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Statistical Visualization

Statistical visualization is used to understand how data is distributed and how that compares to other datasets and distributions. Histograms and smooth histograms both effectively estimate the various distribution functions, either through binning or smoothing. Quantile and related plots compare data to a reference distribution. Box-and-whisker and distribution charts compare a number of data distributions to each other. All the statistical visualization functions provide high levels of automation of aesthetics and statistical computations including automatic bin selection, bandwidth determination, and distribution parameter estimation. All functions also give detailed access to customize both aesthetics and statistical computations.

Distribution Shapes

Histogram plot a histogram of data

SmoothHistogram plot a density estimate of data

Histogram3D   SmoothHistogram3D   DensityHistogram
SmoothDensityHistogram   PairedHistogram   PairedSmoothHistogram

BarSpacing   BarOrigin   GridLines   ScalingFunctions   ...

Distribution Fits

QuantilePlot quantile-quantile plot of data or distributions

ProbabilityPlot probability-probability plot of data or distributions

ProbabilityScalePlot normal plot, Weibull plot, Gumbel plot, etc.

ReferenceLineStyle   ScalingFunctions   GridLines   ...

Distribution Comparisons

BoxWhiskerChart box-and-whisker chart of multiple datasets

DistributionChart distribution chart of multiple datasets

BarSpacing   BarOrigin   ChartElementFunction   ScalingFunctions   ...

Charting »

BarChart   PieChart   BubbleChart   ...

Data Visualization »

ListPlot   ListPlot3D   ListContourPlot   ...

Date & Time Visualization »

DateListPlot   TimelinePlot   DateHistogram   ...

Function Visualization »

Plot   Plot3D   DiscretePlot   DiscretePlot3D   ContourPlot   ...

Geographic Visualization »

GeoListPlot   GeoHistogram   GeoSmoothHistogram   ...

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