API Reference

• Sampling
  • gators.sampling.UnsupervisedSampling
  • gators.sampling.SupervisedSampling
• Data Cleaning
  • Base data_cleaning transformer
  • Off-line data cleaning
  • Realtime data cleaning
• Binning
  • Categorical variable binning
  • Numerical variable binning
• Clipping
  • gators.clipping.Clipping
• Scalers
  • gators.scalers.MinMaxScaler
  • gators.scalers.StandardScaler
  • gators.scalers.YeoJohnson
• Imputers
  • Base Imputer
  • Numerical Imputers
• Encoders
  • BaseEncoder
  • Unsupervised Encoders
  • Supervised Encoders
• Feature Generation
  • Base Feature Generation Transformer
  • Numerical Feature Generation
  • Categorical Feature Generation
  • Feature Generation
• Feature Generation String
  • Base String Feature Generation
• Feature Generation DateTime
  • Base Datetime Feature Generation
  • Ordinal Datetime Features
  • Cyclic Datetime Features
  • Delta Time Features
• Feature Selection
  • Base Feature Selection Transformer
  • Unsupervised Feature Selection
  • Supervised Feature Selection
• Pipeline
  • gators.pipeline.Pipeline
• Model Building
  • gators.model_building.TrainTestSplit
  • gators.model_building.XGBBoosterBuilder
  • gators.model_building.XGBTreeliteDumper
  • gators.model_building.LGBMTreeliteDumper
• Converter
  • gators.converter.ToPandas
  • gators.converter.ToNumpy
• Transformers
  • gators.transformers.Transformer
  • gators.transformers.TransformerXY

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comparison between Pandas, Dask, and Koalas

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Sampling