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DataVisualizations (version 1.0.0)

Visualizations of High-Dimensional Data

Description

A collection of various visualizations methods is provided. With regards to high-dimensional data the heat map and silhouette plot for grouped data,visualizations of the distribution of distances, the scatter-density plot for two variables,the Shepard density plot as well as the Bland-Altman plot are presented here. For a classification of countries, a map of the world or Germany can be visualized. 'DataVisualizations' makes it possible to inspect the distribution of each feature of a dataset visually through the combination of four methods.More detailed explanations can be found in the book of Thrun, M.C.:"Projection-Based Clustering through Self-Organization and Swarm Intelligence" (2018) . Furthermore, for categorical features the ABC analysis improved Pie charts, slope charts and fan plots are usable. Additionally, for measurements across a geographic area an easy to use function for a Choropleth map is presented here.

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Version

Install

install.packages('DataVisualizations')

Monthly Downloads

722

Version

1.0.0

License

GPL-3

Maintainer

Michael Thrun

Last Published

May 6th, 2018

Functions in DataVisualizations (1.0.0)

BoxplotData

Boxplots for multiple variables
InspectScatterOfData

Pairwise scatterplots and optimal histograms
Heatmap

Heatmap for Clustering
PDEplot

PDE plot
PixelMatrixPlot

Plot Pixel Matrix
DefaultColorSequence

Default color sequence for plots
fanPlot

The fan plot
plot3D

3D plot of points
DataVisualizations-package

The Data Visualizations Package
PDEscatter

Scatter Density Plot
ShepardScatterPlot

Draws a Shepard diagram
nanPlot

Plot not finite values as a bar plot for each feature d
inPSphere2D

2D data points in Pareto Sphere
pieChart

The fan plot
Lsun3D

Lsun3D inspired by FCPS
InspectVariable

Visualization of Distribution of one variable
plotChoroplethMap

Plot the Choropleth Map
SilhouettePlot

Silhouette plot for classified data.
GoogleMapsCoordinates

Google Maps with marked coordinates
InspectDistances

Inspection of Distance-Distribution
ChoroplethPostalCodesAndAGS_Germany

Postal Codes and AGS of Germany for a Choropleth Map
HeatmapColors

Default color sequence for plots
PmatrixColormap

P-Matrix colors
ITS

Income Tax Share
MAplot

Minus versus Add plot
MTY

Muncipal Income Tax Yield
ShepardDensityPlot

Shepard density Diagram
plotWorldmap

plots a world map by country codes
slopeChart

Slope Chart
categoricalVariable

A categorical Feature.