🧹

Data Cleaning OpenEnv ● LIVE

An OpenEnv-compliant environment where AI agents learn to clean messy real-world datasets

4
Tasks Available
6
Cleaning Operations
1.00
Baseline Avg Score
OK
Environment Status
📋 Available Tasks
Deduplicate & Rename
EASY
Remove duplicate rows and rename columns to snake_case in an employee dataset.
1.00
Missing Values & Types
MEDIUM
Fill missing values using correct strategies and fix wrong data types in a customer dataset.
1.00
Full Pipeline
HARD
Complete cleaning pipeline: duplicates + missing + types + outliers + schema validation.
1.00
Sales Pipeline
EXPERT
Expert level: sales data with duplicates + missing + case standardization + outliers + schema.
1.00
🎮 Live Demo — Try It Yourself
Task: easy_dedup_rename
📊 Current Dataset — reset to load
Click Reset Environment to load dirty dataset
⚡ Available Actions
Reset first to enable actions
🏆 Reward Score
—
SCORE
Reset to see breakdown
✅ Episode Complete!
📝 Action Log
Waiting for reset...
🏅 Leaderboard
Loading leaderboard...
🔌 API Endpoints
GET /health Health check Try →
GET /tasks List all tasks Try →
POST /reset/{task_id} Reset environment
POST /step/{task_id} Take action, get reward
GET /state/{task_id} Current state
GET /leaderboard View rankings Try →
GET /validate OpenEnv validation Try →
GET /docs API documentation Try →