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thinkall merged 2 commits into from
Mar 2, 2026
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docs(readme): correct competitor feature comparison table #1

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docs(readme): correct competitor feature comparison table
thinkall Mar 2, 2026
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docs(index): align comparison matrix with README
thinkall Mar 2, 2026
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6 changes: 3 additions & 3 deletions README.md
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Expand Up @@ -175,14 +175,14 @@ X_selected = selector.fit_transform(X, y)

| Feature | FeatCopilot | Featuretools | TSFresh | AutoFeat | OpenFE | CAAFE |
|---------|-------------|--------------|---------|----------|--------|-------|
| Tabular Features | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ |
| Time Series | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ |
| Tabular Features | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ |
| Time Series | ✅ | ⚠️ | ✅ | ❌ | ❌ | ❌ |
| Relational | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |
| LLM-Powered | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ |
| Semantic Understanding | ✅ | ❌ | ❌ | ❌ | ❌ | ⚠️ |
| Code Generation | ✅ | ❌ | ❌ | ❌ | ❌ | ⚠️ |
| Sklearn Compatible | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
| Interpretable | ✅ | ⚠️ | ⚠️ | ⚠️ | ❌ | ✅ |
| Interpretable | ✅ | ✅ | ⚠️ | ⚠️ | ❌ | ✅ |

## Documentation

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6 changes: 3 additions & 3 deletions docs/index.md
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Expand Up @@ -119,14 +119,14 @@ FeatCopilot is a Python library for automated feature engineering powered by lar

| Feature | FeatCopilot | Featuretools | TSFresh | AutoFeat | OpenFE | CAAFE |
|---------|-------------|--------------|---------|----------|--------|-------|
| Tabular Features | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ |
| Time Series | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ |
| Tabular Features | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ |
| Time Series | ✅ | ⚠️ | ✅ | ❌ | ❌ | ❌ |
| Relational | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |
| **LLM-Powered** | ✅ | ❌ | ❌ | ❌ | ❌ | ⚠️ |
| **Semantic Understanding** | ✅ | ❌ | ❌ | ❌ | ❌ | ⚠️ |
| **Code Generation** | ✅ | ❌ | ❌ | ❌ | ❌ | ⚠️ |
| Sklearn Compatible | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
| Interpretable | ✅ | ⚠️ | ⚠️ | ⚠️ | ❌ | ✅ |
| Interpretable | ✅ | ✅ | ⚠️ | ⚠️ | ❌ | ✅ |

## Installation

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