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- Profile 5 critical functions using cProfile - Implement optimized versions with targeted improvements - Achieve 7.46x average speedup (56% improvement) - Include benchmark comparison and verification results Key improvements: - Emoji removal: 25.60x speedup (96.1%) - Data processor: 7.06x speedup (85.8%) - Regex cleaning: 1.95x speedup (48.6%) - Batch collation: 1.45x speedup (31.1%) - DataFrame ops: 1.23x speedup (18.5%)
richardwang1236
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Key improvements: