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统计可视化
统计可视化被用于理解数据是如何分布的以及与其它数据集和分布比较的结果如何. 直方图和平滑直方图通过分箱或平滑均能有效地估计各种分布函数. 分位数图及相关的图与参考分布比较数据. 盒须及分布图表使数个数据分布互相比较. 所有统计可视化函数提供高水平的美学自动化以及包括自动分箱选择、带宽决择和分布参数估计的统计计算. 所有的函数均可以具体自定义美学设计和统计计算.
精选实例 |
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Analyze Card Games with the Hypergeometric Distribution
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Analyze Energy Production from a Wind Turbine
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Apply Censoring to a Distribution
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Cluster a Bivariate Dataset
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Compare Maximum-Likelihood and Cramér-von Mises Estimates
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Compare Nonparametric and Parametric Reliability Models
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Compare Stock Returns with a Paired Histogram
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Compare Two Models of Wind Speeds
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Compute a Two-Tailed Probability
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Create a Correlation Table
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Create Confidence Envelopes about Nonparametric Density Estimates
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Create Paired Histograms for Comparing Data
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Create Scaled Histograms
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Customized Financial Data Visualizations
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Decompose Mixture Models of Earthquake Magnitudes
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Define a Distribution Given Its Hazard Function
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Divide a Square into Segments by Clustering
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Estimate Multivariate Nonparametric Probabilities and Expectations
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Estimate Parameters and Test Goodness of Fit
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Expected Length of a Human Chromosome
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Find and Visualize a Linear Regression
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Find and Visualize Clusters in Data
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Find and Visualize Residuals for Fitted Models
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Fit Word Length Data to Distributions
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Make a Histogram
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Make a Histogram of Stock Returns
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Model Word Lengths by Binomial Distributions
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Perform an Edgeworth Expansion to Approximate a Distribution
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Perform Tests of Location and Scale Simultaneously on Multiple Datasets
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Simulate a Derived Distribution
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Simulate Incomes with Dagum Distribution
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Test for Goodness of Fit to Any Distribution or Dataset
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Use a Logistic Distribution to Simulate Fractional Change
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Use Chart Elements and Color Schemes
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Use Component Mixtures to Model Multimodal Data
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Visualize an Urn Model with Weighted Balls
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Visualize Distribution Functions for a Fitted Multivariate Distribution
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Visualize File Sizes in a Directory
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Visualize the Maximum Height of a Histogram
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Visualize the Multivariate Poisson Distribution in 3D
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Visualize Wavelet Coefficient Distributions
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Word Length Distribution in Various Languages
参考资料
分布形状
Histogram — 绘制数据的直方图
SmoothHistogram — 绘制数据的密度估计
Histogram3D ▪ 
SmoothHistogram3D ▪ 
DensityHistogram
SmoothDensityHistogram ▪ 
PairedHistogram ▪ 
PairedSmoothHistogram
BarSpacing ▪ BarOrigin ▪ GridLines ▪ ScalingFunctions ▪ 
分布拟合
QuantilePlot — 数据或分布的分位数-分位数绘图
ProbabilityPlot — 数据或分布的概率-概率绘图
ProbabilityScalePlot — 绘制正态分布、韦伯分布、Gumbel 分布等
ReferenceLineStyle ▪ ScalingFunctions ▪ GridLines ▪ 
分布比较
BoxWhiskerChart — 多个数据集的盒须图表
DistributionChart — 多个数据集的分布图表
BarSpacing ▪ BarOrigin ▪ ChartElementFunction ▪ ScalingFunctions ▪ 
图表 »
BarChart ▪ PieChart ▪ BubbleChart ▪ ...
数据可视化 »
ListPlot ▪ ListPlot3D ▪ ListContourPlot ▪ ...
函数可视化 »
Plot ▪ Plot3D ▪ DiscretePlot ▪ DiscretePlot3D ▪ ContourPlot ▪ ...
