Robpy

• robpy.covariance
  • Base
    • RobustCovarianceEstimator
      • RobustCovarianceEstimator.calculate_covariance()
      • RobustCovarianceEstimator.correlation
      • RobustCovarianceEstimator.covariance
      • RobustCovarianceEstimator.distance_distance_plot()
      • RobustCovarianceEstimator.fit()
  • Cell MCD
    • CellMCDEstimator
      • CellMCDEstimator.calculate_covariance()
      • CellMCDEstimator.cell_MCD_plot()
    • InitialDDCWEstimator
      • InitialDDCWEstimator.calculate_covariance()
  • Kendall’s Tau
    • KendallTauEstimator
      • KendallTauEstimator.calculate_covariance()
  • Minumum Covariance Determinant
    • DetMCDEstimator
      • DetMCDEstimator.calculate_covariance()
    • FastMCDEstimator
      • FastMCDEstimator.calculate_covariance()
    • HSubset
      • HSubset.determinant
      • HSubset.indices
      • HSubset.location
      • HSubset.n_c_steps
      • HSubset.scale
  • Orthogonalized Gnanadesikan-Kettenring
    • OGKEstimator
      • OGKEstimator.calculate_covariance()
  • Wrapping Covariance
    • WrappingCovarianceEstimator
      • WrappingCovarianceEstimator.calculate_covariance()
• robpy.datasets
  • load_animals()
  • load_glass()
  • load_stars()
  • load_telephone()
  • load_topgear()
• robpy.outliers
  • Detect Deviating Cells
    • DDCEstimator
      • DDCEstimator.cellmap()
      • DDCEstimator.fit()
      • DDCEstimator.impute()
      • DDCEstimator.predict()
    • get_custom_cmap()
• robpy.pca
  • Base
    • RobustPCAEstimator
      • RobustPCAEstimator.fit()
      • RobustPCAEstimator.plot_outlier_map()
      • RobustPCAEstimator.project()
      • RobustPCAEstimator.transform()
    • get_od_cutoff()
  • ROBPCA
    • ROBPCAEstimator
      • ROBPCAEstimator.fit()
  • Spherical
    • PCALocantoreEstimator
      • PCALocantoreEstimator.fit()
• robpy.preprocessing
  • Data Cleaning
    • DataCleaner
      • DataCleaner.dropped_columns
      • DataCleaner.dropped_rows
      • DataCleaner.fit()
      • DataCleaner.transform()
  • Data Scaling
    • RobustScaler
      • RobustScaler.fit()
      • RobustScaler.inverse_transform()
      • RobustScaler.transform()
  • Data Transforming
    • RobustPowerTransformer
      • RobustPowerTransformer.fit()
      • RobustPowerTransformer.inverse_transform()
      • RobustPowerTransformer.transform()
  • Utils
    • wrapping_transformation()
• robpy.regression
  • Base
    • RobustRegressor
      • RobustRegressor.diagnostic_plot()
      • RobustRegressor.fit()
      • RobustRegressor.predict()
      • RobustRegressor.scale
  • Least Trimmed Squares
    • FastLTSRegressor
      • FastLTSRegressor.fit()
      • FastLTSRegressor.predict()
    • get_correction_factor()
    • get_correction_factor_reweighting()
  • S Estimator
    • SEstimator
      • SEstimator.fit()
      • SEstimator.predict()
  • MM_estimator
    • MMEstimator
      • MMEstimator.fit()
      • MMEstimator.predict()
• robpy.univariate
  • Base
    • LocationOrScaleEstimator
    • RobustScaleEstimator
      • RobustScaleEstimator.fit()
      • RobustScaleEstimator.location
      • RobustScaleEstimator.scale
  • Minimum Covariance Determinant
    • UnivariateMCDEstimator
  • Onestep M-estimator
    • CellwiseOneStepMEstimator
    • HuberOneStepMEstimator
    • OneStepMEstimator
    • OneStepWrappingEstimator
  • Qn Estimator
    • QnEstimator
  • Tau Estimator
    • TauEstimator
  • Adjusted Boxplot
    • Boxplot
      • Boxplot.lower_whisker
      • Boxplot.median
      • Boxplot.q1
      • Boxplot.q3
      • Boxplot.upper_whisker
    • adjusted_boxplot()
• robpy.utils
  • Distance
    • mahalanobis_distance()
  • Rho functions
    • BaseRho
      • BaseRho.psi()
      • BaseRho.rho()
    • Huber
      • Huber.psi()
      • Huber.rho()
    • TukeyBisquare
      • TukeyBisquare.psi()
      • TukeyBisquare.rho()
  • Other
    • inverse_submatrix()
    • l1median()
    • weighted_median()
    • stahel_donoho()