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README.md
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---
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title: Data Cleaning OpenEnv
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emoji: 🧹
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colorFrom: blue
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colorTo: green
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sdk: docker
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pinned: false
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license: mit
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tags:
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- openenv
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- data-cleaning
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- reinforcement-learning
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- agent
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- real-world
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# 🧹 Data Cleaning OpenEnv
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An OpenEnv-compliant environment where AI agents learn to clean
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| easy_dedup_rename | Easy | Remove duplicates + rename columns to snake_case | 10 |
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| medium_missing_dtype | Medium | Fill missing values + fix data types | 15 |
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| hard_full_pipeline | Hard | Full pipeline: duplicates + missing + dtypes + outliers + schema | 20 |
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| expert_sales_pipeline | Expert | Full sales pipeline with case standardization + outlier removal | 25 |
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### Easy Task
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Agent receives an employee dataset with duplicate rows and
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| Task | Score |
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| easy_dedup_rename |
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| medium_missing_dtype |
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| hard_full_pipeline |
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| **Average** | **1.0000** |
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# 🧹 Data Cleaning OpenEnv
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An OpenEnv-compliant environment where AI agents learn to clean
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| easy_dedup_rename | Easy | Remove duplicates + rename columns to snake_case | 10 |
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| medium_missing_dtype | Medium | Fill missing values + fix data types | 15 |
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| hard_full_pipeline | Hard | Full pipeline: duplicates + missing + dtypes + outliers + schema | 20 |
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### Easy Task
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Agent receives an employee dataset with duplicate rows and
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| Task | Score |
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|------|-------|
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| easy_dedup_rename | ~0.85 |
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| medium_missing_dtype | ~0.65 |
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| hard_full_pipeline | ~0.45 |
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| **Average** | **~0.65** |
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