Category

Sub
Category

Description

Open
Source

Commercial

Data Management

Open Dataset

IBM SPSS (*.sav)

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Excel 2003

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Excel 20072010

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Comma separated (*.csv)

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DBF (*.DBF)

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SAS (*.sas7bdat)

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DAT (*.DAT)

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Txt (*.txt)

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Load Data

From R package

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Database Connectivity

MSSQL

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PostgreSQL

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MySQL

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MSAccess

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Dataset Save formats

IBM SPSS (*.sav)

✔

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Excel 20072010

✔

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Comma separated (*.CSV)

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DBF (*.DBF)

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RObj (*.RData)

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Data Preparation


Fully functional data grid

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For Variables

Binning

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Compute

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Compute, apply a function across all rows

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Compute Dummy Variables

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Conditional Compute

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Conditional Compute, ifthen

*

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Conditional Compute, ifthenelse

*

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Concatenate multiple variabels

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Convert to factors

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Dates

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Delete variables

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Factor Levels

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 Add New Levels

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 Display Levels

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 Drop Unused Levels

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 Label NA as 'Missing'

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 Lumping into 'Other'

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 Reorder by Occurence in Dataset

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 Reorder by One Other Variable

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 Reorder Levels Manually

*

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 Specify levels to keep or replace by 'Other'

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Missing value analysis

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Rank variables

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Recode

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Standardize

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Transform

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Weight

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For Dataset

Aggregate

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Merge

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Merge Datasets (Tidy)

*

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Reorder variables alphabetically

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Reshape

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Sample

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Sort

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Stack Datasets

*

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Subset

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Transpose

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Descriptive Statistics


Numerical summary analysis

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Factor variable analysis

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Frequencies

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Summary by variable

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Summary (group by multiple variables)

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Numerical statistical analysis

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Dataset Comparison

*

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Dataset Description

*

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Optional Tests

*

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Optional Tests, advanced

*

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Survival Analysis


KaplanMeier Estimation, compare groups

*

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KaplanMeier Estimation, one group

*

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Distribution, Continuous

Beta Distribution

Beta Probabilities

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Beta Quantiles

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Plot Beta Distribution

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Sample from Beta Distribution

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Cauchy Distribution

Cauchy Probabilities

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Cauchy Quantiles

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Plot Cauchy Distribution

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Sample from Cauchy Distribution

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Chisquared Distribution

Chisquared Probabilities

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Chisquared Quantiles

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Plot Chisquared Distribution

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Sample from Chisquared Distribution

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Exponential Distribution

Exponential Probabilities

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Exponential Quantiles

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Plot Exponential Quantiles

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Sample from Exponential Distribution

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F Distribution

F Probabilities

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F Quantiles

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Plot F Distribution

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Sample from F Distribution

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Gamma Distribution

Gamma Probabilities

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Gamma Quantiles

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Plot Gamma Distribution

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Sample from Gamma Distribution

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Gumbel Distribution

Gumbel Probabilities

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Gumbel Quantiles

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Plot Gumbel Distribution

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Sample from Gumbel Distribution

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Logistic Distribution

Logistic Probabilities

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Logistic Quantiles

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Plot Logistic Distribution

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Sample from Logistic Distribution

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Lognormal Distribution

Lognormal Probabilities

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Lognormal Quantiles

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Plot Lognormal Distribution

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Sample from Lognormal Distribution

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Normal Distribution

Normal Probabilities

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Normal Quantiles

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Plot Normal Distribution

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Sample from Normal Distribution

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t Distribution

t Probabilities

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t Quantiles

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Plot t Distribution

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Sample from t Distribution

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Uniform Distribution

Uniform Probabilities

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Uniform Quantiles

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Plot Uniform Distribution

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Sample from Uniform Distribution

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Weibull Distribution

Weibull Probabilities

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Weibull Quantiles

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Plot Weibull Distribution

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Sample from Weibull Distribution

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Distribution, Discrete

Binomial Distribution

Binomial Probabilities

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Binomial Quantiles

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Binomial Tail Probabilities

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Plot Binomial Distribution

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Sample from Binomial Distribution

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Geometric Distribution

Geometric Probabilities

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Geometric Quantiles

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Geometric Tail Probabilities

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Plot Geometric Distribution

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Sample from Geometric Distribution

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Hypergeometric Distribution

Hypergeometric Probabilities

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Hypergeometric Quantiles

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Hypergeometric Tail Probabilities

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Plot Hypergeometric Distribution

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Sample from Hypergeometric Distribution

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Negative Binomial Distribution

Negative Binomial Probabilities

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Negative Binomial Quantiles

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Negative Binomial Tail Probabilities

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Plot Negative Binomial Distribution

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Sample from Negative Binomial Distribution

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Poisson Distribution

Poisson Probabilities

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Poisson Quantiles

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Poisson Tail Probabilities

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Plot Poisson Distribution

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Sample from Poisson Distribution

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Graphics and Visualizations


Bar charts

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Boxplots

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Bulls Eye

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Contour plot

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Density plots

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Frequency charts

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Heatmap

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Histogram

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Line charts

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Maps

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Pie charts

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Plot of means

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PP plots

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QQ plots

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Scatterplot

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Stem and leaf plot

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Strip chart

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Violin plot

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Statistical analysis


Correlation test

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ShapiroWilk normality test

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Compare means

TTest, Independent samples

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TTest, One samples

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TTest, Paired samples

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ANCOVA

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Multiway ANOVA

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Oneway ANOVA

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Oneway ANOVA with Blocks

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Oneway ANOVA with Random Blocks

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Proportion test

Single sample proportion test

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Single sample exact binomial proportion test

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Two sample proportion test

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Variance

Two variance FTest

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Possessive

Bartlett's test

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Levene's test

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Nonparametric test

Chisquared test

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Friedman test

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KruskalWallis test

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Wilcoxon test, independent samples

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Wilcoxon test, paired samples

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Contingency tables

Multiway crosstab

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Twoway crosstab

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Odds Ratios, M by 2 table

*

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Relative Risks, M by 2 table

*

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Agreement analysis


BlandAltman Plot

*

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Cohen's Kappa

*

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Concordance Correlation Coefficient

*

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Concordance Correlation Coefficient, multiple raters

*

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Diagnostic Testing

*

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Fleiss' Kappa

*

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Intraclass Correlation Coefficients

*

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Factor analysis


Principal component analysis

✔

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Factor analysis

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Split datasets for analysis


Split

✔

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Remove split

✔

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Split datastes for modeling


Random split

✔

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Stratified sampling

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Contrasts


Contrasts Display

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Contrasts Set

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Linear modeling


Generalized linear models

✔

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Linear modeling

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Linear regression

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Linear Regression, multiple models

*

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Logistic regression

✔

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Logistic Regression, conditional

*

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Logistic Regression, multiple models

*

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Multinomial Logit

✔

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Ordinal Regression

✔

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Quantile Regression

*

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Summarizing models for each group

✔

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Model Tuning

Cox Proportional Hazards Models

Cox Multiple Models

*

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Cox Single Model

*

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Cox With Formula

*

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Mixed Models


Mixed Models, basic

✔

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Tree algorithms


Decision trees

✔

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Random forest

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Probabilistics classifiers


Naive Bayes

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Clustering


Hierarchical cluster

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KMeans cluster

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KNN

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Forecasting


Automated Arima

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Exponential smoothing

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HoltWinters, seasonal

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HoltWinters, Nonseasonal

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Plot time series

✔

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Reliability Analysis



.

.



Cronbach's alpha

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McDonald's omega

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Model tuning


Bootstrap resampling

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Kfold cross validation

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Leave one out cross validation

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Repeated Kfold cross validation

✔

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Model statistics


AIC

✔

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BIC

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Bonferroni outlier test

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Confidence interval

✔

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HosmerLemeshow test

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IRT

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Likelihood ratio test

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Pseudo R squared

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Stepwise

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Variance inflation factors

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Model scoring


Pick a model

✔

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Score the selected model

✔

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Save model

✔

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Load model

✔

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Reporting


Custom tables

✔

✔



Export to PDF

✔

✔



Export to Excel

✔

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Export to HTML

✔

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Export output table to MSWord as APA table

✔

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Market basket


Generate rules

✔

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Item frequency

✔

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Targeting items

✔

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Display rules

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Plot rules

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Dialog utilities


Dialog inspector

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Dialog installer

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* This dialog can be installed in the Open Source edition using the dialog installer. A maximum of 5 dialogs can be installed in Open Source edition.


























































































