R Under development (unstable) (2026-07-21 r90286 ucrt) -- "Unsuffered Consequences" Copyright (C) 2026 The R Foundation for Statistical Computing Platform: x86_64-w64-mingw32/x64 R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for an HTML browser interface to help. Type 'q()' to quit R. > # This file is part of the standard setup for testthat. > # It is recommended that you do not modify it. > # > # Where should you do additional test configuration? > # Learn more about the roles of various files in: > # * https://r-pkgs.org/testing-design.html#sec-tests-files-overview > # * https://testthat.r-lib.org/articles/special-files.html > > library(testthat) > library(AutoEDA) > > test_check("AutoEDA") ========================================= AutoEDA Categorical Summary ========================================= Variable N Missing Levels Most_Frequent Frequency Percent Species 150 0 3 setosa 50 33.3 Attaching package: 'igraph' The following object is masked from 'package:testthat': compare The following objects are masked from 'package:stats': decompose, spectrum The following object is masked from 'package:base': union ======================================== AutoEDA Report ======================================== Modules Completed * Summary * Missing * Numeric * Categorical * Correlation * Outliers * PCA * Cluster * Statistics ======================================== AutoEDA Report ======================================== Modules Completed * Summary * Missing * Numeric * Categorical * Correlation * Outliers * PCA * Cluster * Statistics Numeric summary saved to: D:\temp\2026_07_22_11_30_16_3997\RtmpKCwqD3\fileb3f45a692c6.csv Numeric summary saved to: D:\temp\2026_07_22_11_30_16_3997\RtmpKCwqD3\fileb3f449b060ec.csv Excel report saved to: D:\temp\2026_07_22_11_30_16_3997\RtmpKCwqD3\fileb3f44dc7be2.xlsx HTML report generation will be available in AutoEDA version 1.0. HTML report generation will be available in AutoEDA version 1.0. /\ /\ { `---' } { O O } ==> V <== No need for mice. This data set is completely observed. \ \|/ / `-----' /\ /\ { `---' } { O O } ==> V <== No need for mice. This data set is completely observed. \ \|/ / `-----' /\ /\ { `---' } { O O } ==> V <== No need for mice. This data set is completely observed. \ \|/ / `-----' PDF report generation will be available in AutoEDA version 1.0. PDF report generation will be available in AutoEDA version 1.0. PDF report generation will be available in AutoEDA version 1.0. ======================================== AutoEDA Report ======================================== Modules Completed * Summary * Missing * Numeric * Categorical * Correlation * Outliers * PCA * Cluster * Statistics ======================================== AutoEDA Report ======================================== Modules Completed * Summary * Missing * Numeric * Categorical * Correlation * Outliers * PCA * Cluster * Statistics ======================================== AutoEDA Report ======================================== Modules Completed No modules available. ========================================= AutoEDA Categorical Summary ========================================= Variable N Missing Levels Most_Frequent Frequency Percent Species 150 0 3 setosa 50 33.3 ========================================= AutoEDA Categorical Summary ========================================= Variable N Missing Levels Most_Frequent Frequency Percent Species 150 0 3 setosa 50 33.3 ========================================= AutoEDA Categorical Summary ========================================= No categorical variables found. ========================================= AutoEDA Categorical Summary ========================================= Variable N Missing Levels Most_Frequent Frequency Percent A 4 0 3 A 2 50 B 4 0 2 X 2 50 ========================================= AutoEDA Categorical Summary ========================================= Variable N Missing Levels Most_Frequent Frequency Percent A 4 0 3 Dog 2 50 =================================== Cluster Analysis =================================== Clusters : 3 Cluster Sizes [1] 53 47 50 =================================== Cluster Analysis =================================== Clusters : 3 Cluster Sizes [1] 50 53 47 =================================== Cluster Analysis =================================== Clusters : 2 Cluster Sizes [1] 50 100 ===================================== Correlation Matrix ===================================== Sepal.Length Sepal.Width Petal.Length Petal.Width Sepal.Length 1.000 -0.118 0.872 0.818 Sepal.Width -0.118 1.000 -0.428 -0.366 Petal.Length 0.872 -0.428 1.000 0.963 Petal.Width 0.818 -0.366 0.963 1.000 ===================================== Correlation Matrix ===================================== Sepal.Length Sepal.Width Petal.Length Petal.Width Sepal.Length 1.000 -0.118 0.872 0.818 Sepal.Width -0.118 1.000 -0.428 -0.366 Petal.Length 0.872 -0.428 1.000 0.963 Petal.Width 0.818 -0.366 0.963 1.000 ===================================== Correlation Matrix ===================================== Sepal.Length Sepal.Width Petal.Length Petal.Width Sepal.Length 1.000 -0.087 0.859 0.799 Sepal.Width -0.087 1.000 -0.428 -0.366 Petal.Length 0.859 -0.428 1.000 0.963 Petal.Width 0.799 -0.366 0.963 1.000 ========================================= AutoEDA Missing Value Report ========================================= Rows 150 Columns 5 Variables with Missing 0 Complete Cases 150 Total Missing Values 0 Overall Missing 0.00% Variable Summary ----------------------------------------- Variable Type Missing Percent Complete Sepal.Length numeric 0 0 150 Sepal.Width numeric 0 0 150 Petal.Length numeric 0 0 150 Petal.Width numeric 0 0 150 Species factor 0 0 150 ========================================= AutoEDA Missing Value Report ========================================= Rows 150 Columns 5 Variables with Missing 0 Complete Cases 150 Total Missing Values 0 Overall Missing 0.00% Variable Summary ----------------------------------------- Variable Type Missing Percent Complete Sepal.Length numeric 0 0 150 Sepal.Width numeric 0 0 150 Petal.Length numeric 0 0 150 Petal.Width numeric 0 0 150 Species factor 0 0 150 ========================================= AutoEDA Missing Value Report ========================================= Rows 150 Columns 5 Variables with Missing 1 Complete Cases 140 Total Missing Values 10 Overall Missing 1.33% Variable Summary ----------------------------------------- Variable Type Missing Percent Complete Sepal.Length numeric 10 6.67 140 Sepal.Width numeric 0 0.00 150 Petal.Length numeric 0 0.00 150 Petal.Width numeric 0 0.00 150 Species factor 0 0.00 150 ========================================= AutoEDA Missing Value Report ========================================= Rows 150 Columns 5 Variables with Missing 0 Complete Cases 150 Total Missing Values 0 Overall Missing 0.00% Variable Summary ----------------------------------------- Variable Type Missing Percent Complete Sepal.Length numeric 0 0 150 Sepal.Width numeric 0 0 150 Petal.Length numeric 0 0 150 Petal.Width numeric 0 0 150 Species factor 0 0 150 ========================================= AutoEDA Numeric Summary ========================================= Variable N Missing Mean Median SD Variance SE CV Minimum Q1 Sepal.Length 150 0 5.84 5.80 0.828 0.686 0.0676 14.2 4.3 5.1 Sepal.Width 150 0 3.06 3.00 0.436 0.190 0.0356 14.3 2.0 2.8 Petal.Length 150 0 3.76 4.35 1.765 3.116 0.1441 47.0 1.0 1.6 Petal.Width 150 0 1.20 1.30 0.762 0.581 0.0622 63.6 0.1 0.3 Q3 Maximum IQR Range Skewness Kurtosis Shapiro_P 6.4 7.9 1.3 3.6 0.309 -0.606 1.02e-02 3.3 4.4 0.5 2.4 0.313 0.139 1.01e-01 5.1 6.9 3.5 5.9 -0.269 -1.417 7.41e-10 1.8 2.5 1.5 2.4 -0.101 -1.358 1.68e-08 ========================================= AutoEDA Numeric Summary ========================================= Variable N Missing Mean Median SD Variance SE CV Minimum Q1 Sepal.Length 150 0 5.84 5.80 0.828 0.686 0.0676 14.2 4.3 5.1 Sepal.Width 150 0 3.06 3.00 0.436 0.190 0.0356 14.3 2.0 2.8 Petal.Length 150 0 3.76 4.35 1.765 3.116 0.1441 47.0 1.0 1.6 Petal.Width 150 0 1.20 1.30 0.762 0.581 0.0622 63.6 0.1 0.3 Q3 Maximum IQR Range Skewness Kurtosis Shapiro_P 6.4 7.9 1.3 3.6 0.309 -0.606 1.02e-02 3.3 4.4 0.5 2.4 0.313 0.139 1.01e-01 5.1 6.9 3.5 5.9 -0.269 -1.417 7.41e-10 1.8 2.5 1.5 2.4 -0.101 -1.358 1.68e-08 ========================================= AutoEDA Numeric Summary ========================================= Variable N Missing Mean Median SD Variance SE CV Minimum Q1 Sepal.Length 140 10 5.91 5.85 0.809 0.655 0.0684 13.7 4.3 5.2 Sepal.Width 150 0 3.06 3.00 0.436 0.190 0.0356 14.3 2.0 2.8 Petal.Length 150 0 3.76 4.35 1.765 3.116 0.1441 47.0 1.0 1.6 Petal.Width 150 0 1.20 1.30 0.762 0.581 0.0622 63.6 0.1 0.3 Q3 Maximum IQR Range Skewness Kurtosis Shapiro_P 6.43 7.9 1.23 3.6 0.253 -0.551 5.94e-02 3.30 4.4 0.50 2.4 0.313 0.139 1.01e-01 5.10 6.9 3.50 5.9 -0.269 -1.417 7.41e-10 1.80 2.5 1.50 2.4 -0.101 -1.358 1.68e-08 ========================================= AutoEDA Numeric Summary ========================================= Variable N Missing Mean Median SD Variance SE CV Minimum Q1 Sepal.Length 150 0 5.84 5.8 0.828 0.686 0.0676 14.2 4.3 5.1 Sepal.Width 150 0 3.06 3.0 0.436 0.190 0.0356 14.3 2.0 2.8 Q3 Maximum IQR Range Skewness Kurtosis Shapiro_P 6.4 7.9 1.3 3.6 0.309 -0.606 0.0102 3.3 4.4 0.5 2.4 0.313 0.139 0.1012 ========================================= AutoEDA Outlier Summary ========================================= Variable Row Value Sepal.Width 16 4.4 Sepal.Width 33 4.1 Sepal.Width 34 4.2 Sepal.Width 61 2.0 ========================================= AutoEDA Outlier Summary ========================================= Variable Row Value Sepal.Width 16 4.4 Sepal.Width 33 4.1 Sepal.Width 34 4.2 Sepal.Width 61 2.0 ========================================= AutoEDA Outlier Summary ========================================= Variable Row Value Sepal.Width 16 4.4 ========================================= AutoEDA Outlier Summary ========================================= Variable Row Value Sepal.Width 16 4.4 ========================================= AutoEDA Outlier Summary ========================================= [1] Variable Row Value <0 rows> (or 0-length row.names) ========================================= Principal Component Analysis ========================================= Length Class Mode sdev 4 -none- numeric rotation 16 -none- numeric center 4 -none- numeric scale 4 -none- numeric x 600 -none- numeric ========================================= Principal Component Analysis ========================================= Length Class Mode sdev 4 -none- numeric rotation 16 -none- numeric center 4 -none- numeric scale 4 -none- numeric x 600 -none- numeric ========================================= Principal Component Analysis ========================================= Length Class Mode sdev 4 -none- numeric rotation 16 -none- numeric center 4 -none- numeric scale 4 -none- numeric x 600 -none- numeric ======================================== AutoEDA Report ======================================== Modules Completed * Summary * Missing * Numeric * Categorical * Correlation * Outliers * PCA * Cluster * Statistics ========================================= AutoEDA Numeric Summary ========================================= Variable N Missing Mean Median SD Variance SE CV Minimum Q1 Sepal.Length 150 0 5.84 5.80 0.828 0.686 0.0676 14.2 4.3 5.1 Sepal.Width 150 0 3.06 3.00 0.436 0.190 0.0356 14.3 2.0 2.8 Petal.Length 150 0 3.76 4.35 1.765 3.116 0.1441 47.0 1.0 1.6 Petal.Width 150 0 1.20 1.30 0.762 0.581 0.0622 63.6 0.1 0.3 Q3 Maximum IQR Range Skewness Kurtosis Shapiro_P 6.4 7.9 1.3 3.6 0.309 -0.606 1.02e-02 3.3 4.4 0.5 2.4 0.313 0.139 1.01e-01 5.1 6.9 3.5 5.9 -0.269 -1.417 7.41e-10 1.8 2.5 1.5 2.4 -0.101 -1.358 1.68e-08 ========================================= AutoEDA Missing Value Report ========================================= Rows 150 Columns 5 Variables with Missing 0 Complete Cases 150 Total Missing Values 0 Overall Missing 0.00% Variable Summary ----------------------------------------- Variable Type Missing Percent Complete Sepal.Length numeric 0 0 150 Sepal.Width numeric 0 0 150 Petal.Length numeric 0 0 150 Petal.Width numeric 0 0 150 Species factor 0 0 150 ========================================= AutoEDA Outlier Summary ========================================= Variable Method Outliers Percent Sepal.Length IQR 0 0.00 Sepal.Width IQR 4 2.67 Petal.Length IQR 0 0.00 Petal.Width IQR 0 0.00 ===================================== Correlation Matrix ===================================== Sepal.Length Sepal.Width Petal.Length Petal.Width Sepal.Length 1.000 -0.118 0.872 0.818 Sepal.Width -0.118 1.000 -0.428 -0.366 Petal.Length 0.872 -0.428 1.000 0.963 Petal.Width 0.818 -0.366 0.963 1.000 =================================== Cluster Analysis =================================== Clusters : 3 Cluster Sizes [1] 53 47 50 ========================================= Principal Component Analysis ========================================= Length Class Mode sdev 4 -none- numeric rotation 16 -none- numeric center 4 -none- numeric scale 4 -none- numeric x 600 -none- numeric PDF report generation will be available in AutoEDA version 1.0. Word report generation will be available in AutoEDA version 1.0. Word report generation will be available in AutoEDA version 1.0. [ FAIL 0 | WARN 0 | SKIP 0 | PASS 478 ] > > proc.time() user system elapsed 23.70 2.78 30.84