mlrl.testbed_sklearn.experiments.output.characteristics.data package

Author Michael Rapp (michael.rapp.ml@gmail.com)

Provides classes that allow to write characteristics of tabular datasets or predictions to different sinks.

Submodules

• mlrl.testbed_sklearn.experiments.output.characteristics.data.characteristics module
  • Characteristic
    • Characteristic.Function
    • Characteristic.format()
  • OutputCharacteristics
    • OutputCharacteristics.OPTION_DISTINCT_LABEL_VECTORS
    • OutputCharacteristics.OPTION_LABEL_CARDINALITY
    • OutputCharacteristics.OPTION_LABEL_IMBALANCE_RATIO
    • OutputCharacteristics.OPTION_OUTPUTS
    • OutputCharacteristics.OPTION_OUTPUT_DENSITY
    • OutputCharacteristics.OPTION_OUTPUT_SPARSITY
    • OutputCharacteristics.to_table()
    • OutputCharacteristics.to_text()
• mlrl.testbed_sklearn.experiments.output.characteristics.data.characteristics_data module
  • DataCharacteristics
    • DataCharacteristics.OPTION_EXAMPLES
    • DataCharacteristics.OPTION_FEATURES
    • DataCharacteristics.OPTION_FEATURE_DENSITY
    • DataCharacteristics.OPTION_FEATURE_SPARSITY
    • DataCharacteristics.OPTION_NOMINAL_FEATURES
    • DataCharacteristics.OPTION_NUMERICAL_FEATURES
    • DataCharacteristics.OPTION_ORDINAL_FEATURES
    • DataCharacteristics.to_table()
    • DataCharacteristics.to_text()
• mlrl.testbed_sklearn.experiments.output.characteristics.data.characteristics_prediction module
  • PredictionCharacteristics
• mlrl.testbed_sklearn.experiments.output.characteristics.data.extension module
  • TabularDataCharacteristicExtension
    • TabularDataCharacteristicExtension.PRINT_DATA_CHARACTERISTICS
    • TabularDataCharacteristicExtension.STORE_DATA_CHARACTERISTICS
    • TabularDataCharacteristicExtension.configure_experiment()
• mlrl.testbed_sklearn.experiments.output.characteristics.data.extension_prediction module
  • PredictionCharacteristicsExtension
    • PredictionCharacteristicsExtension.PRINT_PREDICTION_CHARACTERISTICS
    • PredictionCharacteristicsExtension.STORE_PREDICTION_CHARACTERISTICS
    • PredictionCharacteristicsExtension.configure_experiment()
• mlrl.testbed_sklearn.experiments.output.characteristics.data.matrix_feature module
  • FeatureMatrix
    • FeatureMatrix.feature_density
    • FeatureMatrix.feature_sparsity
    • FeatureMatrix.num_examples
    • FeatureMatrix.num_features
    • FeatureMatrix.num_nominal_features
    • FeatureMatrix.num_numerical_features
    • FeatureMatrix.num_ordinal_features
• mlrl.testbed_sklearn.experiments.output.characteristics.data.matrix_label module
  • LabelMatrix
    • LabelMatrix.avg_label_cardinality
    • LabelMatrix.avg_label_imbalance_ratio
    • LabelMatrix.num_distinct_label_vectors
• mlrl.testbed_sklearn.experiments.output.characteristics.data.matrix_output module
  • OutputMatrix
    • OutputMatrix.num_outputs
    • OutputMatrix.output_density
    • OutputMatrix.output_sparsity
  • density()
• mlrl.testbed_sklearn.experiments.output.characteristics.data.writer_data module
  • DataCharacteristicsWriter
    • DataCharacteristicsWriter.DefaultExtractor
      • DataCharacteristicsWriter.DefaultExtractor.extract_data()
• mlrl.testbed_sklearn.experiments.output.characteristics.data.writer_prediction module
  • PredictionCharacteristicsWriter
    • PredictionCharacteristicsWriter.DefaultExtractor
      • PredictionCharacteristicsWriter.DefaultExtractor.extract_data()