DataForge

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Interactive per-column rules · Real-time imputation · Outlier clipping · Type casting · CSV/Excel export

Custom Rule Builder

Configure granular cleaning actions per column

Select Column

Action Category

Imputation Strategy

ydata-profiling · Distribution · Correlation · Alerts

Minimal

Dataforge Business Report

AI-powered · Full dataset insight · Business analyst narrative · Downloadable

FLAML · Auto-detect task · Leaderboard · Model export

Target Column

Task Override

Time Budget (sec)

Test Size (%)

KPIs · Trend Charts · Category Analysis · Distribution

No Dashboard Yet

Click Generate Dashboard to automatically build KPI metrics, trend charts, and distribution analysis from your dataset.

Trends · Anomalies · Correlations · Rankings · Distributions · Contributions

No Insights Yet

Click Run Insights to auto-detect trends, anomalies, top performers, correlations, distributions, and more — each with a dedicated visual.

To support AI Chat, DataForge sends segments of your current dataset profile, columns, and query text to Google's Gemini models.

Only column metadata, statistics, and queries are shared.

Full raw row contents are kept locally in your environment.

Data is processed securely and is not used to train models.

By clicking "Accept and Continue", you consent to sharing this session's metadata with the AI provider.