n",
-      "Finished cycle #3 in 0.0009999275207519531 seconds, solution distance = 3.3534114736589693\n",
-      "Finished cycle #4 in 0.001001119613647461 seconds, solution distance = 1.6699529613894306\n",
-      "Finished cycle #5 in 0.00099945068359375 seconds, solution distance = 0.9967360674688486\n",
-      "Finished cycle #6 in 0.0009996891021728516 seconds, solution distance = 0.6602619046109499\n",
-      "Finished cycle #7 in 0.001001596450805664 seconds, solution distance = 0.4680948423143789\n",
-      "Finished cycle #8 in 0.0009999275207519531 seconds, solution distance = 0.34807706501006663\n",
-      "Finished cycle #9 in 0.0010120868682861328 seconds, solution distance = 0.2681341538834978\n",
-      "Finished cycle #10 in 0.0009875297546386719 seconds, solution distance = 0.21223248168627507\n",
-      "Finished cycle #11 in 0.0010097026824951172 seconds, solution distance = 0.17162798586899441\n",
-      "Finished cycle #12 in 0.0009918212890625 seconds, solution distance = 0.14121714401876462\n",
-      "Finished cycle #13 in 0.0010118484497070312 seconds, solution distance = 0.11786112023934692\n",
-      "Finished cycle #14 in 0.0009963512420654297 seconds, solution distance = 0.09954374358267515\n",
-      "Finished cycle #15 in 0.0 seconds, solution distance = 0.08492077965589839\n",
-      "Finished cycle #16 in 0.0009918212890625 seconds, solution distance = 0.07306820983636841\n",
-      "Finished cycle #17 in 0.0010006427764892578 seconds, solution distance = 0.06333371450893921\n",
-      "Finished cycle #18 in 0.0010001659393310547 seconds, solution distance = 0.055246317280595036\n",
-      "Finished cycle #19 in 0.0010123252868652344 seconds, solution distance = 0.04845886926538645\n",
-      "Finished cycle #20 in 0.0009996891021728516 seconds, solution distance = 0.04271110960013802\n",
-      "Finished cycle #21 in 0.000989675521850586 seconds, solution distance = 0.03780486582230225\n",
-      "Finished cycle #22 in 0.0010111331939697266 seconds, solution distance = 0.03358704056809492\n",
-      "Finished cycle #23 in 0.0009970664978027344 seconds, solution distance = 0.02993783577570497\n",
-      "Finished cycle #24 in 0.001003265380859375 seconds, solution distance = 0.026762425833982917\n",
-      "Finished cycle #25 in 0.0009882450103759766 seconds, solution distance = 0.02398495974448922\n",
-      "Finished cycle #26 in 0.0010004043579101562 seconds, solution distance = 0.02154418103929423\n",
-      "Finished cycle #27 in 0.0010120868682861328 seconds, solution distance = 0.019390181762538816\n",
-      "Finished cycle #28 in 0.0009992122650146484 seconds, solution distance = 0.017481967390489572\n",
-      "Finished cycle #29 in 0.0009980201721191406 seconds, solution distance = 0.015785611379662612\n",
-      "Finished cycle #30 in 0.0009908676147460938 seconds, solution distance = 0.014272839895086431\n",
-      "Finished cycle #31 in 0.0010135173797607422 seconds, solution distance = 0.012919936192925974\n",
-      "Finished cycle #32 in 0.00099945068359375 seconds, solution distance = 0.011706884785618321\n",
-      "Finished cycle #33 in 0.0009884834289550781 seconds, solution distance = 0.010616703056520294\n",
-      "Finished cycle #34 in 0.0 seconds, solution distance = 0.009634898474986997\n",
-      "Finished cycle #35 in 0.0010118484497070312 seconds, solution distance = 0.008749044420678587\n",
-      "Finished cycle #36 in 0.0009889602661132812 seconds, solution distance = 0.007948413988064118\n",
-      "Finished cycle #37 in 0.0009992122650146484 seconds, solution distance = 0.007223724470822646\n",
-      "Finished cycle #38 in 0.0010006427764892578 seconds, solution distance = 0.006566906564932307\n",
-      "Finished cycle #39 in 0.001009225845336914 seconds, solution distance = 0.005970916077072452\n",
-      "Finished cycle #40 in 0.0009906291961669922 seconds, solution distance = 0.005429579002498741\n",
-      "Finished cycle #41 in 0.0010123252868652344 seconds, solution distance = 0.004937463273915199\n",
-      "Finished cycle #42 in 0.0009887218475341797 seconds, solution distance = 0.004489772052600927\n",
-      "Finished cycle #43 in 0.0010120868682861328 seconds, solution distance = 0.00408225454644251\n",
-      "Finished cycle #44 in 0.0010004043579101562 seconds, solution distance = 0.0037111311701636396\n",
-      "Finished cycle #45 in 0.0010001659393310547 seconds, solution distance = 0.003373030500464669\n",
-      "Finished cycle #46 in 0.0 seconds, solution distance = 0.0030649359736796278\n",
+      "Finished cycle #1 in 0.00099945068359375 seconds, solution distance = 100.0\n",
+      "Finished cycle #2 in 0.0 seconds, solution distance = 10.088015890333441\n",
+      "Finished cycle #3 in 0.002000093460083008 seconds, solution distance = 3.3534114736589693\n",
+      "Finished cycle #4 in 0.0 seconds, solution distance = 1.6699529613894288\n",
+      "Finished cycle #5 in 0.0009996891021728516 seconds, solution distance = 0.9967360674688521\n",
+      "Finished cycle #6 in 0.0 seconds, solution distance = 0.6602619046109508\n",
+      "Finished cycle #7 in 0.0010004043579101562 seconds, solution distance = 0.46809484231437537\n",
+      "Finished cycle #8 in 0.0 seconds, solution distance = 0.3480770650100675\n",
+      "Finished cycle #9 in 0.0009989738464355469 seconds, solution distance = 0.2681341538834978\n",
+      "Finished cycle #10 in 0.0010004043579101562 seconds, solution distance = 0.21223248168627507\n",
+      "Finished cycle #11 in 0.0010025501251220703 seconds, solution distance = 0.17162798586899441\n",
+      "Finished cycle #12 in 0.0 seconds, solution distance = 0.14121714401876462\n",
+      "Finished cycle #13 in 0.000997781753540039 seconds, solution distance = 0.11786112023934514\n",
+      "Finished cycle #14 in 0.0010008811950683594 seconds, solution distance = 0.09954374358267515\n",
+      "Finished cycle #15 in 0.0019996166229248047 seconds, solution distance = 0.08492077965589928\n",
+      "Finished cycle #16 in 0.0 seconds, solution distance = 0.07306820983636841\n",
+      "Finished cycle #17 in 0.0009989738464355469 seconds, solution distance = 0.06333371450893699\n",
+      "Finished cycle #18 in 0.0 seconds, solution distance = 0.055246317280595036\n",
+      "Finished cycle #19 in 0.0010020732879638672 seconds, solution distance = 0.048458869265386006\n",
+      "Finished cycle #20 in 0.0 seconds, solution distance = 0.04271110960014113\n",
+      "Finished cycle #21 in 0.0010063648223876953 seconds, solution distance = 0.037804865822300915\n",
+      "Finished cycle #22 in 0.0 seconds, solution distance = 0.03358704056809447\n",
+      "Finished cycle #23 in 0.0009984970092773438 seconds, solution distance = 0.02993783577570497\n",
+      "Finished cycle #24 in 0.0 seconds, solution distance = 0.026762425833982917\n",
+      "Finished cycle #25 in 0.0010025501251220703 seconds, solution distance = 0.02398495974448922\n",
+      "Finished cycle #26 in 0.0 seconds, solution distance = 0.021544181039296006\n",
+      "Finished cycle #27 in 0.0009989738464355469 seconds, solution distance = 0.019390181762535263\n",
+      "Finished cycle #28 in 0.0 seconds, solution distance = 0.017481967390489572\n",
+      "Finished cycle #29 in 0.0019998550415039062 seconds, solution distance = 0.015785611379662612\n",
+      "Finished cycle #30 in 0.0 seconds, solution distance = 0.014272839895088651\n",
+      "Finished cycle #31 in 0.0 seconds, solution distance = 0.012919936192924641\n",
+      "Finished cycle #32 in 0.0010056495666503906 seconds, solution distance = 0.011706884785618321\n",
+      "Finished cycle #33 in 0.0 seconds, solution distance = 0.010616703056520294\n",
+      "Finished cycle #34 in 0.0009999275207519531 seconds, solution distance = 0.009634898474986997\n",
+      "Finished cycle #35 in 0.0 seconds, solution distance = 0.008749044420678587\n",
+      "Finished cycle #36 in 0.000993967056274414 seconds, solution distance = 0.007948413988064118\n",
+      "Finished cycle #37 in 0.0010030269622802734 seconds, solution distance = 0.00722372447082309\n",
+      "Finished cycle #38 in 0.0009999275207519531 seconds, solution distance = 0.006566906564932307\n",
+      "Finished cycle #39 in 0.0009989738464355469 seconds, solution distance = 0.005970916077072452\n",
+      "Finished cycle #40 in 0.0009980201721191406 seconds, solution distance = 0.005429579002498741\n",
+      "Finished cycle #41 in 0.0010025501251220703 seconds, solution distance = 0.004937463273915643\n",
+      "Finished cycle #42 in 0.0 seconds, solution distance = 0.004489772052598262\n",
+      "Finished cycle #43 in 0.0015091896057128906 seconds, solution distance = 0.004082254546442954\n",
+      "Finished cycle #44 in 0.0 seconds, solution distance = 0.003711131170160087\n",
+      "Finished cycle #45 in 0.001008749008178711 seconds, solution distance = 0.003373030500466001\n",
+      "Finished cycle #46 in 0.0 seconds, solution distance = 0.0030649359736791837\n",
       "Finished cycle #47 in 0.0010001659393310547 seconds, solution distance = 0.0027841406665807256\n",
-      "Finished cycle #48 in 0.0010001659393310547 seconds, solution distance = 0.0025282088157077\n",
-      "Finished cycle #49 in 0.0009875297546386719 seconds, solution distance = 0.0022949429754119954\n",
-      "Finished cycle #50 in 0.0010008811950683594 seconds, solution distance = 0.0020823559119378388\n",
-      "Finished cycle #51 in 0.0009992122650146484 seconds, solution distance = 0.0018886464739757969\n",
-      "Finished cycle #52 in 0.001001596450805664 seconds, solution distance = 0.0017121788176552855\n",
-      "Finished cycle #53 in 0.001008749008178711 seconds, solution distance = 0.0015514644867233862\n",
-      "Finished cycle #54 in 0.0010004043579101562 seconds, solution distance = 0.0014051468883913287\n",
-      "Finished cycle #55 in 0.0009915828704833984 seconds, solution distance = 0.0012719878080478253\n",
-      "Finished cycle #56 in 0.0010118484497070312 seconds, solution distance = 0.0011508556554602478\n",
-      "Finished cycle #57 in 0.0009963512420654297 seconds, solution distance = 0.0010407151830378325\n",
-      "Finished cycle #58 in 0.0009918212890625 seconds, solution distance = 0.0009406184572169352\n",
-      "Finished cycle #59 in 0.0010008811950683594 seconds, solution distance = 0.0008496968979514463\n",
-      "Finished cycle #60 in 0.0 seconds, solution distance = 0.000767154229857514\n",
-      "Finished cycle #61 in 0.002000570297241211 seconds, solution distance = 0.0006922602130678968\n",
-      "Finished cycle #62 in 0.0 seconds, solution distance = 0.000624345042195884\n",
-      "Finished cycle #63 in 0.00119781494140625 seconds, solution distance = 0.0005627943195669616\n",
-      "Finished cycle #64 in 0.0008139610290527344 seconds, solution distance = 0.0005070445234864884\n",
+      "Finished cycle #48 in 0.0009982585906982422 seconds, solution distance = 0.0025282088157059235\n",
+      "Finished cycle #49 in 0.0 seconds, solution distance = 0.002294942975414216\n",
+      "Finished cycle #50 in 0.0009999275207519531 seconds, solution distance = 0.0020823559119378388\n",
+      "Finished cycle #51 in 0.0010025501251220703 seconds, solution distance = 0.0018886464739744646\n",
+      "Finished cycle #52 in 0.0009987354278564453 seconds, solution distance = 0.0017121788176552855\n",
+      "Finished cycle #53 in 0.0010004043579101562 seconds, solution distance = 0.0015514644867238303\n",
+      "Finished cycle #54 in 0.0010018348693847656 seconds, solution distance = 0.0014051468883899965\n",
+      "Finished cycle #55 in 0.0009961128234863281 seconds, solution distance = 0.0012719878080496017\n",
+      "Finished cycle #56 in 0.0 seconds, solution distance = 0.0011508556554602478\n",
+      "Finished cycle #57 in 0.0009992122650146484 seconds, solution distance = 0.0010407151830347239\n",
+      "Finished cycle #58 in 0.0 seconds, solution distance = 0.0009406184572169352\n",
+      "Finished cycle #59 in 0.0009996891021728516 seconds, solution distance = 0.0008496968979514463\n",
+      "Finished cycle #60 in 0.0010027885437011719 seconds, solution distance = 0.0007671542298588463\n",
+      "Finished cycle #61 in 0.0 seconds, solution distance = 0.0006922602130656763\n",
+      "Finished cycle #62 in 0.0010004043579101562 seconds, solution distance = 0.0006243450421976604\n",
+      "Finished cycle #63 in 0.0 seconds, solution distance = 0.0005627943195647411\n",
+      "Finished cycle #64 in 0.0009984970092773438 seconds, solution distance = 0.0005070445234878207\n",
       "Finished cycle #65 in 0.0010004043579101562 seconds, solution distance = 0.0004565789051689251\n",
-      "Finished cycle #66 in 0.0009992122650146484 seconds, solution distance = 0.0004109237583840297\n",
-      "Finished cycle #67 in 0.0009894371032714844 seconds, solution distance = 0.00036964501506320246\n",
-      "Finished cycle #68 in 0.0010018348693847656 seconds, solution distance = 0.00033234512761959323\n",
-      "Finished cycle #69 in 0.0010101795196533203 seconds, solution distance = 0.0002986602050079057\n",
-      "Finished cycle #70 in 0.0010004043579101562 seconds, solution distance = 0.0002682573749837047\n",
-      "Finished cycle #71 in 0.0010020732879638672 seconds, solution distance = 0.00024083234929284103\n",
-      "Finished cycle #72 in 0.0010001659393310547 seconds, solution distance = 0.00021610717220754694\n",
+      "Finished cycle #66 in 0.0009989738464355469 seconds, solution distance = 0.0004109237583818093\n",
+      "Finished cycle #67 in 0.0 seconds, solution distance = 0.00036964501506320246\n",
+      "Finished cycle #68 in 0.0010001659393310547 seconds, solution distance = 0.0003323451276209255\n",
+      "Finished cycle #69 in 0.0 seconds, solution distance = 0.0002986602050079057\n",
+      "Finished cycle #70 in 0.0010008811950683594 seconds, solution distance = 0.0002682573749814843\n",
+      "Finished cycle #71 in 0.0 seconds, solution distance = 0.00024083234929284103\n",
+      "Finished cycle #72 in 0.00099945068359375 seconds, solution distance = 0.00021610717220754694\n",
       "Finished cycle #73 in 0.0 seconds, solution distance = 0.0001938281357389826\n",
-      "Finished cycle #74 in 0.0009982585906982422 seconds, solution distance = 0.0001737638473713332\n",
-      "Finished cycle #75 in 0.001001596450805664 seconds, solution distance = 0.00015570343805260123\n",
-      "Finished cycle #76 in 0.0009987354278564453 seconds, solution distance = 0.00013945489982702952\n",
-      "Finished cycle #77 in 0.0009887218475341797 seconds, solution distance = 0.00012484354371933293\n",
-      "Finished cycle #78 in 0.001214742660522461 seconds, solution distance = 0.00011171056964087711\n",
-      "Finished cycle #79 in 0.0007989406585693359 seconds, solution distance = 9.991174074386322e-05\n",
-      "Finished cycle #80 in 0.0009884834289550781 seconds, solution distance = 8.931615549556682e-05\n",
-      "Finished cycle #81 in 0.0009989738464355469 seconds, solution distance = 7.980511119587419e-05\n",
-      "Finished cycle #82 in 0.0010004043579101562 seconds, solution distance = 7.12710531196592e-05\n",
-      "Finished cycle #83 in 0.0009999275207519531 seconds, solution distance = 6.361660386744461e-05\n",
-      "Finished cycle #84 in 0.0010137557983398438 seconds, solution distance = 5.675366786039859e-05\n",
-      "Finished cycle #85 in 0.0009870529174804688 seconds, solution distance = 5.060260605649347e-05\n",
-      "Finished cycle #86 in 0.0 seconds, solution distance = 4.5091476412739695e-05\n",
-      "Finished cycle #87 in 0.0020008087158203125 seconds, solution distance = 4.0155335675251536e-05\n",
-      "Finished cycle #88 in 0.0010001659393310547 seconds, solution distance = 3.573559836667073e-05\n",
+      "Finished cycle #74 in 0.0 seconds, solution distance = 0.0001737638473713332\n",
+      "Finished cycle #75 in 0.0009999275207519531 seconds, solution distance = 0.00015570343805260123\n",
+      "Finished cycle #76 in 0.0 seconds, solution distance = 0.00013945489982702952\n",
+      "Finished cycle #77 in 0.0009996891021728516 seconds, solution distance = 0.00012484354371977702\n",
+      "Finished cycle #78 in 0.0 seconds, solution distance = 0.00011171056964087711\n",
+      "Finished cycle #79 in 0.02900075912475586 seconds, solution distance = 9.991174074253095e-05\n",
+      "Finished cycle #80 in 0.0039997100830078125 seconds, solution distance = 8.931615549556682e-05\n",
+      "Finished cycle #81 in 0.0010001659393310547 seconds, solution distance = 7.980511119853873e-05\n",
+      "Finished cycle #82 in 0.0020051002502441406 seconds, solution distance = 7.127105311699466e-05\n",
+      "Finished cycle #83 in 0.000995635986328125 seconds, solution distance = 6.361660386744461e-05\n",
+      "Finished cycle #84 in 0.0009984970092773438 seconds, solution distance = 5.675366786084268e-05\n",
+      "Finished cycle #85 in 0.001001119613647461 seconds, solution distance = 5.0602606059158006e-05\n",
+      "Finished cycle #86 in 0.0009996891021728516 seconds, solution distance = 4.5091476413183784e-05\n",
+      "Finished cycle #87 in 0.0 seconds, solution distance = 4.0155335672587e-05\n",
+      "Finished cycle #88 in 0.000997781753540039 seconds, solution distance = 3.573559836667073e-05\n",
       "Finished cycle #89 in 0.0 seconds, solution distance = 3.1779449082502964e-05\n",
-      "Finished cycle #90 in 0.0010001659393310547 seconds, solution distance = 2.8239304256771902e-05\n",
-      "Finished cycle #91 in 0.0010006427764892578 seconds, solution distance = 2.507231993220671e-05\n",
-      "Finished cycle #92 in 0.0010135173797607422 seconds, solution distance = 2.2239942116364375e-05\n",
-      "Finished cycle #93 in 0.0009992122650146484 seconds, solution distance = 1.970749654489623e-05\n",
-      "Finished cycle #94 in 0.0009865760803222656 seconds, solution distance = 1.7443814823714376e-05\n",
-      "Finished cycle #95 in 0.001009225845336914 seconds, solution distance = 1.54208941594014e-05\n",
-      "Finished cycle #96 in 0.0009996891021728516 seconds, solution distance = 1.3613587938721139e-05\n",
-      "Finished cycle #97 in 0.0 seconds, solution distance = 1.1999324726730265e-05\n",
-      "Finished cycle #98 in 0.00199127197265625 seconds, solution distance = 1.0557853295622976e-05\n",
-      "Finished cycle #99 in 0.0010013580322265625 seconds, solution distance = 9.271011538913854e-06\n",
-      "Finished cycle #100 in 0.0010094642639160156 seconds, solution distance = 8.122517190400913e-06\n",
-      "Finished cycle #101 in 0.0 seconds, solution distance = 7.097778525810838e-06\n",
-      "Finished cycle #102 in 0.0012743473052978516 seconds, solution distance = 6.183723237906946e-06\n",
-      "Finished cycle #103 in 0.0007164478302001953 seconds, solution distance = 5.368643900993675e-06\n",
-      "Finished cycle #104 in 0.0010094642639160156 seconds, solution distance = 4.642058520687442e-06\n",
-      "Finished cycle #105 in 0.0010356903076171875 seconds, solution distance = 3.99458479938275e-06\n",
-      "Finished cycle #106 in 0.0009560585021972656 seconds, solution distance = 3.4178268535356437e-06\n",
-      "Finished cycle #107 in 0.0010089874267578125 seconds, solution distance = 2.9042732059281207e-06\n",
-      "Finished cycle #108 in 0.0009999275207519531 seconds, solution distance = 2.4472050079715757e-06\n",
-      "Finished cycle #109 in 0.0010004043579101562 seconds, solution distance = 2.0406135377015744e-06\n",
-      "Finished cycle #110 in 0.0010006427764892578 seconds, solution distance = 1.679126009790366e-06\n",
-      "Finished cycle #111 in 0.0009999275207519531 seconds, solution distance = 1.357939007018416e-06\n",
-      "Finished cycle #112 in 0.0009999275207519531 seconds, solution distance = 1.0727586712278026e-06\n",
+      "Finished cycle #90 in 0.0 seconds, solution distance = 2.8239304256771902e-05\n",
+      "Finished cycle #91 in 0.0010023117065429688 seconds, solution distance = 2.507231993220671e-05\n",
+      "Finished cycle #92 in 0.0 seconds, solution distance = 2.2239942116364375e-05\n",
+      "Finished cycle #93 in 0.0009982585906982422 seconds, solution distance = 1.970749654489623e-05\n",
+      "Finished cycle #94 in 0.0010018348693847656 seconds, solution distance = 1.7443814824158466e-05\n",
+      "Finished cycle #95 in 0.0 seconds, solution distance = 1.5420894161621845e-05\n",
+      "Finished cycle #96 in 0.001001119613647461 seconds, solution distance = 1.3613587938721139e-05\n",
+      "Finished cycle #97 in 0.003998756408691406 seconds, solution distance = 1.1999324725397997e-05\n",
+      "Finished cycle #98 in 0.0 seconds, solution distance = 1.0557853297399333e-05\n",
+      "Finished cycle #99 in 0.0010008811950683594 seconds, solution distance = 9.271011537137497e-06\n",
+      "Finished cycle #100 in 0.0 seconds, solution distance = 8.122517190400913e-06\n",
+      "Finished cycle #101 in 0.00099945068359375 seconds, solution distance = 7.097778525810838e-06\n",
+      "Finished cycle #102 in 0.0010027885437011719 seconds, solution distance = 6.183723240127392e-06\n",
+      "Finished cycle #103 in 0.00099945068359375 seconds, solution distance = 5.368643900993675e-06\n",
+      "Finished cycle #104 in 0.0009970664978027344 seconds, solution distance = 4.642058519799264e-06\n",
+      "Finished cycle #105 in 0.0 seconds, solution distance = 3.994584801603196e-06\n",
+      "Finished cycle #106 in 0.0 seconds, solution distance = 3.4178268535356437e-06\n",
+      "Finished cycle #107 in 0.0009987354278564453 seconds, solution distance = 2.9042732032635854e-06\n",
+      "Finished cycle #108 in 0.0 seconds, solution distance = 2.4472050079715757e-06\n",
+      "Finished cycle #109 in 0.0009992122650146484 seconds, solution distance = 2.0406135377015744e-06\n",
+      "Finished cycle #110 in 0.0 seconds, solution distance = 1.679126009790366e-06\n",
+      "Finished cycle #111 in 0.0 seconds, solution distance = 1.3579390092388621e-06\n",
+      "Finished cycle #112 in 0.0010001659393310547 seconds, solution distance = 1.0727586690073565e-06\n",
       "Finished cycle #113 in 0.0 seconds, solution distance = 8.19747068891985e-07\n"
      ]
     }
@@ -722,13 +731,30 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure cFuncList in Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -737,7 +763,18 @@
     "    [IndShockExample.solution[0].cFunc, IndShockExample.solution_terminal.cFunc],\n",
     "    0.0,\n",
     "    10.0,\n",
-    ")"
+    ")\n",
+    "\n",
+    "# Equivalently, \n",
+    "m_grid = np.linspace(0.0, 10.0, 100)\n",
+    "c_vals = IndShockExample.solution[0].cFunc(m_grid)\n",
+    "c_terminal_vals = IndShockExample.solution_terminal.cFunc(m_grid)\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(m_grid, c_vals)\n",
+    "ax.plot(m_grid, c_terminal_vals)\n",
+    "\n",
+    "# Note that plot_funcs and make_figs aren't connected yet.\n",
+    "make_figs(\"cFuncList\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Gentle-Intro-To-HARK-Buffer-Stock-Model\")"
    ]
   },
   {
@@ -818,7 +855,7 @@
    "notebook_metadata_filter": "all"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -832,7 +869,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.10.18"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/Harmenberg-Aggregation.ipynb b/notebooks/Harmenberg-Aggregation.ipynb
index 37880d35..f5ff84db 100644
--- a/notebooks/Harmenberg-Aggregation.ipynb
+++ b/notebooks/Harmenberg-Aggregation.ipynb
@@ -37,7 +37,8 @@
     "from HARK.ConsumptionSaving.ConsIndShockModel import (\n",
     "    IndShockConsumerType,\n",
     "    init_idiosyncratic_shocks,\n",
-    ")"
+    ")\n",
+    "from HARK.utilities import make_figs"
    ]
   },
   {
@@ -574,9 +575,16 @@
    "id": "499e0e33",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure variances in Figures/Harmenberg-Aggregation\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x700 with 2 Axes>"
       ]
@@ -651,7 +659,7 @@
     "axs[1].grid()\n",
     "axs[1].legend(fontsize=12)\n",
     "\n",
-    "plt.show()"
+    "make_figs(\"variances\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Harmenberg-Aggregation\")"
    ]
   },
   {
@@ -676,11 +684,18 @@
    "id": "329e8bbf-d6ed-4c3e-a416-4dc71c82ade6",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure burnInDemo in Figures/Harmenberg-Aggregation\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGdCAYAAAAxCSikAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAATjlJREFUeJzt3Qd4VNXa9vEnPQGSQOghgdBBKaLSRUBRROWAFdEjIHbxPSjqUVCwHI+IvvCpr4gFEfGIeFDAhgWpIkhHBKWXRAidJCQhISTzXc+a7DEJ6ZnJlPx/1zVMYZLsPWXve6/1rLX9bDabTQAAADyYv7sXAAAAoCQEFgAA4PEILAAAwOMRWAAAgMcjsAAAAI9HYAEAAB6PwAIAADwegQUAAHi8QPEROTk5cujQIQkPDxc/Pz93Lw4AACgFnb/29OnTEh0dLf7+/r4fWDSsxMbGunsxAABAOSQkJEhMTIzvBxZtWbFWOCIiwt2LAwAASiElJcU0OFj7cZ8PLFY3kIYVAgsAAN6lpHIOim4BAIDHI7AAAACPR2ABAAAej8ACAAA8HoEFAAB4PAILAADweAQWAADg8QgsAADAtwLLxIkTpXPnzmY2unr16sngwYNlx44dJf7c3LlzpU2bNhIaGirt27eXhQsXOv4vKytLnnzySfN49erVzbkEhg0bZqbaBwAAKHNgWb58uYwaNUp++eUXWbRokQkbV199taSlpRX5M6tWrZKhQ4fK3XffLZs2bTIhRy9bt241/5+eni4bN26U8ePHm+t58+aZEPS3v/2NdwgAABh+Nj1NYjkdO3bMtLRokLn88ssLfc6QIUNMoPn6668dj3Xr1k0uuugiefvttwv9mXXr1kmXLl3kwIED0rhx41KfiyAyMlKSk5OZmh8AAC9R2v13hWpY9JerqKioIp+zevVq6devX77H+vfvbx4v7vfqOQVq1qxZ5HMyMzPNSua9AAAA31TuwJKTkyOPPPKI9OzZU9q1a1fk8w4fPiz169fP95je18cLk5GRYWpatBupuKSl9TSayKyLnukRvksbAtftPymZ57LL/TtOpZ2VqUt3y8GkM05dNuR3ODlD0jLPuXsxAPiYcgcWrWXROpQ5c+Y4bWG0JubWW281O6dp06YV+9yxY8ealhjrkpCQ4LTlgOd5a9keueXt1TLq443m81Ee7/20V179fof0mrREEk6myyNzNsmLX//u9GWtynYcPi29X10qd81c5+5FATxCTo5N/jyVbq5dITvHJlnZOVIVlCuwPPzww6YmZenSpRITE1Pscxs0aCBHjhzJ95je18cLCytat6IFvSXVoYSEhJjn5L3ANx1JyTAtI+rHP47KJ2vLF05/2nXcXOt244a3VsmCzYdk+sp9snbfSacub1Wi4XH30VTZdijZ3J65ap9knssxr+nuo6elqtp7LFWmLdsjpzOy3L0ocLO3V+yRyyYtlcsmLZHvthbes1BeOTk2c3Bwyb8WSWKy77cclymw6AZJw8r8+fNlyZIl0rRp0xJ/pnv37rJ48eJ8j2kg0ccLhpVdu3bJjz/+KLVr1y7LYsHHvbdir6SfzZbwkEBzX8NLWVtZzp7LkR1H/tqBHk/NdNx+MzcMoeye+vw36TdluVz3xkr5f4t2yoJNf01H8OVm352aQIPIl78eMp+rpPSz8s7yPfLR6v2SnG4PKGPn/SaTvtsud32wTs5l55jQ3f//rZCHPt5Q7hZCuNbyncdkZ55tREnv/9GUjBKfp+/1x7/Em9uHkjPM+z93fYL5bLz6/XbJyMqWPcdS5fUfd5nbZfXxmgOyYucxSck4J987OQx5IvseoAzdQLNnz5YvvvjCzMVi1aFoDUlYWJi5rXOoNGrUyNSYqNGjR0vv3r1l8uTJct1115kupPXr18u7777rCCs333yzGdKsrTbZ2dmO36vFvMHBwc5eZ1QiPQL48Y8jsiH+lNx0cYy0qh9epp/XL/z3v9s/Dy/e0E7GzfvN1KBsjE+SS5rUyvdc/cJ/vCZe6tQINrf1yD+mVjUZ1r2JaQHQnUutakFyeau68kWenal+4bUro3WDsi1baSSfyZLpP+2V8NBAGdY9TkKDAsTb3j99vWOjqp33f8dOZ8rnG/903H9jiT34BQf4y9nsHPni10Py6FWtTAF9UdLPnjPvS81qweb36U4/IixIbr4kxjzmqV7+drv5rHVtGiW7jqbKybSzjscHd2oka3Jb7dYfOCVD3/tFzmRlm8Csl7+/v0aualtfhveIK/a1cQV9rYMD/zpO1e/JqfSzEuDnZwLYDZ0aSe0aIeILdN0Kft80UGacy5b6EaH5Ht96MFmGz1grjWqGycon+5b4vuhztx8+Ld8/cnmh3w2Lbqf0+xPo7ycDO0bL/E0H5YnPtuRr9d3yp33wiv7Jf1zZsky1YpO++2setGU7j8mIniU3IljbVf2MNq9bQ+qGh/hmYLHqSvr06ZPv8Q8++EBGjBhhbsfHx4u//19fiB49epiQ88wzz8i4ceOkZcuWsmDBAkeh7sGDB+XLL780t3Woc17a5VTwb8G7vPvTXrMRV6v3nJAvH76sTD+/80iqJJw8YzayV11QX5btOGa+9P/87FdpHFVN0s5my1t3XCx1aoTIW0t3O3aaBY+GrINaDTn/c0ULWfzHUenRvLbZSHy/7Yh8ui5BJgy8wCnrvP1wijz7xTY5lHxGjqZkmi4SpV0EV1/QQO7s3kQujI6o9J1VWelG7R9zNsnXWxLlnsuaytPXtc23zBpWzuXYpGNMpAQF+Juds/73+yMulXtnrZcDJ9LNxrhjbM3zdpRWGNK6JK0n+nFMb3ljyS75T+7R6Gcb/pRXb+4oDSJDK7xBPZGaaZY7qnqw02oGNKwoK5g0r1tdAv39TSCx/k8FBfjJuv2n8v38z7tPmEvrBhHSvXnltSZ/8PM+81288eIYiY0Kk/gT6fLNlkTz+dTXOf5kuvkezLmvW6WFFg2soYEB4u/vvO+CFuZrC5duJ96981LpEhclT3z2qwQG+Jnth4aHRWN65wstP/xuL1vQcKEBtLgDK33dNIio77cdlnt6NTOtaIEB/o7Phwrw95N5uYFew8qUWzuaEPVtnpYQK6xY36eiAoseVL25ZLfce3kzGTtvi9x/eXMzCCE185zZDup798veE4WGNN3+6fYu7ew5s+6Tf9hptj9Ldxwz380FD/Xw+G1RuQJLaZoyly1bdt5jt9xyi7kUJi4ujiZSH7Zk+9F8X87NCUlyUez5w9X1S65f8Lz0y6hNnuqyFnWkWnCg/C33KGXPsTRzUSNnrpN/XNFSpi3f4/hZfX5EWKAs/O2w/O8POx2Pd21aW1rUC5e1T19pWgL0CEcDy7xNf8rj/VuZv1EU3bFqH/QtlxZ/9P/O8r2OHZm1M8vIyjEbw0/XJ5hLk9rVZNodl8ihpDMyf/NBqVsjRAZdFC0XREdISKBrW2H0+5aVbTM70+I2VAs2HzRhRWmtT8v6NWRI57/mRfp8g31jfHvXxtKzRR15e/ke04rWqXEtueqCBvLVr4fMUbtuoGf8vE/GXNVK7r+8meNvahP8tkP26Qi+2pJoNqoWPXod+OZKiakVJkse62PCjtaF6Eb9792aSMNIe4tuSfQz1P+1n8yG2gTenUfl0/u6S3TN0v18YTbF5w8g6qO7u0qDiFD5z5oDMuGLbeaxFwZdaHZ8GhJ0PXS5X/jqd/k90b7Oy3YcrbTAogHw+a/sBeafrP0rUFl0h6d0Z/3/ftwpLw5u7/KgMntNvCmC16N8DbmlfU+LcvR0hmxPPC2vL94lGw7Y36O3lu2Wb2tXdwQSiwYzDQfa4vLx2gOm29ly/RsrpXfrujLh+gtk97FUubxlXTlwIs201urncPnOo/m2b7rNeO7LbXJl23ryeP/WMuz9taZFVX+/9Vrr90I/96/e0lFqVguSCxpGSIeYmiawa2uk0oCvYahx7fNbbIbNWGuu1+63b1f+vfAPc62f6/eGXWpafA6nZMjS7UdlQPuGjp/TA4Wbpq0yB375Xqsdx8z1rwlJsikhSS5unL+12icnjvMkTBzneTTtd3j+B/Ol6dS4pmyKT5IbOzWSKUMusnf1bDssK3cfl1NpWea2Nkc/+7cLRXPLmE9/NV1B1qfzlZs6yK2dY81RuW5QdYOklfEFj171aGPp430c4UfrXd5dsVdSMrLk5otj5F+D2+U7AtGgdPkrS02Y0Ob9mXd1kbDg8wOD/q1rXlthQlLTOtVl1sguhTYF6/O0AE77lF+9uYN0josyy5Rjs5mNjW6kf9h2xLGRKkibpOc+ULEdanF0+e6YvsYUxWqLgwaI+/KECIu+Z/q66EbQ0q9tPZk+vLOj1eKSF380tzdPuOq8ALfo9yOmlaWg5wZe4Gi2vuuDteYoT9UICTThIjTIXybfcpE8/ImOBrP/zOu3XSSDLmpkfp/+Xg1aX/9Pr1J14X37W6I8+PHGfI/pOo+9tq2U18Rv/zChVEOIv5+fPNKvpWm1sPznlwOmNXHSzR3MeuWln3sNcaPnbJbW9cPl+0cLn3AzL92pvrNij2m9qlUtWCLDgsznKq5O9VItr/7Na99YKX/kBiWLBqz6kaGy68hpUyN2aZNappVMW19++ucV4irr95+UER+sM++3Rf/ms9dfaEbTaNdpWVtcdFujha15a9MK0tbVM2ezTWBsGBkqK/7ZV+7+cL1pvShOy3o1TJAb0SNOnvvbhXLPh+tM8X9pWdu8wmgriW7LNPjod3LctW3kvsubn/e8uKe+KfTnr76gvrw77FJTE6MtuLr90M+U9bnToPr43F/P+zn9nulBlNIDpddv6yTesP8uUwsLUNKGcdz832TP0TSJrhkqvx20143UCw8xRys6Mueb3xLluUEXyqvf7ZCPfrG3nljmbvjTNFtq3Yc2mSttiRjSOdbUNCjdkD12dWvHz+jGVocrr9h5XI6lZspjV7fK11Izqm8LubdXM7Ojrl5g56H0ubpD1A2otopoK4H+Pd3pfLXlkERHhpkWIa15sXbe+46nycOfbJLPHuhuukK0RuXo6Uy5s1sTc6SqYaV29WCzE7OWxV/8pEfzOuai1fzdJy5xLMMtl8TI6YxzsmrPcROcRs/ZJJ/c283RxOxM7+cZFaV1FxO/3W7CkTZZ5/X1Fvv6anfMG7d1MnUYmxPsI4E03FhHsLoxL6y1qXeruqabruAORAuctZVG61W0z91i7bx6Nq8j13VoKB1i+srMVfvN8s5afUD6X9jAhBWlrUPaLP75gyU3ZRe2Y1m646j885o28vuhFBN6CnZVlcRajievaXPe66a0JUUvhdHl1SN2/Vho95EGmxW7jsnKXcelfkSI+bzq501HwmkNln6epy6zh+68tBZrzbh+pVp2bcXSsKLPXTP2ShNKtNWvWd0ajpZD/exrC5SGbe2C1ceKq82oiP/9YYd5v3XnqvVl2iqlf/Oe3ICr3VPXtPurlaA42hWj31NtnbA+a/3a1jfbm5cW/iHfbbN3v2iofKRfKxNsery8RBKTM6Tl09+e95qeyi2azkvDitLWkif6t5ZVe+zbJh0EcDr3c9uqfg2zDlqrZNGPZt/W9cz2rigaPPWi2yb9XmqLcMHAogcHRbmug/110m5u/c7qMtw8bZUcTz0rV19Y33QTWZ/VXi3rmM+abqfCggJMcPvbmz+bbZseLPZpXU88HYEFTrP/RHqhQ467NqttNsLWkcoHK/ebjZQa2qWx+fLoF/6peb+ZL6yqHhwgM0d2MV/m4rSsHy6v3NzR3NbWl8KOzHRDXdyG/dK4KHn5pvby8OxNpjlZLxbdAOTt3nm4bwuZtXq/aUrVnUin2Jry4jf25tlP1sTLpXH2plVtHi7YxWXRpm89WtMdsh71vXxTB/NcbXbW0TbaaqTdKLqTXvzHEdNt4IwCVA2Cr/1o7x7TDboWGmv3lO4srR2vbtAfm/urqW1QupzaOqZNz7pDWLHruHkvrcBSsPDZoq/3zLs6ywP/2WB+TgOY1sPo66mvmwZTbUHRAmgNQdaQc6s5W3eW9/duJh+u2m/+lr5WSl8nXRatIdDgcUWb/JNS5qWtZ/qcgrR5vPk4+wlYtY7pw5FdTPAsDR3RsfdYmmnl6dO6rpRHrerB0qVplPyy96QJgpbfDtqLdLs3q+2oc9Cgsf+EvetzQLsG5nX98fcjZse65c8k89ktiR5lK/086d/WYJKXvtZWONGaBn29NTwPiSrdaVGKYoXbvHSou663fjWslsTOTaNM14hV+/HZhoPFBhb9nuiBzx1dmpjPqhb15/1+areMempAG9FyymvbN5TrO9g/39q6qq0k//hkU75Wv6BAf1ProiFHjbysqfke6mdtyiL7d0Zrfab/tM+0RsXVriaTbupgWsvaNYo0XT7afa3dblr0/8Ojvc3PlLZuqv+F9WXCF1tNl7ketESEBprPpC6vdo8WJjjQX65sa38vtVtKW0mGv28vBlbamqu0C+qObo0lIjTILKtFu6Tu6NrY1FzpAZt2U2kg0yB9ZZt6ZlvdrVltp9V+OQOBBU6jG1DLQ32ay7yNB81Ret/Wdc2GS1tJ9Iheu3SU7ggn3vhXX7nWpljh4ME+zUsMKwVVpHDv2nYNpW3DPY5m827NokyY0tEDKWfOSbO61c3GXruVtNVHK/11J/pdnsI9Pdqyuji0C6M4ujFtUa+G2QlZwaZJ7epyV884+b8lu83G5tutiSbAaWuF7lSL88O2w6Zeorhugp93HzfNwLou+ne0ZkQDy+LtR0xthdbmaECwwooeAesGTTeabRtGmBYz7SvXnby2nBUXWJRuHLV7LuVMliniHH1lK9M8bb3/ali3JtKteW3TNK4jVbT2yFIvPNQEP60xsgq3b+scKzVCA02XzItf/2FarAoWGeqMxvoaNq1TzbQi6cb/+UEXmqPqzfFJ+eoZ9GhZj/jHDii6i0h33rG17Dt1q3VFN+ThoUFSXlpQ/ODHG2TrwRTzPdCWBt0xaqDTsKI7St0hrc49QtaaiNduu8jUNz34nw3mOfpdKS6waEugtmRpd6u6odP5rUEF9Wxe2wQWPeq++ZJY012igVO/u2UpzNx/PE1ueWe1CQGR1YJMOH1xcDtHQbLuaK1uT62f0C5WbQ3Q901re/Rvagud0vdQuzCs+jLtTtMd+5Qfdpqi77xuuPiv751+F96645Lzlk3r4DLOZpu6tYf6tDCh2fLBXX99z3q1rOvYll3z+k+mxcv67OoILz0Q04tleO4oQN3xl3Unr5913d5pK8sbP+4y332tZVnwUM/zuvIub1VXMrOyzXXeLkd9Hf/7QHfTSqxdX9rNpIXF79x5iQkrhRl//QUmIGkxsra4WBM+Wt83/Rv63ngKAguc5rfcivfh3ZuYJncNHVpoq0eM1sZEWy/0CMXacOR1R7cmZiOsO5hhPeIqddk17Lw25CLTvaPDUrWItKjgoY/pF1p3BnrRFiJtodENqWrXKMLs1IujG7bCug1uvTTWdJtYOyqrOFU3ZHpUXpgl24/IfR9tMBv4Hx69vMiN5fLcMNWnVT2z87k4N2xo87EWxerFvBZ+Im///RKzU7HCVNuG4SawKKtJvKTAovQo0RpxctPFjWR7Yoop4FVaC9S3jb0lSpvOC3PLJbEmsFgGtGso7WMiZcGmg7L3eJpM/mGHPH3dBefVmPx3/V/Dra/rEC03dLJ3KeqO8Io29Uz41PlTnvz8N/l8w0F56po2he6Q9Qhaj8Z1x6AtRhoMVcFWirLS8DP/oZ4mVGjLo/5tDcbPfmkv2NUjXW3JGv7BWhMyr7mwgaMYW2utNLDoDl5Dr3Zf/rN/G/O65K170WJLa7i1fkY13JVEXystXtf3uOtLP5rPhtLwVPC7oN2sWsNTWEviK9/bvx/aEpL3s2IVamsQzku/b3rRz7puM7R+SrswtHXk6flbpXm9GmY0i3YHalhRVlgZO6CNaWXR10ILeEtD6+H0UhraNXtx45omsFitv1YXdcFtiB7klNfADg3N91wPIpSGWa0BtLaXt14aI2eycuQfV7QwLcuF0QMLqx5Fu5I03BdXxK/bIa3b027qv09fY2r0tDbrz1P2Seg0sOpnVL+rnsD5neTwaa+YybDWmtEyeeu1tajVGqLXPsY+CkiPQHUjZLV86FHEm7d3MjtEHaFzXZ5qdnV9+4amq0Kr3os6InAlrWfQKn4rrBRFN97a52vR4b4avvRI2WqWLu8wQd2RXZG7864WHGD61c3vnL2xyOJAq+lXd8ZPz/+t0FF3+pj2XysdAaGKCjbapH71hX+1/Cgd9VOQ7iDKsiHT10RfKx02O+2Oi+W/93cvstvMot0uWhxq9dNf1rKOKTq1WuY+XHXAzEdh0S6tvGFFaU2SRUPdbV0am+4R3QFr146+bqb+4Gy2YwdvDQe1Tt2gNRc3v73adEXpW6vD0ytKw5y2ilmfFW3h0p26FlLqUFk9ev9gRBfTCqe1LRZtkVK6c9P3W7vTdESV1U2n3ly6K9+69GxRu1RzAOl34P+GdjLvixVW1PgFW03Nj0VrXLq9tFhufWd1vvN7acuKflatrt28tHVN67u0wFbreArz7MALTbjSnbQGVT0I0Ndeu2A1xFthxaKtgNp9M/eBHjLxxg7iKjryLW+rREVa14qin0stbFfW5sMKK2pgx2jz3hQVVgrSA4XSjjjUbmotZF/06OXy0z/7yq8TrnZ0eX5coNbQnRglhBLpLJ3aD6obdZ3V1HLjxY3kpRvamw3liA/WmqMfpZMpFTeCQzc+Omom70bA2+hoBh1to0frGrJ0p6M7CK1xKGtXVkF65K/9/Fq7ojuD2975xbQm6JHdqqeuNE3sFm3O1XMj6cGm7mS0DkDne9AiPm1+12CoIUEnB7vxrVUSEugvvz57tWPn9cBHGxyFiVr0qeuj72nBwKWbCS3e1KHK7+QWgOqR7f29zx/R4Gxa96BFlbpseZdLd5ZWAbG+B7rjmr/pT3n001/zhSrdCBcVIAdP/dnsBHUUmrYwadG0DqPWwk8dYabDbjUw6Rwe1lGndlv9556u4i5aq9V14mLTgpGXjvL5+N6u8mtCstz+3i/5ukusUXZlGcnzzIKtJtTqXEf6ndUArcO3tbVBh9ladUda51Q9JEBmrNyfr+hUH9fuFK396P/aCsfO98nc1teirNl7wnS96HcgLz3A0fdTW2k15+q8N6/e0qHE7ldn0G7GETPXme5ZHZ7vKhq4dci1Hvy88t0OSTpzVu7o2sQcuPS/sEGlzpei9XM6ikq7I39+6gqXHkSWdv9NYEGxvttqHxYaVU03XOccQ+F0g6HbQ23O1rlEdKOmtO99+7+ucckIl6pKN2KD3vzZcWoBra95+toLpFb1ILn9vTVmJ6u1AtqEPjm3QDCvDjGRpoZAu3Q0ZE659aJ8gWfWqv1y92VNTetDSXVAuiPTlgalc9loq5m7aIuTNT+F0mCiAUNrVLSVS0OHvlY6705RtHbH6gqzTLqpvekO06n0T6SdNQFQjfmvPQjp/bzDmN1Bu8Qe+XSzY6TIokKGyusOXmuVdOoAbaEpbWFxQdq9pPU22k2ko8baNAg3YcWa0VjpftTak+gIJC1I1dYiawer3Zba6qI7P+3uKm6+I4vWYmjXq4YmPRjQj6b+/SMpmfLyje1NiwRcG4w1aGrxrb5neVv5nI3AAqeMKtEWlYJHctqcr32j93y43jGLqx7d6w5Tjz61ORuu20Ep7crQHYIehWoTu3Yd6MgFrWWxJuvT/uy8BXs6DHPx470rFDJ0c6FnztZ5LNy909Zl0VEb1iRazw68wBRiavHzF6N6mhEvJdEC41Gz88/TkpcOyV/55BVmZ6lFpLrz/up/Lit0iHxlr7sGqJ92HTO1MDpBWt4RejrHy+cP9ThvHpjySss8Jze89bNjAjJ9PXR0mxYhW4XIamTPpmZ0V8Gp78tDa2Rm/rzftDTOWLlP5m06aB7XFq/vHunl0adu8BVfbD5ouuW0hUdb17RlubRDzsuCwIIK05PZafOrjor5e9cmZnKi2jWCzYRL2je6avdxM/W+brxHX9myzOcJQunpfBMjP1wvqXqaATPb6l99+e8Pv9QxvFG/zjr6R0dnaQGgFmRqIacGjH8Naif9Klgs6oneXLLLzGas66gjgbTGZeP4q0qsj7EKE6+csty0Yl0YHZmvDkTpRIM6b0VRw3Tdydp06zJZI6O6Nosyxbr6Gjj7vFVaK6RD0rWLWOttdN4O7b4Z8u4v+brlXMHUEE1bZVoEP76nqxmSi8rZ7uhBq05ZofTjr0W9BQdMVBSBBeWioyD+SDwto/o2NxtyrR3Q0TM6ckYL7UKC/N3aDQCRhb8lykO5s7dqs/ymCVcVe8SvG/n64SE+202nQ6J1Hg/Lte0bFDqctSjaahIQ4GdaDS6Y8L2jsHrT+OJfV9hD072zNpg6owWjerq01UN3nhnncpzWaoTS+e+6BPnn5/YTNmorrk7Y6OxzTTHTLcpMT5f+P59sMt08J9IyTVjRin1rCKerZr5E2WjhnxbP6vukE9WVtFPVkRS+TGt0rNdDlXXGzrxFzDqaRmdZ1u4lwkrJtHVn+vBLK+VvaeCu4aOh25MN7tTI1HlpiYDOB+XOs3nzjazitG9az+KqE2HpUGVro6/ToSsNK2y4PYu+HzpiRufisLqCqjLtntSiYW150o2rTu5XXnoeo98Tk4ucFwaoaoID/eWbf/QyIxDLehoLZ6NLqIqHldunrzFDFrV6X4vcdBRQ3or/rx6+LN+EVPAMOneIFtfqfDDlHf0BAJ6ALiGUSCcc07Ci9OR71iyad3ZvIvM3HjQnGbwgmvDniXQIss6KCwBVBYGlitFmPT0PTFhwgGM4ok4jr3Ms6KgKPedKmwYRjpOFAQDgCQgsVYxO5a0nNvvo7i6y/oB9Jkmd5ElnNdS5EzSsAADgaQgsVYiWK81ZZ59cypqtVGet1NE/I3q6Zv4EAACcgWq9KkTPBVRQRc86CwBAZSCwVCF6LpmC8p51GAAAT0VgqeKBpVndGm5ZFgAAyoLAUoVszQ0sepp49fptf521FwAAT0bRbRWxKf6UrN1vHxX0n3u6SkRooLSox8kKAQDegcBSBeZdeWnhH/LxmgNm/pV+betJp9iaHnXWWQAASkJg8XF6fqD3V+4zt7vERZlTgxNWAADehsDi42at3m+u77+8mTw1oA1hBQDglSi69WG7j56WNftOmin3R/SMI6wAALwWgcWH/bTruLnu2aKONIwMc/fiAABQbgQWH7Yp3n4m5kub1HL3ogAAUCEEFh+2OcEeWC6KrenuRQEAoEIouvVBy3YclcfnbpHjqZnmfkcCCwDAy9HC4oNe/na7I6zUqhYkkWFB7l4kAAAqhMDiY/YeS5Xth0877g/sGO3W5QEAoNIDy8SJE6Vz584SHh4u9erVk8GDB8uOHTtK/Lm5c+dKmzZtJDQ0VNq3by8LFy7M9/82m00mTJggDRs2lLCwMOnXr5/s2rWr7GsD+XR9grnu1bKOfHpfN3nymjbuXiQAACo3sCxfvlxGjRolv/zyiyxatEiysrLk6quvlrS0tCJ/ZtWqVTJ06FC5++67ZdOmTSbk6GXr1q2O57zyyivyxhtvyNtvvy1r1qyR6tWrS//+/SUjI6Nia1fFLN1+VN5bsdfcvr1LY+narLZUD6FMCQDg/fxs2rxRTseOHTMtLRpkLr/88kKfM2TIEBNovv76a8dj3bp1k4suusgEFP3z0dHR8thjj8njjz9u/j85OVnq168vM2fOlNtuu61Uy5KSkiKRkZHmZyMiIqSq2X44RW6etlpSM8/JrZfGyKSbOjBRHADA45V2/12hGhb95SoqKqrI56xevdp08eSlrSf6uNq3b58cPnw433N0wbt27ep4TmEyMzPNSua9VFXr95+UO99fa8JKt2ZR8uLg9oQVAIBPKXdgycnJkUceeUR69uwp7dq1K/J5Gka0tSQvva+PW/9vPVbUc4qqp9FgY11iY2Olqk6/f8f0NXLsdKa0rh8ub//9EgkOpJYaAOBbyr1n01oWrUOZM2eOuMPYsWNNC491SUiwF5tWJdk5NjPfSua5HOnRvLbMe6iH1KwW7O7FAgDA6cpVkfnwww+bmpQVK1ZITExMsc9t0KCBHDlyJN9jel8ft/7fekxHCeV9jta5FCUkJMRcqrINB06Z2WxrhATK5Fs7UmALAPBZZWph0QJZDSvz58+XJUuWSNOmTUv8me7du8vixYvzPaYjjPRxpb9DQ0ve52g9io4Wsp6Dwm07ZK8h6tasNic3BAD4tMCydgPNnj1bvvjiCzMXi1VjojUkOn+KGjZsmDRq1MjUmKjRo0dL7969ZfLkyXLdddeZLqT169fLu+++a/5fi0O1FubFF1+Uli1bmgAzfvx4M3JIhz+jaH8k2guNL2gY7u5FAQDAcwLLtGnTzHWfPn3yPf7BBx/IiBEjzO34+Hjx9/+r4aZHjx4m5DzzzDMybtw4E0oWLFiQr1D3n//8pxn6fN9990lSUpJcdtll8t1335mJ5lA0a0bbNg2r3jBuAEDVUqF5WDxJVZuH5Vx2jlz47Pem4Hbp432kaZ3q7l4kAAA8cx4WuM/+E+kmrFQLDpAmUdXcvTgAALgUgcXLC25bNwgXf38miQMA+DYCi5faeOCUue4YU9PdiwIAgMsRWLzU+tzA0jmu6NMiAADgK5hpzMvsOnJa3lmxV7Ydsg9pvjSulrsXCQAAlyOweJm3lu2R+ZsOmtuRYUFSP4Kh3wAA30eXkJdZu++k43a/tvlPGAkAgK8isHiRnBybnEjLNLdvvLiRjLm6lbsXCQCASkGXkBc5mHRGMrJyJDjAX165qYMEBpA3AQBVA3s8L7L7WKq5jqtTjbACAKhS2Ot5kT1H7YGlRb0a7l4UAAAqFYHFi+y2AktdAgsAoGohsHiR3xPtc6+0qB/u7kUBAKBSEVi8RPKZLNl60H7+oC7MbgsAqGIILF5izd4TkmMTaVa3ujSIZLI4AEDVQmDxEqv2nDDXPZrXdveiAABQ6QgsXiArO0cWbz9ibvdsXsfdiwMAQKUjsHiBT9bGS8LJMxJVPVh6tarr7sUBAKDSEVg83KGkMzJl0U5z+9GrWkmNECYnBgBUPQQWDz930MOzN0pSepa0bxQpQzvHunuRAABwCwKLB/vjcIpsjE+SsKAAmXr7xUzHDwCostgDerDfD9kniusQEymNa1dz9+IAAOA2BBYP9kfiaXPdtmGEuxcFAAC3IrB4sD9yp+K/IJrAAgCo2ggsHspms5kaFnUBLSwAgCqOwOKhDqdkmNFBAf5+0qIeZ2cGAFRtBBYPtXT7MXPdsl4NCQ0KcPfiAADgVgQWD51/ZfrKveb2zZfEuHtxAABwOwKLB1q+65jsPZYm4aGBcluXxu5eHAAA3I7A4oF+2Ws/M/N17RsyFT8AAAQWz7QlIdlcXxRb092LAgCARyCweGD9ytaD9sDSIYbAAgCAIrB4mH0n0uR05jkJCfSXVvUZzgwAgCKweJgtfyaZ6wujIzjZIQAAucq8R1yxYoUMHDhQoqOjxc/PTxYsWFDiz0ydOlXatm0rYWFh0rp1a5k1a9Z5z3nttdfM/+lzYmNj5dFHH5WMjAypqucPat8o0t2LAgCAxyjzEJS0tDTp2LGjjBw5Um688cYSnz9t2jQZO3asvPfee9K5c2dZu3at3HvvvVKrVi0TfNTs2bPlqaeekhkzZkiPHj1k586dMmLECBOIpkyZIlXJgRNp5rppneruXhQAALw3sAwYMMBcSuujjz6S+++/X4YMGWLuN2vWTNatWyeTJk1yBJZVq1ZJz5495fbbbzf34+LiZOjQobJmzRqpag6cSDfXTWoTWAAAsLi8SCIzM1NCQ0PzPabdPtrSkpWVZe5rq8qGDRvMY2rv3r2ycOFCufbaa4v9vSkpKfkuvnDCw4ST9sASG1XN3YsDAEDVCSz9+/eX6dOnm0CiO+T169eb+xpWjh8/bp6jLSsvvPCCXHbZZRIUFCTNmzeXPn36yLhx44r8vRMnTpTIyEjHRetevN2JtLOSdjZb/Pw0sIS5e3EAAKg6gWX8+PGmC6lbt24mjAwaNEiGDx9u/+P+9j+/bNkyeemll+Stt96SjRs3yrx58+Sbb76Rf/3rX0X+Xq2LSU5OdlwSEhLE28Xntq40jAiVkEBOeAgAQKUFFu3+0WLa9PR02b9/v8THx5salfDwcKlbt64j1Nx5551yzz33SPv27eWGG24wAUZbUXJycgr9vSEhIRIREZHv4u3ic+tX6A4CACC/SjtRjbauxMTYzzw8Z84cuf766x0tLBpmrNuWgAB7C4N2I1UVVgtLk9oEFgAAKhRYUlNTZffu3Y77+/btk82bN0tUVJQ0btzYdNUcPHjQMdeKDlHWYtquXbvKqVOnzDDlrVu3yocffuj4HTpaSB/v1KmTeZ7+fm110cet4FIV7DtuH9LcmBYWAAAqFli0aLZv376O+2PGjDHXWpcyc+ZMSUxMNN0+luzsbJk8ebLs2LHDtLLoz+owZu0WsjzzzDNmzhW91rCjXUUaVv79739LVaEtSav22IuQOYcQAAD5+dl8pM9FhzXraCEtwPXGepY/ElNkwOs/SVhQgGyacJWEBlWdliUAQNWVUsr9Nyer8RDLdx4z192b1yasAABQAIHFQyzbcdRc925lHzkFAAD+QmDxAKczsmT9/lPmdp/WBBYAAAoisHiAVXtOyLkcm8TVrsY5hAAAKASBxQMs22GvX+nTup67FwUAAI9EYHEzHaS1nPoVAACKRWBxs60HU+RQcoYZzqwjhAAAwPkILG72/bbDjmJbhjMDAFA4AouHBJb+FzZw96IAAOCxCCxulJh8RnYdTRV/P5G+bSi4BQCgKAQWN9oUn2Su2zSIkMiwIHcvDgAAHovA4kab4u2TxXVqzMkOAQAoDoHFjTYn2FtYOjWu5e5FAQDAoxFY3CQrO0e2/JlsbtPCAgBA8QgsbrLnWKpknsuR8NBAacp0/AAAFIvA4iYHT50x101qVxN/HSYEAACKRGBxk4NJ9sDSqGaYuxcFAACPR2Bxc2CJJrAAAFAiAoubHErKMNe0sAAAUDICi5scooUFAIBSI7C4CYEFAIDSI7C4aQ6WIyn2LqHomqHuXhwAADwegcUNNKzk2ESCA/ylTvUQdy8OAAAej8DixjlYGtYMZQ4WAABKgcDiBjuOnDbXTZjhFgCAUiGwuMGm+NyTHsZyDiEAAEqDwOIGG+NPmeuLm3CWZgAASoPAUslOpGbKgRPp5vZFMbSwAABQGgQWN3UHtahXQyKrBbl7cQAA8AoElkq2/XCKue7QKNLdiwIAgNcgsFSyhJP2Ic2MEAIAoPQILJUs/qS9fiU2iin5AQAoLQJLJUs4ZQ8sjaOquXtRAADwGgSWSj6HkHXSw1gCCwAArgssK1askIEDB0p0dLT4+fnJggULSvyZqVOnStu2bSUsLExat24ts2bNOu85SUlJMmrUKGnYsKGEhIRIq1atZOHCheJLEpPs5xAKCfSXujU4hxAAAKUVKGWUlpYmHTt2lJEjR8qNN95Y4vOnTZsmY8eOlffee086d+4sa9eulXvvvVdq1aplgo86e/asXHXVVVKvXj357LPPpFGjRnLgwAGpWbOmT3YHxdQK4xxCAAC4MrAMGDDAXErro48+kvvvv1+GDBli7jdr1kzWrVsnkyZNcgSWGTNmyMmTJ2XVqlUSFGSfmyQuLk58teCW+hUAADyshiUzM1NCQ0PzPaZdQ9rSkpWVZe5/+eWX0r17d9MlVL9+fWnXrp289NJLkp2dXezvTUlJyXfxnhFCBBYAADwqsPTv31+mT58uGzZsEJvNJuvXrzf3NawcP37cPGfv3r2mK0gDitatjB8/XiZPniwvvvhikb934sSJEhkZ6bjExsaKp9t9NNVcN63DHCwAAHhUYNHwoV1I3bp1M909gwYNkuHDh9v/uL/9z+fk5Jj6lXfffVcuueQS03309NNPy9tvv13k79W6mOTkZMclISFBPN3OI6fNdesG4e5eFAAAvIrLA4t2/2iNSnp6uuzfv1/i4+NNfUp4eLjUrVvXPEdHBumooICAAMfP6aiiw4cPm4LcwuhIooiIiHwXT5Z+9pyjS6h1fQILAAAeOQ+Ltq7ExMSYUDJnzhy5/vrrHS0sPXv2lN27d5uWFsvOnTtNkAkODhZfsOtIqthsInVqhEhthjQDAODawJKamiqbN282F7Vv3z5zW1tOrK6aYcOG5Qse//nPf2TXrl2m0Pa2226TrVu3mqJay4MPPmhGCY0ePdo8/5tvvjH/r0W4vmLHYas7qIa7FwUAAN8f1qxFs3379nXcHzNmjLnWupSZM2dKYmKiI7woLaTVAtodO3aYVhb9WR2+nHfYshbMfv/99/Loo49Khw4dzDwsGl6efPJJ8RU7cutXWtEdBABAmfnZdOiOD9BhzTpaSAtwPbGe5c7318hPu47LpJvay5DOjd29OAAAeNX+m3MJVZLtuV1CtLAAAFB2BJZKcDLtrBw7nWlutySwAABQZgSWSpx/Rc8hVCOkzGVDAABUeQSWShwh1IYJ4wAAKBcCSyVghBAAABVDYKkEOx1zsBBYAAAoDwJLJUhMzjDXnKUZAIDyIbBU0ighVbu6b5xmAACAykZgcbEzZ7PlTFa2uR1FYAEAoFwILC52Mt3euhIU4MeQZgAAyonA4mInU886Wlf8/PzcvTgAAHglAouLnUizz3AbVT3E3YsCAIDXIrBUUsFtVPUgdy8KAABei8BSaYGFFhYAAMqLwOJiDGkGAKDiCCyV1sJCYAEAoLwILC52Ijew1CKwAABQbgQWFztFlxAAABVGYHExuoQAAKg4AouLHU+15mEhsAAAUF4EFhc6kpIhKRnnxN9PJKZWmLsXBwAAr0VgcaEtfyab65b1wqVaMOcRAgCgvAgsLvTbn0nmun1MpLsXBQAAr0ZgcaHfDtpbWDoQWAAAqBACi4vYbDZHYGnfiMACAEBFEFhc5HjqWXPx8xNp2zDC3YsDAIBXI7C4yNHTGea6dvUQCQ0KcPfiAADg1QgsLnLstH3+lbrhnKUZAICKIrC4CIEFAADnIbC4yLHcGW7r1iCwAABQUQQWF7ew1AlnSn4AACqKwOLqLiFaWAAAqDACi4tQwwIAgPMQWFxdw0JgAQCg8gPLihUrZODAgRIdHS1+fn6yYMGCEn9m6tSp0rZtWwkLC5PWrVvLrFmzinzunDlzzO8dPHiweLPjuS0s9QgsAABUWJlPIZyWliYdO3aUkSNHyo033lji86dNmyZjx46V9957Tzp37ixr166Ve++9V2rVqmWCT1779++Xxx9/XHr16iXeLCMrW1IyzpnbdWuEuntxAACoeoFlwIAB5lJaH330kdx///0yZMgQc79Zs2aybt06mTRpUr7Akp2dLXfccYc8//zz8tNPP0lSkv1Mx97oeG53UHCAv0SElfklBgAAlV3DkpmZKaGh+VsZtGtIW1qysrIcj73wwgtSr149ufvuu0v9e1NSUvJdPG5Ic41g070FAAA8PLD0799fpk+fLhs2bDBnMF6/fr25r2Hl+PHj5jkrV66U999/33QbldbEiRMlMjLScYmNjRVPcSr9rLmuVZ05WAAA8IrAMn78eNOF1K1bNwkKCpJBgwbJ8OHD7X/c319Onz4td955pwkrderUKfXv1bqY5ORkxyUhIUE8RVK6veWoVjUCCwAAzuDyAgvt/pkxY4a88847cuTIEWnYsKG8++67Eh4eLnXr1pUtW7aYYtu89Sw5OTn2hQsMlB07dkjz5s3P+70hISHm4olO5QaWmtWC3L0oAAD4hEqrCNXWlZiYGMfQ5euvv960sLRp00Z+++23fM995plnTMvL66+/7lFdPaWVZHUJ0cICAIB7Aktqaqrs3r3bcX/fvn2yefNmiYqKksaNG5uumoMHDzrmWtm5c6cpsO3ataucOnVKpkyZIlu3bpUPP/zQ/L8W5LZr1y7f36hZs6a5Lvi4t3DUsNDCAgCAewKLFs327dvXcX/MmDHmWutSZs6cKYmJiRIfH59vuPLkyZNN1462sujPrlq1SuLi4sRX/dUlRAsLAABuCSx9+vQxo32KoqElL53hdtOmTWX6GwV/h9d2CVWnhQUAAGfgXEIucCqNFhYAAJyJwOICFN0CAOBcBBZX1rCE0SUEAIAzEFhccOLDM1nZ5jYtLAAAOAeBxUWz3Pr7iYSHcuJDAACcgcDiZElnzjoKbv01tQAAgAojsLhshBD1KwAAOAuBxckYIQQAgPMRWJzsWGqmua5Tg8ACAICzEFic7EhKhrluEBHq7kUBAMBnEFic7HCyvYWlHoEFAACnIbA42dHT9haW+gQWAACchsDioi6h+hEh7l4UAAB8BoHFyY6k2LuEqGEBAMB5CCxOnpY/+Yx9HhZqWAAAcB4CixMdzW1dCQ3ylwim5QcAwGkILE50JE/BrZ8f0/IDAOAsBBYnOpycG1jC6Q4CAMCZCCwuGCFUjxFCAAA4FYHFiU6m2c8jVDecwAIAgDMRWJzoVO6JD6M48SEAAE5FYHFBC0vN6gQWAACcicDiRKfS7HOw0MICAIBzEVic6GRul1Ct6kHuXhQAAHwKgcWJTuV2CUXRJQQAgFMRWJwkJ8dG0S0AAC5CYHGSlIwsybHZb9cksAAA4FQEFiePEAoPCZTgQF5WAACciT2rk5xKt48QqknBLQAATkdgcXbBLd1BAAA4HYHF6UOaCSwAADgbgcVJaGEBAMB1CCxOQgsLAAAeFFhWrFghAwcOlOjoaPHz85MFCxaU+DNTp06Vtm3bSlhYmLRu3VpmzZqV7//fe+896dWrl9SqVctc+vXrJ2vXrhVvbGGpVY2iWwAA3B5Y0tLSpGPHjiaElMa0adNk7Nix8txzz8m2bdvk+eefl1GjRslXX33leM6yZctk6NChsnTpUlm9erXExsbK1VdfLQcPHhRvkXzGPkooki4hAACcLrCsPzBgwABzKa2PPvpI7r//fhkyZIi536xZM1m3bp1MmjTJtNSojz/+ON/PTJ8+XT7//HNZvHixDBs2TLxBUu6w5sgwWlgAAPC6GpbMzEwJDQ3N95h2DWmXT1aWfSdfUHp6uvm/qKgo8bYWlpoEFgAAvC+w9O/f37SYbNiwQWw2m6xfv97c10By/PjxQn/mySefNDUyWstSXBBKSUnJd3GnFKtLiMACAID3BZbx48ebLqRu3bpJUFCQDBo0SIYPH27/4/7n//mXX35Z5syZI/Pnzz+vZSaviRMnSmRkpOOidS/ulERgAQDAewOLdv/MmDHDdPPs379f4uPjJS4uTsLDw6Vu3br5nvu///u/JrD88MMP0qFDh2J/rxbyJicnOy4JCQniLlnZOZJ+NtvcrskoIQAA3F90W17auhITE2NuawvK9ddfn6+F5ZVXXpF///vf8v3338ull15a4u8LCQkxF0+qX1HhoQQWAADcHlhSU1Nl9+7djvv79u2TzZs3mwLZxo0bm5YPHY5szbWyc+dOU2DbtWtXOXXqlEyZMkW2bt0qH374oeN36IihCRMmyOzZs03ry+HDh83jNWrUMBdvGSEUERooAf5+7l4cAAB8Tpm7hLRotlOnTuaixowZY25r4FCJiYmm28eSnZ0tkydPNnO3XHXVVZKRkSGrVq0ywSTvXC1nz56Vm2++WRo2bOi4aBeRd83BQusKAAAe0cLSp08fM9qnKDNnzsx3X2e43bRpU7G/U2tbvBkjhAAAcC3OJeQESWfs0/LXDGOWWwAAXIHA4gTJzHILAIBLEVicIPnMOXMdQWABAMAlCCzO7BKi6BYAAJcgsDhzlBAtLAAAuASBxQkYJQQAgGsRWJyAFhYAAFyLwOIEpzPsRbfhoZV2pgMAAKoUAosTA0sE5xECAMAlCCxOrGGhhQUAANcgsFRQTo5NUs9aXUK0sAAA4AoElgrSsGKdWokWFgAAXIPA4qTuoOBAfwkNCnD34gAA4JMILE4ruKV1BQAAVyGwVBAjhAAAcD0CSwUxQggAANcjsFTQ6UwrsNDCAgCAqxBYnNUlFEYLCwAArkJgcVaXUAgtLAAAuAqBpYI4jxAAAK5HYKmgFEeXEC0sAAC4CoGlglIyGCUEAICrEVic1iVECwsAAK5CYKmg07ktLMx0CwCA6xBYnDZxHC0sAAC4CoGlgpLPMA8LAACuRmCpAJvNJslnzprbtaoFu3txAADwWQSWCkg7my1Z2TZzm8ACAIDrEFgq4FSavXUlONBfQoN4KQEAcBX2shWQnFtwW6takPj5+bl7cQAA8FkElgo4lU79CgAAlYHAUgFJ6fYWlkim5QcAwKUILBWQRAsLAACVgsDihBaWmtVoYQEAwKMCy4oVK2TgwIESHR1tCk0XLFhQ4s9MnTpV2rZtK2FhYdK6dWuZNWvWec+ZO3eutGnTRkJDQ6V9+/aycOFC8XSnHIGFFhYAADwqsKSlpUnHjh1NCCmNadOmydixY+W5556Tbdu2yfPPPy+jRo2Sr776yvGcVatWydChQ+Xuu++WTZs2yeDBg81l69at4g1dQrSwAADgWn42na61vD/s5yfz58834aIoPXr0kJ49e8qrr77qeOyxxx6TNWvWyMqVK839IUOGmCD09ddfO57TrVs3ueiii+Ttt98u1bKkpKRIZGSkJCcnS0REhFSGkTPXyZLtR2XSTe1lSOfGlfI3AQDwJaXdf7u8hiUzM9N08+SlXUNr166VrCx7l8rq1aulX79++Z7Tv39/83hxv1dXMu/FXcOa6RICAMC1XB5YNHhMnz5dNmzYYM69s379enNfw8rx48fNcw4fPiz169fP93N6Xx8vysSJE00isy6xsbFS2ZKtGhaGNQMA4N2BZfz48TJgwADTxRMUFCSDBg2S4cOH2/+4f/n/vNbFaPORdUlISBC3TRxXnRYWAAC8OrBo98+MGTMkPT1d9u/fL/Hx8RIXFyfh4eFSt25d85wGDRrIkSNH8v2c3tfHixISEmL6uvJeKlNOjp6pmRYWAAB8ah4WbV2JiYmRgIAAmTNnjlx//fWOFpbu3bvL4sWL8z1/0aJF5nFPdTrjnOTklitHMkoIAACXCizrD6Smpsru3bsd9/ft2yebN2+WqKgoady4semqOXjwoGOulZ07d5oC265du8qpU6dkypQpZrjyhx9+6Pgdo0ePlt69e8vkyZPluuuuM4FGa13effdd8VRWd1C14AAJCQxw9+IAAODTytzCokGiU6dO5qLGjBljbk+YMMHcT0xMNN0+luzsbBNEdO6Wq666SjIyMsy8K9otlHfo8+zZs01A0ed99tlnZkK6du3aiadKcpypmfoVAAA8eh4WT1LZ87As3XFU7vpgnVzQMEIWju7l8r8HAIAv8ph5WHyVNaS5VnXqVwAAcDUCSzkxaRwAAJWHwFLRMzUzpBkAAJcjsFTwxIcU3QIA4HoElnI6ZbWwMAcLAAAuR2Cp4LBmalgAAHA9AksFu4SoYQEAwPUILBUsumVYMwAArkdgKSeGNQMAUHkILOVwLjvHnPxQ0SUEAIDrEVjKITm34FZFElgAAHA5AksFhjSHhwZKYAAvIQAArsbethySzzBpHAAAlYnAUg6n0pg0DgCAykRgKQcmjQMAoHIRWCp0HiFaWAAAqAwElnLgTM0AAFQuAks5MGkcAACVi8BSkRYWuoQAAKgUBJZySGJYMwAAlYrAUoFhzZG0sAAAUCkILBWYmp8WFgAAKgeBpSJFt4wSAgCgUhBYyijzXLakn802t2lhAQCgchBYyig5d4SQv5/95IcAAMD1CCzlPFNzZFiQ+GtqAQAALkdgKee0/EwaBwBA5SGwlLPgNqo6gQUAgMpCYCmjk7lzsFBwCwBA5SGwlLuFhSHNAABUFgJLGZ1My52Wny4hAAAqDYGljE7lBpYouoQAAKg0BJYyOpnbJUQLCwAAlYfAUka0sAAA4AWBZcWKFTJw4ECJjo4WPz8/WbBgQYk/8/HHH0vHjh2lWrVq0rBhQxk5cqScOHEi33Nee+01ad26tYSFhUlsbKw8+uijkpGRIZ6GFhYAALwgsKSlpZnwMXXq1FI9/+eff5Zhw4bJ3XffLdu2bZO5c+fK2rVr5d5773U8Z/bs2fLUU0/Js88+K3/88Ye8//778umnn8q4cePE05zKHdbMPCwAAFSeMp8MZ8CAAeZSWqtXr5a4uDj5xz/+Ye43bdpU7r//fpk0aZLjOatWrZKePXvK7bffbu7r84cOHSpr1qwRTzvxYWrmOXObLiEAAHyohqV79+6SkJAgCxcuFJvNJkeOHJHPPvtMrr32WsdzevToIRs2bDAtL2rv3r3m+XmfU1BmZqakpKTku7haUu55hAL8/TjxIQAAlcjle11tOdEaliFDhpialHPnzpkamLxdStqycvz4cbnssstMqNHnPPDAA8V2CU2cOFGef/55ccscLNU48SEAAD7VwvL777/L6NGjZcKECaYV5bvvvpP9+/ebQGJZtmyZvPTSS/LWW2/Jxo0bZd68efLNN9/Iv/71ryJ/79ixYyU5Odlx0VacyhohxLT8AAD4WAuLtoRoK8sTTzxh7nfo0EGqV68uvXr1khdffNGMGho/frzceeedcs8995jntG/f3hT33nffffL000+Lv//5uSokJMRcKhMjhAAA8NEWlvT09PMCR0BAgLnW7p/SPscTMAcLAABe0sKSmpoqu3fvdtzft2+fbN68WaKioqRx48amq+bgwYMya9Ys8/9ar6JDmKdNmyb9+/eXxMREeeSRR6RLly5mLhfrOVOmTJFOnTpJ165dze/XVhd93AouHnWmZlpYAADw7MCyfv166du3r+P+mDFjzPXw4cNl5syZJpDEx8c7/n/EiBFy+vRpefPNN+Wxxx6TmjVryhVXXJFvWPMzzzxjJqHTaw07devWNWHl3//+t3gSztQMAIB7+Nk8qc+lAnRYc2RkpCnAjYiIcMnf+Mcnm+TLXw/JM9e1lXt6NXPJ3wAAoCpJKeX+m3MJlauFhS4hAAAqE4GlPPOwEFgAAKhUBJYyYJQQAADuQWApxzwsdAkBAFC5CCyldOZstmRk5ZjbdAkBAFC5CCxlbF0JDvCX6sGeMzcMAABVAYGlrOcRqh5k5owBAACVh8BS5jM10x0EAEBlI7CUEnOwAADgPgSWUmIOFgAA3IfAUkrHUzPNNXOwAABQ+QgspbT3WJq5blK7mrsXBQCAKofAUkq7jqaa61b1w929KAAAVDmB7l4AT5aTY5Plu47JZ+v/lN25gaVl/RruXiwAAKocAksJnv1im8SfTDe3a4QESoOIUHcvEgAAVQ5dQsXw9/eTWy+NcdxvUa8Gk8YBAOAGBJYS3HTJX4FFp+UHAACVjz1wCRpGhklMrTBz+4q29dy9OAAAVEnUsJTCglE95duth/N1DwEAgMpDYCmFOjVC5M5uTdy9GAAAVFl0CQEAAI9HYAEAAB6PwAIAADwegQUAAHg8AgsAAPB4BBYAAODxCCwAAMDjEVgAAIDHI7AAAACPR2ABAAAej8ACAAA8HoEFAAB4PAILAADweD5ztmabzWauU1JS3L0oAACglKz9trUf9/nAcvr0aXMdGxvr7kUBAADl2I9HRkYW+f9+tpIijZfIycmRQ4cOSXh4uPj5+Tkt9WkASkhIkIiICPFFvr6Ovr5+VWEdfX39qsI6+vr6VYV1THHh+mkM0bASHR0t/v7+vt/CoisZExPjkt+tb44vfgCr0jr6+vpVhXX09fWrCuvo6+tXFdYxwkXrV1zLioWiWwAA4PEILAAAwOMRWIoREhIizz77rLn2Vb6+jr6+flVhHX19/arCOvr6+lWFdQzxgPXzmaJbAADgu2hhAQAAHo/AAgAAPB6BBQAAeDwCCwAA8HgElmJMnTpV4uLiJDQ0VLp27Spr164Vb/Tcc8+Z2X/zXtq0aeP4/4yMDBk1apTUrl1batSoITfddJMcOXJEPNmKFStk4MCBZmZEXZ8FCxbk+3+tJZ8wYYI0bNhQwsLCpF+/frJr1658zzl58qTccccdZhKkmjVryt133y2pqaniDes3YsSI897Ta665xmvWb+LEidK5c2czM3W9evVk8ODBsmPHjnzPKc3nMj4+Xq677jqpVq2a+T1PPPGEnDt3TrxlHfv06XPe+/jAAw94xTpOmzZNOnTo4JhIrHv37vLtt9/6zPtXmnX05vevMC+//LJZh0ceecQz30cdJYTzzZkzxxYcHGybMWOGbdu2bbZ7773XVrNmTduRI0ds3ubZZ5+1XXjhhbbExETH5dixY47/f+CBB2yxsbG2xYsX29avX2/r1q2brUePHjZPtnDhQtvTTz9tmzdvno5ys82fPz/f/7/88su2yMhI24IFC2y//vqr7W9/+5utadOmtjNnzjiec80119g6duxo++WXX2w//fSTrUWLFrahQ4favGH9hg8fbpY/73t68uTJfM/x5PXr37+/7YMPPrBt3brVtnnzZtu1115ra9y4sS01NbXUn8tz587Z2rVrZ+vXr59t06ZN5jWrU6eObezYsTZvWcfevXubbUve9zE5Odkr1vHLL7+0ffPNN7adO3faduzYYRs3bpwtKCjIrK8vvH+lWUdvfv8KWrt2rS0uLs7WoUMH2+jRox2Pe9L7SGApQpcuXWyjRo1y3M/OzrZFR0fbJk6caPPGwKI7rsIkJSWZL+DcuXMdj/3xxx9mJ7l69WqbNyi4Q8/JybE1aNDA9uqrr+Zbz5CQENsnn3xi7v/+++/m59atW+d4zrfffmvz8/OzHTx40OZJigosgwYNKvJnvGn91NGjR83yLl++vNSfS90w+vv72w4fPux4zrRp02wRERG2zMxMm6evo7XDy7tzKMjb1rFWrVq26dOn++T7V3Adfen9O336tK1ly5a2RYsW5VsnT3sf6RIqxNmzZ2XDhg2mGyHvuYr0/urVq8UbaXeIdi80a9bMdBNoE57S9czKysq3rtpd1LhxY69d13379snhw4fzrZOep0K79ax10mvtJrn00ksdz9Hn6/u8Zs0a8QbLli0zza+tW7eWBx98UE6cOOH4P29bv+TkZHMdFRVV6s+lXrdv317q16/veE7//v3NSdq2bdsmnr6Olo8//ljq1Kkj7dq1k7Fjx0p6errj/7xlHbOzs2XOnDmSlpZmuk188f0ruI6+9P6NGjXKdOnkfb+Up72PPnPyQ2c6fvy4+XDmfQOU3t++fbt4G91Rz5w50+zYEhMT5fnnn5devXrJ1q1bzY49ODjY7NwKrqv+nzeylruw98/6P73WnX1egYGBZmfiDeut9So33nijNG3aVPbs2SPjxo2TAQMGmI1HQECAV62fnmld+8x79uxpNvqqNJ9LvS7sPbb+z9PXUd1+++3SpEkTczCxZcsWefLJJ02dy7x587xiHX/77Tez89Y6B61vmD9/vlxwwQWyefNmn3n/ilpHX3j/lIawjRs3yrp166QgT/seEliqAN2RWbSATAOMfsn++9//moJUeJ/bbrvNcVuPbvR9bd68uWl1ufLKK8Wb6NGdhueVK1eKrypqHe+7775876MWiev7pyFU309PpwdBGk609eizzz6T4cOHy/Lly8WXFLWOGlq8/f1LSEiQ0aNHy6JFi8zgEk9Hl1AhtHlPj1ILVkLr/QYNGoi307TcqlUr2b17t1kf7QJLSkrymXW1lru490+vjx49mu//tapdR9Z443prV59+bvU99ab1e/jhh+Xrr7+WpUuXSkxMjOPx0nwu9bqw99j6P09fx8LowYTK+z568jrq0XeLFi3kkksuMaOiOnbsKK+//rpPvX9FraMvvH8bNmww24mLL77YtMDqRcPYG2+8YW5rS4knvY8EliI+oPrhXLx4cb4mXb2ft+/SW+nQVj0C0KMBXc+goKB866pNmlrj4q3rqt0k+kXJu07an6q1G9Y66bV+CfULa1myZIl5n62Njjf5888/TQ2LvqfesH5aS6w7cm1e1+XS9yyv0nwu9Vqb6/MGMz1S1OGnVpO9J69jYfRIXuV9Hz15HQvSz1dmZqZPvH8lraMvvH9XXnmlWT5dbuuidW9a52jd9qj30aklvD42rFlHlcycOdOMuLjvvvvMsOa8ldDe4rHHHrMtW7bMtm/fPtvPP/9shp/psDMdtWANW9PhlkuWLDHD1rp3724unkyr2nUInV70YzxlyhRz+8CBA45hzfp+ffHFF7YtW7aYETWFDWvu1KmTbc2aNbaVK1eaKnlPGfZb3Prp/z3++OOmSl/f0x9//NF28cUXm+XPyMjwivV78MEHzbBz/VzmHRKanp7ueE5Jn0trOOXVV19thg1/9913trp163rMkNGS1nH37t22F154waybvo/6WW3WrJnt8ssv94p1fOqpp8yIJ112/Y7pfR2F9sMPP/jE+1fSOnr7+1eUgiOfPOl9JLAU4//+7//MG6XzsegwZ53PwhsNGTLE1rBhQ7MejRo1Mvf1y2bRnfhDDz1khutVq1bNdsMNN5gNqydbunSp2ZEXvOhwX2to8/jx423169c3wfPKK6808yjkdeLECbMDr1GjhhmCd9ddd5kw4Onrpzs83TjoRkGHHDZp0sTMBVEwTHvy+hW2bnrReUvK8rncv3+/bcCAAbawsDATwjWcZ2Vl2bxhHePj483OLSoqynxGdZ6cJ554It88Hp68jiNHjjSfPd2u6GdRv2NWWPGF96+kdfT296+0gcWT3kc//ce5bTYAAADORQ0LAADweAQWAADg8QgsAADA4xFYAACAxyOwAAAAj0dgAQAAHo/AAgAAPB6BBQAAeDwCCwAA8HgEFgAA4PEILAAAwOMRWAAAgHi6/w8BEdMuHsyiqwAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -690,18 +705,10 @@
    "source": [
     "# Execute the line below to see that there's little drift from mNrmStE as starting point\n",
     "# (after setting burn_in to zero above).  This means burn_in does not need to be large:\n",
-    "\n",
-    "plt.plot(np.arange(1,len(np.mean(MAvg_ntrl,axis=1))+1),np.mean(MAvg_ntrl,axis=1).T)\n",
-    "plt.show()"
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(np.arange(1,len(np.mean(MAvg_ntrl,axis=1))+1),np.mean(MAvg_ntrl,axis=1).T)\n",
+    "make_figs(\"burnInDemo\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Harmenberg-Aggregation\")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "71987c2e-e1ed-44d7-9664-d3e48faf48b2",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -712,7 +719,7 @@
    "notebook_metadata_filter": "all,-widgets,-varInspector"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -726,7 +733,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.10.18"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/IncExpectationExample.ipynb b/notebooks/IncExpectationExample.ipynb
index 5296c167..9682e42b 100644
--- a/notebooks/IncExpectationExample.ipynb
+++ b/notebooks/IncExpectationExample.ipynb
@@ -45,7 +45,7 @@
     "\n",
     "from HARK.ConsumptionSaving.ConsGenIncProcessModel import PersistentShockConsumerType\n",
     "from HARK.distributions import Uniform\n",
-    "from HARK.utilities import get_lorenz_shares, calc_subpop_avg\n",
+    "from HARK.utilities import get_lorenz_shares, calc_subpop_avg, make_figs\n",
     "\n",
     "\n",
     "def mystr(number):\n",
@@ -277,27 +277,21 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "The Lorenz curve for assets is\n"
+      "Saving figure lorenz in Figures/IncExpectationExample\n",
+      "The aggregate wealth to income ratio is 1.960359461738795\n",
+      "The Gini Coefficient for assests is 0.42587467105785404\n",
+      "The average MPC by income quintile is [0.11115308445215712, 0.093315601625897, 0.08868665777068674, 0.07685229582371386, 0.04764471680635978]\n"
      ]
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAG2CAYAAACTTOmSAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAUBxJREFUeJzt3QdYlWX/B/Avew8VAVniBDco7lmZmmnZdJSzzHapvamZmpWjZTYsy1n+NS1TKzVHjly4UNyoCIiiLJG9Oed/3TdxAsUEPOc8Z3w/13VezvNwxg3PK+fbvX4WarVaDSIiIiIzZKl0A4iIiIiUwiBEREREZotBiIiIiMwWgxARERGZLQYhIiIiMlsMQkRERGS2GISIiIjIbDEIERERkdliECIiIiKzxSBEREREZkvRILRnzx4MHDgQPj4+sLCwwIYNG+76nN27d6Nt27aws7ND48aNsXz5cr20lYiIiEyPokEoJycHbdq0wYIFC6r0+NjYWDz88MO47777EBkZiTfffBPPP/88tm7dqvO2EhERkemxMJSiq6JHaP369Rg0aNAdHzNp0iRs2rQJp0+f1pwbMmQI0tPTsWXLFj21lIiIiEyFNYxIeHg4evfuXeFc3759Zc/QnRQUFMhbGZVKhbS0NNSpU0eGLyIiIjJ8ot8mKytLTqextLQ0zyCUmJgILy+vCufEcWZmJvLy8uDg4HDbc+bMmYOZM2fqsZVERESkK1euXIGfn595BqGamDJlCiZMmKA5zsjIQEBAgPxFurq6Kto2IiIiurvCYhXaTf8d8QtGwsXFBdpkVEHI29sbSUlJFc6JYxFoKusNEsTqMnG7lXgOgxAREZHhu5CUBbVN6ee8tqe1GNU+Qp07d8aOHTsqnNu+fbs8T0RERKbpdEKGzl5b0SCUnZ0tl8GLW9nyeHE/Pj5eM6w1YsQIzeNffPFFxMTE4O2330ZUVBS++eYb/Pzzzxg/frxiPwMRERHp1rH4m6YZhI4ePYrQ0FB5E8RcHnF/+vTp8vj69euaUCQ0aNBALp8XvUBi/6HPPvsMixcvlivHiIiIyDQdj083/X2E9EWsMHNzc5OTpjlHiIiIyLDlFhaj1XvbUJSXgyvzn9b657dRzREiIiIi83LiSgZKVGp4ud6+8EkbGISIiIjI4OcHhfi56+T1GYSIiIjI4OcHtfZ308nrMwgRERGRQRLTmI//0yPUmj1CREREZE7i03JxI6cQtlaWaO6jmwVODEJERERk0PODWvi6ws7aSifvwSBEREREBunY5dL5QaH+tXT2HgxCREREZJAOxd6QX9vVZxAiIiIiM5KQnocLSdmwtAC6Nq6js/dhECIiIiKDs/t8svzaNqAW3B1tdfY+DEJERERkcHafT5FfewXV1en7MAgRERGRQSkoLsH+6FR5v1eQp07fi0GIiIiIDMrRuJvILSxBXRc7NK+n2wLpDEJERERkkPODejatC0sxW1qHGISIiIjIoOzS0/wggUGIiIiIDMaVtFxEJ2fDytIC3RszCBEREZEZ2X42SbOJopujjc7fj0GIiIiIDMaWM4ny60MtvfXyfgxCREREZBBSsgpwJC5N3u/bgkGIiIiIzGxYTK0G2vi5wcfdQS/vySBEREREBjUs1ldPw2ICgxAREREpLiOvCAf+2U26n56GxQQGISIiIlLczqgkFKvUaOrljIZ1nfX2vgxCREREpLjNpxL13hskMAgRERGRojJyizRlNR5u7aPX92YQIiIiIkVtPn0dRSVqBHu7IMjbRa/vzSBEREREitpwPEF+HRTqq/f3ZhAiIiIixVxLz8PhfzZRHNhGv8NiAoMQERERKeaPE9fkJoodGtSGr542USyPQYiIiIgUsyHymvz6aIj+e4MEBiEiIiJSxPnELJy7ngkbKwv0b1lPkTYwCBEREZEifjl6RX69L8gTtZxsFWkDgxARERHpXVGJCuv/WS32dJg/lMIgRERERHq3MyoZN3IK4eFsh15BdaEUBiEiIiLSu1+OXpVfn2jrC2sr5eIIgxARERHpVXJWPnb9U1LjqTA/KIlBiIiIiPS+k3SJSo3QAHc09tRvSY1bMQgRERGR3qjVaqw+XLpa7Kl2yk2SLsMgRERERHoTHnMDMak5cLK1wiMKbaJYHoMQERER6c2qQ/Hy66OhvnC2s4bSGISIiIhIL1KzC7D1TKK8P6xDAAwBgxARERHpbcl8UYkabfzd0dLXDYaAQYiIiIh0TqVS46fDpcNizxhIb5DAIEREREQ6t/tCMuLTcuFib40BbZQpsFoZBiEiIiLSuWX74+TXwWH+cLRVfpJ0GQYhIiIi0qno5CzsvZgKSwtgZJdAGBIGISIiItJLb1DvZl7wr+0IQ8IgRERERDqTkVuEdccS5P1RXQ2rN0hgECIiIiKdWXM0HnlFJQj2dkHnhnVgaBiEiIiISCeKS1T44cBleX9010BYWFjA0DAIERERkU78dS4ZCel5qOVog0dDfGGIGISIiIhIJ5btj5Vfh3UMgL2NFQwRgxARERFp3ZlrGTgUmwYrSwsM72R4k6TLMAgRERGR1i3/Z8n8Qy294e1mD0PFIERERERalZJVgN9OXJP3R3dtAEPGIERERERatfxALAqLVQgNcEfbAHcYMgYhIiIi0pqs/CL8GF66ZP6lno0Mcsl8eQxCREREpDWrDsUjK78YjT2dZUkNQ8cgRERERFpRUFyCJftKl8yP69EQlqLKqoFjECIiIiKtWH8sAclZBajnZm+wGyjeikGIiIiI7lmJSo3v9sTI+891awBba+OIGMbRSiIiIjJoW88kIjY1B24ONhjaIQDGgkGIiIiI7olarca3uy/J+yO7BMLJzhrGQvEgtGDBAgQGBsLe3h4dO3bE4cOH//Px8+fPR1BQEBwcHODv74/x48cjPz9fb+0lIiKiig5cuoFTCRmwt7HEqC6GW07D4ILQmjVrMGHCBMyYMQPHjh1DmzZt0LdvXyQnJ1f6+FWrVmHy5Mny8efOncOSJUvka7zzzjt6bzsRERGVKusNGtI+ALWdbGFMFA1C8+bNw9ixYzF69Gg0b94cCxcuhKOjI5YuXVrp4w8cOICuXbti2LBhshepT58+GDp06F17kYiIiEg3Ii7fxL7oVFlc9fnuhl1Ow6CCUGFhISIiItC7d+9/G2NpKY/Dw8MrfU6XLl3kc8qCT0xMDDZv3oz+/fvf8X0KCgqQmZlZ4UZERETaMf+vC/Lrk2394FfLEcZGsdlMqampKCkpgZdXxV0nxXFUVFSlzxE9QeJ53bp1kxOziouL8eKLL/7n0NicOXMwc+ZMrbefiIjI3EVcTsPei6mwtrTAq/c3hjFSfLJ0dezevRuzZ8/GN998I+cUrVu3Dps2bcIHH3xwx+dMmTIFGRkZmtuVK1f02mYiIiJTNf+vi/Lrk+384F/b+HqDFO0R8vDwgJWVFZKSkiqcF8fe3t6VPmfatGkYPnw4nn/+eXncqlUr5OTk4IUXXsDUqVPl0Nqt7Ozs5I2IiIi052jcv71Br9xnnL1BivYI2draol27dtixY4fmnEqlksedO3eu9Dm5ubm3hR0RpgQxVEZERET67Q16Ksx4e4MERXc8EkvnR44cibCwMHTo0EHuESR6eMQqMmHEiBHw9fWV83yEgQMHypVmoaGhcs+h6Oho2UskzpcFIiIiItKtI3FpcqWYsfcGKR6EBg8ejJSUFEyfPh2JiYkICQnBli1bNBOo4+PjK/QAvfvuu7CwsJBfExISULduXRmCZs2apeBPQUREZF4+3166UuypMH+jXClWnoXazMaUxPJ5Nzc3OXHa1dVV6eYQEREZlUMxNzD4+4OwsbLArrd66S0I6erz26hWjREREZGhzA3yN/reIIFBiIiIiKpk78UUhMfcgK2VpdHPDSrDIERERER3pVKpMffP0g2Pn+1UH77uDjAFDEJERER0VxtPXceZa5lwtrM22l2kK8MgRERERP+psFiFz7adl/df6NHQ6CrM/xcGISIiIvpPq4/E4/KNXHg42+G5bsZXYf6/MAgRERHRHeUUFOPLHaUrxd54oDGc7BTdglDrGISIiIjojhbvjUVqdiHq13HEkA4BMDUMQkRERFSpG9kF+H7PJXn/rT5BsLEyvdhgej8RERERacXXu6KRU1iClr6ueLhVPZgiBiEiIiK6TUxKNlaEX5b3J/ULhqWlBUwRgxARERHdZtamcyhWqdErqC66N6kLU8UgRERERBXsuZCCHVHJsLa0wLsPN4cpYxAiIiIijeISFT7YeFbeH965Php7OsOUMQgRERGRxspD8biYnI1ajjZ484GmMHUMQkRERCSl5xbi878uyPsTHmwKN0cbmDoGISIiIpLm/3UR6blFCPJywVAT3DyxMgxCREREhOjkLKw4WLpcftqA5rA2wc0TK2MePyURERHdkVqtxvsbz6FEpUbvZl7o1sQD5qJGQSg9PR2LFy/GlClTkJaWJs8dO3YMCQkJ2m4fERER6difpxPlknlbK0tMfbgZzEm1S8iePHkSvXv3hpubG+Li4jB27FjUrl0b69atQ3x8PH788UfdtJSIiIi0LrugGO//Ubpc/sWeDdHAwwnmpNo9QhMmTMCoUaNw8eJF2Nvba873798fe/bs0Xb7iIiISIc+334BiZn5CKjtiJfvawxzU+0gdOTIEYwbN+62876+vkhMTNRWu4iIiEjHzl7LxPIDcfL++4+2gL2NFcxNtYOQnZ0dMjMzbzt/4cIF1K1rurVIiIiITIlKpca7G07JCdL9W3mjV5AnzFG1g9AjjzyC999/H0VFRfLYwsJCzg2aNGkSnnjiCV20kYiIiLTs56NXcCw+HU62VnK5vLmqdhD67LPPkJ2dDU9PT+Tl5aFnz55o3LgxXFxcMGvWLN20koiIiLQmLacQc7dEyfvjH2yKem4OMFfVXjUmVott374d+/fvx4kTJ2Qoatu2rVxJRkRERIZvzuZzcgfpYG8XjOoSCHNWrSAkhsMcHBwQGRmJrl27yhsREREZj/3Rqfgl4qq8P+uxlmazg/SdVOunt7GxQUBAAEpKSnTXIiIiItKJ3MJiTF53Ut4f0bk+2tWvDXNX7Rg4depUvPPOO5odpYmIiMg4fLbtAq6k5cHHzR5v9wtWujnGOUfo66+/RnR0NHx8fFC/fn04OVXcgVKU2iAiIiLDcjz+Jpbtj5X3Zz3eCs521Y4AJqnav4VBgwbppiVERESkE4XFKkz+9RRUauCxUF/cZ6Z7BmklCM2YMaO6TyEiIiIFfbv7Es4nZaGOk61Z7xlUGfOeKk5ERGTiLiRl4etdF+X9GY+0QG0nW6WbZNw9QmLF2Oeff46ff/5Z7ihdWFhY4fucRE1ERGQYRPmMt9eeRFGJGr2beWJg63pKN8n4e4RmzpyJefPmYfDgwcjIyJDV6B9//HFYWlrivffe000riYiIqNp+OBCHyCvpcLGzxgeDWsqyWHSPQWjlypVYtGgRJk6cCGtrawwdOhSLFy/G9OnTcfDgweq+HBEREenAlbRcfLL1vLw/pX8zsy6jodUglJiYiFatWsn7zs7OsldIGDBgADZt2lTdlyMiIiItU6vVmLLuFPKKStCxQW0Mae+vdJNMJwj5+fnh+vXr8n6jRo2wbds2ef/IkSOws7PTfguJiIioWtYcuYJ90amws7bE3Cdaw9KSQ2JaC0KPPfYYduzYIe+/9tprmDZtGpo0aYIRI0ZgzJgx1X05IiIi0vKQ2Acbz8r7b/UJQgOPihsfU0UWatF/dg/Cw8PlTYShgQMHwtBlZmbCzc1NDum5uroq3RwiIiKtUanUGLroIA7FpqFDYG389EInWJlIb1Cmjj6/73l/7c6dO8sbERERKWv5gTgZghxtrfDJU61NJgTpUo2C0MWLF7Fr1y4kJydDpVJV+J5YPUZERET6FZ2cjY+2RMn77/Rvhvp1OCSmkyAkls6/9NJL8PDwgLe3d4U9CcR9BiEiIiL9Ki5RYeIvJ1BQrEL3Jh54pmOA0k0y3SD04YcfYtasWZg0aZJuWkRERETVsvDvSzghNk60t8bHT7bmxom6XDV28+ZNPPXUU9V9GhEREenA6YQMfLGjtJbYzEdacONEXQchEYLK9g4iIiIi5eQVluCN1cdlLbG+LbzwWKiv0k0yzaGxL7/8UnO/cePGcu8gUU5D7DBtY2NT4bGvv/669ltJREREt5m9+RwupeTA08UOcx7nkJjO9hFq0KBB1V7MwgIxMTEwZNxHiIiITMHOqCSMWX5U3v9xTAf0aFoXpixTyX2EYmNjtfaGREREdG9Sswvw9tqT8v6Yrg1MPgQZ1ByhW5WUlCAyMlJOoiYiIiLdEgM5IgSlZhci2NsFb/cLUrpJ5hWE3nzzTSxZskQTgnr06IG2bdvC398fu3fv1kUbiYiI6B//dygeO6OSYWttiflDQmBvY6V0k8wrCK1duxZt2rSR9//44w/ExcUhKioK48ePx9SpU3XRRiIiIhKVHZKyMGtTaUHVSf2CEezNua56D0KpqalyR2lh8+bNcjl906ZNZeX5U6dO3XODiIiI6Hb5RSV4ddVx5BeV7h49ukug0k0yzyDk5eWFs2fPymGxLVu24MEHH5Tnc3NzYWXF7jkiIiJdmPnHWZxPyoKHsx3mPR0CSxZUVabExujRo/H000+jXr16crl879695flDhw4hODhYO60iIiIijY0nr+Gnw/EQ2wTNHxyCui52SjfJfIPQe++9h5YtW+LKlStyWMzOrvRiiN6gyZMn66KNREREZiv+Ri6m/Fo69eTlXo3QrYmH0k0yvw0VTQk3VCQiImNRWKzCUwsP4MTVDLSrXwtrXugEa6t73vnGKGXq6PPbPH+bRERERuCTrVEyBLnaW+PLoaFmG4J0ib9RIiIiA7T9bBIW7S2t7PDJU23g686q8rrAIERERGSA84Im/hwp74/qEoi+LUq3rSHtYxAiIiIysP2CXl4Vgcz8YoQGuOOd/s2UbpJJq/aqMUGlUiE6OhrJycnyfnmi5AYRERHVfL+g0wmZqO1kiwXD2spSGqQ71f7tHjx4EI0bN0azZs1k6OnVq5fmdt9991W7AQsWLEBgYCDs7e3RsWNHHD58+D8fn56ejldeeUXuYySW7otdrcUO10RERMbu14irFfYL8uG8IMPrEXrxxRcRFhaGTZs2aTZVrKk1a9ZgwoQJWLhwoQxB8+fPR9++fXH+/Hl4enre9vjCwkK5k7X4nqh55uvri8uXL8Pd3b3GbSAiIjIEUYmZmLqhdL+gNx5ogh5N6yrdJLNQ7X2EnJyccOLECdkrdK9E+Gnfvj2+/vpreSyG2UQV+9dee63SzRlFYPrkk09kkVcbG5savSf3ESIiIkOTmV+EQV/vR0xqjqwjtnx0B1ixhIZh7iMkwouYH3SvRO9ORESEpkSHbIylpTwODw+v9Dm///47OnfuLIfGRM0zscP17NmzZd2zOykoKJC/vPI3IiIiQ6FSqTF+daQMQT5u9vhiSChDkKENjZ08eVJzX/TWTJw4EYmJiWjVqtVtPTOtW7euchV7EWBEoClPHIsen8rExMRg586deOaZZ+S8IBHIXn75ZRQVFWHGjBmVPmfOnDmYOXNmldpERESkb/N3XMSOqGTYWVviu+FhcpI0GVgQCgkJkXOByo+ijRkzRnO/7Hvi63/1ztwrMXQm5gd9//33srZZu3btkJCQIIfL7hSEpkyZIuchlRE9QmL4jYiISGlbzyTiyx0X5f05j7dCKz83pZtkdqoUhGJjS3e21CYPDw8ZZpKSkiqcF8fe3pVvHCUmZ4seKPG8MmL1muidEkNttra3p2ixsqysMCwREZGhuJiUhQlrSjdNHN01EI+39VO6SWapSnOE6tevr7mJVVpitVb5c+JWtoKrqkRoET06O3bsqNDjI47FPKDKdO3aVQ6Hld+76MKFCzIgVRaCiIiIDFFGXhFeWBGBnMISdGpYm5smKqjak6XFXkFpaWm3nRezuKu7j5AYslq0aBF++OEHnDt3Di+99BJycnIwevRo+f0RI0bIoa0y4vvivd944w0ZgMQSfjFZWkyeJiIiMgYlKjXeXH0csak5sn6Y2DTRhsVUjWcfobK5QLe6ceOGXFpfHYMHD0ZKSgqmT58uh7fEXKQtW7ZoJlDHx8fLlWRlxNyerVu3Yvz48XJStuiFEqFo0qRJ1f0xiIiIFDFn8znsOp/yz+TodqjjzOkbRrGP0OOPPy6//vbbb+jXr1+FeTdigrRYWRYUFCSDjCHjPkJERKSU1YfjMXld6aaJXw8LxYDWPko3yWjo6vO7yj1C4s0FkZtcXFzg4PDvtt9ifk6nTp0wduxYrTWMiIjIlIRfuoF3N5yW98f3bsoQZCCqHISWLVsmv4q6YG+99Va1h8GIiIjMVVxqDl5aGYFilRoD2/jg9QfuvToDKTRH6E779RAREVHlK8TG/HAE6blFCPF3xydPtr6nOp2kQBAKDQ2t8kU7duzYvbaJiIjIJBSXqPDqqmOISSktn/H9iHawt/l3LzwykiA0aNAg3beEiIjIxMz84yz2XkyFo60VFo0Mg6eLvdJNopoEIQ6HERERVc+P4XFYcfAyxIDK/MEhaOHD8hmGiDs4ERERadnu88myN0iY1C8YfVpUXjqKjHCytNgz6PPPP8fPP/8sNzwUNb7Kq2zXaSIiInNxOiEDr6w8JneQfqKtH8b1aKh0k0ibPUIzZ87EvHnz5K7QYlMjUSZDbLYodoB+7733qvtyREREJuPqzVyMXn5E1hDr2riOrCjPFWImFoRWrlwp64NNnDgR1tbWGDp0KBYvXizLZBw8eFA3rSQiIjKCZfKjlx1BSlYBgrxc8O2z7WBrzRkohq7aV0jUBGvVqpW87+zsLHuFhAEDBsgiqEREROamoLgE41YcxcXkbHi72mPZ6PZwtbdRulmkiyDk5+eH69evy/uNGjXCtm3b5P0jR45UqD9GRERkDkTpqbfXnsTBmDQ421lj6aj28HH/twwVmVgQeuyxx7Bjxw55/7XXXsO0adPQpEkTjBgxAmPGjNFFG4mIiAzWJ1vP47fIa7C2tMA3z7RFcx8W9DbJ6vN3Eh4eLm8iDA0cOBCGjtXniYhIW1Yeuoyp60sLqYrSGU+F+SvdJJOVqXT1+Tvp3LmzvBEREZmTnVFJmPZPNfk3ezdhCDJSNZrOvmLFCnTt2hU+Pj64fPmyPDd//nz89ttv2m4fERGRwYm4fBMvrzwGlRp4qp0f3nigidJNIn0FoW+//VbuHdS/f3+kp6fLDRYFd3d3GYaIiIhM2YWkLIxZfgT5RSr0bFoXs7lXkHkFoa+++kruIzR16lRYWf1bQTcsLAynTp3SdvuIiIgMRkJ6HkYsOSz3DArxd8e3z7aFjRX3CjJm1b56sbGxCA0Nve28WDqfk5OjrXYREREZlLScQgxfcgiJmflo7OmMZaPaw9H2nqfakrEFoQYNGiAyMvK281u2bEGzZs201S4iIiKDkVNQjNHLDiMmJQc+bvb4cUwH1HKyVbpZpAXVjrJiftArr7yC/Px8uYnU4cOH8dNPP2HOnDmy1AYREZEpKSxW4cX/i8CJqxmo5WiDH5/ryA0TzTkIPf/883BwcMC7776L3NxcDBs2TK4e++KLLzBkyBDdtJKIiEgBKpUaE385gb0XU+Foa4VlozvIYTEyHfe0oaIIQtnZ2fD09ISx4IaKRERUFeLjceYfZ7H8QBxsrCywZGR79GhaV+lmma1MHX1+V3uO0NKlS+WEacHR0dGoQhAREVFVfb79ggxBYmX8p0+1YQgyUdUOQmIuUOPGjREQEIDhw4fLeUHR0dG6aR0REZECFv59CV/uLP1sm/lICzwa4qt0k8hQgtDFixcRHx8vA5HoEfr0008RFBQkq9I/++yzumklERGRnqwIj8PcP6Pk/bf7BWFE50Clm0SGPEdo7969ctXYypUr5XhqcXExDBnnCBER0Z2sjbiKt345Ie+/el9jvNU3SOkmkaEVXd22bRt2794tb8ePH5d7B/Xs2RNr165Fjx49tNYwIiIifdp08jreXlsagkZ3DcTEPk2VbhLpQbWDUL9+/VC3bl1MnDgRmzdvljXGiIiIjL2S/Burj8siqkPa+2P6gOasH2Ymqj1HaN68ebLy/Mcff4wWLVrIfYS+//57XLhwQTctJCIi0qED0al48f+OoVilxiNtfDDrMRZRNSf3NEdIFFn9+++/sXPnTmzcuFEupb969SoMGecIERFRmYjLN2X9sNzCEvRu5sUiqgbMYOYICSI7iflBYp7Qrl27sG/fPqhUKjlkRkREZAyOx9/EqKWHZQjq3sQDXw8LZQgyQ9UOQgMHDsT+/ftlMmvTpg169eqFsWPHyonSnC9ERETGIPJKOkYsOYysgmJ0bFAb3w1vB3sbK6WbRcYQhIKDgzFu3Dh0795ddlEREREZk5NX0+VwmAhBHRrUxrLR7eFoW6MBEjIB1b7yn3zyiW5aQkREpGOnEzLw7OJDyMovRvvAWlg2iiHI3HEwlIiIzCYEPbP4EDLzi9Gufi1ZSd7JjiHI3DEIERGRyTtzLQPPLjmEjLwitA1wx/LR7eHMEEQMQkREZOrOXsuUPUHpuUUIDXDHD2M6wMXeRulmkYFgECIiIpPuCXpm8UEZgtr4MwSRloLQpUuX8O6772Lo0KFITk6W5/7880+cOXOmJi9HRESkdSeupGPo9wdxU4QgPzf8OKYDXBmC6F6DkNhJulWrVjh06BDWrVuH7Oxsef7EiROYMWNGdV+OiIhI647GpVWYGL3i+Y5wc2AIIi0EocmTJ+PDDz/E9u3bYWtrqzl///334+DBg9V9OSIiIq06cCkVI5YeRnZBMTo1rM2eINJuEBL1xR577LHbzos6Y6mpqdV9OSIiIq35+0IKRi87oimbsWwUl8iTloOQKKNx/fr1286L2mO+vr7VfTkiIiKt+OtsEsb+cBQFxSo8EOyJRSPC4GDLshmk5SA0ZMgQTJo0CYmJibCwsJDFVkXtsbfeegsjRoyo7ssRERHdsz9PXceL/xeBwhIVHmrpjW+fZe0w0lEQmj17tqw35u/vLydKN2/eXBZc7dKli1xJRkREpE/rj1/Fqz8dR7FKjUdDfPDV0FDYWnN3GKoaC7VarUYNxMfH4/Tp0zIMhYaGokmTJjAGmZmZslhsRkYGXF1dlW4OERHdgx/D4zD9t9KtW55s54ePnmgNK0sLpZtFRvT5Xe0ZZPv27UO3bt0QEBAgb0RERPom/ht+wa5ofLrtgjwe1SUQ0wc0hyVDEFVTtfsOxTL5Bg0a4J133sHZs2er+3QiIqJ7DkGzN5/ThKDXH2iCGQMZgkhPQejatWuYOHGi3FixZcuWCAkJwSeffIKrV6/WsAlERERVU6JSY/Kvp7Bob6w8njagOSY82FQu3iHS6xwhITY2FqtWrcJPP/2EqKgoOWl6586dMGScI0REZJwKikswfk0kNp9KhOj8mftEazwd5q90s8jIP7/vKQgJJSUlss7YtGnTcPLkSXlsyBiEiIiMT25hMcatiMDei6mwtbLEl0ND0K9lPaWbRSbw+V3j9YVi76CXX34Z9erVw7Bhw+Qw2aZNm7TWMCIiIiE9txDDlxyWIcjBxgpLRoUxBJFyq8amTJmC1atXy7lCDz74IL744gs8+uijcHR01F6riIiIACSk52Hk0sOITs6Gq701lo1uj3b1ayvdLDLnILRnzx7873//w9NPPw0PDw/dtIqIiMxeVGKmDEFJmQXwdrXHD2M6IMjbRelmkbkHITEkRkREpEsHY25g7I9HkZVfjCaezjIE+bg7KN0sMtcg9Pvvv+Ohhx6CjY2NvP9fHnnkEW21jYiIzLRu2BtrIlFYrEL7wFqyeKq7o63SzSITVaVVY5aWlrLIqqenp7x/xxezsOCqMSIiuqeSGTN+PwPxydS3hRe+GBLK4qmkfIkNUWG+svtERETaIP6b/NNt57Fg1yV5/EzHALz/aEvWDSOdq/by+R9//BEFBQW3nS8sLJTfIyIiqu5GiRN/PqEJQRMfbIoPBzEEkX5Ue0NFKysrXL9+XQ6TlXfjxg15jkNjRERUVRm5RXhhxVEcik2TwWfWoJYY0oEFvcmAq8+L3FRZTRdRa0w0kIiIqCrib+Ri1PLDiEnJgbOdNb55pi16NK2rdLPIzFQ5CIWGhsoAJG4PPPAArK3/faroBRJ1x/r166erdhIRkQk5Hn8Tz/9wFDdyCuHjZo+lo9sj2Ju99GTAQWjQoEHya2RkJPr27QtnZ2fN92xtbREYGIgnnniiRo1YsGCBrGAvVqa1adMGX331FTp06HDX54kdrocOHSp3tt6wYUON3puIiPS/PP7NNZEoKFahhY8rlo5qDy9Xe6WbRWaqykFoxowZ8qsIPIMHD4a9vXb+T7tmzRpMmDABCxcuRMeOHTF//nwZtM6fP3/bPKTy4uLi8NZbb6F79+5aaQcREemWmFqxeG8sZv95Ti6Pvz/YE18NDYWTXbVnaRAZTvX5eyXCT/v27fH1119rluf7+/vjtddew+TJkyt9jhiK69GjB8aMGYO9e/ciPT29yj1CnCxNRKR/RSUqzPzjDP7vYLw8HtG5PqYPaA5rqxrX/iYzk2ko1edFCPn000/l0JW3tzdq165d4VYdYsl9REQEevfu/W+DLC3lcXh4+B2f9/7778veoueee+6u7yGW+otfXvkbERHpt3r8qGWHZQgSa23efbgZZj7SgiGIDEK1/184c+ZMzJs3Tw6PiVQmhrUef/xxGWDee++9ar1WamqqDFZeXl4VzotjMV+oMvv27cOSJUuwaNGiKr3HnDlzZIIsu4neJiIi0g9RNX7Qgv3YH30DTrZW+H54GJ7v3rDS1cdERhGEVq5cKUPIxIkT5coxMVl58eLFmD59Og4ePAhdysrKwvDhw+X7V7Xy/ZQpU2RgK7tduXJFp20kIqJSf19IwWPf7EfcjVz41XLAry93wYPNK/6HL5HSqj1DTfTUtGrVSt4XK8dEuBAGDBiAadOmVeu1RJgRGzQmJSVVOC+OxbDbrS5duiQnSQ8cOPC2kh8ilIkJ1o0aNarwHDs7O3kjIiL9EFNPl+2Pw4ebzkKlhiycuvDZdqjjzL/FZAI9Qn5+fnJnaUGEjm3btsn7R44cqXbgEMvu27Vrhx07dlQINuK4c+fOtz0+ODgYp06dkkv4y26i2v19990n73PYi4hIWaJi/DvrT+H9jaUh6Kl2fvi/5zsyBJHp9Ag99thjMqiI1V5iZdezzz4r5+zEx8dj/Pjx1W6AmGM0cuRIhIWFyQnYYvl8Tk4ORo8eLb8/YsQI+Pr6yrk+Ysl+y5YtKzzf3d1dfr31PBER6VdaTiFe+r8IWS5DlAl7p38zPNetAecDkWkFoblz52ruiwnTAQEBcoVXkyZNKgxZVZV4jZSUFDnHSAy7hYSEYMuWLZoJ1CJgiYnYRERkuC4kZcmdouPTcmW5DLE/0H3Bd94LjshQKL6PkL5xHyEiIu3aGZWE13+KRHZBMQJqO2LJyDA08XJRullkYjKVLLr6+++/V/kFxZwdIiIyfSqVGl/tjMb8HRfkTtEdG9TGt8+2Q20nW6WbRqTdIFRWZ+xuxDiw2BeIiIhMW2Z+ESasOYG/zpWu+n22UwCmD2gBW2tOZSATDEJlS9SJiIiik7PwwooIxKTkyODz4aCWeDqMq3bJOLHSHRERVdmW04mY+HMkcgpL4ONmj4XD26G1X+nqXSKzCEKiztd/Eau/iIjItJSo1Ph8+wV8vStaHndqWBtfD2sLD+4PROYWhNavX1/huKioCLGxsXJnZ7HBIoMQEZFpycgtwuurj8uSGYLYG2jKQ8EsmkrmGYSOHz9e6ZK2UaNGyc0WiYjIdJy7nolxKyLk/kD2Npb46InWeDTEV+lmERnePkKi9IXYUFHUAjNk3EeIiKhqfotMwORfTyGvqEQWTf1ueDu08HFTullkpjKV3EeoKsqquxMRkXHLLyqRBVP/72C8PO7exANfDglFLe4PRCao2kHoyy+/rHAsOpREEdYVK1bgoYce0mbbiIhIz+Jv5OLlVRE4nZAJUSLstfsa443eTWEliocRmaBqB6HPP/+8wrGoA1a3bl1ZOHXKlCnabBsREel5afz/1p5AVn4xajna4PPBIegVxHphZNqqHYTECjEiIjIdRSUqfPRnFBbvK/373q5+LVk01cfdQemmEekcN1QkIjJj19Lz8OqqYzgWny6Px3ZvgLf7BcOGS+PJTFQ7COXn5+Orr77Crl27kJycfFv5jWPHjmmzfUREpCO7zydj/JpI3Mwtgou9NT57qg36tPBWullEhh2EnnvuOWzbtg1PPvkkOnToIAutEhGRce0SPf+v0l2ixQYqrXzdsGBYWwTUcVS6aUSGH4Q2btyIzZs3o2vXrrppERER6UxCeh7Gr47E4bg0eTy8U328O6AZ7KytlG4akXEEIV9fX7i4uOimNUREpDN/nrqOSb+eRGZ+MZztrDH78VZ4pI2P0s0iUlS1Z8N99tlnmDRpEi5fvqybFhERkVblFZbgnfWn8NLKYzIEtfF3x6bXuzEEEdWkRygsLExOmG7YsCEcHR1hY2NT4ftpaaXdrUREZBi1wl7/6TguJmfLDRJf7NkIEx5sylVhRDUNQkOHDkVCQgJmz54NLy8vTpYmIjJAYtf/FQcv48NN51BYrEJdFzt8/nQIujXxULppRMYdhA4cOIDw8HC0adNGNy0iIqJ7kpZTiLfXnsRf55Lk8f3Bnvjkydao42yndNOIjD8IBQcHIy8vTzetISKie3LgUqrcGygpswC2VpaY0j8Yo7oEsveeSFtBaO7cuZg4cSJmzZqFVq1a3TZHyNXVtbovSURE96iguASfb7+I7/ZcknsDNarrhC+HhqKFj5vSTSMyaBZqMZBcDaLIqnziLf91IV5GnCspKYEhy8zMhJubGzIyMhjaiMgknE/MwptrIuXEaGFwmD9mPNIcjrasokSmI1NHn9/V/lciSmsQEZHyVCo1lu6PxcdbzqOwRIXaTraY/Vgr9GvJMhlEOgtCPXv2rO5TiIhIBztEv/XzCYTH3NBMiJ77RCt4utgr3TQi0w5Ce/bs+c/v9+jR417aQ0RE/0FMQ/gt8hqm/XYaWfnFcLCxkiUyhnUI4IRoIn0EoV69et12rvw/PkOfI0REZKzScwsxdcNpbDp5XR6H+Lvj88EhaODhpHTTiMwnCN28ebPCcVFREY4fP45p06bJlWRERKR9ey+m4K1fTshl8VaWFnjjgSZ4uVcjWHOHaCL9BiExY/tWDz74IGxtbTFhwgRERETcW4uIiEgjp6AYc/48h/87GC+PG3o4yV4gUS+MiO6d1tZWinIb58+f19bLERGZvfBLN/C/tSdw9WbpJrbDO9XHO/2bwcHWSummEZlvEDp58uRtE/euX78uN1oMCQnRZtuIiMxSbmExPvozCj+EX5bHvu4O+PjJ1ujamHXCiBQPQiLsiMnRt+7D2KlTJyxdulSbbSMiMjuHYkQv0EnEp+XK46EdAvBO/2C42FfcxZ+IFApCsbGxt+00XbduXdjbc+8KIqKayisswcdbo7D8QJwskeHjZo+5T7RGj6Z1lW4akUmrdhCqX7++blpCRGSmjsalyV6g2NQcTYmMqQOawZW9QEQ6V+V1lzt37kTz5s1lrY9bibofLVq0wN69e7XdPiIik+4F+nDjWTz1XbgMQd6u9lg2uj0+erI1QxCRofUIzZ8/H2PHjq200JlYUj9u3DjMmzcP3bt313YbiYhMzoHoVExed0ozF+jJdn6YNqA53BwYgIgMskfoxIkT6Nev3x2/36dPH+4hRER0Fxm5RZi09iSGLT4kQ1A9N3ssHRWGT59qwxBEZMg9QklJSbCxufM/Umtra6SkpGirXUREJufPU9cx/fczSMkq0OwL9Ha/IK4IIzKGIOTr64vTp0+jcePGd9xfqF69etpsGxGRSUjKzMf0305j65kkedywrhM+eqI12gfWVrppRGavykGof//+sp6YGB67dal8Xl4eZsyYgQEDBuiijURERknst7bmyBXM2nxOVoq3trTAiz0b4dX7G8PehrtDExkCC/WtOyP+x9BY27ZtYWVlhVdffRVBQUHyfFRUFBYsWCCrzh87dkyW2jBkYtWbmNwtVrpVNvGbiEgb4lJzMGXdKYTH3JDHrf3cZC9Qs3r8u0NkSJ/fVe4REgHnwIEDeOmllzBlyhTNztJil+m+ffvKMGToIYiISNcKi1X4fs8lfLUzGgXFKtjbWOKtPkEY1SWQleKJjH1DRbGZ4ubNm3Hz5k1ER0fLMNSkSRPUqlVLdy0kIjKi8hhTN5xGdHK2PO7W2AOzH2uFgDqOSjeNiLRZfV4En/bt29fkqUREJudmTiFmbz6HXyKuymMPZ1u8+3BzPBriI3vNicjEghAREZVOhv71WIIMQWk5hZoiqZP7BcPNkUviiYwBgxARUQ2I4a93N5zCwZg0eRzk5YJZj7VEGJfEExkVBiEiomrILyrBN7uisfDvGBSWlE6GfuOBpni+ewPYcDI0kdFhECIiqqJd55Mx8/cziLtRWh/svqC6eP/RlvCvzcnQRMaKQYiI6C6upOXi/Y1nsf1s6c7QXq52mDGwBR5q6c3J0ERGjkGIiOg/hsG+3xODBbtK9wQSO0OP6dYArz/QBM52/PNJZAr4L5mIqBI7o5Iw84+zuPzPMFjnhnXw/qMt0MTLRemmEZEWMQgREd0yDCYC0F/n/h0Gm/pwcwxsXY/DYEQmiEGIiOifYbCFf1/Ct7svaYbBnuvWAK9xGIzIpPFfNxHB3DdF3HI6EbP/PIcraXnyXJdGdTDzEQ6DEZkDBiEiMltnrmXg/T/O4lBs6aaI3q72eHdAMzzcisNgROaCQYiIzE5qdgE+23YBq4/EQ60G7KwtMa5HQ7zYqxEcbflnkcic8F88EZmNwmIVfjgQhy93XERWQbE8N6B1PUx+KBh+tbgpIpE5YhAiIrOYB7QzKhkfbjqH2NQcea6lryumD2iBDg1YG4zInDEIEZFJu5CUhQ82nsXei6ny2MPZDm/3DcKT7fxgacl5QETmjkGIiExScmY+5m2/gJ+PXoFKDdhaWcpdoV+5rxFc7G2Ubh4RGQgGISIyKTkFxfhuTwwW7YlBXlGJPNevhTem9A9G/TpOSjePiAwMgxARmYTiEhXWHL2Cz7dflKvChNAAd0zt3wxhgZwHRESVs4QBWLBgAQIDA2Fvb4+OHTvi8OHDd3zsokWL0L17d9SqVUveevfu/Z+PJyLTnwj919kk9PtiL6auPy1DUP06jvjmmbZY91IXhiAiMuwgtGbNGkyYMAEzZszAsWPH0KZNG/Tt2xfJycmVPn737t0YOnQodu3ahfDwcPj7+6NPnz5ISEjQe9uJSFknr6ZjyPcH8fyPRxGdnI1ajjaYMbA5to/vif7cFJGIqsBCLf5zSkGiB6h9+/b4+uuv5bFKpZLh5rXXXsPkyZPv+vySkhLZMySeP2LEiLs+PjMzE25ubsjIyICrq6tWfgYi0i+xBP6zbeex8eR1eSw2RBQToV/q1QiunAhNZJIydfT5regcocLCQkRERGDKlCmac5aWlnK4S/T2VEVubi6KiopQu3bl3d8FBQXyVv4XSUTGKTEjH1/suChXgpWo1BAdPo+F+mJinyD4ujso3TwiMkKKBqHU1FTZo+Pl5VXhvDiOioqq0mtMmjQJPj4+MjxVZs6cOZg5c6ZW2ktEykjPLZRV4ZcfiJOV4YX7gz3xVp8gNPdhzy4Rmemqsblz52L16tVy3pCYaF0Z0dsk5iCV7xESQ29EZBxL4Zftj5XL4bPyS0titA+shbf7BaM9J0ETkbEHIQ8PD1hZWSEpKanCeXHs7e39n8/99NNPZRD666+/0Lp16zs+zs7OTt6IyLhqgv10OB5f7RRL4QvluWb1XOWO0L2C6nISNBGZRhCytbVFu3btsGPHDgwaNEgzWVocv/rqq3d83scff4xZs2Zh69atCAsL02OLiUjXewFtiLyG+X9dwNWbefKcWAo/4cGmGNjahyUxiMj0hsbEsNXIkSNloOnQoQPmz5+PnJwcjB49Wn5frATz9fWVc32Ejz76CNOnT8eqVavk3kOJiYnyvLOzs7wRkfERE59/P5GAL3dEa4qierrY4Y3eTfB0mD9srBTf6YOITJTiQWjw4MFISUmR4UaEmpCQEGzZskUzgTo+Pl6uJCvz7bffytVmTz75ZIXXEfsQvffee3pvPxHdWwDaePKaXAkWk1IagGo72WJcj4YY0TkQDrZWSjeRiEyc4vsI6Rv3ESJSnkqlxp+nE+UQ2MXkbHnO3dEGL/RoiJGdA+Fkp/h/oxGRgTHJfYSIyPwC0LazIgBdRFRiljznam9dGoC6BLIqPBHpHYMQEemc6HjefjZJBqCz10s3NXWxs8Zz3RvIHaG5GzQRKYVBiIh0GoB2RiXLAHQqIUOec7azxpiugXiuW0O4OTIAEZGyGISISCdDYFvOJOLrndGaHiBHWyuM6hKIsd0bopaTrdJNJCKSGISISKv7AP1x8hoW7Lokq8ELTrZWeLZzfbzQvSHqOHNzUyIyLAxCRKSVnaDXHbuKb3ZfQnxarmYS9KiuDTC6SyB7gIjIYDEIEVGN5ReVYM2RK1j49yVcz8jX7AP0XLcGGN65PidBE5HBYxAiomrLLijGyoOXsWhvLFKzCzQ7QY/r2QhDO/jD0ZZ/WojIOPCvFRFVWXpuIX4Mv4yl+2ORnlskz/m6O+ClXo3wZDs/2NtwJ2giMi4MQkR0VwnpeViyNxarj8Qjt7BEnmvg4YSXezXCoFBf1gIjIqPFIEREdxSVmInv/47B7yeuoVhVWo2nWT1X2QP0cKt6sGI1eCIycgxCRHTbJoiHYtPw3d+XsOt8iuZ8l0Z18GLPRujexAMWFgxARGQaGISISFMJfvvZRHz7dwxOXEmX50SHz0Mt62Fcz4Zo7eeudBOJiLSOQYjIzOUWFuPXiKtYuj8Osak58pyttSWeaucnd4EO9HBSuolERDrDIERkpq6l5+GH8Dj8dCgemfnF8pybgw1GdK6PEZ0DUdeFu0ATkeljECIyM8fjb2LJvlj8eTpRDocJgXUcMbprA7kE3smOfxaIyHzwLx6RmdQAE0VQRQA6Hl86/0fo3LAOxnRrgPuDPbkCjIjMEoMQkQnLyCvCmiPx+OHAZbkXkGBrZYlHQnwwumsgWvi4Kd1EIiJFMQgRmaCYlGz8cCAOv0Rc1WyAWMfJFs90qo9nOwXA08Ve6SYSERkEBiEiEyHm++w4l4QVBy9j78VUzflgbxeM6dpA9gKxBAYRUUUMQkRG7kZ2AdYcvYKVB+M1w19iv8P7gzzl/B+xESI3QCQiqhyDEJGRirySjh8PxGHjyesoLFHJc7UcbfB0e38827E+/Gs7Kt1EIiKDxyBEZETyi0rwx4lrcvjr5NUMzfnWfm5y758Bretx+IuIqBoYhIiMwPnELPx0OB7rjl3VbH4odn8WwUcEoBB/lr8gIqoJBiEiA5VXWIKNJ6/JAHSs3N4/vu4OeKZTAAaH+aOOM3d/JiK6FwxCRAbm7LVMrD4Sj/XHE5D1T++PtaUFHmzuhaEdAtCtsQcsufkhEZFWMAgRGYCcgmLZ+7Pq8BVN5XchoLYjhnTwl6UvuPcPEZH2MQgRKUStVuN0Qmnvz2+R15BdUNr7Y2NlgT7NvWXvj1j6zt4fIiLdYRAi0rOUrAL8FpmAtRFXEZWYpTkvCp+K8PNEOz94cO4PEZFeMAgR6UFhsQo7o5KxNuIKdp1P0VR9Fyu/+rYQvT/+sgAqNz4kItIvBiEiHTqdkCF7fkQP0M3cIs15sdz9qTA/DGjtAzcHG0XbSERkzhiEiLQsNVsMfV2TAejc9UzNeU8XOzze1g9PtvNFY08XRdtIRESlGISItLTj845zydgQmYBdUckoLhv6srLEgy285Kqv7o09YG1lqXRTiYioHAYhohoS83zCL92Q4Wfr6URk/bPqS2jj7y7Dz8DW9eDuaKtoO4mI6M4YhIhqsORdhB9R8ys5q6DCjs+PhPjgsVBfNPXi0BcRkTFgECKqgss3crDh+DX8diIBMSk5mvPujjbo36oeBoX4Iqx+Le75Q0RkZBiEiO4gOSsfm09ex4bIa4gst9uznbWlLHchwk+PpnXlEngiIjJODEJEt4SfLacTsenkdRyOS4O6dM4zREdP18YeMvz0bekNZzv+0yEiMgX8a05m707hp2y/n0fa+GBAm3qs9UVEZIIYhMisw8/Gk9dxpJLw83CreniolTf8ajkq2UwiItIxBiEyG8mZ+fhT9Pycqjz8DGgtwk89ufqLiIjMA4MQmbRLKdnYdiYJ284m4nj8vxOeBYYfIiJiECKTolKpcTIhA1vPJGLbmURcKrfUXWD4ISKi8hiEyCQqux+MuSF7fbafTUJS5r+bHNpYWaBzIw/0ae4ll7x7uXLCMxER/YtBiIx2vs/u8ynYGZWMfdGpyC5X3kIsbe8VVBd9WnjLr672rO5ORESVYxAio6nrdfJquixouvN8sixzUZ6Hs53s8enbwgudG9WBnbWVYm0lIiLjwSBEBisjtwh7LqbI8LP7QgrScgorfL+NnxvuC/bE/cGeaOnjxvIWRERUbQxCZFATnc9ez8Tei6ky/ETE35Q9QWVc7KxlSQsRfno2rYu6LnaKtpeIiIwfgxAp6lp6HvZdTMXe6FTsj069rdeniaezDD73BXkiLLAWbKxY14uIiLSHQYj0SkxqPnjphpzgvPdiym3L251srdCpYR30DKorw49/be7sTEREusMgRDpVXKLCqYQMOdwlen6Oxd9EcbnhLjGtp7WfO7o38UD3JnXlPj+s5k5ERPrCIERaDz6nr2XKfX0OxdzAkbibFZa2CwG1HdGtiQd6NPFA54YecHPk8nYiIlIGgxBppcfnUGyaDD9HKwk+rvbW6NrYQ4af7o3rIqAOh7uIiMgwMAhRtRSJHp+EDByMKQs+acgpLKnwGDcHG3RoUFvO9enUsDaCvV1hxaXtRERkgBiE6K57+Yh5PRGXb+Lo5TScuJKBvKLbg09HTfCpg2BvF+7pQ0RERoFBiDTUajViU3Nk6BHhRwxzXUzOvu1x7o4Vg0+QF4MPEREZJwYhM5ZXWILT1zJKe3viSsPPrfv4CA09nNC2fi2E1a+FdvVroVFdZwYfIiIyCQxCZjS353xiFk5ezcCJK+k4cTVd9vaU37lZEEvXW/u6oV2gCD610TbAHXWcuYMzERGZJgYhEyTCTdyNHFmkVMzpEaHn7LVMFBSrbnusKFMhwo4MPfVroaWvKwuWEhGR2WAQMoHhrajETFmjS4Qd8TXqetZtE5oFF3trtPZzkxsYthE3fzd4u9rDwoLDXEREZJ4YhIxoIvO1jHxcSMrCuX9Cj/gqJjffMrol2VlbooWPa2no8XeTwSewjhPn9hAREZXDIGSAFdiv3szDxeQsOYfnYlI2opOzEJ2cfdt+PWU8nO3Q3McVzeu5ar428HDi3j1ERER3wSCkUO9OanYh4tNyEJeai8s3cnA5LVeGnUsp2cgvun0uj2BjZSF7dYLr/Rt6mtVzgaeLvd5/BiIiIlNgEEFowYIF+OSTT5CYmIg2bdrgq6++QocOHe74+F9++QXTpk1DXFwcmjRpgo8++gj9+/eHIcktLMb1jHxcT8/HlZu5cvJy/A3xNRfxN3Lu2LtTtnJLLFFv4vnPzcsZjT1dUL+OI2ysWJCUiIjIZILQmjVrMGHCBCxcuBAdO3bE/Pnz0bdvX5w/fx6enp63Pf7AgQMYOnQo5syZgwEDBmDVqlUYNGgQjh07hpYtW+q8J0cEmBvZBbJHR3wV++6kZheUhp6MfFxLz5NfM/KK/vO1xPxkHzcHGW7q13FCYB1HBHo4oamXiyxKymEtIiIi3bNQi093BYnw0759e3z99dfyWKVSwd/fH6+99homT5582+MHDx6MnJwcbNy4UXOuU6dOCAkJkWHqbjIzM+Hm5oaf9kXBztEJxSVqudy8SKVGbkExsvKLkZlfJL9m5RchU34tRkZuIVJzClFYyRL0O3G2s0Y9N3v41nKQQ1qloac0+PjVcuAydSIioioq+/zOyMiAq6srTKJHqLCwEBEREZgyZYrmnKWlJXr37o3w8PBKnyPOix6k8kQP0oYNGyp9fEFBgbyVEb9A4a2VB2FpV7Mq6A62lqjlaIvaTnao42Qj74tl6F5u9vAWt3/uu9rb3OEVVCjIzcG/rSIiIqK7BSFB2/03igah1NRUlJSUwMvLq8J5cRwVFVXpc8Q8osoeL85XRgyhzZw587bzCd+Ouqe2ExERkf7duHFD9gyZzBwhXRO9TeV7kNLT01G/fn3Ex8dr9RdJNUv3Yhj0ypUrWu3mpJrh9TAcvBaGg9fCcIgRnYCAANSuXVurr6toEPLw8ICVlRWSkpIqnBfH3t7elT5HnK/O4+3s7OTtViIE8f/UhkFcB14Lw8HrYTh4LQwHr4XhEFNotPp6UJCtrS3atWuHHTt2aM6JydLiuHPnzpU+R5wv/3hh+/btd3w8ERERkcEOjYlhq5EjRyIsLEzuHSSWz4tVYaNHj5bfHzFiBHx9feVcH+GNN95Az5498dlnn+Hhhx/G6tWrcfToUXz//fcK/yRERERkbBQPQmI5fEpKCqZPny4nPItl8Fu2bNFMiBZzecp3g3Xp0kXuHfTuu+/inXfekRsqihVjVd1DSAyTzZgxo9LhMtIvXgvDwuthOHgtDAevhelfC8X3ESIiIiJSCus1EBERkdliECIiIiKzxSBEREREZotBiIiIiMyWSQahBQsWIDAwEPb29rKo6+HDh//z8b/88guCg4Pl41u1aoXNmzfrra2mrjrXYtGiRejevTtq1aolb6Lm3N2uHen230YZsU2FhYUFBg0apPM2movqXguxK/4rr7yCevXqyVUzTZs25d8qha6F2OYlKCgIDg4Octfp8ePHIz8/X2/tNVV79uzBwIED4ePjI//e3KmGaHm7d+9G27Zt5b+Jxo0bY/ny5dV/Y7WJWb16tdrW1la9dOlS9ZkzZ9Rjx45Vu7u7q5OSkip9/P79+9VWVlbqjz/+WH327Fn1u+++q7axsVGfOnVK720392sxbNgw9YIFC9THjx9Xnzt3Tj1q1Ci1m5ub+urVq3pvuymq7vUoExsbq/b19VV3795d/eijj+qtvaasuteioKBAHRYWpu7fv79637598prs3r1bHRkZqfe2m/u1WLlypdrOzk5+Fddh69at6nr16qnHjx+v97abms2bN6unTp2qXrdunVjNrl6/fv1/Pj4mJkbt6OionjBhgvz8/uqrr+Tn+ZYtW6r1viYXhDp06KB+5ZVXNMclJSVqHx8f9Zw5cyp9/NNPP61++OGHK5zr2LGjety4cTpvq6mr7rW4VXFxsdrFxUX9ww8/6LCV5qMm10Ncgy5duqgXL16sHjlyJIOQQtfi22+/VTds2FBdWFiox1aah+peC/HY+++/v8I58UHctWtXnbfVnKAKQejtt99Wt2jRosK5wYMHq/v27Vut9zKpobHCwkJERETIIZUyYjNGcRweHl7pc8T58o8X+vbte8fHk+6uxa1yc3NRVFSk9QJ75qim1+P999+Hp6cnnnvuOT211PTV5Fr8/vvvsoyQGBoTm82KDWRnz56NkpISPbbc9NTkWohNfcVzyobPYmJi5BBl//799dZu0u7nt+I7S2tTamqq/MNQtit1GXEcFRVV6XPEbtaVPV6cJ/1ei1tNmjRJjhXf+n900s/12LdvH5YsWYLIyEg9tdI81ORaiA/bnTt34plnnpEfutHR0Xj55ZflfyiInXZJf9di2LBh8nndunUTIyooLi7Giy++KCsdkH7d6fM7MzMTeXl5cg5XVZhUjxCZjrlz58oJuuvXr5cTGEm/srKyMHz4cDmB3cPDQ+nmmD1RjFr0zImaiqJQtShNNHXqVCxcuFDpppkdMTlX9MZ98803OHbsGNatW4dNmzbhgw8+ULppVEMm1SMk/mBbWVkhKSmpwnlx7O3tXelzxPnqPJ50dy3KfPrppzII/fXXX2jdurWOW2oeqns9Ll26hLi4OLmCo/yHsWBtbY3z58+jUaNGemi56anJvw2xUszGxkY+r0yzZs3kfxGL4R1bW1udt9sU1eRaTJs2Tf5HwvPPPy+PxUpjUSj8hRdekOG0fG1M0q07fX67urpWuTdIMKkrJv4YiP9a2rFjR4U/3uJYjK9XRpwv/3hh+/btd3w86e5aCB9//LH8LytReDcsLExPrTV91b0eYjuJU6dOyWGxstsjjzyC++67T94XS4ZJf/82unbtKofDysKocOHCBRmQGIL0ey3E3MVbw05ZQGXpTv3S2ue32gSXQoqljcuXL5fL6V544QW5FDIxMVF+f/jw4erJkydXWD5vbW2t/vTTT+WS7RkzZnD5vELXYu7cuXIZ69q1a9XXr1/X3LKyshT8Kcz3etyKq8aUuxbx8fFyBeWrr76qPn/+vHrjxo1qT09P9YcffqjgT2Ge10J8Rohr8dNPP8nl29u2bVM3atRIrkCmeyP+1ovtU8RNxJN58+bJ+5cvX5bfF9dBXI9bl8//73//k5/fYvsVLp//h9hLICAgQH6oiqWRBw8e1HyvZ8+e8g96eT///LO6adOm8vFiKd6mTZsUaLVpqs61qF+/vvw//6038YeHlPm3UR6DkLLX4sCBA3JrD/GhLZbSz5o1S25vQPq9FkVFRer33ntPhh97e3u1v7+/+uWXX1bfvHlTodabjl27dlX6GVD2+xdfxfW49TkhISHy2ol/F8uWLav2+1qI/9FuZxURERGRcTCpOUJERERE1cEgRERERGaLQYiIiIjMFoMQERERmS0GISIiIjJbDEJERERkthiEiIiIyGwxCBGRTowaNQqDBg26awFLCwsLpKenw9wFBgZi/vz5mmPxe9mwYYOibSIyBwxCRCZMVCd3cXFBcXGx5lx2drYs4NmrV69KQ4kouKoL4v3efPNNmLvly5fD3d39tvNHjhyRhTuJSL8YhIhMmCiSKoLP0aNHNef27t0rqzYfOnQI+fn5mvO7du1CQECA2VaVF1XclVS3bl04Ojoq2gYic8QgRGTCgoKCZIVy0dtTRtx/9NFH0aBBAxw8eLDCeRGcyipwz5kzRz7GwcEBbdq0wdq1azWPLSkpwXPPPaf5vnifL7744j+Hyf7++2/5GNHrJG5xcXGa70dERCAsLEwGgS5duuD8+fN3fC3xPPH81atXy8fa29ujZcuW8vXLO336NB566CE4OzvDy8sLw4cPR2pqaoUeqldffVX2Unl4eKBv377y/JkzZzBgwAC4urrK3rTu3btX6CVbvHgxmjVrJt83ODgY33zzzW1tW7dunfxdip9H/O7Cw8M1v+PRo0cjIyND83t47733Kh0au9WVK1fw9NNPy96k2rVry2tY/ndIRDXDIERk4sQHsujtKSPuixDQs2dPzfm8vDzZQ1QWhEQI+vHHH+XQmggG48ePx7PPPqsJGyIo+fn54ZdffsHZs2cxffp0vPPOO/j5558rbYMIQJ07d8bYsWNx/fp1efP399d8f+rUqfjss89kz5W1tTXGjBlz15/rf//7HyZOnIjjx4/L1x44cCBu3LghvyfmHN1///0IDQ2Vr7llyxYkJSXJIFHeDz/8AFtbW+zfv1/+rAkJCejRowfs7Oywc+dOGdBEW8qGFleuXCl/1lmzZuHcuXOYPXs2pk2bJl+nPPHzvPXWW4iMjETTpk0xdOhQ+RoiuImwI0JW2e9BPO5uioqKZFATwUz06In2ioDXr18/xXuyiIyelorGEpGBWrRokdrJyUlWzc7MzFRbW1urk5OT1atWrVL36NFDPmbHjh2yyvPly5fV+fn5akdHR1ntvLznnntOPXTo0Du+zyuvvKJ+4okn7litXlSNfuONNyqtNv3XX39pzm3atEmey8vLq/R9YmNj5ffnzp2rOSd+Nj8/P/VHH30kjz/44AN1nz59KjzvypUr8nnnz5/XtCc0NLTCY6ZMmaJu0KCBurCwsNL3FhXHxe+tPPFenTt3rtC2xYsXa75/5swZee7cuXPyWFTHdnNzu+2169evr/788881x+I569evl/dXrFihDgoKUqtUKs33CwoK1A4ODuqtW7dW2lYiqhprpYMYEemW6P3JycmRk3Fv3rwpeyjEfBTRIySGacQ8ITFk07BhQzlHSPQA5ebm4sEHH6zwOqLnQfSwlFmwYAGWLl2K+Ph42aMkvh8SElKjNrZu3VpzXwzlCcnJybI9dyJ6gcqIXiQxtCZ6aYQTJ07I3i7Ra3IrMcwlfgdCu3btKnxP9OCIoTAxmfxW4nconiuGBEXPVhnR0+Pm5laln0cMpdWE+Hmio6Nlj1B54trpanI7kblgECIycY0bN5bDWCIYiCAkApDg4+Mjh6cOHDggvyeGkgQxuVrYtGkTfH19K7yWGDISxPwcMaQjhrNEIBEf0J988okcXquJ8sFDzJspG36rKfEziKGyjz766LbvlQUTwcnJqcL3xHyn/3pNYdGiRejYsWOF71lZWen85xGhTQzN3UqEWiKqOQYhIjMg5v6IXh8RhMTcmjJiPsyff/6Jw4cP46WXXpLnmjdvLgOP6OkpC023EnNUxHyXl19+WXPubj0TYi6OmGStLWKit2h/Wa+MmM8jJj8Lbdu2xa+//ionIIveoqoSPTlivo+Yk3Nrr5CYcC3CY0xMDJ555pkat7smvwfx86xZswaenp5yfhERaQ8nSxOZSRDat2+fHPopH27E/e+++04Oa5VNlBa9O6K3R0yQFqFABJxjx47hq6++0kwKbtKkiZyEvHXrVly4cEFOGBZDb/9FhBLRYyRWOonVW/fSQ1I2NLd+/XpERUXhlVdekSGvbJK1OE5LS5OTlEW7xM8g2iqGAv8rhIgglZmZiSFDhsif7+LFi1ixYoVmFdvMmTPlRPIvv/xS/tynTp3CsmXLMG/evCq3W/weRA/Pjh075O9BDEPejQheYmWbWCkmJkvHxsbKYPv666/j6tWrVX5vIrodgxCRGRAhR8zjEcNkomejfBDKysrSLLMv88EHH8hwIz70xVJxsTpJDJWJ5fLCuHHj8Pjjj2Pw4MFymEis1irfO1QZEa7EEJLocRLDOaLH6V7MnTtX3sTydBHyfv/9dxkWBNFzI3qtROjp06cPWrVqJZfJi6XnlpZ3/rNXp04duVpMBBXxuxHDUWIorKx36Pnnn5fL50X4Ea8pHiM2SCz7vVSF6El78cUX5e9O/B4+/vjjuz5HLMPfs2ePnDMlfu/imoi5SmKOEHuIiO6NhZgxrXQjiIiqSvQoieAhls3XdHI2EVEZ9ggRERGR2WIQIiIiIrPFoTEiIiIyW+wRIiIiIrPFIERERERmi0GIiIiIzBaDEBEREZktBiEiIiIyWwxCREREZLYYhIiIiMhsMQgRERGR2WIQIiIiIpir/wfGxq7UJkMg4wAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The aggregate wealth to income ratio is 1.9603594617388214\n",
-      "The Gini Coefficient for assests is 0.42587467105785626\n",
-      "The average MPC by income quintile is [0.1111530844521567, 0.0933156016258964, 0.0886866577706877, 0.07685229582371327, 0.04764471680635969]\n"
-     ]
     }
    ],
    "source": [
@@ -307,25 +301,20 @@
     ")\n",
     "\n",
     "# Plot the Lorenz curve\n",
-    "print(\"The Lorenz curve for assets is\")\n",
-    "plt.plot(Lorenz[0], Lorenz[1])\n",
-    "plt.xlabel(\"Wealth percentile\")\n",
-    "plt.ylabel(\"Cumulative wealth share\")\n",
-    "plt.xlim([0.0, 1.0])\n",
-    "plt.ylim([0.0, 1.0])\n",
-    "plt.show()\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(Lorenz[0], Lorenz[1])\n",
+    "ax.set_title(\"Lorenz Curve for Assets\")\n",
+    "ax.set_xlabel(\"Wealth percentile\")\n",
+    "ax.set_ylabel(\"Cumulative wealth share\")\n",
+    "ax.set_xlim([0.0, 1.0])\n",
+    "ax.set_ylim([0.0, 1.0])\n",
+    "make_figs(\"lorenz\",saveFigs=True,drawFigs=False,target_dir=\"Figures/IncExpectationExample\")\n",
+    "\n",
     "\n",
     "print(\"The aggregate wealth to income ratio is \" + str(AggWealthRatio))\n",
     "print(\"The Gini Coefficient for assests is \" + str(Gini))\n",
     "print(\"The average MPC by income quintile is \" + str(Avg_MPC))"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -336,7 +325,7 @@
    "notebook_metadata_filter": "all"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -350,7 +339,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/notebooks/KeynesFriedmanModigliani.ipynb b/notebooks/KeynesFriedmanModigliani.ipynb
index bf9c4edf..9d7c3aa2 100644
--- a/notebooks/KeynesFriedmanModigliani.ipynb
+++ b/notebooks/KeynesFriedmanModigliani.ipynb
@@ -19,6 +19,7 @@
    "source": [
     "# Some initial setup\n",
     "from HARK.ConsumptionSaving.ConsIndShockModel import PerfForesightConsumerType\n",
+    "from HARK.utilities import make_figs\n",
     "import pandas_datareader.data as web\n",
     "import statsmodels.formula.api as sm\n",
     "import scipy.stats as stats\n",
@@ -106,9 +107,16 @@
    "id": "positive-revision",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure cFuncModel in Figures/KeynesFriedmanModigliani\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
@@ -126,17 +134,19 @@
     "\n",
     "# and then plot its consumption function\n",
     "income = np.linspace(0, 30, 20)  # pick some income points\n",
-    "plt.figure(figsize=(9, 6))\n",
-    "plt.plot(\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.plot(\n",
     "    income, KeynesianExample.cFunc(income), label=\"Consumption function\"\n",
     ")  # plot income versus the consumption\n",
-    "plt.plot(income, income, \"k--\", label=\"C=Y\")\n",
-    "plt.title(\"Consumption function\")\n",
-    "plt.xlabel(\"Income (y)\")\n",
-    "plt.ylabel(\"Normalized Consumption (c)\")\n",
-    "plt.ylim(0, 20)\n",
-    "plt.legend()\n",
-    "plt.show()"
+    "ax.plot(income, income, \"k--\", label=\"C=Y\")\n",
+    "ax.set_title(\"Consumption function\")\n",
+    "ax.set_xlabel(\"Income (y)\")\n",
+    "ax.set_ylabel(\"Normalized Consumption (c)\")\n",
+    "ax.set_ylim(0, 20)\n",
+    "ax.legend()\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"cFuncModel\",saveFigs=True,drawFigs=False,target_dir=\"Figures/KeynesFriedmanModigliani\")"
    ]
   },
   {
@@ -192,23 +202,24 @@
    "id": "likely-secret",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure cFuncData in Figures/KeynesFriedmanModigliani\n",
+      "a_0 is -165.84\n",
+      "a_1 is 0.92\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a_0 is -161.03\n",
-      "a_1 is 0.92\n"
-     ]
     }
    ],
    "source": [
@@ -220,15 +231,17 @@
     "    [\"PCECC96\", \"DPIC96\"], \"fred\", sdt, edt\n",
     ")  # import the data from Fred\n",
     "# Plot the data\n",
-    "plt.figure(figsize=(9, 6))\n",
-    "plt.plot(df.DPIC96, df.PCECC96, \"go\", markersize=3.0, label=\"Data\")\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.plot(df.DPIC96, df.PCECC96, \"go\", markersize=3.0, label=\"Data\")\n",
     "slope, intercept, r_value, p_value, std_err = stats.linregress(df.DPIC96, df.PCECC96)\n",
-    "plt.plot(df.DPIC96, intercept + slope * df.DPIC96, \"k-\", label=\"Line of best fit\")\n",
-    "plt.plot(df.DPIC96, df.DPIC96, \"k--\", label=\"C=Y\")\n",
-    "plt.xlabel(\"Income (y)\")\n",
-    "plt.ylabel(\"Consumption (c)\")\n",
-    "plt.legend()\n",
-    "plt.show()\n",
+    "ax.plot(df.DPIC96, intercept + slope * df.DPIC96, \"k-\", label=\"Line of best fit\")\n",
+    "ax.plot(df.DPIC96, df.DPIC96, \"k--\", label=\"C=Y\")\n",
+    "ax.set_xlabel(\"Income (y)\")\n",
+    "ax.set_ylabel(\"Consumption (c)\")\n",
+    "ax.legend()\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"cFuncData\",saveFigs=True,drawFigs=False,target_dir=\"Figures/KeynesFriedmanModigliani\")\n",
     "\n",
     "print(\"a_0 is {:.2f}\".format(intercept))\n",
     "print(\"a_1 is {:.2f}\".format(slope))"
@@ -241,20 +254,17 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Consumption (c)')"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure cTimeSeries in Figures/KeynesFriedmanModigliani\n"
+     ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 900x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -264,9 +274,13 @@
    "source": [
     "# However, our consumption data is [non-stationary](https://www.reed.edu/economics/parker/312/tschapters/S13_Ch_4.pdf) and this drives the previous\n",
     "# estimate.\n",
-    "df.DPIC96.plot()\n",
-    "plt.xlabel(\"Date\")\n",
-    "plt.ylabel(\"Consumption (c)\")"
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.plot(df.DPIC96)\n",
+    "ax.set_xlabel(\"Date\")\n",
+    "ax.set_ylabel(\"Consumption (c)\")\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"cTimeSeries\",saveFigs=True,drawFigs=False,target_dir=\"Figures/KeynesFriedmanModigliani\")"
    ]
   },
   {
@@ -275,22 +289,23 @@
    "id": "sharp-cambodia",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure regressionYonC in Figures/KeynesFriedmanModigliani\n",
+      "a_1 is 0.09\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a_1 is 0.09\n"
-     ]
     }
    ],
    "source": [
@@ -299,22 +314,24 @@
     "df_diff = df.diff()  # create dataframe of differenced values\n",
     "\n",
     "# Plot the data\n",
-    "plt.figure(figsize=(9, 6))\n",
-    "plt.plot(df_diff.DPIC96, df_diff.PCECC96, \"go\", markersize=3.0, label=\"Data\")\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.plot(df_diff.DPIC96, df_diff.PCECC96, \"go\", markersize=3.0, label=\"Data\")\n",
     "slope, intercept, r_value, p_value, std_err = stats.linregress(\n",
     "    df_diff.DPIC96[1:], df_diff.PCECC96[1:]\n",
     ")  # find line of best fit\n",
-    "plt.plot(\n",
+    "ax.plot(\n",
     "    df_diff.DPIC96[1:],\n",
     "    intercept + slope * df_diff.DPIC96[1:],\n",
     "    \"k-\",\n",
     "    label=\"Line of best fit\",\n",
     ")\n",
-    "plt.plot(np.array([-200, 200]), np.array([-200, 200]), \"k--\", label=\"C=Y\")\n",
-    "plt.xlabel(\"Change in income (dy)\")\n",
-    "plt.ylabel(\"Change in consumption (dc)\")\n",
-    "plt.legend()\n",
-    "plt.show()\n",
+    "ax.plot(np.array([-200, 200]), np.array([-200, 200]), \"k--\", label=\"C=Y\")\n",
+    "ax.set_xlabel(\"Change in income (dy)\")\n",
+    "ax.set_ylabel(\"Change in consumption (dc)\")\n",
+    "ax.legend()\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"regressionYonC\",saveFigs=True,drawFigs=False,target_dir=\"Figures/KeynesFriedmanModigliani\")\n",
     "\n",
     "print(\"a_1 is {:.2f}\".format(slope))"
    ]
@@ -391,19 +408,19 @@
        "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.999</td> \n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>1.077e+05</td>\n",
+       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>1.057e+05</td>\n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Date:</th>             <td>Fri, 24 Nov 2023</td> <th>  Prob (F-statistic):</th> <td>9.79e-192</td>\n",
+       "  <th>Date:</th>             <td>Mon, 26 Jan 2026</td> <th>  Prob (F-statistic):</th> <td>2.81e-191</td>\n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Time:</th>                 <td>15:13:33</td>     <th>  Log-Likelihood:    </th> <td> -647.10</td> \n",
+       "  <th>Time:</th>                 <td>09:36:48</td>     <th>  Log-Likelihood:    </th> <td> -648.25</td> \n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>No. Observations:</th>      <td>   120</td>      <th>  AIC:               </th> <td>   1300.</td> \n",
+       "  <th>No. Observations:</th>      <td>   120</td>      <th>  AIC:               </th> <td>   1303.</td> \n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Df Residuals:</th>          <td>   117</td>      <th>  BIC:               </th> <td>   1309.</td> \n",
+       "  <th>Df Residuals:</th>          <td>   117</td>      <th>  BIC:               </th> <td>   1311.</td> \n",
        "</tr>\n",
        "<tr>\n",
        "  <th>Df Model:</th>              <td>     2</td>      <th>                     </th>     <td> </td>    \n",
@@ -417,29 +434,29 @@
        "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Intercept</th> <td>   60.8197</td> <td>   23.704</td> <td>    2.566</td> <td> 0.012</td> <td>   13.876</td> <td>  107.764</td>\n",
+       "  <th>Intercept</th> <td>   57.9131</td> <td>   23.968</td> <td>    2.416</td> <td> 0.017</td> <td>   10.445</td> <td>  105.381</td>\n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>inc</th>       <td>    0.0105</td> <td>    0.028</td> <td>    0.369</td> <td> 0.713</td> <td>   -0.046</td> <td>    0.067</td>\n",
+       "  <th>inc</th>       <td>    0.0164</td> <td>    0.029</td> <td>    0.569</td> <td> 0.570</td> <td>   -0.041</td> <td>    0.074</td>\n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>cons_m1</th>   <td>    0.9885</td> <td>    0.031</td> <td>   32.110</td> <td> 0.000</td> <td>    0.928</td> <td>    1.050</td>\n",
+       "  <th>cons_m1</th>   <td>    0.9823</td> <td>    0.031</td> <td>   31.473</td> <td> 0.000</td> <td>    0.920</td> <td>    1.044</td>\n",
        "</tr>\n",
        "</table>\n",
        "<table class=\"simpletable\">\n",
        "<tr>\n",
-       "  <th>Omnibus:</th>       <td>66.409</td> <th>  Durbin-Watson:     </th> <td>   1.101</td>\n",
+       "  <th>Omnibus:</th>       <td>68.987</td> <th>  Durbin-Watson:     </th> <td>   1.098</td>\n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td> 342.099</td>\n",
+       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td> 387.454</td>\n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Skew:</th>          <td>-1.851</td> <th>  Prob(JB):          </th> <td>5.18e-75</td>\n",
+       "  <th>Skew:</th>          <td>-1.901</td> <th>  Prob(JB):          </th> <td>7.33e-85</td>\n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Kurtosis:</th>      <td>10.397</td> <th>  Cond. No.          </th> <td>7.43e+04</td>\n",
+       "  <th>Kurtosis:</th>      <td>10.939</td> <th>  Cond. No.          </th> <td>7.44e+04</td>\n",
        "</tr>\n",
-       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 7.43e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
+       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 7.44e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
       ],
       "text/latex": [
        "\\begin{center}\n",
@@ -447,11 +464,11 @@
        "\\toprule\n",
        "\\textbf{Dep. Variable:}    &       cons       & \\textbf{  R-squared:         } &     0.999   \\\\\n",
        "\\textbf{Model:}            &       OLS        & \\textbf{  Adj. R-squared:    } &     0.999   \\\\\n",
-       "\\textbf{Method:}           &  Least Squares   & \\textbf{  F-statistic:       } & 1.077e+05   \\\\\n",
-       "\\textbf{Date:}             & Fri, 24 Nov 2023 & \\textbf{  Prob (F-statistic):} & 9.79e-192   \\\\\n",
-       "\\textbf{Time:}             &     15:13:33     & \\textbf{  Log-Likelihood:    } &   -647.10   \\\\\n",
-       "\\textbf{No. Observations:} &         120      & \\textbf{  AIC:               } &     1300.   \\\\\n",
-       "\\textbf{Df Residuals:}     &         117      & \\textbf{  BIC:               } &     1309.   \\\\\n",
+       "\\textbf{Method:}           &  Least Squares   & \\textbf{  F-statistic:       } & 1.057e+05   \\\\\n",
+       "\\textbf{Date:}             & Mon, 26 Jan 2026 & \\textbf{  Prob (F-statistic):} & 2.81e-191   \\\\\n",
+       "\\textbf{Time:}             &     09:36:48     & \\textbf{  Log-Likelihood:    } &   -648.25   \\\\\n",
+       "\\textbf{No. Observations:} &         120      & \\textbf{  AIC:               } &     1303.   \\\\\n",
+       "\\textbf{Df Residuals:}     &         117      & \\textbf{  BIC:               } &     1311.   \\\\\n",
        "\\textbf{Df Model:}         &           2      & \\textbf{                     } &             \\\\\n",
        "\\textbf{Covariance Type:}  &    nonrobust     & \\textbf{                     } &             \\\\\n",
        "\\bottomrule\n",
@@ -459,16 +476,16 @@
        "\\begin{tabular}{lcccccc}\n",
        "                   & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
        "\\midrule\n",
-       "\\textbf{Intercept} &      60.8197  &       23.704     &     2.566  &         0.012        &       13.876    &      107.764     \\\\\n",
-       "\\textbf{inc}       &       0.0105  &        0.028     &     0.369  &         0.713        &       -0.046    &        0.067     \\\\\n",
-       "\\textbf{cons\\_m1}  &       0.9885  &        0.031     &    32.110  &         0.000        &        0.928    &        1.050     \\\\\n",
+       "\\textbf{Intercept} &      57.9131  &       23.968     &     2.416  &         0.017        &       10.445    &      105.381     \\\\\n",
+       "\\textbf{inc}       &       0.0164  &        0.029     &     0.569  &         0.570        &       -0.041    &        0.074     \\\\\n",
+       "\\textbf{cons\\_m1}  &       0.9823  &        0.031     &    31.473  &         0.000        &        0.920    &        1.044     \\\\\n",
        "\\bottomrule\n",
        "\\end{tabular}\n",
        "\\begin{tabular}{lclc}\n",
-       "\\textbf{Omnibus:}       & 66.409 & \\textbf{  Durbin-Watson:     } &    1.101  \\\\\n",
-       "\\textbf{Prob(Omnibus):} &  0.000 & \\textbf{  Jarque-Bera (JB):  } &  342.099  \\\\\n",
-       "\\textbf{Skew:}          & -1.851 & \\textbf{  Prob(JB):          } & 5.18e-75  \\\\\n",
-       "\\textbf{Kurtosis:}      & 10.397 & \\textbf{  Cond. No.          } & 7.43e+04  \\\\\n",
+       "\\textbf{Omnibus:}       & 68.987 & \\textbf{  Durbin-Watson:     } &    1.098  \\\\\n",
+       "\\textbf{Prob(Omnibus):} &  0.000 & \\textbf{  Jarque-Bera (JB):  } &  387.454  \\\\\n",
+       "\\textbf{Skew:}          & -1.901 & \\textbf{  Prob(JB):          } & 7.33e-85  \\\\\n",
+       "\\textbf{Kurtosis:}      & 10.939 & \\textbf{  Cond. No.          } & 7.44e+04  \\\\\n",
        "\\bottomrule\n",
        "\\end{tabular}\n",
        "%\\caption{OLS Regression Results}\n",
@@ -476,7 +493,7 @@
        "\n",
        "Notes: \\newline\n",
        " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified. \\newline\n",
-       " [2] The condition number is large, 7.43e+04. This might indicate that there are \\newline\n",
+       " [2] The condition number is large, 7.44e+04. This might indicate that there are \\newline\n",
        " strong multicollinearity or other numerical problems."
       ],
       "text/plain": [
@@ -486,29 +503,29 @@
        "==============================================================================\n",
        "Dep. Variable:                   cons   R-squared:                       0.999\n",
        "Model:                            OLS   Adj. R-squared:                  0.999\n",
-       "Method:                 Least Squares   F-statistic:                 1.077e+05\n",
-       "Date:                Fri, 24 Nov 2023   Prob (F-statistic):          9.79e-192\n",
-       "Time:                        15:13:33   Log-Likelihood:                -647.10\n",
-       "No. Observations:                 120   AIC:                             1300.\n",
-       "Df Residuals:                     117   BIC:                             1309.\n",
+       "Method:                 Least Squares   F-statistic:                 1.057e+05\n",
+       "Date:                Mon, 26 Jan 2026   Prob (F-statistic):          2.81e-191\n",
+       "Time:                        09:36:48   Log-Likelihood:                -648.25\n",
+       "No. Observations:                 120   AIC:                             1303.\n",
+       "Df Residuals:                     117   BIC:                             1311.\n",
        "Df Model:                           2                                         \n",
        "Covariance Type:            nonrobust                                         \n",
        "==============================================================================\n",
        "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
        "------------------------------------------------------------------------------\n",
-       "Intercept     60.8197     23.704      2.566      0.012      13.876     107.764\n",
-       "inc            0.0105      0.028      0.369      0.713      -0.046       0.067\n",
-       "cons_m1        0.9885      0.031     32.110      0.000       0.928       1.050\n",
+       "Intercept     57.9131     23.968      2.416      0.017      10.445     105.381\n",
+       "inc            0.0164      0.029      0.569      0.570      -0.041       0.074\n",
+       "cons_m1        0.9823      0.031     31.473      0.000       0.920       1.044\n",
        "==============================================================================\n",
-       "Omnibus:                       66.409   Durbin-Watson:                   1.101\n",
-       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              342.099\n",
-       "Skew:                          -1.851   Prob(JB):                     5.18e-75\n",
-       "Kurtosis:                      10.397   Cond. No.                     7.43e+04\n",
+       "Omnibus:                       68.987   Durbin-Watson:                   1.098\n",
+       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              387.454\n",
+       "Skew:                          -1.901   Prob(JB):                     7.33e-85\n",
+       "Kurtosis:                      10.939   Cond. No.                     7.44e+04\n",
        "==============================================================================\n",
        "\n",
        "Notes:\n",
        "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
-       "[2] The condition number is large, 7.43e+04. This might indicate that there are\n",
+       "[2] The condition number is large, 7.44e+04. This might indicate that there are\n",
        "strong multicollinearity or other numerical problems.\n",
        "\"\"\""
       ]
@@ -633,9 +650,16 @@
    "id": "lucky-great",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure cFuncPIH in Figures/KeynesFriedmanModigliani\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
@@ -650,16 +674,18 @@
     "\n",
     "# Plot the perfect foresight consumption function\n",
     "income = np.linspace(0, 10, 20)  # pick some income points\n",
-    "plt.figure(figsize=(9, 6))\n",
-    "plt.plot(\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.plot(\n",
     "    income, PIHexample.cFunc(income), label=\"Consumption function\"\n",
     ")  # plot income versus the consumption\n",
-    "plt.plot(income, income, \"k--\", label=\"C=Y\")\n",
-    "plt.title(\"Consumption function\")\n",
-    "plt.xlabel(\"Normalized Income (y)\")\n",
-    "plt.ylabel(\"Normalized Consumption (c)\")\n",
-    "plt.legend()\n",
-    "plt.show()"
+    "ax.plot(income, income, \"k--\", label=\"C=Y\")\n",
+    "ax.set_title(\"Consumption function\")\n",
+    "ax.set_xlabel(\"Normalized Income (y)\")\n",
+    "ax.set_ylabel(\"Normalized Consumption (c)\")\n",
+    "ax.legend()\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"cFuncPIH\",saveFigs=True,drawFigs=False,target_dir=\"Figures/KeynesFriedmanModigliani\")"
    ]
   },
   {
@@ -688,23 +714,24 @@
    "id": "frequent-affair",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure simulationSameVariance in Figures/KeynesFriedmanModigliani\n",
+      "a_0 is 0.27\n",
+      "a_1 is 0.49\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a_0 is 0.28\n",
-      "a_1 is 0.48\n"
-     ]
     }
    ],
    "source": [
@@ -720,18 +747,20 @@
     "    total_inc, PIHexample.cFunc(total_inc / perm_inc) * perm_inc\n",
     ")\n",
     "\n",
-    "plt.figure(figsize=(9, 6))\n",
-    "plt.plot(\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.plot(\n",
     "    total_inc, PIHexample.cFunc(total_inc) * perm_inc, \"go\", label=\"Simulated data\"\n",
     ")\n",
-    "plt.plot(total_inc, intercept + slope * total_inc, \"k-\", label=\"Line of best fit\")\n",
-    "plt.plot(np.linspace(1, 2, 5), np.linspace(1, 2, 5), \"k--\", label=\"C=Y\")\n",
-    "plt.xlabel(\"Income (y)\")\n",
-    "plt.ylabel(\"Consumption (c)\")\n",
-    "plt.legend()\n",
-    "plt.ylim(0, 2)\n",
-    "plt.xlim(1.1, 1.9)\n",
-    "plt.show()\n",
+    "ax.plot(total_inc, intercept + slope * total_inc, \"k-\", label=\"Line of best fit\")\n",
+    "ax.plot(np.linspace(1, 2, 5), np.linspace(1, 2, 5), \"k--\", label=\"C=Y\")\n",
+    "ax.set_xlabel(\"Income (y)\")\n",
+    "ax.set_ylabel(\"Consumption (c)\")\n",
+    "ax.legend()\n",
+    "ax.set_ylim(0, 2)\n",
+    "ax.set_xlim(1.1, 1.9)\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"simulationSameVariance\",saveFigs=True,drawFigs=False,target_dir=\"Figures/KeynesFriedmanModigliani\")\n",
     "\n",
     "print(\"a_0 is {:.2f}\".format(intercept))\n",
     "print(\"a_1 is {:.2f}\".format(slope))"
@@ -743,23 +772,24 @@
    "id": "advised-pressing",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure simulationHigherVariance in Figures/KeynesFriedmanModigliani\n",
+      "a_0 is -0.39\n",
+      "a_1 is 0.93\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a_0 is -0.43\n",
-      "a_1 is 0.95\n"
-     ]
     }
    ],
    "source": [
@@ -774,17 +804,20 @@
     "    total_inc, PIHexample.cFunc(total_inc / perm_inc) * perm_inc\n",
     ")\n",
     "\n",
-    "plt.figure(figsize=(9, 6))\n",
-    "plt.plot(\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.plot(\n",
     "    total_inc, PIHexample.cFunc(total_inc) * perm_inc, \"go\", label=\"Simulated data\"\n",
     ")\n",
-    "plt.plot(total_inc, intercept + slope * total_inc, \"k-\", label=\"Line of best fit\")\n",
-    "plt.plot(np.linspace(0, 2, 5), np.linspace(0, 2, 5), \"k--\", label=\"C=Y\")\n",
-    "plt.xlabel(\"Income (y)\")\n",
-    "plt.ylabel(\"Consumption (c)\")\n",
-    "plt.legend()\n",
-    "plt.ylim(0, 2)\n",
-    "plt.show()\n",
+    "ax.plot(total_inc, intercept + slope * total_inc, \"k-\", label=\"Line of best fit\")\n",
+    "ax.plot(np.linspace(0, 2, 5), np.linspace(0, 2, 5), \"k--\", label=\"C=Y\")\n",
+    "ax.set_xlabel(\"Income (y)\")\n",
+    "ax.set_ylabel(\"Consumption (c)\")\n",
+    "ax.legend()\n",
+    "ax.set_ylim(0, 2)\n",
+    "ax.set_xlim(1.1, 1.9)\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"simulationHigherVariance\",saveFigs=True,drawFigs=False,target_dir=\"Figures/KeynesFriedmanModigliani\")\n",
     "\n",
     "print(\"a_0 is {:.2f}\".format(intercept))\n",
     "print(\"a_1 is {:.2f}\".format(slope))"
@@ -826,22 +859,22 @@
    "id": "racial-teach",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a_1 is 0.09\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a_1 is 0.09\n"
-     ]
     }
    ],
    "source": [
@@ -849,23 +882,21 @@
     "\n",
     "# Using quarterly data (copying from above), we had:\n",
     "\n",
-    "plt.figure(figsize=(9, 6))\n",
-    "plt.plot(df_diff.DPIC96, df_diff.PCECC96, \"go\", markersize=3.0, label=\"Data\")\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.plot(df_diff.DPIC96, df_diff.PCECC96, \"go\", markersize=3.0, label=\"Data\")\n",
     "slope, intercept, r_value, p_value, std_err = stats.linregress(\n",
     "    df_diff.DPIC96[1:], df_diff.PCECC96[1:]\n",
     ")  # find line of best fit\n",
-    "plt.plot(\n",
+    "ax.plot(\n",
     "    df_diff.DPIC96[1:],\n",
     "    intercept + slope * df_diff.DPIC96[1:],\n",
     "    \"k-\",\n",
     "    label=\"Line of best fit\",\n",
     ")\n",
-    "plt.plot(np.array([-200, 200]), np.array([-200, 200]), \"k--\", label=\"C=Y\")\n",
-    "plt.xlabel(\"Change in income (dy)\")\n",
-    "plt.ylabel(\"Change in consumption (dc)\")\n",
-    "plt.legend()\n",
-    "plt.show()\n",
-    "\n",
+    "ax.plot(np.array([-200, 200]), np.array([-200, 200]), \"k--\", label=\"C=Y\")\n",
+    "ax.set_xlabel(\"Change in income (dy)\")\n",
+    "ax.set_ylabel(\"Change in consumption (dc)\")\n",
+    "ax.legend()\n",
     "print(\"a_1 is {:.2f}\".format(slope))"
    ]
   },
@@ -883,23 +914,24 @@
    "id": "resistant-scroll",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure regressionPermYonC in Figures/KeynesFriedmanModigliani\n",
+      "a_0 is 41.76\n",
+      "a_1 is 0.89\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "a_0 is 44.88\n",
-      "a_1 is 0.89\n"
-     ]
     }
    ],
    "source": [
@@ -907,22 +939,24 @@
     "df_diff_long = df.diff(periods=20)  # create dataframe of differenced values\n",
     "df_diff_long.columns = [\"cons\", \"inc\"]\n",
     "\n",
-    "plt.figure(figsize=(9, 6))\n",
-    "plt.plot(df_diff_long.inc, df_diff_long.cons, \"go\", label=\"Data\")\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.plot(df_diff_long.inc, df_diff_long.cons, \"go\", label=\"Data\")\n",
     "slope, intercept, r_value, p_value, std_err = stats.linregress(\n",
     "    df_diff_long.inc[20:], df_diff_long.cons[20:]\n",
     ")  # find line of best fit\n",
-    "plt.plot(\n",
+    "ax.plot(\n",
     "    df_diff_long.inc[1:],\n",
     "    intercept + slope * df_diff_long.inc[1:],\n",
     "    \"k-\",\n",
     "    label=\"Line of best fit\",\n",
     ")\n",
-    "plt.plot(np.linspace(-100, 2000, 3), np.linspace(-100, 2000, 3), \"k--\", label=\"C=Y\")\n",
-    "plt.legend()\n",
-    "plt.xlabel(\"Change in income (dy)\")\n",
-    "plt.ylabel(\"Change in consumption (dc)\")\n",
-    "plt.show()\n",
+    "ax.plot(np.linspace(-100, 2000, 3), np.linspace(-100, 2000, 3), \"k--\", label=\"C=Y\")\n",
+    "ax.legend()\n",
+    "ax.set_xlabel(\"Change in income (dy)\")\n",
+    "ax.set_ylabel(\"Change in consumption (dc)\")\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"regressionPermYonC\",saveFigs=True,drawFigs=False,target_dir=\"Figures/KeynesFriedmanModigliani\")\n",
     "\n",
     "print(\"a_0 is {:.2f}\".format(intercept))\n",
     "print(\"a_1 is {:.2f}\".format(slope))"
@@ -945,7 +979,7 @@
    "notebook_metadata_filter": "all"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -959,7 +993,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/notebooks/LifeCycleModelTheoryVsData.ipynb b/notebooks/LifeCycleModelTheoryVsData.ipynb
index dda886e2..77e931da 100644
--- a/notebooks/LifeCycleModelTheoryVsData.ipynb
+++ b/notebooks/LifeCycleModelTheoryVsData.ipynb
@@ -31,7 +31,7 @@
     "from matplotlib import pyplot as plt\n",
     "import warnings\n",
     "import HARK.ConsumptionSaving.ConsIndShockModel as cShksModl\n",
-    "from HARK.utilities import plot_funcs  # Some tools\n",
+    "from HARK.utilities import plot_funcs, make_figs  # Some tools\n",
     "import pandas as pd\n",
     "\n",
     "import numpy as np"
@@ -93,74 +93,8 @@
     "    15.0,\n",
     "]  # Bounds for rho; if violated, objective function returns \"penalty value\"\n",
     "\n",
-    "# Expected growth rates of permanent income over the lifecycle, starting from age 25\n",
-    "PermGroFac = [\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.025,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    1.01,\n",
-    "    0.7,  # <-- This represents retirement\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "]\n",
+    "# Expected growth rates of permanent income over the lifecycle, starting from age 25 (period 39 is retirement)\n",
+    "PermGroFac = [1.025]*25 + [1.01]*14 + [0.7] + [1.0]*25 # \n",
     "\n",
     "# Age-varying discount factors over the lifecycle, lifted from Cagetti (2003)\n",
     "DiscFac_timevary = [\n",
@@ -203,7 +137,7 @@
     "    0.9791338,\n",
     "    0.9803439,\n",
     "    0.981697,\n",
-    "    0.8287214,\n",
+    "    0.8287214, # retirement period\n",
     "    0.9902111,\n",
     "    0.9902111,\n",
     "    0.9902111,\n",
@@ -231,213 +165,14 @@
     "    0.9902111,\n",
     "]\n",
     "\n",
-    "# Survival probabilities over the lifecycle, starting from age 25\n",
-    "LivPrb = [\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,\n",
-    "    1.0,  # <-- automatic survival to age 65\n",
-    "    0.98438596,\n",
-    "    0.98438596,\n",
-    "    0.98438596,\n",
-    "    0.98438596,\n",
-    "    0.98438596,\n",
-    "    0.97567062,\n",
-    "    0.97567062,\n",
-    "    0.97567062,\n",
-    "    0.97567062,\n",
-    "    0.97567062,\n",
-    "    0.96207901,\n",
-    "    0.96207901,\n",
-    "    0.96207901,\n",
-    "    0.96207901,\n",
-    "    0.96207901,\n",
-    "    0.93721595,\n",
-    "    0.93721595,\n",
-    "    0.93721595,\n",
-    "    0.93721595,\n",
-    "    0.93721595,\n",
-    "    0.63095734,\n",
-    "    0.63095734,\n",
-    "    0.63095734,\n",
-    "    0.63095734,\n",
-    "    0.63095734,\n",
-    "]\n",
+    "# Survival probabilities over the lifecycle, starting from age 25 (automatically live until period 40, i.e. age 65)\n",
+    "LivPrb = [1.0]*40 + [0.98438596]*5+ [0.97567062]*5 + [0.96207901]*5 + [0.93721595]*5 + [0.63095734]*5\n",
     "\n",
+    "# Standard deviations of permanent income shocks by age, starting from age 25 (no shocks after retirement)\n",
+    "PermShkStd = [0.1]*39 + [0.0]*26 \n",
     "\n",
-    "# Standard deviations of permanent income shocks by age, starting from age 25\n",
-    "PermShkStd = [\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,  # <-- no permanent income shocks after retirement\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "]\n",
-    "\n",
-    "# Standard deviations of transitory income shocks by age, starting from age 25\n",
-    "TranShkStd = [\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.1,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,  # <-- no transitory income shocs after retirement\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "    0.0,\n",
-    "]\n",
+    "# Standard deviations of transitory income shocks by age, starting from age 25 (no shocks after retirement)\n",
+    "TranShkStd = [0.1]*39 + [0.0]*26\n",
     "\n",
     "# Age groups for the estimation: calculate average wealth-to-permanent income ratio\n",
     "# for consumers within each of these age groups, compare actual to simulated data\n",
@@ -537,30 +272,6 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "57b11730-fabc-43d4-8be8-bf2ca282c744",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LivPrb 65\n",
-      "PermGroFac 65\n",
-      "Rfree 65\n",
-      "IncShkDstn 65\n",
-      "PermShkDstn 65\n",
-      "TranShkDstn 65\n"
-     ]
-    }
-   ],
-   "source": [
-    "for name in LifeCyclePop.time_vary:\n",
-    "    print(name, len(LifeCyclePop.LivPrb))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
    "id": "fb71801f",
    "metadata": {},
    "outputs": [],
@@ -580,7 +291,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "4b826f6c",
    "metadata": {},
    "outputs": [
@@ -588,14 +299,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Saving figure cFuncs in Figures/LifeCycleModelTheoryVsData\n",
       "Consumption as a function of market resources while working:\n"
      ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x800 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -604,15 +316,23 @@
    ],
    "source": [
     "# Plot the consumption functions during working life\n",
-    "\n",
-    "print(\"Consumption as a function of market resources while working:\")\n",
     "mMin = min([LifeCyclePop.solution[t].mNrmMin for t in range(LifeCyclePop.T_cycle)])\n",
-    "plot_funcs(LifeCyclePop.cFunc[: LifeCyclePop.T_retire], mMin, 5)"
+    "m_Grid = np.linspace(mMin, 5, 100)\n",
+    "fig, ax = plt.subplots(figsize=(8, 8))\n",
+    "for t in range(LifeCyclePop.T_retire):  \n",
+    "    plt.plot(m_Grid, LifeCyclePop.cFunc[t](m_Grid))\n",
+    "# alternatively, could use: plot_funcs(LifeCyclePop.cFunc[: LifeCyclePop.T_retire], mMin, 5),\n",
+    "# but this way is compatable with make_figs()\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"cFuncs\",saveFigs=True,drawFigs=False,target_dir=\"Figures/LifeCycleModelTheoryVsData\")\n",
+    "\n",
+    "print(\"Consumption as a function of market resources while working:\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "696f13fb",
    "metadata": {},
    "outputs": [],
@@ -646,7 +366,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "a5ef117a",
    "metadata": {},
    "outputs": [],
@@ -691,7 +411,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "860dac0c",
    "metadata": {},
    "outputs": [],
@@ -709,15 +429,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "id": "fbdee4c7",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure wealthDistn in Figures/LifeCycleModelTheoryVsData\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -726,8 +453,11 @@
    ],
    "source": [
     "# Plot the (truncated) distribution of growth rates of wealth between age 65 and 66 (=25 + 41)\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "n, bins, patches = ax.hist(aGro41NoU, 50, density=True)\n",
     "\n",
-    "n, bins, patches = plt.hist(aGro41NoU, 50, density=True)"
+    "# Save the figure\n",
+    "make_figs(\"wealthDistn\",saveFigs=True,drawFigs=False,target_dir=\"Figures/LifeCycleModelTheoryVsData\")"
    ]
   },
   {
@@ -742,25 +472,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "id": "3275d14f",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Normalized Assets')"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure savingRate in Figures/LifeCycleModelTheoryVsData\n",
+      "Saving figure assets in Figures/LifeCycleModelTheoryVsData\n",
+      "Saving figure normalizedAssets in Figures/LifeCycleModelTheoryVsData\n"
+     ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -768,9 +497,9 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -778,9 +507,9 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAHHCAYAAABjvibXAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAcGpJREFUeJzt3Qd4FMX7B/A3jSRACAmhhR46hN47SLXQREFAEUUQAQVFRSw/UFQEFBVUQKQoSFNpAqIgvffeewslARKSQOr9n+/g5n85Lv2Svb37fp7n4HK3tzu7s+XdmdkZF5PJZBIiIiIishlX282KiIiIiIABFhEREZGNMcAiIiIisjEGWEREREQ2xgCLiIiIyMYYYBERERHZGAMsIiIiIhtjgEVERERkYwywiIiIiGyMAVY2aNmypXppLly4IC4uLjJ79uwcTUffvn2ldOnSObpMIm3fy5s3r9gTHAtIl7OfFyA+Pl7effddKVGihLi6ukqXLl2yNL/Ro0erdcnOZWg2bNigloX/ibID9q8hQ4YYM8DCCQUr4OXlJVevXn3ke5yEgoOD9Uia06tfv77KmylTpog9mDdvnnzzzTc5vtzo6Gh10TD6SfzGjRvy6quvSrFixdTxhiCjX79+Vi+Oli9Mb6/27dun0vjhhx+mOM3p06fVNG+99VaOpevYsWNqeyJ4smczZ86UCRMmyDPPPCM///yzvPnmmylOm9nzcUaWYc0PP/ygS/CZGTiunnrqKb2TYTcOHTokL730kpQpU0adR3CzVbNmTRVwnzt3TuzBtm3b1LF69+7dbFuGu+goJiZGvvjiC5k8ebI4slKlSsn9+/fFw8ND7BkuSLt371Yni19//VVee+01uwiwjhw5IsOGDcvxAOvjjz9W781LHYzk8uXL0qRJE/V+4MCBKsi6du2a7Nq1y+r0CKrNS53c3NzEXtWuXVsqVaok8+fPl08//TTFfQeef/559f/JkydVSUp2B1jYb7DPWJYe//PPP2Iv1q1bp/aHr7/+2ibzQ6D73nvv2XQZCLACAgIeKXVs3ry5Op/mypUrS2mm7DF9+nR17QgICJDevXur4xSlmTiP//LLL+qGGfmn9/kFARaOVexf+fPnd7wACxEtMmPkyJESGBiYLcvAWNYPHjwQb29v0Yu9lwZo5s6dK4UKFZKvvvpK3XXiLpxVjMaFkit3d3cVNBcoUCDN6ZHnOCkaBU7eH330kezYsUMaNmz4yPcIvnByRzAGnp6eoid7Cghu3rxp04sK9jO8snMZGgTJRjifOiMELQiucGO3YsUK8fHxSfY9ri2fffZZum5wc+fOLUanaxus999/XxISElQpVloQAY8ZM0bKli2rTpS48OP3KAWzVlT7999/S926dVVgNW3atKR6+0WLFqmoFXdWyHxcVMLDw9V8UEqCAAN38SjetJz3rFmz5LHHHlPTIA1VqlRJV1WaZVsLLS3WXpYBzV9//SXNmjWTPHnyqPQ++eSTcvTo0UeWsXTpUlWMjxMP/l+yZIlkFO74sT2w/Xx9fZNKAMzdu3dPbSekE9sA26Jt27aqysa8JKxbt25SpEgRlZ7ixYvLc889p7azZUBXp04dlUf+/v5qGpS6aFAKsHLlSrl48aLV7YOSz6pVq6oD0c/PT+W3tTSbi42Nlf/9739quVhHbFds3/Xr1yfLr4IFC6r32Fe0ZaM4OSW3b9+Wt99+W6pVq6b2n3z58snjjz8uBw8efGRarE+nTp3UsrH9UHWC/dVau5KdO3dKhw4dVFqxni1atJCtW7dKWk6cOKH2nXfeeUcFV7jJiIuLS/NmJCIiQv1vK6gOaN++vVpX3ER98sknSfPH/8jPzp07P/I7pBfrjCAxtQALrOX53r17VYmVNk1KbbBQlYFtin0Q+ylKw3CcIy/Mq/m088qWLVtUNTr266CgIHVHrsHx/eyzz6r3rVq1StpvtDy1bIOVWt7hOMQxgeVgv16+fLmkR1RUlAwfPly1e8LxWbFiRfnyyy+Ttrl2LsL+jvOIZRpt0QYrrWUkJiaqUgwcu1i/woULq3y+c+dOsu2N327cuDHp99q2s9YGS6vG1PITx0q5cuXk999/V99jPg0aNFD5jG2ydu3aR9YBzVVefvlllR5sO6QP1ZyZoW0DbPsff/wx6bpVr149dcNjLc+7d++uzjtaGj/44INk0+zfv1+dU3BuwTmmdevW6ubCWvMb7KdvvPGGmh+CXGxfnPtQHdanTx91vsQLVXaWx3t68icl2vkSNSA+FsEVYH64jpuXXml5h2MWpZPIO1zbtSAdTRqQBvy2Ro0aqrrZHG6gnn766WSf4TyMdGB/0CxcuFB9dvz4cbW/4twIqMbU9jHLqn3tuqrtD6tXr5YMMelg1qxZyFHT7t27TS+//LLJy8vLdPXq1aTvW7RoYapatWqy37z44ovqN88884zp+++/N/Xp00f93aVLl2TTlSpVylSuXDmTn5+f6b333jNNnTrVtH79evXC9DVr1jQ1atTINGnSJNMbb7xhcnFxMT333HOmXr16mR5//HE17xdeeEFN+/HHHyebd7169Ux9+/Y1ff3116bJkyeb2rVrp6b77rvvkk2H9OOlOX/+vJoO6w3Xr183zZkzJ9kL8/Pw8FDL0Pzyyy8qfR06dFDfjxs3zlS6dGlT/vz51Tw1f//9t8nV1dUUHBxsmjhxoumDDz4w+fr6qm2I7ZEeO3bsUGncvHmz+hv5UqVKlUemw3bKlSuX6a233jL99NNPKk0dO3Y0zZ07V30fExNjKlOmjCkwMND06aefqmmwHbFeFy5cSJoPvsO69ejRw/TDDz+oaQICAtT63blzR03zzz//qPzC59p2WrJkifruxx9/TNofpk2bZvr2229N/fr1U3mamlu3bpmKFi2q0j9lyhTT+PHjTRUrVlTbfv/+/WqayMhI9R3m37Vr16RlHzx4MMX5Yl8uW7as2ueQnk8++cRUrFgxlQ/m+zbmHRQUZPL29lbTfvPNN6b69eubatSooZaH/VTz77//qm2N/fWrr75S+1316tXVZzt37kx1PbG/YH5//PGH6bHHHlPv3dzc1L5kvu/AqFGj1Pd58+ZV/+fJk8fUu3dvtZ9mFo5XHNfly5dXxxOOkaeeekrN/6OPPkqaDvsqtn1YWFiy3y9atEhNu2nTplSX07hxY1PhwoVN8fHxyT5H/uL3Z8+eTfoMxwLSpbly5YrJ39/fVKBAAbX/ffnll6ZKlSol5YX5dsJvsZ9gWe+//75an9q1a6t9+MiRI2oaLAv7H36LabT9RtuOaZ0XAPPCPoNjD8cWltO8eXO1nMWLF6e6LRITE1VeY9pXXnlF/RbHJpYxbNiwpP0PacJ6Fi9e/JE0WmPtfGxJ24fSswykzd3d3dS/f391fh4xYoTa53COiI2NVdPgOMdvMQ/t9zgfgHYuNz9WkEacc0qUKGF655131P6PbYh9fsGCBaYiRYqYRo8erY437biMiIhI+j3ShuXh9zh2cfx36tRJLQfHXVqwfzz55JOP5G2tWrXU9Qh5iXMNzmVYjraegPNKvnz51H44cuRIdf549913TdWqVUu2X2Ab4dw1ZswY0xdffKHOs56enurcbXltxXkTx7r59QzzbNq0qTqH45yrHY8///xzsnVJT/5YExUVpX7Xpk0bU0a0aNFC5U/BggVNr7/+ulr/pUuXmqKjo02VK1dW54c333xTXbObNWum0ox81OCYw281OJfgGMA10fzaPHjw4KTpsM179uyZlL/aPoZ9F/A5zgPa9sbycN7OnTu3KTQ0NN3rpnuAhZMSMsX8wmh5QB84cEBNj4w39/bbb6vP161bl2xHx2erV69ONq12UCIIMd9JsJGRGQiuzOGiZhmcIMMttW/fXm14c+k5kVqeGLGz4wJ39OhR9dm9e/dUIIWd3BxOBDg5mH+Ogwk7wt27d5M+w8kIy0xvgDVkyBB1ckFazH+vBR0aLBs7akowPX7322+/pTgNAi2c+D777LNknx8+fFjtC+af46RlbR06d+6c5knfGlyIEQSaQ0CHCyeCSvNADOuBC0d6PHjwwJSQkJDsM+Q7ToA4YWsQKGG+OIFo7t+/ry4k5hcN5AOCE+xfWp5o+yBOrG3btk01PdqFHidtnGgXLlxomjBhgtrHEAjiZKjByQP5/+uvv5p+//1309ChQ1U+YPnh4eGmzNBuiHDC1GA9kJ8IELF94eTJk2o6XNDM4eKGYNt83a3BBQS/x02GBvmAiyiOYXOWARbShmPffB/HyRlBl7UAyzLgu3nzpsrf4cOHJ32G/d7y4p+R80Lr1q3VhRX7k/l2QyCJ/EgN9inMDzcv5nATgvU8c+ZMsrSk9/jJaICV2u9wA4fpsK+Zw/na8nP81nx7aVIKsPDZvHnzkj47ceKE+gwXWvMgBPuK5XbHzRnOoZYXT9x845xn7dyfngALx9/t27eTPl+2bJn6/M8//0z6DAG0j4+P6eLFi8nmab7voyABx435DcO1a9fU7/B7y2ur5XkDxwL2gYEDByY7FyLYM9/GGckfSwhazIN5cziucMxrL/NzsJZ3CObM4byEz7Wbd8C1G+uC85gWIGvH3LFjx9Tfy5cvV8clziG4gdfg5hQ3zBqcDy2Pcw0+x/Y2P2a09UPwnl66d9OAYvYXXnhBFaOGhIRYnWbVqlXqf8ungVAUDqhGMociP1RLWIPiUfPG5ig2xvZE0bA5fI7qKlRNaszbcaG6KzQ0VBVHoxrEsvorI1BkivpqFO+i2hHWrFmjinN79uyplqO9ULSKtGlVWthmBw4ckBdffFFVqWhQbafNKy1YRxSf9ujRI6mYX6sKRVGvORQ3o9oKjaWt0dKAKi/Uo1uzePFiVQyNInHzdUOVYvny5ZNV16UE6bhy5YrV4vbUYPtpbWGQBlTtYf1RDWNezZlRKELWGlCj2jssLEwV46Oo33y+KGJG9TSqCDUo+u7fv3+y+SFPUdXaq1cvNS9tG6EKCFUDmzZtUulPSWRkpPof2xTHB7Y1qjDR5vHs2bPJqtWGDh2qqluxLFTtonoAxfBYPhoaZ4X5o87ao8+oqtCqaCpUqKD2Z/P9DHmC6k1U71k++m8J+yyOZ/P1QXUQqnvMqwetQV40atRItQXVoFoupd/heEJ1sgbVL8hfWz0VhfVGw3DkFaritTxH/uN8hvyw9tS1+XkS+zeqhizPkzjHYZvq7bffflPnCJyfzI99VNnjeEnPsZ8S/B7NDDTIG5wnKleurPYxjfZeyzdsmz/++EM6duyo3punC9sd5/bMnhuwf6IqTqPtP9qyb926pY5lXH9KliyZ7Lfavo/zCR6QQDcXuF5qihYtqo5ZVAeiat8cqtXMjx3tOmf+BDH2FZz3zPffrOSPlgZr3bMEBQWp40V7WVZ54/yJZjmW+zPOX7gGanCsY//G+Q3Hufk2xXaEzZs3q6pYrAPeA66laGRvfvympU2bNqpqV1O9enVVPZuR4133AEt7AgUXuZTaYqHNCi5eqFM3h42PAwjfWwZYKbHcibWAAG0WLD/HBcw8cELbF2x0tCfBcrGjaHXFmQ2wcJJHvTUa+uPipsHJVAt0zHdMvHCwoW4atHVHYGIJJ5j0wPxwoKNtyZkzZ9Tr/Pnzqh0JGgqbX8jHjx+vdlRsL0yPumzzHQ7bHoHwTz/9pBpM4wT1/fffJ9s+WDcc7Eiz5bqhflxbt9SMGDFCHchIA+YzePDgdLVNAgQPOFgQ2KB9EpaLICQrQTK2EZ6WQlpwssC6Y75oA2A+X+QXDlrLwMFy39byH4Gz5TbCtkX7wNTSq90M4GJt/uQc2gihMTIao6YGJ24cX9baqqQXlmt+QdACKjBv64CbHuSdti/jJI/2YrjxSgvyD/sY2hyi3RYg2MI6Yt1Tg+VZbnew9pm1cwfg4pmetinpgeMOxwUa7lvm+ahRo9Q0qR0bWB+0c7Ns+4IAQ/teb9ivsd/i5s1yHXHRTM+xnxK0obM8rnAet3ZuBy3fcO7DBRg3+ZZp0i76mU2X5T6jBVvasrVzZ2rdYCB9uFm1dj5H3uLcY952NaPXOfP9Nyv5o+132s2duWXLlqlCA7RJswY3nZYPgWB/xfnU8slfy/0Z7bMwnRZM4X8EUmjPhYIAbGOcX7CdMhJg2eJ41/UpQg1OwniUGju45aO+5tK6m9Wk9sRgSo+GpvS51gAQd/0oOcBTSRMnTlQ7KnYIRNm4sKZWmpASBDG4W0akbfmouTa/OXPmqAudJcsndrJCKz1I6YKEOwUEW9o02ElxQUNghn5uxo0bp0ql0ABTe1IEjYlxUGEa3HGMHTtWNcjESRDrhrzEHbW17Z6eDipxkKERM0r+EKTiDhSlLWjArnWvYA0a1iNtuBtEI0ecSJAGpA95nFmff/65ujDiThQlkigJwYkBDwRkZt/QfoPta17Ckt7tpD2Vi5OPOawrgpL0nCSwj6NUJbuh1AEN/bEf4oYFeYQ76/TeIODcgf0AL5QMYl9o165d0oMKtpLWOSKrtDxHSWNKJfApBX9GgXW0VjKuyUqeZfbcrm137Ee4obEGN2S2TJMtHyTJyHKtfW6elqzkD/ZNXJdwA26pRYsWqV63svqUf9OmTeXff/9V3T+gsTyuAwhaURCCgAs37jhf1qpVK0fzzi4CLK0UCydWXKyt9SOFjEd0rUWvWieKuPPA99ntzz//VKUGKNo0j2wzW6SNHQFPPmAHQCmRZZSuFU1iZ0epWUq0dddKPMwhAEkLqpwQCKEoG08uWUJwhINNC7C0oulBgwapF+5o8BQHHr3VAiztKQ68kK8oLcFju1OnTlWBJNYNOylKu7QSjcwE1ShJRLrxQrUTtifSgdLAlB7jxlNFCOgREJrPWyshSM9yU5ovttGMGTOSfY7907zrA+QX+krC+psvA6UX1vIfRdKp5X9KUKQPllVK2E4o8k/rQob0oZQpIyckSzhmcfdonsenTp1S/5s/DYpgFE/HYj/DDQfuNjPSuSyCKtw9o+QKVQgIHtOqHtTywnK7g7XP0iuj+405rbQP65CZPMf6oMQR1YvmpVh4Qk37Xm/Yr5FGnA/SuqhmZVtmBI4FbC9UxWVmu2eFlufWghLz9OHJOmvnc+Qtrh2WJVM5kT/Wzsd4IlCroi9WrFiW0oL9FTUAOI+YXx+t7c+46cfTvwsWLFD52LhxY/UbBF5agIXPzIOmnNi/7KKKUMtY3EGgS4Xr168n++6JJ55Q/1uedFGSBDg5ZzctY8yjVxSlIlMzAx0/4mKDkiDzOnoN7mBxcUXJiLXH61FsrAU7KOFAtZd5lRGKY3EhTwuWjyALVWwIsCxfeDQdJQIILrHjWlZLIQBEaYnWpQXq4c3brQECLezs2jQIhLA9UdJkeTeAv9HmxPygtVYVZj4NoDQRbWTw+9S6I7CWj2hTtn379mTTaX2wpLeXX8zXcl1Q1WUZ4CBf8Zl5GwRUbaFtlGWAhGMCRerWity1/E8JTnTanahWdQZo54d8RKlpavNC9yP4HF1EZMV3332X9B7bB38jgEBpsDlUB2J/RakitqV5W5q04ELQtWtXVZqMdGOfsdb1gyXkBfId7d00KLFL6e49PbBsyEzv0Mgv5BvOgdbao6aV5zhPIm/NtzmghB0XE/MbIL2gBBxpRCmvJZw3zLcbtmV29rKtwf6G5hk4z1kLdNLa7lmB4AlVWegO4tKlS8m+084nSB9KZHEjbF61jgIG3FQgiMC1IqfzxxqUHOH3uJZHWjlvZaT0B/szYgG0DzZPA9qLojRKKxUDreoPBTQobdSqRPE5Srb27NnzSPVgVo5Vw5VgAfr9QJUYInX0OaFB3xcoukUVIjYGNix6o0ZQgaoe89KV7IIdHBdxNIREnyDYeXBRxEkxpcb5KUF7H/Sfg4MaEbp5Xx3YcbBOOGBwscCFByVEuODgYMRBiN/jDkM7kaJ6C0EmDjRUUeEiofURZW0nN4eLCaqMEN2nVDqA9cQy0R4MVXwIvJAnSCvudtDQHNWCgEa6aMiMtj4oucABgTzVTmKAwAElWShpwgkD64s7SFSZIuAbMGCAqibRAg0cYGjXhYaLWCbyAPmBqlNsB1SD4Q4F2wPbwVr/KxoEjCi9wgUZ02KZKFlDcGa+rXDRxmdYNtYDpSwock6prQTmiz6e0GYD2/Lw4cNq21q2QcK+g3Si4SYalyNAxnRaiZt2V4WAFG2tcFFEPmK+uCNEcIZSU+wfKFVNCdqBoXoRxw1O4NiPsO98++236kRj3m8M7gRRCohAGOlAo1ncCSJwt+yHSrtDTc+JEvNC9S3SgEa2qBLGfoRqQMsSNOQF9kMEpVhnHFcZgRM6jik8XIHSK+3kmRr0AYRScwSbr7/+uvoNtjlKqHEMZeYOF9sM+zpO9LgxQD5oD4ykB9or4jhGXuDBB+w/uJAiEMRDHdb6VdPguMC5EOdRHFc4RlFFjwszqqrNG+xmFIIMaz3moxQ6PaWFGpy7sU/hnIXAFscxAm6UwCPvsX9qJek49nEOxHJR/YRtiG2ZHdD+F8cV9lNsdxz72AfQuB3nuOysKp80aZLKc5znce7DNkX+4VjRgn9sA9w0YzrUHKCqDYE4blrRLtZWMpI/1uDcgvMbjqfy5csn9eSOknMUKOBch+uotWYvlrAtsI5o0oFqP5R6o6ZAK+E2P89j/8A8ETtg2Rqc+9BeV0ubtVJ+HC+4vmI9cQyl59yRbiadu2lI6fFuy8d74+LiVF81eEQd/WKgSwH0GWL+OLO1x2UtH+217D4gpbRojx1rj5Nrj3/iUU/074NHyNG3ycyZMx951DOtx7G1ZVp7WXZJgHTjkVs8Kozl4hF79MW1Z8+eZNOhvyP0GYLHU9H/C/rMwbZMrZuGGzduqMfx0U9KSvB4Mvr+wOOteLQWfcygfxA8Hoy+UfAefapozp07p7o7QDqRXjzy3qpVK9PatWsfmTfSjH5ZMB+80FUBuoDAo/sa9EuCflvQZYX59kFfKXg8GY9BY52xPKQtrW4F8Ojy559/ruaD36GfmhUrVljdVtu2bTPVqVNHPa6bVpcN2A/xuD4e9UYfV02aNDFt3779kX1B20bYRzEd+mXB77AtsAzzx8kBXQg8/fTTSeuJNHbv3l31kZUe8+fPV3mE36IrCnTHYN7/D6D7E+wzyFMcW+i3B33fWE4H2B7osyYt2J7IUzxWjv7isA9h+diGlt1ZaAYNGvTIo/bphUfOse3x+1WrVlmdxrKbBm37om8dbB88sj527FjV3w7mY943VErnFWv5O336dNV1C7oiMe9OIL3dt2CboZ8/bGfkB7qcQDcu6EIjLejeBX0GoU8o/BZdO+BxdMvuLjLaTUNK5yt0K5GRbho06McO+xKOAex36JoC/TSh6wENtj+2Ob7HvLVtl1I3DdaWlVK+4feW3c3gfIjPcG3BtsP2x/ohrWlJqZsGbHtry7Y8l6CfK5xjcZ7DeRN9rpn3Fwf79u1T1wJ0UYDjCedVnKMyez0zP04zkz+pwXHVp08fU8mSJdX5E8vAtRPnOvOuD9LaT5AnL730kuo/DPNBOlLq7ujZZ59V64guacy7dcC2wm/RHY4l9HGF4wtdeZhfx63tHymdQ1Lj8t/MiEhHuCNDQ2+UUmS17UJ2QdselOQhrahStjWsP9qwoVpAz2EyUNqDO2eUaOo9XhoRGRcDLKIchgcczBuQoo0UGpOj7YLWCNweocoCgRXSaOtx9bAN0FAXVa2Zbddoi7xA2z5UCaO6BlUyRESZxQCLKIehjRHa+aC9DtrpoB0Qxl1D+wT0P+VM8BQq2rigbQXG/UKbl5S6pcgOWBbaleHpZLR1Qgka+s5Bw1i03yAicohG7kTOAE+voTE1AiqUWqFBLRqVo6G5s8GTg2gIiwbMaOybk8GV9qQSgjs8QING7Si5QpDF4IqIsoolWERERESO2g8WERERkaNggEVERERkY07XBgvd7qMRKzopy6mhGIiIiChr0KIJ3cVg9BDL4eXskdMFWAiubDVuExEREeWsy5cvq1FF7J3TBVha9/rIIFuN30RERETZKyIiQhWQpDYcmj1xugBLqxZEcMUAi4iIyFhcDNK8x/4rMYmIiIgMhgEWERERkY0xwCIiIiKyMQZYRERERDbGAIuIiIjIxhhgEREREdkYAywiIiIiG2OARURERGRjDLCIiIiIbIwBFhEREZGNMcAiIiIisjEGWEREREQ2xgDLhm7di5HjIRF6J4OIiIh0xgDLRlYfCZGGY/+V95cc1jspREREpDMGWDZSu5SfmEwm2X/prlwMi9I7OURERKQjBlg2UsjHS5qUC1Dvl+6/pndyiIiISEcMsGyoS81i6v9lB66q0iwiIiJyTgywbKh9cBHx8nCVc6FRcuhKuN7JISIiIp0wwLKhvJ7u0rZKEfV+6YGreieHiIiIdMIAy8a61gpU//95METiExL1Tg4RERHpgAGWjTUrX1D88+SS0MgY2Xo2TO/kEBERkQ4YYNmYh5urPFmtqHq/bD+rCYmIiJwRA6xs0KXWw6cJVx+9LtGx8Xonh4iIiHIYA6xsULtkfinpn1uiYxNkzbEbeieHiIiIchgDrGzg4uIiXWo+bOy+lNWERERETocBVjbp/F814abToRIWGaN3coiIiCgHMcDKJmUL5pVqxXwlIdEkKw+H6J0cIiIiykEMsHKgsfsSVhMSERE5FQZY2ahjjaLi6iKy/9JduRgWpXdyiIiIKIcwwMpGhXy8pEm5APV+6f5reieHiIiIcggDrGzWpebDasJlB66KyWTSOzlERESUAxhgZbP2wUXEy8NVzoVGyeGr4Xonh4iIiHIAA6xsltfTXdpWKaLes7E7ERGRc2CAlQO0Tkf/PBgi8QmJeieHiIiIshkDrBzQvEJB8cvtIaGRMbL1bJjeySEiIqJsxgArB3i4ucpT1R+WYi1jNSEREZHDY4CVw52Orj56XaJj4/VODhEREWUjBlg5pHbJ/FLSP7dExybImmM39E4OERERZSMGWDnExcVFOv/X2H3ZAXY6SkRE5MgYYOWgzv91Orrx1C0Ji4zROzlERESUTRhg5aByhfJKtWK+kpBokpWHQ/RODhEREWUTBlg6NXZnp6NERESOiwFWDutYo6i4uojsv3RXLoZF6Z0cIiIiygYMsHJYIR8vaVIuQL1nY3ciIiLHxABLB13+a+y+dP9VMZlMeieHiIiIbIwBlg7aBxcRLw9XORcaJYevhuudHCIiIrIxBlg6yOvpLm2rFFHv2didiIjI8TDA0kmX/zod/fNgiMQnJOqdHCIiIrIhBlg6aV6hoPjl9pDQyBjZejZM7+QQERGRDTHA0omHm6s8Vf2/oXNYTUhERORQGGDpqEuthwHW30evS3RsvN7JISIiIhthgKWj2iX9pIS/t0TFJsiaYzf0Tg4RERHZCAMsHbm4uCT1icVOR4mIiBwHAyyddf4vwNp46paERcbonRwiIiKyAQZYOitXKK9UK+YrCYkmWXk4RO/kEBERkQ0wwLIDnf/rEwtD5xAREZHxMcCyA51qBIqri8i+S3flYliU3skhIiKiLGKAZQcK5fOSJuUC1Hs2diciIjI+XQOssWPHSr169cTHx0cKFSokXbp0kZMnT6b5u2+++UYqVqwo3t7eUqJECXnzzTflwYMHYmTa04SoJjSZTHonh4iIiIwaYG3cuFEGDx4sO3bskDVr1khcXJy0a9dOoqJSriabN2+evPfeezJq1Cg5fvy4zJgxQxYuXCjvv/++GFn74CLi5eEq50Kj5PDVcL2TQ0RERFngLjpavXp1sr9nz56tSrL27t0rzZs3t/qbbdu2SZMmTaRXr17q79KlS0vPnj1l586dYmR5Pd2lbZUi8ufBa7J0/zWpXjy/3kkiIiIiR2iDFR7+sOTG398/xWkaN26sArBdu3apv8+dOyerVq2SJ554wur0MTExEhERkexlr7r89zTh8oPXJD4hUe/kEBERkRFLsMwlJibKsGHDVOlUcHBwitOh5Co0NFSaNm2q2irFx8fLwIEDU6wiRDuvjz/+WIygeYWC4pfbQ0IjY2Tb2TD1NxERERmP3ZRgoS3WkSNHZMGCBalOt2HDBvn888/lhx9+kH379snixYtl5cqVMmbMGKvTjxw5UpWMaa/Lly+LvfJwc5WnqrNPLCIiIqNzMdnBI2tDhgyRZcuWyaZNm6RMmTKpTtusWTNp2LChTJgwIemzuXPnyoABAyQyMlJcXVOPGVFF6Ovrq4KtfPnyib3Ze/G2dJuyXfLkcpPdH7aR3LnsppCRiIhINxF2fv22qxIsxHYIrpYsWSLr1q1LM7iC6OjoR4IoNze3pPkZXe2SflLC31uiYhNkzbEbeieHiIiIjBZgoVoQpU/oegF9YV2/fl297t+/nzRNnz59VDWfpmPHjjJlyhRVlXj+/HnVvcNHH32kPtcCLSNzcXFJ6hOLnY4SEREZk671TwiUoGXLlsk+nzVrlvTt21e9v3TpUrISqw8//FAFIfj/6tWrUrBgQRVcffbZZ+IoOtcsJpPXnZFNp25JWGSMFMjrqXeSiIiIyGhtsHKSUepwO07eojoc/aRzVenTqLTeySEiItJVhEGu33b3FCEl1/m/PrH4NCEREZHxMMCyU51qBIqri8i+S3flYljKQwcRERGR/WGAZacK5fOSJuUC1Hs2diciIjIWBlh23tgdlh646hBdUBARETkLBlh2rH3VwuLl4SrnbkWpBu9ERERkDAyw7JiPl4e0qVxYvV+6n9WERERERsEAy851rfWwmnD5wWsSn5Cod3KIiIgoHRhg2bnmFQqKX24PCY2MkW1nw/RODhEREaUDAyw75+HmKk9VZ59YRERERsIAywC61HoYYP199Lrcj03QOzlERESUBgZYBlC7pJ+U8PeWqNgE+efYdb2TQ0RERGlggGUAGNy66399Yv246ZwkJrJPLCIiInvGAMsgXmxcWnw83eXotQhZwrZYREREdo0BlkEUyOspg1qVU++//Ock22IRERHZMQZYBvJSk9JSLL+3hIQ/kJlbz+udHCIiIkoBAywD8fJwk3c7VFTvf1h/Rm7di9E7SURERGQFAyyD6Vg9UKoX91VPFH6z9pTeySEiIiIrGGAZjKuri7z/RGX1fsHuy3L6xj29k0REREQWGGAZUMOgAtK2SmFJSDTJF3+d0Ds5REREZIEBlkGNfLySuLu6yL8nbsq2M6F6J4eIiIjMMMAyqKCCeaV3g5Lq/WerjrPzUSIiIjvCAMvA3mhdnp2PEhER2SEGWAbGzkeJiIjsEwMsg2Pno0RERPaHAZbBsfNRIiIi+8MAywGw81EiIiL7wgDLAbDzUSIiIvvCAMtBsPNRIiIi+8EAy4G8x85HiYiI7AIDLAdSlp2PEhER2QUGWA6GnY8SERHpjwGWg2Hno0RERPpjgOWA2PkoERGRvhhgOWjno++0Z+ejREREemGA5aA61WDno0RERHphgOWg2PkoERGRfhhgOTB2PkpERKQPBlhO0PmoGzsfJSIiylEMsBwcOx8lIiLKeQywnMBQdj5KRESUoxhgOQF2PkpERJSzGGA5CXY+SkRElHMYYDkJdj5KRESUcxhgORF2PkpERJQzGGA5EXY+SkRElDMYYDkZdj5KRESU/RhgOSF2PkpERJS9GGA5IXY+SkRElL0YYDkpdj5KRESUfRhgOSl2PkpERGRHAdbly5flypUrSX/v2rVLhg0bJj/++KOt00bZjJ2PEhER2UmA1atXL1m/fr16f/36dWnbtq0Ksj744AP55JNPsiONlE3Y+SgREZGdBFhHjhyR+vXrq/eLFi2S4OBg2bZtm/z6668ye/bs7EgjZSN2PkpERGQHAVZcXJx4enqq92vXrpVOnTqp95UqVZKQkBDbp5BytPPRI1fD9U4SERGR8wVYVatWlalTp8rmzZtlzZo10qFDB/X5tWvXpECBAtmRRsqBzkcfDy6iOh8d8MseuXnvgd5JIiIicq4Aa9y4cTJt2jRp2bKl9OzZU2rUqKE+X758eVLVIRnPF92qS1BAHrkW/kBenbNXHsTxqUIiIqLMcjGZTBnuZTIhIUEiIiLEz88v6bMLFy5Injx5pGDBgmLPkG5fX18JDw+XfPny6Z0cu3LuVqR0+X6rRDyIl661isnE7jXExcVF72QRERGJ0a7fGS7Beuyxx+TevXvJgivw9/eXHj162DJtlMOCCuaVH3rXUcPooPPRKRvP6p0kIiIiQ8pwgLVhwwaJjY195PMHDx6odllkbE3LB8jojlXU+wl/n5R/jl7XO0lERESG457eCQ8dOpT0/tixY6oPLPMqw9WrV0uxYsVsn0LKcS80Ki2nbkTKnB0XZdjCA/L7wMZSJdD+i2OJiIgMF2DVrFlTtcfBC9WElry9vWXy5Mm2Th/p5H8dq8i50EjZeiZM+v+yR5YObiIFfR52z0FEREQ2auR+8eJFwaRBQUGq53bzxuy5cuWSQoUKiZubm9g7ozWS01N4dJx0+WGrnA+Nkjql/GRe/wbi6W7/eUxERI4nwmDX70w9RWhkRssgvZ29FSld/3uysFvt4vLls9X5ZCEREeW4CINdvzPcyB3mzJkjTZo0kcDAQFWyBV9//bUsW7bM1ukjnZUtmFe+711bPVn4x74r8uOmc3oniYiIyPECrClTpshbb70lTzzxhNy9e1c1cAd02/DNN99kRxpJZ83KF5T/PfXwycIvVp+Qtcdu6J0kIiIixwqw0JB9+vTp8sEHHyRrc1W3bl05fPiwrdNHdqJPo1LSu0FJQYXy0AX75cT1CL2TRERE5DgB1vnz56VWrVqPfI4BoKOiojI0r7Fjx0q9evXEx8dHNZLv0qWLnDx5Ms3foeRs8ODBUrRoUbXcChUqyKpVqzK0bMoYtLsa3amqNAoqIFGxCfLKz3skLDJG72QRERE5RoBVpkwZOXDgwCOfox+sypUrZ2heGzduVIHSjh071MDRcXFx0q5du1QDNXRy2rZtWzU0z++//64CMpSosQ+u7Ofh5io/9K4tpQrklit37svAuXslJp5jFhIREWW6HywN2l8hKELP7XgAEV02zJ8/X5VG/fTTTxmaF4Iyc7Nnz1YlWXv37pXmzZtb/c3MmTPl9u3bsm3bNvHw8FCflS5dOqOrQZnklyeXzHixrnT9fpvsvnBHPlxyRMY/wycLiYiIstxNw6+//iqjR4+Ws2cfjlWHpwk//vhj6devn2TFmTNnpHz58qotV3BwsNVp0Lge4x7mzp1bPbWI/rh69eolI0aMsNoPV0xMjHqZP+ZZokQJwzzmaa82nLwpL8/eLYkmkQ+eqCz9mwfpnSQiInJgEc7UD1Z0dLRERkaqUqesSkxMlE6dOqn2VVu2bElxukqVKqnqwd69e8ugQYNUUIb/33jjDRk1atQj0yMQRPBnySgZZM9mbjkvn6w4Jii8mvliPWlVKev7ARERkVMGWPfv31dVgyhBAvSDtWTJEqlSpYpqP5VZr732mvz1118quCpevHiK06FBO6on0dheK7GaOHGiTJgwQUJCQh6ZniVY2Qf7wftLDsv8XZclr6e7LB7UWCoU9tE7WURE5IAiDBZgZbiRe+fOneWXX35R71HaVL9+ffnqq6/U5+gjKzOGDBkiK1askPXr16caXAGeHESQZV4diMb1GHwaDeAt4SlDZIT5i2wD7a4+7hQsDcr4S2RMvPT7ebfcjno0D4iIiJxNhgOsffv2SbNmzdR7PMVXpEgRVYqFoGvSpEkZLgFBcIUSsHXr1qknFNOCHuRRLYgqRc2pU6dU4IUxESln5XJ3lanP15GS/rnl8u2HTxbGxv9/3hARETkj18y0u0K/VfDPP//I008/La6urtKwYcOkYXPSC08jzp07V+bNm6fmiVIovFANqenTp4+MHDkyWVUiniIcOnSoCqxWrlwpn3/+uZoX6ftkIaoJd52/Lf9bdkQFz0RERM4qwwFWuXLlZOnSpXL58mX5+++/k9pd3bx5M8PVb6hSRF1qy5YtVQmU9lq4cGHSNJcuXUrWtgrtp7Dc3bt3S/Xq1VXjdgRb7733XkZXhWyofGEfmdyzlri6iCzYfVlmbr2gd5KIiIiM08gd1YLoFgFjELZu3VqVYgH6wdq0aZNqqG7PjNZIzmh+2nxOPl15XAVaM/rWk1YV+WQhERE53/U7U900oBoPpUo1atRQ1YOADkexwuhGwZ4ZLYOMBrvTiD8OyaI9V8TH012WDG4s5QrxyUIiInKu63eGqwgBDdsxHiGCK6wwqgzRhsregyvKmScLP+1STeqX9pd76snCPXKHTxYSEZGTyXCA1b17d/nuu+/UezRGr1u3rvoM7aH++OOP7EgjGfDJwinP15bift5yMSxaXvt1r8Ql8MlCIiJyHhkOsNDOSuumAd0roEoI/WGhi4ZPP/00O9JIBlQgr6fMeLGe5MnlJjvO3ZZRy4/yyUIiInIaGQ6wUPeJsQC1wZq7deumenV/8skn5fTp09mRRjKoikV8ZFLPWmoonXk7L8nUjedYkkVERE4hwwEWuknYvn27REVFqQBL66bhzp074uXllR1pJANrXbmwjHz8Ydu8catPSKOx/8rHfx6VI1fDWaJFREQOyz2jPxg2bJgaaDlv3rxSqlQp1YeVVnVYrVq17EgjGVz/ZkESl2CSWVvPS2hkrMzaekG9KhTOK0/XLi5dahaTIr4MzomIyHFkqpuGvXv3qg5A27ZtqwItQI/qfn5+0rhxY7FnRnvM05GgenDz6Vvyx76rsubYjaQhdVCF2LRcgDxdu5i0r1pEcufKcNxPREQOLsJg1+9MBVjWHD9+XGbMmCFffvml2DOjZZCjCr8fJ6sOh8jifVdk94U7SZ+jUXyH4KLSrXYxaRhUQFzRYykRETm9CGcKsNAOa8GCBSqw2rFjh1SpUkWOHDki9sxoGeQMLoZFyZL9V2Xxvqty6XZ00ueBvl7StXYx6VqruJQr9LCklIiInFOEwa7fmQqwtm7dqoKqRYsWqb6w3nzzTXnllVcM0dGo0TLImWBX3HvxjqpCXHHomtx7EJ/0XY3ivqq9VscageKfJ5eu6SQiopwX4agBFgZznj17tsycOVOtXM+ePdWYhI0aNZKDBw+q0isjMFoGOasHcQny7/Gbqgpxw6lbkpD4cDd1d3WRVpUKqSpE/O/p7qZ3UomIKAdEOGqA5e3tLc8884w8//zzqnG7Ngahh4cHAyzKVqGRMfLnwWuqCvHw1fCkz329PaRjjaKqZKtWifxqmB4iInJMEQa7fqf7cS10ybBlyxYpWbKkem+E6kByDAF5PeWlJmXU69SNe/LHviuydP9VuRERI3N3XFKvMgF5ZHi7CvJU9UC9k0tERJT+jkZPnDghc+fOlZCQEKlXr57UqVNHvv76a/UdSw4op1Qo7CMjH68s295rLXP61ZeutYqJt4ebnA+Nktfn75cl+6/onUQiIqLMNXKPjIyU+fPny6xZs9TTgy1atFDtsbp06SIFCxYUe2a0IkZKW2RMvHy+6rgajge9Onz7XC3VGJ6IiBxHhLP1g6X1fzVnzhy5ffu2xMXFiT0zWgZR+iQmmuT9JYdlwe7L4ubqIt/3qqX60yIiIscQYbDrd4bHIrRUuXJl1bno1atXZeHChbZJFVEGoUPSz7tWk261i6snDofM2y9rj93QO1lEROSkshxgadzd3eXpp5+21eyIMhVkjX+munSuGSjxiSYZ9Os+WX/ypt7JIiIiJ2SzAIvIHqB68Ktna8gT1YpIbEKivDpnr2w5Hap3soiIyMkwwCKH4+7mqhq6t61SWA0o/covu2X72TC9k0VERE6EARY5JA83V/muVy15rFIheRCXKP1+3i27L9zWO1lEROQkGGCRw8IwOj/0ri3NygdIdGyCvDRrt+y7dEfvZBERkRNIVzcNGWm8vnjxYrFnRnvMk2wzruHLs3fLtrNh4uPlLr++0kCqF88v9iI8Ok7ComIkqGBevZNCRGS3Igx2/U5XCRZWSHthpf7991/Zs2dP0vd79+5Vn+F7Invj5eEmP71YV+qX9pd7D+LlhRm75Oi1/x/TUC9xCYny0+Zz0nTcOnnsq42y/OA1vZNERER6dTQ6YsQI1aHo1KlTxc3NTX2WkJAggwYNUsHXhAkTxJ4ZLQIm2/b43mfGTtl36a745faQBQMaScUiPrqkZfPpW/Lxn8fkzM3IpM+8PFzl94GNJbgYb1SIiIx+/c5wgIWhcDDoc8WKFZN9fvLkSWncuLGEhdn301pGyyCyrYgHcfL8Tzvl0JVwCcibSxYMaCjlCuVckHUpLFo+XXlM/vmvE1T/PLnknfYV5Z+j12X9yVtS1NdLlg9pKgV9PHMsTURERhBhsOt3hhu5x8fHq4GfLeGzxMREW6WLKFvk8/KQOS83kCpF80loZKz0nL5Tzt36/1Kk7BIdGy9f/n1S2ny9UQVX6K/rpSalZf3bLaVn/ZLybc9aElQwj4SEP5DX5u5V3UsQEZFxuWf0By+99JL069dPzp49K/Xr11ef7dy5U7744gv1HZG9883tIXNfaSC9pu+QE9fvSa/pO2Xhqw2lVIE8Nl8WCoj/PBQiY1cdV8ETNClXQEZ1rCoVCvskC/ym96krXb7fKnsu3pFRy4+ooX9cXFxsniYiIrLDKkKUUmHswW+//VZCQkLUZ0WLFpWhQ4fK8OHDk9pl2SujFTFS9gmNjJHnftyh2kEVy++tgqzifrltNv9j1yJk9PKjsuu//reK+3nLh09WkfZVC6cYOGFoHzzxiKNyTOeq8kKj0jZLDxGRkUUY7Pqd4QDLcmXBCCtq1Ayi7HUz4oEKss6FRkkJf29Z9GojKerrnaV53omKla/WnJR5Oy9Joulh4/VBLcvJgOZB6onGtEzdeFa++OuEuLu6yJx+DaRR2QJZSg8RkSOIMNj1O1MdjaId1tq1a2X+/PlJd+LXrl2TyMjsb8tCZEuF8nnJvP6oHswtl2/fV9WFNyIeVuVlVHxCovyy/YK0/HKDzN3xMLh6qnpR+Xd4S3mjdfl0BVfwavOgpAGrB8/bJ5dvR2cqPUREZKASrIsXL0qHDh3k0qVLEhMTI6dOnZKgoCBVRYi/0X2DPTNaBEw54+rd+9Jj2na5cue+lC2YR3XhkJEn+TDW4cd/HlVtuqBSER8Z3amqNAwqkOnOUZ+dul0OXw1X81o8qLHkzpXhJpNERA4jwtFLsBBI1a1bV+7cuSPe3v9fldK1a1fV2SiREaEN1vz+DVU3CWdvRUnvn3ZIWGRMugIzlDL1/K/BvK+3h2o7teL1ppkOrgClXT/2qSMBeT3VfN/+7aBqME9ERMaQ4QBr8+bN8uGHH0quXLmSfV66dGm5evWqLdNGlKNK+OdWQVYhH085dSNSnp+xS+5Gx6ZYwjTp39PS+qsNsvJQiLi6iLzQsJRseLulapju7pb1YT7RFmzq87XFw81FVh2+Lt+tO5PleRIRUc7I8FUATxGi53ZLV65cER8ffXrFJrKV0gF5VJsslBwdD4lQw+qE349L+h6lSKuPXJc2EzfKxDWn5EFcotQv4y8rXm8mY7oEi1+e5DceWVW3tL982iVYvf9qzSnVISkRETlggNWuXTv55ptvkv5GI3c0bh81apQ88cQTtk4fUY4rVyivzOvfQPWyjjZQL87cJfcexMnpG/dUwDVw7l7VVgvViZN71pKFAxpKlcDsaw/Qo15JebFRKfX+zYUH5NSNh+28iIjIgRq5o6Sqffv26k7+9OnTqj0W/g8ICJBNmzZJoUKFxJ4ZrZEc6Qf9WPX6aYfcjY5TTxkiqEpINEkud1cZ2DxIBrYsm2MNzzEwdJ8Zu2T7uTCVlmWDm0j+3LYtLSMismcRztAPFrppWLhwoRw8eFCVXtWuXVt69+6drNG7vTJaBpG+jlwNVz2+RzyIV3+jk1B0For2WjntdlSsdPpuiwr0mpYLkNkv1bNJWy8iIiOIcKaORo3IaBlE9hFk/bztgnSqGSjNyhfUNS0nrkfI0z9sk+jYBHm5SRn5X8cquqaHiCinRBjs+p3h218MhdOqVSu5ffvh8B+aGzdu2P0wOUSZEVzMVyY8W0P34AoqFcknE7vXUO9nbj0vv+25rHeSiIjIFgEWCrzQoSjaXh09evSR74goe3UILipDW5dX7z9YckT2Xbqjd5KIiCirARaeGvzjjz+kY8eO0qhRI1m2bFmy74go+yHAQnuw2IREGThnb6aH9yEiIjsqwUJV4Lfffitffvml9OjRQz799FOWXhHlIFdXF/mqe02pWNhHbt6LkQFz9qrOT4mIyD5k6RGkAQMGyF9//aX6xerTp4/tUkVEacrr6S7T+9SV/Lk95ODlu/L+4sO80SEiMmqAVapUqWSN2dHgfceOHXL5MhvbEuW0kgVyy/e9aoubq4ss3n9VZmw5r3eSiIgoMwHW+fPnpUCB5IPYlitXTvbv3y/nzp2zZdqIKB2alAuQD5+srN5/vuq4bDp1K8c6P91z4bb8uOmsrDh0TULTMTg2EZGzYD9YRA4Ah/GIPw7Joj1XJJ+Xuywb0lTKBOSx+TLO3oqULadDZcuZUNlx7rZExjzsgFVToXBeaRRUQBr+97L12IxE5LwiDHb9TleA5e/vL6dOnVLD4fj5+aX6tKBl/1j2xmgZRJReMfEJ0vPHHbLv0l01nuKSQY3Fx8sjS/O8dS9Gtp0Nlc2nQ2XrmVAJCU/+tKJfbg81IPXl29Fy4vqjYyRWKuIjjcoWUEFXgzIFxDd31tJDRM4rwmDX73QNpPb111+Lj4+Pem8+0DMR2Q9PdzeZ+nwd6fTdVjlzM1INDP3jC3XVE4fpdT82QXaeD1PBFIIqy6AJ4zDWL+2vqiWblQ+QKkXzJc0fQ/nsOh8m28+GqTETT92IVL/Ha9bWC4L7sqqB+VSwhaCrXmn/LAeARET2ilWERA4GTxQ+O227xMYnypBW5eTt9hVTnBaDV2MoIFT5oepv78U7qm8tcwiKMPZh0/IBKijy8kjfiA1ok7Xj3P8HXOduRSX7HnFZtWK+0vC/Ei7MO49nzgyeTUTGY7Trd7oCLKxUetn7Shstg4gyY8n+K/LmwoPq/Xe9aslT1QOTvrsUFi2bz9xSpVTbzobJ3ei4ZL8N9PVSwVTT8gWlSdkCUiCvp03ShM5QEXBpQdeFsOhk37u7ukj14r7/VSkGSJ1SfuKdi8NvEZEDB1iurq5p9tKO2WCahAT77uzQaBlElFl4ovDHTefEy8NVPnyyihwLiVClVJduJw9sfDzdVSkSqvxQUoXG8TkxKsO1u/eTgq0d58Pk8u37yb73cHORmiXyS/PyBaVfszKSOxdLt4icWYQjBlgbN25M9wxbtGgh9sxoGUSUWaj+e3n2btlo0W0DSopql/RT7ahQUlWjuK+4u2Wpz2GbQEN5FXChlOtsmFwza1D/eHAR+aF3bQ7HReTEIgx2/WYbLCIHFh4dJ/1/2SN378dK47IPG6Y3CCqgeoG3ZzgtoaQNfXp9suKYxCWYZEznqvJCo9J6J42IdBLhLAFWdHS0XLp0SWJjY5N9Xr16dbFnRssgImeH3unHrDgmudxcZfGgxhJczFfvJBGRDiIMdv3O8G3srVu35KWXXlJjEFpj722wiMhYXm5SWrXTWnv8hgyZt09WvNHM7kvgiIgy3PBi2LBhcvfuXdm5c6d4e3vL6tWr5eeff5by5cvL8uXLsyeVROS00O7qy2erS7H83urJQw5qTUQOGWCtW7dOJk6cKHXrogNDVzX48/PPPy/jx4+XsWPHZk8qicip5c+dSyb1rKUGtV5+8Jos3M3B5YnIwQKsqKgoKVSokHqPYXNQZQjVqlWTffv22T6FREQiql+sd/7rNHXU8qNy0srQPEREhg2wKlasKCdPnlTva9SoIdOmTZOrV6/K1KlTpWjRotmRRiIiZUCzIGlZsaDExCfK4Hn7JDo2+WDTRESGDbCGDh0qISEh6v2oUaNUY/eSJUvKpEmT5PPPP8+ONBIRKRj38Ktna0jhfJ5qvMX/LTuqd5KIiLKnHyx013DixAkVZAUEBIi9M9pjnkT0qJ3nwqTn9B2SaBIVcHWrU1zvJBFRNosw2PU7y903586dW2rXrm2I4IqIHAM6S32zTQX1/sOlR1RpFhGRPclwZzIo8Pr9999l/fr1cvPmTUlMTEz2/eLFi22ZPiIiqwa1KqfGMNx6Jkz1j7V0cBPx8uDg0ERk4H6wXnjhBTl//rzkzZtXFdeZv4iIcgK6bPi6R00JyOspJ67fk4//PKZ3koiIMt8Gy9/fX+bOnStPPPGEZBX6zUKJF9pwodPSxo0by7hx49STiumxYMEC6dmzp3Tu3FmWLl3qkHW4RJS6LadD5YWZOwVnMvSV1alGoN5JIqJsYLTrd4ZLsLByQUFBNln4xo0bZfDgwbJjxw5Zs2aNxMXFSbt27VRfW2m5cOGCvP3229KsWTObpIWIjKlp+QAZ0qqceo9e3i+Epn3+ICKyuxIsDIuD4XFmzpypSp1sCZ2WohNTBF7NmzdPcTqMd4jvX375Zdm8ebMauoclWETOKz4hUXr9tFN2nb8twcXyyR+vNRZPd7bHInIkEY5egtW9e3e5c+eOCoTQezueIDR/ZQU2mlYNmZpPPvlELb9fv35pzjMmJkZlivmLiByLu5urTHqulvjl9pAjVyNk7KoTeieJiJxchp8ifPHFF2Xv3r1q/MHChQurgVhtAU8jogF9kyZNJDg4OMXptmzZIjNmzJADBw6ku53Xxx9/bJM0EpH9KuLrJRN71JSXZu2W2dsuSMMgf+kQzNEliMggAdbKlSvl77//lqZNm9o0IWiLdeTIERVApeTevXvqCcbp06enu9+tkSNHyltvvZX0N0qwSpQoYZM0E5F9aVWxkLzaIkimbTwn7/x+SKoG+koJ/9x6J4uInFCGAywEJ7au+xwyZIisWLFCNm3aJMWLp9wj89mzZ1Xj9o4dOyZ9pvXD5e7ursZILFu2bLLfeHp6qhcROYe321VUbbH2X7orQ+bvl99ebSS53LPcp3KmhITfl7ye7uLj5aHL8olIPxk+63z11Vfy7rvvqkAnq9C+HsHVkiVLZN26dVKmTJlUp69UqZIcPnxYVQ9qr06dOkmrVq3Ue5ZMEZGHm6tM7llLfL095ODluzLh75xvj3X0WrgMnLNXGo1dJx2+2awCLSJyLhl+itDPz0+NPxgfH6+GyfHwSH5ndvv27XTPa9CgQTJv3jxZtmxZsr6v8JSA9oRinz59pFixYqotlTV9+/blU4RE9Ih/jl6XAXP2qvczXqwrrSsXzvZlHrpyVyb9e0bWHr+R7PNKRXxk0cBGko8lWUSZZrTrd4arCL/55hubLXzKlCnq/5YtWyb7fNasWSpwgkuXLomrqz7F+0RkXO2qFpGXmpSWWVsvyPDfDsqqN5pJYH7bdi2j2Xvxjkxed1o2nLyl/nZ1EelYI1C61S6ulo2e5lGiNful+rpVVxKRHZdgoSPQV199VT766KM0q/PsldEiYCLKvNj4RHlm6jY5dCVc6pbykwUDGqouHWxl57kwmbzujGw5E5o0fE/nmoEyuFU5KVswr/rsyNVw6TFtu0TFJqjvvu5eU1wRgRGRQ1+/M3SmQXXgH3/8kX2pISKyIZQWoT2Wj6e77Ll4R75eeyrL88Q96bYzoSpo6vHjDhVcubu6SI+6JWTd8BYysXvNpOAKgov5ypTn66hplh24JuN0aBNGRDkvw7dyXbp0SXd7JyIivZUqkEe+6FZdvf9hw1nZdOphNV5mAquNp27JM1O3q17jd56/LR5uLtK7QUnZ8E5LGfdMdbUsa5pXKJiUBnQh8fO2rD8kREQO1garfPnyqif1rVu3Sp06dSRPnuQnlDfeeMOW6SMiyrInqxeV7edKytwdl+TNhQfkr6HNpFA+r3QHVutO3JRJ/56Wg1fCk0rGetUvqfrcKuqbvnZdz9QpLiF378tXa07J6D+PSuF8XtIhuEiW1ouIHOgpwtTaXqFX93Pnzok9M1odLhHZxoO4BOn6wzY5HhIhjYIKyNxXGqg2UylJTDTJP8duqMbrR689HGLLy8NVejcoJa82D0p3gGYOp9v3lxyR+bsuiae7q8zr30DqlEp9aDAiMub1O8MBltEZLYOIyHbO3YqUpyZvkejYBBnWprwMa1PhkWkSEk3y15EQ+W7dGfX0H+TO5SYvNCol/ZsFSUBezywPTP3qnL3y74mbkj+3hxqY2rzNFhE5xvU7SwGW9lNbjUeYE4yWQURkW0v3X5VhCw8ITlu/vtJAGpcNSAqsVhy6pp4KPHMzUn2GXtj7Ni4tLzctI/55ctksDdGx8dJz+k7VEWpxP29ZPKixFPLJeIkYkTOJMNj1O1PPK//yyy9SrVo11RkoXtWrV5c5c+bYPnVERDbWpVYx6V63uOD+cNiCA3Ij4oH8vveKtJm4UYYuOKCCq3xe7qqEa+uIx+Tt9hVtGlxB7lzuqvPTUgVyy5U79+Xl2bslMibepssgIoOVYE2cOFH1g4Uhbpo0aaI+wwDN33//vXz66afy5ptvij0zWgRMRLZ3PzZBOn23RU7fjJRcbq4Sm/BwTFNU2b3StIz0aVw6R3pdvxAaJd2mbJOwqFhpUaGg/PRiXTXUDxEZ//qdqUbuH3/8sRrCxtzPP/8so0ePlvPnz4s9M1oGEVH2OHXjngqyHsQlSoE8uaR/8yB5vmEpVS2Ykw5cvivP/bhdpePZOsVl/DPVDdXsgiinRDh6gOXl5SVHjhyRcuXKJfv89OnTqtrwwYMHYs+MlkFElL3Bzekb91Q3Dqi208u/x29I/1/2SKJJ5I3W5eWtto82vidydhEGu35nuCwagdWiRYse+XzhwoWqjywiIqOoWSK/PFu3hK7BFWAg6k+7VFPv0d/Wgl2XdE0PEWVdhs8qqB7s0aOHbNq0KakNFjod/ffff60GXkRElLZeDUpKSPh99RTjB0uPqI5IW1UqpHeyiCinSrC6desmO3fulICAADVkDl54v2vXLunatWtm00FE5PRQNditdnHVZcSgX/epbhyIyJjY0SgRkR2JS0hU3TZsPh2qGt+jj6yUxjgkciYRBrt+83lgIiI7gm4apjxfR6oG5lPdN7w4c5eERcbonSwiyq4Ay9XVVdzc3FJ9ubvr21CUiMgRoKuIWX3rSbH83nIhLFr6/bxH9d1FRA5YRbhs2bIUv9u+fbtMmjRJEhMT2U0DEZGNnLl5T7pN2S7h9+OkTeXCMvX52uLOjkjJSUUY7PqdpTZYJ0+elPfee0/+/PNP6d27t3zyySdSqlQpsWdGyyAicm57LtyWXj/tlNj4RHm+YUkZ0zmYHZGSU4ow2PU7U7dC165dk/79+6uORePj4+XAgQOqJ3d7D66IiIymbml/mfRcTTU49dwdl+SHDWf1ThIR2TrAQtQ4YsQI1dno0aNHVd9XKL0KDg7OyGyIiCgDOgQXlVFPVVHvJ/x9Uhbvu6J3kojIVgHW+PHjJSgoSFasWCHz58+Xbdu2SbNmzdL7cyIiyoK+TcrIgOZB6v27vx+Szadv6Z0kIrJFGyw8Rejt7S1t2rRRTwymZPHixWLPjFaHS0SkSUw0ydCFB+TPg9fUk4YLX20oVQN99U4WUY6IMNj1O939KvTp04cNK4mIdOTq6iJfPltdQu/FyPZzYfLSrN3y28BG7IiUyA6xJ3ciIoNBtw3dp26XkzfuSe5cbjKsTXl5qUkZ1UkpkaOKMNj1m0cjEZHB+Hp7yM8v15d6pf0kOjZBPl91QjpO3qK6dCAi+8AAi4jIgIr4esnCAY1k/DPVxS+3h5y4fk+embpd3v39oNyOitU7eUROjwEWEZGB22R1r1tC1g1vKc/VK6E+W7TnirT+aoMs3H1JNYonIn2wDRYRkYPYe/G2fLDkiCrNgjql/OSzrsFSqQjPdWR8EQa7frMEi4jIQdQp5S8rXm8qHz5ZWTV+33vxjjw5aYt8tvKYRMXE6508IqfCAIuIyIFgMOhXmgXJv8NbyOPBRSQh0STTN5+XNhM3yuojIeJklRZEumGARUTkgIr6esuU5+vIrJfqSQl/bwkJfyAD5+6Tl2fvlsu3o/VOHpHDY4BFROTAWlUsJGvebCGvP1ZOPNxcZP3JW6o06/v1ZyQ2PlHv5BE5LAZYREQOzsvDTYa3qyirhzWXxmULSEx8oho0+vFvN8m2s6F6J4/IITHAIiJyEmUL5pVfX2kg3z5XUwLyesrZW1HSa/pOGbZgv9y6F6N38ogcCgMsIiIngjFlO9csphrB92lUSjDE7NID1+SxrzbInB0XVaN4Iso69oNFROTEDl25q/rOOnw1XP1do7ivfNa1mgQX89U7aUSGvn6zBIuIyIlVL55flg5uIp90rio+nu5y8Eq4dPpui4xeflQiHsTpnTwiw2KARUTk5NxcXaRPo9Ly79stpHPNQEEt4extF6T1VxtlzbEbeiePyJAYYBERkVLIx0u+fa6WaggfFJBHNXzv/8seeee3g3LPQKVZoZExMn71CQaHpCu2wSIiokc8iEuQr9eekh83nRNcJYrl95YJz1aXxmUDxF7hcvbb3ivy2crjEn4/TjXgn9yzljxVPVDvpJETXr8ZYBERUYp2X7gtwxcdlEv/9f7et3FpGdGhknjnchN7cu5WpLy/5LDsOHdb/e2fJ5fcjopVnatO71NXWlYspHcSycmu36wiJCKiFNUr7S9/DW0mvRuUVH+jbdaTkzfLgct3xR6gN/rv1p2WDt9uVsGVl4erjHy8kmwf+Zg8Vb2oxCWYZODcvSpQJMpJLMEiIqJ02XDypoz445DciIhRDeMHtSwrrz9WXnK563OvvvfibRm5+LCcuhGp/m5eoaB81iVYSvjnTgq+BszZIxtO3hIfL3dZMKChVA1k9xNGFWGw6zcDLCIiSrfw6Dj53/IjsuzANfV31cB8MrF7TalYxCfH0oDuI9CI/dedl1T7sAJ5csn/OlaRTjUCVUeq5u7HJsiLM3fJrgu31XS/DWwkQQXz5lhayXmv3wywiIgow1YdDpEPlhyWO9FxksvNVYa3qyCvNAtSJVvZafWREPnfsqNy87+hfZ6tU1zef6Ky+OXJlWpA1vPHHXL0WoQE+nrJ7681lsD83tmaTrI9o12/GWAREVGm3Lz3QEb+cVj+PXFT/V2vtJ98+WwNKVUgj82XFRJ+XwVWWtcLpQvkls+7VpPG5QLS3XVD96nb5VxolAQVzCOLXm2kxmMk44gw2PWbARYREWWta4Q9V+STFcckMiZecudyUyVKaBRvWV2XGRgbce6OizLh75Nq/u6uLjKwRVkZ8lg58fLI2JOMV+/el2enbJNr4Q9U1eb8AQ0ln5dHltNIOSPCYNdvBlhERJRll29Hyzu/H0zqJqFFhYIyrlt1KeLrlel5nrgeIe/9cTjpicXaJfPL2KerZ6m9F7pzeHbqdgmLipX6pf3l55fr212XE+QY128GWEREZBOJiSbVjcO41SckJj5R8nm5y5guwVYbn6fVyemkf0+rTk7jE01qjMR3H68kveuXFFcbtPE6cjVctcm6FxMvrSoWlGkv1NXtSUhy3Os3AywiIrKpMzcjZfiiA2rgaHiiWhH5tEs11flnWraeCVUdhl4Me9ixaYeqRWR0p6pZKgmzBv1ivTBjpzyIS5SONQLlmx41s72BPjnX9ZsBFhER2Vx8QqL8sOGsKolCKRQalI/rVk1aVy5sdXr0uv7pymOyeN9V9XeRfF7yceeq0r5qkWxL4/qTN6X/z3tU+no1KKn60LJFuzHKHka7fjPAIiKibIPquDcXHpDTNx92Btq9bnH56Kkq4vNf43JcgpYeuCpjVhxXQRbimz4NS8nb7SsmTZOd/jx4Td5YsF/1p/Vay7JqGCCyTxEGu34zwCIiomyFNlUT15yS6Zv/f+BodOcQmN9LPlx6RDafDlXTVSzsI2O7VZPaJf1yNH3zd11SPcLDe49XUk8pkv2JMNj1mwEWERHliF3nb8vw3w7I5dv31d9oWI7hbDzdXWVom/LSv1mQeLjp09h86saz8sVfJ9R79K+FKkOyLxEGu37zsQkiIsoR9ctg4Ojm0rP+w+AFwVWTcgXk72HNZVDLcroFV4BSK1QRwgdLD6uqQ6KscM/Sr4mIiDIgr6e7jH26mnStVUwi7sdJ68qF7KZh+bvtK6o0YYxDtBvL6+UurSoW0jtZZFAswSIiIl1Ks9pUKWw3wRUgLZ90DlbdNuDJwtfm7lXVmkSZwQCLiIjoP+gLa2L3GqoDUvSR1W/2bvUkJFFGMcAiIiIyg7ZgP/Suo4bSQW/vL87cJWdvPexmgii9GGARERFZwPiEP/WtK8HF8qlxC1/4aacaLJoovRhgERERWZHPy0N+fqm+BBXMI9fCH6ggKzQyRu9kkUEwwCIiIkpBgbyeMrdfA9U56rnQKFVdGPEgTu9kkQEwwCIiIkpFYH5vmdOvvgTkzSVHr0Wohu/3YxP0ThbZOQZYREREaQgqmFd+frm++Hi5y+4Ld+S1X/dKSPh9SUx0qsFQKAM4VA4REVE67blwW56fsVN14QC53FylmJ+3FFev3FLC31tKqP9zq88K5MllV319GVmEwa7fDLCIiIgyYMvpUBn951E5HxolCWmUYOXO5aYCLfOgKykQ88+tGtKTY16/dQ2wxo4dK4sXL5YTJ06It7e3NG7cWMaNGycVK1ZM8TfTp0+XX375RY4cOaL+rlOnjnz++edSv359h8wgIiKyT/EJiRIS/kCu3Lkvl+9Ey5Xb0XL5zn25cidaDWh9494DSesK6+vtYRaAPQy68L584bwqECPjXr91DbA6dOggzz33nNSrV0/i4+Pl/fffV4HTsWPHJE+ePFZ/07t3b2nSpIkKxry8vFRAtmTJEjl69KgUK1bM4TKIiIiMKSY+Qa6q4Ov/gy4tEENQhv61UvNCw1LyboeK4sNSLkNev+2qivDWrVtSqFAh2bhxozRv3jxdv0lISBA/Pz/57rvvpE+fPg6XQURE5JiiYuIfln6pgOth6RfeX7odLSeu31PTBPp6yWddq0mrShx0OsJg1293sSPYaODv75/u30RHR0tcXFyKv4mJiVEv8wwiIiLSWx5Pd6lYxEe9LG07EyrvLT6sgq2XZu+WLjUD5X8dq4p/nly6pJUM3E1DYmKiDBs2TFX/BQcHp/t3I0aMkMDAQGnTpk2K7bwQ8WqvEiVK2DDVREREtte4XID8Pay59G9WRlxdRJYeuCZtJm6U5QeviR1VPJERqghfe+01+euvv2TLli1SvHjxdP3miy++kPHjx8uGDRukevXq6S7BQpBllCJGIiJybgcv35URfxxKqjZsU7mQjOkSLEV9vcWZRBisitAuAqwhQ4bIsmXLZNOmTVKmTJl0/ebLL7+UTz/9VNauXSt169Z12AwiIiKKjU+UqRvPyuR1pyUuwSQ+nu4y8onK8ly9EuKKIi4nEGGw67euVYSI7RBc4SnAdevWpTu4QqnVmDFjZPXq1RkKroiIiIwol7urvNG6vKx8o5nUKplf7sXEy/tLDkvP6TtUf1xkf3QNsAYPHixz586VefPmiY+Pj1y/fl297t+/nzQNngwcOXJk0t/oluGjjz6SmTNnSunSpZN+ExkZqdNaEBER5YwKhX3k94GNZVTHKuLt4SY7z9+WDt9skmkbz6p+uch+6FpFmNLwAbNmzZK+ffuq9y1btlSB1OzZs9XfeH/x4sVHfjNq1CgZPXq0wxUxEhERWYMuHVCKtfl0qPq7WjFfGdetulQJdMxrW4TBrt920QYrJxktg4iIiFKCS/jve6/ImBXHJOJBvLi7ushrLcvKkMfKiae7mziSCINdv+2mmwYiIiLKeE3Qs3VLyNrhLeTx4CISn2iSyevOyBPfblYDU5N+GGAREREZXCEfL5nyfB2Z+nxtKejjKWdvRcmz07bL6OVHVY/xlPMYYBERETmIDsFFZe2bLaR73eJqoOnZ2y5Iu683ycZTt/ROmtNhgEVERORAfHN7yPhnasjcfg2kuJ+3XL17X16cuUveWnRA7qQxwDTZDgMsIiIiB9S0fID882ZzeblJGcFD+4v3XZW2X2+UlYdCONxODmCARURE5KBy53KX/3WsIn+81ljKF8oroZGxMnjePnlz4QEGWdmMARYREZGDq13ST1a80VSGti6vunLA4NF/Hbmud7IcGgMsIiIiJ4B+sd5sW0EGtyqn/h6/+oTEsff3bMMAi4iIyIn0bx4kAXlzyYWwaJm/65LeyXFYDLCIiIicSF5Pd1VVCN+uPS2R7CcrWzDAIiIicjLP1S8pZQLySFhUrPy46ZzeyXFIDLCIiIicjIebq7zTvqJ6/9Pmc3Lz3gO9k+RwGGARERE5IYxdWLNEfomOTVBVhWRbDLCIiIicdKDokY9XUu8X7L4sZ29F6p0kh8IAi4iIyEk1CCogrSsVkoREk0xYfVLv5DgUBlhERERObMTjlcTVRWT10euy9+IdvZPjMBhgERERObEKhX3kmTrF1fsv/jrOIXRshAEWERGRk0MP757urrL7wh1Ze/ym3slxCAywiIiInFxRX295uWkZ9X7c6hMSzyF0sowBFhEREcnAFmUlf24POXMzUn7fe0Xv5BgeAywiIiISX28Pef2xh0PofL32lNyPTdA7SYbGAIuIiIiU5xuWlOJ+3nIjIkZmbj2vd3IMjQEWERERKZ7ubklD6EzZcFbCImP0TpJhMcAiIiKiJB2rB0pwsXwSGRMvk9ed0Ts5hsUAi4iIiJK4urrIex0qq/e/7rwol8Ki9U6SITHAIiIiomSalg+QZuUDJC7BJBP+4RA6mcEAi4iIiB7x3uOVxMVF5M+D1+TQlbt6J8dwGGARERHRI6oG+kqXmsXU+y/+OsEhdDKIARYRERFZ9VbbCpLLzVW2nQ2Tjadu6Z0cQ2GARURERFaV8M8tfRqVSirFSkhkKVZ6McAiIiKiFA1uVU58vNzlxPV7snT/Vb2TYxgMsIiIiChFfnlyyaCW5dT7iWtOyYM4DqGTHgywiIiIKFUvNSktRX295Ord+/LL9gt6J8cQGGARERFRqrw83OTNthXU++/Xn5Xw6Di9k2T3GGARERFRmrrVLi4VC/tI+P04+WEDh9BJCwMsIiIiSpObq4uMePzhQNCztl1Q1YWUMgZYRERElC6tKhaSBmX8JTY+USb+c0rv5Ng1BlhERESULi4uLjLyiYcDQS/ef0WOh0TonSS7xQCLiIiI0q1mifzyZLWigpFzxq0+oXdy7BYDLCIiIsqQd9pXFHdXF9lw8pZsOxOqd3LsEgMsIiIiypDSAXmkV4OS6v3Yv05IIofQeQQDLCIiIsqwN1qXlzy53OTw1XBZcThE7+TYHQZYRERElGEBeT1lQPOy6v2Xf59UTxbS/2OARURERJnySrMyKtC6dDtaft15Ue/k2BUGWERERJQpeTzd5c225dX7yevOyL0HHEJHwwCLiIiIMq1H3RISVDCP3I6KlWkbz+mdHLvBAIuIiIgyzd3NVd5tX0m9/2nLObkR8UDvJNkFBlhERESUJe2rFpY6pfzkQVyifLOWQ+gAAywiIiLK+hA6jz8sxVq4+7KcuXlPnB0DLCIiIsqyuqX9pW2VwoI+R8etPinOjgEWERER2cSIDhXFzdVFjVMYE58gzsxd7wQQERGRYyhXyEfWDW8hpQrkEWfHEiwiIiKyGQZXDzHAIiIiIrIxBlhERERENsYAi4iIiMjGGGARERER2RgDLCIiIiIbY4BFREREZGMMsIiIiIhsjAEWERERkY0xwCIiIiKyMQZYRERERDbGAIuIiIjIxhhgEREREdkYAywiIiIiG3MXJ2MymdT/EREReieFiIiI0km7bmvXcXvndAHWvXv31P8lSpTQOylERESUieu4r6+v2DsXk1FCQRtJTEyUa9euiY+Pj7i4uNg8ukbgdvnyZcmXL584Mq6r43Km9eW6Oi5nWl9nWVeTyaSCq8DAQHF1tf8WTk5XgoVMKV68eLYuAzu4I+/k5riujsuZ1pfr6ricaX2dYV19DVBypbH/EJCIiIjIYBhgEREREdkYAywb8vT0lFGjRqn/HR3X1XE50/pyXR2XM62vM62rkThdI3ciIiKi7MYSLCIiIiIbY4BFREREZGMMsIiIiIhsjAEWERERkY0xwMqg77//XkqXLi1eXl7SoEED2bVrV6rT//bbb1KpUiU1fbVq1WTVqlVi78aOHSv16tVTvd0XKlRIunTpIidPnkz1N7Nnz1Y945u/sM5GMHr06EfSjjxztHwF7LuW64rX4MGDDZ+vmzZtko4dO6penpHOpUuXJvsez/P873//k6JFi4q3t7e0adNGTp8+bfNj3h7WNy4uTkaMGKH2zTx58qhp+vTpo0axsPWxYA9527dv30fS3aFDB0PmbVrrau34xWvChAmGy1dHxwArAxYuXChvvfWWehx23759UqNGDWnfvr3cvHnT6vTbtm2Tnj17Sr9+/WT//v0qUMHryJEjYs82btyoLrg7duyQNWvWqJN1u3btJCoqKtXfoQfhkJCQpNfFixfFKKpWrZos7Vu2bElxWqPmK+zevTvZeiJ/4dlnnzV8vmL/xDGJi6Y148ePl0mTJsnUqVNl586dKvDA8fvgwQObHfP2sr7R0dEqvR999JH6f/HixeomqVOnTjY9FuwlbwEBlXm658+fn+o87TVv01pX83XEa+bMmSpg6tatm+Hy1eGhmwZKn/r165sGDx6c9HdCQoIpMDDQNHbsWKvTd+/e3fTkk08m+6xBgwamV1991WQkN2/eRFcepo0bN6Y4zaxZs0y+vr4mIxo1apSpRo0a6Z7eUfIVhg4daipbtqwpMTHRofIV++uSJUuS/sb6FSlSxDRhwoSkz+7evWvy9PQ0zZ8/32bHvL2srzW7du1S0128eNFmx4K9rOuLL75o6ty5c4bmY4S8TU++Yr0fe+yxVKcxQr46IpZgpVNsbKzs3btXVSuYj2uIv7dv3271N/jcfHrAHVJK09ur8PBw9b+/v3+q00VGRkqpUqXUoKOdO3eWo0ePilGgqghF8kFBQdK7d2+5dOlSitM6Sr5in547d668/PLLqQ58buR81Zw/f16uX7+eLN8wphmqhVLKt8wc8/Z+HCOf8+fPb7NjwZ5s2LBBNWmoWLGivPbaaxIWFpbitI6Stzdu3JCVK1eq0vS0GDVfjYwBVjqFhoZKQkKCFC5cONnn+BsnbmvweUamt0eJiYkybNgwadKkiQQHB6c4HU5qKKpetmyZumjjd40bN5YrV66IvcNFFm2NVq9eLVOmTFEX42bNmqlR2x01XwFtO+7evavarzhivprT8iYj+ZaZY95eoRoUbbJQtZ3aYMAZPRbsBaoHf/nlF/n3339l3LhxqpnD448/rvLPkfP2559/Vm1ln3766VSnM2q+Gp273gkg+4a2WGhblFZ9faNGjdRLg4tw5cqVZdq0aTJmzBixZzgRa6pXr65ORiixWbRoUbruDI1qxowZat1xV+uI+UoPoQ1l9+7dVSN/XFwd8Vh47rnnkt6jYT/SXrZsWVWq1bp1a3FUuPlBaVRaD54YNV+NjiVY6RQQECBubm6qSNYc/i5SpIjV3+DzjExvb4YMGSIrVqyQ9evXS/HixTP0Ww8PD6lVq5acOXNGjAZVKBUqVEgx7UbPV0BD9bVr18orr7ziFPmq5U1G8i0zx7y9BlfIbzzQkFrpVWaOBXuFajDkX0rpdoS83bx5s3pwIaPHsJHz1WgYYKVTrly5pE6dOqoIWoPqEvxtfodvDp+bTw84yaU0vb3AnS6CqyVLlsi6deukTJkyGZ4Hit8PHz6sHok3GrQ5Onv2bIppN2q+mps1a5Zqr/Lkk086Rb5iH8aF0zzfIiIi1NOEKeVbZo55ewyu0PYGwXSBAgVsfizYK1Rhow1WSuk2et5qJdBYBzxx6Cz5ajh6t7I3kgULFqinjmbPnm06duyYacCAAab8+fObrl+/rr5/4YUXTO+9917S9Fu3bjW5u7ubvvzyS9Px48fVkxweHh6mw4cPm+zZa6+9pp4c27BhgykkJCTpFR0dnTSN5bp+/PHHpr///tt09uxZ0969e03PPfecycvLy3T06FGTvRs+fLha1/Pnz6s8a9OmjSkgIEA9PelI+Wr+tFTJkiVNI0aMeOQ7I+frvXv3TPv371cvnNomTpyo3mtPzX3xxRfqeF22bJnp0KFD6umrMmXKmO7fv580DzyNNXny5HQf8/a6vrGxsaZOnTqZihcvbjpw4ECy4zgmJibF9U3rWLDHdcV3b7/9tmn79u0q3WvXrjXVrl3bVL58edODBw8Ml7dp7ccQHh5uyp07t2nKlClW52GUfHV0DLAyCDstLk65cuVSj/nu2LEj6bsWLVqox4XNLVq0yFShQgU1fdWqVU0rV6402Tsc1NZeeGQ/pXUdNmxY0nYpXLiw6YknnjDt27fPZAQ9evQwFS1aVKW9WLFi6u8zZ844XL5qEDAhP0+ePPnId0bO1/Xr11vdb7X1QVcNH330kVoPXFhbt279yDYoVaqUCpjTe8zb6/riQprScYzfpbS+aR0L9riuuPFr166dqWDBgupGB+vUv3//RwIlo+RtWvsxTJs2zeTt7a26GrHGKPnq6Fzwj96laERERESOhG2wiIiIiGyMARYRERGRjTHAIiIiIrIxBlhERERENsYAi4iIiMjGGGARERER2RgDLCIiIiIbY4BFlILRo0dLzZo1dVlW3759pUuXLtm+3KVLl0q5cuXUuGzDhg3L8O8xmK6Li4vcvXvXZvPUzJ49W42ZRs7H2n5FZDQMsMjpdOzYUTp06JDiAKo4sR86dEjefvvtR8YctAXMH0GIuexaVlpeffVVeeaZZ+Ty5csyZswYq9OULl1avvnmG6vfNW7cWEJCQsTX1zdD80zPMnr06CGnTp0SPVjLI0eCQX5ffvllKVmypHh6ekqxYsWkdevW8uuvv0p8fHyOpqVly5ZZCsSJ7JW73gkgymn9+vWTbt26qQFhixcv/sggyHXr1pXq1aurv/PmzZsjacJycmpZ5gO+3rx5U9q3by+BgYGZmgcGzcUgyracp8bb21u9yLZ27dolbdq0kapVq8r3338vlSpVUp/v2bNH/R0cHJziAMIYQNrDwyOHU0xkUHqP1UOU0+Li4tR4dGPGjHlkkNW8efMmDaCKsbxq1KiR7Hevv/66Ggjb39/f9O6775r69OmjBg02H8sP07zzzjsmPz8/tRzzMcEwRpj5+GL429qyMO6Y+XwxQPPnn39uKl26tBpsuXr16qbffvst1fW8ffu2GrwZA9hi3LIOHTqYTp06leJ4Z+Zj1JlDGr/++mur32nzuXPnTqrz3Lx5s6lp06Yq7RiAGNsoMjIyaZtZ/g4w9iW2tUbbRjNmzDCVKFHClCdPHjUweXx8vGncuHFqW2M8uk8//TRZGpG2fv36qcFtfXx8TK1atVIDIKcGaViyZIl6r43r98cff5hatmyptiW2/7Zt25L9ZsuWLWpd8D22OcbHQx4ABh3GOiN9GAexSZMmpl27dj2yHVevXm2qWbOm2k5I540bN0yrVq0yVapUSaW9Z8+epqioqEzvFxiPsXLlyqY6deqo36Y0jfl6Y1Dk5s2bq3QjT/A7DAKOMe0wth3y5K+//kr6fbdu3UyDBw9O+nvo0KFqPhgYHTDYNAYqXrNmjdrPLfMey9W2BwZuRlqxTRs1amQ6ceJEqvlGZE8YYJFTQgBUtmzZpIsJzJw5M9kAqpZBDy7cCKwWL16sLhYDBw405cuX75EAC5+NHj1aBTM///yzycXFxfTPP/+o7zF6vTZwdkhISNJo9mkFWFg2LrK4AJ89e1b9Hhe8DRs2pLiOnTp1UhfTTZs2qYCiffv2pnLlypliY2PVRQ4DHWuBA9KCz7ISYKU0Twwqi2AI88A22bp1q6lWrVqmvn37qnmEhYWpoOuTTz5Rv8ErpQALAfAzzzxjOnr0qGn58uXqAo/1QvCCiy/yEMs3H7S3TZs2po4dO5p2796tlj98+HBTgQIF1HIzEmBh+69YsUKtI9KA7YKgG/bv36/yAwEftvWRI0fUQMK3bt1S37/xxhumwMBAFSwh7chfBOBaGrTt2LBhQxWoYUBt5BX2JwRq+Bv5iHR/8cUXmd4vMB8sZ/78+aa0aOuN4A35ee7cOdO1a9dMEydOVPs45oFtjhsNDLKsBe+TJk1SA6BrEDAiuNVuXLB+mB6BIo41BE4YnFnLewTM2vZo0KCBWhdss2bNmpkaN26cZrqJ7AUDLHJKCJAsS21wAn/++eeT/rYMelBCMmHChKS/cSEoWbLkIwEWSmrM1atXzzRixAirF++UlmUeYKH0A3f8liUmKJVBiYY1uNhhOQhmNKGhoSqAXLRokfobQVFqJVcZDbBSmifSOWDAgGS/Q4mWq6ur6f79+ykuw1qAhe0QERGR9BmCKwQA5qUxFStWNI0dOzZpOQgGsA3NIbieNm1ahgKsn376Kel7XPDNS2WQDyiVsgYldQgofv3116TPEOQi4Bo/fnyy7YgSGw3WAZ8hcNK8+uqrap0zu1+gNArzRKClQSkZAmDt9f333ydb72+++SbZPJDuzz777JF9fNCgQer9oUOH1E0Fbh5QgocgGKXFPXr0SAoKzQMlHDMo5TJnbXusXLlSfabtM0T2jm2wyCmh3QkaaM+cOVM1skWjXzRw/+STT6xOHx4eLjdu3JD69esnfYan5OrUqSOJiYnJptXab2mKFi2q2iVlFtIWHR0tbdu2TfZ5bGys1KpVy+pvjh8/Lu7u7tKgQYOkzwoUKCAVK1ZU3+WkgwcPqocG0IBagxgG2+38+fNSuXLldM8LjeF9fHyS/i5cuLDKB1dX12Sfadsby0a7MKy7ufv378vZs2cztB7m+Yo8BSwH+9KBAwfk2Weftfo7LAdtl5o0aZL0GdoxYV+yzAvzZWA9cufOLUFBQck+QxuqzO4X1mDbIP2AYwG/N4c2iZqIiAi5du1asnUB/I1tDWjD5e/vLxs3blRt9JCWp556SrXvAnyO5WRlm6NxPpG9Y4BFTt3Y/fXXX1cnfjRuL1u2rLRo0SLL87VsBIwn0iyDsIxAgAArV65UT3uZwxNg9g7px5OFb7zxxiPfZfRCaW3bpra9sWxcmPHYv6WMdgFhvhwsA7Tl2KoxvuUy0lq3jO4X5cuXV/+fPHkyKQhDgIpuNQBBuaU8efJkaB2QxubNm6ttjnQgmEKgFBMTI0eOHJFt27app2azus2J7B27aSCn1b17d1XyMW/ePPnll1/UY+vaSdwSuiFA6cHu3buTPktISJB9+/ZleLm4aOC36VWlShV1obp06ZK6EJq/SpQoYfU3KBXC4/Y7d+5M+iwsLExdWDG/nFS7dm05duzYI2nHCyUcgP8zsk0ysuzr16+rwMFy2QEBATZbDgKIlLrZQOCO9du6dWvSZyjRwr6UlbzIzH6BoAolbl9++WWmApV8+fKpp0PN1wXwt/m64EYFARZeCLBwnCHomjBhggq0zEvAsivvifTGEixyWugWAX0tjRw5UlV9oHPP1KC0a+zYseoChovU5MmT5c6dOykGZalVc+FijIsMLpB+fn6pTo8qMdzxv/nmm+qi2LRpU1VliYsaLngvvvii1ZKKzp07S//+/WXatGlqHu+9954q6cDnGXX16tWkaiRNqVKl0vXbESNGSMOGDWXIkCHyyiuvqBIRBFxr1qyR7777LmmbbNq0SZ577jm1TWwV/KA7gkaNGqlOW8ePHy8VKlRQVVwo9enatWuy6q+swD5UrVo1GTRokAwcOFAFDevXr1fVhliX1157Td555x1VdYZSO6QF1XsoRc2szOwX2FdRWotqRex/SDeCcQR82P63bt1SJVqpwXqMGjVKBY7oHBfzw75hXgWMoArpwnZAurTPkN569eolKxVD3uNG4MKFC+qYxDYicgQMsMip4QI3Y8YMeeKJJ9LstwmBAkpD+vTpoy5CAwYMUP09pXVBsvTVV1/JW2+9JdOnT1cBDy4saUGHnQULFlQB3rlz51T1Fkpn3n///RR/gwvf0KFDVfsXtKtBCcKqVasy1Y8RSjzwMjdnzpxH+hFLqXQH7W4++OADadasmWp/hYszglsN2r6hGhGfo4TjYTvzrENAgXXGsl966SUVQKDfLmwLlEjaCgK3f/75R+UH2lahyhDt33r27Km+/+KLL1QQ9MILL8i9e/dUYPf333+nGVxnx36BYHfv3r3y+eefy+DBg9U+jYAHfV99/fXXqiQ3NajqRSA3fPhw1R4KJVfLly9Pqn4EBJtIC7aL1r8bAiyUVFm2v0LQhWAQ80HbOLTLI3IELmjprnciiIwIF0zc/aOqMb09lhMRkXNgCRZROl28eFGVUqB9CUpZUL2Fu+1evXrpnTQiIrIzbOROlE5oqIsBiNGGBO1XDh8+LGvXrs1QNwNEROQcWEVIREREZGMswSIiIiKyMQZYRERERDbGAIuIiIjIxhhgEREREdkYAywiIiIiG2OARURERGRjDLCIiIiIbIwBFhEREZGNMcAiIiIiEtv6P6VAjWHOW3VyAAAAAElFTkSuQmCC",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -808,22 +537,28 @@
     "    savRteByVigtile[i] = np.mean(savRte[vigntiles == i])\n",
     "    assetsByVigtile[i] = np.mean(LifeCyclePop.history[\"aLvl\"][t][vigntiles == i])\n",
     "    assetsNrmByVigtile[i] = np.mean(LifeCyclePop.history[\"aNrm\"][t][vigntiles == i])\n",
-    "plt.plot(np.array(range(20)), savRteByVigtile)\n",
-    "plt.title(\"Saving Rate at age 65, by Vigntile of Lifetime Income Growth\")\n",
-    "plt.xlabel(\"Vigntile of Lifetime Income Growth\")\n",
-    "plt.ylabel(\"Savings Rate\")\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.plot(np.array(range(20)), assetsByVigtile)\n",
-    "plt.title(\"Assets at age 65, by Vigntile of Lifetime Income Growth\")\n",
-    "plt.xlabel(\"Vigntile of Lifetime Income Growth\")\n",
-    "plt.ylabel(\"Assets\")\n",
-    "\n",
-    "plt.figure()\n",
-    "plt.plot(np.array(range(20)), assetsNrmByVigtile)\n",
-    "plt.title(\"Normalized Assets at age 65, by Vigntile of Lifetime Income Growth\")\n",
-    "plt.xlabel(\"Vigntile of Lifetime Income Growth\")\n",
-    "plt.ylabel(\"Normalized Assets\")"
+    "\n",
+    "# Make and save plots\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(np.array(range(20)), savRteByVigtile)\n",
+    "ax.set_title(\"Saving Rate at age 65, by Vigntile of Lifetime Income Growth\")\n",
+    "ax.set_xlabel(\"Vigntile of Lifetime Income Growth\")\n",
+    "ax.set_ylabel(\"Savings Rate\")\n",
+    "make_figs(\"savingRate\",saveFigs=True,drawFigs=False,target_dir=\"Figures/LifeCycleModelTheoryVsData\")\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(np.array(range(20)), assetsByVigtile)\n",
+    "ax.set_title(\"Assets at age 65, by Vigntile of Lifetime Income Growth\")\n",
+    "ax.set_xlabel(\"Vigntile of Lifetime Income Growth\")\n",
+    "ax.set_ylabel(\"Assets\")\n",
+    "make_figs(\"assets\",saveFigs=True,drawFigs=False,target_dir=\"Figures/LifeCycleModelTheoryVsData\")\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(np.array(range(20)), assetsNrmByVigtile)\n",
+    "ax.set_title(\"Normalized Assets at age 65, by Vigntile of Lifetime Income Growth\")\n",
+    "ax.set_xlabel(\"Vigntile of Lifetime Income Growth\")\n",
+    "ax.set_ylabel(\"Normalized Assets\")\n",
+    "make_figs(\"normalizedAssets\",saveFigs=True,drawFigs=False,target_dir=\"Figures/LifeCycleModelTheoryVsData\")"
    ]
   }
  ],
@@ -835,7 +570,7 @@
    "notebook_metadata_filter": "all,-widgets,-varInspector"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -849,7 +584,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/notebooks/Lorenz_cstwRS_20180713-0642h.p b/notebooks/Lorenz_cstwRS_20180713-0642h.p
deleted file mode 100644
index 31d8a112..00000000
Binary files a/notebooks/Lorenz_cstwRS_20180713-0642h.p and /dev/null differ
diff --git a/notebooks/Lucas-Asset-Pricing-Model.ipynb b/notebooks/Lucas-Asset-Pricing-Model.ipynb
index 8c4c1163..9d8b8a11 100644
--- a/notebooks/Lucas-Asset-Pricing-Model.ipynb
+++ b/notebooks/Lucas-Asset-Pricing-Model.ipynb
@@ -117,7 +117,8 @@
     "\n",
     "from HARK.rewards import CRRAutilityP\n",
     "from HARK.distributions import Normal, calc_expectation\n",
-    "from HARK.interpolation import LinearInterp, ConstantFunction"
+    "from HARK.interpolation import LinearInterp, ConstantFunction\n",
+    "from HARK.utilities import make_figs"
    ]
   },
   {
@@ -324,299 +325,299 @@
      "output_type": "stream",
      "text": [
       "Iter:1   Norm = 14.343105940863438\n",
-      "Iter:2   Norm = 14.614867281705969\n",
-      "Iter:3   Norm = 14.814622331196347\n",
-      "Iter:4   Norm = 14.939364249843893\n",
-      "Iter:5   Norm = 14.989619417063066\n",
-      "Iter:6   Norm = 14.968432855040833\n",
-      "Iter:7   Norm = 14.880572667620445\n",
-      "Iter:8   Norm = 14.73192747401416\n",
-      "Iter:9   Norm = 14.529020475581598\n",
-      "Iter:10   Norm = 14.278638854628213\n",
-      "Iter:11   Norm = 13.98755544879696\n",
-      "Iter:12   Norm = 13.662325970904492\n",
-      "Iter:13   Norm = 13.30914799799349\n",
-      "Iter:14   Norm = 12.933769279361973\n",
-      "Iter:15   Norm = 12.541434778119806\n",
-      "Iter:16   Norm = 12.136863389363524\n",
-      "Iter:17   Norm = 11.72424679151222\n",
-      "Iter:18   Norm = 11.3072642486562\n",
-      "Iter:19   Norm = 10.889108394490156\n",
-      "Iter:20   Norm = 10.472518082357029\n",
-      "Iter:21   Norm = 10.059815280329316\n",
-      "Iter:22   Norm = 9.652943734511783\n",
-      "Iter:23   Norm = 9.25350773099282\n",
-      "Iter:24   Norm = 8.862809773368156\n",
-      "Iter:25   Norm = 8.481886375492982\n",
+      "Iter:2   Norm = 14.614867281705973\n",
+      "Iter:3   Norm = 14.814622331196352\n",
+      "Iter:4   Norm = 14.939364249843898\n",
+      "Iter:5   Norm = 14.989619417063073\n",
+      "Iter:6   Norm = 14.968432855040845\n",
+      "Iter:7   Norm = 14.88057266762045\n",
+      "Iter:8   Norm = 14.73192747401418\n",
+      "Iter:9   Norm = 14.529020475581609\n",
+      "Iter:10   Norm = 14.27863885462823\n",
+      "Iter:11   Norm = 13.987555448796966\n",
+      "Iter:12   Norm = 13.662325970904508\n",
+      "Iter:13   Norm = 13.30914799799351\n",
+      "Iter:14   Norm = 12.933769279361991\n",
+      "Iter:15   Norm = 12.541434778119811\n",
+      "Iter:16   Norm = 12.136863389363553\n",
+      "Iter:17   Norm = 11.724246791512249\n",
+      "Iter:18   Norm = 11.307264248656214\n",
+      "Iter:19   Norm = 10.889108394490165\n",
+      "Iter:20   Norm = 10.472518082357062\n",
+      "Iter:21   Norm = 10.059815280329335\n",
+      "Iter:22   Norm = 9.652943734511792\n",
+      "Iter:23   Norm = 9.253507730992842\n",
+      "Iter:24   Norm = 8.862809773368177\n",
+      "Iter:25   Norm = 8.481886375493007\n",
       "Iter:26   Norm = 8.111541464653387\n",
-      "Iter:27   Norm = 7.7523771140274755\n",
-      "Iter:28   Norm = 7.404821488811609\n",
-      "Iter:29   Norm = 7.069154009563305\n",
-      "Iter:30   Norm = 6.745527819188141\n",
-      "Iter:31   Norm = 6.433989694880894\n",
-      "Iter:32   Norm = 6.134497580005323\n",
-      "Iter:33   Norm = 5.846935928796918\n",
-      "Iter:34   Norm = 5.571129063207804\n",
-      "Iter:35   Norm = 5.3068527395357386\n",
-      "Iter:36   Norm = 5.0538441152756475\n",
-      "Iter:37   Norm = 4.811810295859226\n",
-      "Iter:38   Norm = 4.580435628061414\n",
-      "Iter:39   Norm = 4.35938789292628\n",
-      "Iter:40   Norm = 4.148323536854981\n",
-      "Iter:41   Norm = 3.9468920655415816\n",
-      "Iter:42   Norm = 3.75473971208845\n",
-      "Iter:43   Norm = 3.571512478103787\n",
-      "Iter:44   Norm = 3.3968586350059375\n",
-      "Iter:45   Norm = 3.2304307621839126\n",
-      "Iter:46   Norm = 3.071887389099922\n",
-      "Iter:47   Norm = 2.9208942998374487\n",
-      "Iter:48   Norm = 2.777125550947049\n",
-      "Iter:49   Norm = 2.640264246662137\n",
-      "Iter:50   Norm = 2.5100031095739093\n",
-      "Iter:51   Norm = 2.3860448796004987\n",
-      "Iter:52   Norm = 2.2681025694850123\n",
-      "Iter:53   Norm = 2.155899601045682\n",
-      "Iter:54   Norm = 2.0491698429087717\n",
-      "Iter:55   Norm = 1.9476575674272234\n",
-      "Iter:56   Norm = 1.8511173418644895\n",
-      "Iter:57   Norm = 1.7593138666580268\n",
-      "Iter:58   Norm = 1.672021771624403\n",
-      "Iter:59   Norm = 1.5890253792862707\n",
-      "Iter:60   Norm = 1.5101184430586014\n",
-      "Iter:61   Norm = 1.435103866792883\n",
-      "Iter:62   Norm = 1.363793411118631\n",
-      "Iter:63   Norm = 1.2960073911145966\n",
-      "Iter:64   Norm = 1.2315743690705405\n",
-      "Iter:65   Norm = 1.1703308454399979\n",
-      "Iter:66   Norm = 1.1121209505264504\n",
-      "Iter:67   Norm = 1.0567961389685385\n",
-      "Iter:68   Norm = 1.0042148886880011\n",
-      "Iter:69   Norm = 0.9542424056244497\n",
-      "Iter:70   Norm = 0.9067503352924983\n",
-      "Iter:71   Norm = 0.8616164819572145\n",
-      "Iter:72   Norm = 0.8187245360206581\n",
-      "Iter:73   Norm = 0.777963810043276\n",
-      "Iter:74   Norm = 0.7392289836834668\n",
-      "Iter:75   Norm = 0.7024198577214341\n",
-      "Iter:76   Norm = 0.6674411172382658\n",
-      "Iter:77   Norm = 0.6342021039411869\n",
-      "Iter:78   Norm = 0.6026165975626968\n",
-      "Iter:79   Norm = 0.5726026062095592\n",
-      "Iter:80   Norm = 0.5440821654963962\n",
-      "Iter:81   Norm = 0.5169811462657237\n",
-      "Iter:82   Norm = 0.49122907067354443\n",
-      "Iter:83   Norm = 0.46675893639789856\n",
-      "Iter:84   Norm = 0.4435070487169933\n",
-      "Iter:85   Norm = 0.42141286019367263\n",
-      "Iter:86   Norm = 0.400418817696813\n",
-      "Iter:87   Norm = 0.3804702164882442\n",
-      "Iter:88   Norm = 0.3615150611045506\n",
-      "Iter:89   Norm = 0.3435039327629058\n",
-      "Iter:90   Norm = 0.3263898630258408\n",
-      "Iter:91   Norm = 0.3101282134631076\n",
-      "Iter:92   Norm = 0.29467656105468776\n",
-      "Iter:93   Norm = 0.2799945890862761\n",
-      "Iter:94   Norm = 0.2660439832949582\n",
-      "Iter:95   Norm = 0.25278833303012815\n",
-      "Iter:96   Norm = 0.24019303720337937\n",
-      "Iter:97   Norm = 0.22822521480791005\n",
-      "Iter:98   Norm = 0.21685361979728984\n",
-      "Iter:99   Norm = 0.20604856012012812\n",
-      "Iter:100   Norm = 0.19578182071639585\n",
-      "Iter:101   Norm = 0.18602659028841215\n",
-      "Iter:102   Norm = 0.1767573916671875\n",
-      "Iter:103   Norm = 0.1679500156034705\n",
-      "Iter:104   Norm = 0.15958145781813754\n",
-      "Iter:105   Norm = 0.1516298591567539\n",
-      "Iter:106   Norm = 0.1440744486970465\n",
-      "Iter:107   Norm = 0.13689548966716145\n",
-      "Iter:108   Norm = 0.1300742280379501\n",
-      "Iter:109   Norm = 0.12359284365898583\n",
-      "Iter:110   Norm = 0.11743440381385287\n",
-      "Iter:111   Norm = 0.11158281907722682\n",
-      "Iter:112   Norm = 0.10602280136008793\n",
-      "Iter:113   Norm = 0.10073982403586114\n",
-      "Iter:114   Norm = 0.09572008404578435\n",
-      "Iter:115   Norm = 0.09095046588485789\n",
-      "Iter:116   Norm = 0.0864185073769838\n",
-      "Iter:117   Norm = 0.08211236714997107\n",
-      "Iter:118   Norm = 0.07802079372733338\n",
-      "Iter:119   Norm = 0.07413309615584324\n",
-      "Iter:120   Norm = 0.07043911609432163\n",
-      "Iter:121   Norm = 0.06692920128960897\n",
-      "Iter:122   Norm = 0.06359418037266723\n",
-      "Iter:123   Norm = 0.06042533890809721\n",
-      "Iter:124   Norm = 0.05741439663543477\n",
-      "Iter:125   Norm = 0.0545534858432239\n",
-      "Iter:126   Norm = 0.05183513081940738\n",
-      "Iter:127   Norm = 0.04925222832435246\n",
-      "Iter:128   Norm = 0.04679802903643069\n",
-      "Iter:129   Norm = 0.044466119920942716\n",
-      "Iter:130   Norm = 0.042250407477211725\n",
-      "Iter:131   Norm = 0.04014510181974677\n",
-      "Iter:132   Norm = 0.03814470155214248\n",
-      "Iter:133   Norm = 0.03624397939440211\n",
-      "Iter:134   Norm = 0.03443796852605711\n",
-      "Iter:135   Norm = 0.03272194960919093\n",
-      "Iter:136   Norm = 0.031091438458342748\n",
-      "Iter:137   Norm = 0.029542174324351838\n",
-      "Iter:138   Norm = 0.02807010876144615\n",
-      "Iter:139   Norm = 0.026671395049848924\n",
-      "Iter:140   Norm = 0.02534237814417421\n",
-      "Iter:141   Norm = 0.024079585123427883\n",
-      "Iter:142   Norm = 0.022879716116433774\n",
-      "Iter:143   Norm = 0.021739635679333895\n",
-      "Iter:144   Norm = 0.02065636460273195\n",
-      "Iter:145   Norm = 0.019627072127074915\n",
-      "Iter:146   Norm = 0.018649068545738362\n",
-      "Iter:147   Norm = 0.017719798176789193\n",
-      "Iter:148   Norm = 0.01683683268482979\n",
-      "Iter:149   Norm = 0.015997864735639244\n",
-      "Iter:150   Norm = 0.01520070196686856\n",
-      "Iter:151   Norm = 0.014443261259225083\n",
-      "Iter:152   Norm = 0.01372356329318788\n",
-      "Iter:153   Norm = 0.01303972737681467\n",
-      "Iter:154   Norm = 0.01238996653112736\n",
-      "Iter:155   Norm = 0.01177258282077334\n",
-      "Iter:156   Norm = 0.011185962916940791\n",
-      "Iter:157   Norm = 0.010628573881535102\n",
-      "Iter:158   Norm = 0.010098959161585905\n",
-      "Iter:159   Norm = 0.009595734782818086\n",
-      "Iter:160   Norm = 0.009117585733336243\n",
-      "Iter:161   Norm = 0.008663262527128218\n",
-      "Iter:162   Norm = 0.00823157793924956\n",
-      "Iter:163   Norm = 0.007821403903161793\n",
-      "Iter:164   Norm = 0.007431668562943248\n",
-      "Iter:165   Norm = 0.007061353472601577\n",
-      "Iter:166   Norm = 0.0067094909344451005\n",
-      "Iter:167   Norm = 0.006375161470483464\n",
-      "Iter:168   Norm = 0.006057491419617507\n",
-      "Iter:169   Norm = 0.0057556506546531105\n",
-      "Iter:170   Norm = 0.005468850413060355\n",
-      "Iter:171   Norm = 0.005196341235746825\n",
-      "Iter:172   Norm = 0.0049374110086715705\n",
-      "Iter:173   Norm = 0.004691383101924792\n",
-      "Iter:174   Norm = 0.004457614601628931\n",
-      "Iter:175   Norm = 0.00423549462978277\n",
-      "Iter:176   Norm = 0.004024442748050179\n",
-      "Iter:177   Norm = 0.0038239074409148017\n",
-      "Iter:178   Norm = 0.003633364674561328\n",
-      "Iter:179   Norm = 0.0034523165273896567\n",
-      "Iter:180   Norm = 0.003280289888824077\n",
-      "Iter:181   Norm = 0.003116835223200215\n",
-      "Iter:182   Norm = 0.0029615253947873586\n",
-      "Iter:183   Norm = 0.0028139545518069764\n",
-      "Iter:184   Norm = 0.002673737065811069\n",
-      "Iter:185   Norm = 0.002540506523863044\n",
-      "Iter:186   Norm = 0.002413914771256878\n",
-      "Iter:187   Norm = 0.0022936310015267115\n",
-      "Iter:188   Norm = 0.00217934089206645\n",
-      "Iter:189   Norm = 0.002070745782833111\n",
-      "Iter:190   Norm = 0.0019675618956844555\n",
-      "Iter:191   Norm = 0.0018695195931025907\n",
-      "Iter:192   Norm = 0.0017763626732679354\n",
-      "Iter:193   Norm = 0.0016878477009184716\n",
-      "Iter:194   Norm = 0.0016037433708348346\n",
-      "Iter:195   Norm = 0.0015238299036204764\n",
-      "Iter:196   Norm = 0.0014478984713628656\n",
-      "Iter:197   Norm = 0.0013757506520023714\n",
-      "Iter:198   Norm = 0.0013071979105124451\n",
-      "Iter:199   Norm = 0.001242061106642273\n",
-      "Iter:200   Norm = 0.001180170026421574\n",
-      "Iter:201   Norm = 0.0011213629375867195\n",
-      "Iter:202   Norm = 0.00106548616699432\n",
-      "Iter:203   Norm = 0.0010123936987897616\n",
-      "Iter:204   Norm = 0.000961946792948954\n",
-      "Iter:205   Norm = 0.0009140136229792023\n",
-      "Iter:206   Norm = 0.0008684689310162018\n",
-      "Iter:207   Norm = 0.000825193700814404\n",
-      "Iter:208   Norm = 0.0007840748466052515\n",
-      "Iter:209   Norm = 0.0007450049175907054\n",
-      "Iter:210   Norm = 0.0007078818171714935\n",
-      "Iter:211   Norm = 0.0006726085362399303\n",
-      "Iter:212   Norm = 0.0006390928994438927\n",
-      "Iter:213   Norm = 0.0006072473245845859\n",
-      "Iter:214   Norm = 0.0005769885936142892\n",
-      "Iter:215   Norm = 0.0005482376350670938\n",
-      "Iter:216   Norm = 0.0005209193176860744\n",
-      "Iter:217   Norm = 0.0004949622539935965\n",
-      "Iter:218   Norm = 0.0004702986134931324\n",
-      "Iter:219   Norm = 0.0004468639458287134\n",
-      "Iter:220   Norm = 0.00042459701210610814\n",
-      "Iter:221   Norm = 0.0004034396248758427\n",
-      "Iter:222   Norm = 0.00038333649622088043\n",
-      "Iter:223   Norm = 0.0003642350931570935\n",
-      "Iter:224   Norm = 0.00034608550027206037\n",
-      "Iter:225   Norm = 0.00032884028958557384\n",
-      "Iter:226   Norm = 0.0003124543962632851\n",
-      "Iter:227   Norm = 0.00029688500116376195\n",
-      "Iter:228   Norm = 0.00028209141865459883\n",
-      "Iter:229   Norm = 0.0002680349905641573\n",
-      "Iter:230   Norm = 0.0002546789849526282\n",
-      "Iter:231   Norm = 0.00024198850022569054\n",
-      "Iter:232   Norm = 0.00022993037390888185\n",
-      "Iter:233   Norm = 0.00021847309604123574\n",
-      "Iter:234   Norm = 0.00020758672669099641\n",
-      "Iter:235   Norm = 0.00019724281794847865\n",
-      "Iter:236   Norm = 0.00018741433927534293\n",
-      "Iter:237   Norm = 0.00017807560719459208\n",
-      "Iter:238   Norm = 0.00016920221788795464\n",
-      "Iter:239   Norm = 0.00016077098371868116\n",
-      "Iter:240   Norm = 0.00015275987235209654\n",
-      "Iter:241   Norm = 0.00014514794933393412\n",
-      "Iter:242   Norm = 0.00013791532336898804\n",
-      "Iter:243   Norm = 0.00013104309441994732\n",
-      "Iter:244   Norm = 0.00012451330402438656\n",
-      "Iter:245   Norm = 0.00011830888870680162\n",
-      "Iter:246   Norm = 0.00011241363534546826\n",
-      "Iter:247   Norm = 0.00010681213854175862\n",
-      "Iter:248   Norm = 0.00010148976060541114\n",
-      "Iter:249   Norm = 9.643259320452332e-05\n",
-      "Iter:250   Norm = 9.162742109229409e-05\n",
-      "Iter:251   Norm = 8.70616875479753e-05\n",
-      "Iter:252   Norm = 8.272346146074222e-05\n",
-      "Iter:253   Norm = 7.860140627708161e-05\n",
-      "Iter:254   Norm = 7.468475039850256e-05\n",
-      "Iter:255   Norm = 7.0963258890926e-05\n",
-      "Iter:256   Norm = 6.742720680376837e-05\n",
-      "Iter:257   Norm = 6.4067353890438e-05\n",
-      "Iter:258   Norm = 6.087492014295212e-05\n",
-      "Iter:259   Norm = 5.784156328112338e-05\n",
-      "Iter:260   Norm = 5.495935660648073e-05\n",
-      "Iter:261   Norm = 5.2220768368362004e-05\n",
-      "Iter:262   Norm = 4.9618642119478945e-05\n",
-      "Iter:263   Norm = 4.7146178145679874e-05\n",
-      "Iter:264   Norm = 4.479691539580191e-05\n",
-      "Iter:265   Norm = 4.256471481217405e-05\n",
-      "Iter:266   Norm = 4.044374335830097e-05\n",
-      "Iter:267   Norm = 3.842845849333558e-05\n",
-      "Iter:268   Norm = 3.65135938982983e-05\n",
-      "Iter:269   Norm = 3.469414573857619e-05\n",
-      "Iter:270   Norm = 3.296535951104323e-05\n",
-      "Iter:271   Norm = 3.132271754394994e-05\n",
-      "Iter:272   Norm = 2.9761927337833437e-05\n",
-      "Iter:273   Norm = 2.8278910250457216e-05\n",
-      "Iter:274   Norm = 2.68697908851335e-05\n",
-      "Iter:275   Norm = 2.5530887090597235e-05\n",
-      "Iter:276   Norm = 2.4258699914108744e-05\n",
-      "Iter:277   Norm = 2.304990501459641e-05\n",
-      "Iter:278   Norm = 2.1901343551848983e-05\n",
-      "Iter:279   Norm = 2.081001414924194e-05\n",
-      "Iter:280   Norm = 1.9773064941147656e-05\n",
-      "Iter:281   Norm = 1.878778626580937e-05\n",
-      "Iter:282   Norm = 1.7851603348882715e-05\n",
-      "Iter:283   Norm = 1.696206982122841e-05\n",
-      "Iter:284   Norm = 1.6116861097587833e-05\n",
-      "Iter:285   Norm = 1.53137686383757e-05\n",
-      "Iter:286   Norm = 1.4550693709896469e-05\n",
-      "Iter:287   Norm = 1.3825642311385432e-05\n",
-      "Iter:288   Norm = 1.31367197206651e-05\n",
-      "Iter:289   Norm = 1.2482125700600421e-05\n",
-      "Iter:290   Norm = 1.1860149674182694e-05\n",
-      "Iter:291   Norm = 1.126916626144979e-05\n",
-      "Iter:292   Norm = 1.0707631197088599e-05\n",
-      "Iter:293   Norm = 1.0174077048776084e-05\n",
-      "Iter:294   Norm = 9.66710954583558e-06\n",
+      "Iter:27   Norm = 7.752377114027524\n",
+      "Iter:28   Norm = 7.404821488811627\n",
+      "Iter:29   Norm = 7.069154009563325\n",
+      "Iter:30   Norm = 6.745527819188168\n",
+      "Iter:31   Norm = 6.433989694880937\n",
+      "Iter:32   Norm = 6.13449758000536\n",
+      "Iter:33   Norm = 5.846935928796934\n",
+      "Iter:34   Norm = 5.571129063207847\n",
+      "Iter:35   Norm = 5.306852739535744\n",
+      "Iter:36   Norm = 5.053844115275677\n",
+      "Iter:37   Norm = 4.811810295859225\n",
+      "Iter:38   Norm = 4.580435628061416\n",
+      "Iter:39   Norm = 4.359387892926328\n",
+      "Iter:40   Norm = 4.148323536855005\n",
+      "Iter:41   Norm = 3.9468920655416064\n",
+      "Iter:42   Norm = 3.754739712088455\n",
+      "Iter:43   Norm = 3.5715124781037906\n",
+      "Iter:44   Norm = 3.3968586350059655\n",
+      "Iter:45   Norm = 3.2304307621839228\n",
+      "Iter:46   Norm = 3.0718873890999556\n",
+      "Iter:47   Norm = 2.920894299837453\n",
+      "Iter:48   Norm = 2.7771255509470567\n",
+      "Iter:49   Norm = 2.6402642466621367\n",
+      "Iter:50   Norm = 2.5100031095739346\n",
+      "Iter:51   Norm = 2.3860448796005005\n",
+      "Iter:52   Norm = 2.268102569485035\n",
+      "Iter:53   Norm = 2.1558996010456792\n",
+      "Iter:54   Norm = 2.0491698429087712\n",
+      "Iter:55   Norm = 1.9476575674272598\n",
+      "Iter:56   Norm = 1.8511173418645226\n",
+      "Iter:57   Norm = 1.7593138666580215\n",
+      "Iter:58   Norm = 1.672021771624411\n",
+      "Iter:59   Norm = 1.5890253792862834\n",
+      "Iter:60   Norm = 1.510118443058576\n",
+      "Iter:61   Norm = 1.4351038667928866\n",
+      "Iter:62   Norm = 1.363793411118626\n",
+      "Iter:63   Norm = 1.2960073911146057\n",
+      "Iter:64   Norm = 1.2315743690705443\n",
+      "Iter:65   Norm = 1.1703308454400259\n",
+      "Iter:66   Norm = 1.1121209505264915\n",
+      "Iter:67   Norm = 1.0567961389685336\n",
+      "Iter:68   Norm = 1.004214888688017\n",
+      "Iter:69   Norm = 0.9542424056244782\n",
+      "Iter:70   Norm = 0.9067503352925093\n",
+      "Iter:71   Norm = 0.8616164819572207\n",
+      "Iter:72   Norm = 0.8187245360206562\n",
+      "Iter:73   Norm = 0.7779638100432689\n",
+      "Iter:74   Norm = 0.7392289836834391\n",
+      "Iter:75   Norm = 0.702419857721424\n",
+      "Iter:76   Norm = 0.6674411172382549\n",
+      "Iter:77   Norm = 0.634202103941154\n",
+      "Iter:78   Norm = 0.6026165975626827\n",
+      "Iter:79   Norm = 0.5726026062095744\n",
+      "Iter:80   Norm = 0.5440821654963662\n",
+      "Iter:81   Norm = 0.516981146265722\n",
+      "Iter:82   Norm = 0.49122907067357346\n",
+      "Iter:83   Norm = 0.46675893639790367\n",
+      "Iter:84   Norm = 0.4435070487169829\n",
+      "Iter:85   Norm = 0.42141286019370006\n",
+      "Iter:86   Norm = 0.4004188176968076\n",
+      "Iter:87   Norm = 0.38047021648825596\n",
+      "Iter:88   Norm = 0.3615150611045632\n",
+      "Iter:89   Norm = 0.34350393276289887\n",
+      "Iter:90   Norm = 0.3263898630258502\n",
+      "Iter:91   Norm = 0.3101282134631002\n",
+      "Iter:92   Norm = 0.29467656105467693\n",
+      "Iter:93   Norm = 0.279994589086271\n",
+      "Iter:94   Norm = 0.2660439832949651\n",
+      "Iter:95   Norm = 0.2527883330301508\n",
+      "Iter:96   Norm = 0.2401930372033797\n",
+      "Iter:97   Norm = 0.22822521480790073\n",
+      "Iter:98   Norm = 0.21685361979729514\n",
+      "Iter:99   Norm = 0.20604856012013403\n",
+      "Iter:100   Norm = 0.1957818207164076\n",
+      "Iter:101   Norm = 0.18602659028841184\n",
+      "Iter:102   Norm = 0.17675739166723442\n",
+      "Iter:103   Norm = 0.16795001560346626\n",
+      "Iter:104   Norm = 0.15958145781816377\n",
+      "Iter:105   Norm = 0.15162985915676824\n",
+      "Iter:106   Norm = 0.14407444869702757\n",
+      "Iter:107   Norm = 0.136895489667149\n",
+      "Iter:108   Norm = 0.13007422803798374\n",
+      "Iter:109   Norm = 0.12359284365899018\n",
+      "Iter:110   Norm = 0.11743440381387037\n",
+      "Iter:111   Norm = 0.11158281907722699\n",
+      "Iter:112   Norm = 0.10602280136006281\n",
+      "Iter:113   Norm = 0.10073982403588651\n",
+      "Iter:114   Norm = 0.0957200840457719\n",
+      "Iter:115   Norm = 0.0909504658848745\n",
+      "Iter:116   Norm = 0.08641850737696159\n",
+      "Iter:117   Norm = 0.08211236715000005\n",
+      "Iter:118   Norm = 0.07802079372731487\n",
+      "Iter:119   Norm = 0.07413309615583445\n",
+      "Iter:120   Norm = 0.07043911609429765\n",
+      "Iter:121   Norm = 0.06692920128961495\n",
+      "Iter:122   Norm = 0.06359418037269536\n",
+      "Iter:123   Norm = 0.06042533890808607\n",
+      "Iter:124   Norm = 0.05741439663539856\n",
+      "Iter:125   Norm = 0.05455348584322255\n",
+      "Iter:126   Norm = 0.05183513081937593\n",
+      "Iter:127   Norm = 0.04925222832434786\n",
+      "Iter:128   Norm = 0.04679802903642726\n",
+      "Iter:129   Norm = 0.044466119920967315\n",
+      "Iter:130   Norm = 0.04225040747724471\n",
+      "Iter:131   Norm = 0.04014510181978197\n",
+      "Iter:132   Norm = 0.03814470155217139\n",
+      "Iter:133   Norm = 0.03624397939444786\n",
+      "Iter:134   Norm = 0.03443796852605532\n",
+      "Iter:135   Norm = 0.03272194960915501\n",
+      "Iter:136   Norm = 0.03109143845833512\n",
+      "Iter:137   Norm = 0.029542174324303196\n",
+      "Iter:138   Norm = 0.02807010876145414\n",
+      "Iter:139   Norm = 0.02667139504983877\n",
+      "Iter:140   Norm = 0.025342378144176635\n",
+      "Iter:141   Norm = 0.02407958512342124\n",
+      "Iter:142   Norm = 0.022879716116444192\n",
+      "Iter:143   Norm = 0.02173963567934001\n",
+      "Iter:144   Norm = 0.02065636460273246\n",
+      "Iter:145   Norm = 0.019627072127071505\n",
+      "Iter:146   Norm = 0.01864906854573455\n",
+      "Iter:147   Norm = 0.017719798176819172\n",
+      "Iter:148   Norm = 0.016836832684855935\n",
+      "Iter:149   Norm = 0.0159978647356261\n",
+      "Iter:150   Norm = 0.015200701966824664\n",
+      "Iter:151   Norm = 0.01444326125921323\n",
+      "Iter:152   Norm = 0.013723563293192794\n",
+      "Iter:153   Norm = 0.013039727376812955\n",
+      "Iter:154   Norm = 0.012389966531108682\n",
+      "Iter:155   Norm = 0.011772582820781302\n",
+      "Iter:156   Norm = 0.011185962916941685\n",
+      "Iter:157   Norm = 0.010628573881532795\n",
+      "Iter:158   Norm = 0.010098959161592534\n",
+      "Iter:159   Norm = 0.009595734782783272\n",
+      "Iter:160   Norm = 0.00911758573330831\n",
+      "Iter:161   Norm = 0.00866326252712902\n",
+      "Iter:162   Norm = 0.008231577939260553\n",
+      "Iter:163   Norm = 0.00782140390313293\n",
+      "Iter:164   Norm = 0.0074316685629540425\n",
+      "Iter:165   Norm = 0.007061353472610326\n",
+      "Iter:166   Norm = 0.00670949093446635\n",
+      "Iter:167   Norm = 0.006375161470495597\n",
+      "Iter:168   Norm = 0.0060574914196033945\n",
+      "Iter:169   Norm = 0.005755650654637819\n",
+      "Iter:170   Norm = 0.005468850413073756\n",
+      "Iter:171   Norm = 0.005196341235738969\n",
+      "Iter:172   Norm = 0.00493741100870057\n",
+      "Iter:173   Norm = 0.004691383101943221\n",
+      "Iter:174   Norm = 0.0044576146016545365\n",
+      "Iter:175   Norm = 0.004235494629772145\n",
+      "Iter:176   Norm = 0.004024442748059957\n",
+      "Iter:177   Norm = 0.003823907440907054\n",
+      "Iter:178   Norm = 0.003633364674558917\n",
+      "Iter:179   Norm = 0.0034523165273774204\n",
+      "Iter:180   Norm = 0.003280289888824416\n",
+      "Iter:181   Norm = 0.0031168352231968495\n",
+      "Iter:182   Norm = 0.002961525394790992\n",
+      "Iter:183   Norm = 0.002813954551828229\n",
+      "Iter:184   Norm = 0.002673737065805953\n",
+      "Iter:185   Norm = 0.0025405065238725774\n",
+      "Iter:186   Norm = 0.0024139147712273594\n",
+      "Iter:187   Norm = 0.0022936310015140996\n",
+      "Iter:188   Norm = 0.002179340892057808\n",
+      "Iter:189   Norm = 0.0020707457828276574\n",
+      "Iter:190   Norm = 0.001967561895677674\n",
+      "Iter:191   Norm = 0.001869519593080044\n",
+      "Iter:192   Norm = 0.0017763626733150054\n",
+      "Iter:193   Norm = 0.0016878477009276895\n",
+      "Iter:194   Norm = 0.001603743370804448\n",
+      "Iter:195   Norm = 0.0015238299036119123\n",
+      "Iter:196   Norm = 0.0014478984713860276\n",
+      "Iter:197   Norm = 0.0013757506519824112\n",
+      "Iter:198   Norm = 0.0013071979104900652\n",
+      "Iter:199   Norm = 0.001242061106622798\n",
+      "Iter:200   Norm = 0.0011801700264220212\n",
+      "Iter:201   Norm = 0.0011213629376389503\n",
+      "Iter:202   Norm = 0.0010654861670245813\n",
+      "Iter:203   Norm = 0.0010123936987673657\n",
+      "Iter:204   Norm = 0.0009619467929684155\n",
+      "Iter:205   Norm = 0.000914013622983736\n",
+      "Iter:206   Norm = 0.0008684689310178412\n",
+      "Iter:207   Norm = 0.0008251937008085374\n",
+      "Iter:208   Norm = 0.0007840748465929282\n",
+      "Iter:209   Norm = 0.0007450049176019524\n",
+      "Iter:210   Norm = 0.0007078818171922332\n",
+      "Iter:211   Norm = 0.0006726085362429144\n",
+      "Iter:212   Norm = 0.0006390928994663334\n",
+      "Iter:213   Norm = 0.0006072473245991025\n",
+      "Iter:214   Norm = 0.0005769885936156062\n",
+      "Iter:215   Norm = 0.000548237635058025\n",
+      "Iter:216   Norm = 0.0005209193177029503\n",
+      "Iter:217   Norm = 0.0004949622539781411\n",
+      "Iter:218   Norm = 0.0004702986134804167\n",
+      "Iter:219   Norm = 0.00044686394581290405\n",
+      "Iter:220   Norm = 0.0004245970121070153\n",
+      "Iter:221   Norm = 0.00040343962486921796\n",
+      "Iter:222   Norm = 0.0003833364962342782\n",
+      "Iter:223   Norm = 0.0003642350931411545\n",
+      "Iter:224   Norm = 0.00034608550028719567\n",
+      "Iter:225   Norm = 0.0003288402895940721\n",
+      "Iter:226   Norm = 0.0003124543962515043\n",
+      "Iter:227   Norm = 0.00029688500114463483\n",
+      "Iter:228   Norm = 0.00028209141864188835\n",
+      "Iter:229   Norm = 0.0002680349905532906\n",
+      "Iter:230   Norm = 0.0002546789849279912\n",
+      "Iter:231   Norm = 0.00024198850022286611\n",
+      "Iter:232   Norm = 0.00022993037389275534\n",
+      "Iter:233   Norm = 0.00021847309603107142\n",
+      "Iter:234   Norm = 0.00020758672672966982\n",
+      "Iter:235   Norm = 0.00019724281798114403\n",
+      "Iter:236   Norm = 0.0001874143392895085\n",
+      "Iter:237   Norm = 0.0001780756071978421\n",
+      "Iter:238   Norm = 0.0001692022178921585\n",
+      "Iter:239   Norm = 0.00016077098371998296\n",
+      "Iter:240   Norm = 0.00015275987234281195\n",
+      "Iter:241   Norm = 0.00014514794934403005\n",
+      "Iter:242   Norm = 0.000137915323377555\n",
+      "Iter:243   Norm = 0.00013104309438111708\n",
+      "Iter:244   Norm = 0.0001245133040135509\n",
+      "Iter:245   Norm = 0.00011830888873171273\n",
+      "Iter:246   Norm = 0.00011241363536603338\n",
+      "Iter:247   Norm = 0.00010681213853799732\n",
+      "Iter:248   Norm = 0.0001014897605866919\n",
+      "Iter:249   Norm = 9.643259321167401e-05\n",
+      "Iter:250   Norm = 9.162742107282932e-05\n",
+      "Iter:251   Norm = 8.706168758152824e-05\n",
+      "Iter:252   Norm = 8.272346144437914e-05\n",
+      "Iter:253   Norm = 7.860140629904206e-05\n",
+      "Iter:254   Norm = 7.468475042598647e-05\n",
+      "Iter:255   Norm = 7.096325888197265e-05\n",
+      "Iter:256   Norm = 6.742720682193659e-05\n",
+      "Iter:257   Norm = 6.40673538602687e-05\n",
+      "Iter:258   Norm = 6.0874920169994996e-05\n",
+      "Iter:259   Norm = 5.784156330028303e-05\n",
+      "Iter:260   Norm = 5.495935659601405e-05\n",
+      "Iter:261   Norm = 5.2220768344888525e-05\n",
+      "Iter:262   Norm = 4.9618642130021774e-05\n",
+      "Iter:263   Norm = 4.7146178133815416e-05\n",
+      "Iter:264   Norm = 4.4796915389564546e-05\n",
+      "Iter:265   Norm = 4.256471483780911e-05\n",
+      "Iter:266   Norm = 4.044374336806245e-05\n",
+      "Iter:267   Norm = 3.842845845859237e-05\n",
+      "Iter:268   Norm = 3.651359389194413e-05\n",
+      "Iter:269   Norm = 3.469414577694772e-05\n",
+      "Iter:270   Norm = 3.296535953144206e-05\n",
+      "Iter:271   Norm = 3.132271751975027e-05\n",
+      "Iter:272   Norm = 2.976192732832296e-05\n",
+      "Iter:273   Norm = 2.8278910244915964e-05\n",
+      "Iter:274   Norm = 2.6869790922375018e-05\n",
+      "Iter:275   Norm = 2.5530887078263572e-05\n",
+      "Iter:276   Norm = 2.4258699897333717e-05\n",
+      "Iter:277   Norm = 2.304990501808792e-05\n",
+      "Iter:278   Norm = 2.190134353303009e-05\n",
+      "Iter:279   Norm = 2.081001411677413e-05\n",
+      "Iter:280   Norm = 1.9773064942378913e-05\n",
+      "Iter:281   Norm = 1.878778624343207e-05\n",
+      "Iter:282   Norm = 1.7851603346322457e-05\n",
+      "Iter:283   Norm = 1.6962069814184383e-05\n",
+      "Iter:284   Norm = 1.6116861102004835e-05\n",
+      "Iter:285   Norm = 1.531376865195858e-05\n",
+      "Iter:286   Norm = 1.4550693696885963e-05\n",
+      "Iter:287   Norm = 1.3825642293637309e-05\n",
+      "Iter:288   Norm = 1.3136719722342218e-05\n",
+      "Iter:289   Norm = 1.248212570325864e-05\n",
+      "Iter:290   Norm = 1.1860149653190556e-05\n",
+      "Iter:291   Norm = 1.1269166282024816e-05\n",
+      "Iter:292   Norm = 1.0707631218720357e-05\n",
+      "Iter:293   Norm = 1.0174077051436235e-05\n",
+      "Iter:294   Norm = 9.66710955932166e-06\n",
       "Price function converged!\n",
       "P(1) = 20.1571\n"
      ]
@@ -649,18 +650,15 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, '$P_t$')"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure Eqpfun in Figures/Lucas-Asset-Pricing-Model\n"
+     ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -681,12 +679,14 @@
     "\n",
     "# Plot the pricing functions for both\n",
     "dGrid = np.linspace(0.5, 2.5, 30)\n",
-    "plt.figure()\n",
-    "plt.plot(dGrid, LowCRRAEcon.EqPfun(dGrid), label=\"Low CRRA\")\n",
-    "plt.plot(dGrid, HighCRRAEcon.EqPfun(dGrid), label=\"High CRRA\")\n",
-    "plt.legend()\n",
-    "plt.xlabel(\"$d_t$\")\n",
-    "plt.ylabel(\"$P_t$\")"
+    "fig = plt.figure()\n",
+    "ax  = fig.add_subplot(1,1,1)\n",
+    "ax.plot(dGrid, LowCRRAEcon.EqPfun(dGrid), label=\"Low CRRA\")\n",
+    "ax.plot(dGrid, HighCRRAEcon.EqPfun(dGrid), label=\"High CRRA\")\n",
+    "ax.legend()\n",
+    "ax.set_xlabel(\"$d_t$\")\n",
+    "ax.set_ylabel(\"$P_t$\")\n",
+    "make_figs(\"Eqpfun\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Lucas-Asset-Pricing-Model\")\n"
    ]
   },
   {
@@ -716,18 +716,15 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, '$P^*(d_t)$')"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure logUtility in Figures/Lucas-Asset-Pricing-Model\n"
+     ]
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjoAAAG0CAYAAAA7Go31AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAABeh0lEQVR4nO3de3yO9R/H8dd1HzabHZx3YCFGZA455BTKoYhISed0LkaSREdKTp0k4peE+lWqn0MSRQ5zLIcZhSTnYYlsw9juw/X7Y+1uc8rYdm/33s/HY4+fXdd1X/vudv26377fz/f7NUzTNBERERHxQRZvN0BEREQkvyjoiIiIiM9S0BERERGfpaAjIiIiPktBR0RERHyWgo6IiIj4LAUdERER8VkKOiIiIuKzbN5ugDe53W4OHjxIcHAwhmF4uzkiIiJyEUzT5Pjx40RGRmKxXLjPplgHnYMHDxIVFeXtZoiIiMgl2L9/P5UqVbrgNcU66AQHBwOZb1RISIiXWyMiIiIXIzU1laioKM/n+IUU66CTNVwVEhKioCMiIlLEXEzZiYqRRURExGcp6IiIiIjPUtARERERn1Wsa3QuhmmaOJ1OXC6Xt5sickmsVis2m01LKIhIsaSgcwEZGRkcOnSItLQ0bzdF5LIEBgYSERGBn5+ft5siIlKgFHTOw+12s3v3bqxWK5GRkfj5+elfxFLkmKZJRkYGf/75J7t37yY6OvpfF9cSEfElCjrnkZGRgdvtJioqisDAQG83R+SSBQQEYLfb2bt3LxkZGZQoUcLbTRIRKTD6p92/0L9+xRfoORaR4kr/9RMRERGfpaAjl6xKlSqMHTv2su6xbNkyDMMgOTk5T9q0Z88eDMMgISEhT+53prxqb363U0REMino+KjVq1djtVq56aabvN0UjzZt2tC/f/8cx5o3b86hQ4cIDQ31TqMKQK9evejWrVuOY1FRURw6dIg6dep4p1EiIvlsc2Iyd33wI5sTk73aDgWdAuCNv+yPPvqIvn37snLlSvbt21dgPze3/Pz8CA8PL3Yz2qxWK+Hh4dhsmg8gIr5pVvwB1uw6yqz4A15th4JOASjov+yTJ0/y5Zdf8uSTT9K5c2emTZuW43zW8MvixYtp1KgRgYGBNG/enO3bt3uu2blzJ127diUsLIygoCAaN27MDz/8cN6f+dBDD9G5c+ccx5xOJ+Hh4Xz00Uf06tWLuLg43n33XQzDwDAM9uzZc86hoFWrVtG6dWsCAwMpXbo0N954I8eOHQPgu+++o2XLlpQqVYqyZcvSuXNndu7cmav35/333yc6OpoSJUoQFhbG7bff7jmXnp5Ov379qFChAiVKlKBly5asW7fuvPcaOnQo9evXz3Fs7NixVKlSxXN++vTpfP31157fe9myZeccuoqLi6NJkyb4+/sTERHB4MGDcTqdnvNt2rShX79+DBo0iDJlyhAeHs7QoUNz9buLiOSnxGNp/JyYwi8HUliXsInJ9jf5MeFnfjmQws+JKSQeK/h16RR08kn2v+xvNh0E4JtNBwvkL/uLL76gZs2a1KxZk3vvvZepU6dimuZZ173wwgu89dZbrF+/HpvNxkMPPeQ5d+LECTp16sQPP/zAxo0bufHGG+nSpct5e4ceeeQRvvvuOw4dOuQ5Nn/+fE6cOMEdd9zBu+++S7NmzXj00Uc5dOgQhw4dIioq6qz7JCQk0LZtW66++mrWrFnDypUr6dKli2dl6pMnTzJgwADWrVvH4sWLsVgs3Hrrrbjd7ot6b9avX0+/fv149dVX2b59O9999x2tWrXynB80aBAzZ85k+vTpxMfHU716dW688Ub++uuvi7r/mQYOHMgdd9zBTTfd5Pm9mzdvftZ1Bw4coFOnTjRu3JhNmzYxceJEpkyZwvDhw3NcN336dEqWLMlPP/3EmDFjePXVV1m0aNEltU1EJK+1HL2ULuNXMm7CO3zmeob21niecXxA5/dW0mX8SlqOXlrgbVK/eT7J/peZNSjz18kMOr+30nN8z6ib8+VnT5kyhXvvvReAm266iRMnTrB48WLatWuX47rXX3+d1q1bAzB48GBuvvlmTp8+TYkSJahXrx716tXzXDt8+HBmz57N3LlziY2NPetnNm/enJo1a/LJJ58waNAgAKZOnUqPHj0ICgoCMoepAgMDCQ8PP2/bx4wZQ6NGjXj//fc9x66++mrPn2+77bazftcKFSqwdevWi6p32bdvHyVLlqRz584EBwdTuXJlGjRoAGSGqIkTJzJt2jQ6duwIwOTJk1m0aBFTpkzh2Wef/df7nykoKIiAgADS09Mv+Hu///77REVFMX78eAzD4KqrruLgwYM899xzvPzyy57p4XXr1uWVV14BIDo6mvHjx7N48WLat2+f67aJiOS1cbfX5q+vB9PL+h0ACe5qDHPeB4DNYvBmj3oXenm+UI9OPhnbsz42S2bEyepLyfpfm8VgbM/6+fJzt2/fztq1a7nzzjszf5bNRs+ePfnoo4/OurZu3bqeP0dERABw+PBhIPNDf9CgQdSuXZtSpUoRFBTEr7/+esF6n0ceeYSpU6d67vPtt9/m6CW6GFk9Ouezc+dO7r77bq688kpCQkKoWrUqwEXXIbVv357KlStz5ZVXct999/Hpp596tvjYuXMnDoeDFi1aeK632+00adKEbdu25er3yK1t27bRrFmzHLVKLVq04MSJEyQmJnqOZf87g8y/t6y/MxERrzq6k1s2POAJOf9x3kyPjFdINCsAMKdPC7o1qFjgzVKPTj7p1qAi1SsE5ejByTKnTwvqVMyfWUZTpkzB6XRSseI/D5Npmtjtdo4dO0bp0qU9x+12u+fPWR+wWUNAzz77LN9//z1vvvkm1atXJyAggNtvv52MjIzz/uz777+fwYMHs2bNGtasWUOVKlW47rrrctX+gICAC57v0qULUVFRTJ48mcjISNxuN3Xq1Llgu7ILDg4mPj6eZcuWsXDhQl5++WWGDh3KunXrPMN7ZxZGm6Z53mJpi8Vy1rCgw+G4qLb82884V3uy/51lnbvYYTsRkXzz8//gm/6QcRynf2keOf4IcWYDTMAw4BzVEwVGPToFIOtzKr8nFjmdTj7++GPeeustEhISPF+bNm2icuXKfPrppxd9rxUrVtCrVy9uvfVWYmJiCA8PZ8+ePRd8TdmyZenWrRtTp05l6tSpPPjggznO+/n5/esu8HXr1mXx4sXnPHf06FG2bdvGiy++SNu2balVq5anSDk3bDYb7dq1Y8yYMWzevJk9e/awZMkSqlevjp+fHytX/hNOHQ4H69evp1atWue8V/ny5UlKSsoRds5cG+difu/atWuzevXqHPdZvXo1wcHBOUKriEihkpEGc/vCzIch4zhc0Zyj9y1mS2BTYiqG8vqtdYipGEr5IH/KBnlnU2H16OSjskF+lA/yJ6JUCXo2juKLdfs5lHw63/6y582bx7Fjx3j44YfPWpfm9ttvZ8qUKeesrzmX6tWrM2vWLLp06YJhGLz00ksX1XPwyCOP0LlzZ1wuFw888ECOc1WqVOGnn35iz549BAUFUaZMmbNeP2TIEGJiYujduzdPPPEEfn5+LF26lB49elCmTBnKli3LBx98QEREBPv27WPw4MEX9ftkmTdvHrt27aJVq1aULl2a+fPn43a7qVmzJiVLluTJJ5/k2WefpUyZMlxxxRWMGTOGtLQ0Hn744XPer02bNvz555+MGTOG22+/ne+++44FCxYQEhKS4/f+/vvv2b59O2XLlj3nmkG9e/dm7Nix9O3bl9jYWLZv384rr7zCgAEDtH2DiBQamxOTGTn/V4Z0uoq6fknwVS/4cxtgQKtnofVzhFltrBxcBT+rBcMwuLvJFWS43PjbrF5ps/4Lmo8iQgNYOfh6vu7TgnuurczXfVqwcvD1RIReeHjmUk2ZMoV27dqd84P0tttuIyEhgfj4+Iu61zvvvEPp0qVp3rw5Xbp04cYbb+Saa67519e1a9eOiIgIbrzxRiIjI3OcGzhwIFarldq1a1O+fPlz1tXUqFGDhQsXsmnTJpo0aUKzZs34+uuvsdlsWCwWZsyYwYYNG6hTpw5PP/00b7zxxkX9PllKlSrFrFmzuOGGG6hVqxaTJk3i888/9xQ8jxo1ittuu4377ruPa665ht9//53vv/8+x5BfdrVq1eL9999nwoQJ1KtXj7Vr1zJw4MAc1zz66KPUrFmTRo0aUb58eVatWnXWfSpWrMj8+fNZu3Yt9erV44knnuDhhx/mxRdfzNXvJyKSnzKXSznC7oX/gQ/aZIacoDC4fw7c8AJYM/tP/G1Wz7C7YRheCzkAhnmuecfFRGpqKqGhoaSkpOT4FzjA6dOn2b17N1WrVtVuz7mQlpZGZGQkH330Ed27d/d2c+Rvep5F5FIlHkvj2EkHhgFPToljgGMSt1oz/8F2vOJ1HO84gchKlQu0TRf6/D6Thq4kT7jdbpKSknjrrbcIDQ3llltu8XaTREQkD2Qtl1Lb2MPH9nFUtSbhNC287ezBxJ1dMMf/wp5RBRt0ckNBR/LEvn37qFq1KpUqVWLatGna2kBExEeMvaMeCbPeZIj1E/wNJwfNMvTLiGW9eZXX1sbJDX0aSZ6oUqXKOVdfFhGRIuxUMt12DKab7RsAFrmu4VnH4yQTDOTvcil5RUFHREREzpa4Hv73ICTvw22xMzz9Tqa6b8LE8PraOLmhoCMiIiL/cLvhxwnww1BwO6FUZf7qOIlvvkojpoCWS8lLCjoiIiKS6eRRmPME7FiY+X3trnDLe5QrEcrKwa5CszZObijoiIiIFGNZiwAOb5BCteX94fhBsPrDTSOh0UOeZf2zhxpvr42TGwo6IiIixdjsDftouPdDqh6cCbihbHXoMQ3CY7zdtDyhoCMiIlLMZC0CaD91mBs39qGpfTMAx6p352CL1wn1L0UlL7cxr2gLCCk0qlSpwtixY/Psfm3atKF///55dr8z5VV787udIiJnajl6KaPen0jZ/7alKZtJM/15JuMJGvxyOzf/Z6NnkUBfoKDjY3r16oVhGIwaNSrH8Tlz5nj2HSms1q1bx2OPPebtZuSbZcuWYRgGycnJOY7PmjWL1157zTuNEpHix+Xk+7rL+cQ+ivJGCr+6o7gl4zVmulsBYLMYjO1Z37ttzEMKOj6oRIkSjB49mmPHjnm7KRclIyMDgPLlyxMYGOjl1hS8MmXKEBwc7O1miEhxkHIApneh5m+TsBgmnzmvp1vGq/xu/jNQNadPC7o1qOjFRuYtBR0f1K5dO8LDwxk5cuR5rxk6dCj169fPcWzs2LFUqVLF832vXr3o1q0bI0aMICwsjFKlSjFs2DCcTifPPvssZcqUoVKlSnz00Uc57nPgwAF69uxJ6dKlKVu2LF27dmXPnj1n3XfkyJFERkZSo0YN4OyhoOTkZB577DHCwsIoUaIEderUYd68eQAcPXqUu+66i0qVKhEYGEhMTAyff/55rt6nTZs2cf311xMcHExISAgNGzZk/fr1nvMzZ87k6quvxt/fnypVqvDWW2+d91579uzBMAwSEhJytN8wDJYtW8aePXu4/vrrAShdujSGYdCrVy/g7KGrY8eOcf/991O6dGkCAwPp2LEjO3bs8JyfNm0apUqV4vvvv6dWrVoEBQVx0003cejQoVz9/iJSzPy2ECa1hH2rwS+I/de/x/POR0k3/AHP5Cqfo2Lk3DBNcKQV/M+1B+bqCbRarYwYMYK7776bfv36UanSpZeULVmyhEqVKrF8+XJWrVrFww8/zJo1a2jVqhU//fQTX3zxBU888QTt27cnKiqKtLQ0rr/+eq677jqWL1+OzWZj+PDh3HTTTWzevBk/v8zFpRYvXkxISAiLFi0659YRbrebjh07cvz4cf773/9SrVo1tm7ditWaOZ3x9OnTNGzYkOeee46QkBC+/fZb7rvvPq688kquvfbai/rd7rnnHho0aMDEiROxWq0kJCRgt9sB2LBhA3fccQdDhw6lZ8+erF69mt69e1O2bFlPQMmNqKgoZs6cyW233cb27dsJCQkhICDgnNf26tWLHTt2MHfuXEJCQnjuuefo1KkTW7du9bQvLS2NN998k08++QSLxcK9997LwIED+fTTT3PdNhHxcS4HLH4VVo/L/D68LvSYhs0WSfkVq4gogosA5oaCTm440mBEZMH/3OcPgl/JXL3k1ltvpX79+rzyyitMmTLlkn90mTJlGDduHBaLhZo1azJmzBjS0tJ4/vnnARgyZAijRo1i1apV3HnnncyYMQOLxcKHH37oqQmaOnUqpUqVYtmyZXTo0AGAkiVL8uGHH3qCz5l++OEH1q5dy7Zt2zw9PldeeaXnfMWKFRk4cKDn+759+/Ldd9/x1VdfXXTQ2bdvH88++yxXXXUVANHR0Z5zb7/9Nm3btuWll14CoEaNGmzdupU33njjkoKO1WqlTJkyAFSoUIFSpUqd87qsgLNq1SqaN28OwKeffkpUVBRz5syhR48eADgcDiZNmkS1atUAiI2N5dVXX811u0TEN2WtjfPydSWpteppSFyXeaLJ49DhNbD5EwGsHHx9kVwEMDc0dOXDRo8ezfTp09m6desl3+Pqq6/GYvnnMQkLCyMm5p+1FaxWK2XLluXw4cNAZk/I77//TnBwMEFBQQQFBVGmTBlOnz7Nzp07Pa+LiYk5b8gBSEhIoFKlSp6QcyaXy8Xrr79O3bp1KVu2LEFBQSxcuJB9+/Zd9O82YMAAHnnkEdq1a8eoUaNytG/btm20aNEix/UtWrRgx44duFyui/4ZubVt2zZsNluOsFa2bFlq1qzJtm3bPMcCAwM9IQcgIiLC83cgIjIr/gDBe76jyv86ZoacEqFwxyfQaQzY/D3X+dusnn+UFqVFAHNDPTq5YQ/M7F3xxs+9BK1ateLGG2/k+eefP6sXwmKxnDVk5HA4zv7Rfw+VZDEM45zH3G43kDnk1LBhw3MOoZQvX97z55IlL9xDdb5hnSxvvfUW77zzDmPHjiUmJoaSJUvSv39/T2HzxRg6dCh333033377LQsWLOCVV15hxowZ3HrrrZimedYstQvtzp4VBrNfc67389+c72ec2Z5z/R1o93iR4i1rbRyLO52aG4cz1G8+uCCtfH323TCBoPArfWZtnNxQ0MkNw8j1EJK3jRo1ivr165/VM1K+fHmSkpJyfIBmL6S9VNdccw1ffPEFFSpUICQk5JLvU7duXRITE/ntt9/O2auzYsUKunbtyr333gtkBqwdO3ZQq1atXP2cGjVqUKNGDZ5++mnuuusupk6dyq233krt2rVZuXJljmtXr15NjRo1PHVC2WWFuEOHDtGgQQPg7PczqwfrQj1CtWvXxul08tNPP3mGro4ePcpvv/2W699NRIqXlqOXUtlIYrx9HHdZ9gDwgfNm3tjfE8f0vcBe9oy62att9AYNXfm4mJgY7rnnHt57770cx9u0acOff/7JmDFj2LlzJxMmTGDBggWX/fPuueceypUrR9euXVmxYgW7d+8mLi6Op556isTExIu+T+vWrWnVqhW33XYbixYtYvfu3SxYsIDvvvsOgOrVq7No0SJWr17Ntm3bePzxx0lKSrro+586dYrY2FiWLVvG3r17WbVqFevWrfOEiWeeeYbFixfz2muv8dtvvzF9+nTGjx+foy4ou4CAAJo2bcqoUaPYunUry5cv58UXX8xxTeXKlTEMg3nz5vHnn39y4sSJs+4THR1N165defTRR1m5ciWbNm3i3nvvpWLFinTt2vWifz8RKX6+bHmIb/1eIMayh2NmEA9mPMsI5z04sPnc2ji5oaBTDLz22mtnDWvUqlWL999/nwkTJlCvXj3Wrl173g/x3AgMDGT58uVcccUVdO/enVq1avHQQw9x6tSpXPfwzJw5k8aNG3PXXXdRu3ZtBg0a5OkNeemll7jmmmu48cYbadOmDeHh4XTr1u2i7221Wjl69Cj3338/NWrU4I477qBjx44MGzYMyOyZ+vLLL5kxYwZ16tTh5Zdf5tVXX71gIfJHH32Ew+GgUaNGPPXUUwwfPjzH+YoVKzJs2DAGDx5MWFgYsbGx57zP1KlTadiwIZ07d6ZZs2aYpsn8+fPPGq4SEQHAcQq+6U+T9c8QZJxirbsmHdNHstTdwHOJr62NkxuGWYwH9lNTUwkNDSUlJeWsD+HTp0+ze/duqlatSokSJbzUQpG8oedZxEf9+Rt81QsObwEMDtePpdmPTXAbVkwzs+LCNGFe35bUqRjq7dbmmQt9fp9JNToiIiJF0aYZMG8AOE5CyfLQ/QNc5ZpR5hffXxsnNxR0REREioCstXGeb38FMZuGQ8Lfs1urXAe3fQjB4cVmbZzcUNAREREpAmbFH+Do7gTCv3gcTu8BwwKtB0OrgWD5J8hkDzW+ujZObijoiIiIFFJZa+MYmFg3fsxcvymUOO3AEViB/W3ewy+6FZUsxTvI/BsFHRERkUKq5eillOQUr9un8JJ1NRgQ56rLgL+e5OgsF7C0WK6NkxsKOv+iGE9KEx+i51ikaJp6kz9Vlg6gqpGE07TwlvMOJrk6Y2LBZjF4s0c9bzex0FPQOY/su0T/23YEIoVdWloacPbWESJSSJkmrPuQ61e8AEY6B80y9M3oywazpueSOX1a+NSU8fyioHMeVquVUqVKeTZKDAwMPGvvI5HCzjRN0tLSOHz4MKVKlTrn9hUiUsicToG5fWHr1wCkXtGWTr/dQYoRDPyzNo5cHAWdCwgPDwfQrtBS5JUqVcrzPItIIXZgA3z1ICTvBYsN2g3jZO2HsI9fTYzWxrkkWhn5IlZWdLlcl7QTtUhhYLfb1ZMjUohtTkxm5LfbeLPyGiquHQFuB5S6Am6fBpUaApDudHnWxjFNs9ivjaOVkfOY1WrVB4WIiOSLBWu38WDiC1Q8tCHzQK0ucMt4CCjluUZr41w6BR0REZEClrU+TuDheO7f/AgR1iNkYONI85c5WusBSp/2o5LmweQJBR0REZECdt3oxTxq/ZZnbV9iN1zscYcR6+jHL0uqwpJVAFofJ49YvN2A8xk6dCiGYeT4yl5MaZomQ4cOJTIykoCAANq0acOWLVu82GIREZGLcPIoayp/wPP2z7EbLr5xNaVzxuv8YlYFwGYxGNuzvnfb6EMKbdABuPrqqzl06JDn6+eff/acGzNmDG+//Tbjx49n3bp1hIeH0759e44fP+7FFouIiFzA3tUwqSXhfyzHbfVniONh+jr6coJAzyVz+rSgW4OKXmykbynUQcdmsxEeHu75Kl++PJDZmzN27FheeOEFunfvTp06dZg+fTppaWl89tlnXm61iIjIGdxuWP4mTOsMxw9C2Wh2dp3L5662njXatFRb/ijUQWfHjh1ERkZStWpV7rzzTnbt2gXA7t27SUpKokOHDp5r/f39ad26NatXrz7v/dLT00lNTc3xJSIiktc2JyZz1wc/sjkxGU78Cf/tDkteA9MFde+Ex5YRVLke5YP8iakYyuu31iGmYijlg/y1Pk4eK7TFyNdeey0ff/wxNWrU4I8//mD48OE0b96cLVu2kJSUBEBYWFiO14SFhbF3797z3nPkyJEMGzYsX9stIiIyK/4Aa3YdJT5uLnUPDYcTf4AtAG5+CxrcA0CEP6wcfL1nfZy7m1xR7NfHyQ+FNuh07NjR8+eYmBiaNWtGtWrVmD59Ok2bNgU4a0sG0zQvuE3DkCFDGDBggOf71NRUoqKi8rjlIiJSHGVNGTcM+DZhP09ZZ3LfjtmAm9Ola5B88weEV2+Q4zVaHyf/Fdqgc6aSJUsSExPDjh076NatGwBJSUlERER4rjl8+PBZvTzZ+fv74+/vn99NFRGRYqjl6KUAlOcY79on0Ny+FYAZzjYMPfQApz88yJ5RDS50C8kHhbpGJ7v09HS2bdtGREQEVatWJTw8nEWLFnnOZ2RkEBcXR/Pmzb3YShERKa7G9qxPa+vPzPcfQnPrVk6a/vTP6M1g52M4LSU0ZdxLCm2PzsCBA+nSpQtXXHEFhw8fZvjw4aSmpvLAAw9gGAb9+/dnxIgRREdHEx0dzYgRIwgMDOTuu+/2dtNFRKS4cTnp9tdHdLW/hYHJVndl+jj6sdvMHHWY06cFdSqGermRxVOhDTqJiYncddddHDlyhPLly9O0aVN+/PFHKleuDMCgQYM4deoUvXv35tixY1x77bUsXLiQ4OBgL7dcRESKlZQDMPMR2LcaA/ivsy3DXfdx2vTDMKD4bp1dOGj38ovc/VREROQsOxbBrMfg1F/gF8yxdm/SYWE5IkqVoGfjKL5Yt59DyaeZ27cFEaHavCqvaPdyERGRfLA5MZmR839lyE3VqLv9PVj1buaJiHpw+1RKl63GymtcmjJeiCjoiIiIXKRZ8QfYu2s7pb94Bk7+knmwyePQ4TWwZc7q1ZTxwkVBR0RE5AKyr4+TnDCX+f7vUerkSVx+ISRe9wbWOrdQyaalSworBR0REZELaDl6KXacPGf7nLG2BWDAJveV9Dnej8Rvg+HbpewZdbO3mynnoaAjIiJyAR90LkeFhU9S37ITgMnOToxx3okDGzaLwZs96nm5hXIhCjoiIiLns3UuHVbEgiWFZLMkzzieYLG7oee01scp/BR0REREzuRMh4UvwtoPAEir0JBO+x7gkFEOQOvjFCFFZgsIERGR/LQ5MZm7PviRX7ckwJT2npBDi6dIuXMOjqCKxFQM5fVb6xBTMZTyQf6UDfLzapvl36lHR0REhMyp42X2fEvVpA/BnQYBZeDW/0CNDkQAKwdfr/VxiiAFHRERKbaypo5bXKeps3Eot/stBDecDGvMvhvGE1z+Cir9fa3WxymaFHRERKTYajl6KVcaB5lgH8ftln24TYOJrlt4e+/tuKbuBHZq6ngRp6AjIiLF1v+a76fWhpcpaaRzxAxhgONJlrszp4tr6rhvUNAREZHiJyMNFgyi0cZPwIA1rto85ejDYUp7LtHUcd+goCMiIsXLn9vhq15weCtgcPiaftyzujGmYQFTU8d9jaaXi4iIT8uaNr45MRkSPoMP2mSGnJIV4P45uFoPoWxQgKaO+yj16IiIiE+bFX+AhF0HcM8aC38tyDxYtTV0nwzBYZo67uMUdERExOdk33F8a8KPzPV7i+i/DmAaFg5f8zSO5k9TKTjYc72mjvsuBR0REfE5LUcvBUzusC7jY9s0Slgc/GGWol96X35aVQtWLde08WJCQUdERHzO+O7RuL7pT1frKgDiXHUZ4HiSo4Rq2ngxo6AjIiK+JelnOv/UC6y/4zQtvOW8g0muzph/z7/RtPHiRUFHRER8g2nC+o/guyHgSsdRMoK7/nqUDVyFiaaNF1eaXi4iIkVW1tTxX3bth/89CN8OAFc6RN/I0ft+YG/Jepo2XsypR0dERIqsWfEHOL57HZFfPATpB8Big7avQLNYwi0WVg6O0LTxYk5BR0REihTP1HFMAjZOYabfdPzTnWQEVWTfDRMoUfVaKlkyByw0bVwUdEREpEhpOXopIZxktP0DnrOuAwMWuRoy8MjjpHyZBizV1HHxUNAREZEiZVoHC9XinifK+JMM08oo59185LoJMDR1XM6ioCMiIkWDacKaCbRZ+QoYTva5yxPr6Mdms5rnEk0dlzMp6IiISOGX9hfMeRJ++w6AlKqduHlbd04YgYCmjsv5KeiIiEihtDkxmZHzf+W1hieoHvcUpCaC1R9uGkFa9N2U2L+aqqVK0LNxFF+s28+h5NOaOi5nUdAREZFCafaG/dTbO5UrD34FuKBMNegxDSLqasdxuWgKOiIiUmhkTR23nT5Ku42xtLAnAJBcrSsHWowktERpKv19raaOy8VQ0BERkUKj5eilXGts412/8dQyjnHatDPU2YsZW9rAlgQATR2XXFHQERGRwsHtYkH9NdTYNh6rYfK7O5I+jn5sN68A0NRxuSQKOiIi4n3H/4BZj1JrdxwY8D9XK15y9OIUJTyXaOq4XApt6ikiIgUuazPOzYnJsGsZTGoJu+PAHkhi67cY6HiC00ZmyDEMrzZVijj16IiISIGbFX+An3b9yV/zvoCkqYAJFWrD7VOx+lem/KpVRGjquOQBBR0RESkQns04DViT8Auf+b1D06RtAPxV805OtX2dihXKaeq45CkFHRERKRAtRy8FoJVlE5/aJ1LOksoJswTPOx5m7qYWsOknz4wqTR2XvKKgIyIiBeLdHnU4NOdFnrDOBWCruzJ9HP3YbUZoRpXkGwUdERHJfymJdE14DKw/AvCJsx3DnfeSTmbdjWZUSX5R0BERkfz12/cw+3E4dQyXPZh+Jx9kvtkUE23GKflP08tFRCRPZU0d/3nvYfj+BfjsDjh1DCLqc/TeRawNbE1MxVBev7UOMRVDKR/krxlVkm/UoyMiInlqVvwB9u/+ldJfDIC0LZkHr30C2r9KBZs/KwfX0IwqKTAKOiIictmyTx0/njCHb/3GE5qWhssvhMRWb2G9ujOVbP6AZlRJwVLQERGRy9Zy9FL8cDDE9hlv2b4HAza6q9P3eF8S55WEeUu1Gad4hYKOiIhctg86lyFi4ZPEWHZnfu+8mTecPXFg09Rx8SoFHRERuTxbZtNhRT+wpHLMDOIZxxMscV/jOa2p4+JNmnUlIiK54plVtScJvn0GvuoF6amcDGtEp/SRLDUzQ44245TCQEFHRERyZVb8AQ7t/oVyX3SGdR9mHmw5gNSes3EGRWrquBQqGroSEZF/lX1WVcbGL5nnN4mgU6dxlijD/jbvYq/ZjkqlA7UZpxQ6CjoiIvKvWo5eij8ZvGL7mBG2JWDAj+5a9EuO5fAcK5A5q0pTx6WwUdAREZF/9WGnECr98CRXWfbjNg3ec3VjnLM7LqyaVSWFmoKOiIhc2KYZtFsxACwn+dMM5SlHH1a763hOa1aVFGYqRhYREY+sGVWbE5Mh4yTM6ZO5IafjJCciW9ApfSRrzMyQo1lVUhQUiaAzcuRIDMOgf//+nmOmaTJ06FAiIyMJCAigTZs2bNmyxXuNFBHxAbPiD7Bm11FWrFoBk2+AhP+CYYHrX+B4jy8hKEyzqqRIKfRDV+vWreODDz6gbt26OY6PGTOGt99+m2nTplGjRg2GDx9O+/bt2b59O8HBwV5qrYhI0ZN9RtU3CQfoYV3Gw9umARk4AitwrONEKsS0IwI0q0qKnELdo3PixAnuueceJk+eTOnSpT3HTdNk7NixvPDCC3Tv3p06deowffp00tLS+Oyzz7zYYhGRoqfl6KV0Gb+SO977gRcc7/KG/QNKkEGcqy5N/xpGk0/TPdf626wYf49ZaVaVFAWFOuj06dOHm2++mXbt2uU4vnv3bpKSkujQoYPnmL+/P61bt2b16tUF3UwRkSJtbM/6XG3dxzd+L9DduhKnaWG04056OQaRYinF2J71vd1EkUtWaIeuZsyYQXx8POvWrTvrXFJSEgBhYWE5joeFhbF3797z3jM9PZ309H/+ZZKamppHrRURKaJMk26uhdxS4hUsrnQOmmXolxHLevMqQDOqpOgrlD06+/fv56mnnuK///0vJUqUOO91xhkl/6ZpnnUsu5EjRxIaGur5ioqKyrM2i4gUBTlmVZ1OhZkPw7z+WFzpLHY1oHPGCNabV2lGlfiMQhl0NmzYwOHDh2nYsCE2mw2bzUZcXBzjxo3DZrN5enKyenayHD58+KxenuyGDBlCSkqK52v//v35+nuIiBQ2WbOqVq9cAh+0hl9mgsVG6nUvM8TveSpVjNKMKvEphXLoqm3btvz88885jj344INcddVVPPfcc1x55ZWEh4ezaNEiGjRoAEBGRgZxcXGMHj36vPf19/fH398/X9suIlLYnDmr6j7rQh769b+Ak4ygiiR3+g8Val/HitYuzagSn1Mog05wcDB16tTJcaxkyZKULVvWc7x///6MGDGC6OhooqOjGTFiBIGBgdx9993eaLKISKHVcvRSAEI4ySj7ZDrZ1wKwyNWQgUceJ+XjVPaMQvtUiU8qlEHnYgwaNIhTp07Ru3dvjh07xrXXXsvChQu1ho6IyBnG9qzP9P/N4l3ru1xh+ZMM08oo59185LoJm8XCWO1TJT7MME3T9HYjvCU1NZXQ0FBSUlIICQnxdnNERPKeacJPk3AvfAmL28E+d3liHf3YbFYDYF7flppVJUVObj6/C2UxsoiIXJocs6rS/oIZ98B3g7G4Hcx3NaGzYwSbzWqaVSXFRpEduhIRkbNlzapau+J76ia9Bin7wepHSquhvLK8BlXCAujZOIov1u3nUPJpzaoSn6egIyJSxGWfVTUvIZFHrfPotf0LwEV6SGWSb/6AsJpNWdlCs6qk+FHQEREp4rJmVZXiOG/ZJ9HWvhGAb1xNGXL4EU5MPapZVVJsqUZHRKSIG9uzPtdatzPffwhtrRtJN+0873iYvo6+nLaU1F5VUqypR0dEpChzu+l24gu6+g3HMF3sdEcQ6+jHNrMyoL2qRNSjIyJShOSYVXXyCHzWAxYPwzBdzHa1oKtjONvMyppVJfI39eiIiBQhWbOqNsTNo27ScDh+CGwBJF//OiOWXMGVmlUlkoOCjohIIZd9VtW3CfuJtc7m/h0zATenS1Un+ebJhEdfw8prNatK5EwKOiIihVzWrKpypDDWPoGW9l8A+J+rFS8l9eLUlEOaVSVyHqrREREp5Mb2rE9L6xYW+A+mpfUX0kx/nsl4goGOJ3BYAjSrSuQC1KMjIlKYuV10S55OV/sYDEy2uyvRx9GP381KgGZVifwbBR0RkUJmc2IyI+f/ykutS1N7zTOwZwUG8Lnzel513c8p0x/DyNyvU0QuTEFHRKSQmRV/ANuepVQ+PAmcyeAXxLG2Y3h7URjRpUpoVpVILijoiIgUAp6ZVaaTqI1v8rJ9NhanyakytdnX9n1KRtZkZUN/zaoSySUFHRGRQqDl6KWEc5RxfuN52LIdDPivsy2vHbyP9E8OAgfZM+pmz/WaVSVycRR0REQKgc/bpFBzzRDKGCc4bgYwxPEI89zNALBZDN7sUc/LLRQpmjS9XESkgOXYxsHlgIUv0ezHJyljnOBndxU6Z7zuCTmQObOqW4OK3muwSBGmHh0RkQKWtY3D4h83UDd5FCSuBeBo7V7cFn89DsMOoJlVInlAQUdEpABk38bhm00HaWfZwEO//Ac4gcsvhOR2b5FRswuhv60iQjOrRPKMYZrF998LqamphIaGkpKSQkhIiLebIyI+rMrgbwGw4+Q52+c8YlsAQIL7SmId/Ug0K7Bn1M2kO//Zr8o0Tc2sEjmH3Hx+q0ZHRKQAjO1ZnyqWP/nKb6gn5ExxdqRHxlCSjDDPNg7+NiuGYQCaWSWSFzR0JSJSALr5b6BL0EtYM1JJNksy0PEEP7gbAjBP2ziI5Bv16IiI5IOsmVU/70mC+c/Cl/dhzUhlgzuazhkj+MHdkL87bkQkH6lHR0QkH8yKP8DB3Vso90VfOPUbACca9aHPxlZUqBDEkyo2FikQCjoiInkk+8yq0xu/Yp7fJIJPncLpX5rENu9gu+pG4m7SNg4iBUlBR0Qkj7QcvRR/MnjZ9gmjbIvBgLXuq+iX0oekr/3g66XaxkGkgCnoiIjkkQ87hVLxhyepZdmH2zSY4OrKWOdtuLBqGwcRL1HQERG5RJsTkxk5/1eGdLqKuke/p92Kp8Fykj/NEJ529GGlO8Zz7RzNrBLxCgUdEZFLNCv+AAm7DuCaPQ6OZi4IeCKiOZ1238MRozSgbRxEvE1BR0QkF7IXHG9J+Imv/d6kxtEDmBgcvqY/B2L6wKebiNE2DiKFQp4EHYfDQVJSEmlpaZQvX54yZcrkxW1FRAqdlqOXAiY9rHF8bJtGgCWDw2YpnnL0Yc3qq2H1WrYPv0kzq0QKiUsOOidOnODTTz/l888/Z+3ataSnp3vOVapUiQ4dOvDYY4/RuHHjPGmoiEhh8N5t0bjmPk0360oAlrtieNrRm6OEegqOs4cazawS8a5LWhn5nXfeoUqVKkyePJkbbriBWbNmkZCQwPbt21mzZg2vvPIKTqeT9u3bc9NNN7Fjx468breISIHIWuF4c2IyJP1Mlx/vopt1JS7TYIzjDh5wPMdRMouM5/RpQbcGFb3bYBHJ4ZJ6dFavXs3SpUuJiYk55/kmTZrw0EMPMWnSJKZMmUJcXBzR0dGX1VAREW+YFX+ANbuOsPf7CdQ9+C640nGUDOfuvx5jPVdhooJjkcLskoLOV199dcHz6enp+Pv74+/vT+/evS+pYSIi3pK94HhJwu+8Z3+fLvt/BCA16gZ2t3yDPV/tUcGxSBGQL7OumjdvzoYNG3Ic++2336hRo0Z+/DgRkTyVWXAMVxu7+dg+jirWP3CYVt5w3sHkHTdj7tiugmORIiJPg868efP49ddfOXnyJAcPHiQyMtJzrkePHmzatCkvf5yISL4Ye0c9Ns16g8HW/+JvODlglqVvRl/izRoqOBYpYvI06Fx99dXs27ePw4cPc9ddd7F//34qVapEZGQkVqv+IyAihVfWKscvtI2g244X6WabC8AiV0MGOh4nhSBAKxyLFDV5GnSqVq1K7969qVOnDq1atQLgwIED7N69mzp16uTljxIRyVOz4g9wcvdaKn4xETIO4rbYGZ5+J1PdN2FiqOBYpIi6pKDTvHlz6tevT/369alXrx5169YlICDAcz4r5ABUrFiRihU13VJECh9P0TEmQRs/4H9+n+CX4SIjOIrNTccyZ4lJTOkAFRyLFGGGaeb+3yijR49m06ZNbNq0id9++w2A6tWrU69evRwBKCIiIs8bnJdSU1MJDQ0lJSWFkJAQbzdHRApYlcHfEsoJ3rT/h/bWzAkUC1xNeM7xKKmUBGD3yE4YhoFpmio4FikkcvP5fUlBJ7sNGzbQtWtXWrVqhd1uJz4+ni1btmAYBuXKleOPP/64nNvnKwUdkeItbvG3VF/ej4rGEdJNG8Od9/KJqz1geIqOtQCgSOGTm8/vy67Reeyxx5gwYQJdu3b1HJs/fz6PPfYYvXr1utzbi4jkmayC4yEda1B33ye0XvUqGE52u8OIdTzFFrOK51oVHYv4hkvaAiK7bdu2Ubdu3RzHOnXqxPvvv89PP/10ubcXEckzs+IP8Ouu3ZT46h5Y9DK4nSRXu4UuGa+zlSpA5irHIuI7LjvoXHvttUyaNOms4zExMWzcuPFyby8iclkSj6Xxc2IKvxxIYX/CYub7P0+N1NW4rf4kthzJruvGEhBUmpiKobx+ax1iKoZSPshfRcciPuKyh67ef/99mjZtyh9//MGAAQOoU6cOGRkZvPnmm5QsWTIv2igicslajl6KgZsnrd/wH9tX2Aw3O90R9El/il9/uAJ++FGrHIv4sMsOOrVq1eKnn34iNjaW+vXrY7fbcbvd2Gw2pkyZkhdtFBG5ZO93iyJ4fh+us2wGYJarJS86HiKNElrlWKQYuOxZV9nt27ePhIQELBYLDRs21PRyEfGKrKLj4fWPUW15fziRxCnTj5edvfjK1RrILMSZ17elCo5FiqB8n3W1b98+rrjiirOOX3HFFec8fuDAAS0aKCIFZvaGfTTeO5mqB2cBbk6XiuaWPx7ldyoBaJVjkWLkkoqRGzduzKOPPsratWvPe01KSgqTJ0+mTp06zJo165IbKCJyMbKKjn/dsYOOG59kgP1/WHBzrMYd/NTufxwNvFIFxyLF0CX16Gzbto0RI0Zw0003YbfbadSoEZGRkZQoUYJjx46xdetWtmzZQqNGjXjjjTfo2LFjXrdbRCSHlqOX0sLyM2PtE7jKSCXN9OdFx0PM2nwdbN4CwIYX26ngWKSYuawandOnTzN//nxWrFjBnj17OHXqFOXKlaNBgwbceOONhX4jT9XoiBRdnsX/Ol1F3Yggtn/xAtHb/4PFMPnVHUUfRz92mplD5lrlWMS3FNjKyCVKlKB79+507979cm4jIpJrs+IPsGbXURb9mEDd42OouXcVGPCZ83qGOR8gnX+GpbTKsUjxddnTy0VECopnt3EDvtl0kFaWTTz0y0QgFZe9JNsavsbzy8IzVzc2VXQsInmwMnJ+mThxInXr1iUkJISQkBCaNWvGggULPOdN02To0KFERkYSEBBAmzZt2LJlixdbLCL5reXopXQZv5Ku78XxUPrHfOw3mtKkstVdmXYnXqXzsnDKB/mr6FhEPHLdo7NixQquu+46Vq1aRYsWLfKjTQBUqlSJUaNGUb16dQCmT59O165d2bhxI1dffTVjxozh7bffZtq0adSoUYPhw4fTvn17tm/fTnBwcL61S0S8Z2zP+rz51RLetr1HE8t2AD5xtmO4815cFn/G3lGPjjHhWuVYRDxy3aOzYMEC1qxZw/z58/OjPR5dunShU6dO1KhRgxo1avD6668TFBTEjz/+iGmajB07lhdeeIHu3btTp04dpk+fTlpaGp999lm+tktECtbmxGTu+uBHNicm063kFpYFv0QTy3aOmwH0yejHS86HSMePOX1a0K1BRfxtVoy/d+bUKscikqugM2zYMJxOJzfccANOp5NXX301v9qVg8vlYsaMGZw8eZJmzZqxe/dukpKS6NChg+caf39/WrduzerVq897n/T0dFJTU3N8iUjhNiv+AOt2/cHxuc/DZz2wpR9js7sqnTNG8K27qXYbF5ELytXQ1SuvvMLkyZN57bXXKFWqFI888kh+tQuAn3/+mWbNmnH69GmCgoKYPXs2tWvX9oSZsLCwHNeHhYWxd+/e895v5MiRDBs2LF/bLCKXL3vR8bqETXzp9xbXHP4981z0fTy6sxNhFUJ4vXEUX6zbz6Hk06rDEZFzynWNjtPpZODAgfznP//Jj/bkULNmTRISEkhOTmbmzJk88MADxMXFec4bZ/xTzjTNs45lN2TIEAYMGOD5PjU1laioqLxvuIhclpajlwLQ3rKeT+3/oZTlJKlmIM86HuP7n5sAJj++1EJ1OCLyr/J0U8/81q5dO6pVq8Zzzz1HtWrViI+Pp0GDBp7zXbt2pVSpUkyfPv2i7qcFA0UKj+wLAO7+4xh/zRnCg9bMmZYJ7mrEOvqSaFbQ4n8ikqvP70I7vfxcTNMkPT2dqlWrEh4ezqJFizznMjIyiIuLo3nz5l5soYhcqqwFAJesWUfXDQ95Qs5kZyd6ZLxColkBwFN0LCJyMS5rwcC9e/eyefNmwsLCaNKkSV61CYDnn3+ejh07EhUVxfHjx5kxYwbLli3ju+++wzAM+vfvz4gRI4iOjiY6OpoRI0YQGBjI3XffnaftEJH8c+YCgDda1vLwlg+ANDLsITx58lGWmA0x0eJ/InJpLjnofP755/Tq1QuHw4FhGDRo0IAFCxZQvnz5PGnYH3/8wX333cehQ4cIDQ2lbt26fPfdd7Rv3x6AQYMGcerUKXr37s2xY8e49tprWbhwodbQESlCsmpx/HDwvO0zevl9D8AGdzR9j/flIOWoWymUnio6FpFLdMk1OldddRUtW7bk+eefZ//+/Tz77LPExMQwZcqUvG5jvlGNjoh3zdl4gPe++p6xtneJsewBYJKzC286e4DFzqjuMdzWsBKGYWCapoqORQTI3ef3JQcdPz8/duzYQeXKlQHYvn0711xzDSdPnryU23mFgo5Iwcux63jyElxf98XqOMFfZhADHE+yzJ05wWBe35baiFNEzqlAdi93Op0EBAR4vq9ZsyZut5ukpCTCw8Mv9bYi4uNmxR8gftchMuZMhCNzsAJr3TV5yhHLIbOsanFEJE9dVjHy9OnTadGiBXXr1iUoKAibzUZaWlpetU1EfET2ouPNCeuY4/cWtY7sw8Rgb+0n6PNrGyIqBBGrWhwRyWOXHHRatmzJ8OHDOX78OBaLhapVq3L69GmmTJlCu3btaNiwoYaDRAT4p+i4q2Uln9inUNKSzhEzhKcdvVkRXxdwsVYLAIpIPrjsBQN37NjBhg0biI+PZ8OGDWzcuJHk5GQsFgvR0dFs27Ytr9qa51SjI5J/stfi7D10hFNzB3KHNTPwrHHV5ilHHw5TWgsAikiuFUiNTpasdWzuvPNOz7Hdu3ezfv16Nm7ceLm3F5EiKmsBwBWrVtLnyHCwbsNtGoxz3co4Z3fcf69XOqdPCxUdi0i+ueygcy5Vq1alatWq9OjRIz9uLyKF1JkLAN5ujePhbVOBDE77l+PB44/zo3m1FgAUkQKTL0FHRIqnrFqcQE7zmn0qt9lXALDCVYenU/pwhFAtACgiBUpBR0QuW1Y9zoD20Xy3ZAnjrO9S3XIQl2nwtrMH77tuwWqx8ma2BQBVdCwiBUFBR0QuW2Y9zhHusi1hXomxWFzpHDLL0C8jlnXmVcDZtTiGYSjkiEi+U9ARkUuSvR5nScLvjLNP5JZ9awBY6qrHM44n+YsQ1eKIiFcp6IjIJcmqx7na2MN0+ziqWpNwmhbGOHsy2XUzJhZev7WOanFExKsUdETkomVfG2fsHfXYOOtNnrd+gr/h5IBZlr4ZfYk3a2A14M0e9bj1mkqqxRERr1LQEZGLlrU2zrfrtjPEMYFutq8BWORqyEDH46QQBMDXsf9syKlaHBHxJgUdEbmgM9fGqWvs5L5N/YHDuA0bwzPuYqr7JkwM1eOISKGjoCMiF5RViwMmD1m/Y7DfZ/jhYr+7PH0c/dhsVtPaOCJSaCnoiMg5ZV8bZ/riBEZZJ9HeugGABa7GPOd4jDRLEG/eprVxRKTwUtARkXPKqsdpG7SHNWVexe/EAdJNG6877+FjVwfAYJ7WxhGRQk5BR0Q8stfjzEtI5DHrN/T67UtsuNjjDiPW0Y9fzKqqxRGRIkNBR0Q8supxSpPKW/ZJ3GBPAOAbV1OGOB7hBIFaG0dEihQFHRHJUY+zask8xtreI8L4i3TTzjDn/XzmugGrYfCO1sYRkSJGQUdEmBV/gB93/cnDzKav32QM08VOdwSxjn5sMysDWhtHRIomBR2RYip7Pc7KhG1Mt4+l1cGfAZjlaslLjoc4SQnV44hIkaagI1JMZdXjNLVs5VP7eMKsyZwy/XjZ2YuvXK0BQ/U4IlLkKeiIFDNZ9TjPtLsS17I36WudidUw2eGuSG/HU+wwK2mvKhHxGQo6IsXMrPgD/L5rJ68f/4grbesB+NLZmlecD3CKEoDqcUTEdyjoiBQD2etxkhK+Y77/u5Q/noLTGsCgUw8w290KE1SPIyI+R0FHpBhoOXopFtw8ZZvJ+9Y5WAyTX91R9Envx06zIoDqcUTEJynoiPiwrHqcl1qVos6Pz3CtZRsAnzuvZ5jzfk7jr3ocEfFpCjoiPmxW/AHse5Zw5+H/UNKSzAmzBM87Hmauu4XnGtXjiIgvU9AR8TGeehzTSdTGNxnqNwuckBJSk25/PsYeMwJQPY6IFA8KOiI+ImuYas2uo4RzlHF+43nYsh2AT5ztGH74XtLJrL1RPY6IFBcKOiI+Ylb8AdbsOkpspV089OcoyhgnOG4GMNjxKN+6mwKoHkdEih0FHZEiLPu08QUJ+xhs+4wnjswDA352V6GP4yn2mWGe61WPIyLFjYKOSBGWtY1DRf5kot97XGP7HYCpzhsZ6bybDOyA6nFEpPhS0BEpgrLqcQa0j2brkhmMsk2ilHGSVDOQZx2P8b27CQBRpQN4ok011eOISLGloCNSBM2KP8D6XX/Qz/kR/exfAJDgvpJYRz8SzQoAzO7dnPpRpTAMQ/U4IlJsKeiIFBHZ63E2JGzkK7+3qH94FwAfOjsyxnkXGdg8w1R2qwXDMADV44hI8aWgI1LIZZ82DnCjZS2f2j8gxJJGslmSgY4n+MHdENC0cRGRMynoiBRyWdPGr68ewvV7x3G/dSEA8e7q9M3oywHKa9q4iMh5KOiIFELZh6m+2XSQykYSgxJfpJY1c6hqkrMLbzp74Pz7/8KaNi4icm4KOiKFUNa0cYDOljWM9PuQYE7xlxnEAMeTLHM3ADRtXETk3yjoiBQymxOTqV4+iINHjvGC9WPusS0GYK27Jv0yYkmirKaNi4hcJAUdkUJmVvwB3Ed+Y1Hw+1TM2IXbNHjfdQvvOG/HhVXTxkVEckFBR6QQyF6T49w4g2/8/kPJjHSOmCEMcPRmubsuhgFo2riISK4o6Ih4Ufap4yVI51XbNIbb4sCA1a7aPOXow5+UBiCmYqiGqUREcklBR8SLsqaO31nlBA8fHEa05QBu02Cc61bGObvjxoLVgLfuqE/X+pEaphIRySUFHZEClmPqeMIBeliXMTRpGiUsGRw2S/GUow9r3Fd7rs8+dVwhR0QkdxR0RArQ5sRkbhm/CoBATjPc/hHd7SsBWO6KYYCjN0fIWg9HU8dFRC6Xgo5IAZoVfwCAWpZ9jLe9SzXLIVymwdvOHrzvugUTi6aOi4jkIQUdkXx25lDVXdbFvGL/mBI4OGSWoV9GLOvMqwDtOC4iktcUdETyUfahqpKcYoR9Cl3tqwFY6qrHAMeTHCNEO46LiOQTBR2RfJQ1VHW1ZQ/jbe9S1fIHDtPKG847mOy6GRMLPRpWYvsfxzVMJSKSDxR0RPLYmUNV91oX8bL9E/xwkmiWo19GLPFmDQC+iW1BTKVSmKapYSoRkXygoCOSx7I25AwmjdH2D+hkXwvAIldDBjoeJ4Ugz1CVhqlERPKXxdsNOJ+RI0fSuHFjgoODqVChAt26dWP79u05rjFNk6FDhxIZGUlAQABt2rRhy5YtXmqxyD8bcta37OJbvyF0sq4lw7TyquM+HnUMIIUgejSsREzFUMoH+WuoSkQknxXaHp24uDj69OlD48aNcTqdvPDCC3To0IGtW7dSsmRJAMaMGcPbb7/NtGnTqFGjBsOHD6d9+/Zs376d4OBgL/8GUhzN2pBIq7++4nm/z7HhZL+7PLGOvmwyqwMaqhIRKWiGaRaNJcn+/PNPKlSoQFxcHK1atcI0TSIjI+nfvz/PPfccAOnp6YSFhTF69Ggef/zxf71namoqoaGhpKSkEBISkt+/gviorJocW3oyf3zyMG1YB8ACV2OeczxGKiU9Q1Xz+v6zyrGIiFya3Hx+F9oenTOlpKQAUKZMGQB2795NUlISHTp08Fzj7+9P69atWb169TmDTnp6Ounp6Z7vU1NT87nV4uuypo9fY/zGOL/x1DKOkG7aGO68l09c7YHMGhxtyCki4h1FIuiYpsmAAQNo2bIlderUASApKQmAsLCwHNeGhYWxd+/ec95n5MiRDBs2LH8bK8XK7A37ecz6Dc/avsRuuNjjDqOPox9bzKoA2pBTRMTLikTQiY2NZfPmzaxcufKsc1mzVrKYpnnWsSxDhgxhwIABnu9TU1OJiorK28aKz/tnqOoYN2zsx3X2eAC+cTVliOMRThDouVYbcoqIeFehDzp9+/Zl7ty5LF++nEqVKnmOh4eHA5k9OxEREZ7jhw8fPquXJ4u/vz/+/v7522DxaVlDVY2MX/8eqvqLdNPOMOf9fOa6gayhKm3IKSJSOBTa6eWmaRIbG8usWbNYsmQJVatWzXG+atWqhIeHs2jRIs+xjIwM4uLiaN68eUE3V4qJ2Rv209v6NTP8hhNp/MVOdwTdMl7lM1dbskKOpo+LiBQehbZHp0+fPnz22Wd8/fXXBAcHe2pyQkNDCQgIwDAM+vfvz4gRI4iOjiY6OpoRI0YQGBjI3Xff7eXWi6/YnJjM0K+3cG+zytQKSaf9xlia2xMAmO1qwYuOhzhJgOd6TR8XESlcCm3QmThxIgBt2rTJcXzq1Kn06tULgEGDBnHq1Cl69+7NsWPHuPbaa1m4cKHW0JE8Myv+APH7k7EnrmGc33vUMpI5ZfrxsrMXX7lac+ZQlVY6FhEpXIrMOjr5QevoyLlk36vqwSlruDP9K/rbZmI1THa4K9LH0Y/fzH+K2LNvyjm3bwsiQgMucHcREblcPrmOjkhByCo2BihHCmPtE2hp/wWAr5yteNnZi1OU8FyvoSoRkcJNQUckm1nxBwBobtnCu/bxlDdSSDP9edHxILPcrTzXaahKRKRoUNCRYi/7UNW3Cft52vY/+tpmY8HkV3cUfRz92GlWBCC6QhC9WlThi3X7tdKxiEgRoKAjxVr2oaryHONd+wSa27YC8LnzeoY57+c0/p4enLfvqEdMpVLc3eQKDVWJiBQBCjpSrGUNVV1n+Zm37RMob6Ry0vTnecfDfO1uCeQsNi4XnLngpIaqRESKBgUdKXayD1XNT9jPM7Yv6WP7GgsmW92V6ePox24zc7VtFRuLiBRtCjpS7LQcvRSAcI4y3m8CTWy/AvBfZ1tec95HOn4qNhYR8REKOlLsXBddDuvORbxtn0gZ4wTHzQCGOB5hnrsZkHOoSsXGIiJFm4KO+Lzs2zjUKF+CdokTeMDvawB+dlehj+Mp9pmZG8FqqEpExLco6IjPy9rG4Y/9O3jP7z0esPwOwFTnjYx03k0Gds+1GqoSEfEtCjrik7IXHH+z6SDtLet5w/4fShknSTUDedbxGN+7mwBgMaBiqQBOO9waqhIR8TEKOuKTsgqO7TgZbPuch/0WAJDgrkasoy+JZgXPtXNjW3J1ZIiGqkREfJCCjvik66LLsef3LYy3v0c9yy4APnDezBvOnjj+fuyzZlZl/llDVSIivkhBR3xCjoLjsGAiDnzPBL/3CTFOccwM4hnHEyxxXwNoGwcRkeJEQUd8QlbB8Zb9h3nB9iljbIvAgPXuGvTN6Mshynqu1TYOIiLFh4KOFFlnFhxXMQ4xwT6Oqy17AZjo7MJbzh44seUoONY2DiIixYeCjhRZWQXHAF0sqxnp9yFBxmmOmsEMcPQmzl3Pc14FxyIixZOCjhRZ10WXY+2Og7xi+5i7bUsA+Ml9Ff0yYvmDMoAKjkVEijsFHSlSftiaxLuLf+ehFlU4eWAbc/zeopZlH27TYLyrK+86b8OFVQXHIiICKOhIEfPIxxsAiPvfBD6xT6GkJZ0/zRCedvRhpTvGc50KjkVEBBR0pAjI3otTzt/Js66P6GlbBsBqV22ecvThT0qr4FhERM6ioCOFXlYvzoSvvuVT+zhq2hJxmQbvOm9jvKsbbiyACo5FRORsCjpSKGWfOh7kb6Gjcwmv2qYRYGTwh1mKpxyx/OiuDYAB/F1vrB4cERHJQUFHCqWsqeOBnGa4/SO621cCsNwVw9OO3hwlFIA+11djxY4jKjgWEZFzUtCRQum66HL8+Xs84+3jqG45iMs0eMvZg4muWzD/HqoC6FgngoEdamq4SkREzklBRwoNT9Fx88rUTJzJZL+PKGE4OGSWoV9GLOvMq4Cze3E0XCUiIuejoCOFxiMfbyCINKxzhvOidQ0YsNRVjwGOJzlGiOc69eKIiMjFUtARr8o+dbyR/z7eMN+hquUPnKaFN5w9+cB1MyaWHFPH1YsjIiIXS0FHvCpz6rjJhplv8qntv/hbHBwwy9I3oy/xZg3PdZo6LiIil0JBRwpc9l6ccP90XnJP5GbrWgAWua7hWcfjJBMMaOq4iIhcHgUdKXBZCwB+9NVsvrCPo7L1MA7TyijnXUxxdSQz3mjquIiIXD4FHSkQ2Xtxgvwt3O6cz/O2T/EzXCSa5YjN6EeCWT3Ha1R0LCIil0tBRwpEVi/OK1+u4k37ZG6yrwPge1cjnnU8RipBgKaOi4hI3lLQkXyTsxfHSvWM7Yz3G0cl4wjppo0RznuY7upA1lAVqBdHRETyloKO5JusXpwBX27kEesCBvnNwG642OuuQB9HP34xrwTUiyMiIvlHQUfyVOKxNNbu/oupq/YQYLfi70jmLfsk2lo3AjDP1ZQhjkc4TqDnNerFERGR/KKgI3kqazNOgIbGdt7zf49I4y/STTuvOu/jU1dbwFAvjoiIFAgFHckTWfU49157BZ/+tIcnrPN4xvYlNsPNTncEsY5+bDMre65XL46IiBQEBR3JE1n1OAcP7GOafSKtrZsBmO1qwYuOhzhJgHpxRESkwCnoyCU7sx6nrvMXxvm9R5iRzCnTj5edvfjK1ZqsWVXqxRERkYKmoCOXLKsex4KbPtY59PebidUw2eGuSB9HP34zowCIrhBEcppDvTgiIlLgFHQk17LX43z/02besU+gpXULAF85W/GysxenKOG5/u076lEjPFgBR0RECpyCjuRaVj1O8KFVzPefQHkjhTTTnxcdDzLL3QrIuTZOuWB/hRwREfEKBR25KNnrcUraDR4zv6KvdTYWw+RXdxR9HP3YaVb0XK96HBERKQwUdOSiZNXjVOAYU/zG09S6DYDPndczzHk/p/EHVI8jIiKFi4KOXFD2epx9677hbftEyhmpnDT9GeJ4hLnuFjmuVz2OiIgUJgo6ck6bE5MZOf9X1uw6ihUXN/7xAa/a52IxTLa6K9PH0Y/dZgSgehwRESm8FHTkLInH0vhg+S7W7DpKlPUv3rK+RxPLdgD+62zLa877SMfPc73qcUREpLBS0BGPrILjAV9uAqCNZSNv2yZSxjjBcTOAwY5H+dbd1HO96nFERKSwU9ARj6yCYxtOBtq+5AnbPAB+dlch1tGPvWZ4jutVjyMiIoWdgo54enIqlQ7APLaP9/ze4xrL7wBMdd7ISOfdZGAHVI8jIiJFi4JOMZa94BigvWU9b/j/h1LGSVLNQAY5HuM7d5Mcr1E9joiIFCUKOsXYx6v3smbXURpXKslNSZN42LYAgAT3lcQ6+pFoVvBcq3ocEREpihR0ipnsKxz/fCCFKOMPXjz8HvVsuwCY7OzEGOedOP5+NKqXL0nKKSfTH2pM2SANVYmISNFi8XYDzmf58uV06dKFyMhIDMNgzpw5Oc6bpsnQoUOJjIwkICCANm3asGXLFu80tojYnJhMy9FLGfDlJn4+kMJNlrV86/c89Sy7SDZL8nDGM7zuvNcTcgDe6VmflYOvJ7JUoEKOiIgUOYU26Jw8eZJ69eoxfvz4c54fM2YMb7/9NuPHj2fdunWEh4fTvn17jh8/XsAtLRqy1sYB8CeDYbapTPIbS4hxivXuGnRKH8lid0PP9dEVgigf5K+CYxERKdIK7dBVx44d6dix4znPmabJ2LFjeeGFF+jevTsA06dPJywsjM8++4zHH3+8IJtaqJ25Nk5lI4kJ9nHUsewBYKKzC285e+A841HQ1HEREfEFhTboXMju3btJSkqiQ4cOnmP+/v60bt2a1atXK+j8bXNiMreMX+X5votlNSPsUwg2TnHUDOYZx5Msc9f3nNfUcRER8TVFMugkJSUBEBYWluN4WFgYe/fuPe/r0tPTSU9P93yfmpqaPw0sBM4cqnrF9jF325YA8JP7KvplxPIHZQCoVr4kKWkO7m1aWVPHRUTEpxTJoJPFMIwc35umedax7EaOHMmwYcPyu1ledeZQ1ZXGQSbYx1HLsg+3aTDB1ZWxzttw8U+QGduzfo5hKoUcERHxFUUy6ISHZ25FkJSUREREhOf44cOHz+rlyW7IkCEMGDDA831qaipRUVH519ACduZQVVfLSkbYp1DSSOdPM4SnHX1Y6Y7xnM9aG0fDVCIi4quKZNCpWrUq4eHhLFq0iAYNGgCQkZFBXFwco0ePPu/r/P398ff3L6hmFqjsQ1UlSGeYbTo9bcsAWO2qzVOOPvxJaUBr44iISPFRaIPOiRMn+P333z3f7969m4SEBMqUKcMVV1xB//79GTFiBNHR0URHRzNixAgCAwO5++67vdjqgpd4LI1jJx10Gb8SgOpGIhPs46hpScRtGrzr7M57rltxZ1tJ4J0zhqpERER8VaENOuvXr+f666/3fJ815PTAAw8wbdo0Bg0axKlTp+jduzfHjh3j2muvZeHChQQHB3uryV6RteM4wO3WOF61TSPQSOdPM5R+jljWuK/2nNdQlYiIFDeGaZqmtxvhLampqYSGhpKSkkJISIi3m5MrmxOTGfr1Fk5kOEn84wiv2adym3UFACtcdXja0YcjhAL/DFV9HdtcQ1UiIlLk5ebzu9D26Mj5ZdXjxO9P5ipjH3P9xlHdchCXafC2swcTXbdoqEpERAQFnSIl59Rxk7usS3jF9jElDAdJZmn6ZcSy1qzluT4sxB+3Gw1ViYhIsaWgU4Rk1eOU5BQj7FPoal0NwFJXPZ5xPMlf/NN9VzrQzuzeGqoSEZHiTUGnCPhhaxLvLv6dmmFBWA//wnj7OK60JOE0LYxx9mSy62bMv4eqDMAEPurVmMhSgV5tt4iIiLcp6BRiWQXH8fuTAZN7rT/wkt9/8TccHDDL0jejL/FmjRyvqf73zKrw0BJeabOIiEhhoqBTSP2wNYnnZv7M0ZMZBJPGKPsH3GxdC8Ai1zUMdDxBCkGe67UIoIiIyNkUdAqZrAUAH/l4AwAxxi7G28dR2XKYDNPKaOddTHF1JHOQCioE+2GaBh8/3EQBR0RE5AwKOoVI4rG0bAsAmvSyfs/ztk/xM1zsd5cn1tGXTWb1HK+Z8kBjTR0XERE5DwWdQiQr5IRwgjH2ydxkXQfAd67GDHI8Riolc1xfOtCuqeMiIiIXoKBTCGSfVRVwOIHxfuOoZBwh3bQxwnkP010dyBqqgsytHI6dzGBm7+ZEhAZ4r+EiIiKFnIKOl/2wNenvehyTR6zzec5vBnbDxV53Bfo4+vGLeaXnWhUci4iI5I6Cjpdk9eL8fCCFUhznTfsk2lk3AjDPdS1DHI9ynH/WwSkdaFfBsYiISC4p6HjBP7040NDYzji/8VQ0jpJu2nnNeS//dbUja6gqLMQfl8tkZu/mWgBQREQklxR0ClD2vaoM3Dxhncczti+xGW52ucOJdfRjq1klx2s+vL+RZlWJiIhcIgWdApK9F6cMqbxtn0gb6yYA5ria84LjYU6Ss7BYs6pEREQuj4JOAcgecpoY2xjnN55w4xinTTuvOHvxhasNmlUlIiKS9xR08tGZQ1W9rXMZYPsKq2HyuzuS3o6n+M2MyvGa0oF2zaoSERHJIwo6+ST7KsdlSeEd+/u0sv4MwEzXdbzkeJA0/tl4M3svjoqORURE8oaCTj7IHnKaWrYyzj6eCkYyp0w/XnI+yP9crXNcr14cERGR/KGgk8eyQo4FN32sc+hvm4nVMPnNXZE+jqfYYVbKcX2pABtz+rRQL46IiEg+UNDJQ1khpxwpjLWPp6V1CwBfOVvxsrMXp84zVFW5bMnz3VJEREQug4JOHsoarnrR/gktrVtIM/150fEgs9ytclynoSoREZGCYfF2A3zJ2J71sVkMhjvuY4WrDl0yhp8VcrIPVSnkiIiI5C/DNE3T243wltTUVEJDQ0lJSSEkJCRP7vnLgRQ6v7fynOdKBdj4OralhqpEREQuQ24+v9WjU0AUckRERAqeanTyWNkgP8oH+RMW6s+djaP4cn0iB4+dUtGxiIiIF2joKo+HrgDSnS78rBYMw8A0TTJcbtXjiIiI5JHcfH6rRycfZA81hmEo5IiIiHiJanRERETEZynoiIiIiM9S0BERERGfpaAjIiIiPktBR0RERHyWgo6IiIj4LAUdERER8VkKOiIiIuKzFHRERETEZxXrlZGzdr9ITU31cktERETkYmV9bl/MLlbFOugcP34cgKioKC+3RERERHLr+PHjhIaGXvCaYr2pp9vt5uDBgwQHB2MYhrebk+dSU1OJiopi//79ebppaXGk9zJv6f3MW3o/85bez7yTX++laZocP36cyMhILJYLV+EU6x4di8VCpUqVvN2MfBcSEqL/s+YRvZd5S+9n3tL7mbf0fuad/Hgv/60nJ4uKkUVERMRnKeiIiIiIz1LQ8WH+/v688sor+Pv7e7spRZ7ey7yl9zNv6f3MW3o/805heC+LdTGyiIiI+Db16IiIiIjPUtARERERn6WgIyIiIj5LQUdERER8loJOEff+++9TtWpVSpQoQcOGDVmxYsV5r122bBmGYZz19euvvxZgiwun5cuX06VLFyIjIzEMgzlz5vzra+Li4mjYsCElSpTgyiuvZNKkSfnf0CIit++nns3zGzlyJI0bNyY4OJgKFSrQrVs3tm/f/q+v0/N5tkt5L/Vsnt/EiROpW7euZzHAZs2asWDBggu+xhvPpYJOEfbFF1/Qv39/XnjhBTZu3Mh1111Hx44d2bdv3wVft337dg4dOuT5io6OLqAWF14nT56kXr16jB8//qKu3717N506deK6665j48aNPP/88/Tr14+ZM2fmc0uLhty+n1n0bJ4tLi6OPn368OOPP7Jo0SKcTicdOnTg5MmT532Nns9zu5T3MouezbNVqlSJUaNGsX79etavX88NN9xA165d2bJlyzmv99pzaUqR1aRJE/OJJ57Iceyqq64yBw8efM7rly5dagLmsWPHCqB1RRdgzp49+4LXDBo0yLzqqqtyHHv88cfNpk2b5mPLiqaLeT/1bF68w4cPm4AZFxd33mv0fF6ci3kv9WzmTunSpc0PP/zwnOe89VyqR6eIysjIYMOGDXTo0CHH8Q4dOrB69eoLvrZBgwZERETQtm1bli5dmp/N9Flr1qw5672/8cYbWb9+PQ6Hw0utKvr0bP67lJQUAMqUKXPea/R8XpyLeS+z6Nm8MJfLxYwZMzh58iTNmjU75zXeei4VdIqoI0eO4HK5CAsLy3E8LCyMpKSkc74mIiKCDz74gJkzZzJr1ixq1qxJ27ZtWb58eUE02ackJSWd8713Op0cOXLES60quvRsXhzTNBkwYAAtW7akTp06571Oz+e/u9j3Us/mhf38888EBQXh7+/PE088wezZs6ldu/Y5r/XWc1msdy/3BYZh5PjeNM2zjmWpWbMmNWvW9HzfrFkz9u/fz5tvvkmrVq3ytZ2+6Fzv/bmOy7/Ts3lxYmNj2bx5MytXrvzXa/V8XtjFvpd6Ni+sZs2aJCQkkJyczMyZM3nggQeIi4s7b9jxxnOpHp0iqly5clit1rN6bw4fPnxWYr6Qpk2bsmPHjrxuns8LDw8/53tvs9koW7asl1rlW/Rs5tS3b1/mzp3L0qVLqVSp0gWv1fN5Ybl5L89Fz+Y//Pz8qF69Oo0aNWLkyJHUq1ePd99995zXeuu5VNApovz8/GjYsCGLFi3KcXzRokU0b978ou+zceNGIiIi8rp5Pq9Zs2ZnvfcLFy6kUaNG2O12L7XKt+jZzGSaJrGxscyaNYslS5ZQtWrVf32Nns9zu5T38lz0bJ6faZqkp6ef85zXnst8LXWWfDVjxgzTbrebU6ZMMbdu3Wr279/fLFmypLlnzx7TNE1z8ODB5n333ee5/p133jFnz55t/vbbb+Yvv/xiDh482ATMmTNneutXKDSOHz9ubty40dy4caMJmG+//ba5ceNGc+/evaZpnv1e7tq1ywwMDDSffvppc+vWreaUKVNMu91u/u9///PWr1Co5Pb91LN5fk8++aQZGhpqLlu2zDx06JDnKy0tzXONns+LcynvpZ7N8xsyZIi5fPlyc/fu3ebmzZvN559/3rRYLObChQtN0yw8z6WCThE3YcIEs3Llyqafn595zTXX5Jgm+cADD5itW7f2fD969GizWrVqZokSJczSpUubLVu2NL/99lsvtLrwyZpCeubXAw88YJrm2e+laZrmsmXLzAYNGph+fn5mlSpVzIkTJxZ8wwup3L6fejbP71zvI2BOnTrVc42ez4tzKe+lns3ze+ihhzyfP+XLlzfbtm3rCTmmWXieS8M0/64EEhEREfExqtERERERn6WgIyIiIj5LQUdERER8loKOiIiI+CwFHREREfFZCjoiIiLisxR0RERExGcp6IiIiIjPUtARERERn6WgIyI+bdSoUTRr1szbzRARL1HQERGftmnTJurVq+ftZoiIlyjoiIhP27RpE/Xr1/d2M0TESxR0RMRnbNu2jTZt2hAQEECDBg1Yv349v/32m3p0RIoxBR0R8Qm//vor1157LY0aNeKXX37h5ZdfpmvXrpimSd26db3dPBHxEsM0TdPbjRARuVxt27YlMjKSTz75xHPsrrvuIj4+nu3bt7Nr1y62bNlCly5dvNhKESloNm83QETkcu3du5clS5YQHx+f47jdbvcMWy1YsIC0tDQFHZFiRkNXIlLkJSQkYLPZiImJyXE8Pj6e+vXrExcXx4svvsjkyZNp0KABp06d8lJLRaSgqUdHRIo8i8WC2+0mIyMDmy3zP2vz589ny5Yt1K9fn9atW1OnTh0+++wzoqKivNxaESlI6tERkSKvYcOG2O12Bg4cyK5du5g7dy6PPvoogGfoKjExUSFHpBhS0BGRIi8yMpIPP/yQb775hkaNGvHuu+/ywAMPUK5cOSpWrEhiYiIVK1b0djNFxAs060pEfN6KFSt47733+PLLL73dFBEpYOrRERGfV6dOHXbs2EFMTAy//vqrt5sjIgVIPToiIiLis9SjIyIiIj5LQUdERER8loKOiIiI+CwFHREREfFZCjoiIiLisxR0RERExGcp6IiIiIjPUtARERERn6WgIyIiIj5LQUdERER8loKOiIiI+CwFHREREfFZ/wcKDPQjd5MqDgAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -754,12 +751,14 @@
     "dGrid = np.exp(DivProc.getLogdGrid())\n",
     "\n",
     "# Plot both\n",
-    "plt.figure()\n",
-    "plt.plot(dGrid, aSol(dGrid), \"*\", label=\"Analytical solution\")\n",
-    "plt.plot(dGrid, logUtilEcon.EqPfun(dGrid), label=\"Numerical solution\")\n",
-    "plt.legend()\n",
-    "plt.xlabel(\"$d_t$\")\n",
-    "plt.ylabel(\"$P^*(d_t)$\")"
+    "fig = plt.figure()\n",
+    "ax  = fig.add_subplot(111)\n",
+    "ax.plot(dGrid, aSol(dGrid), \"*\", label=\"Analytical solution\")\n",
+    "ax.plot(dGrid, logUtilEcon.EqPfun(dGrid), label=\"Numerical solution\")\n",
+    "ax.legend()\n",
+    "ax.set_xlabel(\"$d_t$\")\n",
+    "ax.set_ylabel(\"$P^*(d_t)$\")\n",
+    "make_figs(\"logUtility\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Lucas-Asset-Pricing-Model\")"
    ]
   },
   {
@@ -783,9 +782,16 @@
    "id": "measured-password",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure iidDividends in Figures/Lucas-Asset-Pricing-Model\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -818,13 +824,14 @@
     "dGrid = np.exp(iidDivs.getLogdGrid())\n",
     "\n",
     "# Plot both\n",
-    "plt.figure()\n",
-    "plt.plot(dGrid, aSolIID(dGrid), \"*\", label=\"Analytical solution\")\n",
-    "plt.plot(dGrid, iidEcon.EqPfun(dGrid), label=\"Numerical solution\")\n",
-    "plt.legend()\n",
-    "plt.xlabel(\"$d_t$\")\n",
-    "plt.ylabel(\"$P^*(d_t)$\")\n",
-    "plt.show()"
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot(111)\n",
+    "ax.plot(dGrid, aSolIID(dGrid), \"*\", label=\"Analytical solution\")\n",
+    "ax.plot(dGrid, iidEcon.EqPfun(dGrid), label=\"Numerical solution\")\n",
+    "ax.legend()\n",
+    "ax.set_xlabel(\"$d_t$\")\n",
+    "ax.set_ylabel(\"$P^*(d_t)$\")\n",
+    "make_figs(\"iidDividends\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Lucas-Asset-Pricing-Model\")"
    ]
   },
   {
@@ -854,9 +861,16 @@
    "id": "3cb3d0e4",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure randomWalk in Figures/Lucas-Asset-Pricing-Model\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -892,13 +906,14 @@
     "dGrid = np.exp(rw_divs.getLogdGrid())\n",
     "\n",
     "# Plot both\n",
-    "plt.figure()\n",
-    "plt.plot(dGrid, a_sol_rw(dGrid), \"*\", label=\"Analytical solution\")\n",
-    "plt.plot(dGrid, rw_econ.EqPfun(dGrid), label=\"Numerical solution\")\n",
-    "plt.legend()\n",
-    "plt.xlabel(\"$d_t$\")\n",
-    "plt.ylabel(\"$P^*(d_t)$\")\n",
-    "plt.show()"
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot(111)\n",
+    "ax.plot(dGrid, a_sol_rw(dGrid), \"*\", label=\"Analytical solution\")\n",
+    "ax.plot(dGrid, rw_econ.EqPfun(dGrid), label=\"Numerical solution\")\n",
+    "ax.legend()\n",
+    "ax.set_xlabel(\"$d_t$\")\n",
+    "ax.set_ylabel(\"$P^*(d_t)$\")\n",
+    "make_figs(\"randomWalk\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Lucas-Asset-Pricing-Model\")"
    ]
   },
   {
@@ -919,9 +934,16 @@
    "id": "interstate-globe",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure approximation in Figures/Lucas-Asset-Pricing-Model\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -946,19 +968,20 @@
     "\n",
     "dGrid = np.exp(iidDivs.getLogdGrid())\n",
     "\n",
-    "plt.figure()\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot(111)\n",
     "for n in ns:\n",
     "    iidDivs = DivProcess(α=0.0, σ=σ, nApprox=n)\n",
     "    iidEcon = LucasEconomy(CRRA=CRRA, DiscFac=Disc, DivProcess=iidDivs)\n",
     "    iidEcon.solve()\n",
-    "    plt.plot(dGrid, iidEcon.EqPfun(dGrid), label=\"Num.Sol. $n^\\#$ = {}\".format(n))\n",
+    "    ax.plot(dGrid, iidEcon.EqPfun(dGrid), label=\"Num.Sol. $n^\\#$ = {}\".format(n))\n",
     "\n",
     "# Plot both\n",
-    "plt.plot(dGrid, aSolIID(dGrid), \"*\", label=\"Analytical solution\")\n",
-    "plt.legend()\n",
-    "plt.xlabel(\"$d_t$\")\n",
-    "plt.ylabel(\"$P^*(d_t)$\")\n",
-    "plt.show()"
+    "ax.plot(dGrid, aSolIID(dGrid), \"*\", label=\"Analytical solution\")\n",
+    "ax.legend()\n",
+    "ax.set_xlabel(\"$d_t$\")\n",
+    "ax.set_ylabel(\"$P^*(d_t)$\")\n",
+    "make_figs(\"approximation\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Lucas-Asset-Pricing-Model\")\n"
    ]
   }
  ],
@@ -970,7 +993,7 @@
    "notebook_metadata_filter": "all,-widgets,-varInspector"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -984,7 +1007,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.18"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/MPC-Out-of-Credit-vs-MPC-Out-of-Income.ipynb b/notebooks/MPC-Out-of-Credit-vs-MPC-Out-of-Income.ipynb
index dd548def..00c7062c 100644
--- a/notebooks/MPC-Out-of-Credit-vs-MPC-Out-of-Income.ipynb
+++ b/notebooks/MPC-Out-of-Credit-vs-MPC-Out-of-Income.ipynb
@@ -27,8 +27,9 @@
     "# Here, we bring in an agent making a consumption/savings decision every period, subject\n",
     "# to transitory and permanent income shocks.\n",
     "import matplotlib.pyplot as plt  # We need this module to change the y-axis on the graphs\n",
-    "from HARK.utilities import plot_funcs\n",
+    "from HARK.utilities import plot_funcs, make_figs\n",
     "from copy import deepcopy\n",
+    "import numpy as np\n",
     "from HARK.ConsumptionSaving.ConsIndShockModel import KinkedRconsumerType\n",
     "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType"
    ]
@@ -232,31 +233,26 @@
      "output_type": "stream",
      "text": [
       "The XtraCredit consumption function allows the consumer to spend a tiny bit more\n",
-      "The difference is so small that the baseline is obscured by the XtraCredit solution\n"
+      "The difference is so small that the baseline is obscured by the XtraCredit solution\n",
+      "Saving figure cFunc in Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income\n",
+      "Saving figure mpc in Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income\n"
      ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApIAAAH5CAYAAAAyU95iAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAATJ9JREFUeJzt3QV4lXXjxvH7rAMYJTE2GmnWZWChiIVJChivioKKqAgoYiBg+4qIYCsioYKtLxYYxILRo2OAo9nYWJ/zv55H4Q9KbWx7Tnw/17XL8xw2zg1H2M2vHpvD4XAIAAAAKCOvsn4BAAAAYKBIAgAAoFwokgAAACgXiiQAAADKhSIJAACAcqFIAgAAoFwokgAAACgXH1Uxu92uHTt2qHr16rLZbFX98gAAADgF45jxgwcPKjQ0VF5eXs5TJI0SGR4eXtUvCwAAgDLKzMxUWFiY8xRJYyTycLAaNWpU9csDAADgFHJycsyBv8O9zWmK5OHpbKNEUiQBAACc16mWIbLZBgAAAOVCkQQAAEC5UCQBAABQLlW+RvJ0jwgqKiqyOgYqmK+vr7y9va2OAQAA3LVIGgVy06ZNZpmE+6lZs6YaNGjAGaIAALgBH2c7/PLPP/80R62MLecnOwATrsV4bw8dOqRdu3aZ1w0bNrQ6EgAAcKciWVJSYpYN4xT1oKAgq+OgggUGBpr/NcpkvXr1mOYGAMDFOdWQX2lpqflfPz8/q6Ogkhz+B0JxcbHVUQAAgDsVycNYP+e+eG8BAHAfTlkkAQAA4PwokgAAACgXiqSbaNq0qV555ZVjppDnzJljaSYAAODeKJIV4JZbbjGL2+GPOnXq6PLLL9eyZcssy2Qco9StWzfLXh8AALg/imQFMYqjUd6Mjx9//FE+Pj666qqrLMtjHPrt7+9v2esDAAD35+X0h1gXlVjyYbx2WRilzShvxkdkZKSGDx+uzMxM7d692/zxRx55RGeffbZ5/E3z5s01atSoY47AWbp0qS666CJVr15dNWrUUExMjFJSUo78+G+//abzzz/fPIvROKz9vvvuU15e3gnzHD21vXnzZvP6s88+M1/DyBAREaEFCxYc8zVlfQ0AAODZnOpA8n/KLy5Vu8e/t+S1Vz3VVUF+5fvtyc3N1dSpU9WyZUtzmttgFMT33nvPPGx9+fLluuOOO8znhg0bZv543759FRUVpUmTJpkHdaenp5v3pjZs2LDBHPEcM2aM3nnnHbOcDh482Px49913TzvXo48+qhdeeEGtWrUyH/fu3Vvr1683R08r6jUAAIDncOoi6Uq++uorVatWzXxsjOIZtwA0njt8m8fHHnvsmI0xDz30kKZPn36kSG7dulUPP/yw2rRpY14bZe+wcePGmUVzyJAhR37s1Vdf1QUXXGAWz4CAgNPKaLzmlVdeaT5+8skn1b59e7NIGq9ZUa8BAAAqXlFhgfz8ne97sVMXyUBfb3Nk0KrXLgtjytgoXIb9+/fr9ddfNze7LF68WE2aNNGMGTPMYmaM/BkjlsbtII0p7MOGDh2q//znP/rwww/VpUsX3XTTTWrRosWRaW9j485HH3105PONqXe73a5Nmzapbdu2p5WxU6dORx4fvte1cbtCo0hW1GsAAICKU1xUqLQ5/1WLVROVff10teiUJGfi1EXSWNdX3unlqhYcHGxOZR/21ltvKSQkRG+++aY5CmiM9hmjgF27djWfN0YjX3zxxSOf/8QTT6hPnz76+uuv9e2332r06NHm51x33XVm8bzrrrvMNYv/1Lhx49POeHiq/Og7zBhF0VBRrwEAAM6cw25X+g/TVGfhWCXYt5vPbfppgmsXSaPsGGXoaK1bt1ZGRkZF53J5RlEzprXz8/P1xx9/mKOSxrrEw7Zs2fKvrzE24xgfDzzwgLl+0VibaBTJ6OhorVq16piiWtGq4jUAAMCprUn5SaXfj1JU8Qrzep9qaF3bQYq+7gE5mzIP9xnr6n744Yf//wl8XGPEsLIVFhYqKyvryNT2a6+9Zo7yXX311crJyTHXQBojjHFxceao4+zZs498rVE2jfWRN954o5o1a6Zt27YpOTlZN9xww5Ed34mJiebGF2P62xj9NErf3LlzzdepCFXxGgAA4MR2bMrQn58NV8zBn83rAoevloTdrA49HldCSG05ozK3QKM4Gkfc4FjffffdkXWHxm5sY93hrFmzdOGFF5rPGaOMRkkzCqcx1W0c/2OM8BqMXdp79+5V//79tXPnTtWtW1fXX3/9kdFfY23jvHnzzBFN43geY+2isX6yZ8+eFZa/Kl4DAAD8W/benVo9c7Sis2Yp1FYiu8Om1FqXq/GNzygp7K/9Es7K5ijDgYlG8Xn++efNNX7GLt6kpCRzt+/J1tAZxcn4OMwYnTPOKMzOzj5ms4mhoKDA3NhhjMqxS9g98R4DAPCXwoJDSv/kObVZP0Uh+uvc5uX+0Qq6apxadEyUlYy+ZvS94/W1co9IJiQkmGchGusijTu4GCNmxujVihUrzFG44zGK5j/XVQIAAHjyRpq0b99Ww5TnleDYaT63yauJDnYerU4X/rWszVWUaUTynw4cOGBuInnppZd0++23H/dzGJHE0XiPAQCebNXC7+TzwyidXbLWvN6l2trSaYiirxkkbyfad1IpI5L/VLNmTXOXsXGo9cluHcg9nwEAgCfbujZde+eMVNSh383rPEeAljW9RRE3jVRctRC5qjMqksauZOOA7X79+lVcIgAAADexd+c2rZ81SjG756ixza4Sh5dS616j5jc9raQGrn9Oc5mKpHGLPeM4G2M6e8eOHeah2caOY+PMQwAAAPwlP++gls4apw6b3lGCLV+ySelBSap1zVgltImWuyhTkTTONzRKo3FUzVlnnaXzzjtPCxcuNB8DAAB4utKSEqV99YaapL+oRO0zC+Q675YquvgpRZ57pdxNmYqkcaA2AAAA/m3F/DkKnPeE4ko3mddZOkvbYh5W9BX/kZe3t9yR82wPAgAAcEGbVi7SwS8fVaeCZPM6R0Fa1eIORd74iBoEBsudUSRxWm655RbzuKc5c+aY18YdeyIjI/XKK69YHQ0AAEvs3rFZm2aNVMy+b+Rtc6jI4a20+jeoTY+nlVjXM+4C6GV1AFdXWlqqc845x7yl4dGMc5eM8zKNWw7+8ssvstlsZhGrKMbxn1OmTDEPia9WrZp5FFNsbKxZ7A4dOqTK9tlnn+npp58+ct20aVNKJQDAI+Tl7NfCt4YqeHK84vd/bZbItGqdtavffCXe86ZqekiJNFAkz5Cxa924249xr+2PPvroyPP33nuvateube5sP11FRUWn/bnGkUtDhgxR9+7d9fPPPys9Pd28f/fnn3+u//3vf2f885+K8Ws70d2MAABwRyXFRVo86wXlvxSpxG1vK8hWqAzftsq48lNFP/Slwlp2kKehSFYA41D28ePHm+XRuHWkUeaMjUkffPCBeUzSRRddZH5erVq1zJFJY5r48PTw4MGDzUJYt25dde3a1XzeuFNQx44dFRwcbI5q3nPPPeaZnYfNnDnTLK0ff/yxRo4cqbi4OHNE0CiVP/3005HXM17n2muv1TPPPKPQ0FDz1paGzMxM9ejRwxzFNAqh8XWbN28+ZpR16NCh5o/XqVNHw4YNM0dAj2ZkN3IffrxlyxY98MAD5q/P+AAAwJ1uaZj+43RtHxet+JVPq64OaJutodIS/6vWI/5Qm7gu8lTOvUbSKC/FlT9Ne1y+QVIZCpFRImfPnm2OFC5fvlyPP/64IiIizFL26aef6oYbbtCaNWvM2wwFBgYe+br3339fd999t37//a+T7g1eXl569dVXzdsIbty40SySRpl7/fXXzR83SqRRCo0C+E9GiTNuaXTYjz/+aL7m3Llzzevi4mKzsCYlJenXX3+Vj4+PxowZo8svv1zLli2Tn5+fXnzxRXOU9Z133lHbtm3Na+PXdvHFF59wmtv4td5555264447Tvv3DAAAZ7c+/VcVfjNSkUXLzOv9qq41re9R9PVDFebPrX6du0gaJXJsqDWvPXKH5Hf6O62MAjdp0iSzeBmjicOHDz8y9W2M+hnq1atnjvIdrVWrVnruueeOee7wSJ/BGGk0it7AgQOPFMl169YdGV08FWNU86233jILomHq1Kmy2+3mc4dHDt99910zl7GW87LLLjPXOo4YMeLIus833nhD33///Qlfw/j1Gb9OY6q7QQPPWRcCAHBff25Zo+2fjlRszg/mdaHDV2mhvdSuxxNKrFXX6nhOw7mLpIsxRvCCgoK0adMm8/B2owSeSkxMzL+e++GHHzRu3DhlZGSYN00vKSlRQUGBuYnG+Pn/Oc18MkapPVwiDUuXLjXvjf7P9Y3Gz2/c7tLYJGRMzxubeA4zRi2NjTxleV0AAFxR9v49Wj3zcUXtmKmGtmLzuZQal6rRDc8oqcnpDeJ4Eucuksb0sjEyaNVrl8Eff/yhl19+2dzoYowg3n777WYhPNV6QWPE8GjGWsWrrrrKnO421jYao32//fab+fMZm2WMImmsyTRK5un4589vrLU0yuvRG4MO4w5FAABPVVRYoCWfvaDWayYpUbnmHWlW+kXI74pnFBt5vtXxnJZzF0mjhJVhetkqxkihsbHFKH/GRhdjbaMxEmhMCRvPHR4RNNZLnkpqaqo59WysSzTWSh7eXHO0Pn36qFevXuamnn+ukzRGDY1RzKPXSR4tOjpaM2bMMKfZjbWTx9OwYUMtWrRInTt3Nq+NEVEjl/G1J2L8Gk/n1wcAgLNtpFny/fuqv3i8EhxZ5nObvcKVfd5j6nRhD9n+/l6M4+N3pwIY6wmNAmfs3DYYU9ovvPCCuUHGGGFs0qSJOTL51Vdfaffu3cfswP6nli1bmhtiJkyYYG60+fDDD81CejRjx3XPnj3N+56PHTtWKSkp5q5p4+fv0qWLeRzQifTt29fcIW4UUGOzjTENb6yNvO+++8zpeMP9999v/lqMw8eNkU9js8+pzsA0fs3z58/X9u3btWfPnjL+DgIAUPUyFv+gNWPPUfSiIWrkyNIe1dSi9o8rbESaIi7uRYk8DfwOnaF58+Zp4sSJ5oYVY9r5sLvuuss8qNyYkjaO3nnyySfNDTj169c3j/w5EWP3s3H8z7PPPqsOHTqYU9DGesmjGaV02rRp5ucZZe+CCy5Qp06d9MQTT5gF8fAxQsdjZDQKX+PGjc3NNMbmICOjsUby8Ajlgw8+aO4+HzBggLm721hPed1115309+Gpp54yS3OLFi2YIgcAOLVt61co7YWr1eabG9SmZLUOOfy1IPwOBTy4VAk3PSgf3//fW4CTszmqeAfF4WlXY1PHP6dWjTJjjJAZU8MBAWypd0e8xwAAqxzY/afWzBql6J2fyddWqlKHTam1r1Szm57RWaGn3iDrSXJO0tdcZ40kAADAGSrIz1P6rPFqv/FNJSjf3EizNCBO1a8Zq/h28VbHc2kUSQAA4JbspaVK+3qKwtJeVKJ2m89t8G6uQxeMVkTna62O5xYokgAAwO2s+O0LBfz8hGJLN5jXO1VHWyIfVMzVA82baKBiUCQBAIDb2JKRqgOfj1BE/iLzOtcRqOXNb1PkjSMVH1zN6nhuhyIJAABc3p6srdo481HF7P1STWwOFTu8lXZWd7W86Wkl1Q+zOp7bcsoiya343Jdx2DoAABXlUG62ls58RhFb3lO8rdDcSJMWdJ7qXjdWCa0irI7n9pyqSPr6+ppnJBqHdhtnEZ7q9oJwHcY/DoxbPBrvrXHHnqPv/w0AQFnZjbuuffm6mi59SUnabxbItT5nq6TL04pOvNzqeB7DqYqksfg1LCzMvMOKcbg13I9xILpxGPrh2z8CAFCejTSBP49WXOlG83qHrb52xA5T9OW3ycub7y8eWyQN1apVU6tWrczbBMK9GP9Q8PHxYaQZAFAumWvTtWfOCEUd+sO8znEEaWWruxR94zCFBvz/3eXgwUXycOFgaz4AADAc2JOlNTMeVfSu2Qq3larE4aWUs67T2T3GKKleqNXxPJpTFkkAAICignylffqc2q2brATlmesg0wMTVeva8UpsHWV1PFAkAQCAs3HY7UqfO1X1Fj6jREeW+dxGr6bKu/BJRXJHGqdCkQQAAE5j/ZL5Kvp2hKKKVpjXe1RTGzs+oJjug+XtQ21xNrwjAADAcju3rdfWWSMUl/0/8zrf4af08H7q2PNxxVevaXU8nABFEgAAWCbv4AEtn/GUIjI/VJytyHwuOeQyhd84TknhLa2Oh1OgSAIAgCpXWlKitM9fU7PlLytRB8yNNKt8O8in2zjFRXe2Oh5OE0USAABUqRW/fq6gXx5XXOlfNx/ZZmugXQkjFXVZP9m4YYVLoUgCAIAqsWVNuvbPeUSR+QvN6xwFaVWrgYq64WGFcaC4S6JIAgCASrV/959aO+NRxeyerSY2u4od3kqr99eB4olnNbQ6Hs4ARRIAAFSKwoJDWvLJc2q33jhQ/JC5DnJJUJJqdx+vhNaRVsdDBaBIAgCAij9Q/Pv3VW/xOCU6dprPbfBupvyLnlLUeddYHQ8ViCIJAAAqzNq0X2Q3DhQvXmVe71YtbYoYqpir7+FAcTfEOwoAAM7Yzq3rlPnJCMXmzP3/A8Ub91enHqM4UNyNUSQBAEC55ebs1/IZTypq21TVtxWbzyWHdFXjm8YpKayF1fFQySiSAACgXAeKp34+Qc2Xv6KkwweK+3WU7xXjFBd5vtXxUEUokgAAoExWzJ+j4F9GK95+1IHiiY8p6tK+HCjuYSiSAADgtGzJSNOBzx9RRP5i8zpHwVrZ6m7F3PiwwvwDrI4HC1AkAQDASe3btV3rZj6mmN1zjhwonlr/BrXp8bSS6jawOh4sRJEEAAAnPlB81ni1Xz9FCbb8vw8UP0d1rxuvxFYRVseDE6BIAgCAfx0onvbd+2qY/PeB4jbjQPHmyr/4KUWde7XV8eBEKJIAAOBfB4rHHHOg+IOKufpuDhTHv/B/BAAA0M5tG5Q585EjB4ofcvhraeP+iug5SvHVQqyOBydFkQQAwIPl5x1U+oynFLnlPcXaisznkkMuV5Me45XUqJnV8eDkKJIAAHjoOsjUr99UeOqzStJecx3kat928rniWcVFdbY6HlwERRIAAA9cB+n45hHFlmSY11k6S9viRiim260cKI4yoUgCAOAhdm3fpC0zhyku+3//vw6y2W2K6vGYGgRVszoeXBBFEgAAj1gH+bQitrynOFvhkXWQTXs+q6TQplbHgwujSAIA4M7rIL95S2EpxjrIPUfWQXp3e1Zx0ayDxJmjSAIA4K7nQX4zXLElq4+sg9weN1zR3W5jHSQqDEUSAAB3XwfZ9FZF9RzFOkhUOIokAABuoOBQrpYY6yA3v3vUOsiuatLjOSU1Yh0kKgdFEgAAV18H+e3bCksef2QdZIZvO3l1G6+46Ausjgc3R5EEAMBFrU2bJ/u3wxX7932xs1RX2+KGK6bb7ayDRJWgSAIA4GJ279iszTOMdZDfH7MOMrLHKDUIZh0kqg5FEgAAF18H2di8L3Zzq+PBA1EkAQBwgXWQad++o0bmOsjdf62D9GkrryuMdZAXWh0PHowiCQCAE1u3ZL5KvnlEMUevg4x9RDFX/Id1kLAcRRIAAKddB/mI4rK/+/91kE1uVWTPx9QguLrV8QATRRIAAGdbBzlzjCI2vXPUOsjL1Pim8UoKa2F1POAYFEkAAJxlHeR37yp08bhj1kHauo1TXMxFVscDjosiCQCAxdYv/U3FXw1TTPFK83qn6igzdjjrIOH0KJIAAFhkT1amNs4Yrth9X8vL5vh7HeQARfQcpdjgGlbHA06JIgkAQBUrKixQ2qxxar9usuJt+eY0dkqNLgq76TklhbMOEq6DIgkAQBWug1z680zV+e1JJTp2mAVynXcrlXQdp9j4S62OB5QZRRIAgCqwJSNN2XMeVmRBinm9RzW1MeIhxV5zj7y8va2OB5QLRRIAgEqUvW+3Vk8fqdidn6iJza4ih49SQ3urQ6+nFB9S2+p4wBmhSAIAUAlKS0qU8tnLOnvVf5Wog+Y09pKgc1T3+ueV1LKD1fGACkGRBACggq38/WsF/jhSCfbN5vVmr3DlXPC0oi64zupoQIWiSAIAUEF2bMpQ1icPKzpvvnmdrWCtbn2vYm58UE19/ayOB1S4MzrldPz48bLZbBoyZEjFJQIAwMXkHTygBW8OUZ33zjNLZKnDpoV1r5d9cJoSe4+QLyUSbqrcI5LJycmaPHmyOnXqVLGJAABwEfbSUqV9PUWN055TkvaZ6yBX+Ecq+JrnlNg+wep4gHMWydzcXPXt21dvvvmmxowZU/GpAABwcmvTfpHjm0cUW5JhXu+w1dfOpMcV2aUPtzWExyjX/+mDBg3SlVdeqS5dupzycwsLC5WTk3PMBwAArmrPji1Kfrmnzv6iu1qXZJi3NVzQbLBqD1uiqMtupkTCo5R5RHL69OlKS0szp7ZPx7hx4/Tkk0+WJxsAAE6jsOCQ0maOU6cNUxRnKzCfSw65XE17Pquk0KZWxwOcv0hmZmbq/vvv19y5cxUQEHBaXzNixAgNHTr0yLUxIhkeHl72pAAAWHVbw59mqO7vTyjJkWWug1zj01q2K55TXPSFVscDLGVzOByO0/3kOXPm6LrrrpP3UbdyKi0tNXdue3l5mdPYR//Y8RhFMiQkRNnZ2apRo8aZpQcAoBJtWZOu7NkPqtPftzXcrVraHDVMMVfdxW0N4dZOt6+VaUTykksu0fLly4957tZbb1WbNm30yCOPnLJEAgDgCnIO7NWqjx9VTNZMNbGV/nVbw0Z91LHXU4qrUcvqeIDTKFORrF69ujp0OPa2TsHBwapTp86/ngcAwBWP80n9/DU1X/aiEpVtTmOnByWp7vUvcFtD4Di4sw0AAJIyUn6U13fDFVey1rze6tVIB85/SpEX3Wh1NMB9i+Qvv/xSMUkAALDoOJ9NMx5WXPb35nWuI1ArWg1U9E3D1dj/9DaWAp6KEUkAgMce57Nk5jh1POo4n8U1r1DzXs8qsUFjq+MBLoEiCQDwOEt/mq46vz6hRMefxxznE89xPkCZUCQBAB5j69p07f/sIUUU/HVTjT2qqU2RwxRz9UCO8wHKgSIJAHB7B7P3aeXHjyn6z+lqbB7n463U0N7q0OtpxYXUtjoe4LIokgAAtz7OJ+WL19V86QtK1AFzGntpYIJqX/+8klpFWB0PcHkUSQCAW1qb9ov0zcOK//s4n0xbqPad/6QiLu5hdTTAbVAkAQBuZU/WVm2aPkxxB741r/McAVre8i5F9xipcI7zASoURRIA4BaKCguUNmucOqybrDhbvvlccsjlatbzOSWGNrE6HuCWKJIAAJe39OdZqj3/cSU6dpjrINf6nC3H5c8qLvZiq6MBbo0iCQBwWZnrl2vfpw8qIn/RkeN8NkY8pNhr7uE4H6AKUCQBAC4nL2e/ln38uGJ2fKRwW6mKjeN8GvZS+95jFM9xPkCVoUgCAFyGw25X2tdT1Dh1vJK035zGXhYQp5DrXlBi60ir4wEehyIJAHAJG5YtUNGXDyqmeKV5vc3WQHvOfUIRF/eUzcvL6niAR6JIAgCcWvbeLGVMG67YPXPkbXPokMNfS5vdrqiejyksMNjqeIBHo0gCAJxSaUmJUme/rLNXvqIE5ZrT2CnVL1JYjxeUFN7S6ngAKJIAAGeUsfh/8vl+uOJLN5jXm7yaKO+SsYo99yqrowE4CkUSAOA09uzYos3TH1RszlzzOkfBWtV6sGJvfEg+vn5WxwPwDxRJAIBz3JVm5lh1XD9ZsbYC2R02pdS+Ui16P6fEeo2sjgfgBCiSAABLLf/lU4XMH6VE+3ZzHeQan9ayXfG84qMvsDoagFOgSAIALLFj02rtmjVUkYf+MK/3KkQbIh7mrjSAC6FIAgCqVH7eQS39eLSiMj9QqK1YJQ4vpdTvobZ9xiq+Zh2r4wEoA4okAKDK7kqT/v37arjoGSVqtzmNvcI/UtWufUmJbWOsjgegHCiSAIBKt2V1ig7OeVBRhenmdZbqakfCY4rqOoC70gAujCIJAKg0OQf2atW0EYrdOUs+NrsKHb5aEt5fEb2fVIPg6lbHA3CGKJIAgApnLy1V6hcT1XzpC0pUtjmNvSToHNW78SUlNm9rdTwAFYQiCQCoUOuWzJP964cVV7LGvM60hWrfBWMUdeENVkcDUMEokgCACrFv5zZtmD5MMfu+kZfNoTxHgJa3vEvRPUYq3D/A6ngAKgFFEgBwRkqKi5T6yfNqu+Y1xemQOY2dUuNSNen1ghJDm1odD0AlokgCAMpt1R9fK/CHEUqwbzGvN3g3V/Flzyo24TKrowGoAhRJAECZ7dy2XtumP6iY3F/M6wOqpjXthij2+gfk7cO3FsBT8KcdAHDaCgvytGT6GHXa9LZibIUqddiUUre7Wvd+Vgl1G1gdD0AVo0gCAE7N4dDSH6er7u+jlejYaa6DXO3bXr5Xv6CETudYnQ6ARSiSAICTyly/XPs/eUARBcnm9W7V0ubo4Yq96k7uSgN4OIokAOC4DuVma9nHoxS97SOF20pU5PBWamhvdew9RnE1alkdD4AToEgCAI7hsNuV/r8P1HDh00rUHnMae1lArGpe/6KSzo60Oh4AJ0KRBAAcsXVturI/fUBRhWnmdZbO0o6k0Yq6tC/T2AD+hSIJAFDewQNaNm2UYnZ8pMa2UhU5fJQa1l+RfZ5Sg+DqVscD4KQokgDg4dPYS757T40Wj1GS9prT2EsD41X7hpeV1LKD1fEAODmKJAB4qC0ZaTo4+wFFF6ab1zts9bTrnCcVcUkvprEBnBaKJAB4mNyc/Vox7VHF/DldvrZSFTp8ldb4FkX1fkKhQdWsjgfAhVAkAcCDprHTvnlb4Sljlah95jR2elCSzrrxJSU1b2d1PAAuiCIJAB5g8+oU5c1+QDFFy8zr7bb62nP+U4q8uJfV0QC4MIokALixg9n7tHLaCMVmzZSPza4Ch6+WNLldUb0fV6PAYKvjAXBxFEkAcNNp7NSvJqtp2ngl6oA5jb0k6FzV7/Gykpq2tjoeADdBkQQAN7Np5SLlfz5UsUUrzOtttoba13mMoi660epoANwMRRIA3ETOgb1aNW24Ynd+Yk5j5zv8lN7sP4ruNUphAUFWxwPghiiSAOAG09gpX0xSs/TnjkxjpwV3VsMeLyqpydlWxwPgxiiSAODCNixboKIvhyqueJV5nWkL1YELn1H0BddbHQ2AB6BIAoALyt6/RxnTHlHsrk/lbXPokMNfS5vfoeiejyqcaWwAVYQiCQAuxF5aqtQvJqrF0ueVoBxzGju12oVq1PNFJYW3tDoeAA9DkQQAF7FxxUIVfT5EccWrzestXmHKuWisYs7vbnU0AB6KIgkArnBv7KmPKG7nzCPT2MtaDlR0j5Fq4h9gdTwAHowiCQBOvBt7yffvK2zRU0fujZ1W7QI16vWyEsNaWB0PACiSAOCMtm9Yob2z7ld0QYp5vc3WQPs6P6NoDhUH4EQokgDgRAoL8pQ27UlFb3lHjWzFKnL4KLXxLYrq/aTCgqpZHQ8AjkGRBAAnsWL+HIX8PEJJjh3mNPZy/2jVvOlVJbXsaHU0ADguiiQAWGz3js3a+vEQxRz8+a9r1dLWuMcU3e022by8rI4HACdEkQQAi5QUFyn1k+fUPuM1xdjyVeqwKbn+TWrf91nFhNS2Oh4AnBJFEgAssDb1Z3l986ASSjeY09hrfFrL++qXlRhxrtXRAOC0USQBoApl79utjI8eVNyeL+RlcyhHwVrdfqjirn9AXt7eVscDgDKhSAJAFZ0JmfLFJLVIH3/k1obJIV3VvM9LSqgfZnU8ACgXiiQAVLItq1OVO/t+xRUt/+vaK1y5XZ5T3DlXWB0NAM4IRRIAKsmh3Gwt/egxxe74SL62UuU7/JTeYqBiej4qP25tCMANUCQBoBKk/zhd9X99TEnabU5jLwk6Rw16vqKkJq2tjgYAFYYiCQAVfCZk5rR7FZ0737zO0lnKOvcpRV3ax+poAFDhKJIAUAHspaVK/uQFtVv1sqJt+SpxeCk5tI8i+o5Vg2ohVscDgEpBkQSAM7Rp5SIVzb5PCSUZ5jT2Wp+z5d19gpI6JlodDQAqFUUSAMopP++g0qeOPLKZJtcRqJVt71fsjQ/L24e/XgG4P/6mA4ByWD7vM9X+ZbiSHDv/2kwTfJ5C+0xQQqPmVkcDgCpDkQSAMti7c5s2fXS/YnN+MK93qo52nPOUoi672epoAFDlKJIAcJqbaVLmTFDr5c8pVnkqddiUXO8mdej3nKJq1LI6HgBYgiIJAKewJSNNeZ/eq/jiFeb1eu8Wsl/5ihKjO1sdDQAs5VWWT540aZI6deqkGjVqmB9JSUn69ttvKy8dAFioID9PC95+UA0/7qJ2xSt0yOGvhS2HqunwhTqbEgkAZRuRDAsL0/jx49WqVSs5HA69//776t69u5YsWaL27dtXXkoAqGKrFn6nav8bqiT7dnMzTXpggur1nKDEptyZBgAOszmMRngGateureeff1633377aX1+Tk6OQkJClJ2dbY5qAoAzyTmwV6s/HKqEvXPM6z2qqS3xoxV9+S2yeZVpEgcAXNbp9rVyr5EsLS3VrFmzlJeXZ05xn0hhYaH5cXQwAHBG6XOnKfT3R5Wgfeb1olpXq02/lxVT+yyrowGAUypzkVy+fLlZHAsKClStWjXNnj1b7dq1O+Hnjxs3Tk8++eSZ5gSASrMna6u2Th2s6Nx55vU2W0MduOR5JZx3tdXRAMC9praLioq0detWc6jzk08+0VtvvaV58+adsEweb0QyPDycqW0AlnPY7X8d6bPsWdVQ3t/3x75ZUf3GKSComtXxAMDpp7bPeI1kly5d1KJFC02ePLlCgwFAZdq+caX2z7hHHQrTjxzpo+6vqWWnc6yOBgDuv0byMLvdfsyIIwA4s5LiIqVMH6PI9a+rka1Y+Q4/LW11j2J7PiofXz+r4wGASylTkRwxYoS6deumxo0b6+DBg5o2bZp++eUXff/995WXEAAqyPqlv0tf3KvE0g3mkT4r/CNVq+frSmzO8WUAUOlFcteuXerfv7/+/PNPc7jTOJzcKJGXXnppuV4cAKpCwaFcLfnwEcXtmCYfm13ZCtaaiOGK6z6YI30A4Ayc8RrJsmKNJICqtOL3L1Xzh4cU5sgyr1OrXagmN09Q3QaNrY4GAE6rytZIAoAzyt63W2s+vF/x+782r3eptnac+4xiLu1jdTQAcBsUSQBuebB4o99HKl77zeuFda9Tu34vKTKkttXRAMCtUCQBuI39u//Uhg8GKfbgj+b1Vq9Gyuv6shITulodDQDcEkUSgFscLL7ku/fUdPFoxSpHpQ6bFof2U1T/8QoIDLY6HgC4LYokANe/veGH9yg671fzepNXExVfNUFJ0RdYHQ0A3B5FEoDLjkKmfjVZLdPGKFq5KnZ4K6XxrYru+7T8A4KsjgcAHoEiCcDl7Ny2QVkf3a3Y/EVHbm9ou/Z1JXVMtDoaAHgUiiQAlxqFTJ79qtouG68IW76KHD5Ka3aXYvqMlq+fv9XxAMDjUCQBuIQdm9do78d3Kb5wiXl7wzU+reV/wyQlto2xOhoAeCyKJACnZi8tVfInz6vjqpcUaitUgcNX6a0GK67XY/L24a8wALASfwsDcFrb1q9QzsyBSihabo5CrvLtoOo931Biy45WRwMAUCQBOKPSkhIlzxiriLUTFGYr0iGHv5a3fUBxNw2Tl7e31fEAAH+jSAJwKlsylqjgk4FKLMkwRyFX+Eeqdq/JSmjWxupoAIB/oEgCcAolxUVKmfaEojdOlp+tRLmOQK3qOExx1w+RzcvL6ngAgOOgSAKw3MYVi1Q6+x4llq43RyGXBsSpft83FB/e0upoAICToEgCsExRYYHSpj6mmK3vyNdWqhwFa03ko4q95m5GIQHABVAkAVhiXfqv8vlisBLtm81RyCVB5yr85kmKC21idTQAwGmiSAKoUgX5eVry4QjFbf9QPja79quGNsaNVnS32xiFBAAXQ5EEUGXWpPyggG/uV5J9mzkKmVr9IjXrN1Ex9RpZHQ0AUA4USQCVLj/voJZ+8JDis2bIy+bQHtXU1qQxiunaz+poAIAzQJEEUKlW/fGNQuY+oERHljkKuTjkcrXu/6qi69S3OhoA4AxRJAFUiryc/VrxwVAl7PnMvN6pOsrqPF7xF/ewOhoAoIJQJAFUuBXz56jOTw8pQbvN60W1r1Hb/q8oomYdq6MBACoQRRJAhck5sFcZ79+n+P1fmdc7bPW09+IXlHB+d6ujAQAqAUUSQIVY+tN0NZw/QvHaZ14vPOtGdez/okKr17Q6GgCgklAkAZyR7L07te79QYrNmWteb7M1VM5lLysxqZvV0QAAlYwiCaDclnz/gcIXjFKsDqjUYdPihr0V2e85hQVXtzoaAKAKUCQBlNnendu05cN7FJ07z7ze4hWu/CteVVLsxVZHAwBUIYokgNPmsNuV9s3bap7ypKJ1UCUOLyWHDVDUzWMVEBhkdTwAQBWjSAI4LXt2bFbm1LsVc+gP83qDVzM5uk9UUsS5VkcDAFiEIgnglKOQKV9MVOv0cYpSnooc3kptcodi+j4pP/8Aq+MBACxEkQRwQju3rtPOaQMVV5BiXq/zbiWf6ycqqX2C1dEAAE6AIgngXxz2UiV/+rLarXhBnWz5KnT4Kq3F3YrrPUo+vn5WxwMAOAmKJIBj7Ni0Wvs/vkvxRUslm5Th01aBN72hpNaRVkcDADgZiiQAk720VCmznlWH1a8o1FaofIeflra+X3E9hsvbh78qAAD/xncHANq+YYWyZwxUfNFycxRypV9HhfScrMQW7a2OBgBwYhRJwMNHIZNnjlOnjP+qka1Ihxz+Wt7uQcXd+JC8vL2tjgcAcHIUScBDZa5frtwZdymheOXfo5ARqtlrihKat7E6GgDARVAkAQ9TWlKi5BljFbn2VYXbipXnCNCK9g8p7oahjEICAMqEIgl4kK1r03Vo1kAlFq82RyGX+0epTu/JSmja2upoAAAXRJEEPGUUcvoYRa57TQG2YuU6ArWy4zDFXz9ENi8vq+MBAFwURRJwc1vWpKtg1l1KLMkwRyGXBcSoXp/JSmjcyupoAAAXR5EE3FRJcZFSPn5aURsmyd9WrIOOQK2OGKG4a+9lFBIAUCEokoAb2rw6VUWfDlRiyVpzFHJpQJzq952s+PAWVkcDALgRiiTgZqOQydOeUMzGyfKzlShHQcqIGKm47oMYhQQAVDiKJOAmtqxKVtFndyupZN1fo5CBCWp482TFN2pmdTQAgJuiSAIuzm7uyH5aUete+3sUMlhrIh9T7DUDGYUEAFQqiiTgwnZsylD2x7croWiFOQqZHpioRv0mKy60qdXRAAAegCIJuCCH3a6UOa+q3dJxCrUVmHenWd5xhBKuv49RSABAlaFIAi5m785MZb5/h+IOLTBHIVf5dlBI7zeV2Lyd1dEAAB6GIgm4kCXff6CmCx5VpHJU5PBRSovBSugzSt4+/FEGAFQ9vvsALiDnwF6tefduxWV/b15v8Gom2/WTdU6HBKujAQA8GEUScHIrfvtCdX94QHHao1KHTYsb9Vd0//HyDwiyOhoAwMNRJAEnVZCfp/R3H1Dirhnm9TZbA+V2m6CkhMusjgYAgIkiCTihrWvTVTzjFiWWbjKvF9Xprg63vKqw6jWtjgYAwBEUScDZjvX54nW1X/KUgmyF2q8a2tr5eSVc3MvqaAAA/AtFEnASuTn7lfHWHYrLmWse67PCP1L1B7yvCA4XBwA4KYok4ATWpf+qwM/vUKzjT5U4vJTc7C7F3zyGY30AAE6N71KAxVPZi6Y/o+g1L8vPVqos1dWBKyaxoQYA4BIokoBFsvfu1Ka3+isxf6E5lb0k+Dw1v+0dNahT3+poAACcFookYIG1ab+o+hf/UaR2q9Dhq/R2Dyv+poe5TzYAwKVQJIEqnspePPNZRa1+3pzKNs6GLLz+XSV0OsfqaAAAlBlFEqjCXdlr3rxVCQd/Nqey04LPV8s73leNmnWsjgYAQLlQJIEqsHlVsrw+GaAY+3YVO7yVevYQJfR+jKlsAIBLo0gClcw8YDx1tAJtRdql2tp35RQlxl9qdSwAAM4YRRKoJIUFh5T+5t1K2DvHnMpe7h+tRrdPVZt6jayOBgBAhaBIApUga+s65XzQRwkla83rBeH/UfyAZzlgHADgVviuBlSw5fM+U9jP9+lsHVS2grW58ytKuriH1bEAAKhwFEmggthLS7X4g5GK3zxZXjaH1nm3VHC/aYpo2trqaAAAVAqKJFABcvbu0ua3+ioxf7G5HnJx7avV6Y7JCggMtjoaAACVhiIJnKH1S39T0Jxb1cmxSwUOXy2LfFzx191ndSwAACodRRI4A4s/fUURy8bI31as7bb6Krj+PcVzlxoAgIco02nI48aNU1xcnKpXr6569erp2muv1Zo1ayovHeCkCg7lKvmVPopfPtoskemBiap27+9qQYkEAHiQMhXJefPmadCgQVq4cKHmzp2r4uJiXXbZZcrLy6u8hICT2b5xtba92FlxB75WqcOmhU0HqdND3yik9llWRwMAoErZHA6Ho7xfvHv3bnNk0iiYnTt3Pq2vycnJUUhIiLKzs1WjRo3yvjRgiaU/TlezX4eqhvK0XzW07eLX1LFzd6tjAQBQoU63r53RGknjJzfUrl37hJ9TWFhofhwdDHA1pSUlSn7vISVue9e8XuPTWiEDpqljeEurowEA4BpT20ez2+0aMmSIzj33XHXo0OGk6yqNRnv4Izw8vLwvCVhi/+4dWv18lyMlclHdG9Ts4flqQIkEAHi4ck9t33333fr222/122+/KSwsrEwjkkaZZGobrmBt6s+q8eV/1EB7dMjhr1UxTyn2moFWxwIAwHWntgcPHqyvvvpK8+fPP2mJNPj7+5sfgCtx2O1a/Mnzilr5rPxspcq0haqkxweKbRdndTQAAJxGmYqkMXh57733avbs2frll1/UrFmzyksGWCQ/N0crp9ymhJy55l1q0oLPV6s7P1D1kBOvBQYAwBOVqUgaR/9MmzZNn3/+uXmWZFZWlvm8MfQZGBhYWRmBKpO5bplKPr5ZsfYtKnF4KaXV/Uro87hsXuVeTgwAgNsq0xpJm8123Offffdd3XLLLaf1c3D8D5zVku8/UKs/hqmaLV97VFM7L5uk9udcYXUsAADcY43kGRw5CTitkuIipbwzRIl/fmROZa/2ba+zbv1Y7UObWB0NAACnxr224dH2ZG3Vrnf6KLFouXm9sH5vxdz+X/n6sUEMAIBToUjCY2Us+l51vr1L7bRfeY4AZSSMV+IVt1odCwAAl0GRhEce7bPo4zGKXfuyfGx2bfYKl63nVMW0jrQ6GgAALoUiCY+Sm7Nfa6bcosTcX8z1kKnVL1abO99VcPWaVkcDAMDlUCThMbZkpEoz+yvGvk3FDm+ltnlICT2Hc7QPAADlRJGER0j95i21XTRSQbZC7VJt7btyihLjL7U6FgAALo0iCbdWXFSg1LfuVeKumeZU9kq/CDW4fZra1D/5rT0BAMCpUSThtnZv36S97/VRYvEq83pBaH/F3fqifHz9rI4GAIBboEjCLa38/Ss1mHuP2ihbOQrShnOeV9JlN1sdCwAAt0KRhPsd7TN1tOI2TJC3zaGNXk3l1+cjRbXsYHU0AADcDkUSbiPnwF5teLOfEvN+N9dDJod0VYc731ZgcHWrowEA4JYoknALm1cly3tWf0U5dqjI4aMlHUYq/oYHONoHAIBKRJGEy0v96k21TX7UPNonS3WV0/0dJURfYHUsAADcHkUSLqu4qFCpbw0+crTPcv8ohf3nY519VkOrowEA4BEoknBJe/7cot3v9FZi8UrzekHoAMXf9pK8ffhfGgCAqsJ3Xbic1Yu+11nf3qm2OqCDjkCtP/cFjvYBAMACFEm41NE+i2eMVXTGS/K1lWqzV2N5956qqFYRVkcDAMAjUSThEg7lZmv1lFuVkPOjuR4ypfrFanvnewquHmJ1NAAAPBZFEk5v+4YVKvqoj2LsW1Ts8FZq66FK6DWSo30AALAYRRJObfm8T9Xk53tVQ3nao5ra1W2yEhMvtzoWAACgSMKpb3U47SnFrXvFvNVhhk8b1blthtqFNrU6GgAA+BtFEk6n4FCuVrxxixJz5prrIRfXvEKd7npbAYFBVkcDAABHoUjCqWRlrtfB93oqtnS9ShxeSmkzTAk9H2E9JAAATogiCac6H7Let3eolbK1X9W1/dJJSjzvaqtjAQCAE6BIwiksnvWCIleMlZ+tVBu8mimw/wx1aNra6lgAAOAkKJKwVFFhgdKn3Kn4vZ+b6yFTq12otgM/UFA1zocEAMDZUSRhmT1Zmdr9dk/FF6+U3WHToub3KLHfGNZDAgDgIiiSsMTm1SkKnNFDbbXXvF/2xgteUdLFvayOBQAAyoAiiSpXWJAnzbpF9bVXW70aydFzmiJaR1odCwAAlBFFElUu7YMRSrJnaq9CVG3gD6pdL9TqSAAAoBxYjIYqtTZtnuK3f2A+3pL0DCUSAAAXRpFElSksOCS/rwaZtzxMqX6Jorv2szoSAAA4AxRJVJm0D0eo6d9T2i36T7Q6DgAAOEMUSVSJdUvmK27b4SntMap1VkOrIwEAgDNEkUSVTGn7fjlIPja7UqtfrOiu/a2OBAAAKgBFElU0pb3VnNJu3v91q+MAAIAKQpFElU1pb016miltAADcCEUSlaYgP08+Xw4+MqUd1XWA1ZEAAEAFokiiUmTv36MNL3dVM/sWprQBAHBTFElUuKzM9do/4SK1L1quXEegsi57gyltAADcELdIRIXatHKRgmf1UlPt0y7V1sEbP1b7jolWxwIAAJWAIokKs+K3L9Rk7p2qbsvXZq9wBdwyWy0at7I6FgAAqCQUSVSI1K+mqGPycPnZSrXSr6PCBs5WSO2zrI4FAAAqEUUSZ2zR1CeUsP5lySalVrtQ7Qd9rIDAIKtjAQCASkaRRLnZS0u1eMo9Stw53bxeUK+nEu6aJC9vb6ujAQCAKkCRRLlve7hiYh8lHvzZvF7QYogS+46WzYuDAAAA8BQUSZRZzoG9ynz9OsUULVWxw1vpMWOVdM1Aq2MBAIAqRpFEmezesVkH3+qu9vbNynMEaOMlbyiu83VWxwIAABagSOK0bclYIv/pN6m5dmuPaurA9dPUMeJcq2MBAACLUCRxWjIW/6AG3wxQTeUq0xYqr36z1bJ5G6tjAQAAC1EkcUrLfvlErX6+W4G2Iq3xaa2z7pyj2vVCrY4FAAAsRpHESaV9+646LHzQPGh8aUCcWg3+VEHVQqyOBQAAnABFEieU/Nl/Fb10tLxtDqVUv0idBk+Xn3+A1bEAAICToEjiuBZ+9JQS171o3q1mUa2rFTvoPXn78L8LAAD4fzQDHMNht2vRuw8rMfMt83pBg75KvPM1DhoHAAD/QpHEMbc8TH7jTiXu/sS8XtBskBL7jaFEAgCA46JIwlRSXKT0125WQvb35vWitiOV1PMRq2MBAAAnRpGEed/sVRNuUmzebypxeGlJ9FgldL/b6lgAAMDJUSQ9XEF+nta8eq2i8her0OGrVef9V3GX9rU6FgAAcAEUSQ9WcChXa1/troiCFOU7/LS+y1uKOr+71bEAAICLoEh6qPy8g9rw6tXqVLhEhxz+2tT1PXU85wqrYwEAABdCkfRA+bk52jDhanUoTDdL5ObL31f7pG5WxwIAAC6GIulh8g4e0JYJV6lD0XLlOgK17YoP1C7hMqtjAQAAF0SR9CC5OfuVOeFKtSteqYOOQG2/aqraxHWxOhYAAHBRFEkPcTB7n7a/dqXaFq9SjiNIf14zTW1iLrI6FgAAcGEUSQ8pkTsmdFObkgzlKFhZ3aerdXRnq2MBAAAXR5F0c4dys7XttavUtiRD2QrW7utm6uyI86yOBQAA3AA3UXbzw8Y3TuiutsUrlaMg7bp2plpSIgEAQAWhSLqp4qICrXn1enX4+5zIHVd+qFaRlEgAAFBxKJJuqLSkWMtf7aGI/IUqcPhq42XvsDsbAABUOIqkm7GXliptQl9F585TkcNbay58Qx3OvcrqWAAAwA1RJN2Iw25X8uu3KS77e5U4vLTinFcUcdGNVscCAABuqsxFcv78+br66qsVGhoqm82mOXPmVE4ylLlELpoySAl758jusCk9dryiu/a3OhYAAHBjZS6SeXl5ioiI0MSJEysnEcpl0bsPKzFrmvk4udMTir36LqsjAQAAN1fmcyS7detmfsB5LPr4GSVmvmU+Xtj6ESXeMMTqSAAAwANU+oHkhYWF5sdhOTk5lf2SHiX1m7cUl/G8ZJMWNBmopN4jrY4EAAA8RKVvthk3bpxCQkKOfISHh1f2S3qMlb9+ro6LhsnL5tDCujcoccA4qyMBAAAPUulFcsSIEcrOzj7ykZmZWdkv6RHWL/1NTX64S362UqVWu0BxA6fI5sUmfAAA4EZT2/7+/uYHKs6OjatUa3YfVbPla4VfhNoPmi5vH26bDgAAqhZDWC5m785MOT68TnWUrQ3ezdT4ntkKCAyyOhYAAPBAZR7Gys3N1fr1649cb9q0Senp6apdu7YaN25c0flwlNyc/do/pbtaOrK0w1ZfIbd/rho161gdCwAAeKgyF8mUlBRddNFFR66HDh1q/nfAgAF67733KjYdjigqLNDmidepQ+kG7VMNlfT5RKGhTayOBQAAPFiZi+SFF14oh8NROWlwwvtnL5/YRzGFS3TI4a893T/S2a06WR0LAAB4ONZIuoDF7w1TTM6PKnZ4a/3Fb+js6M5WRwIAAKBIusIxP7Fb3zEfp0c9pU4XXG91JAAAABNF0snXRXp9MUg+NvtfZ0VeO9jqSAAAAEdQJJ1Y2kej1Lx0s/arupr2e93qOAAAAMegSDqpTSsXKWbL2+bjDbGjVad+mNWRAAAAjkGRdEIlxUUq+ewe+dpKtSToHMVccbvVkQAAAP6FIumEUqY9oVal65WtYIXf/Ab30AYAAE6JhuJktmSkKnrjZPPxmshHVZdDxwEAgJOiSDqR0pISFXxyt/xsJVoaGK+4a+62OhIAAMAJUSSdSMr0MWpdskYHHYFq0JcpbQAA4NxoKk4ic90yRax7zXy8utMjqh/WwupIAAAAJ0WRdJJ7aefOHKgAW7GW+0cr7rr7rY4EAABwShRJJ5A8c7zaFq9UniNAdXozpQ0AAFwDjcViOzatVseM/5qPV7R7UKFNW1sdCQAA4LRQJC3ksJdq/8d3KchWqJV+nRR344NWRwIAADhtFEkLJX/6ktoXLdUhh79Cer4hL29vqyMBAACcNoqkRbK2rlX7FS+Yj5e1vk9hLdpbHQkAAKBMKJIWcNjt2j3tLgXbCrTat53ieo6wOhIAAECZUSQtkDJngjoWpKnA4avgHm/ImyltAADggiiSVWzX9k1qvWy8+XhJy0Fq3CrC6kgAAADlQpGs4intP6fepRo6pLU+Zyuu12NWRwIAACg3imQVSvtqsiLyF6nI4SO/G96Qj6+v1ZEAAADKjSJZRfb8uUUt0542H6c2u1NN28ZYHQkAAOCMUCSraEp729S7FaI8rfduodg+T1gdCQAA4IxRJKtA2nfvKDLvdxU7vGW7dpJ8/fytjgQAAHDGKJKVbN+u7Wq++EnzcUrj29SiY4LVkQAAACoERbKSbf5wkGopRxu9mirm5jFWxwEAAKgwFMlKtOT7DxR98GeVOLxUes1E+fkHWB0JAACgwlAkK0n23iyFLxhlPk5u1F+tIs+zOhIAAECFokhWknXvD1ZdHdAWr3BF9RtrdRwAAIAKR5GsBEt/nK7YnLkqddiUf8WrCggMtjoSAABAhaNIVrCcA3vU8NcR5uPFDXurTezFVkcCAACoFBTJCrbmvftUT/u01RaqqP7PWx0HAACg0lAkK9DyXz5V3IGvZXfYlHv5fxUQVM3qSAAAAJWGIllBcnP26axfhpmPF9e7Ue0SLrM6EgAAQKWiSFaQVe8PUQPt0XZbfXUa8KLVcQAAACodRbICrPjtC8Xv/dx8vL/LSwqqFmJ1JAAAgEpHkTxDh3IPqPaPD5mPF9W5Vh3OvcrqSAAAAFWCInmGlr//oEIdO5WlumrX/2Wr4wAAAFQZiuQZWL3oOyXs/sR8vOui51U9pLbVkQAAAKoMRbKcCg4dVPXvhpiPF9e6Up0uuN7qSAAAAFWKIllO6R8MU5jjT+1SbbUeMMHqOAAAAFWOIlkOa1J+VNyfH5uPd5w/XiE161gdCQAAoMpRJMuoID9PAd/cJ2+bQ8khXRV5SU+rIwEAAFiCIllG6R8OVxP7Nu1RTZ3dnyltAADguSiSZbB+yXzFbp9qPt6a9IxC6tS3OhIAAIBlKJKnqaiwQN5f3isfm10p1S9WdNebrY4EAABgKYrkaUqb+qia2Tdrn2qoeb+JVscBAACwHEXyNGxYtkAxW981H2+Mf1K164VaHQkAAMByFMlTKC4qlD6/R762UqUFn6+Yy2+xOhIAAIBToEieQuq0J9SidKMOqJrC+70umxe/ZQAAAAZa0UlsXp2i6E1TzMfrokfprAaNrY4EAADgNCiSJ1BSXKSiT++Wn61ESwKTFHvVnVZHAgAAcCoUyRNInf60zi5ZqxwFqdHNk5jSBgAA+Afa0XFkrk1X5PpJ5uOMTiNUr1EzqyMBAAA4HYrkP5SWlOjQrIHytxVrWUCs4q4dbHUkAAAAp0SR/IfkmePUuni1ch2Bqtd3MlPaAAAAJ0BLOsr2DSsUseZV8/GKDg+rQXhLqyMBAAA4LYrk3+ylpcqeMVCBtiKt8ItU/PUPWB0JAADAqVEk/5b86QtqV7RceQ5/1eo1WV7e/NYAAACcDG1J0p9b1qjjyhfNx8vbPKBGzdtYHQkAAMDpeXyRdNjt2jvtLgXZCrXKt4PiewyzOhIAAIBL8PgimTL7FXUoXKJ8h5+q9zSmtL2tjgQAAOASPLpI7ty2Xm2XPWc+XtpqsMJbdrA6EgAAgMvw8uQp7Z1TB6qaLV8ZPm0V1+tRqyMBAAC4FI8tkilfvK5OBckqdPgq4MZJ8vbxsToSAACAS/HIIrlnx2a1Th9rPk5tPlBN20RZHQkAAMDleHnilPa2qXerhvK0zruV4vs8bnUkAAAAl+RxRTLtm7cVeegPFTm85X3D6/Lx9bM6EgAAgEvyqCK5d2emmqc8aT5OafIfNW8Xb3UkAAAAl+VRRXLLh4NUSwe13ru5Yvs+bXUcAAAAl+YxRXLJt+8qOneeih3eUveJ8vP3tzoSAACA5xXJiRMnqmnTpgoICFBCQoIWL14sZ3Zg959qsuivTTUpYbeoZadzrI4EAADgeUVyxowZGjp0qEaPHq20tDRFRESoa9eu2rVrl5zV+g8Hq7ZytMmrsaL7jbE6DgAAgGcWyZdeekl33HGHbr31VrVr105vvPGGgoKC9M4778gZpc+dpticH1TqsKnoqtfkHxBkdSQAAADPK5JFRUVKTU1Vly5d/v8n8PIyrxcsWHDcryksLFROTs4xH1Ule99uNfp9pPl4cejNah19QZW9NgAAgLsrU5Hcs2ePSktLVb9+/WOeN66zsrKO+zXjxo1TSEjIkY/w8HBVldX/e1tnab+22hopqv+zVfa6AAAAnqDSd22PGDFC2dnZRz4yMzNVVRJ6DFNy/Ms6dMUEBQQGV9nrAgAAeAKfsnxy3bp15e3trZ07dx7zvHHdoEGD436Nv7+/+WEFm5eX4q64zZLXBgAAcHdlGpH08/NTTEyMfvzxxyPP2e128zopKaky8gEAAMAdRiQNxtE/AwYMUGxsrOLj4/XKK68oLy/P3MUNAAAAz1HmItmzZ0/t3r1bjz/+uLnBJjIyUt99992/NuAAAADAvdkcDoejKl/QOP7H2L1tbLypUaNGVb40AAAAKrCvecy9tgEAAFCxKJIAAAAoF4okAAAAyoUiCQAAgHKhSAIAAKBcKJIAAAAoF4okAAAAyoUiCQAAgHKhSAIAAKBcKJIAAAAoF4okAAAAyoUiCQAAgHKhSAIAAKBcfFTFHA6H+d+cnJyqfmkAAACchsM97XBvc5oiefDgQfO/4eHhVf3SAAAAKGNvCwkJOeGP2xynqpoVzG63a8eOHapevbpsNptcoZEbpTczM1M1atSwOg5OE++b6+E9c028b66H98z15Fjwnhn10CiRoaGh8vLycp4RSSNMWFiYXI3xxvEHzvXwvrke3jPXxPvmenjPXE+NKn7PTjYSeRibbQAAAFAuFEkAAACUC0XyFPz9/TV69Gjzv3AdvG+uh/fMNfG+uR7eM9fj78TvWZVvtgEAAIB7YEQSAAAA5UKRBAAAQLlQJAEAAFAuFEkAAACUC0USAAAA5UKRPIWJEyeqadOmCggIUEJCghYvXmx1JJzAuHHjFBcXZ95+s169err22mu1Zs0aq2OhDMaPH2/eOnXIkCFWR8EpbN++XTfffLPq1KmjwMBAdezYUSkpKVbHwkmUlpZq1KhRatasmfmetWjRQk8//bR5Kzw4h/nz5+vqq682b0to/F04Z86cY37ceK8ef/xxNWzY0HwPu3TponXr1slKFMmTmDFjhoYOHWqe3ZSWlqaIiAh17dpVu3btsjoajmPevHkaNGiQFi5cqLlz56q4uFiXXXaZ8vLyrI6G05CcnKzJkyerU6dOVkfBKezfv1/nnnuufH199e2332rVqlV68cUXVatWLauj4SSeffZZTZo0Sa+99ppWr15tXj/33HOaMGGC1dHwN+P7ldE1jEGs4zHer1dffVVvvPGGFi1apODgYLOXFBQUyCqcI3kSxgikMcJl/KEz2O1286bp9957r4YPH251PJzC7t27zZFJo2B27tzZ6jg4idzcXEVHR+v111/XmDFjFBkZqVdeecXqWDgB4++/33//Xb/++qvVUVAGV111lerXr6+33377yHM33HCDObI1depUS7Ph34wRydmzZ5uzawajrhkjlQ8++KAeeugh87ns7GzzPX3vvffUq1cvWYERyRMoKipSamqqOWx8mJeXl3m9YMECS7Ph9Bh/wAy1a9e2OgpOwRhJvvLKK4/58wbn9cUXXyg2NlY33XST+Y+1qKgovfnmm1bHwimcc845+vHHH7V27VrzeunSpfrtt9/UrVs3q6PhNGzatElZWVnH/D0ZEhJiDnpZ2Ut8LHtlJ7dnzx5zPYnR9I9mXGdkZFiWC6fHGD021tkZ028dOnSwOg5OYvr06ebSEWNqG65h48aN5hSpsfRn5MiR5nt33333yc/PTwMGDLA6Hk4ykpyTk6M2bdrI29vb/B73zDPPqG/fvlZHw2kwSqTheL3k8I9ZgSIJtx3hWrFihfmvbTivzMxM3X///eaaVmNDG1znH2rGiOTYsWPNa2NE0vjzZqzbokg6r5kzZ+qjjz7StGnT1L59e6Wnp5v/4DamS3nfUF5MbZ9A3bp1zX+x7dy585jnjesGDRpYlgunNnjwYH311Vf6+eefFRYWZnUcnISxfMTYvGasj/Tx8TE/jDWtxmJy47ExYgLnY+wYbdeu3THPtW3bVlu3brUsE07t4YcfNkcljbV0xi77fv366YEHHjBPvIDza/B393C2XkKRPAFjiiYmJsZcT3L0v8KN66SkJEuz4fiMhchGiTQWJ//000/mERdwbpdccomWL19ujowc/jBGuoypNuOx8Y85OB9jycg/j9Yy1t01adLEskw4tUOHDplr/Y9m/BkzvrfB+TVr1swsjEf3EmOpgrF728pewtT2SRjrf4zhfuMbW3x8vLmL1Niaf+utt1odDSeYzjambD7//HPzLMnDa0aMxcjGrkQ4H+N9+ucaVuM4C+NsQta2Oi9jFMvYuGFMbffo0cM8X3fKlCnmB5yXcT6hsSaycePG5tT2kiVL9NJLL+m2226zOhqOOsFi/fr1x2ywMf5RbWwaNd43YymCcbJFq1atzGJpnAtqLE04vLPbEsbxPzixCRMmOBo3buzw8/NzxMfHOxYuXGh1JJyA8b/z8T7effddq6OhDC644ALH/fffb3UMnMKXX37p6NChg8Pf39/Rpk0bx5QpU6yOhFPIyckx/2wZ39MCAgIczZs3dzz66KOOwsJCq6Phbz///PNxv48NGDDA/HG73e4YNWqUo379+uafvUsuucSxZs0ah5U4RxIAAADlwhpJAAAAlAtFEgAAAOVCkQQAAEC5UCQBAABQLhRJAAAAlAtFEgAAAOVCkQQAAEC5UCQBAABQLhRJAAAAlAtFEgAAAOVCkQQAAIDK4/8AdOHMqBYpMk4AAAAASUVORK5CYII=",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "MPC out of Credit v MPC out of Income\n"
-     ]
-    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -286,23 +282,38 @@
     "print(\n",
     "    \"The difference is so small that the baseline is obscured by the XtraCredit solution\"\n",
     ")\n",
-    "plot_funcs(\n",
-    "    [BaselineExample.solution[0].cFunc, XtraCreditExample.solution[0].cFunc],\n",
-    "    BaselineExample.solution[0].mNrmMin,\n",
-    "    x_max,\n",
-    "    legend_kwds={\"loc\": \"upper left\", \"labels\": [\"Baseline\", \"XtraCredit\"]},\n",
-    ")\n",
     "\n",
+    "# Plot the consumption functions and save figure\n",
+    "m_grid = np.linspace(BaselineExample.solution[0].mNrmMin, x_max, 1000)\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(m_grid, BaselineExample.solution[0].cFunc(m_grid), label=\"Baseline\")\n",
+    "ax.plot(m_grid, XtraCreditExample.solution[0].cFunc(m_grid), label=\"XtraCredit\")\n",
+    "ax.legend(loc=\"upper left\")\n",
+    "make_figs(\"cFunc\",saveFigs=True,drawFigs=False,target_dir=\"Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income\")\n",
+    "\n",
+    "# Alternatively using plot_funcs()\n",
+    "# plot_funcs(\n",
+    "#     [BaselineExample.solution[0].cFunc, XtraCreditExample.solution[0].cFunc],\n",
+    "#     BaselineExample.solution[0].mNrmMin,\n",
+    "#     x_max,\n",
+    "#     legend_kwds={\"loc\": \"upper left\", \"labels\": [\"Baseline\", \"XtraCredit\"]},\n",
+    "# )\n",
     "\n",
     "# Plot the MPCs to compare them\n",
-    "print(\"MPC out of Credit v MPC out of Income\")\n",
-    "plt.ylim([0.0, 1.2])\n",
-    "plot_funcs(\n",
-    "    [FirstDiffMPC_Credit, FirstDiffMPC_Income],\n",
-    "    BaselineExample.solution[0].mNrmMin,\n",
-    "    x_max,\n",
-    "    legend_kwds={\"labels\": [\"MPC out of Credit\", \"MPC out of Income\"]},\n",
-    ")"
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(m_grid, FirstDiffMPC_Credit(m_grid), label=\"MPC out of Credit\")\n",
+    "ax.plot(m_grid, FirstDiffMPC_Income(m_grid), label=\"MPC out of Income\")\n",
+    "ax.set_title(\"MPC out of Credit v MPC out of Income\")\n",
+    "ax.set_ylim([0.0, 1.2])\n",
+    "make_figs(\"mpc\",saveFigs=True,drawFigs=False,target_dir=\"Figures/MPC-Out-of-Credit-vs-MPC-Out-of-Income\")\n",
+    "\n",
+    "# Alternatively using plot_funcs()\n",
+    "# plot_funcs(\n",
+    "#     [FirstDiffMPC_Credit, FirstDiffMPC_Income],\n",
+    "#     BaselineExample.solution[0].mNrmMin,\n",
+    "#     x_max,\n",
+    "#     legend_kwds={\"labels\": [\"MPC out of Credit\", \"MPC out of Income\"]},\n",
+    "# )"
    ]
   }
  ],
@@ -313,7 +324,7 @@
    "notebook_metadata_filter": "all"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -327,7 +338,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.18"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/Micro-and-Macro-Implications-of-Very-Impatient-HHs.ipynb b/notebooks/Micro-and-Macro-Implications-of-Very-Impatient-HHs.ipynb
index aa443e1d..f5edfad4 100644
--- a/notebooks/Micro-and-Macro-Implications-of-Very-Impatient-HHs.ipynb
+++ b/notebooks/Micro-and-Macro-Implications-of-Very-Impatient-HHs.ipynb
@@ -52,7 +52,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "D:\\Temp\\ipykernel_28540\\512302497.py:81: DeprecationWarning: Use shutil.which instead of find_executable\n",
+      "C:\\Users\\natha\\AppData\\Local\\Temp\\ipykernel_35572\\3551769355.py:81: DeprecationWarning: Use shutil.which instead of find_executable\n",
       "  if find_executable(\"latex\"):\n"
      ]
     }
@@ -60,7 +60,7 @@
    "source": [
     "# This cell does some setup and imports generic tools used to produce the figures\n",
     "\n",
-    "from HARK.utilities import get_lorenz_shares, get_percentiles\n",
+    "from HARK.utilities import get_lorenz_shares, get_percentiles, make_figs\n",
     "from HARK.Calibration import load_SCF_wealth_weights\n",
     "from HARK.distributions import Uniform\n",
     "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n",
@@ -351,7 +351,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|████████████████████████████████████████████████████████████████████████████████████| 7/7 [00:31<00:00,  4.46s/it]\n"
+      "100%|██████████| 7/7 [00:20<00:00,  3.00s/it]\n"
      ]
     }
    ],
@@ -373,7 +373,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "The ratio of aggregate capital to permanent income is 10.33\n"
+      "The ratio of aggregate capital to permanent income is 10.34\n"
      ]
     }
    ],
@@ -449,11 +449,18 @@
    "id": "453c0487",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure lorenz in Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
+       "<Figure size 1000x500 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -481,23 +488,20 @@
     "sim_Lorenz_points_ap = get_lorenz_shares(sim_wealth_ap, percentiles=pctiles)\n",
     "\n",
     "# Plot Lorenz curves for model with uniform distribution of time preference using both methods\n",
-    "\n",
-    "plt.subplot(1, 2, 1)\n",
-    "plt.plot(pctiles, SCF_Lorenz_points, \"--k\")\n",
-    "plt.plot(pctiles, sim_Lorenz_points, \"-b\")\n",
-    "plt.title(\"Brute force approach\")\n",
-    "plt.xlabel(\"Percentile of net worth\")\n",
-    "plt.ylabel(\"Cumulative share of wealth\")\n",
-    "\n",
-    "plt.subplot(1, 2, 2)\n",
-    "plt.plot(pctiles, SCF_Lorenz_points, \"--k\")\n",
-    "plt.plot(pctiles, sim_Lorenz_points_ap, \"-b\")\n",
-    "plt.title(\"Using AgentPopulation class\")\n",
-    "# plt.xlabel(\"Percentile of net worth\")\n",
-    "# plt.ylabel(\"Cumulative share of wealth\")\n",
-    "\n",
-    "plt.tight_layout()\n",
-    "plt.show(block=False)"
+    "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n",
+    "ax[0].plot(pctiles, SCF_Lorenz_points, \"--k\")\n",
+    "ax[0].plot(pctiles, sim_Lorenz_points, \"-b\")\n",
+    "ax[0].set_title(\"Brute force approach\")\n",
+    "ax[0].set_xlabel(\"Percentile of net worth\")\n",
+    "ax[0].set_ylabel(\"Cumulative share of wealth\")\n",
+    "ax[1].plot(pctiles, SCF_Lorenz_points, \"--k\")\n",
+    "ax[1].plot(pctiles, sim_Lorenz_points_ap, \"-b\")\n",
+    "ax[1].set_title(\"Using AgentPopulation class\")\n",
+    "ax[1].set_xlabel(\"Percentile of net worth\")\n",
+    "\n",
+    "\n",
+    "fig.tight_layout()\n",
+    "make_figs(\"lorenz\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Micro-and-Macro-Implications-of-Very-Impatient-HHs\")\n"
    ]
   },
   {
@@ -539,8 +543,8 @@
      "output_type": "stream",
      "text": [
       "The MPC at the 10th percentile of the distribution is 0.06\n",
-      "The MPC at the 50th percentile of the distribution is 0.19\n",
-      "The MPC at the 90th percentile of the distribution is 0.51\n"
+      "The MPC at the 50th percentile of the distribution is 0.20\n",
+      "The MPC at the 90th percentile of the distribution is 0.49\n"
      ]
     }
    ],
@@ -586,7 +590,7 @@
      "output_type": "stream",
      "text": [
       "The MPC at the 10th percentile of the distribution is 0.06\n",
-      "The MPC at the 50th percentile of the distribution is 0.19\n",
+      "The MPC at the 50th percentile of the distribution is 0.20\n",
       "The MPC at the 90th percentile of the distribution is 0.51\n"
      ]
     }
@@ -643,7 +647,7 @@
      "output_type": "stream",
      "text": [
       "The MPC at the 10th percentile of the distribution is 0.06\n",
-      "The MPC at the 50th percentile of the distribution is 0.19\n",
+      "The MPC at the 50th percentile of the distribution is 0.20\n",
       "The MPC at the 90th percentile of the distribution is 0.97\n"
      ]
     }
@@ -689,7 +693,7 @@
      "output_type": "stream",
      "text": [
       "The MPC at the 10th percentile of the distribution is 0.06\n",
-      "The MPC at the 50th percentile of the distribution is 0.19\n",
+      "The MPC at the 50th percentile of the distribution is 0.20\n",
       "The MPC at the 90th percentile of the distribution is 0.97\n"
      ]
     }
@@ -730,7 +734,7 @@
    "notebook_metadata_filter": "all,-widgets,-varInspector"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -744,7 +748,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/notebooks/Nondurables-During-Great-Recession.ipynb b/notebooks/Nondurables-During-Great-Recession.ipynb
index 5cf4d26d..e2cc9698 100644
--- a/notebooks/Nondurables-During-Great-Recession.ipynb
+++ b/notebooks/Nondurables-During-Great-Recession.ipynb
@@ -32,7 +32,7 @@
     "import numpy as np\n",
     "from copy import deepcopy\n",
     "\n",
-    "from HARK.utilities import plot_funcs"
+    "from HARK.utilities import plot_funcs, make_figs"
    ]
   },
   {
@@ -227,7 +227,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|████████████████████████████████████████████████████████████████████████████████████| 7/7 [00:53<00:00,  7.67s/it]\n"
+      "100%|██████████| 7/7 [00:33<00:00,  4.78s/it]\n"
      ]
     }
    ],
@@ -394,7 +394,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "id": "cbf7dd85-62bb-4002-a735-99b14373e0a2",
    "metadata": {},
    "outputs": [
@@ -402,14 +402,21 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 10/10 [00:23<00:00,  2.34s/it]\n"
+      "100%|██████████| 10/10 [00:10<00:00,  1.03s/it]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure consumptionChange in Figures/Nondurables-During-Great-Recession\n"
      ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -429,18 +436,22 @@
     "perm_min = BaselineType.PermShkStd[0] * ratio_min\n",
     "perm_max = BaselineType.PermShkStd[0] * perm_ratio_max\n",
     "\n",
-    "plt.ylabel(\"% Change in Consumption\")\n",
-    "plt.xlabel(\n",
+    "perm_grid = np.linspace(perm_min, perm_max, num_points)\n",
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "ax.plot(perm_grid, calcConsChangeAfterPermShkChange(perm_grid)) # Equivalently, but incompatable with make_figs():\n",
+    "                                                                # plot_funcs([calcConsChangeAfterPermShkChange], perm_min, perm_max, N=num_points)\n",
+    "# Customize the figure\n",
+    "ax.set_title(\"Change in Cons. Following Increase in Perm. Income Uncertainty\")\n",
+    "ax.set_xlabel(\n",
     "    \"Std. Dev. of Perm. Income Shock (Baseline = \"\n",
     "    + str(round(BaselineType.PermShkStd[0], 2))\n",
     "    + \")\"\n",
     ")\n",
-    "plt.title(\"Change in Cons. Following Increase in Perm. Income Uncertainty\")\n",
-    "plt.ylim(-25.0, 5.0)\n",
-    "plt.plot([perm_min, perm_max], [0.,0.], '--k')\n",
-    "plt.plot([perm_min, perm_max], [TargetChangeInC,TargetChangeInC], '--k')\n",
-    "# The expression below shows the power of python\n",
-    "plot_funcs([calcConsChangeAfterPermShkChange], perm_min, perm_max, N=num_points)"
+    "ax.set_ylabel(\"% Change in Consumption\")\n",
+    "ax.set_ylim(-25.0, 5.0)\n",
+    "ax.axhline(0.0, linestyle='--', color='k')\n",
+    "ax.axhline(TargetChangeInC, linestyle='--', color='k')\n",
+    "make_figs(\"consumptionChange\",saveFigs=True,drawFigs=False,target_dir=\"Figures/Nondurables-During-Great-Recession\")"
    ]
   },
   {
@@ -456,14 +467,6 @@
     "\n",
     "The point is that it is not at all implausible, as a quantitative proposition, that an increase in uncertainty could have been responsible for a substantial portion of the decline in nondurable expenditures in the Great Recesssion.  (And it is even easier for an increase in uncertainty to induce a decline in durable goods purchases."
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a1ec9229-c538-4705-9b9f-9aec2087d09d",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -474,7 +477,7 @@
    "notebook_metadata_filter": "all,-widgets,-varInspector"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -488,7 +491,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/notebooks/PalgravePrecautionary.ipynb b/notebooks/PalgravePrecautionary.ipynb
new file mode 100644
index 00000000..c1d6fa10
--- /dev/null
+++ b/notebooks/PalgravePrecautionary.ipynb
@@ -0,0 +1,1106 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "cardiac-satellite",
+   "metadata": {},
+   "source": [
+    "# Precautionary Saving and Precautionary Wealth\n",
+    "\n",
+    "### A notebook by [Mateo Velasquez-Giraldo](https://github.com/Mv77/)\n",
+    "\n",
+    "This notebook reproduces the figures in Christopher D. Carroll and Miles S. Kimball's entry on [Precautionary Saving and Precautionary Wealth](http://www.econ2.jhu.edu/people/ccarroll/PalgravePrecautionary.pdf) in [The New Palgrave Dictionary of Economics](https://www.palgrave.com/gp/book/9781349951888), using tools from the [Econ-ARK](https://econ-ark.org/) project."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "advisory-input",
+   "metadata": {
+    "code_folding": []
+   },
+   "outputs": [],
+   "source": [
+    "# Uninteresting setup of the computational environment\n",
+    "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n",
+    "from HARK.distributions import DiscreteDistribution\n",
+    "from HARK.utilities import make_figs\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "mystr = lambda number : \"{:.4f}\".format(number)\n",
+    "\n",
+    "from copy import copy\n",
+    "\n",
+    "from scipy.interpolate import interp1d\n",
+    "from scipy.optimize import (root_scalar,newton)\n",
+    "\n",
+    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
+    "import ipywidgets as widgets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "explicit-replication",
+   "metadata": {
+    "code_folding": [],
+    "lines_to_next_cell": 2
+   },
+   "outputs": [],
+   "source": [
+    "# Define parameters for two consumers,\n",
+    "# a perfect foresight one and one with shocks to income\n",
+    "\n",
+    "# Import standard parameters\n",
+    "from HARK.ConsumptionSaving.ConsIndShockModel import init_idiosyncratic_shocks\n",
+    "\n",
+    "# Initialize with modifications to fit our problem:\n",
+    "IdiosyncDict = {\n",
+    "    **init_idiosyncratic_shocks,\n",
+    "    \"BoroCnstArt\": None,      # No artificial borrowing constraint\n",
+    "    \"UnempPrb\": 0,            # No unemployment\n",
+    "    \"vFuncBool\": True,        # Ask HARK to compute the value function\n",
+    "    \"PermShkStd\": [0],        # Turn off permanent income shocks\n",
+    "    \"Rfree\": [1],             # Make R 1\n",
+    "    # For transitory shocks, to illustrate the problem, we want two possible\n",
+    "    # values: a good and a bad one. This is most easily achieved by setting\n",
+    "    # a large standard deviation (3) and telling HARK to approximate the\n",
+    "    # distribution using only two points.\n",
+    "    \"TranShkStd\": [3],\n",
+    "    \"TranShkCount\": 2\n",
+    "}\n",
+    "\n",
+    "# Create a copy with income uncertainty turned off, for comparison\n",
+    "PFDict = {\n",
+    "    **IdiosyncDict,\n",
+    "    \"TranShkStd\": [0],\n",
+    "    \"TranShkCount\": 1\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "stone-native",
+   "metadata": {
+    "code_folding": [],
+    "lines_to_next_cell": 1
+   },
+   "outputs": [],
+   "source": [
+    "# Create and solve problems for the two consumers\n",
+    "IndShockConsumer = IndShockConsumerType(**IdiosyncDict)\n",
+    "IndShockConsumer.cycles = 2 # Make this type have a two-period horizon\n",
+    "IndShockConsumer.solve()\n",
+    "\n",
+    "PFConsumer = IndShockConsumerType(**PFDict)\n",
+    "PFConsumer.cycles = 2\n",
+    "PFConsumer.solve()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "modified-report",
+   "metadata": {},
+   "source": [
+    "## Figure 1: Marginal Utility of Assets and Consumption"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "affiliated-inflation",
+   "metadata": {},
+   "source": [
+    "Consider an agent facing the following dynamic problem expressed in recursive form:\n",
+    "\n",
+    "\\begin{equation}\n",
+    "\\begin{split}\n",
+    "v_t(m_t) =& \\max_{c_t} u(c_t) + \\beta \\mathbb{E}_t[v_{t+1}(R a_t + \\tilde{y}_{t+1})] \\\\\n",
+    "& s.t & \\\\\n",
+    "\\quad a_t =&  m_t - c_t,\n",
+    "\\end{split}\n",
+    "\\end{equation}\n",
+    "\n",
+    "where $c_t$ represents consumption, $m_t$ beginning-of-period resources, $a_t$ end-of-period resources, and $\\tilde{y}_{t+1}$ non-capital income in the next period, which is random from the perspective of this period.\n",
+    "\n",
+    "The consumer chooses $c_t$ balancing two forces:\n",
+    "- The desire to consume his resources now, captured by $u(c_t)$.\n",
+    "- The benefit that he gets from saving his resources for next period, which we represent with $\\omega(a_t)=\\beta \\mathbb{E}_t[v_{t+1}(R a_t + \\tilde{y}_{t+1})]$.\n",
+    "\n",
+    "Under standard assumptions, a requirement for optimality is that $$u'(m_t - a_t) = \\omega'(a_t),$$ because this is the condition that says that a marginal dollar of resources would be equally valuable if it were spent (yielding $u'$) or saved (yielding $\\omega^{\\prime}$).\n",
+    "\n",
+    "Figure 1 shows that uncertainty shifts up the expected marginal value of\n",
+    "resources on the next period, moving savings from $a^*$ (which would be\n",
+    "observed if income were certain at $\\mathbb{E}_t[\\tilde{y}_{t+1}]$) to \n",
+    "$a^{**}$. This increase is the precautionary saving induced by the uncertainty \n",
+    "around income."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "fleet-rachel",
+   "metadata": {
+    "code_folding": []
+   },
+   "outputs": [],
+   "source": [
+    "# Figure 1\n",
+    "\n",
+    "def uP(agent, c):\n",
+    "    '''\n",
+    "    Computes the marginal utility of consumption for an agent with\n",
+    "    CRRA utility at a consumption level c.\n",
+    "    '''\n",
+    "    return( c**(-agent.CRRA) )\n",
+    "    \n",
+    "def approxOmegaP(agent):\n",
+    "    '''\n",
+    "    Constructs a function that computes the discounted expected marginal value\n",
+    "    of wealth next period w'(a) for a grid of end of period assets using the\n",
+    "    fact that optimal consumption c() satisfies u'(c(m_t)) = w'_t(m_t - c(m_t))\n",
+    "    '''\n",
+    "    # Take the end-of-period assets grid from the consumer\n",
+    "    agrid = agent.aXtraGrid\n",
+    "    a_min = agrid[0]\n",
+    "    a_max = agrid[-1]\n",
+    "    # For each a, we need to find the implied m that generates it\n",
+    "    aux = lambda m: m - agent.solution[0].cFunc(m)\n",
+    "    m_grid = np.array([root_scalar(lambda m: a - aux(m), x0 = a_min, x1 = a_max).root\n",
+    "                       for a in agrid])\n",
+    "    \n",
+    "    # Then we can get consumption\n",
+    "    c_grid = agent.solution[0].cFunc(m_grid)\n",
+    "    # And with consmption, omega, since\n",
+    "    # omega prime is U' at the optimal C.\n",
+    "    omegaP_grid = uP(agent, c_grid)\n",
+    "    \n",
+    "    # We finally interpolate\n",
+    "    omegaP = interp1d(agrid, omegaP_grid, kind='cubic')\n",
+    "    \n",
+    "    return(omegaP)\n",
+    "\n",
+    "def create_income_dstn(epsilon):\n",
+    "    \n",
+    "    # No permanent income shocks and 1+eps, 1-eps with half chance each for transitory.\n",
+    "    IncomeDstn = DiscreteDistribution(np.array([0.5,0.5]),\n",
+    "                                      [np.array([1,1]), np.array([1-epsilon,1+epsilon])])\n",
+    "\n",
+    "def create_agents(CRRA,TranShkStd):\n",
+    "    \n",
+    "    # Copy base dictionaries\n",
+    "    un_dict = copy(IdiosyncDict)\n",
+    "    pf_dict = copy(PFDict)\n",
+    "    \n",
+    "    # Update CRRA\n",
+    "    un_dict['CRRA'] = CRRA\n",
+    "    pf_dict['CRRA'] = CRRA\n",
+    "    \n",
+    "    # Update transitory shock sd\n",
+    "    un_dict[\"TranShkStd\"] = [TranShkStd]\n",
+    "    \n",
+    "    IndShockConsumer = IndShockConsumerType(**un_dict)\n",
+    "    IndShockConsumer.cycles = 2 # Make this type have a two-period horizon\n",
+    "    IndShockConsumer.solve()\n",
+    "\n",
+    "    PFConsumer = IndShockConsumerType(**pf_dict)\n",
+    "    PFConsumer.cycles = 2\n",
+    "    PFConsumer.solve()\n",
+    "    \n",
+    "    return((IndShockConsumer, PFConsumer))\n",
+    "\n",
+    "def fig1(CRRA, TranShkStd, m, a_m_min, a_m_max):\n",
+    "    \n",
+    "    # Create and solve consumers\n",
+    "    IndShockConsumer, PFConsumer = create_agents(CRRA, TranShkStd)\n",
+    "    \n",
+    "    # Approximate omega with and without uncertainty\n",
+    "    omegaP_uncert = approxOmegaP(IndShockConsumer)\n",
+    "    omegaP_PF = approxOmegaP(PFConsumer)\n",
+    "\n",
+    "    # Consumption functions\n",
+    "    cPF = PFConsumer.solution[0].cFunc\n",
+    "    cIS = IndShockConsumer.solution[0].cFunc\n",
+    "\n",
+    "    # Find intercepts with marginal utility\n",
+    "    a_star1 = m - cPF(m)\n",
+    "    a_star2 = m - cIS(m)\n",
+    "\n",
+    "    # Grid for end-of-period assets\n",
+    "    a_grid = np.linspace(a_m_min*m, a_m_max*m, 50)\n",
+    "\n",
+    "    # Line labels\n",
+    "    lab1 = '$\\omega_t\\'(a) = R \\\\beta E_t [v_{t+1}\\'(aR + \\\\tilde{y}_{t+1})]$'\n",
+    "    lab2 = '$R \\\\beta v_{t+1}\\'(aR + E_t[\\\\tilde{y}_{t+1}])$'\n",
+    "    lab3 = '$u\\'(m_t-a)$'\n",
+    "\n",
+    "    # Main lines\n",
+    "\n",
+    "    # Omega uncertainty\n",
+    "    fig = plt.figure(figsize = (10,8))\n",
+    "    ax  = fig.add_subplot(111)\n",
+    "    ax.plot(a_grid, omegaP_uncert(a_grid), label = lab1)\n",
+    "    # Omega Perfect foresight\n",
+    "    ax.plot(a_grid, omegaP_PF(a_grid), label = lab2)\n",
+    "    # Marginal utility\n",
+    "    ax.plot(a_grid, uP(IndShockConsumer, m - a_grid), label = lab3)\n",
+    "\n",
+    "    # Intersection lines\n",
+    "    ymin = ax.get_ylim()[0]\n",
+    "    ax.plot([a_star1,a_star1],[ymin, uP(IndShockConsumer,m-a_star1)],'--k')\n",
+    "    ax.plot([a_star2,a_star2],[ymin, uP(IndShockConsumer,m-a_star2)],'--k')\n",
+    "\n",
+    "    # x-axis ticks\n",
+    "    ax.set_xticks([a_star1,a_star2])\n",
+    "    ax.set_xticklabels([\"$a^*$\",\"$a^{**}$\"])\n",
+    "    ax.set_ylim(0,1.5)\n",
+    "    # Text\n",
+    "    ax.set_xlabel('a', x=1)\n",
+    "    ax.legend()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "protecting-negative",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure aTarget in Figures/PalgravePrecautionary\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c6477ad3df3e46c6a3b62a1f6cb6f658",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(FloatSlider(value=2.0, continuous_update=False, description='$\\\\rho$', max=8.0, min=1.02…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Widget\n",
+    "\n",
+    "# CRRA - slider\n",
+    "crra_slider = widgets.FloatSlider(\n",
+    "                min = 1.02,\n",
+    "                max = 8,\n",
+    "                step = 0.01,\n",
+    "                value = 2,  # Default value\n",
+    "                continuous_update=False,\n",
+    "                readout_format ='.4f',\n",
+    "                description='$\\\\rho$')\n",
+    "\n",
+    "# m - slider\n",
+    "m_slider = widgets.FloatSlider(min = 1.00,\n",
+    "                               max = 5,\n",
+    "                               step = 0.5,\n",
+    "                               value = 3,  # Default value\n",
+    "                               continuous_update=False,\n",
+    "                               readout_format ='.4f',\n",
+    "                               description='$m$')\n",
+    "\n",
+    "# a_left_limit - slider\n",
+    "a_m_min_slider = widgets.FloatSlider(min = 0.05,\n",
+    "                                     max = 0.5,\n",
+    "                                     step = 0.01,\n",
+    "                                     value = 0.2,  # Default value\n",
+    "                                     continuous_update=False,\n",
+    "                                     readout_format ='.4f',\n",
+    "                                     description='$a_{\\\\min}/m$')\n",
+    "\n",
+    "# a_right_limit - slider\n",
+    "a_m_max_slider = widgets.FloatSlider(min = 0.5,\n",
+    "                                     max = 0.99,\n",
+    "                                     step = 0.01,\n",
+    "                                     value = 0.8,  # Default value\n",
+    "                                     continuous_update=False,\n",
+    "                                     readout_format ='.4f',\n",
+    "                                     description='$a_{\\\\max}/m$')\n",
+    "\n",
+    "# Shock std - slider\n",
+    "TranShkStd_slider = widgets.FloatSlider(min = 0.1,\n",
+    "                                        max = 5,\n",
+    "                                        step = 0.01,\n",
+    "                                        value = 1,  # Default value\n",
+    "                                        continuous_update=False,\n",
+    "                                        readout_format ='.4f',\n",
+    "                                        description='Shock s.d.')\n",
+    "\n",
+    "# Make the static figure\n",
+    "fig1(CRRA=2, TranShkStd=1, m=3, a_m_min=0.2, a_m_max=0.8)\n",
+    "make_figs(\"aTarget\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PalgravePrecautionary\")\n",
+    "\n",
+    "# Make the widget\n",
+    "interact(fig1,\n",
+    "         CRRA = crra_slider,\n",
+    "         TranShkStd = TranShkStd_slider,\n",
+    "         m = m_slider,\n",
+    "         a_m_min = a_m_min_slider,\n",
+    "         a_m_max = a_m_max_slider);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "technological-toilet",
+   "metadata": {},
+   "source": [
+    "## Figure 2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "adult-boost",
+   "metadata": {},
+   "source": [
+    "Figure 2 compares optimal consumption with and without income uncertainty.\n",
+    "The three most important facts to note are:\n",
+    "1. Consumption under uncertainty is always lower than its perfect-foresight counterpart.\n",
+    "2. The difference between them vanishes as market resources approach infinity.\n",
+    "3. Under uncertain future income, the consumption function is concave."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "armed-spanish",
+   "metadata": {
+    "code_folding": []
+   },
+   "outputs": [],
+   "source": [
+    "# Figure 2\n",
+    "def fig2(CRRA, TranShkStd, m_max):\n",
+    "    \n",
+    "    # Create and solve consumers\n",
+    "    IndShockConsumer, PFConsumer = create_agents(CRRA, TranShkStd)\n",
+    "    \n",
+    "    # Define a function for the delta(m)=0 locus -- \"sustainable\" consumption\n",
+    "    m0_locus = lambda m: m - (m-1)/(IdiosyncDict[\"Rfree\"][0]/\n",
+    "                             IdiosyncDict[\"PermGroFac\"][0])\n",
+    "\n",
+    "    # Define grid of market resources\n",
+    "    m_grid = np.linspace(0.01, m_max, 500)\n",
+    "\n",
+    "    # Main lines\n",
+    "\n",
+    "    # Uncertainty solution\n",
+    "    fig = plt.figure(figsize = (10,8))\n",
+    "    ax  = fig.add_subplot(111)\n",
+    "    ax.plot(m_grid, IndShockConsumer.solution[0].cFunc(m_grid),\n",
+    "             label = '$c(m)$')\n",
+    "    # Perfect foresight solution\n",
+    "    ax.plot(m_grid, PFConsumer.solution[0].cFunc(m_grid),\n",
+    "             label = 'Perf. Foresight $c(m)$')\n",
+    "    # Stable resource line\n",
+    "    ax.plot(m_grid, m0_locus(m_grid), label = 'Perm. Inc')\n",
+    "    # Manually Calculate Target level of resources for the two-period model\n",
+    "    cFunc = IndShockConsumer.solution[0].cFunc\n",
+    "    func_to_zero = lambda m: m0_locus(m) - cFunc(m)\n",
+    "    targM = newton(func_to_zero, 0.01)\n",
+    "    targ = (targM,IndShockConsumer.solution[0].cFunc(targM))\n",
+    "    ax.plot(targ[0], targ[1], '*')\n",
+    "    # Annotations\n",
+    "    ax.set_ylim(0,5)\n",
+    "    ax.set_xlabel('m')\n",
+    "    ax.set_ylabel('c')\n",
+    "    ax.annotate('Target',\n",
+    "                 xy = targ,\n",
+    "                 xytext = (targ[0]+1., targ[1]-0.8),\n",
+    "                 arrowprops=dict(facecolor='black', shrink=0.05,\n",
+    "                                 headwidth = 3, width = 0.5))\n",
+    "    ax.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "outside-liver",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure comparisonPF in Figures/PalgravePrecautionary\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a6fc6f398f7f44e7b039c47ab2028938",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(FloatSlider(value=2.0, continuous_update=False, description='$\\\\rho$', max=8.0, min=1.02…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# m - slider\n",
+    "m_max_slider = widgets.FloatSlider(min = 5,\n",
+    "                                   max = 50,\n",
+    "                                   step = 0.5,\n",
+    "                                   value = 20,  # Default value\n",
+    "                                   continuous_update=False,\n",
+    "                                   readout_format ='.4f',\n",
+    "                                   description='$m$')\n",
+    "\n",
+    "# Make the static figure\n",
+    "fig2(CRRA=2, TranShkStd=1, m_max=20)\n",
+    "make_figs(\"comparisonPF\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PalgravePrecautionary\")\n",
+    "\n",
+    "# Make the widget\n",
+    "interact(fig2,\n",
+    "         CRRA = crra_slider,\n",
+    "         TranShkStd = TranShkStd_slider,\n",
+    "         m_max = m_max_slider);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "accredited-saskatchewan",
+   "metadata": {},
+   "source": [
+    "# Figure 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "material-gambling",
+   "metadata": {
+    "code_folding": []
+   },
+   "outputs": [],
+   "source": [
+    "def fig3(CRRA, eta, a):\n",
+    "    \n",
+    "    a_min = 1\n",
+    "    a_max = 7\n",
+    "    y_bar = 1\n",
+    "    \n",
+    "    # Create and solve consumers\n",
+    "    IndShockConsumer, PFConsumer = create_agents(CRRA, 1)\n",
+    "\n",
+    "    # Grid for end-of period assets\n",
+    "    a_grid = np.linspace(a_min, a_max, 50)\n",
+    "\n",
+    "    # Extract the marginal t+1 value function from the PF agent\n",
+    "    vPt1 = lambda a: PFConsumer.solution[1].vPfunc(PFConsumer.Rfree[0]*a + y_bar)\n",
+    "    # Define the expected value under uncertainty\n",
+    "    vPt1_u = lambda a: 0.5*PFConsumer.solution[1].vPfunc(PFConsumer.Rfree[0]*a + y_bar - eta) +\\\n",
+    "                       0.5*PFConsumer.solution[1].vPfunc(PFConsumer.Rfree[0]*a + y_bar + eta)\n",
+    "\n",
+    "    # Main lines\n",
+    "    fig = plt.figure(figsize = (10,8))\n",
+    "    ax = fig.add_subplot(111)\n",
+    "\n",
+    "    # V't+1 perfect foresight\n",
+    "    lab1 = '$\\\\mathbb{E}_t[v\\'_{t+1}(a_tR+\\\\tilde{y}_{t+1})]$'\n",
+    "    ax.plot(a_grid, vPt1(a_grid), label = lab1)\n",
+    "    # V't+1 with uncertainty\n",
+    "    lab2 = '$v\\'_{t+1}(a_tR+\\\\bar{y})$'\n",
+    "    ax.plot(a_grid, vPt1_u(a_grid), label = lab2)\n",
+    "\n",
+    "    # Add secondary lines\n",
+    "    R = PFConsumer.Rfree[0]\n",
+    "    ax.plot([a-eta/R,a+eta/R],\n",
+    "             [vPt1(a-eta/R),vPt1(a+eta/R)], 'k--')\n",
+    "\n",
+    "    ax.plot([a,a],[ax.get_ylim()[0],vPt1_u(a)],'--k')\n",
+    "\n",
+    "    # Dots\n",
+    "    ax.plot(a, vPt1_u(a),'k.')\n",
+    "    ax.plot(a-eta/R, vPt1(a-eta/R),'k.')\n",
+    "    ax.plot(a+eta/R, vPt1(a+eta/R),'k.')\n",
+    "\n",
+    "    # Annotations\n",
+    "    mid  = [a, vPt1_u(a)]\n",
+    "    low  = [a-eta/R, vPt1(a-eta/R)]\n",
+    "    high = [a+eta/R, vPt1(a+eta/R)]\n",
+    "\n",
+    "    ax.annotate('$v\\'_{t+1}(\\\\bar{a}R+\\\\bar{y}-\\\\eta)$',\n",
+    "                 xy = low,\n",
+    "                 xytext = (low[0], low[1]/2),\n",
+    "                 arrowprops=dict(facecolor='black', shrink=0.05,\n",
+    "                                 headwidth = 3, width = 0.5))\n",
+    "\n",
+    "    ax.annotate('$v\\'_{t+1}(\\\\bar{a}R+\\\\bar{y}+\\\\eta)$',\n",
+    "                 xy = high,\n",
+    "                 xytext = (high[0], high[1]/2),\n",
+    "                 arrowprops=dict(facecolor='black', shrink=0.05,\n",
+    "                                 headwidth = 3, width = 0.5))\n",
+    "\n",
+    "    ax.annotate('$0.5 v\\'_{t+1}(\\\\bar{a}R+\\\\bar{y}+\\\\eta)+$\\n$0.5 v\\'_{t+1}(\\\\bar{a}R+\\\\bar{y}-\\\\eta)$',\n",
+    "                 xy = mid,\n",
+    "                 xytext = (mid[0]+0.2, mid[1]),\n",
+    "                 arrowprops=dict(facecolor='black', shrink=0.05,\n",
+    "                                 headwidth = 3, width = 0.5))\n",
+    "\n",
+    "    # xtick for a_bar\n",
+    "    xt = ax.get_xticks()\n",
+    "    xt = np.append(xt,[a])\n",
+    "\n",
+    "    xtl = ax.get_xticklabels()\n",
+    "    xtl = np.append(xtl, [\"$\\\\bar{a}$\"])\n",
+    "\n",
+    "    ax.set_xticks([a])\n",
+    "    ax.set_xticklabels([\"$\\\\bar{a}$\"])\n",
+    "\n",
+    "    # Axis labels and legend\n",
+    "    ax.set_ylim(0,0.5)\n",
+    "    ax.set_xlabel('$a_t$')\n",
+    "    ax.set_ylabel('$v\\'_{t+1}$')\n",
+    "    ax.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "compound-valentine",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure uncertaintyEffect in Figures/PalgravePrecautionary\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d5d58c7423a844e792e6b3df92a85ee2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(FloatSlider(value=2.0, continuous_update=False, description='$\\\\rho$', max=8.0, min=1.02…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# eta - slider\n",
+    "eta_slider = widgets.FloatSlider(min = 0.0,\n",
+    "                                 max = 1,\n",
+    "                                 step = 0.01,\n",
+    "                                 value = 1,  # Default value\n",
+    "                                 continuous_update=False,\n",
+    "                                 readout_format ='.4f',\n",
+    "                                 description='$\\\\eta$')\n",
+    "# a - slider\n",
+    "a_slider = widgets.FloatSlider(min = 2,\n",
+    "                               max = 6,\n",
+    "                               step = 0.01,\n",
+    "                               value = 3,  # Default value\n",
+    "                               continuous_update=False,\n",
+    "                               readout_format ='.4f',\n",
+    "                               description='$a$')\n",
+    "\n",
+    "# Make the static figure\n",
+    "fig3(CRRA=2, eta=1, a=3)\n",
+    "make_figs(\"uncertaintyEffect\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PalgravePrecautionary\")\n",
+    "\n",
+    "# Make the widget\n",
+    "interact(fig3,\n",
+    "         CRRA = crra_slider,\n",
+    "         eta = eta_slider,\n",
+    "         a = a_slider);"
+   ]
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "cell_metadata_json": true,
+   "formats": "ipynb,py:percent"
+  },
+  "kernelspec": {
+   "display_name": "DemARK",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.18"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autoclose": false,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": true
+  },
+  "widgets": {
+   "application/vnd.jupyter.widget-state+json": {
+    "state": {
+     "01850d5116d14290b8b363e5c48e6061": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "FloatSliderModel",
+      "state": {
+       "continuous_update": false,
+       "description": "$\\eta$",
+       "layout": "IPY_MODEL_5ce78d0c6ff046e1841138d0b0434893",
+       "max": 1,
+       "readout_format": ".4f",
+       "step": 0.01,
+       "style": "IPY_MODEL_ec605a1dfb914d6b94f0aac417976720",
+       "value": 1
+      }
+     },
+     "065286c62f5e4f5da00c11e7e26c6582": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "FloatSliderModel",
+      "state": {
+       "continuous_update": false,
+       "description": "$a_{\\min}/m$",
+       "layout": "IPY_MODEL_71cbf0b7a86d47e9bbbd2e74f4040c7d",
+       "max": 0.5,
+       "min": 0.05,
+       "readout_format": ".4f",
+       "step": 0.01,
+       "style": "IPY_MODEL_766eedef59384df5b9b6f9a84728f3d4",
+       "value": 0.2
+      }
+     },
+     "08edec80271045168031b91207efe978": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "208ae21e1245402f8337b5ab67a9c228": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "FloatSliderModel",
+      "state": {
+       "continuous_update": false,
+       "description": "$a$",
+       "layout": "IPY_MODEL_3f3181f3c9dd48daba00ae3cb8d759c7",
+       "max": 6,
+       "min": 2,
+       "readout_format": ".4f",
+       "step": 0.01,
+       "style": "IPY_MODEL_ea736f7c4e924a49b275d44b81cf2fc8",
+       "value": 3
+      }
+     },
+     "2b390822fca24411a5cc46637ca3c1e1": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "2cd222c73dbb4312b0a17029c421e00d": {
+      "model_module": "@jupyter-widgets/output",
+      "model_module_version": "1.0.0",
+      "model_name": "OutputModel",
+      "state": {
+       "layout": "IPY_MODEL_3c08253a16fc48f7aa3fd7f47b1699e4",
+       "outputs": [
+        {
+         "data": {
+          "image/png": "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\n",
+          "text/plain": "<Figure size 1000x800 with 1 Axes>"
+         },
+         "metadata": {},
+         "output_type": "display_data"
+        }
+       ]
+      }
+     },
+     "33cb53aa355a4ba7a79d9ad341dc40a1": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "3449a4b0c629466aa0ae7e07c8db93c7": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "FloatSliderModel",
+      "state": {
+       "continuous_update": false,
+       "description": "$m$",
+       "layout": "IPY_MODEL_550329ffb12d4f35bad20b607e66b5fc",
+       "max": 5,
+       "min": 1,
+       "readout_format": ".4f",
+       "step": 0.5,
+       "style": "IPY_MODEL_a3dffcb6a9eb438d8083e10e5457ee45",
+       "value": 3
+      }
+     },
+     "3c08253a16fc48f7aa3fd7f47b1699e4": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "3f3181f3c9dd48daba00ae3cb8d759c7": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "3ffe0761a29d48b095ef37084e71047d": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "VBoxModel",
+      "state": {
+       "_dom_classes": [
+        "widget-interact"
+       ],
+       "children": [
+        "IPY_MODEL_a76d887c2294483d81c4113cadccab58",
+        "IPY_MODEL_e7be519aeae4439a83d693a090574aa0",
+        "IPY_MODEL_3449a4b0c629466aa0ae7e07c8db93c7",
+        "IPY_MODEL_065286c62f5e4f5da00c11e7e26c6582",
+        "IPY_MODEL_a497e08c708c4f79892abe58d346fb37",
+        "IPY_MODEL_8af11c1709c24560b7dbb68f34ac8a03"
+       ],
+       "layout": "IPY_MODEL_c3424d52a5cc4226a0f8385459740a2c"
+      }
+     },
+     "501c6aa59c934d48bea1d4e82a8f039c": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "550329ffb12d4f35bad20b607e66b5fc": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "5ce78d0c6ff046e1841138d0b0434893": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "5d5bc2f10adf43c7ba233dbb87f6d28c": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "SliderStyleModel",
+      "state": {
+       "description_width": ""
+      }
+     },
+     "69adf9f6decc4dd9a094d2c297a7e624": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "VBoxModel",
+      "state": {
+       "_dom_classes": [
+        "widget-interact"
+       ],
+       "children": [
+        "IPY_MODEL_a76d887c2294483d81c4113cadccab58",
+        "IPY_MODEL_01850d5116d14290b8b363e5c48e6061",
+        "IPY_MODEL_208ae21e1245402f8337b5ab67a9c228",
+        "IPY_MODEL_2cd222c73dbb4312b0a17029c421e00d"
+       ],
+       "layout": "IPY_MODEL_6f2d99bbaadd470991c4e0876e96dbe0"
+      }
+     },
+     "6f2d99bbaadd470991c4e0876e96dbe0": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "6f78b6f8d5534092b33a98414fca0e28": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "71cbf0b7a86d47e9bbbd2e74f4040c7d": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "766eedef59384df5b9b6f9a84728f3d4": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "SliderStyleModel",
+      "state": {
+       "description_width": ""
+      }
+     },
+     "7acf78da4c914d1d884a1c5c23a69db3": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "8af11c1709c24560b7dbb68f34ac8a03": {
+      "model_module": "@jupyter-widgets/output",
+      "model_module_version": "1.0.0",
+      "model_name": "OutputModel",
+      "state": {
+       "layout": "IPY_MODEL_501c6aa59c934d48bea1d4e82a8f039c",
+       "outputs": [
+        {
+         "data": {
+          "image/png": "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\n",
+          "text/plain": "<Figure size 1000x800 with 1 Axes>"
+         },
+         "metadata": {},
+         "output_type": "display_data"
+        }
+       ]
+      }
+     },
+     "9e4b7a683793440e9480f0076896ebda": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "FloatSliderModel",
+      "state": {
+       "continuous_update": false,
+       "description": "$m$",
+       "layout": "IPY_MODEL_2b390822fca24411a5cc46637ca3c1e1",
+       "max": 50,
+       "min": 5,
+       "readout_format": ".4f",
+       "step": 0.5,
+       "style": "IPY_MODEL_5d5bc2f10adf43c7ba233dbb87f6d28c",
+       "value": 20
+      }
+     },
+     "a3dffcb6a9eb438d8083e10e5457ee45": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "SliderStyleModel",
+      "state": {
+       "description_width": ""
+      }
+     },
+     "a497e08c708c4f79892abe58d346fb37": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "FloatSliderModel",
+      "state": {
+       "continuous_update": false,
+       "description": "$a_{\\max}/m$",
+       "layout": "IPY_MODEL_08edec80271045168031b91207efe978",
+       "max": 0.99,
+       "min": 0.5,
+       "readout_format": ".4f",
+       "step": 0.01,
+       "style": "IPY_MODEL_faf4fcd5284d4f32b31b42fdc631e3fe",
+       "value": 0.8
+      }
+     },
+     "a76d887c2294483d81c4113cadccab58": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "FloatSliderModel",
+      "state": {
+       "continuous_update": false,
+       "description": "$\\rho$",
+       "layout": "IPY_MODEL_ba7302e4444546fa9a018b5cf992cd57",
+       "max": 8,
+       "min": 1.02,
+       "readout_format": ".4f",
+       "step": 0.01,
+       "style": "IPY_MODEL_df0b67da0678410f93b8718b38b8d69d",
+       "value": 2
+      }
+     },
+     "a77b6f3518e74b449c214dc21eadcd97": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "SliderStyleModel",
+      "state": {
+       "description_width": ""
+      }
+     },
+     "ba7302e4444546fa9a018b5cf992cd57": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "c3424d52a5cc4226a0f8385459740a2c": {
+      "model_module": "@jupyter-widgets/base",
+      "model_module_version": "1.2.0",
+      "model_name": "LayoutModel",
+      "state": {}
+     },
+     "df0b67da0678410f93b8718b38b8d69d": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "SliderStyleModel",
+      "state": {
+       "description_width": ""
+      }
+     },
+     "e7be519aeae4439a83d693a090574aa0": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "FloatSliderModel",
+      "state": {
+       "continuous_update": false,
+       "description": "Shock s.d.",
+       "layout": "IPY_MODEL_6f78b6f8d5534092b33a98414fca0e28",
+       "max": 5,
+       "min": 0.1,
+       "readout_format": ".4f",
+       "step": 0.01,
+       "style": "IPY_MODEL_a77b6f3518e74b449c214dc21eadcd97",
+       "value": 1
+      }
+     },
+     "ea736f7c4e924a49b275d44b81cf2fc8": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "SliderStyleModel",
+      "state": {
+       "description_width": ""
+      }
+     },
+     "ec605a1dfb914d6b94f0aac417976720": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "SliderStyleModel",
+      "state": {
+       "description_width": ""
+      }
+     },
+     "f268869ca8cb44d2983e189a33311307": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "VBoxModel",
+      "state": {
+       "_dom_classes": [
+        "widget-interact"
+       ],
+       "children": [
+        "IPY_MODEL_a76d887c2294483d81c4113cadccab58",
+        "IPY_MODEL_e7be519aeae4439a83d693a090574aa0",
+        "IPY_MODEL_9e4b7a683793440e9480f0076896ebda",
+        "IPY_MODEL_f7cfa90e768446ac836da39462425d5d"
+       ],
+       "layout": "IPY_MODEL_33cb53aa355a4ba7a79d9ad341dc40a1"
+      }
+     },
+     "f7cfa90e768446ac836da39462425d5d": {
+      "model_module": "@jupyter-widgets/output",
+      "model_module_version": "1.0.0",
+      "model_name": "OutputModel",
+      "state": {
+       "layout": "IPY_MODEL_7acf78da4c914d1d884a1c5c23a69db3",
+       "outputs": [
+        {
+         "data": {
+          "image/png": "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\n",
+          "text/plain": "<Figure size 1000x800 with 1 Axes>"
+         },
+         "metadata": {},
+         "output_type": "display_data"
+        }
+       ]
+      }
+     },
+     "faf4fcd5284d4f32b31b42fdc631e3fe": {
+      "model_module": "@jupyter-widgets/controls",
+      "model_module_version": "1.5.0",
+      "model_name": "SliderStyleModel",
+      "state": {
+       "description_width": ""
+      }
+     }
+    },
+    "version_major": 2,
+    "version_minor": 0
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/PerfForesightCRRA-Approximation.ipynb b/notebooks/PerfForesightCRRA-Approximation.ipynb
index 1b563a56..4c5841d5 100644
--- a/notebooks/PerfForesightCRRA-Approximation.ipynb
+++ b/notebooks/PerfForesightCRRA-Approximation.ipynb
@@ -20,6 +20,9 @@
     "    PerfForesightConsumerType,\n",
     "    init_perfect_foresight,\n",
     ")  # Import the consumer type\n",
+    "\n",
+    "# plotting tools\n",
+    "from HARK.utilities import make_figs\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
     "import numpy as np\n",
@@ -102,9 +105,16 @@
    "execution_count": 4,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure approx in Figures/PerfForesightCRRA-Approximation\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
@@ -140,14 +150,14 @@
     ")  # The last point will be the largest; add 20 percent for visual appeal\n",
     "\n",
     "# Use matplotlib package (imported in first cell) to plot the consumption function\n",
-    "plt.figure(figsize=(9, 6))  # set the figure size\n",
-    "plt.plot(\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))  # set the figure size\n",
+    "ax.plot(\n",
     "    m_range, cHARK, \"b\", label=\"Consumption Function from HARK\"\n",
     ")  # m on the x axis vs c on the y axis\n",
     "# 'b' is for blue\n",
-    "plt.xlabel(\"Market resources m\")  # x axis label\n",
-    "plt.ylabel(\"Consumption c\")  # y axis label\n",
-    "plt.ylim(0, cMax)\n",
+    "ax.set_xlabel(\"Market resources m\")  # x axis label\n",
+    "ax.set_ylabel(\"Consumption c\")  # y axis label\n",
+    "ax.set_ylim(0, cMax)\n",
     "\n",
     "# The plot is named plt and it hangs around like a variable\n",
     "# but is not displayed until you do a plt.show()\n",
@@ -162,12 +172,13 @@
     "    1 / DiscFac\n",
     ") - 1  # See handout for why this is approximately the time preference rate\n",
     "cApprox = wealthTot * (rfree - (1 / CRRA) * (rfree - discRte))\n",
-    "plt.plot(\n",
+    "ax.plot(\n",
     "    m_range, cApprox, \"k\", label=\"c function approximated\"\n",
     ")  # Add true consumption function line\n",
-    "plt.legend()  # show the legend\n",
+    "ax.legend()  # show the legend\n",
     "\n",
-    "plt.show()  # show the plot"
+    "# Save the figure\n",
+    "make_figs(\"approx\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PerfForesightCRRA-Approximation\")"
    ]
   },
   {
@@ -182,9 +193,16 @@
    "execution_count": 5,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure approxError in Figures/PerfForesightCRRA-Approximation\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
@@ -196,12 +214,14 @@
    "source": [
     "# Plot the deviations\n",
     "approximationError = 100 * (cHARK - cApprox) / cHARK\n",
-    "plt.figure(figsize=(9, 6))  # set the figure size\n",
-    "plt.plot(m_range, approximationError, label=\"cHARK - cApprox\")\n",
-    "plt.xlabel(\"Market resources\")  # x axis label\n",
-    "plt.ylabel(\"Percent deviation of approximation\")  # y axis label\n",
-    "plt.legend()\n",
-    "plt.show()"
+    "fig, ax = plt.subplots(figsize=(9, 6))  # set the figure size\n",
+    "ax.plot(m_range, approximationError, label=\"cHARK - cApprox\")\n",
+    "ax.set_xlabel(\"Market resources\")  # x axis label\n",
+    "ax.set_ylabel(\"Percent deviation of approximation\")  # y axis label\n",
+    "ax.legend()\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"approxError\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PerfForesightCRRA-Approximation\")"
    ]
   },
   {
@@ -250,9 +270,16 @@
    "execution_count": 8,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure approxErrorR in Figures/PerfForesightCRRA-Approximation\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 900x600 with 1 Axes>"
       ]
@@ -267,7 +294,7 @@
     "    **Paramod\n",
     ")  # construct a consumer with our previous parameters\n",
     "\n",
-    "plt.figure(figsize=(9, 6))  # set the figure size\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))  # set the figure size\n",
     "mean_dev = np.zeros(30)\n",
     "\n",
     "for i in range(len(Rfree_array)):\n",
@@ -284,10 +311,12 @@
     "    deviation = np.mean(np.abs(cApprox / cHARK))\n",
     "    mean_dev[i] = deviation\n",
     "\n",
-    "plt.plot(Rfree_array, mean_dev)\n",
-    "plt.xlabel(\"Return Factor\")  # x axis label\n",
-    "plt.ylabel(\" Average deviation along consumption function\")  # y axis label\n",
-    "plt.show()"
+    "ax.plot(Rfree_array, mean_dev)\n",
+    "ax.set_xlabel(\"Return Factor\")  # x axis label\n",
+    "ax.set_ylabel(\" Average deviation along consumption function\")  # y axis label\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"approxErrorR\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PerfForesightCRRA-Approximation\")"
    ]
   },
   {
diff --git a/notebooks/PerfForesightCRRA-SavingRate.ipynb b/notebooks/PerfForesightCRRA-SavingRate.ipynb
index d5a0fed7..2e9dc944 100644
--- a/notebooks/PerfForesightCRRA-SavingRate.ipynb
+++ b/notebooks/PerfForesightCRRA-SavingRate.ipynb
@@ -30,6 +30,9 @@
     "from HARK.ConsumptionSaving.ConsIndShockModel import (\n",
     "    PerfForesightConsumerType,\n",
     ")  # Import the consumer type\n",
+    "\n",
+    "# plotting tools\n",
+    "from HARK.utilities import make_figs\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
     "import numpy as np\n",
@@ -162,20 +165,17 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Saving Rate')"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure savingRate in Figures/PerfForesightCRRA-SavingRate\n"
+     ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 800x800 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -200,9 +200,13 @@
     "ς_t = sav_rate_t = (cap_income_t + lab_income_t - c_t) / (cap_income_t + lab_income_t)\n",
     "\n",
     "# And now the plot\n",
-    "plt.plot(a_tm1, sav_rate_t)\n",
-    "plt.xlabel(r\"$a_{t-1}$\")\n",
-    "plt.ylabel(\"Saving Rate\")"
+    "fig, ax = plt.subplots(figsize=(8, 8))  # set the figure size\n",
+    "ax.plot(a_tm1, sav_rate_t)\n",
+    "ax.set_xlabel(r\"$a_{t-1}$\")\n",
+    "ax.set_ylabel(\"Saving Rate\")\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"savingRate\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PerfForesightCRRA-SavingRate\")"
    ]
   }
  ],
@@ -213,7 +217,7 @@
    "notebook_metadata_filter": "all"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -227,7 +231,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.18"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/PortfolioCRRA.ipynb b/notebooks/PortfolioCRRA.ipynb
new file mode 100644
index 00000000..8a733248
--- /dev/null
+++ b/notebooks/PortfolioCRRA.ipynb
@@ -0,0 +1,427 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "52a0b469",
+   "metadata": {},
+   "source": [
+    "# Assets with Risky Returns: Portfolio Choice\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b0890f45",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Initial notebook setup\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# import the agent type\n",
+    "from HARK.ConsumptionSaving.ConsPortfolioModel import (\n",
+    "    PortfolioConsumerType,\n",
+    "    init_portfolio,\n",
+    ")\n",
+    "\n",
+    "# import functions for calculating share limit and creating risky asset distribution\n",
+    "from HARK.Calibration.Assets.AssetProcesses import (\n",
+    "    calc_ShareLimit_for_CRRA,\n",
+    "    make_lognormal_RiskyDstn\n",
+    ")\n",
+    "\n",
+    "from ipywidgets import FloatSlider, interact, fixed\n",
+    "\n",
+    "# import plotting utilities\n",
+    "from HARK.utilities import plot_funcs, plot_funcs_der, make_figs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4189818f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Use default parameters that are built into the AgentType subclass\n",
+    "PortfolioTypeExample = PortfolioConsumerType()\n",
+    "PortfolioTypeExample.cycles = 0\n",
+    "\n",
+    "# Solve the Portfolio Choice Model\n",
+    "PortfolioTypeExample.solve()\n",
+    "\n",
+    "PortfolioTypeExample.unpack(\"cFuncAdj\")\n",
+    "PortfolioTypeExample.unpack(\"ShareFuncAdj\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "7d86f584",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure cFunc in Figures/PortfolioCRRA\n",
+      "Saving figure mpc in Figures/PortfolioCRRA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Calculate the consumption function and MPC for the portfolio choice consumer\n",
+    "m_grid = np.linspace(0.0, 5.0, 1000)                            # market resources (x-axis)\n",
+    "c_grid = PortfolioTypeExample.cFuncAdj[0](m_grid)               # consumption function\n",
+    "mpc_grid = PortfolioTypeExample.cFuncAdj[0].derivative(m_grid)  # MPC (derivative of consumption)\n",
+    "\n",
+    "# Plot the consumption function\n",
+    "fig = plt.figure(figsize=(8,8))\n",
+    "ax  = fig.add_subplot(111)\n",
+    "ax.set_xlabel(r\"Normalized market resources $m_t$\")\n",
+    "ax.set_ylabel(r\"Normalized consumption $c_t$\")\n",
+    "ax.set_ylim(0.0, 1.4)\n",
+    "ax.plot(m_grid,c_grid)\n",
+    "make_figs(\"cFunc\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PortfolioCRRA\")\n",
+    "\n",
+    "# Plot the MPC\n",
+    "fig = plt.figure(figsize=(8,8))\n",
+    "ax  = fig.add_subplot(111)\n",
+    "ax.set_xlabel(r\"Normalized market resources $m_t$\")\n",
+    "ax.set_ylabel(r\"Marginal propensity to consume\")\n",
+    "ax.set_ylim(0.0, 1.01)\n",
+    "ax.plot(m_grid,mpc_grid)\n",
+    "make_figs(\"mpc\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PortfolioCRRA\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f4f6bdcb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure share in Figures/PortfolioCRRA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot the share of resources invested in the risky asset\n",
+    "m_grid = np.linspace(0.0, 100.0, 1000)\n",
+    "share_grid = PortfolioTypeExample.ShareFuncAdj[0](m_grid)\n",
+    "\n",
+    "fig = plt.figure(figsize=(8,8))\n",
+    "ax  = fig.add_subplot(111)\n",
+    "ax.set_xlabel(r\"Normalized market resources $m_t$\")\n",
+    "ax.set_ylabel(r\"Risky portfolio share $s_t$\")\n",
+    "ax.set_ylim(0.0, 1.01)\n",
+    "ax.plot(m_grid,share_grid)\n",
+    "make_figs(\"share\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PortfolioCRRA\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "06459a9c",
+   "metadata": {},
+   "source": [
+    "## Portfolio choice with Merton-Samuelson limiting shares\n",
+    "\n",
+    "The code below tests the mathematical limits of the model for a Merton-Samuelson consumer."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a2f894d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Equiprobable return factors:\n",
+      "[0.72691319 0.83542024 0.89897097 0.95276441 1.00370425 1.05558636\n",
+      " 1.11205773 1.17870737 1.26875336 1.46712214]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Adjust Risky asset for this example\n",
+    "Rfree = 1.02               # Risk-free return factor\n",
+    "RiskyAvg = 1.05            # Risky asset average return factor\n",
+    "RiskyStd = 0.2             # Risky asset standard deviation\n",
+    "RiskyCount = 10             # Number of points to use in discrete approximation\n",
+    "\n",
+    "# Approximate the risky asset return distribution using equiprobable points\n",
+    "RiskyDstn = make_lognormal_RiskyDstn(1,\n",
+    "    RiskyAvg, RiskyStd, RiskyCount,PortfolioTypeExample.RNG\n",
+    ")\n",
+    " \n",
+    "# Print the risky asset's discrete possible values\n",
+    "print(\"Equiprobable return factors:\")\n",
+    "print(RiskyDstn.atoms[0])\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "991f9a9a",
+   "metadata": {},
+   "source": [
+    "### Campbell Viceira  Approximation\n",
+    "\n",
+    "As shown in the [PortfolioCRRA lecture note](https://www.econ2.jhu.edu/people/ccarroll/public/lecturenotes/AssetPricing/Portfolio-CRRA/), \n",
+    "\n",
+    "The share of market resources spent on the risky asset can be approximated by \n",
+    "\n",
+    "$$\n",
+    "ς = \\frac{φ}{ρσ_r^2}\n",
+    "$$\n",
+    "\n",
+    "Where $φ$ is the \"equity premium\", $ρ$ is the coefficient of relative risk aversion, and $σ_r^2$ is the variance of the risky asset return. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "19f65bab",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure shareLimit in Figures/PortfolioCRRA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Define the approximate Share limit function\n",
+    "RiskPremium = RiskyAvg - Rfree\n",
+    "ShareApprox = lambda c: RiskPremium / (c * RiskyStd**2)\n",
+    "\n",
+    "# Loop across CRRA values \n",
+    "CRRAarray = np.linspace(1.02,5.0,100)\n",
+    "SharelimitArray = []\n",
+    "SharelimitApprox = []\n",
+    "\n",
+    "for c in CRRAarray:\n",
+    "    # Exact Share limit using HARK function\n",
+    "    SharelimitArray.append(calc_ShareLimit_for_CRRA(1,RiskyDstn,c,Rfree))\n",
+    "    # Approximate Share limit using formula\n",
+    "    SharelimitApprox.append(ShareApprox(c))\n",
+    "\n",
+    "# Plot the results\n",
+    "fig = plt.figure(figsize=(8,8))\n",
+    "fig.suptitle(\"Approximate Risky Share ς Declines as Relative Risk Aversion ρ Increases\")\n",
+    "ax  = fig.add_subplot(111)\n",
+    "ax.set_title(\"For Parameters φ = 0.02, j = 0.03, Σ = 0.2\")\n",
+    "ax.plot(CRRAarray, SharelimitApprox)\n",
+    "ax.set_xlim(1,5)\n",
+    "make_figs(\"shareLimit\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PortfolioCRRA\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "fc3a74a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure shareLimitError in Figures/PortfolioCRRA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# calculate the approximation error\n",
+    "ApproxErrorArray = [a - b for a, b in zip(SharelimitArray, SharelimitApprox)]\n",
+    "\n",
+    "# Plot the results\n",
+    "fig = plt.figure(figsize=(8,8))\n",
+    "fig.suptitle(\"The Approximation Error for the Portfolio Share in Risky Assets ς Is Small\")\n",
+    "ax  = fig.add_subplot(111)\n",
+    "ax.set_title(\"For Parameters φ = 0.03, r = 0.02, Σ = 0.2\")\n",
+    "ax.plot(CRRAarray,np.zeros_like(CRRAarray), 'k')\n",
+    "ax.plot(CRRAarray, ApproxErrorArray)\n",
+    "ax.set_xlim(1,5)\n",
+    "make_figs(\"shareLimitError\",saveFigs=True,drawFigs=False,target_dir=\"Figures/PortfolioCRRA\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea9547ba",
+   "metadata": {},
+   "source": [
+    "## Interactive Widget"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a654ff64",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": [
+     "nbval-ignore-output"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7e1dd7c426b1447580ed56b2eb68bba1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(FloatSlider(value=0.03, description='φ', max=0.2, step=0.01), FloatSlider(value=0.2, des…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def ApproxPlot(RiskPremium, RiskyStd):\n",
+    "    # Define the approximate Share limit function\n",
+    "    ShareApprox = lambda c: RiskPremium / (c * RiskyStd**2)\n",
+    "    # Loop across CRRA values \n",
+    "    CRRAarray = np.linspace(1.02,5.0,100)\n",
+    "    SharelimitApprox = []\n",
+    "\n",
+    "    for c in CRRAarray:\n",
+    "        # Approximate Share limit using formula\n",
+    "        SharelimitApprox.append(min(ShareApprox(c),1))\n",
+    "\n",
+    "    # Plot the results\n",
+    "    plt.plot(CRRAarray, SharelimitApprox)\n",
+    "    plt.xlim(1,5)\n",
+    "    plt.ylim(0,1.2)\n",
+    "    plt.xlabel(\"Relative Risk Aversion ρ\")\n",
+    "    plt.title(\"Approximate Risky Share ς\")\n",
+    "    plt.show()\n",
+    "\n",
+    "\n",
+    "# Define some widgets to control the plot\n",
+    "\n",
+    "# Define a risky asset return slider\n",
+    "RiskPremiumW = FloatSlider(\n",
+    "    min=0.0,\n",
+    "    max=0.2,\n",
+    "    step=0.01,\n",
+    "    value=0.03,\n",
+    "    continuous_update=True,\n",
+    "    readout_format=\".2f\",\n",
+    "    description=\"φ\",\n",
+    ")\n",
+    "\n",
+    "# Define a risky asset standard deviation slider\n",
+    "RiskyStdW = FloatSlider(\n",
+    "    min=0.02,\n",
+    "    max=0.5,\n",
+    "    step=0.02,\n",
+    "    value=0.2,\n",
+    "    continuous_update=True,\n",
+    "    readout_format=\".2f\",\n",
+    "    description=\"σ\",\n",
+    ")\n",
+    "\n",
+    "# Make the widget\n",
+    "\n",
+    "interact(\n",
+    "    ApproxPlot,\n",
+    "    RiskPremium=RiskPremiumW,\n",
+    "    RiskyStd=RiskyStdW,\n",
+    ");"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eb02feec-8c08-4142-b148-08ee86e9e248",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/RamseyCassKoopmans.ipynb b/notebooks/RamseyCassKoopmans.ipynb
new file mode 100644
index 00000000..5eae5567
--- /dev/null
+++ b/notebooks/RamseyCassKoopmans.ipynb
@@ -0,0 +1,848 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Numerical Solution of Ramsey/Cass-Koopmans model\n",
+    "\n",
+    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/llorracc/Jupyter/master?filepath=notebooks%2FRamseyCassKoopmans.ipynb)\n",
+    "\n",
+    "\n",
+    "## by [Mateo Velásquez-Giraldo](https://github.com/Mv77)\n",
+    "\n",
+    "This notebook implements a class representing Ramsey's growth model. Current capacities include:\n",
+    "- Numerically finding the consumption rule using the 'time elimination' method as originally implemented by Alexander Tabarrok and updated by Christopher D. Carroll in this [Wolfram Mathematica notebook](www.econ2.jhu.edu/people/ccarroll/public/LectureNotes/Growth/RamseyNumericSolve.zip)\n",
+    "- Drawing the phase diagram of the model.\n",
+    "- Simulating optimal dynamics from a given starting point.\n",
+    "\n",
+    "A formal treatment of the exact version of the model implemented in this notebook can be found in [Christopher Carroll's graduate macroeconomics lecture notes](http://www.econ2.jhu.edu/people/ccarroll/public/LectureNotes/Growth/RamseyCassKoopmans/).\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Time Elimination\n",
+    "\n",
+    "The 'time elimination' method is a straightforward way to obtain the slope of the saddle path of the model (the 'consumption function').\n",
+    "\n",
+    "The idea is simple.  The model has two dynamic equations:\n",
+    "   * $dc/dt$ is given by the consumption Euler equation\n",
+    "   * $dk/dt$ is given by the dynamic budget constraint\n",
+    "\n",
+    "To produce a phase diagram $\\{k,c\\}$ space, though, we need $dc/dk$.  The 'time elimination' method is simply to note that \n",
+    "\n",
+    "$\\left(\\frac{dc/dt}{dk/dt}\\right)=\\left(\\frac{dc}{dk}\\right)$\n",
+    "\n",
+    "If we begin with some point that is on the saddle path (the consumption \"policy function\"), the equation for $dc/dk$ will tell us how to construct the function at other points along the saddle path"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "code_folding": [
+     0
+    ],
+    "lines_to_next_cell": 1
+   },
+   "outputs": [],
+   "source": [
+    "# Setup\n",
+    "from HARK.utilities import make_figs\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from scipy.integrate import odeint\n",
+    "from scipy import interpolate\n",
+    "\n",
+    "from numpy import linalg as LA\n",
+    "\n",
+    "# This is a jupytext paired notebook \n",
+    "# which can be executed from a terminal command line via \"ipython [notebookname].py\"\n",
+    "# But a terminal does not permit inline figures, so we need to test jupyter vs terminal\n",
+    "# Google \"how can I check if code is executed in the ipython notebook\"\n",
+    "def in_ipynb():\n",
+    "    try:\n",
+    "        if str(type(get_ipython())) == \"<class 'ipykernel.zmqshell.ZMQInteractiveShell'>\":\n",
+    "            return True\n",
+    "        else:\n",
+    "            return False\n",
+    "    except NameError:\n",
+    "        return False\n",
+    "\n",
+    "# Determine whether to make the figures inline (for spyder or jupyter)\n",
+    "# vs whatever is the automatic setting that will apply if run from the terminal\n",
+    "if in_ipynb():\n",
+    "    # %matplotlib inline generates a syntax error when run from the shell\n",
+    "    # so do this instead\n",
+    "    get_ipython().run_line_magic('matplotlib', 'inline') \n",
+    "else:\n",
+    "    get_ipython().run_line_magic('matplotlib', 'auto') \n",
+    "\n",
+    "# Import the plot-figure library matplotlib\n",
+    "\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "matplotlib.rcParams['text.usetex'] = False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "code_folding": [
+     0
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Implement the RCKmod class\n",
+    "\n",
+    "class RCKmod:\n",
+    "    \"\"\"\n",
+    "    A class representing Ramsey/Cass-Koopmans growth models.\n",
+    "    \"\"\"\n",
+    "    \n",
+    "    def __init__(self,rho,alpha,theta,xi,delta,phi):\n",
+    "        \"\"\"\n",
+    "        Inputs:\n",
+    "        - rho:   relative risk aversion coefficient for CRRA utility.\n",
+    "        - alpha: capital's share of production in Cobb-Douglas output function.\n",
+    "        - theta: time preference/discount rate.\n",
+    "        - xi:    population growth rate.\n",
+    "        - delta: capital depreciation rate.\n",
+    "        - phi:   labor productivity growth rate.        \n",
+    "        \"\"\"\n",
+    "        # Assign parameter values\n",
+    "        self.rho = rho\n",
+    "        self.alpha = alpha\n",
+    "        self.theta = theta\n",
+    "        self.xi = xi\n",
+    "        self.delta = delta\n",
+    "        self.phi = phi\n",
+    "        \n",
+    "        # Create empty consumption function\n",
+    "        self.cFunc = None\n",
+    "        \n",
+    "        # Maximum capital\n",
+    "        self.kmax = (1/(self.phi + self.xi + self.delta))**(1/(1-self.alpha))\n",
+    "        \n",
+    "        # Steady state capital\n",
+    "        self.kss = (alpha/(theta + xi + delta + rho*phi))**(1/(1-alpha))\n",
+    "        # Steady state consumption\n",
+    "        self.css = self.kss**alpha - (xi + delta + phi)*self.kss\n",
+    "        \n",
+    "        # Solve the model to create its consumption function\n",
+    "        self.solve()\n",
+    "    \n",
+    "    def output(self,k):\n",
+    "        \"\"\"\n",
+    "        Cobb-Douglas normalized production function\n",
+    "        \"\"\"\n",
+    "        return(k**self.alpha)\n",
+    "    \n",
+    "    def dcdt(self,c,k):\n",
+    "        \"\"\"\n",
+    "        Consumption differential equation\n",
+    "        \"\"\"\n",
+    "        dc = c/self.rho*(self.alpha*k**(self.alpha - 1) - self.theta -\\\n",
+    "                         (self.xi + self.delta) -self.rho*self.phi)\n",
+    "        return(dc)\n",
+    "    \n",
+    "    def dkdt(self,c,k):\n",
+    "        \"\"\"\n",
+    "        Capital differential equation\n",
+    "        \"\"\"\n",
+    "        dk = self.output(k) - c - (self.phi + self.xi + self.delta)*k\n",
+    "        return(dk)\n",
+    "        \n",
+    "    def dcdk(self,c,k):\n",
+    "        \"\"\"\n",
+    "        Differential equation for the time elimination method.\n",
+    "        This corresponds to dc/dk = (dc/dt)/(dk/dt)\n",
+    "        \"\"\"\n",
+    "        return(self.dcdt(c,k)/self.dkdt(c,k))\n",
+    "    \n",
+    "    def solve(self, eps = 10**(-8), npoints = 400):\n",
+    "        \"\"\"\n",
+    "        Solves for the model's consumption rule through the time elimination\n",
+    "        method.\n",
+    "        \n",
+    "        Parameters:\n",
+    "        - eps:     disturbance used to prevent dc/dk from becoming 0/0 at\n",
+    "                   the steady state value of capital.\n",
+    "        - npoints: number of points used on each side of the steady\n",
+    "                   state capital for solving the dc/dk equation.\n",
+    "        \"\"\"\n",
+    "        # K ranges, avoiding kss through a small disturbance\n",
+    "        k_below = np.linspace(self.kss-eps,0.0001,npoints)\n",
+    "        k_above = np.linspace(self.kss+eps,self.kmax,npoints)\n",
+    "        k = np.concatenate((k_below,k_above)).flatten()\n",
+    "        \n",
+    "        # Solve for c on each side of the steady state capital,\n",
+    "        # Using the slope of the saddle path to approximate initial\n",
+    "        # conditions\n",
+    "        c_below = odeint(self.dcdk,\n",
+    "                         self.css - eps*self.slope_ss(), k_below)\n",
+    "        c_above = odeint(self.dcdk,\n",
+    "                         self.css + eps*self.slope_ss(), k_above)\n",
+    "        \n",
+    "        c = np.concatenate((c_below,c_above)).flatten()\n",
+    "        \n",
+    "        # Create consumption function as an interpolation of the\n",
+    "        # numerical solutions.\n",
+    "        self.cFunc = interpolate.interp1d(k,c)\n",
+    "    \n",
+    "    \n",
+    "    def dkdt_opt(self,k,t):\n",
+    "        \"\"\"\n",
+    "        Differential equation for k assuming optimal c decisions.\n",
+    "        \"\"\"\n",
+    "        return(self.dkdt(self.cFunc(k),k))\n",
+    "    \n",
+    "    \n",
+    "    def k_dynamics(self,k0,t):\n",
+    "        \"\"\"\n",
+    "        Simulates optimal capital dynamics from a given starting point.\n",
+    "        Parameters:\n",
+    "        - t : vector of time points at which to solve for capital\n",
+    "        - k0: value of capital at t[0]\n",
+    "        \"\"\"\n",
+    "        k = odeint(self.dkdt_opt, k0, t)\n",
+    "        return(k)\n",
+    "    \n",
+    "    \n",
+    "    def k0locus(self,k):\n",
+    "        \"\"\"\n",
+    "        Returns the consumption value that leaves a given ammount of\n",
+    "        effective capital unchanged.\n",
+    "        \"\"\"\n",
+    "        return(self.output(k) - (self.phi + self.xi + self.delta)*k)\n",
+    "        \n",
+    "    def phase_diagram(self, npoints = 200, arrows = False, n_arrows = 5, labels = True, legend = True):\n",
+    "        \"\"\"\n",
+    "        Plots the model's phase diagram.\n",
+    "        - npoints:  number of ticks in the k axis.\n",
+    "        - arrows:   boolean to indicate whether or not to draw arrow\n",
+    "                    grid.\n",
+    "        - n_arrows: controls the number of arrows in the grid\n",
+    "        \"\"\"\n",
+    "        \n",
+    "        k = np.linspace(0.01,self.kmax,npoints)\n",
+    "        \n",
+    "        # Create plot\n",
+    "        fig = plt.figure()\n",
+    "        ax = fig.add_subplot(111)\n",
+    "        \n",
+    "        # Plot k0 locus\n",
+    "        ax.plot(k,self.k0locus(k),label = '$\\\\dot{k}=0$ locus')\n",
+    "        # Plot c0 locus\n",
+    "        ax.axvline(x = self.kss,linestyle = '--',\n",
+    "                    label = '$\\\\dot{c}=0$ locus')\n",
+    "        # Plot saddle path\n",
+    "        ax.plot(k,self.cFunc(k), label = 'Saddle path')\n",
+    "        # Plot steady state\n",
+    "        ax.plot(self.kss,self.css,'*r', label = 'Steady state')\n",
+    "        \n",
+    "        # Add arrows ilustrating behavior in different parts of\n",
+    "        # the diagram.\n",
+    "        # Taken from:\n",
+    "        # http://systems-sciences.uni-graz.at/etextbook/sw2/phpl_python.html\n",
+    "        if arrows:\n",
+    "            x = np.linspace(k[0],k[-1],n_arrows)\n",
+    "            y = np.linspace(self.cFunc(k[0]),self.cFunc(k[-1]),n_arrows)\n",
+    "            \n",
+    "            X, Y = np.meshgrid(x,y)\n",
+    "            dc = self.dcdt(Y,X)\n",
+    "            dk = self.dkdt(Y,X)\n",
+    "            \n",
+    "            M = (np.hypot(dk, dc))\n",
+    "            M[ M == 0] = 1.\n",
+    "            dk /= M\n",
+    "            dc /= M\n",
+    "            ax.quiver(X, Y, dk, dc, M, pivot='mid', alpha = 0.3)\n",
+    "        \n",
+    "        # Labels\n",
+    "        if labels:\n",
+    "            ax.set_title('Phase diagram and consumption rule\\n(normalized by efficiency units)')\n",
+    "            ax.set_xlabel('k')\n",
+    "            ax.set_ylabel('c')\n",
+    "        if legend:\n",
+    "            ax.legend()\n",
+    "        return(ax)\n",
+    "        \n",
+    "    \n",
+    "    def J_matrix(self,c,k):\n",
+    "        \"\"\"\n",
+    "        Returns the matrix of first derivatives of the solution's dynamic system\n",
+    "        evaluated at the point (c,k).\n",
+    "        This matrix is used for linear approximations of the system around point\n",
+    "        (c,k).\n",
+    "        \"\"\"\n",
+    "        \n",
+    "        J = np.array([[1/self.rho*(self.alpha*k**(self.alpha - 1)-\\\n",
+    "                                   self.theta-self.xi-self.delta-self.phi),\\\n",
+    "                       c/self.rho*\\\n",
+    "                       self.alpha*(self.alpha - 1)*k**(self.alpha - 2)],\n",
+    "                      [-1,\n",
+    "                       self.alpha*k**(self.alpha-1) -\\\n",
+    "                       (self.phi + self.xi +self.delta)]])\n",
+    "        \n",
+    "        return(J)\n",
+    "    \n",
+    "    def slope_ss(self):\n",
+    "        \"\"\"\n",
+    "        Finds the slope of the saddle path at the steady state.\n",
+    "        \"\"\"\n",
+    "        J = self.J_matrix(self.css,self.kss)\n",
+    "        \n",
+    "        # Find eigenvalues and eigenvectors\n",
+    "        w, v = LA.eig(J)\n",
+    "        # Find position of smallest eigenvalue\n",
+    "        min_eig = np.argsort(w)[0]\n",
+    "        \n",
+    "        # The slope of the saddle path is that\n",
+    "        # generated by the eigenvector of the\n",
+    "        # negative eigenvalue.\n",
+    "        slope = v[0,min_eig]/v[1,min_eig]\n",
+    "        \n",
+    "        return(slope)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## _Example_\n",
+    "\n",
+    "This is a quick example of how the class is used.\n",
+    "\n",
+    "An instance of the model is first created by assigning the required parameter values.\n",
+    "\n",
+    "The model needs to be solved in order to find the consumption rule or 'saddle path'."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "code_folding": [
+     0
+    ]
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Consumption at k = 1.13 is c = 0.75\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Create and solve model\n",
+    "RCKmodExample = RCKmod(rho = 2,alpha = 0.3,theta = 0.02,xi = 0.01,\n",
+    "                       delta = 0.08,phi = 0.03)\n",
+    "RCKmodExample.solve()\n",
+    "\n",
+    "# Test the consumption rule\n",
+    "print('Consumption at k = %1.2f is c = %1.2f'\\\n",
+    "      % (RCKmodExample.kss/2, RCKmodExample.cFunc(RCKmodExample.kss/2)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The model's phase diagram can then be generated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure phaseDiagram in Figures/RamseyCassKoopmans\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "RCKmodExample.phase_diagram(arrows= True, n_arrows = 12)\n",
+    "make_figs(\"phaseDiagram\",saveFigs=True,drawFigs=False,target_dir=\"Figures/RamseyCassKoopmans\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The $\\texttt{RCKmod}$ class can also be used to simulate the dynamics of capital given a starting point."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "code_folding": [
+     0
+    ]
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure capitalDynamics in Figures/RamseyCassKoopmans\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAHHCAYAAACcHAM1AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAARchJREFUeJzt3Ql4VNX9//HvZN8TQshGEvYdgwiogBUquxRBKy1UC7SIgmilrdBCFX+uIHYRa/+gKCpVxKKASgVEBBRlV2RTZF+zsGXfk/k/54SZZiB7ZubOTN4vn+vM3Htm5uSSTD452zWZzWazAAAAuDAvoysAAABQEwILAABweQQWAADg8ggsAADA5RFYAACAyyOwAAAAl0dgAQAALo/AAgAAXB6BBQAAuDwCCwC3s2nTJjGZTPrWntRr/t///Z9dXxOAfRBYADTI0aNH5YEHHpDWrVtLQECAhIWFSd++fWX+/PmSn5/vtHosXbpUXnzxRae9HwDn8nHy+wHwIP/9739l9OjR4u/vL+PGjZOuXbtKUVGRbNmyRaZPny4HDhyQV1991e7ve+utt+ow5OfnZxNY9u/fL9OmTbP7+wEwHoEFQL0cP35cxowZIy1atJDPP/9c4uLirMemTp0qR44c0YHGEby8vHRrDoDGgy4hAPUyb948ycnJkddff90mrFi0bdtWHnnkEX3/jTfekNtuu02io6N1a0znzp1lwYIF1zynZcuW8rOf/Uw+/fRTuf7663UoUWVXrFhR7RiW/v3763B08uRJvV9t6rUU1eIze/Zs6dGjh4SHh0twcLD85Cc/kY0bNzrozABwBFpYANTLxx9/rMet9OnTp8ayKpx06dJF7rjjDvHx8dHPffDBB6WsrEy3xlR0+PBh+eUvfymTJ0+W8ePH67Cjup3Wrl0rgwYNqvT1//KXv0hmZqacOXNG/vGPf+h9ISEh+jYrK0tee+01GTt2rEyaNEmys7N1yBoyZIjs2LFDByMArs9kNpvNRlcCgHtRIUC1VowcOVJWrVpVY3k13iQwMNBm39ChQ3U4UYN2LVSriGol+eCDD+Suu+6yvlfHjh0lNjZWvvnmG71Ptaz89Kc/1a0kqnVFUS0zagzLiRMnbN6ntLRUbxXHu2RkZOjXHD58uA4vFqpl5oknnmCmEOCC6BICUGcqRCihoaG1Kl8xrKiWkAsXLki/fv3k2LFj+nFF8fHxcuedd1ofq1lHakDvt99+K6mpqXWuq7e3tzWsqBadS5cuSUlJifTs2dMagAC4PgILgDpTIUJR3Su18dVXX8nAgQP1+JGIiAhp1qyZzJo1Sx+7OrCosS+qpaOi9u3b69urW09q66233pLk5GQ9JqZp06b6/dWYl6vfG4DrIrAAqFdgUS0hqgumJqrLZ8CAAbpV5e9//7sOCuvXr5ff//731lYPR3r77bdlwoQJ0qZNG939o8bCqPdXg4Ad/d4A7IdBtwDqRY0ZUWusbN26VXr37l1lOTXAtrCwUD766CNJSkqy7q9qlo6aDq2G1lVsZfnxxx/1rWXmT2WubpWxeP/99/XgYDXTqGIZNVYFgPughQVAvcyYMUN38dx3332SlpZWacuKWu1WjSFRKo7vV10xavZPZc6dOycrV660GS+zZMkSPZtHDbytiqpLZV08lb3/9u3bddAC4D5oYQFQL6qLRa0uq6Ygd+rUyWal26+//lqWL1+uu2L+8Ic/6EGvI0aM0Ev4q7VbFi1apNdkSUlJueZ11XiViRMnys6dOyUmJkYWL16sA1FVAcdCrbPy3nvv6ffr1auXntas3lO1BKnWFTWQV80KUgveLVy4UK/vouoCwE2oac0AUF8//vijedKkSeaWLVua/fz8zKGhoea+ffua//nPf5oLCgp0mY8++sicnJxsDggI0OWef/558+LFi1WTh/n48ePW12rRooV5+PDh5nXr1uny/v7+5o4dO5qXL19u854bN27Uz1W3Fjk5OeZf/epX5oiICH1MvZZSVlZmfu655/Rj9Xrdu3c3r1692jx+/HhrGQv1vCeeeMLBZwxAfbAOCwCXocaoqFaa1atXG10VAC6GMSwAAMDlEVgAAIDLI7AAAACXxxgWAADg8mhhAQAALo/AAgAAXJ5HLBynrgeiVsdUV46tanluAADgWtSoFHURVXVtMi8vL88PLCqsJCYmGl0NAABQD6dPn5aEhATPDyyqZcXyBVsuew8AAFybulaYanCw/B73+MBi6QZSYYXAAgCAe6nNcA4G3QIAAJdHYAEAAC6PwAIAAFyeR4xhAQDAHZWWlkpxcbF4Mj8/vxqnLNcGgQUAAAPWH0lNTZWMjAzxdF5eXtKqVSsdXBqCwAIAgJNZwkp0dLQEBQV57KKnZVcWdk1JSZGkpKQGfZ0EFgAAnNwNZAkrTZs2FU/XrFkzHVpKSkrE19e33q/DoFsAAJzIMmZFtaw0Bn5XuoJUUGsIAgsAAAbw1G4gR32dBBYAAODyGhRY5s6dq5PTtGnTqi23fPly6dixowQEBMh1110nn3zyyTWjpWfPni1xcXESGBgoAwcOlMOHDzekagAAwAGee+45CQkJsW7qsUsHlp07d8orr7wiycnJ1Zb7+uuvZezYsTJx4kT59ttvZdSoUXrbv3+/tcy8efPkpZdekoULF8r27dslODhYhgwZIgUFBfWtHgAAcIDJkyfLnj17rJt67LKBJScnR+655x5ZtGiRNGnSpNqy8+fPl6FDh8r06dOlU6dO8vTTT8sNN9wgL7/8srV15cUXX5THHntMRo4cqQPQkiVL9IjiVatWiZHKysxyPrtQjp7PMbQeAAC4isjISGnbtq11U49dNrBMnTpVhg8frrtuarJ169ZryqnWE7VfOX78uJ6PXrFMeHi43HTTTdYyVyssLNSXpK64OcKBc1nS69nPZOyr2xzy+gAAuJtHH31U95Q4W53XYVm2bJl88803ukuoNlQYiYmJsdmnHqv9luOWfVWVudqcOXPkySefFEeLCfPXtxdyCqW0zCzeXo1jRDcAAFVR3UC33HKLOFudWlhOnz4tjzzyiLzzzjt6AK1RZs6cKZmZmdZN1csRmob4i8ooZWaRizmFDnkPAADcyXfffSfXX3+9aweW3bt3S3p6uh6D4uPjo7fNmzfrAbPqfmWLwsTGxkpaWprNPvVY7bcct+yrqszV/P39JSwszGZzBNWiokKLkp5NYAEANG5nzpyRCxcuWAOLWrF3xIgRusWlql4RQwLLgAEDZN++fTajg3v27KkH4Kr73t7e1zynd+/esmHDBpt969ev1/sVdUEkFUwqllFjUtRsIUsZI1m6hdKymLEEAGjc9uzZIxEREdKyZUudB3r16iXNmzeXjRs3VtnIYMgYltDQUOnatavNPjUFWV0LwbJ/3LhxuvJqnImiupD69esnf/vb3/RAXTUGZteuXfLqq6/q45Z1XJ555hlp166dDjCPP/64xMfHGzKo52rRoarrK4sWFgCAQ+Xm5lZ5zNvb22YoRnVl1dWR1ZpmNZVVv7/rE1i6desmS5culYceekief/55mTRpkjiD3S9+eOrUKX2yLPr06aO/MDVtedasWTqUqOnKFYPPjBkz9Am9//77dfOSalpau3atoeNkLGhhAQA4g1qErSq33367/Pe//7U+VhdOzMvLq7SsaiTYtGmT9bFqDVHdOFdTy4rUJ7Ds3btXhxVVH2f2hDQ4sFQ8KZU9VkaPHq23qqhWlqeeekpvrqaZbmFhDAsAAHv27JG77rpLN0SoBgZnsnsLi6extLCkZxFYAACOoxZlrYr3VWNE1QSYqlTs5VBOnDhhh9qJZGdny7Fjx/TldlTvyZgxY/Rq9l26dBFnILDUagyLamGhSwgA4Dh1GVMS7KCyNU1nVsGpc+fO0r17d32JHTVDaMeOHRIVFSWOxtWaaxAdSgsLAAB79uzRFzJWS4soL7zwgnTo0EF3ERUVFTn8/WlhqUFMWHkLy3lWuwUANGIPPfSQ3ixUa8uaNWuc9v60sNQgKsRPTCbRYeVSruMTJAAAuBaBpQY+3l7SNJipzQAAGInAUodxLOeZ2gwAgCEILLUQbZnazEwhAAAMQWCphZgrU5vTmCkEAIAhCCy1QAsLAMDe6rM0fmP+OgkstRB9ZWozLSwAgIby9fXVt1VdC8jTFF1Zo+Xq1XrrinVY6rJ4HINuAQANpH5xR0REWJfXDwoK0tfU80RlZWVy/vx5/TX6+DQschBY6jJLiGnNAAA7iI2NrfGaQJ7Cy8tLkpKSGhzKCCx1WO1WtbCUlZnFi9VuAQANoH55x8XFSXR0tBQXF4sn8/Pzu+aCjPVBYKmFqJDyFpaSMrNcziuSplceAwDQ0O6hho7taCwYdFsLfj5qtVs/fZ+BtwAAOB+BpZaaWQfeMo4FAABnI7DUdRwLLSwAADgdgaXOU5tpYQEAwNkILHVe7ZYWFgAAnI3AUscuoTTWYgEAwOkILLXEarcAABiHwFLH6wkx6BYAAOcjsNRj0G1jucImAACugsBSx3VYikvVareevYwyAACuhsBSS/4+3tIkqPyS4ExtBgDAuQgsdRAdyjgWAACMQGCpx1osTG0GAMC5CCz1aWFhajMAAE5FYKnPare0sAAA4FQEljqIYfE4AAAMQWCpz+JxBBYAAJyKwFIHMQy6BQDAEASWeg66ZbVbAACch8BSj9Vui0rKJDOf1W4BAHAWAksdBPh6S3igZbVbxrEAAOAsBJZ6XgSRcSwAALhoYFmwYIEkJydLWFiY3nr37i1r1qypsnz//v3FZDJdsw0fPtxaZsKECdccHzp0qLiqGMtMIZbnBwDAaXzqUjghIUHmzp0r7dq104NO33rrLRk5cqR8++230qVLl2vKr1ixQoqKiqyPL168KN26dZPRo0fblFMB5Y033rA+9vcvb8Vw6RYWLoAIAIBrBpYRI0bYPH722Wd1q8u2bdsqDSyRkZE2j5ctWyZBQUHXBBYVUGJjY8UdxIaXt7CkZhJYAABw+TEspaWlOoDk5ubqrqHaeP3112XMmDESHBxss3/Tpk0SHR0tHTp0kClTpuiWmOoUFhZKVlaWzeYs8RGB+vZcRr7T3hMAgMauTi0syr59+3RAKSgokJCQEFm5cqV07ty5xuft2LFD9u/fr0PL1d1Bd911l7Rq1UqOHj0qs2bNkmHDhsnWrVvF29u70teaM2eOPPnkk2KE+IjyFpZzGbSwAADgLCZzHVdAU2NSTp06JZmZmfL+++/La6+9Jps3b64xtDzwwAM6hOzdu7facseOHZM2bdrIZ599JgMGDKiyhUVtFqqFJTExUddJDQZ2pB9Ss2Toi19KRJCv7Jk92KHvBQCAJ8vKypLw8PBa/f6uc5eQn5+ftG3bVnr06KFbOtQg2vnz51f7HNVtpLqPJk6cWOPrt27dWqKiouTIkSNVllFjXiwzlSybs8SFl3cJZeQVS15RidPeFwCAxqzB67CUlZXZtHZUZvny5brMvffeW+PrnTlzRo9hiYuLE1cUFuAjIf7lPWl0CwEA4IKBZebMmfLFF1/IiRMn9FgW9VgNmL3nnnv08XHjxul9V1PjVkaNGiVNmza12Z+TkyPTp0/Xs4zUa27YsEFPk1YtOEOGDBFXpNaJibsyUyglk4G3AAC43KDb9PR0HUpSUlJ0n5NaRG7dunUyaNAgfVyNbfHyss1Ahw4dki1btsinn356zeupQbVqTItazyUjI0Pi4+Nl8ODB8vTTT7v0WixqptDh9BxmCgEA4CR1CixXz/C5mmptuZqaqlzVuN7AwEAdeNzN/6Y20yUEAIAzcC2heoi/0iVECwsAAM5BYGlAC0sKq90CAOAUBJZ6iLMuHkcLCwAAzkBgqYfmljEsmflVjs8BAAD2Q2BpwAUQC4rL5HJesdHVAQDA4xFY6sHfx1uiQsqnXdMtBACA4xFYGnwRRAILAACORmCpp/gr1xQisAAA4HgElnpiajMAAM5DYGlgl9BZWlgAAHA4Aks90cICAIDzEFjqyXLFZsawAADgeASWBi4el5ZVICWlZUZXBwAAj0ZgqSe1Douvt0nKzCJp2YVGVwcAAI9GYKknLy+TdcXbFLqFAABwKAJLA8RdWYuFmUIAADgWgcUO41iYKQQAgGMRWBqAmUIAADgHgcUOa7Gcy6CFBQAARyKw2KFLiBYWAAAci8DSAHFXludPySSwAADgSAQWO3QJXc4rlvyiUqOrAwCAxyKwNEBYgK+E+Pvo++doZQEAwGEILHa6ajPjWAAAcBwCi50WjyOwAADgOASWBmJqMwAAjkdgaaB4Fo8DAMDhCCx2amFheX4AAByHwGK3LiFaWAAAcBQCi71mCWXmi9lsNro6AAB4JAJLA8WGB4jJJFJQXCYXc4uMrg4AAB6JwNJA/j7eEhdW3spy6lKe0dUBAMAjEVjsIDEySN+eJrAAAOAQBBY7SLoSWE5dJLAAAOAIBBY7BpaTtLAAAOAQBBY7SGp6pYWFwAIAgEMQWOzYwsIYFgAAXCCwLFiwQJKTkyUsLExvvXv3ljVr1lRZ/s033xSTyWSzBQSUz6ixUGuXzJ49W+Li4iQwMFAGDhwohw8fFncMLKlZBVJQXGp0dQAAaNyBJSEhQebOnSu7d++WXbt2yW233SYjR46UAwcOVPkcFWxSUlKs28mTJ22Oz5s3T1566SVZuHChbN++XYKDg2XIkCFSUOA+S91HBvtJiL+PqHXjzlxmxVsAAAwNLCNGjJDbb79d2rVrJ+3bt5dnn31WQkJCZNu2bVU+R7WqxMbGWreYmBib1pUXX3xRHnvsMR18VOvNkiVL5Ny5c7Jq1SpxF+prZGozAAAuOIaltLRUli1bJrm5ubprqCo5OTnSokULSUxMvKY15vjx45Kamqq7gSzCw8Plpptukq1bt1b5moWFhZKVlWWzGS0psvyaQgy8BQDABQLLvn37dKuKv7+/TJ48WVauXCmdO3eutGyHDh1k8eLF8uGHH8rbb78tZWVl0qdPHzlz5ow+rsKKUrHVxfLYcqwyc+bM0cHGsqkwZLQWTYP1LYEFAAAXCCwqhOzZs0ePN5kyZYqMHz9eDh48WGlZ1fIybtw4uf7666Vfv36yYsUKadasmbzyyisNqvTMmTMlMzPTup0+fVqMZukSOsnicQAA2J1PXZ/g5+cnbdu21fd79OghO3fulPnz59cqhPj6+kr37t3lyJEj+rEa06KkpaXpWUIW6rEKOVVRrTtqcyVMbQYAwIXXYVHdPGpMSW3HvaguJUs4adWqlQ4tGzZssJZR41FU601142Jcenn+S3l6MDEAADCohUV1xQwbNkySkpIkOztbli5dKps2bZJ169bp46r7p3nz5nqMifLUU0/JzTffrFtkMjIy5IUXXtDTmu+77z7r7Jpp06bJM888o2ceqQDz+OOPS3x8vIwaNUrcSfOIQPEyieQXl8r5nEKJDrVdbwYAADgpsKSnp+tQotZTUYNd1TRkFVYGDRqkj586dUq8vP7XaHP58mWZNGmSHkDbpEkT3YX09ddf2wzSnTFjhp5pdP/99+tQc8stt8jatWuvWWDO1fn5eElceKCczcjX3UIEFgAA7Mdk9oD+C9WNpAKUGoCrFqozythXt8nWYxflH7/sJnd2TzCsHgAAeNrvb64lZEctLBdBvMhqtwAA2BOBxRFTmy/lGl0VAAA8CoHFjpjaDACAYxBYHNElRGABAMCuCCwOaGFJyyqUguJSo6sDAIDHILDYUXigr4QGlM8Up1sIAAD7IbDYkVoIj24hAADsj8DiwCX6AQCAfRBY7IyrNgMAYH8EFjtjajMAAPZHYLGzFpHB+pYuIQAA7IfA4sAxLGVlbn+ZJgAAXAKBxc7iIgLE28skhSVlcj6n0OjqAADgEQgsdubr7SXNIwL1fbqFAACwDwKLI7uFmCkEAIBdEFgcetVmAgsAAPZAYHEAy2q3Jy7kGl0VAAA8AoHFAdo0C9G3xy7kGF0VAAA8AoHFAdo0K1+L5Wh6LlObAQCwAwKLg8aw+HiZJL+4VFKzCoyuDgAAbo/A4qCpzZZxLMfOM44FAICGIrA4eBzL0fOMYwEAoKEILA7SJprAAgCAvRBYHKR11JWBtwQWAAAajMDi4BYWxrAAANBwBBYHaRNVHlhSMgskp7DE6OoAAODWCCwOEh7kK1Eh/vr+cVpZAABoEAKLA7W2LCDHOBYAABqEwOJATG0GAMA+CCxOWKKfgbcAADQMgcWBWIsFAAD7ILA4YabQsQu5UspFEAEAqDcCiwM1bxIofj5eUlRSJmcv5xtdHQAA3BaBxYG8vUyseAsAgB0QWByMmUIAADQcgcVpa7EwUwgAgPoisDgYLSwAADg5sCxYsECSk5MlLCxMb71795Y1a9ZUWX7RokXyk5/8RJo0aaK3gQMHyo4dO2zKTJgwQUwmk802dOhQ8bTAcozAAgCAcwJLQkKCzJ07V3bv3i27du2S2267TUaOHCkHDhyotPymTZtk7NixsnHjRtm6daskJibK4MGD5ezZszblVEBJSUmxbu+++654WpfQhZwiycwrNro6AAC4JZ+6FB4xYoTN42effVa3umzbtk26dOlyTfl33nnH5vFrr70mH3zwgWzYsEHGjRtn3e/v7y+xsbHiiYL9fSQ2LEBSswrk6IUcuSGpidFVAgCg8YxhKS0tlWXLlklubq7uGqqNvLw8KS4ulsjIyGtaYqKjo6VDhw4yZcoUuXjxYrWvU1hYKFlZWTabK2sTfWXgbTrdQgAAOCWw7Nu3T0JCQnSryOTJk2XlypXSuXPnWj33T3/6k8THx+uxLBW7g5YsWaJbXZ5//nnZvHmzDBs2TAeiqsyZM0fCw8Otm+pqco+Bt8wUAgCgPkxms7lOa8YXFRXJqVOnJDMzU95//33dzaNCRk2hRY19mTdvnm5NUQN3q3Ls2DFp06aNfPbZZzJgwIAqW1jUZqFaWFRoUXVSg4FdzVtfn5AnPjoggzrHyKJxPY2uDgAALkH9/lYND7X5/V3nFhY/Pz9p27at9OjRQ7d0dOvWTebPn1/tc/7617/qwPLpp59WG1aU1q1bS1RUlBw5cqTKMqp1xzJTybK5w8BbZgoBAGDQOixlZWU2rR1XU60qTz/9tKxdu1Z69qy5deHMmTN6DEtcXJx4CkuX0MmLeVJcWmZ0dQAA8OxZQjNnztTjS5KSkiQ7O1uWLl2qu3jWrVunj6uZP82bN9ctL4oakzJ79mxdrmXLlpKamqr3qzEwasvJyZEnn3xSfv7zn+tZQkePHpUZM2boFpwhQ4aIp4gLD5AgP2/JKyqVkxdzpW10qNFVAgDAc1tY0tPTdShRs3nU+JKdO3fqsDJo0CB9XI1tUeuoWKgpz2rMy913361bTCyb6iJSvL29Ze/evXLHHXdI+/btZeLEibqr6csvv9TdPp5CLYbXPqY8pPyQmm10dQAA8OwWltdff73a46q1paITJ05UWz4wMNDaOuPpOsWFyp7TGfJDSrb8rPphPAAA4CpcS8hJOsaWDwz+IdW114wBAMAVEVicpGNseZfQ9yl0CQEAUFcEFie3sJzNyJesAq4pBABAXRBYnCQ8yFfiwwP0/UMMvAUAoE4ILE7UKa68leX7FMaxAABQFwQWJ+oYxzgWAADqg8DiRMwUAgCgfggsTl6LxTKGpaysTtecBACgUSOwOFHLpsHi5+Oll+g/fTnP6OoAAOA2CCxO5OPtJe1jyi+EyDgWAABqj8DiZJ0YxwIAQJ0RWJysI1ObAQCoMwKLk3W6skQ/V20GAKD2CCxO1uFKYDl5MU9yC0uMrg4AAG6BwOJkTUP8JTrUX98/lEYrCwAAtUFgMXAcyw/MFAIAoFYILAYuIMdMIQAAaofAYuTUZlpYAACoFQKLkRdBTM0Ss5kl+gEAqAmBxQCto0LE19sk2QUlcjYj3+jqAADg8ggsBlDXE2rTrHyJfrqFAACoGYHFIJ0sM4UYeAsAQI0ILAbPFOIiiAAA1IzAYpAu8eH6du/ZDKOrAgCAyyOwGKRr8/LAcvpSvlzKLTK6OgAAuDQCi0HCA32ldbNgff+7M7SyAABQHQKLgbolROjbvaczja4KAAAujcBioG4J5d1CtLAAAFA9AouBkhOvtLCcyWDFWwAAqkFgMVDnuDDx8TLJhZwiVrwFAKAaBBYDBfh6W68rtPcM41gAAKgKgcVgyVcG3n53mnEsAABUhcBisOstgYWBtwAAVInAYrDkxPKZQvvOZEppGQNvAQCoDIHFYO2iQyXIz1tyi0rl2Pkco6sDAIBLIrAYzNvLJF2vXFdoD+NYAACoFIHFBSRfWUCOmUIAANghsCxYsECSk5MlLCxMb71795Y1a9ZU+5zly5dLx44dJSAgQK677jr55JNPbI6rBdNmz54tcXFxEhgYKAMHDpTDhw9LY9LtygJyDLwFAMAOgSUhIUHmzp0ru3fvll27dsltt90mI0eOlAMHDlRa/uuvv5axY8fKxIkT5dtvv5VRo0bpbf/+/dYy8+bNk5deekkWLlwo27dvl+DgYBkyZIgUFBRIY7um0PcpWVJYUmp0dQAAcDkmcwPXhI+MjJQXXnhBh5Kr/fKXv5Tc3FxZvXq1dd/NN98s119/vQ4o6q3j4+Plj3/8ozz66KP6eGZmpsTExMibb74pY8aMqVUdsrKyJDw8XD9Xtfy4G3Uebnh6vVzOK5ZVU/vK9VdaXAAA8GRZdfj9Xe8xLKWlpbJs2TIdSFTXUGW2bt2qu3gqUq0nar9y/PhxSU1NtSmjKn7TTTdZy1SmsLBQf5EVN3dmMpmsC8ip6woBAIAGBpZ9+/ZJSEiI+Pv7y+TJk2XlypXSuXPnSsuqMKJaSypSj9V+y3HLvqrKVGbOnDk62Fi2xMRE8ZhxLKcZeAsAQIMDS4cOHWTPnj16vMmUKVNk/PjxcvDgQXGmmTNn6uYjy3b69Glxd92uzBRi4C0AANfykTry8/OTtm3b6vs9evSQnTt3yvz58+WVV165pmxsbKykpaXZ7FOP1X7Lccs+NUuoYhk1zqUqqnVHbZ7E0iV09HyOZBcUS2iAr9FVAgDAc9ZhKSsr02NKKqPGtmzYsMFm3/r1661jXlq1aqVDS8UyajyKar2palyMp2oW6i/NIwJFDYFmPRYAABrQwqK6YoYNGyZJSUmSnZ0tS5culU2bNsm6dev08XHjxknz5s31GBPlkUcekX79+snf/vY3GT58uB6kq6ZDv/rqq9bBptOmTZNnnnlG2rVrpwPM448/rmcOqenPjU2PFk3kbEa+7DxxSfq2jTK6OgAAuGdgSU9P16EkJSVFD3ZVi8ipsDJo0CB9/NSpU+Ll9b9Gmz59+uhQ89hjj8msWbN0KFm1apV07drVWmbGjBl6ptH9998vGRkZcsstt8jatWv1QnONzY2tIuWj787JjuOXjK4KAACetQ6LK3D3dVgsDqdly6B/fCEBvl6y94kh4ufDlRMAAJ7LKeuwwP7aRodIZLCfFBSXyb6zjGMBAMCCwOJC1JieXi2b6Pt0CwEA8D8EFhfTq2Wkvt1x/KLRVQEAwGUQWFzMTa2a6ttdJy5LaZnbDy8CAMAuCCwuplNcqIT4+0h2YYm+ejMAACCwuBwfby+9HovCOBYAAMoRWFx0PRaFwAIAQDkCiwu66UpgUSveesAyOQAANBiBxQVdlxAu/j5ecjG3SI6ezzW6OgAAGI7A4oL8fbyle1L51ZvpFgIAgMDism68Mr2Z9VgAACCwuPw4lu3HGccCAACBxUWpLiEfL5OkZBbImcv5RlcHAABDEVhcVJCfj3RtHq7vM44FANDYEVjcoFuIwAIAaOwILG6wgNzWYwy8BQA0bgQWF3ZT66Z6HMupS3ly4gLrsQAAGi8CiwtTF0Hs2bL8ukKbfzxvdHUAADAMgcXF9WsfrW8JLACAxozA4uJubR+lb7cevSiFJaVGVwcAAEMQWFxc57gwaRbqL/nFpbLrxGWjqwMAgCEILC7OZDLJre2a6ftf0C0EAGikCCxu1C3EOBYAQGNFYHEDP2nXTEwmkR9SsyU1s8Do6gAA4HQEFjcQGewnyQkR+v4Xh2llAQA0PgQWN9GvHd1CAIDGi8DiJvp1KB94u+XwBSktMxtdHQAAnIrA4ia6JURIWICPZOYXy3dnMoyuDgAATkVgcRM+3l5yi6Vb6BDdQgCAxoXA4kb6tS/vFmIcCwCgsSGwuJFbrwSWvWcy5HJukdHVAQDAaQgsbiQuPFDax4SIGnPL9GYAQGNCYHEzAzrF6Nt1B1KNrgoAAE5DYHEzw7rG6tuNP5yX/CKu3gwAaBwILG7muubh0jwiUF+9mW4hAEBjQWBxw6s3D+lS3sqydj/dQgCAxoHA4oaGXVceWD77Pk2KSsqMrg4AAK4VWObMmSO9evWS0NBQiY6OllGjRsmhQ4eqfU7//v11q8DV2/Dhw61lJkyYcM3xoUOH1v+r8nA9kppIs1B/yS4oka+OXjC6OgAAuFZg2bx5s0ydOlW2bdsm69evl+LiYhk8eLDk5uZW+ZwVK1ZISkqKddu/f794e3vL6NGjbcqpgFKx3Lvvvlv/r8rDeXmpbqHy2UJr99EtBADwfD51Kbx27Vqbx2+++aZuadm9e7fceuutlT4nMjLS5vGyZcskKCjomsDi7+8vsbHlXR2o2bCucfL2tlPy6cFUeba0q166HwAAT9Wg33KZmZmVhpLqvP766zJmzBgJDg622b9p0yYdfjp06CBTpkyRixcvVvkahYWFkpWVZbM1Nje1ipQmQb5yOa9Ydhy/ZHR1AABwzcBSVlYm06ZNk759+0rXrl1r9ZwdO3boLqH77rvvmu6gJUuWyIYNG+T555/XXU/Dhg2T0tLSKsfShIeHW7fExERpbFSLyqDOV7qFWEQOAODhTGaz2VyfJ6pWkDVr1siWLVskISGhVs954IEHZOvWrbJ3795qyx07dkzatGkjn332mQwYMKDSFha1WagWFhVaVItPWFiYNBYbf0iX37y5U6JD/WXbzAF6bAsAAO5C/f5WDQ+1+f1drxaWhx56SFavXi0bN26sdVhRA3PV+JWJEyfWWLZ169YSFRUlR44cqfS4Gu+ivrCKW2PUp21TCfX3kfTsQvn29GWjqwMAgMPUKbCoxhgVVlauXCmff/65tGrVqtbPXb58uW4Vuffee2sse+bMGT2GJS4uri7Va3T8fbxlQKdofX8Ns4UAAB6sToFFTWl+++23ZenSpXotltTUVL3l5+dby4wbN05mzpxZ6WBbtW5L06ZNbfbn5OTI9OnT9VTpEydO6HEsI0eOlLZt28qQIUMa8rU1CkO7loe6NftTpUxdxhkAgMYeWBYsWKD7mdRicKr1w7K999571jKnTp3S66hUpBaXU2NdKusOUmuyqDEtd9xxh7Rv316X6dGjh3z55Ze66wfV69+hme4WOpuRL9uZLQQA8FB1WoelNuNz1fTkq6mpylU9NzAwUNatW1eXaqCCAF9v+Vm3OHl3x2l5f/cZ6d3GtgULAABPwGpjHuDuHuUDn9fsT5HcwhKjqwMAgN0RWDzADUlNpFVUsOQVleqxLAAAeBoCiwdQF4u0tLK8v/u00dUBAMDuCCwe4s7uzcVkEtl27JKcvpRndHUAALArAouHiI8IlL5tovT9D745Y3R1AACwKwKLB7F0C6nAwposAABPQmDxIEO6xEqIv4+cvpQvO06wJgsAwHMQWDxIoJ+3/Cy5fOVbtSYLAACegsDiod1Cn+xjTRYAgOcgsHiYHi2aSMumQXpNlv/us71EAgAA7orA4oFrsozumajv/3vryVpdTgEAAFdHYPFAY29MEn8fL9l3NlN2n7xsdHUAAGgwAosHigz2k1HXN9f33/jqhNHVAQCgwQgsHmpC35b6du2BVDmXkW90dQAAaBACi4fqFBcmN7eOlNIys/x720mjqwMAQIMQWDzYb/q20rfv7jgl+UWlRlcHAIB6I7B4sIGdYiQxMlAy8opl1Z6zRlcHAIB6I7B4MG8vk4zvXT6W5Y2vjjPFGQDgtggsHk6tyRLk5y0/puXI1qMXja4OAAD1QmDxcOGBvtbl+hczxRkA4KYILI3A+D7l3UIbfkiTw2nZRlcHAIA6I7A0Am2ahcjQLrGihrC89PkRo6sDAECdEVgaid8NaKdvV+89RysLAMDtEFgaic7xYbSyAADcFoGlEaGVBQDgrggsjQitLAAAd0VgaWRoZQEAuCMCSyNDKwsAwB0RWBohWlkAAO6GwNLIW1nmrTtkdHUAAKgRgaWR+uPg9vriiOsPpslXRy4YXR0AAKpFYGmk2sWEyq9vbqHvP/XxQSkpLTO6SgAAVInA0ohNG9hOIoJ85VBatry745TR1QEAoEoElkYsIshP/jiovb7/t/U/SkZekdFVAgCgUgSWRm7sjUnSISZUMvKK5cXPDhtdHQAAKkVgaeR8vL1k9ojO+v6/t52UH5nmDABwQQQWSN+2UTKkS4yUlpn1AFyzmu8MAIC7BpY5c+ZIr169JDQ0VKKjo2XUqFFy6FD163i8+eabYjKZbLaAgACbMuoX5OzZsyUuLk4CAwNl4MCBcvgw3RPO9JfbO4uft5dsOXJBPtxzzujqAABQ/8CyefNmmTp1qmzbtk3Wr18vxcXFMnjwYMnNza32eWFhYZKSkmLdTp48aXN83rx58tJLL8nChQtl+/btEhwcLEOGDJGCgoK6VA8NkNQ0SB6+ra2+/8RHByQ9i3MPAHAdJnMD2v/Pnz+vW1pUkLn11lurbGGZNm2aZGRkVHpcvX18fLz88Y9/lEcffVTvy8zMlJiYGP3cMWPG1FiPrKwsCQ8P189T4Qj1U1xaJnf+v69k/9ksGdgpRhaN66FbxAAAcIS6/P5u0BgW9QZKZGRkteVycnKkRYsWkpiYKCNHjpQDBw5Yjx0/flxSU1N1N5CFqvxNN90kW7durfT1CgsL9RdZcUPD+Xp7yV9HdxNfb5N89n0aXUMAAJdR78BSVlamW0769u0rXbt2rbJchw4dZPHixfLhhx/K22+/rZ/Xp08fOXPmjD6uwoqiWlQqUo8txyobS6NCjWVTQQj20TE2TH53W/nFEekaAgC4fWBRY1n2798vy5Ytq7Zc7969Zdy4cXL99ddLv379ZMWKFdKsWTN55ZVX6vvWMnPmTN26Y9lOnz5d79fCtSb3byNdm4dJZn6xzFq5n1lDAAD3DCwPPfSQrF69WjZu3CgJCQl1eq6vr690795djhw5oh/Hxsbq27S0NJty6rHl2NX8/f11X1fFDY7rGlq156zRVQIANHJ1CizqL20VVlauXCmff/65tGrVqs5vWFpaKvv27dNTmBX1GiqYbNiwwVpGjUlRs4VU6wyM7xp6bOV+OZKeY3SVAACNmFddu4HUOJSlS5fqtVjUGBO15efnW8uo7h/VZWPx1FNPyaeffirHjh2Tb775Ru699149rfm+++7Tx9UsFDUW5plnnpGPPvpIhxn1GmrmkFrnBcaZ0r+N9G7dVHKLSuXBd3ZLXlGJ0VUCADRSdQosCxYs0GNG+vfvr1tILNt7771nLXPq1Cm91orF5cuXZdKkSdKpUye5/fbbdevJ119/LZ07ly8Hr8yYMUMefvhhuf/++/XCdGpW0dq1a69ZYA7OX7b/pbHdJTrUX35My5GZK/YxngUA4H7rsLgK1mFxrB3HL8nYRdv00v1Pj+wiv+7d0ugqAQA8gNPWYUHjcGOrSPnz0I76/lOrD8qe05UvAggAgKMQWFAr9/2klQztEivFpWaZ+s43ciGn0OgqAQAaEQILakUNjp43OllaRQXL2Yx8mfjmTgbhAgCchsCCWgsL8JXXx/eUJkG+8t2ZTN3SUlJaZnS1AACNAIEFddK6WYi8Nr6X+Pt4ycZD5+WxVayECwBwPAIL6qxHiybyz7HdxcsksmznaZm/4bDRVQIAeDgCC+plcJdYeWpk+UUvX/zssCzdfsroKgEAPBiBBfV2780tZOpP2+j7s1buI7QAAByGwIIGeXRwB5nQp6U1tCzZesLoKgEAPBCBBQ2e7vzEiM4y6SflF8Kc/eEBee3LY0ZXCwDgYQgssEtomXV7J2v30DP//V7+36YjRlcLAOBBCCywW2hR3UO/H9heP5639pA89fFBff0hAAAaisACu4aWRwa2kz8PK7/u0OKvjsv9S3ZJTiEr4gIAGobAArub3K+NvPyr7npxuQ0/pMvohVvlXEa+0dUCALgxAgsc4mfJ8bLs/pslKsRPvk/JkpH/+kq+4yrPAIB6IrDAYbonNZFVU/tKx9hQOZ9dqFtaFm85zlL+AIA6I7DAoRKaBMnyyb1lcOcYKSotk6dWH5RJS3bJpdwio6sGAHAjBBY4XGiAr7zy6x7y1Mgu4uftJZ99ny63z/9Sth27aHTVAABugsACp80gGte7payc2kdaNwuW1KwC+dWibfLM6oOSV8QsIgBA9QgscKou8eHy8UO3yN09EkQt0fLaluMy+B9fyBc/nje6agAAF0ZggdMF+/vIX0d3k8UTekrziEA5czlfxi3eIb9/b49czCk0unoAABdEYIFhbusYI5/+/lb5bd9W4mUSWfntWfnpXzfJoi+OSWFJqdHVAwC4EJPZA+aYZmVlSXh4uGRmZkpYWJjR1UE9qDVaZq7YJwdTsvTjhCaBMn1IBxmRHC9eKs0AADxOXX5/E1jgMtR1hz745oz87dNDkpZV3jXULSFc/jC4g9zaLkoP3AUAeA4CC9yamjX0+pfHZeHmo5JbVN41dF3zcH016MGdY2lxAQAPQWCBR1Cr4y7YdFTe3XFK8ovLg0vb6BB9raKfJcdJgK+30VUEADQAgQUeRc0cevPrE3rLLihfsyUy2E9+0TNR7rkpSRIjg4yuIgCgHggs8EjZBcXy9rZT8u+tJ+RcZoHep4a13NYhWn7RK1H6d2gm/j60ugCAuyCwwKOVlJbJ5z+ky7+3nZQvD1+w7g8P9JXhyXFyZ/fm0rNFEwbpAoCLI7Cg0Th2PkeW7TwtH+45a51ZpKgF6YZ0iZXBXWJ0ePHxZskhAHA1BBY0yinR6mKKavG5NftSrLOLlCZBvjKgU4zc1jFa+raJkvAgX0PrCgAoR2BBo5ZfVCpfHD4vnx5Ikw0/pElGXrH1mJoRfV1ChF7XpW/bKLk+MYLZRgBgEAILUGG8y84Tl+XTg6l6vMuR9Byb437eXpKcEC49W0ZKr5ZNpHtSEz0DCQDgeAQWoAopmfk6uGw5fEG+PnpRLlRysUV1WYBuCRFyXUK4JDcPl45xYYQYAHAAAgtQC+pb/9SlPNlx/JLsOnFZdp68JMfO51Zatlmov3SMDdVbu5hQadMsRNo0C5aIIIIMANQXgQWop8z8YjlwNlP2qu1Mhuw7mymnL+VXWb5psJ+0bhYsSZHB0qJpkCRFBumF7BIjAyUq2J/LCABANQgsgB3lFJbIj2nZcig1W35IyZIj53N0S0zKlcXrqqLGx8SGB0hceICeZh0THiDRof4SExYgMWH+Eh0aIE1D/CTIz8dpXwsAuOvv7zp9Us6ZM0dWrFghP/zwgwQGBkqfPn3k+eeflw4dOlT5nEWLFsmSJUtk//79+nGPHj3kueeekxtvvNFaZsKECfLWW2/ZPG/IkCGydu3aulQPcIgQfx+5IamJ3irKLSyR4xdy5ej5HDl9KU93L+ntYp6kZhVIUWmZdV91gvy8dXCJCvGXyCA/3c0UGeyrb5sE+ekF8SpuYYE+uk6sLQOgMalTYNm8ebNMnTpVevXqJSUlJTJr1iwZPHiwHDx4UIKDgyt9zqZNm2Ts2LE63AQEBOiAo55z4MABad68ubXc0KFD5Y033rA+9vf3b8jXBThcsL+PdG0errerFZeWSVpWgW6FOZeRL2cz8iU9q1DSswv0AnfqVj0uLCmTvKJSybuUX23XU2UCfb0lJMBHQv19dF2C/b11kFH3VQgK9L1y6+d95XH5fTWNW28+XvrW39dLAnzKb1WrkJ+Pl77Ega+3idWCAbiMBnUJnT9/XqKjo3WQufXWW2v1nNLSUmnSpIm8/PLLMm7cOGsLS0ZGhqxatapBTUrnzp2rtEnJ29tbhyWL3NzKB1YqXl5euvWoPmXz8vL0QM7KqA/+oKCgepXNz8+XsrKyKutRMSzWpWxBQYH+97BHWVVfyy+3wsJCHWjtUVadX3WelaKiIikuLrZLWfX9oL4v6lpWlVPlq6KCto+PT63K+vn5SWGZSV/cMTUjV1Iu5khGfpFczivSY2ku5xbrx9n5JZJdLJJdZNb78wqLxFxSdX1N3j56U8xlpTWU9RaTt2+VZVV4USHGx9sk/n6++uvzVY9NZjGVFouvj5f4epn0cbVfjdnx8fLSZdXX5+NlEm+TiLmk8Moxk3iZym+91X0v9Txf8QvwF2+TOmaWkqKCK/fLj6vnq1v1PeOjgpV/gD4uYpbiwgJR/+SqrKKfI6qsiI8KXgGBoo6o5xbm5+r9pivH1b7yY+ozwkf/O+tXMYkU5OXpNXss36flz7ty66U+TwKt+/Lzcq2vVV64/D0Uby8vCbjyGaHK5+fnqWpbH1ufcuU5QUHB/yubp8r+7zPif+XLz0Xglc8Itb/gqp/7q2NmUHCw9WuxlK0siqoiqmzFn/uyq37uK3ylVZatLOcGXvVzX1rdz30dygZc9XNfUsnPsqU+tSlr4X/VZ0Rty6qf++Lqfu6v+oyobdmSkhIpKrx2VqOFr5+f+Pr61rms+lwvLKi6e9vHt/xnWTGZzRJRTVuCb4Wy6ntM/T6qqWydhnSYG+Dw4cPqp8m8b9++Wj8nKyvLHBAQYP7444+t+8aPH28ODw83N2vWzNy+fXvz5MmTzRcuXKjyNQoKCsyZmZnW7fTp07oeVW233367zfODgoKqLNuvXz+bslFRUVWW7dmzp03ZFi1aVFm2c+fONmXV46rKqtepSL1PVWVV/SpS9a+qrPq6K1LnpbrzVtHdd99dbdmcnBybf8/qyqanp1vLPvjgg9WWPX78uLXso48+Wm3Z/fv3W8s+8cQT1ZbdsWOHtey8efOqLbtx40Zr2ZdffrnasqtXr7aWfeONN6ot+5///MdaVt2vrqx6LYtVH35UbdlfTfs/8/zPfjTP+eR787inF1dbtsWw+809nv7U3HX2WnPChH9UWza871hziz+t1lvcb/9VbdmwG++ylm0++fVqy4Z0H24tm/DwO9WWDe46wFo28ffvV1s2qENfa1m1VVc2sHVPm7ImX/8qy/ondrUp6xUYVmVZv9h2NmW9w6KrLOvbNMmmrHpcVVn1OhXLqvepqqyqX8Wyqv5VlVVfd8Wy6rxU+/1Toaw639WVVf9elrLq37G6sur7wFJWfX9UV1Z9f1nKqu+76sqq71tLWfX9XF3Z2HF/t5aN6P+basvGjH3OWjZy0ORqyza7+wlr2aa3T6u2bNTIP1vLRo38c7Vl1WtZyqr3qK6sqqOlrKp7dWXV124p2+N3C6otqz53LdTncXVl1ee5on6Hq8fqtib1Hu2n0tO0adOkb9++0rVr11o/709/+pPEx8fLwIEDbbqD7rrrLmnVqpUcPXpUdzUNGzZMtm7dak2tV4+lefLJJ+tbdcCt1TR2pU/bKJk6oJ2+vykwVZZUU3bqT9vK9OmD9P2dOyPlxjerLvurG5Pkvgf7SEmpWQ79EC7jFlddVq0iPHpEZ33JhLSzIfLYwqrLqqniQ25OktIykdyMi/LPauobHxEgt3aK0a2ThQV58k41ZZsE+0mPFk2kzGzWDRUnqymrutHax4TocurT87SY9G1lVDeamgVmafw462WSqto0VbdabFiAmNV/ZpEUL5NU1U6pWpzUrDOLNC+TVPU3vWpxigjytdYhvZrZaKqlIjTgfx/152uYuaa6FRV1jlWdqqO6GivWv6ayXlfK11RWdVf6XFmBWrXGVcdftfL5etXqdVW3p9pq87qqdTHgStk87xrKev+vbH6NZU26zkpBDXXwrVC2qIbXVV+PpWyxV+3LltbweVKxrKqPW3YJTZkyRdasWSNbtmyRhISEWj1n7ty5Mm/ePD2uJTk5ucpyx44dkzZt2shnn30mAwYMuOa4aiJUm4VqUkpMTKRLiC4ht+oSqlhWnYOK39NX87uqube2ZdW/mfq3q00Tbl3K1ra5tzZl1TmwjFlTPxPqZ8MeZevyc89nROVl+YzgM8LXwZ8RDp/W/NBDD8mHH34oX3zxhW4VqY2//vWv8swzz+gQ0rNnzxrLN2vWTJd/4IEHaizLtGYAANyPw6Y1q2zz8MMPy8qVK3UrSW3DimpVefbZZ2XdunW1CitnzpyRixcvSlxcXF2qBwAAPFSdFnJQU5rffvttWbp0qYSGhkpqaqreKjb7qJk/M2fOtD5W05gff/xxWbx4sbRs2dL6nJyc8ovQqdvp06fLtm3b5MSJE7JhwwYZOXKktG3bVq/FAgAAUKfAsmDBAt1s079/f936Ydnee+89a5lTp05JSkqKzXNUH93dd99t8xzVRaSofr+9e/fKHXfcIe3bt5eJEyfqxeW+/PJL1mIBAAAaS/MDAACX//3N2t4AAMDlEVgAAIDLI7AAAACXR2ABAAAuj8ACAABcHoEFAAC4PAILAABweQQWAADg8ggsAADA5dXp4oeuyrJYr1oxDwAAuAfL7+3aLLrvEYElOztb3yYmJhpdFQAAUI/f42qJfo+/llBZWZmcO3dOX0HaZDLZPf2pIHT69GmuU+RAnGfn4Dw7B+fZeTjX7n2eVQRRYSU+Pl68vLw8v4VFfZEJCQkOfQ/1D8QPg+Nxnp2D8+wcnGfn4Vy773muqWXFgkG3AADA5RFYAACAyyOw1MDf31+eeOIJfQvH4Tw7B+fZOTjPzsO5bjzn2SMG3QIAAM9GCwsAAHB5BBYAAODyCCwAAMDlEVgAAIDLI7BU41//+pe0bNlSAgIC5KabbpIdO3YYXSW3NmfOHOnVq5dekTg6OlpGjRolhw4dsilTUFAgU6dOlaZNm0pISIj8/Oc/l7S0NMPq7Anmzp2rV4CeNm2adR/n2X7Onj0r9957rz6XgYGBct1118muXbusx9W8htmzZ0tcXJw+PnDgQDl8+LChdXY3paWl8vjjj0urVq30OWzTpo08/fTTNtef4TzX3RdffCEjRozQq8yqz4hVq1bZHK/NOb106ZLcc889ejG5iIgImThxouTk5IhDqFlCuNayZcvMfn5+5sWLF5sPHDhgnjRpkjkiIsKclpZmdNXc1pAhQ8xvvPGGef/+/eY9e/aYb7/9dnNSUpI5JyfHWmby5MnmxMRE84YNG8y7du0y33zzzeY+ffoYWm93tmPHDnPLli3NycnJ5kceecS6n/NsH5cuXTK3aNHCPGHCBPP27dvNx44dM69bt8585MgRa5m5c+eaw8PDzatWrTJ/99135jvuuMPcqlUrc35+vqF1dyfPPvusuWnTpubVq1ebjx8/bl6+fLk5JCTEPH/+fGsZznPdffLJJ+a//OUv5hUrVqjkZ165cqXN8dqc06FDh5q7detm3rZtm/nLL780t23b1jx27FizIxBYqnDjjTeap06dan1cWlpqjo+PN8+ZM8fQenmS9PR0/UOyefNm/TgjI8Ps6+urP4wsvv/+e11m69atBtbUPWVnZ5vbtWtnXr9+vblfv37WwMJ5tp8//elP5ltuuaXK42VlZebY2FjzCy+8YN2nzr+/v7/53XffdVIt3d/w4cPNv/3tb2323XXXXeZ77rlH3+c8N9zVgaU25/TgwYP6eTt37rSWWbNmjdlkMpnPnj1rtje6hCpRVFQku3fv1s1fFa9XpB5v3brV0Lp5kszMTH0bGRmpb9U5Ly4utjnvHTt2lKSkJM57Pagun+HDh9ucT4XzbD8fffSR9OzZU0aPHq27Obt37y6LFi2yHj9+/LikpqbanGt13RTVxcy5rr0+ffrIhg0b5Mcff9SPv/vuO9myZYsMGzZMP+Y8219tzqm6Vd1A6mfAQpVXvy+3b99u9zp5xMUP7e3ChQu6zzQmJsZmv3r8ww8/GFYvT6KusK3GVPTt21e6du2q96kfDj8/P/0DcPV5V8dQe8uWLZNvvvlGdu7cec0xzrP9HDt2TBYsWCB/+MMfZNasWfp8/+53v9Pnd/z48dbzWdlnCee69v785z/rqwWrYO3t7a0/n5999lk9dkLhPNtfbc6pulVBvSIfHx/9R6gjzjuBBYb99b9//379VxLsS13+/ZFHHpH169frAeNwbPBWf10+99xz+rFqYVHf1wsXLtSBBfbxn//8R9555x1ZunSpdOnSRfbs2aP/4FGDRTnPjQddQpWIiorSKf7qWRPqcWxsrGH18hQPPfSQrF69WjZu3CgJCQnW/ercqu64jIwMm/Kc97pRXT7p6elyww036L921LZ582Z56aWX9H31FxLn2T7U7InOnTvb7OvUqZOcOnVK37ecTz5LGmb69Om6lWXMmDF6Ftavf/1r+f3vf69nHiqcZ/urzTlVt+qzpqKSkhI9c8gR553AUgnVnNujRw/dZ1rxLyn1uHfv3obWzZ2pcV0qrKxcuVI+//xzPUWxInXOfX19bc67mvasPvw577U3YMAA2bdvn/4r1LKpVgDVfG65z3m2D9WlefXUfDXOokWLFvq++h5XH9wVz7Xq2lD9+5zr2svLy9PjIipSf1Sqz2WF82x/tTmn6lb94aP+SLJQn+3q30WNdbE7uw/j9aBpzWo09JtvvqlHQt9///16WnNqaqrRVXNbU6ZM0VPkNm3aZE5JSbFueXl5NtNt1VTnzz//XE+37d27t97QMBVnCSmcZ/tNG/fx8dHTbg8fPmx+5513zEFBQea3337bZmqo+uz48MMPzXv37jWPHDmS6bZ1NH78eHPz5s2t05rVNNyoqCjzjBkzrGU4z/WbSfjtt9/qTcWBv//97/r+yZMna31O1bTm7t2762n9W7Zs0TMTmdZsgH/+85/6Q12tx6KmOat55qg/9QNR2abWZrFQPwgPPviguUmTJvqD/84779ShBvYNLJxn+/n444/NXbt21X/gdOzY0fzqq6/aHFfTQx9//HFzTEyMLjNgwADzoUOHDKuvO8rKytLfv+rzOCAgwNy6dWu9fkhhYaG1DOe57jZu3FjpZ7IKiLU9pxcvXtQBRa2LExYWZv7Nb36jg5AjmNT/7N9uAwAAYD+MYQEAAC6PwAIAAFwegQUAALg8AgsAAHB5BBYAAODyCCwAAMDlEVgAAIDLI7AAMNyECRNk1KhRRlcDgAvjas0AHMpkMlV7/IknnpD58+fra00BQFUILAAcKiUlxXr/vffek9mzZ9tcMDAkJERvAFAduoQAOJS64qtlCw8P1y0uFfepsHJ1l1D//v3l4YcflmnTpkmTJk0kJiZGFi1aJLm5ufKb3/xGQkNDpW3btrJmzRqb99q/f78MGzZMv6Z6zq9//Wu5cOGCAV81AHsjsABwSW+99ZZERUXJjh07dHiZMmWKjB49Wvr06SPffPONDB48WAeSvLw8XV5d5v62226T7t27y65du2Tt2rWSlpYmv/jFL4z+UgDYAYEFgEvq1q2bPPbYY9KuXTuZOXOmBAQE6AAzadIkvU91LV28eFH27t2ry7/88ss6rDz33HPSsWNHfX/x4sWyceNG+fHHH43+cgA0EGNYALik5ORk631vb29p2rSpXHfdddZ9qstHSU9P17ffffedDieVjYc5evSotG/f3in1BuAYBBYALsnX19fmsRr7UnGfZfZRWVmZvs3JyZERI0bI888/f81rxcXFOby+AByLwALAI9xwww3ywQcfSMuWLcXHh482wNMwhgWAR5g6dapcunRJxo4dKzt37tTdQOvWrdOzikpLS42uHoAGIrAA8Ajx8fHy1Vdf6XCiZhCp8S5qWnRERIR4efFRB7g7k5nlJQEAgIvjzw4AAODyCCwAAMDlEVgAAIDLI7AAAACXR2ABAAAuj8ACAABcHoEFAAC4PAILAABweQQWAADg8ggsAADA5RFYAACAyyOwAAAAcXX/H3XYanndbocoAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create grid of time points\n",
+    "t = np.linspace(0,100,100)\n",
+    "\n",
+    "# Find capital dynamics at the desired time points and with\n",
+    "# a given starting capital\n",
+    "k0 = 4\n",
+    "k = RCKmodExample.k_dynamics(k0,t)\n",
+    "\n",
+    "# Plot\n",
+    "fig = plt.figure()\n",
+    "ax  = fig.add_subplot(111)\n",
+    "ax.plot(t,k)\n",
+    "ax.axhline(y = RCKmodExample.kss,linestyle = '--',color = 'k',\n",
+    "            label = '$\\\\bar{k}$')\n",
+    "ax.set_title('Capital')\n",
+    "ax.set_xlabel('Time')\n",
+    "ax.legend()\n",
+    "make_figs(\"capitalDynamics\",saveFigs=True,drawFigs=False,target_dir=\"Figures/RamseyCassKoopmans\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "With capital, the consumption rule can be used to find the dynamics of consumption."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "code_folding": [
+     0
+    ]
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure consumptionDynamics in Figures/RamseyCassKoopmans\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Find consumption\n",
+    "c = RCKmodExample.cFunc(k)\n",
+    "\n",
+    "# Plot\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot(111)\n",
+    "ax.plot(t,c)\n",
+    "ax.axhline(y = RCKmodExample.css,linestyle = '--',color = 'k',\n",
+    "            label = '$\\\\bar{c}$')\n",
+    "ax.set_title('Consumption')\n",
+    "ax.set_xlabel('Time')\n",
+    "ax.legend()\n",
+    "make_figs(\"consumptionDynamics\",saveFigs=True,drawFigs=False,target_dir=\"Figures/RamseyCassKoopmans\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Appendix 1: finding the slope of the saddle path at the steady state\n",
+    "\n",
+    "From the solution of the model, we know that the system of differential equations that describes the dynamics of $c$ and $k$ is \n",
+    "\n",
+    "\\begin{align}\n",
+    "\\begin{bmatrix}\n",
+    "\\dot{c_t}\\\\\n",
+    "\\dot{k_t}\n",
+    "\\end{bmatrix}\n",
+    "=\n",
+    "\\begin{bmatrix}\n",
+    "f(c_t,k_t)\\\\\n",
+    "g(c_t,k_t)\n",
+    "\\end{bmatrix}\n",
+    "=\n",
+    "\\begin{bmatrix}\n",
+    "\\frac{c_t}{\\rho}(\\alpha k_t^{\\alpha - 1} - \\theta - \\xi - \\delta) - \\phi\\\\\n",
+    "k_t^\\alpha - c_t - (\\phi + \\xi + \\delta)*k_t\n",
+    "\\end{bmatrix}\n",
+    "\\end{align}\n",
+    "\n",
+    "We seek to approximate this system around the steady state $(\\bar{c},\\bar{k})$ through\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\begin{bmatrix}\n",
+    "\\dot{c_t}\\\\\n",
+    "\\dot{k_t}\n",
+    "\\end{bmatrix}\n",
+    "\\approx\n",
+    "\\begin{bmatrix}\n",
+    "f(\\bar{c},\\bar{k}) + f_c(\\bar{c},\\bar{k})(c_t - \\bar{c}) + f_k(\\bar{c},\\bar{k})(k_t - \\bar{k})\\\\\n",
+    "g(\\bar{c},\\bar{k}) + g_c(\\bar{c},\\bar{k})(c_t - \\bar{c}) + g_k(\\bar{c},\\bar{k})(k_t - \\bar{k})\n",
+    "\\end{bmatrix}\n",
+    "\\end{align}\n",
+    "\n",
+    "For this we find the system's matrix of first derivatives\n",
+    "\n",
+    "\\begin{align}\n",
+    "J(c,k) =\n",
+    "\\begin{bmatrix}\n",
+    "f_c(c,k) & f_k(c,k)\\\\\n",
+    "g_c(c,k) & g_k(c,k)\n",
+    "\\end{bmatrix} = \n",
+    "\\begin{bmatrix}\n",
+    "\\frac{1}{\\rho}(\\alpha k^{\\alpha - 1} - \\theta - \\xi - \\delta) - \\phi & \\frac{c}{\\rho}\\alpha (\\alpha-1) k^{\\alpha - 2}\\\\\n",
+    "-1 & \\alpha k^{\\alpha - 1} - (\\phi + \\xi + \\delta)\n",
+    "\\end{bmatrix}\n",
+    "\\end{align}\n",
+    "\n",
+    "Given the saddle-path stability of the system, $J(c_{ss},k_{ss})$ will have a positive and a negative eigenvalue. The slope of the saddle path at the steady state capital is given by the eigenvector associated with the negative eigenvalue.\n",
+    "\n",
+    "To understand why, rewrite the ODE system as\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\begin{bmatrix}\n",
+    "\\dot{c_t}\\\\\n",
+    "\\dot{k_t}\n",
+    "\\end{bmatrix}\n",
+    "\\approx\n",
+    "\\begin{bmatrix}\n",
+    "f(\\bar{c},\\bar{k})\\\\\n",
+    "g(\\bar{c},\\bar{k})\n",
+    "\\end{bmatrix}+ J(\\bar{c},\\bar{k})\\times\n",
+    "\\begin{bmatrix}\n",
+    "c_t - \\bar{c}\\\\\n",
+    "k_t - \\bar{k}\n",
+    "\\end{bmatrix}.\n",
+    "\\end{align}\n",
+    "\n",
+    "Since $(\\bar{c},\\bar{k})$ are the steady state values, we know $f(\\bar{c},\\bar{k}) = g(\\bar{c},\\bar{k}) = 0$. Now define $\\hat{c} = c - \\bar{c}$ and $\\hat{k} = k - \\bar{k}$, and notice $\\dot{c} = \\dot{\\hat{c}}$ and $\\dot{k} = \\dot{\\hat{k}}$. With these facts and writting $J(\\bar{c},\\bar{k}) = J$ to reduce clutter, we have\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\begin{bmatrix}\n",
+    "\\dot{\\hat{c}_t}\\\\\n",
+    "\\dot{\\hat{k}_t}\n",
+    "\\end{bmatrix}\n",
+    "\\approx\n",
+    "J\\times\n",
+    "\\begin{bmatrix}\n",
+    "\\hat{c}_t\\\\\n",
+    "\\hat{k}_t\n",
+    "\\end{bmatrix},\n",
+    "\\end{align}\n",
+    "\n",
+    "which is a first-order homogeneous ODE system (see ['Matrix differential equation' in Wikipedia](https://en.wikipedia.org/wiki/Matrix_differential_equation)). As discussed in the Wikipedia entry, these systems have solutions of the form\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\begin{bmatrix}\n",
+    "\\hat{c}_t\\\\\n",
+    "\\hat{k}_t\n",
+    "\\end{bmatrix}\n",
+    "=\n",
+    "c_1 e^{\\lambda_1 t}\\mathbf{u_1} + c_2 e^{\\lambda_2 t}\\mathbf{u_2}\n",
+    "\\end{align}\n",
+    "\n",
+    "where $c_1$ and $c_2$ are constants, $\\lambda_1$ and $\\lambda_2$ are the eigenvalues of $J$, and $\\mathbf{u_1}$ and $\\mathbf{u_2}$ are their associated eigenvectors.\n",
+    "\n",
+    "For this model, it can be shown that (for all reasonable parameter values) $J$ has a positive and a negative eigenvalue. Thus, assume $\\lambda_1 < 0$ and $\\lambda_2 > 0$.\n",
+    "\n",
+    "We are interested in solutions that approximate to the steady state ($\\hat{c}_t = \\hat{k}_t =0$) as $t \\rightarrow \\infty$. For these solutions, we must set $u_2 = 0$: else, given $\\lambda_2 > 0$, $e^{\\lambda_2 t}\\rightarrow \\infty$ as $t \\rightarrow \\infty$ and the system diverges. Therefore, we are left with a solution of the type\n",
+    "\n",
+    "\\begin{align}\n",
+    "\\begin{bmatrix}\n",
+    "\\hat{c}_t\\\\\n",
+    "\\hat{k}_t\n",
+    "\\end{bmatrix}\n",
+    "=\n",
+    "c_1 e^{\\lambda_1 t}\\mathbf{u_1} =\n",
+    "\\begin{bmatrix}\n",
+    "c_1 e^{\\lambda_1 t} u_{1,1}\\\\\n",
+    "c_1 e^{\\lambda_1 t} u_{1,2}\n",
+    "\\end{bmatrix}.\n",
+    "\\end{align}\n",
+    "\n",
+    "Note that, given $\\lambda_1<0$, as $t \\rightarrow \\infty$, $e^{\\lambda_1 t}\\rightarrow 0$ and $[\\hat{c}_t,\\hat{k}_t] = [0,0]$ which is precisely what we require.\n",
+    "\n",
+    "From the previous solution, we know that in our linear approximation of the dynamic system around $[\\hat{c}_t, \\hat{k}_t] = [0,0]$, the ratio $\\hat{c}_t/\\hat{k}_t$ will be the constant $u_{1,1}/u_{1,2}$. Therefore, we can conclude that the slope of the tangent to the saddle path (in k-c coordinates) at the steady state capital $\\bar{k}$ will be exactly $u_{1,1}/u_{1,2}$ where $\\mathbf{u_1}$ is the eigenvector associated with the negative eigenvalue of the Jacobian matrix J.  This corresponds to the \"time elimination\" step, because $u_{1,1}$ corresponds to $dc/dt$ and $u_{2,1}$ corresponds to $dk/dt$, so $u_{1,1}/u_{1,2}$ corresponds to $(dc/dt)/(dk/dt)=dc/dk$, which is the slope of the consumption function at the steady state."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Appendix 2: Figures for Christopher D. Carroll's lecture notes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "code_folding": [
+     8
+    ]
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure RamseySSPlot in Figures/RamseyCassKoopmans\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Figure RamseySSPlot\n",
+    "\n",
+    "labels = ['$\\phi$ low','$\\phi$ high']\n",
+    "colors = ['red','blue']\n",
+    "g = [0.01,0.1]\n",
+    "npoints = 100\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot(111)\n",
+    "for i in range(len(g)):\n",
+    "    \n",
+    "    # Create model\n",
+    "    RCKmodExample = RCKmod(rho = 2,alpha = 0.3,theta = 0.02,xi = 0.01,\n",
+    "                           delta = 0.08,phi = g[i])\n",
+    "    \n",
+    "    # K range\n",
+    "    k = np.linspace(0,RCKmodExample.kmax,npoints)\n",
+    "        \n",
+    "    # Plot k0 locus\n",
+    "    ax.plot(k,RCKmodExample.k0locus(k),color = colors[i])\n",
+    "    \n",
+    "    k_dummy = (RCKmodExample.kmax + RCKmodExample.kss) / 2\n",
+    "    \n",
+    "    ax.annotate('$\\\\dot{k}=0$, ' + labels[i],\n",
+    "                 xy=(k_dummy, RCKmodExample.k0locus(k_dummy)),\n",
+    "                 xytext=(k_dummy, RCKmodExample.k0locus(k_dummy)*1.3),\n",
+    "                 arrowprops = dict(color = 'black', width = 0.05,\n",
+    "                                   headwidth = 5, headlength = 7))\n",
+    "    # Plot c0 locus\n",
+    "    ax.axvline(x = RCKmodExample.kss,linestyle = '--',color = colors[i])\n",
+    "    \n",
+    "    ax.annotate('$\\\\dot{c} = 0$, ' + labels[i],\n",
+    "                 xy=(RCKmodExample.kss, RCKmodExample.css/3),\n",
+    "                 xytext=(RCKmodExample.kss + 2, RCKmodExample.css/3),\n",
+    "                 arrowprops = dict(color = 'black', width = 0.05,\n",
+    "                                   headwidth = 5, headlength = 7))\n",
+    "\n",
+    "# Labels\n",
+    "ax.set_title('$\\\\dot{c}/c = 0$ and $\\\\dot{k} = 0$ Loci')\n",
+    "ax.set_xlabel('k')\n",
+    "ax.set_ylabel('c')\n",
+    "make_figs(\"RamseySSPlot\",saveFigs=True,drawFigs=False,target_dir=\"Figures/RamseyCassKoopmans\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "code_folding": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure RamseySaddlePlot in Figures/RamseyCassKoopmans\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 800x800 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Figure RamseySaddlePlot\n",
+    "npoints = 100\n",
+    "fig = plt.figure(figsize=(8,8))\n",
+    "\n",
+    "# Create and solve model\n",
+    "RCKmodExample = RCKmod(rho = 2,alpha = 0.3,theta = 0.02,xi = 0.01,\n",
+    "                       delta = 0.08,phi = 0.03)\n",
+    "RCKmodExample.solve()\n",
+    "fig.axes.append(RCKmodExample.phase_diagram(arrows= True, n_arrows = 12, labels = False))\n",
+    "\n",
+    "# Set initial k for off-path trajectories\n",
+    "k0 = RCKmodExample.kss * 0.35\n",
+    "\n",
+    "# Find values of c: one too high, one too low\n",
+    "c_high = RCKmodExample.cFunc(k0) * 1.25\n",
+    "c_low = RCKmodExample.cFunc(k0) * 0.75\n",
+    "init_cs = [c_low, c_high]\n",
+    "\n",
+    "# Trajectories with high consumption values become problematic much faster\n",
+    "# than those with low consumption, thus, different time intervals are used\n",
+    "t_final = [20,3.4602]\n",
+    "\n",
+    "for i in range(len(init_cs)):\n",
+    "        \n",
+    "    # Create dynamic system for c and k\n",
+    "    dck_dt = lambda ck, t : [RCKmodExample.dcdt(ck[0],ck[1]),\n",
+    "                             RCKmodExample.dkdt(ck[0],ck[1])]\n",
+    "    \n",
+    "    # Create time vector\n",
+    "    t = np.linspace(0,t_final[i],npoints)\n",
+    "    \n",
+    "    # Solve for c and k\n",
+    "    ck = odeint(dck_dt, [init_cs[i], k0], t)\n",
+    "    \n",
+    "    # Plot the trajectory in k-c space\n",
+    "    plt.plot(ck[:,1], ck[:,0], 'k')\n",
+    "    \n",
+    "plt.title('Transition to the Steady State')\n",
+    "plt.xlabel('k')\n",
+    "plt.ylabel('c')\n",
+    "make_figs(\"RamseySaddlePlot\",saveFigs=True,drawFigs=False,target_dir=\"Figures/RamseyCassKoopmans\")\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "encoding": "# -*- coding: utf-8 -*-",
+   "formats": "ipynb,py:percent"
+  },
+  "kernelspec": {
+   "display_name": "DemARK",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.18"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autoclose": false,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/The-Prescott-Real-Business-Cycle-RBC.ipynb b/notebooks/The-Prescott-Real-Business-Cycle-RBC.ipynb
new file mode 100644
index 00000000..e6653dd8
--- /dev/null
+++ b/notebooks/The-Prescott-Real-Business-Cycle-RBC.ipynb
@@ -0,0 +1,3701 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# The Prescott Real Business Cycle DSGE Model \n",
+    "\n",
+    "This handout presents the elements of the original Real Business Cycle model of\n",
+    "aggregate fluctuations, as laid out by Prescott (1986) and as outlined in Christopher Carroll's lecture notes.__[RBC-Prescott](http://www.econ2.jhu.edu/people/ccarroll/public/LectureNotes/DSGEModels/RBC-Prescott.pdf)__.\n",
+    "\n",
+    "This notebook demonstrates how to setup, solve, and estimate a simple real business cycle model in Python. The model is very standard; the setup and notation here corresponds to one seen in Chris Carroll's lecture notes.\n",
+    "\n",
+    "The observational results of the Ramey-Francis (2009) are presented in this notebook __[Notebook-Ramey-Francis(2009)](https://github.com/ani1231091/Real-Business-Cycle-)__."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>\n",
+       "code_show=true; \n",
+       "function code_toggle() {\n",
+       " if (code_show){\n",
+       " $('div.input').hide();\n",
+       " } else {\n",
+       " $('div.input').show();\n",
+       " }\n",
+       " code_show = !code_show\n",
+       "} \n",
+       "$( document ).ready(code_toggle);\n",
+       "</script>\n",
+       "The raw code for this RBC notebook is by default hidden for easier reading.\n",
+       "To toggle on/off the raw code, click <a href=\"javascript:code_toggle()\">here</a>."
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Initials\n",
+    "from __future__ import division\n",
+    "\n",
+    "import numpy as np\n",
+    "from scipy import optimize, signal\n",
+    "import pandas as pd\n",
+    "from pandas_datareader.data import DataReader\n",
+    "import statsmodels.api as sm\n",
+    "from statsmodels.tools.numdiff import approx_fprime, approx_fprime_cs\n",
+    "from IPython.display import HTML, display\n",
+    "import matplotlib.pyplot as plt\n",
+    "from HARK.utilities import make_figs\n",
+    "\n",
+    "# import seaborn as sn\n",
+    "from numpy.testing import assert_allclose\n",
+    "\n",
+    "# Set some pretty-printing options\n",
+    "np.set_printoptions(precision=3, suppress=True, linewidth=120)\n",
+    "pd.set_option('float_format', lambda x: '%.3g' % x, )\n",
+    "\n",
+    "HTML('''<script>\n",
+    "code_show=true; \n",
+    "function code_toggle() {\n",
+    " if (code_show){\n",
+    " $('div.input').hide();\n",
+    " } else {\n",
+    " $('div.input').show();\n",
+    " }\n",
+    " code_show = !code_show\n",
+    "} \n",
+    "$( document ).ready(code_toggle);\n",
+    "</script>\n",
+    "The raw code for this RBC notebook is by default hidden for easier reading.\n",
+    "To toggle on/off the raw code, click <a href=\"javascript:code_toggle()\">here</a>.''')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Some Theory\n",
+    "\n",
+    "King, Plosser, and Rebelo (1988) characterize the set of utility functions such that the model admits a Balanced Growth Path.\n",
+    "With labor-augmenting technical progress, and hence ever increasing wages, there are income and substitution effects.\n",
+    "The income and substitution effects cancel each other if and only if\n",
+    "$$u(c_t, z_t) = \\log(c_t) + v(z_t) $$ or\n",
+    "$$u(c_t, z_t)=\\frac{(c)^(1-\\sigma)}{1-\\sigma}v(z_t)$$\n",
+    "where v(z)=$\\psi$ (1-l), $\\psi$ >0, $0\\leq l \\leq 1$.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Household problem\n",
+    "\n",
+    "$$\n",
+    "\\max E_0 \\sum_{t=0}^\\infty \\beta^t u(c_t, z_t)\n",
+    "$$\n",
+    "\n",
+    "s.t:\n",
+    "\n",
+    "- the budget constraint: $y_t = c_t + i_t$\n",
+    "- the capital accumulation equation: $k_{t+1} = (1 - \\delta) k_t + i_t$\n",
+    "- $1 = l_t + z_t$\n",
+    "\n",
+    "where households have the following production technology:\n",
+    "\n",
+    "$$y_t = a_t f(k_t, l_t)$$\n",
+    "\n",
+    "and where the (log of the) technology process follows an AR(1) process:\n",
+    "\n",
+    "$$\n",
+    "\\log a_t = \\rho \\log a_{t-1} + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, \\sigma^2)\n",
+    "$$\n",
+    "\n",
+    "## Functional forms\n",
+    "\n",
+    "We will assume additively separable utility in consumption and leisure (Prescott 1986,King-Rebello-Plosser 1988), with:\n",
+    "\n",
+    "$$u(c_t, z_t) = \\log(c_t) + v(z_t) $$\n",
+    "\n",
+    "where v(z)=$\\psi$ (1-l), $\\psi$ >0, $0\\leq l \\leq 1$.\n",
+    "\n",
+    "The production function will be Cobb-Douglas:\n",
+    "\n",
+    "$$f(k_t, l_t) = k_t^\\alpha l_t^{1 - \\alpha}$$\n",
+    "where $\\alpha$ is the marginal product of capital. Later for simulation and calibration purposes, we ll place a value on $\\alpha$."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## FOC Solving\n",
+    "\n",
+    "Two equations characterize the FOC for the infinite time horizon. The first one for choosing between leisure and consumption, the second one is the classic euler equation for consumption.\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\psi & = \\frac{1}{c_t} (1 - \\alpha) a_t \\left ( \\frac{k_t}{l_t} \\right )^{\\alpha} & \\text{Consumption-Leisure Choice} \\\\\n",
+    "\\frac{1}{c_t} & = \\beta E_t \\left \\{ \\frac{1}{c_{t+1}} \\left [ \\alpha a_{t+1} \\left ( \\frac{k_{t+1}}{l_{t+1}} \\right )^{\\alpha - 1} + (1 - \\delta) \\right ] \\right \\} & \\text{Euler Equation for Consumption} \\\\\n",
+    "\\end{align}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Equations characterizing the system\n",
+    "\n",
+    "Collecting all of the model equations, we have:\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\psi c_t & = (1 - \\alpha) a_t \\left ( \\frac{k_t}{l_t} \\right )^{\\alpha} & \\text{Static FOC} \\\\\n",
+    "\\frac{1}{c_t} & = \\beta E_t \\left \\{ \\frac{1}{c_{t+1}} \\left [ \\alpha a_{t+1} \\left ( \\frac{k_{t+1}}{l_{t+1}} \\right )^{\\alpha - 1} + (1 - \\delta) \\right ] \\right \\} & \\text{Euler equation} \\\\\n",
+    "y_t & = a_t k_t^\\alpha l_t^{1 - \\alpha} & \\text{Production function} \\\\\n",
+    "y_t & = c_t + i_t & \\text{Aggregate resource constraint} \\\\\n",
+    "k_{t+1} & = (1 - \\delta) k_t + i_t & \\text{Captial accumulation} \\\\\n",
+    "y_t & = c_t + k_{t+1}-(1 - \\delta) k_t & \\text{The combined resource constraint}\\\\\n",
+    "1 & = l_t + z_t & \\text{Labor-leisure tradeoff} \\\\\n",
+    "\\log a_t & = \\rho \\log a_{t-1} + \\varepsilon_t & \\text{Technology shock transition}\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "### Variables / Parameters\n",
+    "\n",
+    "At this point, it becomes important to distinguish between the different types of variables that are involved in these equations. Jumpers and ...\n",
+    "This system is in the following variables:\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "x_t = \\{ \\quad & &\\\\\n",
+    "& y_t, & \\text{Output}\\\\\n",
+    "& c_t, & \\text{Consumption}\\\\\n",
+    "& i_t, & \\text{Investment}\\\\\n",
+    "& l_t, & \\text{Labor}\\\\\n",
+    "& z_t, & \\text{Leisure}\\\\\n",
+    "& k_t, & \\text{Capital}\\\\\n",
+    "& a_t  & \\text{Technology} \\\\\n",
+    "\\} \\quad & &\n",
+    "\\end{align}$$\n",
+    "\n",
+    "and depends on the following parameters:\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\{ \\quad & &\\\\\n",
+    "& \\beta, & \\text{Discount rate}\\\\\n",
+    "& \\psi, & \\text{Marginal disutility of labor}\\\\\n",
+    "& \\delta, & \\text{Depreciation rate}\\\\\n",
+    "& \\alpha, & \\text{Capital-share of output}\\\\\n",
+    "& \\rho, & \\text{Technology shock persistence}\\\\\n",
+    "& \\sigma^2 & \\text{Technology shock variance}\\\\\n",
+    "\\} \\quad & &\n",
+    "\\end{align}$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Save the names of the equations, variables, and parameters\n",
+    "equation_names = [\n",
+    "    'static FOC', 'euler equation', 'production',\n",
+    "    'aggregate resource constraint', 'capital accumulation',\n",
+    "    'labor-leisure', 'technology shock transition'\n",
+    "]\n",
+    "variable_names = [\n",
+    "    'output', 'consumption', 'investment',\n",
+    "    'labor', 'leisure', 'capital', 'technology'\n",
+    "]\n",
+    "parameter_names = [\n",
+    "    'discount rate', 'marginal disutility of labor',\n",
+    "    'depreciation rate', 'capital share',\n",
+    "    'technology shock persistence',\n",
+    "    'technology shock standard deviation',\n",
+    "]\n",
+    "\n",
+    "# Save some symbolic forms for pretty-printing\n",
+    "variable_symbols = [\n",
+    "    r\"y\", r\"c\", r\"i\", r\"l\", r\"z\", r\"k\", r\"a\",\n",
+    "]\n",
+    "contemporaneous_variable_symbols = [\n",
+    "    r\"$%s_t$\" % symbol for symbol in variable_symbols\n",
+    "]\n",
+    "lead_variable_symbols = [\n",
+    "    r\"$%s_{t+1}$\" % symbol for symbol in variable_symbols\n",
+    "]\n",
+    "\n",
+    "parameter_symbols = [\n",
+    "    r\"$\\beta$\", r\"$\\psi$\", r\"$\\delta$\", r\"$\\alpha$\", r\"$\\rho$\", r\"$\\sigma^2$\"\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Numerical method\n",
+    "\n",
+    "Using these equations, we can numerically find the steady-state using a root-finding algorithm and can then log-linearize around the steady-state using a numerical gradient procedure. In particular, here we follow DeJong and Dave (2011) chapter 2 and 3.1.\n",
+    "\n",
+    "Write the generic non-linear system as:\n",
+    "\n",
+    "$$\n",
+    "\\Gamma(E_t x_{t+1}, x_t, z_t) = 0\n",
+    "$$\n",
+    "\n",
+    "in the absense of shocks, this can be rewritten as:\n",
+    "\n",
+    "$$\n",
+    "\\Psi(x_{t+1}, x_t) = 0\n",
+    "$$\n",
+    "\n",
+    "or as:\n",
+    "\n",
+    "$$\n",
+    "\\Psi_1(x_{t+1}, x_t) = \\Psi_2(x_{t+1}, x_t)\n",
+    "$$\n",
+    "\n",
+    "and finally in logs as\n",
+    "\n",
+    "$$\n",
+    "\\log \\Psi_1(e^{\\log x_{t+1}}, e^{\\log x_t}) - \\log \\Psi_2(e^{\\log x_{t+1}}, e^{\\log x_t}) = 0\n",
+    "$$\n",
+    "\n",
+    "First, we define a new class (`RBC1`) which holds the state of the RBC model (its dimensions, parameters, etc) and has methods for evaluating the log system. The `eval_logged` method evaluates the last equation, above.\n",
+    "\n",
+    "Notice that the order of variables and order of equations is as described above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "code_folding": []
+   },
+   "outputs": [],
+   "source": [
+    "class RBC1(object):\n",
+    "    def __init__(self, params=None):\n",
+    "        # Model dimensions\n",
+    "        self.k_params = 6\n",
+    "        self.k_variables = 7\n",
+    "        \n",
+    "        # Initialize parameters\n",
+    "        if params is not None:\n",
+    "            self.update(params)\n",
+    "    \n",
+    "    def update(self, params):\n",
+    "        # Save deep parameters\n",
+    "        self.discount_rate = params[0]\n",
+    "        self.disutility_labor = params[1]\n",
+    "        self.depreciation_rate = params[2]\n",
+    "        self.capital_share = params[3]\n",
+    "        self.technology_shock_persistence = params[4]\n",
+    "        self.technology_shock_std = params[5]\n",
+    "        \n",
+    "    def eval_logged(self, log_lead, log_contemporaneous):\n",
+    "        (log_lead_output, log_lead_consumption, log_lead_investment,\n",
+    "         log_lead_labor, log_lead_leisure, log_lead_capital,\n",
+    "         log_lead_technology_shock) = log_lead\n",
+    "        \n",
+    "        (log_output, log_consumption, log_investment, log_labor,\n",
+    "         log_leisure, log_capital, log_technology_shock) = log_contemporaneous\n",
+    "        \n",
+    "        return np.r_[\n",
+    "            self.log_static_foc(\n",
+    "                log_lead_consumption, log_lead_labor,\n",
+    "                log_lead_capital, log_lead_technology_shock\n",
+    "            ),\n",
+    "            self.log_euler_equation(\n",
+    "                log_lead_consumption, log_lead_labor,\n",
+    "                log_lead_capital, log_lead_technology_shock,\n",
+    "                log_consumption\n",
+    "            ),\n",
+    "            self.log_production(\n",
+    "                log_lead_output, log_lead_labor, log_lead_capital,\n",
+    "                log_lead_technology_shock\n",
+    "            ),\n",
+    "            self.log_aggregate_resource_constraint(\n",
+    "                log_lead_output, log_lead_consumption,\n",
+    "                log_lead_investment\n",
+    "            ),\n",
+    "            self.log_capital_accumulation(\n",
+    "                log_lead_capital, log_investment, log_capital\n",
+    "            ),\n",
+    "            self.log_labor_leisure_constraint(\n",
+    "                log_lead_labor, log_lead_leisure\n",
+    "            ),\n",
+    "            self.log_technology_shock_transition(\n",
+    "                log_lead_technology_shock, log_technology_shock\n",
+    "            )\n",
+    "        ]\n",
+    "    \n",
+    "    def log_static_foc(self, log_lead_consumption, log_lead_labor,\n",
+    "                       log_lead_capital, log_lead_technology_shock):\n",
+    "        return (\n",
+    "            np.log(self.disutility_labor) +\n",
+    "            log_lead_consumption -\n",
+    "            np.log(1 - self.capital_share) -\n",
+    "            log_lead_technology_shock -\n",
+    "            self.capital_share * (log_lead_capital - log_lead_labor)\n",
+    "        )\n",
+    "        \n",
+    "    def log_euler_equation(self, log_lead_consumption, log_lead_labor,\n",
+    "                           log_lead_capital, log_lead_technology_shock,\n",
+    "                           log_consumption):\n",
+    "        return (\n",
+    "            -log_consumption -\n",
+    "            np.log(self.discount_rate) +\n",
+    "            log_lead_consumption -\n",
+    "            np.log(\n",
+    "                (self.capital_share *\n",
+    "                 np.exp(log_lead_technology_shock) * \n",
+    "                 np.exp((1 - self.capital_share) * log_lead_labor) /\n",
+    "                 np.exp((1 - self.capital_share) * log_lead_capital)) +\n",
+    "                (1 - self.depreciation_rate)\n",
+    "            )\n",
+    "        )\n",
+    "        \n",
+    "    def log_production(self, log_lead_output, log_lead_labor, log_lead_capital,\n",
+    "                       log_lead_technology_shock):\n",
+    "        return (\n",
+    "            log_lead_output -\n",
+    "            log_lead_technology_shock -\n",
+    "            self.capital_share * log_lead_capital -\n",
+    "            (1 - self.capital_share) * log_lead_labor\n",
+    "        )\n",
+    "        \n",
+    "    def log_aggregate_resource_constraint(self, log_lead_output, log_lead_consumption,\n",
+    "                                          log_lead_investment):\n",
+    "        return (\n",
+    "            log_lead_output -\n",
+    "            np.log(np.exp(log_lead_consumption) + np.exp(log_lead_investment))\n",
+    "        )\n",
+    "    \n",
+    "    def log_capital_accumulation(self, log_lead_capital, log_investment, log_capital):\n",
+    "        return (\n",
+    "            log_lead_capital -\n",
+    "            np.log(np.exp(log_investment) + (1 - self.depreciation_rate) * np.exp(log_capital))\n",
+    "        )\n",
+    "    \n",
+    "    def log_labor_leisure_constraint(self, log_lead_labor, log_lead_leisure):\n",
+    "        return (\n",
+    "            -np.log(np.exp(log_lead_labor) + np.exp(log_lead_leisure))\n",
+    "        )\n",
+    "    \n",
+    "    def log_technology_shock_transition(self, log_lead_technology_shock, log_technology_shock):\n",
+    "        return (\n",
+    "            log_lead_technology_shock -\n",
+    "            self.technology_shock_persistence * log_technology_shock\n",
+    "        )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Later we will estimate (some of) the parameters; in the meantime we fix them at the values used to generate the datasets."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "0",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "1",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "2",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "3",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "4",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "5",
+         "rawType": "object",
+         "type": "string"
+        }
+       ],
+       "ref": "bc70dbf3-b4dd-46de-84b9-0031c888985f",
+       "rows": [
+        [
+         "name",
+         "discount rate",
+         "marginal disutility of labor",
+         "depreciation rate",
+         "capital share",
+         "technology shock persistence",
+         "technology shock standard deviation"
+        ],
+        [
+         "value",
+         "0.95",
+         "3.0",
+         "0.025",
+         "0.36",
+         "0.85",
+         "0.76"
+        ]
+       ],
+       "shape": {
+        "columns": 6,
+        "rows": 2
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>name</th>\n",
+       "      <td>discount rate</td>\n",
+       "      <td>marginal disutility of labor</td>\n",
+       "      <td>depreciation rate</td>\n",
+       "      <td>capital share</td>\n",
+       "      <td>technology shock persistence</td>\n",
+       "      <td>technology shock standard deviation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>value</th>\n",
+       "      <td>0.95</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.025</td>\n",
+       "      <td>0.36</td>\n",
+       "      <td>0.85</td>\n",
+       "      <td>0.76</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   0                             1                  2  \\\n",
+       "name   discount rate  marginal disutility of labor  depreciation rate   \n",
+       "value           0.95                             3              0.025   \n",
+       "\n",
+       "                   3                             4  \\\n",
+       "name   capital share  technology shock persistence   \n",
+       "value           0.36                          0.85   \n",
+       "\n",
+       "                                         5  \n",
+       "name   technology shock standard deviation  \n",
+       "value                                 0.76  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Setup fixed parameters\n",
+    "parameters = pd.DataFrame({\n",
+    "    'name': parameter_names,\n",
+    "    'value': [0.95, 3, 0.025, 0.36, 0.85, 0.76]\n",
+    "})\n",
+    "parameters.T"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Steady state"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Numeric calculation\n",
+    "\n",
+    "To numerically calculate steady-state, we apply a root-finding algorithm to the `eval_logged` method. In particular, we are finding values $\\bar x$ such that\n",
+    "\n",
+    "$$\\log \\Psi_1(e^{\\log \\bar x}, e^{\\log \\bar x}) - \\log \\Psi_2(e^{\\log \\bar x}, e^{\\log \\bar x}) = 0$$\n",
+    "\n",
+    "These will be confirmed analytically, below."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here we create a derived class, `RBC2` which extends all of the functionality from above, but now includes methods for numerical calcualtion of the steady-state."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "output",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "consumption",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "investment",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "labor",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "leisure",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "capital",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "technology",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "516bf123-e72f-432e-9c2a-d85d0832878a",
+       "rows": [
+        [
+         "value",
+         "0.5719350258517906",
+         "0.5056293381089076",
+         "0.06630568774295163",
+         "0.24130879345606385",
+         "0.7586912065445397",
+         "2.6522275097130428",
+         "1.0"
+        ]
+       ],
+       "shape": {
+        "columns": 7,
+        "rows": 1
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>output</th>\n",
+       "      <th>consumption</th>\n",
+       "      <th>investment</th>\n",
+       "      <th>labor</th>\n",
+       "      <th>leisure</th>\n",
+       "      <th>capital</th>\n",
+       "      <th>technology</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>value</th>\n",
+       "      <td>0.572</td>\n",
+       "      <td>0.506</td>\n",
+       "      <td>0.0663</td>\n",
+       "      <td>0.241</td>\n",
+       "      <td>0.759</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       output  consumption  investment  labor  leisure  capital  technology\n",
+       "value   0.572        0.506      0.0663  0.241    0.759     2.65           1"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "class RBC2(RBC1):\n",
+    "    def steady_state_numeric(self):\n",
+    "        # Setup starting parameters\n",
+    "        log_start_vars = [0.5] * self.k_variables  # very arbitrary\n",
+    "\n",
+    "        # Setup the function the evaluate\n",
+    "        eval_logged = lambda log_vars: self.eval_logged(log_vars, log_vars)\n",
+    "\n",
+    "        # Apply the root-finding algorithm\n",
+    "        result = optimize.root(eval_logged, log_start_vars)\n",
+    "        \n",
+    "        return np.exp(result.x)\n",
+    "\n",
+    "mod2 = RBC2(parameters['value'])\n",
+    "\n",
+    "steady_state = pd.DataFrame({\n",
+    "    'value': mod2.steady_state_numeric()\n",
+    "}, index=variable_names)\n",
+    "\n",
+    "steady_state.T"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Analytic evaluation\n",
+    "\n",
+    "In this case, we can analytically evaluate the steady-state:\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\frac{\\bar y}{\\bar n} & = \\eta \\\\\n",
+    "\\frac{\\bar c}{\\bar n} & = \\eta - \\delta \\theta \\\\\n",
+    "\\frac{\\bar i}{\\bar n} & = \\delta \\theta \\\\\n",
+    "\\bar n & = \\frac{1}{\\left ( \\frac{1}{1 - \\alpha} \\right ) \\psi \\left [ 1 - \\delta \\theta^{1-\\alpha} \\right ]} \\\\\n",
+    "\\bar l & = 1 - \\bar n \\\\\n",
+    "\\frac{\\bar k}{\\bar n} & = \\theta\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "where\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\theta & = \\left ( \\frac{\\alpha}{1/\\beta - (1 - \\delta)} \\right )^\\frac{1}{1-\\alpha} \\\\\n",
+    "\\eta & = \\theta^\\alpha\n",
+    "\\end{align}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "output",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "consumption",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "investment",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "labor",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "leisure",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "capital",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "technology",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "f5d9d8b0-3fe4-40b6-a6a6-a1ce7995b51c",
+       "rows": [
+        [
+         "numeric",
+         "0.5719350258517906",
+         "0.5056293381089076",
+         "0.06630568774295163",
+         "0.24130879345606385",
+         "0.7586912065445397",
+         "2.6522275097130428",
+         "1.0"
+        ],
+        [
+         "analytic",
+         "0.5719350258516768",
+         "0.5056293381088722",
+         "0.06630568774280461",
+         "0.24130879345603276",
+         "0.7586912065439673",
+         "2.652227509712184",
+         "1.0"
+        ]
+       ],
+       "shape": {
+        "columns": 7,
+        "rows": 2
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>output</th>\n",
+       "      <th>consumption</th>\n",
+       "      <th>investment</th>\n",
+       "      <th>labor</th>\n",
+       "      <th>leisure</th>\n",
+       "      <th>capital</th>\n",
+       "      <th>technology</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>numeric</th>\n",
+       "      <td>0.572</td>\n",
+       "      <td>0.506</td>\n",
+       "      <td>0.0663</td>\n",
+       "      <td>0.241</td>\n",
+       "      <td>0.759</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>analytic</th>\n",
+       "      <td>0.572</td>\n",
+       "      <td>0.506</td>\n",
+       "      <td>0.0663</td>\n",
+       "      <td>0.241</td>\n",
+       "      <td>0.759</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          output  consumption  investment  labor  leisure  capital  technology\n",
+       "numeric    0.572        0.506      0.0663  0.241    0.759     2.65           1\n",
+       "analytic   0.572        0.506      0.0663  0.241    0.759     2.65           1"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "class RBC3(RBC2):\n",
+    "    \n",
+    "    def update(self, params):\n",
+    "        # Update the deep parameters\n",
+    "        super(RBC3, self).update(params)\n",
+    "        \n",
+    "        # And now also calculate some intermediate parameters\n",
+    "        self.theta = (self.capital_share / (\n",
+    "            1 / self.discount_rate -\n",
+    "            (1 - self.depreciation_rate)\n",
+    "        ))**(1 / (1 - self.capital_share))\n",
+    "        \n",
+    "        self.eta = self.theta**self.capital_share\n",
+    "    \n",
+    "    def steady_state_analytic(self):\n",
+    "        steady_state = np.zeros(7)\n",
+    "\n",
+    "        # Labor (must be computed first)\n",
+    "        numer = (1 - self.capital_share) / self.disutility_labor\n",
+    "        denom = (1 - self.depreciation_rate * self.theta**(1 - self.capital_share))\n",
+    "        steady_state[3] = numer / denom\n",
+    "        # Output\n",
+    "        steady_state[0] = self.eta * steady_state[3]\n",
+    "        # Consumption\n",
+    "        steady_state[1] = (1 - self.capital_share) * self.eta / self.disutility_labor\n",
+    "        # Investment\n",
+    "        steady_state[2] = self.depreciation_rate * self.theta * steady_state[3]\n",
+    "        # Labor (computed already)\n",
+    "        # Leisure\n",
+    "        steady_state[4] = 1 - steady_state[3]\n",
+    "        # Capital\n",
+    "        steady_state[5] = self.theta * steady_state[3]\n",
+    "        # Technology shock\n",
+    "        steady_state[6] = 1\n",
+    "        \n",
+    "        return steady_state\n",
+    "    \n",
+    "mod3 = RBC3(parameters['value'])\n",
+    "\n",
+    "steady_state = pd.DataFrame({\n",
+    "    'numeric': mod3.steady_state_numeric(),\n",
+    "    'analytic': mod3.steady_state_analytic()\n",
+    "}, index=variable_names)\n",
+    "\n",
+    "steady_state.T"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Log-linearization\n",
+    "\n",
+    "The system we wrote down, above, was non-linear. In order to estimate it, we want to get it in a linear form:\n",
+    "\n",
+    "$$\n",
+    "A E_t \\tilde x_{t+1} = B \\tilde x_{t} + C v_{t+1}\n",
+    "$$\n",
+    "\n",
+    "where $v_{t+1}$ contains structural shocks (here, $z_t$ is included in the $x_t$ vector, and the only structural shock is $\\varepsilon_t$, the innovation to $z_t$).\n",
+    "\n",
+    "This can be achieved via log-linearization around the steady state. In this case, DeJong and Dave (2011) show that:\n",
+    "\n",
+    "$$\n",
+    "A = \\left [ \\frac{\\partial \\log [ \\Psi_1 ]}{\\partial \\log(x_{t+1})} (\\bar x) - \\frac{\\partial \\log [ \\Psi_2 ]}{\\partial \\log(x_{t+1})} (\\bar x) \\right ] \\\\\n",
+    "B = - \\left [ \\frac{\\partial \\log [ \\Psi_1 ]}{\\partial \\log(x_t)} (\\bar x) - \\frac{\\partial \\log [ \\Psi_2 ]}{\\partial \\log(x_t)} (\\bar x) \\right ] \\\\\n",
+    "$$\n",
+    "\n",
+    "where $\\tilde x_t = \\log \\left ( \\frac{x_t}{\\bar x} \\right )$ expresses the variables in proportional deviation from steady-state form.\n",
+    "\n",
+    "The matrix $C$ can be constructed by observation. In this case, we have:\n",
+    "\n",
+    "$$\n",
+    "C = \\begin{bmatrix} 0 & 0 & 0 & 0 & 0 & 0 & 1 \\end{bmatrix} \\qquad \\text{and} \\qquad v_{t+1} \\equiv \\varepsilon_t\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Numeric calculation\n",
+    "\n",
+    "Since the `eval_logged` method of our class evaluates $\\log \\Psi_1(e^{\\log x_{t+1}}, e^{\\log x_t}) - \\log \\Psi_2(e^{\\log x_{t+1}}, e^{\\log x_t})$, we can apply a numerical gradient procedure to it to get $A$, when we differentiate with respect to the lead variables, and $B$, when we differentiate with respect to the contemporaneous variables.\n",
+    "\n",
+    "To learn about the numerical gradient procedure, one can check out the link __[here](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.approx_fprime.html)__."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "$y_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$c_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$i_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$l_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$z_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$k_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$a_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "a4a5e689-a5a3-4002-882e-b0b43f5872e3",
+       "rows": [
+        [
+         "static FOC",
+         "0.0",
+         "1.0",
+         "0.0",
+         "0.36",
+         "0.0",
+         "-0.36",
+         "-1.0"
+        ],
+        [
+         "euler equation",
+         "0.0",
+         "1.0",
+         "0.0",
+         "-0.04719999999999998",
+         "0.0",
+         "0.047199999999999985",
+         "-0.07374999999999995"
+        ],
+        [
+         "production",
+         "1.0",
+         "0.0",
+         "0.0",
+         "-0.64",
+         "0.0",
+         "-0.36",
+         "-1.0"
+        ],
+        [
+         "aggregate resource constraint",
+         "1.0",
+         "-0.8840677966101693",
+         "-0.11593220338983057",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0"
+        ],
+        [
+         "capital accumulation",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "1.0",
+         "0.0"
+        ],
+        [
+         "labor-leisure",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.2413087934560328",
+         "-0.7586912065439673",
+         "-0.0",
+         "-0.0"
+        ],
+        [
+         "technology shock transition",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "1.0"
+        ]
+       ],
+       "shape": {
+        "columns": 7,
+        "rows": 7
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$y_{t+1}$</th>\n",
+       "      <th>$c_{t+1}$</th>\n",
+       "      <th>$i_{t+1}$</th>\n",
+       "      <th>$l_{t+1}$</th>\n",
+       "      <th>$z_{t+1}$</th>\n",
+       "      <th>$k_{t+1}$</th>\n",
+       "      <th>$a_{t+1}$</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>static FOC</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.36</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.36</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>euler equation</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.0472</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0472</td>\n",
+       "      <td>-0.0737</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>production</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.64</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.36</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>aggregate resource constraint</th>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.884</td>\n",
+       "      <td>-0.116</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capital accumulation</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>labor-leisure</th>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0.241</td>\n",
+       "      <td>-0.759</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>technology shock transition</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               $y_{t+1}$  $c_{t+1}$  $i_{t+1}$  $l_{t+1}$  \\\n",
+       "static FOC                             0          1          0       0.36   \n",
+       "euler equation                         0          1          0    -0.0472   \n",
+       "production                             1          0          0      -0.64   \n",
+       "aggregate resource constraint          1     -0.884     -0.116          0   \n",
+       "capital accumulation                   0          0          0          0   \n",
+       "labor-leisure                         -0         -0         -0     -0.241   \n",
+       "technology shock transition            0          0          0          0   \n",
+       "\n",
+       "                               $z_{t+1}$  $k_{t+1}$  $a_{t+1}$  \n",
+       "static FOC                             0      -0.36         -1  \n",
+       "euler equation                         0     0.0472    -0.0737  \n",
+       "production                             0      -0.36         -1  \n",
+       "aggregate resource constraint          0          0          0  \n",
+       "capital accumulation                   0          1          0  \n",
+       "labor-leisure                     -0.759         -0         -0  \n",
+       "technology shock transition            0          0          1  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "$y_t$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$c_t$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$i_t$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$l_t$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$z_t$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$k_t$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$a_t$",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "6b227d96-5317-43c9-b8d4-dc627d1089e7",
+       "rows": [
+        [
+         "static FOC",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0"
+        ],
+        [
+         "euler equation",
+         "-0.0",
+         "1.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0"
+        ],
+        [
+         "production",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0"
+        ],
+        [
+         "aggregate resource constraint",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0"
+        ],
+        [
+         "capital accumulation",
+         "-0.0",
+         "-0.0",
+         "0.02500000000000001",
+         "-0.0",
+         "-0.0",
+         "0.975",
+         "-0.0"
+        ],
+        [
+         "labor-leisure",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0"
+        ],
+        [
+         "technology shock transition",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "-0.0",
+         "0.85"
+        ]
+       ],
+       "shape": {
+        "columns": 7,
+        "rows": 7
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$y_t$</th>\n",
+       "      <th>$c_t$</th>\n",
+       "      <th>$i_t$</th>\n",
+       "      <th>$l_t$</th>\n",
+       "      <th>$z_t$</th>\n",
+       "      <th>$k_t$</th>\n",
+       "      <th>$a_t$</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>static FOC</th>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>euler equation</th>\n",
+       "      <td>-0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>production</th>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>aggregate resource constraint</th>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capital accumulation</th>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>0.025</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>0.975</td>\n",
+       "      <td>-0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>labor-leisure</th>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>technology shock transition</th>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>-0</td>\n",
+       "      <td>0.85</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               $y_t$  $c_t$  $i_t$  $l_t$  $z_t$  $k_t$  $a_t$\n",
+       "static FOC                        -0     -0     -0     -0     -0     -0     -0\n",
+       "euler equation                    -0      1     -0     -0     -0     -0     -0\n",
+       "production                        -0     -0     -0     -0     -0     -0     -0\n",
+       "aggregate resource constraint     -0     -0     -0     -0     -0     -0     -0\n",
+       "capital accumulation              -0     -0  0.025     -0     -0  0.975     -0\n",
+       "labor-leisure                     -0     -0     -0     -0     -0     -0     -0\n",
+       "technology shock transition       -0     -0     -0     -0     -0     -0   0.85"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "$\\varepsilon_t$",
+         "rawType": "int32",
+         "type": "integer"
+        }
+       ],
+       "ref": "0c21eda8-82f1-40a9-9b36-8e72533e620c",
+       "rows": [
+        [
+         "static FOC",
+         "0"
+        ],
+        [
+         "euler equation",
+         "0"
+        ],
+        [
+         "production",
+         "0"
+        ],
+        [
+         "aggregate resource constraint",
+         "0"
+        ],
+        [
+         "capital accumulation",
+         "0"
+        ],
+        [
+         "labor-leisure",
+         "0"
+        ],
+        [
+         "technology shock transition",
+         "1"
+        ]
+       ],
+       "shape": {
+        "columns": 1,
+        "rows": 7
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$\\varepsilon_t$</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>static FOC</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>euler equation</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>production</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>aggregate resource constraint</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capital accumulation</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>labor-leisure</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>technology shock transition</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               $\\varepsilon_t$\n",
+       "static FOC                                   0\n",
+       "euler equation                               0\n",
+       "production                                   0\n",
+       "aggregate resource constraint                0\n",
+       "capital accumulation                         0\n",
+       "labor-leisure                                0\n",
+       "technology shock transition                  1"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "class RBC4(RBC3):\n",
+    "    \n",
+    "    def A_numeric(self):\n",
+    "        log_steady_state = np.log(self.steady_state_analytic())\n",
+    "\n",
+    "        eval_logged_lead = lambda log_lead: self.eval_logged(log_lead, log_steady_state)\n",
+    "        \n",
+    "        return approx_fprime_cs(log_steady_state, eval_logged_lead)\n",
+    "\n",
+    "    def B_numeric(self):\n",
+    "        log_steady_state = np.log(self.steady_state_analytic())\n",
+    "        \n",
+    "        eval_logged_contemporaneous = lambda log_contemp: self.eval_logged(log_steady_state, log_contemp)\n",
+    "        \n",
+    "        return -approx_fprime_cs(log_steady_state, eval_logged_contemporaneous)\n",
+    "    \n",
+    "    def C(self):\n",
+    "        return np.r_[[0]*(self.k_variables-1), 1]\n",
+    "\n",
+    "mod4 = RBC4(parameters['value'])\n",
+    "        \n",
+    "display(pd.DataFrame(mod4.A_numeric(), index=equation_names, columns=lead_variable_symbols))\n",
+    "display(pd.DataFrame(mod4.B_numeric(), index=equation_names, columns=contemporaneous_variable_symbols))\n",
+    "display(pd.DataFrame(mod4.C(), index=equation_names, columns=[r'$\\varepsilon_t$']))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Analytic evaluation\n",
+    "\n",
+    "This system can be log-linearized directly, as well, yielding (see e.g. Ruge-Murcia (2007) Appendix A for these formulas, with slightly different notation):\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\tilde c_t & = \\tilde z_t + \\alpha \\tilde k_t - \\alpha \\tilde n_t \\\\\n",
+    "-\\tilde c_t & = -E_t \\tilde c_{t+1} + \\zeta (\\alpha - 1) E_t \\tilde k_{t+1} + \\zeta (1 - \\alpha) E_t \\tilde n_{t+1} + \\zeta E_t \\tilde z_{t+1} \\\\\n",
+    "\\tilde y_t & = \\tilde z_t + \\alpha \\tilde k_t + (1 - \\alpha) \\tilde n_t \\\\\n",
+    "\\tilde y_t & = \\gamma \\tilde c_t + (1 - \\gamma) \\tilde i_t \\\\\n",
+    "\\tilde k_{t+1} & = (1 - \\delta) \\tilde k_t + \\delta \\tilde i_t \\\\\n",
+    "0 & = \\frac{\\bar l}{\\bar l + \\bar n} \\tilde l_{t+1} + \\frac{\\bar n}{\\bar l + \\bar n} \\tilde n_{t+1} \\\\\n",
+    "\\tilde z_{t+1} & = \\rho \\tilde z_t + \\varepsilon_t\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "where $\\zeta = \\alpha \\beta \\theta^{\\alpha - 1}$ and $\\gamma = 1 - \\delta \\theta^{1 - \\alpha}$ is the steady-state consumption-output ratio."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "$y_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$c_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$i_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$l_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$z_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$k_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$a_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "7f4c4216-d468-4b38-939a-147ffb045d77",
+       "rows": [
+        [
+         "static FOC",
+         "0.0",
+         "1.0",
+         "0.0",
+         "0.36",
+         "0.0",
+         "-0.36",
+         "-1.0"
+        ],
+        [
+         "euler equation",
+         "0.0",
+         "1.0",
+         "0.0",
+         "-0.04719999999999997",
+         "0.0",
+         "0.04719999999999997",
+         "-0.07374999999999995"
+        ],
+        [
+         "production",
+         "1.0",
+         "0.0",
+         "0.0",
+         "-0.64",
+         "0.0",
+         "-0.36",
+         "-1.0"
+        ],
+        [
+         "aggregate resource constraint",
+         "1.0",
+         "-0.8840677966101694",
+         "-0.11593220338983057",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0"
+        ],
+        [
+         "capital accumulation",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "1.0",
+         "0.0"
+        ],
+        [
+         "labor-leisure",
+         "0.0",
+         "0.0",
+         "0.0",
+         "-0.24130879345603276",
+         "-0.7586912065439673",
+         "0.0",
+         "0.0"
+        ],
+        [
+         "technology shock transition",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "1.0"
+        ]
+       ],
+       "shape": {
+        "columns": 7,
+        "rows": 7
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$y_{t+1}$</th>\n",
+       "      <th>$c_{t+1}$</th>\n",
+       "      <th>$i_{t+1}$</th>\n",
+       "      <th>$l_{t+1}$</th>\n",
+       "      <th>$z_{t+1}$</th>\n",
+       "      <th>$k_{t+1}$</th>\n",
+       "      <th>$a_{t+1}$</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>static FOC</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.36</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.36</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>euler equation</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.0472</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0472</td>\n",
+       "      <td>-0.0737</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>production</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.64</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.36</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>aggregate resource constraint</th>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.884</td>\n",
+       "      <td>-0.116</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capital accumulation</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>labor-leisure</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.241</td>\n",
+       "      <td>-0.759</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>technology shock transition</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               $y_{t+1}$  $c_{t+1}$  $i_{t+1}$  $l_{t+1}$  \\\n",
+       "static FOC                             0          1          0       0.36   \n",
+       "euler equation                         0          1          0    -0.0472   \n",
+       "production                             1          0          0      -0.64   \n",
+       "aggregate resource constraint          1     -0.884     -0.116          0   \n",
+       "capital accumulation                   0          0          0          0   \n",
+       "labor-leisure                          0          0          0     -0.241   \n",
+       "technology shock transition            0          0          0          0   \n",
+       "\n",
+       "                               $z_{t+1}$  $k_{t+1}$  $a_{t+1}$  \n",
+       "static FOC                             0      -0.36         -1  \n",
+       "euler equation                         0     0.0472    -0.0737  \n",
+       "production                             0      -0.36         -1  \n",
+       "aggregate resource constraint          0          0          0  \n",
+       "capital accumulation                   0          1          0  \n",
+       "labor-leisure                     -0.759          0          0  \n",
+       "technology shock transition            0          0          1  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "$y_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$c_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$i_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$l_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$z_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$k_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$a_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "0fa8d231-b670-43c9-aa97-a7e8de683b8f",
+       "rows": [
+        [
+         "static FOC",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0"
+        ],
+        [
+         "euler equation",
+         "0.0",
+         "1.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0"
+        ],
+        [
+         "production",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0"
+        ],
+        [
+         "aggregate resource constraint",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0"
+        ],
+        [
+         "capital accumulation",
+         "0.0",
+         "0.0",
+         "0.025",
+         "0.0",
+         "0.0",
+         "0.975",
+         "0.0"
+        ],
+        [
+         "labor-leisure",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0"
+        ],
+        [
+         "technology shock transition",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.0",
+         "0.85"
+        ]
+       ],
+       "shape": {
+        "columns": 7,
+        "rows": 7
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$y_{t+1}$</th>\n",
+       "      <th>$c_{t+1}$</th>\n",
+       "      <th>$i_{t+1}$</th>\n",
+       "      <th>$l_{t+1}$</th>\n",
+       "      <th>$z_{t+1}$</th>\n",
+       "      <th>$k_{t+1}$</th>\n",
+       "      <th>$a_{t+1}$</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>static FOC</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>euler equation</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>production</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>aggregate resource constraint</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capital accumulation</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.025</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.975</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>labor-leisure</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>technology shock transition</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.85</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               $y_{t+1}$  $c_{t+1}$  $i_{t+1}$  $l_{t+1}$  \\\n",
+       "static FOC                             0          0          0          0   \n",
+       "euler equation                         0          1          0          0   \n",
+       "production                             0          0          0          0   \n",
+       "aggregate resource constraint          0          0          0          0   \n",
+       "capital accumulation                   0          0      0.025          0   \n",
+       "labor-leisure                          0          0          0          0   \n",
+       "technology shock transition            0          0          0          0   \n",
+       "\n",
+       "                               $z_{t+1}$  $k_{t+1}$  $a_{t+1}$  \n",
+       "static FOC                             0          0          0  \n",
+       "euler equation                         0          0          0  \n",
+       "production                             0          0          0  \n",
+       "aggregate resource constraint          0          0          0  \n",
+       "capital accumulation                   0      0.975          0  \n",
+       "labor-leisure                          0          0          0  \n",
+       "technology shock transition            0          0       0.85  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "class RBC5(RBC4):\n",
+    "    \n",
+    "    def update(self, params):\n",
+    "        super(RBC5, self).update(params)\n",
+    "        \n",
+    "        # Now calculate some more intermediate parameters\n",
+    "        self.gamma = 1 - self.depreciation_rate * self.theta**(1 - self.capital_share)\n",
+    "        self.zeta = self.capital_share * self.discount_rate * self.theta**(self.capital_share - 1)\n",
+    "    \n",
+    "    def A_analytic(self):\n",
+    "        steady_state = self.steady_state_analytic()\n",
+    "        \n",
+    "        A = np.array([\n",
+    "            [0, 1, 0, self.capital_share, 0, -self.capital_share, -1],\n",
+    "            [0, 1, 0, self.zeta * (self.capital_share - 1), 0, self.zeta * (1 - self.capital_share), -self.zeta],\n",
+    "            [1, 0, 0, (self.capital_share - 1), 0, -self.capital_share, -1],\n",
+    "            [1, -self.gamma, (self.gamma - 1), 0, 0, 0, 0],\n",
+    "            [0, 0, 0, 0, 0, 1, 0],\n",
+    "            [0, 0, 0, -steady_state[3], -steady_state[4], 0, 0],\n",
+    "            [0, 0, 0, 0, 0, 0, 1],\n",
+    "        ])\n",
+    "        \n",
+    "        return A\n",
+    "\n",
+    "    def B_analytic(self):\n",
+    "        \n",
+    "        B = np.array([\n",
+    "            [0, 0, 0, 0, 0, 0, 0],\n",
+    "            [0, 1, 0, 0, 0, 0, 0],\n",
+    "            [0, 0, 0, 0, 0, 0, 0],\n",
+    "            [0, 0, 0, 0, 0, 0, 0],\n",
+    "            [0, 0, self.depreciation_rate, 0, 0, 1 - self.depreciation_rate, 0],\n",
+    "            [0, 0, 0, 0, 0, 0, 0],\n",
+    "            [0, 0, 0, 0, 0, 0, self.technology_shock_persistence],\n",
+    "        ])\n",
+    "        \n",
+    "        return B\n",
+    "\n",
+    "mod5 = RBC5(parameters['value'])\n",
+    "\n",
+    "display(pd.DataFrame(mod5.A_analytic(), index=equation_names, columns=lead_variable_symbols))\n",
+    "assert(np.all(np.abs(mod5.A_numeric() - mod5.A_analytic()) < 1e-10))\n",
+    "\n",
+    "display(pd.DataFrame(mod5.B_analytic(), index=equation_names, columns=lead_variable_symbols))\n",
+    "assert(np.all(np.abs(mod5.B_numeric() - mod5.B_analytic()) < 1e-10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## System reduction\n",
+    "\n",
+    "The system currently has 7 equations in 7 unknowns. This can be reduced into a system of 3 equations in 3 unknowns (consumption, capital, and the technology shock), by substituting out output, investment, labor, and leisure. Given a solution to the reduced system, the remaining four unknowns can be calculated. Also, we remove the technology shock transition from the state vector and include it instead in the stochastic shocks component $(v_{t+1})$. (Jumpers: I may explain here more?. Blanchard Kahn)\n",
+    "\n",
+    "First, notice that (using the static first order condition, production function, aggregate resource constraint, and labor-leisure tradeoff equations, respectively):\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\tilde n_t & = - \\frac{1}{\\alpha} \\tilde c_t + \\frac{1}{\\alpha} \\tilde z_t + \\tilde k_t \\\\\n",
+    "\\tilde y_t & = \\tilde z_t + \\alpha \\tilde k_t + (1 - \\alpha) \\left [ - \\frac{1}{\\alpha} \\tilde c_t + \\frac{1}{\\alpha} \\tilde z_t + \\tilde k_t \\right ] \\\\\n",
+    "& = \\frac{1}{\\alpha} \\tilde z_t - \\frac{1 - \\alpha}{\\alpha} \\tilde c_t + \\tilde k_t \\\\\n",
+    "\\tilde i_t & = \\frac{1}{1 - \\gamma} \\left [ \\frac{1}{\\alpha} \\tilde z_t - \\frac{1 - \\alpha}{\\alpha} \\tilde c_t + \\tilde k_t - \\gamma \\tilde c_t \\right ] \\\\\n",
+    "& = \\frac{1}{1 - \\gamma} \\left [ \\frac{1}{\\alpha} \\tilde z_t - \\frac{1 - \\alpha + \\gamma \\alpha}{\\alpha} \\tilde c_t + \\tilde k_t \\right ] \\\\\n",
+    "\\tilde l_t & = - \\frac{\\bar n}{1 - \\bar n} \\tilde n_t\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "then we can plug these values into the remaining three equations (Euler, capital accumulation, and shock transition equations):\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "k_{t+1} & = (1 - \\delta) \\tilde k_t + \\delta \\frac{1}{1 - \\gamma} \\left [ \\frac{1}{\\alpha} \\tilde z_t - \\frac{1 - \\alpha + \\gamma \\alpha}{\\alpha} \\tilde c_t + \\tilde k_t \\right ] \\\\\n",
+    "& = \\underbrace{\\left [ 1 + \\delta \\left ( \\frac{\\gamma}{1 - \\gamma} \\right ) \\right ]}_{B_{11}, F_{11}} \\tilde k_t + \\underbrace{\\frac{-\\delta (1 - \\alpha + \\gamma \\alpha)}{\\alpha (1 - \\gamma)}}_{B_{12}, F_{12}} \\tilde c_t + \\underbrace{\\frac{\\delta}{\\alpha (1 - \\gamma)}}_{C_1, G_{12}} \\tilde z_t\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "and\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "E_t \\tilde c_{t+1} & = \\tilde c_t + \\zeta (\\alpha - 1) E_t k_{t+1} + \\zeta (1 - \\alpha) E_t \\left [ - \\frac{1}{\\alpha} \\tilde c_{t+1} + \\frac{1}{\\alpha} \\tilde z_{t+1} + \\tilde k_{t+1} \\right ] + \\zeta E_t \\tilde z_{t+1} \\\\\n",
+    "& = \\tilde c_t + \\zeta (\\alpha - 1) E_t \\tilde k_{t+1} - \\zeta \\frac{(1 - \\alpha)}{\\alpha} E_t \\tilde c_{t+1} + \\zeta \\frac{(1 - \\alpha)}{\\alpha} E_t z_{t+1} + \\zeta (1 - \\alpha) E_t \\tilde k_{t+1} + \\zeta E_t \\tilde z_{t+1} \\\\\n",
+    "& = \\underbrace{\\frac{\\alpha}{\\zeta + \\alpha (1 - \\zeta)}}_{B_{22}} \\tilde c_t + \\underbrace{\\frac{\\zeta \\rho}{\\zeta + \\alpha (1 - \\zeta )}}_{C_2} \\tilde z_t\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "and\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\tilde z_{t+1} & = \\rho \\tilde z_t + \\varepsilon_t\n",
+    "\\end{align}\n",
+    "$$\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Save the names of the equations, variables, and parameters\n",
+    "# in the reduced model\n",
+    "reduced_equation_names = [\n",
+    "    'euler equation', 'capital accumulation'\n",
+    "]\n",
+    "reduced_variable_names = [\n",
+    "    'consumption', 'capital'\n",
+    "]\n",
+    "reduced_parameter_names = parameter_names\n",
+    "\n",
+    "# Save some symbolic forms for pretty-printing\n",
+    "reduced_variable_symbols = [\n",
+    "    r\"c\", r\"k\"\n",
+    "]\n",
+    "reduced_contemporaneous_variable_symbols = [\n",
+    "    r\"$%s_t$\" % symbol for symbol in reduced_variable_symbols\n",
+    "]\n",
+    "reduced_lead_variable_symbols = [\n",
+    "    r\"$%s_{t+1}$\" % symbol for symbol in reduced_variable_symbols\n",
+    "]\n",
+    "\n",
+    "reduced_parameter_symbols = parameter_symbols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "consumption",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "capital",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "0b4e9b45-6684-4e21-8127-4e9f842b2d2e",
+       "rows": [
+        [
+         "steady state",
+         "0.5056293381088722",
+         "2.652227509712184"
+        ]
+       ],
+       "shape": {
+        "columns": 2,
+        "rows": 1
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>consumption</th>\n",
+       "      <th>capital</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>steady state</th>\n",
+       "      <td>0.506</td>\n",
+       "      <td>2.65</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              consumption  capital\n",
+       "steady state        0.506     2.65"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "$c_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$k_{t+1}$",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "53355162-7b9f-4697-9b9c-e073ad8b8104",
+       "rows": [
+        [
+         "euler equation",
+         "1.0",
+         "0.0"
+        ],
+        [
+         "capital accumulation",
+         "0.0",
+         "1.0"
+        ]
+       ],
+       "shape": {
+        "columns": 2,
+        "rows": 2
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$c_{t+1}$</th>\n",
+       "      <th>$k_{t+1}$</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>euler equation</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capital accumulation</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      $c_{t+1}$  $k_{t+1}$\n",
+       "euler equation                1          0\n",
+       "capital accumulation          0          1"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "$c_t$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$k_t$",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "fb3f19e1-058b-4f29-92da-16fd07fa5882",
+       "rows": [
+        [
+         "euler equation",
+         "1.1906432748538012",
+         "-0.5740090968161141"
+        ],
+        [
+         "capital accumulation",
+         "0.0",
+         "0.8840864440078587"
+        ]
+       ],
+       "shape": {
+        "columns": 2,
+        "rows": 2
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$c_t$</th>\n",
+       "      <th>$k_t$</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>euler equation</th>\n",
+       "      <td>1.19</td>\n",
+       "      <td>-0.574</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capital accumulation</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.884</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      $c_t$  $k_t$\n",
+       "euler equation         1.19 -0.574\n",
+       "capital accumulation      0  0.884"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "$z_t$",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "4705029b-ae3b-4324-988d-754ed6f4e70d",
+       "rows": [
+        [
+         "euler equation",
+         "0.599009096816114"
+        ],
+        [
+         "capital accumulation",
+         "0.1539476915520628"
+        ]
+       ],
+       "shape": {
+        "columns": 1,
+        "rows": 2
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$z_t$</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>euler equation</th>\n",
+       "      <td>0.599</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capital accumulation</th>\n",
+       "      <td>0.154</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      $z_t$\n",
+       "euler equation        0.599\n",
+       "capital accumulation  0.154"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "class ReducedRBC1(RBC5):\n",
+    "    def __init__(self, params=None):\n",
+    "        # Model dimensions\n",
+    "        self.k_params = 6\n",
+    "        self.k_variables = 2\n",
+    "        \n",
+    "        # Index for the reduced form variables\n",
+    "        self.reduced_idx = [1, -2]\n",
+    "        \n",
+    "        # Initialize parameters\n",
+    "        if params is not None:\n",
+    "            self.update(params)\n",
+    "\n",
+    "    def steady_state_numeric(self):\n",
+    "        return super(ReducedRBC1, self).steady_state_numeric()[self.reduced_idx]\n",
+    "        \n",
+    "    def steady_state_analytic(self):\n",
+    "        return super(ReducedRBC1, self).steady_state_analytic()[self.reduced_idx]\n",
+    "    \n",
+    "    def A(self):\n",
+    "        return np.eye(self.k_variables)\n",
+    "    \n",
+    "    def B(self):\n",
+    "        B11 = 1 + self.depreciation_rate * (self.gamma / (1 - self.gamma))\n",
+    "        B12 = (\n",
+    "            -self.depreciation_rate *\n",
+    "            (1 - self.capital_share + self.gamma * self.capital_share) /\n",
+    "            (self.capital_share * (1 - self.gamma))\n",
+    "        )\n",
+    "        B21 = 0\n",
+    "        B22 = self.capital_share / (self.zeta + self.capital_share*(1 - self.zeta))\n",
+    "        \n",
+    "        return np.array([[B11, B12],\n",
+    "                         [B21, B22]])\n",
+    "        \n",
+    "    def C(self):\n",
+    "        C1 = self.depreciation_rate / (self.capital_share * (1 - self.gamma))\n",
+    "        C2 = (\n",
+    "            self.zeta * self.technology_shock_persistence /\n",
+    "            (self.zeta + self.capital_share*(1 - self.zeta))\n",
+    "        )\n",
+    "        return np.array([C1, C2])[:,np.newaxis]\n",
+    "        \n",
+    "# Setup the model\n",
+    "reduced_mod1 = ReducedRBC1(parameters['value'])\n",
+    "\n",
+    "# Display the steady-states\n",
+    "reduced_steady_state = pd.DataFrame({\n",
+    "    'steady state': reduced_mod1.steady_state_analytic()\n",
+    "}, index=reduced_variable_names)\n",
+    "display(reduced_steady_state.T)\n",
+    "\n",
+    "# Test the model coefficients for accuracy\n",
+    "# (results from \"Emsm\", downloaded from\n",
+    "# https://sites.google.com/site/frugemurcia/home/replication-files\n",
+    "# on 06/19/2015)\n",
+    "assert_allclose(\n",
+    "    reduced_mod1.B(),\n",
+    "    np.array([[1.1906433, -0.57400910],\n",
+    "              [0,          0.88408644]])\n",
+    ")\n",
+    "assert_allclose(\n",
+    "    reduced_mod1.C(),\n",
+    "    np.array([[0.59900910], [0.15394769]])\n",
+    ")\n",
+    "\n",
+    "# Display the linear model coefficients\n",
+    "display(pd.DataFrame(reduced_mod1.A(), index=reduced_equation_names, columns=reduced_lead_variable_symbols))\n",
+    "display(pd.DataFrame(reduced_mod1.B(), index=reduced_equation_names, columns=reduced_contemporaneous_variable_symbols))\n",
+    "display(pd.DataFrame(reduced_mod1.C(), index=reduced_equation_names, columns=[r'$z_t$']))\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Solving the model\n",
+    "\n",
+    "This model can be solved using the method of Blanchard-Kahn (1980). First we put it in the required form:\n",
+    "\n",
+    "$$\n",
+    "\\begin{bmatrix}\n",
+    "\\tilde k_{t+1} \\\\\n",
+    "E_t \\tilde c_{t+1}\n",
+    "\\end{bmatrix} = \\begin{bmatrix}\n",
+    "B_{11} & B_{12} \\\\\n",
+    "B_{21} & B_{22}\n",
+    "\\end{bmatrix} \\begin{bmatrix}\n",
+    "\\tilde k_{t} \\\\\n",
+    "\\tilde c_{t} \\\\\n",
+    "\\end{bmatrix} + \\begin{bmatrix}\n",
+    "C_{1} \\\\\n",
+    "C_{2}\n",
+    "\\end{bmatrix} \\tilde z_t\n",
+    "$$\n",
+    "\n",
+    "and the solution yields the following equilibrium dynamics:\n",
+    "\n",
+    "$$\n",
+    "\\begin{bmatrix}\n",
+    "\\tilde k_{t+1} \\\\\n",
+    "\\tilde c_{t+1}\n",
+    "\\end{bmatrix} = \\begin{bmatrix}\n",
+    "F_{11} & F_{12} \\\\\n",
+    "F_{21} & F_{22}\n",
+    "\\end{bmatrix} \\begin{bmatrix}\n",
+    "\\tilde k_{t} \\\\\n",
+    "\\tilde c_{t}\n",
+    "\\end{bmatrix} + \\begin{bmatrix}\n",
+    "G_{11} & G_{12} \\\\\n",
+    "G_{21} & G_{22}\n",
+    "\\end{bmatrix} \\begin{bmatrix}\n",
+    "\\tilde z_{t+1} \\\\\n",
+    "\\tilde z_t\n",
+    "\\end{bmatrix}\n",
+    "$$\n",
+    "\n",
+    "in particular, we will find a policy function for the control variable, where the optimal choice for $\\tilde c_t$ depends only on the contemporaneous state variable $\\tilde k_t$ and exogenous shock $\\tilde z_t$. Then the policy expression can be substituted in to the reduced form capital accumulation equation, providing the evolution of the state variable in terms only of itself and the exogenous shock. The evolution of the exogenous shock is an $AR(1)$ as described above.\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\tilde c_t & = \\phi_{ck} \\tilde k_t + \\phi_{cz} \\tilde z_t \\\\\n",
+    "\\tilde k_{t+1} & = \\underbrace{\\left [ F_{11} + F_{12} \\phi_{ck} \\right ]}_{T_{kk}} \\tilde k_t + \\underbrace{\\left [G_{12} + F_{12} \\phi_{cz} \\right ]}_{T_{kz}} \\tilde z_t \\\\\n",
+    "\\tilde z_{t+1} & = \\rho \\tilde z_t + \\varepsilon_t \\\\\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "where $F_{11}, F_{12},$ and $G_{12}$ are defined above (and we have $G_{11} = 0$), and $\\phi_{ck}, \\phi_{cz}$ are generated by the solution method. $F_{21}, F_{22}, G_{21}, G_{22}$ will not be required for estimation, but can be found by forwarding the equation for $c_t$ and plugging in for $k_{t+1}$."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Some solution details\n",
+    "Write the Jordan decomposition of $\\mathbf{B}$ as:\n",
+    "\n",
+    "$$\\mathbf{B} = \\Lambda^{-1} J \\Lambda$$\n",
+    "\n",
+    "where\n",
+    "\n",
+    "$$\n",
+    "\\Lambda = \\begin{bmatrix}\n",
+    "\\Lambda_{11} & \\Lambda_{12} \\\\\n",
+    "\\Lambda_{21} & \\Lambda_{22} \\\\\n",
+    "\\end{bmatrix}\n",
+    "\\qquad \n",
+    "J = \\begin{bmatrix}\n",
+    "J_1 & 0 \\\\\n",
+    "0 & J_2 \\\\\n",
+    "\\end{bmatrix}\n",
+    "$$\n",
+    "\n",
+    "and we assume that the eigenvalues have been re-ordered so that the explosive ones are contained in $J_2$. Note that to solve the system using the Blanchard-Kahn method, we need to separate the variables into predetermined and non-predetermined. For a unique solution to exist, it must be that the number of non-predetermined variables is equal to the number of explosive eigenvalues (so that we have \"saddle-path\" stability).\n",
+    "\n",
+    "Here, $k_{t+1}$ is predetermined, and $c_{t+1}$ is non-predetermined, so we have a unique solution if there is one explosive eigenvalue and one non-explosive eigenvalue.\n",
+    "\n",
+    "Finally we can express the coefficients in the policy function above, as (see for example DeJong and Dave, section 4.3):\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\phi_{ck} & = - \\Lambda_{22}^{-1} \\Lambda_{21}\\\\\n",
+    "\\phi_{cz} & = - \\Lambda_{22}^{-1} J_2^{-1} \\left (I - \\rho J_2^{-1} D_2 \\right )^{-1} \\\\\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "where $D_2$ is the lower component of $D = \\Lambda \\mathbf{C}$. Here, $D_2 = \\Lambda_{21} C_1 + \\Lambda_{22} C_2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def ordered_jordan_decomposition(matrix):\n",
+    "    # Get eigenvalues and left eigenvectors of `matrix`\n",
+    "    # Note that the left eigenvectors of `matrix`\n",
+    "    # are the transpose of the right eigenvectors of the\n",
+    "    # transpose of matrix, and that `matrix` and `matrix'`\n",
+    "    # have the same eigenvalues\n",
+    "    eigenvalues, right_eigenvectors = np.linalg.eig(matrix.transpose())\n",
+    "    left_eigenvectors = right_eigenvectors.transpose()\n",
+    "    \n",
+    "    # Sort in increasing order\n",
+    "    idx = np.argsort(eigenvalues)\n",
+    "    \n",
+    "    # Return eigenvector matrix, diagonal eigenvalue matrix\n",
+    "    # Note that the left eigenvectors are in the rows now,\n",
+    "    # not the columns\n",
+    "    return np.diag(eigenvalues[idx]), left_eigenvectors[idx, :]\n",
+    "\n",
+    "def solve_blanchard_kahn(B, C, rho, k_predetermined):\n",
+    "    # Perform the Jordan decomposition\n",
+    "    # this yields J, Lambda\n",
+    "    eigenvalues, left_eigenvectors = ordered_jordan_decomposition(B)\n",
+    "    left_eigenvectors = left_eigenvectors\n",
+    "\n",
+    "    # Dimensions\n",
+    "    k_variables = len(B)\n",
+    "    k_nonpredetermined = k_variables - k_predetermined\n",
+    "\n",
+    "    k_stable = len(np.where(eigenvalues.diagonal() < 1)[0])\n",
+    "    k_unstable = k_variables - k_stable\n",
+    "\n",
+    "    # Make sure we're saddle-path stable\n",
+    "    if not k_unstable == k_nonpredetermined:\n",
+    "        raise RuntimeError('Blanchard-Kahn condition not met. Unique solution does not exist')\n",
+    "\n",
+    "    # Decouple the system (this is D, above)\n",
+    "    decoupled_C = np.dot(left_eigenvectors, C)\n",
+    "\n",
+    "    # Create partition indices\n",
+    "    p1 = np.s_[:k_predetermined]\n",
+    "    p2 = np.s_[k_predetermined:]\n",
+    "\n",
+    "    p11 = np.s_[:k_predetermined, :k_predetermined]\n",
+    "    p12 = np.s_[:k_predetermined, k_predetermined:]\n",
+    "    p21 = np.s_[k_predetermined:, :k_predetermined]\n",
+    "    p22 = np.s_[k_predetermined:, k_predetermined:]\n",
+    "\n",
+    "    # Solve the explosive component (controls) in terms of the\n",
+    "    # non-explosive component (states) and shocks\n",
+    "    tmp = np.linalg.inv(left_eigenvectors[p22])\n",
+    "    \n",
+    "    # This is \\phi_{ck}, above\n",
+    "    policy_state = - np.dot(tmp, left_eigenvectors[p21])\n",
+    "    # This is \\phi_{cz}, above\n",
+    "    policy_shock = -(\n",
+    "        np.dot(tmp, 1. / eigenvalues[p22]).dot(\n",
+    "            np.linalg.inv(\n",
+    "                np.eye(k_nonpredetermined) -\n",
+    "                rho / eigenvalues[p22]\n",
+    "            )\n",
+    "        ).dot(decoupled_C[p2])\n",
+    "    )\n",
+    "\n",
+    "    # Solve for the non-explosive transition\n",
+    "    # This is T_{kk}, above\n",
+    "    transition_state = B[p11] + np.dot(B[p12], policy_state)\n",
+    "    # This is T_{kz}, above\n",
+    "    transition_shock = np.dot(B[p12], policy_shock) + C[p1]\n",
+    "    \n",
+    "    return policy_state, policy_shock, transition_state, transition_shock\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class ReducedRBC2(ReducedRBC1):\n",
+    "    def solve(self, params=None):\n",
+    "        # Update the model parameters, if given\n",
+    "        if params is not None:\n",
+    "            self.update(params)\n",
+    "        \n",
+    "        # Solve the model\n",
+    "        phi_ck, phi_cz, T_kk, T_kz = solve_blanchard_kahn(\n",
+    "            self.B(), self.C(),\n",
+    "            self.technology_shock_persistence, 1\n",
+    "        )\n",
+    "        \n",
+    "        # Create the design matrix\n",
+    "        inv_capital_share = 1. / self.capital_share\n",
+    "        tmp1 = (1 - self.capital_share) * inv_capital_share\n",
+    "        phi_yk = 1 - tmp1 * phi_ck\n",
+    "        phi_yz = inv_capital_share - tmp1 * phi_cz\n",
+    "        phi_nk = 1 - inv_capital_share * phi_ck\n",
+    "        phi_nz = inv_capital_share * (1 - phi_cz)\n",
+    "        design = np.r_[\n",
+    "            phi_yk, phi_yz, phi_nk, phi_nz, phi_ck, phi_cz\n",
+    "        ].reshape((3,2))\n",
+    "        \n",
+    "        # Create the transition matrix\n",
+    "        transition = np.r_[\n",
+    "            T_kk[0,0], T_kz[0,0], 0, self.technology_shock_persistence\n",
+    "        ].reshape((2,2))\n",
+    "        \n",
+    "        return design, transition"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Modulus of eigenvalues of B: [0.884 1.191]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
+       "columns": [
+        {
+         "name": "index",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "$\\phi_{ck}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$\\phi_{cz}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$T_{kk}$",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "$T_{kz}$",
+         "rawType": "float64",
+         "type": "float"
+        }
+       ],
+       "ref": "dc8b32d9-0924-4497-a2bb-cf22a6931b59",
+       "rows": [
+        [
+         "solution",
+         "0.5340626699931011",
+         "0.48719795250598996",
+         "0.8840864440078589",
+         "0.31935304012749066"
+        ]
+       ],
+       "shape": {
+        "columns": 4,
+        "rows": 1
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$\\phi_{ck}$</th>\n",
+       "      <th>$\\phi_{cz}$</th>\n",
+       "      <th>$T_{kk}$</th>\n",
+       "      <th>$T_{kz}$</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>solution</th>\n",
+       "      <td>0.534</td>\n",
+       "      <td>0.487</td>\n",
+       "      <td>0.884</td>\n",
+       "      <td>0.319</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          $\\phi_{ck}$  $\\phi_{cz}$  $T_{kk}$  $T_{kz}$\n",
+       "solution        0.534        0.487     0.884     0.319"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "reduced_mod2 = ReducedRBC2(parameters['value'])\n",
+    "\n",
+    "# Check the Blanchard-Kahn conditions\n",
+    "eigenvalues, left_eigenvectors = ordered_jordan_decomposition(reduced_mod2.B())\n",
+    "print('Modulus of eigenvalues of B:', np.abs(eigenvalues.diagonal()))\n",
+    "\n",
+    "# Test the eigenvalues and eigenvectors\n",
+    "# (results from \"Emsm\", downloaded from\n",
+    "# https://sites.google.com/site/frugemurcia/home/replication-files\n",
+    "# on 06/19/2015)\n",
+    "assert_allclose(eigenvalues.diagonal(), [0.88408644, 1.1906433])\n",
+    "assert_allclose(left_eigenvectors[0,:], [0, 1])\n",
+    "# Note the second eigenvector returned by numpy\n",
+    "# is scaled differently than the one returned\n",
+    "# by Gauss, so we need to rescale it to compare.\n",
+    "assert_allclose(\n",
+    "    left_eigenvectors[1,:] / left_eigenvectors[1,1],\n",
+    "    [-0.53406267, 1]\n",
+    ")\n",
+    "\n",
+    "# Solve the model\n",
+    "design, transition = reduced_mod2.solve()\n",
+    "\n",
+    "# Test the solved model coefficients for accuracy\n",
+    "assert_allclose(design[2,:], [0.53406267, 0.48719795])\n",
+    "\n",
+    "# Display the results\n",
+    "display(pd.DataFrame(\n",
+    "    np.r_[design[2,:], transition[0,:]],\n",
+    "    columns=['solution'],\n",
+    "    index=[r'$\\phi_{ck}$', r'$\\phi_{cz}$', r'$T_{kk}$', r'$T_{kz}$']\n",
+    ").T)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## State-space form\n",
+    "\n",
+    "Assuming that $\\xi_t = (\\tilde k_t, \\tilde z_t)'$ is unobservable and $s_t = (\\tilde y_t, \\tilde n_t, \\tilde c_t)'$ is observable, the above equations give use the following relationship:\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\begin{bmatrix}\n",
+    "\\tilde y_t \\\\\n",
+    "\\tilde n_t \\\\\n",
+    "\\tilde c_t \\\\\n",
+    "\\end{bmatrix} & = \\begin{bmatrix}\n",
+    "\\phi_{yk} & \\phi_{yz} \\\\\n",
+    "\\phi_{nk} & \\phi_{nz} \\\\\n",
+    "\\phi_{ck} & \\phi_{cz} \\\\\n",
+    "\\end{bmatrix}\n",
+    "\\begin{bmatrix}\n",
+    "\\tilde k_{t} \\\\\n",
+    "\\tilde z_{t}\n",
+    "\\end{bmatrix} \\\\\n",
+    "& = \\begin{bmatrix}\n",
+    "1 - \\frac{1-\\alpha}{\\alpha} \\phi_{ck} & \\frac{1}{\\alpha} - \\frac{1-\\alpha}{\\alpha} \\phi_{cz} \\\\\n",
+    "1 - \\frac{1}{\\alpha} \\phi_{ck} & \\frac{1}{\\alpha} \\left [ 1 - \\phi_{cz} \\right ] \\\\\n",
+    "\\phi_{ck} & \\phi_{cz} \\\\\n",
+    "\\end{bmatrix}\n",
+    "\\begin{bmatrix}\n",
+    "\\tilde k_{t} \\\\\n",
+    "\\tilde z_{t}\n",
+    "\\end{bmatrix}\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "The above is the observation equation. In order to overcome the stochastic singularity problem, we augment with measurement errors $u_t = (u_{yt}, u_{nt}, u_{ct})'$:\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "s_t & = \\mathbf{\\Phi} \\xi_t + u_t\n",
+    "\\end{align}\n",
+    "$$\n",
+    "\n",
+    "And the transition equation is:\n",
+    "\n",
+    "$$\n",
+    "\\begin{align}\n",
+    "\\begin{bmatrix}\n",
+    "\\tilde k_{t+1} \\\\\n",
+    "\\tilde z_{t+1} \\\\\n",
+    "\\end{bmatrix} & = \\begin{bmatrix}\n",
+    "T_{kk} & T_{kz}\\\\\n",
+    "0 & \\rho \\\\\n",
+    "\\end{bmatrix}\n",
+    "\\begin{bmatrix}\n",
+    "\\tilde k_{t} \\\\\n",
+    "\\tilde z_{t}\n",
+    "\\end{bmatrix} + \\begin{bmatrix}\n",
+    "0 \\\\\n",
+    "1\n",
+    "\\end{bmatrix}\n",
+    "\\varepsilon_t\n",
+    "\\end{align}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The Python package `statsmodels` has support for maximum likelihood analysis of state space models."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calibration (Prescott 1986)\n",
+    "\n",
+    "This problem is not solvable by hand in general. The basic idea, proposed by Kydland and Prescott (1982) is the following:\n",
+    "Pick parameters of the model to match some key long-run macro facts or microeconomic evidence. Simulate the model and generate artificial data. Finally, compare the moments of the artificial daata with the real data (not the\n",
+    "same moments you used to calibrate).\n",
+    "\n",
+    "\n",
+    "There are six parameters\n",
+    "\n",
+    "$$\\{ \\beta, \\psi, \\delta, \\alpha, \\rho, \\sigma^2 \\}$$\n",
+    "\n",
+    "and of those three will be calibrated: $\\{ \\psi = 3, \\delta = 0.10, \\alpha = 0.36 \\}$ (note that $\\psi$ only influences the steady-state labor supply and so does not enter into the state-space form parameters). \n",
+    "The remaining three parameters, $\\{ \\beta, \\rho, \\sigma^2 \\}$, will be estimated by maximum likelhood.\n",
+    "\n",
+    "As outlined in the notes, the standard deviation of labor input generated is much less than the standard deviation from the US data.\n",
+    "\n",
+    "| |$\\sigma_a$|$\\sigma_y$|$\\sigma_l$  \t\n",
+    "|---\t|---\t|---\t\n",
+    "| U.S   |   0.76\t|1.76 |1.67  \t\n",
+    "| Model |   0.76    |1.48 |0.76  \t \t\n",
+    "\n",
+    "\n",
+    "Since the first column is calibrated, it isn’t a test of the model. The second column\n",
+    "comes out of the model, and isn’t too bad a fit. However, the third column is a\n",
+    "terrible fit. What it says is that labor input is much more variable over the course of\n",
+    "the business cycle than this model would suggest.\n",
+    "What’s going on? To understand the answer, we need to understand why hours\n",
+    "fluctuate in this model at all. Recall that we deliberately constructed the model (by\n",
+    "choosing a utility function that was Cobb-Douglas in consumption and leisure) in a\n",
+    "way designed to prohibit any long-run response of hours worked to wages. Since hours\n",
+    "worked are being chosen freely on a day-by-day basis by workers in this model, there\n",
+    "must be some incentive that causes them to be willing to put up with short-term\n",
+    "variation in hours (over the business cycle).\n",
+    "The answer is that transitory productivity shocks provide an incentive to work\n",
+    "harder some times than others. In particular, if there is a temporary positive productivity\n",
+    "shock you will be willing to work longer hours than usual, while if there is\n",
+    "a negative productivity shock everybody wants to take a vacation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Data\n",
+    "\n",
+    "We will evaluate the model using two datasets. The first will be simulated, allowing us to explore the capacity of the model to recover the true parameters. The second will estimate the model on observed economic data. Then, as Prescott undelines, we ll compare the standard deviation of output, labor and productivity"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Simulated dataset\n",
+    "\n",
+    "Reference: Ruge-Murcia, Francisco J. 2007.\n",
+    "    \"Methods to Estimate Dynamic Stochastic General Equilibrium Models.\"\n",
+    "    Journal of Economic Dynamics and Control 31 (8): 2599–2636."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.random.seed(12345)\n",
+    "\n",
+    "# Parameters\n",
+    "T = 200   # number of periods to simulate\n",
+    "T0 = 100  # number of initial periods to \"burn\"\n",
+    "\n",
+    "# We can use the exact random draws from \"Emsm\", downloaded from\n",
+    "# https://sites.google.com/site/frugemurcia/home/replication-files\n",
+    "# on 06/19/2015)\n",
+    "rm2007_eps = [0.0089954547, 0.069601997, -0.0081704445, -0.036704078, -0.026966673, -0.013741121, 0.0089339760, -0.0056557030, -0.0073353523, 0.027214134, 0.0036223219, -0.033331014, 0.032539993, 0.044695276, 0.012599442, -0.020012497, -0.065070833, 0.024777248, -0.058297234, -0.072139533, 0.080062379, 0.023164655, -0.028318809, 0.023734384, -0.023575740, 0.058697373, -0.00080918191, 0.029482310, 0.059178715, -0.010752551, 0.049127695, 0.063137227, -0.015733529, 0.018006224, 0.051256459, -0.014467873, 0.042611930, -0.078176552, -0.0040812905, -0.0086694118, 0.016261678, 0.0055330257, 0.026286130, -0.0066732973, 0.019133914, 0.018442169, 0.0046151171, 0.0015229921, 0.047776839, -0.058401266, 0.014895019, -0.0070732464, -0.036637349, 0.018778403, 0.0030934044, -0.033385312, -0.0044036385, -0.0029289904, -0.029415234, -0.010308393, -0.023496361, -0.023784028, 0.045396730, -0.021532569, -0.086991302, 0.046579589, 0.015086674, 0.0054060766, 0.0094114004, 0.014372645, -0.060998265, -0.0047493261, -0.030991307, -0.022061370, -0.020225482, -0.013470628, -0.013967446, -0.021552474, -0.054801903, -0.0052111107, 0.0080784668, 0.042868645, -0.0015220824, -0.061354829, 0.053529145, -0.020002403, -0.00053686088, 0.085988265, 0.037919020, 0.023531373, 0.0046336046, 0.012880821, 0.0037651140, -0.059647623, -0.027420909, -0.063257854, -0.010324261, -0.025627797, -0.017646345, -0.00091871809, 0.0066086013, 0.0018793222, 0.019543168, -0.031823750, -0.0092249652, 0.013246704, 0.014181125, 0.047271352, 0.047259268, 0.010107337, -0.083925083, -0.036031657, -0.0022387325, -0.035090684, -0.022218572, -0.017554625, 0.033953597, 0.010744674, -0.010891498, -0.0035293110, -0.033522281, -0.072168448, -0.0042416089, -0.025190520, 0.11066349, 0.029308577, -0.018047271, 0.055748729, -0.0016904632, -0.035578602, -0.10830804, -0.013671301, -0.010389470, -0.012295055, 0.055696357, 0.020597878, 0.026447061, -0.054887926, -0.045563156, 0.060229793, 0.028380999, -0.0034341303, 0.038103203, 0.012224323, 0.016752740, -0.0065436404, -0.0010711498, -0.025486203, -0.055621838, 0.0096008728, -0.088779172, 0.092452909, 0.057714587, -0.0057425132, 0.023627700, -0.029821882, -0.012037717, -0.074682148, -0.062682990, -0.038800349, -0.094946077, 0.074545642, -0.00050272713, -0.0075839744, -0.037362343, 0.012332294, 0.10490393, 0.049997520, 0.033916235, -0.061734224, -0.015363425, 0.057711167, -0.051687840, 0.031219589, 0.041031894, 0.0051038726, -0.013144180, 0.054156433, -0.0090438895, 0.023331707, -0.0079434321, -0.0029084658, -0.0064262300, 0.044577448, 0.014816901, 0.043276307, -0.011412684, -0.0026201902, -0.021138420, -0.0020795206, -0.042017897, -0.028148295, 0.063945871, -0.049724502, -0.048571001, -0.061207381, 0.050007129, 0.0062884061, 0.057948665, -0.012780170, -0.020464058, 0.023577863, 0.030007840, -0.013682281, 0.044281158, 0.033864209, -0.016235593, 0.0052712906, 0.035426922, -0.084935662, -0.061241657, 0.038759520, 0.019838792, -0.038971482, -0.043112193, -0.10098203, 0.011744644, 0.014708720, 0.035224935, 0.0098378679, 0.031205446, 0.026015597, -0.048897576, -0.042539822, -0.036330332, -0.033689415, 0.029665808, 0.0086127051, 0.038663112, -0.064534479, -0.036174560, -0.034225451, -0.0084848888, -0.011724560, -0.037544322, -0.013054490, -0.062983798, 0.011448707, 0.0022791918, -0.054508196, 0.046134801, -0.063884585, 0.048918326, 0.018358644, -0.011278321, 0.021175611, -0.0069196463, -0.084987826, 0.016286265, -0.031783692, -0.041129528, -0.11686860, 0.0040626993, 0.057649830, 0.019174675, -0.010319778, 0.080549326, -0.058124228, -0.027757539, -0.0028474062, 0.012399938, -0.088780901, 0.077048657, 0.070548177, -0.023784957, 0.035935388, 0.064960358, 0.019987594, 0.062245578, 0.0014217956, 0.057173164, 0.043800495, -0.023484057, 0.021398628, -0.012723988, 0.012587101, -0.049855702, 0.070557277, -0.017640273, -0.031555592, -0.030900124, -0.028508626, -0.029129143, 0.0024196883, -0.026937200, -0.011642554, -0.045071194, -0.013049519, -0.021908382, 0.017900266, -0.019798107, -0.040774046, -0.027013698, 0.065691125, 0.0081570086, -0.012601818, 0.017918061, 0.017225503, 0.0021227212, 0.032141622, 0]\n",
+    "# Or we can draw our own\n",
+    "gen_eps = np.random.normal(0, reduced_mod1.technology_shock_std, size=(T+T0+1))\n",
+    "\n",
+    "eps = rm2007_eps\n",
+    "\n",
+    "# Create and solve the model\n",
+    "reduced_mod2 = ReducedRBC2(parameters['value'])\n",
+    "design, transition = reduced_mod2.solve()\n",
+    "selection = np.array([0, 1])\n",
+    "\n",
+    "# Generate variables\n",
+    "raw_observed = np.zeros((T+T0+1,3))\n",
+    "raw_state = np.zeros((T+T0+2,2))\n",
+    "\n",
+    "for t in range(T+T0+1):\n",
+    "    raw_observed[t] = np.dot(design, raw_state[t])\n",
+    "    raw_state[t+1] = np.dot(transition, raw_state[t]) + selection * eps[t]\n",
+    "\n",
+    "# Test that our simulated series are the same as in \"Emsm\"\n",
+    "# Note: Gauss uses ddof=1 for std dev calculation\n",
+    "assert_allclose(np.mean(raw_state[1:-1,:], axis=0), [-0.0348286036, -0.0133121934])\n",
+    "assert_allclose(np.std(raw_state[1:-1,:], axis=0, ddof=1), [0.122766006, 0.0742206044])\n",
+    "assert_allclose(np.mean(raw_observed[1:,:], axis=0), [-0.027208998, -0.0021226675, -0.025086330])\n",
+    "assert_allclose(np.std(raw_observed[1:,:], axis=0, ddof=1), [0.14527028, 0.089694148, 0.090115364])\n",
+    "\n",
+    "# Drop the first 100 observations\n",
+    "sim_observed = raw_observed[T0+1:,:]\n",
+    "sim_state = raw_state[T0+1:-1,:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure observedSim in Figures/The-Prescott-Real-Business-Cycle-RBC\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1300x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(13,4))\n",
+    "\n",
+    "ax.plot(sim_observed[:,0], label='Output')\n",
+    "ax.plot(sim_observed[:,1], label='Labor')\n",
+    "ax.plot(sim_observed[:,2], label='Consumption')\n",
+    "\n",
+    "ax.set_title('Simulated observed series')\n",
+    "ax.xaxis.grid()\n",
+    "ax.legend(loc='lower left')\n",
+    "\n",
+    "fig.tight_layout();\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"observedSim\",saveFigs=True,drawFigs=False,target_dir=\"Figures/The-Prescott-Real-Business-Cycle-RBC\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure unobservedSim in Figures/The-Prescott-Real-Business-Cycle-RBC\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1300x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(13,4))\n",
+    "\n",
+    "ax.plot(sim_state[:,0], label='Capital')\n",
+    "ax.plot(sim_state[:,1], label='Technology shock')\n",
+    "\n",
+    "ax.set_title('Simulated unobserved states')\n",
+    "ax.xaxis.grid()\n",
+    "ax.legend(loc='lower left')\n",
+    "\n",
+    "fig.tight_layout();\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"unobservedSim\",saveFigs=True,drawFigs=False,target_dir=\"Figures/The-Prescott-Real-Business-Cycle-RBC\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Observed economic data\n",
+    "\n",
+    "We use data on hours worked, consumption, and investment. This is the most useful bit for interpretation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Get some FRED data\n",
+    "start='1984-01'\n",
+    "end = '2015-01'\n",
+    "labor = DataReader('HOANBS', 'fred', start=start, end=end)        # hours\n",
+    "consumption = DataReader('PCECC96', 'fred', start=start, end=end) # billions of dollars\n",
+    "investment = DataReader('GPDI', 'fred', start=start, end=end)     # billions of dollars\n",
+    "population = DataReader('CNP16OV', 'fred', start=start, end=end)  # thousands of persons\n",
+    "recessions = DataReader('USRECQ', 'fred', start=start, end=end)\n",
+    "\n",
+    "# Collect the raw values\n",
+    "raw = pd.concat((labor, consumption, investment, population.resample('QS').mean()), axis=1)\n",
+    "raw.columns = ['labor', 'consumption', 'investment', 'population']\n",
+    "raw['output'] = raw['consumption'] + raw['investment']\n",
+    "\n",
+    "# Make the data consistent with the model\n",
+    "y = np.log(raw.output * 10**(9-3) / raw.population)\n",
+    "n = np.log(raw.labor * (1e3 * 40) / raw.population)\n",
+    "c = np.log(raw.consumption * 10**(9-3) / raw.population)\n",
+    "\n",
+    "# Make the data stationary\n",
+    "y = y.diff()[1:]\n",
+    "n = n.diff()[1:]\n",
+    "c = c.diff()[1:]\n",
+    "\n",
+    "# Construct the final dataset\n",
+    "econ_observed = pd.concat((y, n, c), axis=1)\n",
+    "econ_observed.columns = ['output','labor','consumption']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure observedData in Figures/The-Prescott-Real-Business-Cycle-RBC\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1300x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(13,4))\n",
+    "\n",
+    "dates = econ_observed.index._mpl_repr()\n",
+    "\n",
+    "ax.plot(dates, econ_observed.output, label='Output')\n",
+    "ax.plot(dates, econ_observed.labor, label='Labor')\n",
+    "ax.plot(dates, econ_observed.consumption, label='Consumption')\n",
+    "\n",
+    "rec = recessions.resample('QS').last().loc[econ_observed.index[0]:].iloc[:, 0].values\n",
+    "ylim = ax.get_ylim()\n",
+    "ax.fill_between(dates, ylim[0]+1e-5, ylim[1]-1e-5, rec, facecolor='k', alpha=0.1)\n",
+    "\n",
+    "ax.xaxis.grid()\n",
+    "ax.legend(loc='lower left');\n",
+    "\n",
+    "# Save the figure\n",
+    "make_figs(\"observedData\",saveFigs=True,drawFigs=False,target_dir=\"Figures/The-Prescott-Real-Business-Cycle-RBC\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Estimation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class EstimateRBC1(sm.tsa.statespace.MLEModel):\n",
+    "    def __init__(self, output=None, labor=None, consumption=None,\n",
+    "                 measurement_errors=True,\n",
+    "                 disutility_labor=3, depreciation_rate=0.025,\n",
+    "                 capital_share=0.36, **kwargs):\n",
+    "\n",
+    "        # Determine provided observed variables\n",
+    "        self.output = output is not None\n",
+    "        self.labor = labor is not None\n",
+    "        self.consumption = consumption is not None\n",
+    "        self.observed_mask = (\n",
+    "            np.array([self.output, self.labor, self.consumption], dtype=bool)\n",
+    "        )\n",
+    "        \n",
+    "        observed_variables = np.r_[['output', 'labor', 'consumption']]\n",
+    "        self.observed_variables = observed_variables[self.observed_mask]\n",
+    "        \n",
+    "        self.measurement_errors = measurement_errors\n",
+    "        \n",
+    "        # Construct the full endogenous array\n",
+    "        endog = []\n",
+    "        if self.output:\n",
+    "            endog.append(np.array(output))\n",
+    "        if self.labor:\n",
+    "            endog.append(np.array(labor))\n",
+    "        if self.consumption:\n",
+    "            endog.append(np.array(consumption))\n",
+    "        endog = np.c_[endog].transpose()\n",
+    "        \n",
+    "        # Initialize the statespace model\n",
+    "        super(EstimateRBC1, self).__init__(endog, k_states=2, k_posdef=1, **kwargs)\n",
+    "        self.initialize_stationary()\n",
+    "        self.data.ynames = self.observed_variables\n",
+    "        \n",
+    "        # Check for stochastic singularity\n",
+    "        if self.k_endog > 1 and not measurement_errors:\n",
+    "            raise ValueError('Stochastic singularity encountered')\n",
+    "        \n",
+    "        # Save the calibrated parameters\n",
+    "        self.disutility_labor = disutility_labor\n",
+    "        self.depreciation_rate = depreciation_rate\n",
+    "        self.capital_share = capital_share\n",
+    "        \n",
+    "        # Create the structural model\n",
+    "        self.structural = ReducedRBC2()\n",
+    "        \n",
+    "        # Setup fixed elements of the statespace matrices\n",
+    "        self['selection', 1, 0] = 1\n",
+    "        \n",
+    "        idx = np.diag_indices(self.k_endog)\n",
+    "        self._idx_obs_cov = ('obs_cov', idx[0], idx[1])\n",
+    "        \n",
+    "    @property\n",
+    "    def start_params(self):\n",
+    "        start_params = [0.99, 0.5, 0.01]\n",
+    "        if self.measurement_errors:\n",
+    "            start_meas_error = np.r_[[0.1]*3]\n",
+    "            start_params += start_meas_error[self.observed_mask].tolist()\n",
+    "        \n",
+    "        return start_params\n",
+    "\n",
+    "    @property\n",
+    "    def param_names(self):\n",
+    "        param_names = ['beta', 'rho', 'sigma.vareps']\n",
+    "        if self.measurement_errors:\n",
+    "            meas_error_names = np.r_[['sigma2.y', 'sigma2.n', 'sigma2.c']]\n",
+    "            param_names += meas_error_names[self.observed_mask].tolist()\n",
+    "        \n",
+    "        return param_names\n",
+    "    \n",
+    "    def transform_params(self, unconstrained):\n",
+    "        constrained = np.zeros(unconstrained.shape, unconstrained.dtype)\n",
+    "        \n",
+    "        # Discount rate is between 0 and 1\n",
+    "        constrained[0] = max(1 / (1 + np.exp(unconstrained[0])) - 1e-4, 1e-4)\n",
+    "        # Technology shock persistence is between -1 and 1\n",
+    "        constrained[1] = unconstrained[1] / (1 + np.abs(unconstrained[1]))\n",
+    "        # Technology shock std. dev. is positive\n",
+    "        constrained[2] = np.abs(unconstrained[2])\n",
+    "        # Measurement error variances must be positive\n",
+    "        if self.measurement_errors:\n",
+    "            constrained[3:3+self.k_endog] = unconstrained[3:3+self.k_endog]**2\n",
+    "        \n",
+    "        return constrained\n",
+    "    \n",
+    "    def untransform_params(self, constrained):\n",
+    "        unconstrained = np.zeros(constrained.shape, constrained.dtype)\n",
+    "        \n",
+    "        # Discount rate is between 0 and 1\n",
+    "        unconstrained[0] = np.log((1 - constrained[0] + 1e-4) / (constrained[0] + 1e-4))\n",
+    "        # Technology shock persistence is between -1 and 1\n",
+    "        unconstrained[1] = constrained[1] / (1 + constrained[1])\n",
+    "        # Technology shock std. dev. is positive\n",
+    "        unconstrained[2] = constrained[2]\n",
+    "        # Measurement error variances must be positive\n",
+    "        if self.measurement_errors:\n",
+    "            unconstrained[3:3+self.k_endog] = constrained[3:3+self.k_endog]**0.5\n",
+    "        \n",
+    "        return unconstrained\n",
+    "    \n",
+    "    def update(self, params, **kwargs):\n",
+    "        params = super(EstimateRBC1, self).update(params, **kwargs)\n",
+    "        \n",
+    "        # Get the parameters of the structural model\n",
+    "        # Note: we are calibrating three parameters\n",
+    "        structural_params = np.r_[\n",
+    "            params[0],\n",
+    "            self.disutility_labor,\n",
+    "            self.depreciation_rate,\n",
+    "            self.capital_share,\n",
+    "            params[1:3]\n",
+    "        ]\n",
+    "        \n",
+    "        # Solve the model\n",
+    "        design, transition = self.structural.solve(structural_params)\n",
+    "        \n",
+    "        # Update the statespace representation\n",
+    "        self['design'] = design[self.observed_mask, :]\n",
+    "        if self.measurement_errors:\n",
+    "            self[self._idx_obs_cov] = params[3:3+self.k_endog]\n",
+    "        self['transition'] = transition\n",
+    "        self['state_cov', 0, 0] = self.structural.technology_shock_std**2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Estimation on simulated data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                  Statespace Model Results                                  \n",
+      "============================================================================================\n",
+      "Dep. Variable:     ['output' 'labor' 'consumption']   No. Observations:                  200\n",
+      "Model:                                 EstimateRBC1   Log Likelihood                3296.852\n",
+      "Date:                              Mon, 26 Jan 2026   AIC                          -6581.703\n",
+      "Time:                                      12:02:51   BIC                          -6561.913\n",
+      "Sample:                                           0   HQIC                         -6573.695\n",
+      "                                              - 200                                         \n",
+      "Covariance Type:                                opg                                         \n",
+      "================================================================================\n",
+      "                   coef    std err          z      P>|z|      [0.025      0.975]\n",
+      "--------------------------------------------------------------------------------\n",
+      "beta             0.9500   1.29e-05   7.36e+04      0.000       0.950       0.950\n",
+      "rho              0.8499   4.18e-05   2.03e+04      0.000       0.850       0.850\n",
+      "sigma.vareps     0.0405      0.002     21.035      0.000       0.037       0.044\n",
+      "sigma2.y      1.443e-10   1.78e-08      0.008      0.994   -3.48e-08    3.51e-08\n",
+      "sigma2.n       2.75e-05   5.39e-05      0.510      0.610   -7.82e-05       0.000\n",
+      "sigma2.c      1.683e-13   1.67e-08   1.01e-05      1.000   -3.28e-08    3.28e-08\n",
+      "======================================================================================\n",
+      "Ljung-Box (L1) (Q):     0.77, 0.00, 168.06   Jarque-Bera (JB):   0.10, 320868.57, 1.26\n",
+      "Prob(Q):                  0.38, 0.99, 0.00   Prob(JB):                0.95, 0.00, 0.53\n",
+      "Heteroskedasticity (H):   0.86, 0.00, 1.83   Skew:                 -0.05, 13.99, -0.08\n",
+      "Prob(H) (two-sided):      0.54, 0.00, 0.01   Kurtosis:              2.95, 197.22, 2.65\n",
+      "======================================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\natha\\anaconda3\\envs\\DemARK\\lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
+      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Setup the statespace model\n",
+    "sim_mod = EstimateRBC1(\n",
+    "    output=sim_observed[:,0],\n",
+    "    labor=sim_observed[:,1],\n",
+    "    consumption=sim_observed[:,2],\n",
+    "    measurement_errors=True\n",
+    ")\n",
+    "\n",
+    "# sim_res = sim_mod.fit(maxiter=1000, information_matrix_type='oim')\n",
+    "sim_res = sim_mod.fit(maxiter=1000)\n",
+    "\n",
+    "print(sim_res.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Estimation on observed data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                  Statespace Model Results                                  \n",
+      "============================================================================================\n",
+      "Dep. Variable:     ['output' 'labor' 'consumption']   No. Observations:                  124\n",
+      "Model:                                 EstimateRBC1   Log Likelihood                1445.651\n",
+      "Date:                              Mon, 26 Jan 2026   AIC                          -2879.302\n",
+      "Time:                                      12:02:51   BIC                          -2862.381\n",
+      "Sample:                                  04-01-1984   HQIC                         -2872.429\n",
+      "                                       - 01-01-2015                                         \n",
+      "Covariance Type:                                oim                                         \n",
+      "================================================================================\n",
+      "                   coef    std err          z      P>|z|      [0.025      0.975]\n",
+      "--------------------------------------------------------------------------------\n",
+      "beta             0.9847      0.009    109.632      0.000       0.967       1.002\n",
+      "rho              0.9562      0.023     42.382      0.000       0.912       1.000\n",
+      "sigma.vareps     0.0022      0.000      9.043      0.000       0.002       0.003\n",
+      "sigma2.y      8.595e-06   2.26e-06      3.800      0.000    4.16e-06     1.3e-05\n",
+      "sigma2.n      2.522e-05   3.53e-06      7.147      0.000    1.83e-05    3.21e-05\n",
+      "sigma2.c      1.594e-05   2.09e-06      7.613      0.000    1.18e-05       2e-05\n",
+      "===================================================================================\n",
+      "Ljung-Box (L1) (Q):      0.12, 23.01, 0.93   Jarque-Bera (JB):    16.87, 1.29, 3.16\n",
+      "Prob(Q):                  0.73, 0.00, 0.33   Prob(JB):             0.00, 0.53, 0.21\n",
+      "Heteroskedasticity (H):   1.68, 0.99, 0.51   Skew:                0.37, -0.23, 0.28\n",
+      "Prob(H) (two-sided):      0.10, 0.98, 0.03   Kurtosis:             4.64, 3.20, 3.55\n",
+      "===================================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Covariance matrix calculated using the observed information matrix (complex-step) described in Harvey (1989).\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Setup the statespace model\n",
+    "econ_mod = EstimateRBC1(\n",
+    "    output=econ_observed['output'],\n",
+    "    labor=econ_observed['labor'],\n",
+    "    consumption=econ_observed['consumption'],\n",
+    "    measurement_errors=True,\n",
+    "    dates=econ_observed.index,\n",
+    "    freq = 'QS'\n",
+    ")\n",
+    "\n",
+    "econ_res = econ_mod.fit(maxiter=1000, cov_type='oim')\n",
+    "\n",
+    "print(econ_res.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Observed data throws up variation in labor of nearly 5 units (Z), whereas simulated data throws up with calibrated parameters a \n",
+    "value of 0.002, in support of the observations we made earlier above."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## References\n",
+    "\n",
+    "    [1] Chris Caroll's Lecture Notes\n",
+    "    [2] DeJong, David N., and Chetan Dave. 2011.\n",
+    "        Structural Macroeconometrics. Second edition.\n",
+    "        Princeton: Princeton University Press.\n",
+    "    [3] Ruge-Murcia, Francisco J. 2007.\n",
+    "        \"Methods to Estimate Dynamic Stochastic General Equilibrium Models.\"\n",
+    "        Journal of Economic Dynamics and Control 31 (8): 2599–2636.\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "DemARK",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/notebooks/TractableBufferStock-Interactive.ipynb b/notebooks/TractableBufferStock-Interactive.ipynb
index 18b311e9..4ffd61c1 100644
--- a/notebooks/TractableBufferStock-Interactive.ipynb
+++ b/notebooks/TractableBufferStock-Interactive.ipynb
@@ -28,6 +28,7 @@
     "# This cell has a bit of (uninteresting) initial setup.\n",
     "# Import the model from the toolkit\n",
     "from HARK.ConsumptionSaving.TractableBufferStockModel import TractableConsumerType\n",
+    "from HARK.utilities import make_figs\n",
     "import ipywidgets as widgets\n",
     "from ipywidgets import interact, fixed\n",
     "import matplotlib.pyplot as plt\n",
@@ -115,22 +116,7 @@
    "execution_count": 3,
    "id": "9cb33696",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "16df5d4048e44289ad28fb59f500053b",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(FloatSlider(value=0.975, continuous_update=False, description='$\\\\beta$', max=0.99, min=…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Define a function that plots the employed consumption function and sustainable consumption function\n",
     "# for given parameter values\n",
@@ -164,19 +150,21 @@
     "            \"Unable to solve; parameter values may be too close to their limiting values\"\n",
     "        )\n",
     "\n",
-    "    plt.xlabel(\"Market resources ${m}_t$\")\n",
-    "    plt.ylabel(\"Consumption ${c}_t$\")\n",
-    "    plt.ylim([cMin, cMax])\n",
-    "    plt.xlim([mMin, mMax])\n",
+    "    fig = plt.figure(figsize=(8, 8))\n",
+    "    ax  = fig.add_subplot(111)\n",
+    "    ax.set_xlabel(\"Market resources ${m}_t$\")\n",
+    "    ax.set_ylabel(\"Consumption ${c}_t$\")\n",
+    "    ax.set_ylim([cMin, cMax])\n",
+    "    ax.set_xlim([mMin, mMax])\n",
     "\n",
     "    m = np.linspace(mMin, mMax, num=100, endpoint=True)\n",
     "    if plot_emp:\n",
     "        c = MyTBStype.solution[0].cFunc(m)\n",
     "        c[m == 0.0] = 0.0\n",
-    "        plt.plot(m, c, \"-b\")\n",
+    "        ax.plot(m, c, \"-b\")\n",
     "\n",
     "    if plot_mSS:\n",
-    "        plt.plot(\n",
+    "        ax.plot(\n",
     "            [mMin, mMax],\n",
     "            [\n",
     "                (\n",
@@ -193,22 +181,22 @@
     "\n",
     "    if plot_ret:\n",
     "        c = MyTBStype.solution[0].cFunc_U(m)\n",
-    "        plt.plot(m, c, \"-g\")\n",
+    "        ax.plot(m, c, \"-g\")\n",
     "\n",
     "    if show_targ:\n",
     "        mTarg = MyTBStype.mTarg\n",
     "        cTarg = MyTBStype.cTarg\n",
     "        # + mystr(mTarg) + '\\n$\\hat{c}^* = $ ' + mystr(cTarg)\n",
     "        targ_label = r\"$\\left(\\frac{1}{(\\gamma-r)+(1+(\\gamma/\\mho)(1-(\\gamma/\\mho)(\\rho-1)/2))}\\right) $\"\n",
-    "        plt.annotate(\n",
+    "        ax.annotate(\n",
     "            targ_label,\n",
     "            xy=(0.0, 0.0),\n",
     "            xytext=(0.2, 0.1),\n",
     "            textcoords=\"axes fraction\",\n",
     "            fontsize=18,\n",
     "        )\n",
-    "        plt.plot(mTarg, cTarg, \"ro\")\n",
-    "        plt.annotate(\n",
+    "        ax.plot(mTarg, cTarg, \"ro\")\n",
+    "        ax.annotate(\n",
     "            \"↙️ m target\",\n",
     "            (mTarg, cTarg),\n",
     "            xytext=(0.25, 0.2),\n",
@@ -216,10 +204,16 @@
     "            textcoords=\"offset points\",\n",
     "        )\n",
     "\n",
-    "    plt.show()\n",
-    "    return None\n",
-    "\n",
-    "\n",
+    "    return None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "7ecc12e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "# Define widgets to control various aspects of the plot\n",
     "\n",
     "# Define a slider for the discount factor\n",
@@ -316,10 +310,71 @@
     "# Define a check box for whether to show the target annotation\n",
     "show_targ_widget = widgets.Checkbox(\n",
     "    value=True, description=\"Show target $(m,c)$\", disabled=False\n",
-    ")\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "f1e0e1d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving figure phaseDiagram in Figures/TractableBufferStock-Interactive\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1183008a9cd048c8a77b89d8775eed2d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(FloatSlider(value=0.975, continuous_update=False, description='$\\\\beta$', max=0.99, min=…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Make the static figure of the tractable buffer stock solution\n",
+    "makeTBSplot(\n",
+    "    DiscFac=DiscFac_widget.value,\n",
+    "    CRRA=CRRA_widget.value,\n",
+    "    # We can fix a parameter using the fixed() operator\n",
+    "    Rfree=TBS_dictionary[\"Rfree\"],\n",
+    "    #         Rfree = Rfree_widget,   # This is the line which, when uncommented, would make Rfree a slider\n",
+    "    PermGroFac=PermGroFac_widget.value,\n",
+    "    UnempPrb=UnempPrb_widget.value,\n",
+    "    mMin=mMin_widget.value,\n",
+    "    mMax=mMax_widget.value,\n",
+    "    cMin=cMin_widget.value,\n",
+    "    cMax=cMax_widget.value,\n",
+    "    show_targ=True,\n",
+    "    plot_emp=True,\n",
+    "    plot_ret=False,\n",
+    "    plot_mSS=True\n",
+    "    )\n",
+    "make_figs(\"phaseDiagram\",saveFigs=True,drawFigs=False,target_dir=\"Figures/TractableBufferStock-Interactive\")\n",
+    "\n",
     "\n",
-    "# Make an interactive plot of the tractable buffer stock solution\n",
     "\n",
+    "# Make the interactive widget\n",
     "# To make some of the widgets not appear, replace X_widget with fixed(desired_fixed_value) in the arguments below.\n",
     "interact(\n",
     "    makeTBSplot,\n",
@@ -353,7 +408,7 @@
    "name": "python3"
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "DemARK",
    "language": "python",
    "name": "python3"
   },
@@ -367,7 +422,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.18"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
@@ -1744,11 +1799,11 @@
        "disabled": false,
        "layout": "IPY_MODEL_c9e0a88ddf734eca905aba53da126a84",
        "max": 0.0125,
-       "min": 1e-06,
+       "min": 0.000001,
        "orientation": "horizontal",
        "readout": true,
        "readout_format": ".5f",
-       "step": 1e-05,
+       "step": 0.00001,
        "style": "IPY_MODEL_1d608d3940c2463099607af79bb47d49",
        "tabbable": null,
        "tooltip": null,