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  • User Guide
  • Contributing to DataWig
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Welcome to DataWig’s documentation!¶

This is the documentation for DataWig, a framework for learning models to impute missing values in tables.

Table of Contents¶

  • Introduction
  • User Guide
    • Step-by-step Examples
      • Setup
      • Examples
      • Data
      • Overview of DataWig
    • Introduction to SimpleImputer
      • Load Data
      • Default SimpleImputer
      • HPO with SimpleImputer
      • Load Saved Model
    • Introduction to Imputer
      • Load Data
      • Default Imputer
      • Using Different Encoders and Featurizers
      • Prediction with Probabilities
      • Get Predictions and Metrics
    • Parameters for Different Data Types
      • Text Data
      • Numerical Data
    • Advanced Features
      • Label Shift and Empirical Risk Minimization
  • Contributing to DataWig
  • API
    • Simple Imputer
    • Imputer
    • Column Encoders
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