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Data Janitor Env

OpenEnv
Disconnected
Tasks
Fix the Basics —
Easy  ·  40 rows  ·  max 15 steps
Normalize the Chaos —
Medium  ·  100 rows  ·  max 20 steps
Pipeline Merge —
Hard  ·  80+30 rows  ·  max 30 steps
Current Session
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Quality Score
Steps 0/0 Rows —
Session Scores
fix_basics—
normalize_chaos—
pipeline_merge—
Average—
Baseline Reference
fix_basics100.0%
normalize_chaos100.0%
pipeline_merge100.0%
Average100.0%
About
Structured RL environment for training AI agents to clean messy real-world datasets. 16 transformation commands  ·  3 difficulty tiers  ·  deterministic grading
API Docs ↗
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Select a task to begin
Choose a task from the sidebar, then click Reset to load the dataset and start cleaning.
Action Log
—Welcome to Data Janitor Env. Select a task and click Reset to start.