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Exploratory Data Analysis
Mathematica efficiently implements state-of-the-art data classification algorithms, allowing you to visualize distributions, search for nearest neighbors, and do cluster analysis on large datasets.
Histogram, Histogram3D create histograms from data
BinCounts count the number of elements that lie in bins
BinLists  ▪ HistogramList  ▪ Tally  ▪ Union  ▪ Commonest  ▪ Quantile
    
FindClusters find clusters in numerical, discrete, and string data
Nearest find nearest neighbors in any space of data
MeanShift use mean shift for feature space analysis
    
Cases, Count list, count elements matching a pattern
Split split data into runs
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