R Under development (unstable) (2024-11-20 r87352 ucrt) -- "Unsuffered Consequences" Copyright (C) 2024 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. > library(testthat) > library(ceterisParibus) Loading required package: ggplot2 Loading required package: gower > > test_check("ceterisParibus") Welcome to DALEX (version: 2.4.3). Find examples and detailed introduction at: http://ema.drwhy.ai/ Additional features will be available after installation of: ggpubr. Use 'install_dependencies()' to get all suggested dependencies randomForest 4.7-1.2 Type rfNews() to see new features/changes/bug fixes. Attaching package: 'randomForest' The following object is masked from 'package:ggplot2': margin Preparation of a new explainer is initiated -> model label : randomForest (  default  ) -> data : 9000 rows 5 cols -> target variable : 9000 values -> predict function : yhat.randomForest will be used (  default  ) -> predicted values : No value for predict function target column. (  default  ) -> model_info : package randomForest , ver. 4.7.1.2 , task regression (  default  ) -> predicted values : numerical, min = 2010.982 , mean = 3505.971 , max = 5840.604 -> residual function : difference between y and yhat (  default  ) -> residuals : numerical, min = -727.4451 , mean = 5.552194 , max = 1262.554  A new explainer has been created!  Preparation of a new explainer is initiated -> model label : lm (  default  ) -> data : 9000 rows 5 cols -> target variable : 9000 values -> predict function : yhat.lm will be used (  default  ) -> predicted values : No value for predict function target column. (  default  ) -> model_info : package stats , ver. 4.5.0 , task regression (  default  ) -> predicted values : numerical, min = 1792.597 , mean = 3506.836 , max = 6241.447 -> residual function : difference between y and yhat (  default  ) -> residuals : numerical, min = -257.2555 , mean = 4.687686 , max = 472.356  A new explainer has been created!  y_hat new_x vname x_quant quant relative_quant 1001 4255.354 1920 construction.year 0.6268889 0.00 -0.6268889 1001.1 4300.702 1921 construction.year 0.6268889 0.01 -0.6168889 1001.2 4301.926 1922 construction.year 0.6268889 0.02 -0.6068889 1001.3 4305.352 1923 construction.year 0.6268889 0.03 -0.5968889 1001.4 4305.352 1923 construction.year 0.6268889 0.04 -0.5868889 1001.5 4267.723 1924 construction.year 0.6268889 0.05 -0.5768889 label 1001 randomForest 1001.1 randomForest 1001.2 randomForest 1001.3 randomForest 1001.4 randomForest 1001.5 randomForest y_hat new_x vname x_quant quant relative_quant 1001 4255.354 1920 construction.year 0.6268889 0.00 -0.6268889 1001.1 4300.702 1921 construction.year 0.6268889 0.01 -0.6168889 1001.2 4301.926 1922 construction.year 0.6268889 0.02 -0.6068889 1001.3 4305.352 1923 construction.year 0.6268889 0.03 -0.5968889 1001.4 4305.352 1923 construction.year 0.6268889 0.04 -0.5868889 1001.5 4267.723 1924 construction.year 0.6268889 0.05 -0.5768889 label 1001 randomForest 1001.1 randomForest 1001.2 randomForest 1001.3 randomForest 1001.4 randomForest 1001.5 randomForest y_hat new_x vname quant obs_id label 1001 4768.305 20 surface 0.00 0 randomForest 1001.1 4765.291 21 surface 0.01 0 randomForest 1001.2 4761.576 23 surface 0.02 0 randomForest 1001.3 4760.838 24 surface 0.03 0 randomForest 1001.4 4760.290 26 surface 0.04 0 randomForest 1001.5 4743.734 27 surface 0.05 0 randomForest y_hat new_x vname quant obs_id label 1001 4768.305 20 surface 0.00 0 randomForest 1001.1 4765.291 21 surface 0.01 0 randomForest 1001.2 4761.576 23 surface 0.02 0 randomForest 1001.3 4760.838 24 surface 0.03 0 randomForest 1001.4 4760.290 26 surface 0.04 0 randomForest 1001.5 4743.734 27 surface 0.05 0 randomForest Top profiles : m2.price construction.year surface floor no.rooms district _yhat_ 1958 4397 1920 20 3 2 Wola 4264.677 1958.1 4397 1921 20 3 2 Wola 4291.510 1958.2 4397 1922 20 3 2 Wola 4293.457 1958.3 4397 1923 20 3 2 Wola 4298.767 1958.4 4397 1924 20 3 2 Wola 4302.630 1958.5 4397 1925 20 3 2 Wola 4287.517 _vname_ _ids_ _label_ 1958 construction.year 1958 randomForest 1958.1 construction.year 1958 randomForest 1958.2 construction.year 1958 randomForest 1958.3 construction.year 1958 randomForest 1958.4 construction.year 1958 randomForest 1958.5 construction.year 1958 randomForest Top observations: m2.price construction.year surface floor no.rooms district _yhat_ _y_ 1958 4397 2005 20 3 2 Wola 4094.383 4397 _label_ 1958 randomForest m2.price construction.year surface floor no.rooms district _yhat_ 1001 4644 1920 131 3 5 Srodmiescie 4255.354 1001.1 4644 1921 131 3 5 Srodmiescie 4300.702 1001.2 4644 1922 131 3 5 Srodmiescie 4301.926 1001.3 4644 1923 131 3 5 Srodmiescie 4305.352 1001.4 4644 1924 131 3 5 Srodmiescie 4267.723 1001.5 4644 1925 131 3 5 Srodmiescie 4264.109 _vname_ _ids_ 1001 construction.year 1001 1001.1 construction.year 1001 1001.2 construction.year 1001 1001.3 construction.year 1001 1001.4 construction.year 1001 1001.5 construction.year 1001 m2.price construction.year surface floor no.rooms district _yhat_ 1001 4644 1920 131 3 5 Srodmiescie 4255.354 1001.1 4644 1921 131 3 5 Srodmiescie 4300.702 1001.2 4644 1922 131 3 5 Srodmiescie 4301.926 1001.3 4644 1923 131 3 5 Srodmiescie 4305.352 1001.4 4644 1924 131 3 5 Srodmiescie 4267.723 1001.5 4644 1925 131 3 5 Srodmiescie 4264.109 _vname_ _ids_ 1001 construction.year 1001 1001.1 construction.year 1001 1001.2 construction.year 1001 1001.3 construction.year 1001 1001.4 construction.year 1001 1001.5 construction.year 1001 [ FAIL 0 | WARN 2 | SKIP 0 | PASS 29 ] [ FAIL 0 | WARN 2 | SKIP 0 | PASS 29 ] > > proc.time() user system elapsed 3.96 0.73 4.65