Exploratory analysis

The exploratory analysis package deals with techniques to summarize, interpret and visualize functional data.

Modules:

• Depth and outlyingness measures
  • Depth
    • Depth
      • Depth
      • Examples using skfda.exploratory.depth.Depth
    • IntegratedDepth
      • IntegratedDepth
      • Examples using skfda.exploratory.depth.IntegratedDepth
    • BandDepth
      • BandDepth
    • ModifiedBandDepth
      • ModifiedBandDepth
      • Examples using skfda.exploratory.depth.ModifiedBandDepth
    • DistanceBasedDepth
      • DistanceBasedDepth
    • Multivariate depths
      • ProjectionDepth
      • SimplicialDepth
  • Outlyingness
    • Outlyingness
      • Outlyingness
    • Multivariate outlyingness
      • StahelDonohoOutlyingness
  • Conversion
    • OutlyingnessBasedDepth
      • OutlyingnessBasedDepth
• Outlier detection
  • Boxplot Outlier Detector
    • BoxplotOutlierDetector
      • BoxplotOutlierDetector
  • MSPlotOutlierDetector
    • MSPlotOutlierDetector
      • MSPlotOutlierDetector
    • directional_outlyingness_stats
      • directional_outlyingness_stats()
• Summary statistics
  • Location
    • mean
      • mean()
      • Examples using skfda.exploratory.stats.mean
    • gmean
      • gmean()
    • trim_mean
      • trim_mean()
    • depth_based_median
      • depth_based_median()
    • geometric_median
      • geometric_median()
    • fisher_rao_karcher_mean
      • fisher_rao_karcher_mean()
      • Examples using skfda.exploratory.stats.fisher_rao_karcher_mean
  • Dispersion
    • cov
      • cov()
    • var
      • var()
    • std
      • std()
• Visualization
  • Basic representation
    • GraphPlot
      • GraphPlot
    • ScatterPlot
      • ScatterPlot
  • Parametric plot
    • ParametricPlot
      • ParametricPlot
  • Functional Data Boxplot
    • Boxplot
      • Boxplot
      • Examples using skfda.exploratory.visualization.Boxplot
    • SurfaceBoxplot
      • SurfaceBoxplot
      • Examples using skfda.exploratory.visualization.SurfaceBoxplot
  • Outliergram
    • Outliergram
      • Outliergram
  • Magnitude-Shape Plot
    • MagnitudeShapePlot
      • MagnitudeShapePlot
      • Examples using skfda.exploratory.visualization.MagnitudeShapePlot
  • Clustering Plots
    • ClusterPlot
      • ClusterPlot
      • Examples using skfda.exploratory.visualization.clustering.ClusterPlot
    • ClusterMembershipLinesPlot
      • ClusterMembershipLinesPlot
      • Examples using skfda.exploratory.visualization.clustering.ClusterMembershipLinesPlot
    • ClusterMembershipPlot
      • ClusterMembershipPlot
      • Examples using skfda.exploratory.visualization.clustering.ClusterMembershipPlot
  • Functional Principal Component Analysis plots
    • FPCAPlot
      • FPCAPlot
      • Examples using skfda.exploratory.visualization.FPCAPlot