toad package

Submodules

• toad.detector module
  • getTopValues()
  • getDescribe()
  • countBlank()
  • isNumeric()
  • detect()
• toad.merge module
  • ChiMerge()
  • DTMerge()
  • KMeansMerge()
  • QuantileMerge()
  • StepMerge()
  • merge()
• toad.metrics module
  • KS()
  • KS_bucket()
  • KS_by_col()
  • SSE()
  • MSE()
  • AIC()
  • BIC()
  • F1()
  • AUC()
  • PSI()
  • matrix()
• toad.plot module
  • badrate_plot()
  • corr_plot()
  • proportion_plot()
  • roc_plot()
  • ks_plot()
  • bin_plot()
• toad.scorecard module
  • ScoreCard
    • ScoreCard.__init__()
    • ScoreCard.coef_
    • ScoreCard.fit()
    • ScoreCard.predict()
    • ScoreCard.get_reason()
    • ScoreCard.bin_to_score()
    • ScoreCard.predict_proba()
    • ScoreCard.proba_to_score()
    • ScoreCard.score_to_proba()
    • ScoreCard.woe_to_score()
    • ScoreCard.after_load()
    • ScoreCard.after_export()
    • ScoreCard.testing_frame()
• toad.selection module
  • stepwise()
  • drop_empty()
  • drop_var()
  • drop_corr()
  • drop_iv()
  • drop_vif()
  • select()
• toad.stats module
  • gini()
  • gini_cond()
  • entropy()
  • entropy_cond()
  • probability()
  • WOE()
  • IV()
  • badrate()
  • VIF()
  • indicator
  • column_quality()
  • quality()
  • feature_bin_stats()
• toad.transform module
  • Transformer
    • Transformer.fit()
    • Transformer.transform()
    • Transformer.export()
    • Transformer.fit_transform()
    • Transformer.load()
    • Transformer.set_output()
    • Transformer.update()
  • WOETransformer
    • WOETransformer.fit_()
    • WOETransformer.transform_()
    • WOETransformer.export()
    • WOETransformer.fit()
    • WOETransformer.fit_transform()
    • WOETransformer.load()
    • WOETransformer.set_output()
    • WOETransformer.transform()
    • WOETransformer.update()
  • Combiner
    • Combiner.fit_()
    • Combiner.transform_()
    • Combiner.set_rules()
    • Combiner.export()
    • Combiner.fit()
    • Combiner.fit_transform()
    • Combiner.format_bins()
    • Combiner.load()
    • Combiner.parse_bins()
    • Combiner.set_output()
    • Combiner.transform()
    • Combiner.update()
  • GBDTTransformer
    • GBDTTransformer.__init__()
    • GBDTTransformer.fit_()
    • GBDTTransformer.transform_()
    • GBDTTransformer.export()
    • GBDTTransformer.fit()
    • GBDTTransformer.fit_transform()
    • GBDTTransformer.load()
    • GBDTTransformer.set_output()
    • GBDTTransformer.transform()
    • GBDTTransformer.update()
• toad.preprocessing module
  • toad.preprocessing.process module
    • Processing
      • Processing.__init__()
      • Processing.groupby()
      • Processing.apply()
      • Processing.partitionby()
    • Mask
      • Mask.__init__()
    • F
      • F.__init__()
  • toad.preprocessing.partition module
    • TimePartition
      • TimePartition.__init__()
      • TimePartition.partition()
    • ValuePartition
      • ValuePartition.__init__()
      • ValuePartition.partition()
• toad.nn module
  • toad.nn.module module
    • Module
      • Module.__init__()
      • Module.device
      • Module.fit()
      • Module.evaluate()
      • Module.fit_step()
      • Module.save()
      • Module.load()
      • Module.log()
      • Module.distributed()
    • DistModule
  • toad.nn.functional module
    • flooding()
    • focal_loss()
    • binary_focal_loss()
    • focal_loss_for_numpy()
    • label_smoothing()
  • toad.nn.trainer module
    • History
      • History.__init__()
      • History.log()
    • callback
      • callback.__init__()
    • earlystopping
      • earlystopping.setup()
      • earlystopping.get_best_state()
      • earlystopping.reset()
    • Trainer
      • Trainer.__init__()
      • Trainer.set_model()
      • Trainer.distributed()
      • Trainer.train()
      • Trainer.evaluate()
• toad.utils module
  • toad.utils.func module
    • to_ndarray()
    • bin_by_splits()
    • feature_splits()
    • iter_df()
    • split_target()
    • save_json()
    • read_json()
    • clip()
    • flatten_columns()
    • bin_to_number()
    • generate_target()
    • get_dummies()
    • derivative()
  • toad.utils.decorator module
    • Decorator
      • Decorator.__init__()
    • frame_exclude
    • select_dtypes
    • save_to_json
    • load_from_json
    • support_dataframe
    • proxy_docstring
    • support_numpy
    • xgb_loss
    • performance
  • toad.utils.mixin module

Module contents