Data Analysis and Visualization Topics

Geographic Data Analysis and Visualization: Topics and Examples

Univariate plots enumerative plots summary plots Maps simple maps Bivariate plots scatter diagram examples plots for categorical data Descriptive statistics univariate statistics univariate statistics examples bivariate statistics Multivariate plots enhanced 2D scatter diagrams 3d scatter diagrams contour, level, and surface plots high-dimensional data plots Trellis/Lattice plots coplots (conditioning plots) Lattice plots High-resolution and high-dimensional data plots examples of plots	Spatial plots exploratory plots variograms Spatial neighbors and autocorrelation spatial neighbors Moran statistic example Moran statistic details Reference distributions empirical reference distribution example the normal distribution pdf normal distribution example Central limit theorem theoretical reference distributions interpreting test statistics, p-values, etc. Inferential statistics standard error of the mean simple inferential statistics c.i. for the mean and t-test examples the t-test analysis of variance (ANOVA) ANOVA examples tests of homogeneity of variance	Smoothing and non-parametric regression smoothing details lowess and loess other bivariate smoothers Regression analysis regression analysis details bivariate regression examples regression assumptions regression diagnostics examples multiple regression examples dummy-variable regression examples Contouring and surface fitting interpolation basics 3-d interpolation contouring loess surfaces trend surfaces kriging Principal components and factor analyses principal components analysis factor analysis MANOVA and Discriminant Analysis MANOVA details MANOVA example Discriminant analysis details Discriminant analysis example	Multivariate distances and cluster analysis simple distances Mahalanobis distances multidimensional scaling (MDS) cluster analysis R Examples example session more examples Manipulation and matrix algebra summation matrix algebra Other examples and topics fitting an age model regression examples

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