From cb4286b83e60f8b2ce202fd33e375c3ee94b3990 Mon Sep 17 00:00:00 2001 From: nspyrison Date: Sat, 26 Feb 2022 03:12:02 +0000 Subject: [PATCH] Built site for cheem: 0.2.0@86f8f49 --- articles/getting-started-with-cheem.html | 2 +- .../figure-html/unnamed-chunk-3-1.png | Bin 112153 -> 112281 bytes news/index.html | 4 +- pkgdown.yml | 2 +- reference/amesHousing2018.html | 4 +- reference/attr_df_treeshap.html | 4 +- reference/basis_attr_df.html | 20 +- reference/cheem_ls.html | 8 +- reference/chocolates.html | 4 +- reference/default_rf.html | 4 +- reference/gbm.unify.html | 34 +- reference/global_view-1.png | Bin 170552 -> 171579 bytes reference/global_view.html | 20 +- reference/is_randomForest.html | 8 +- reference/model_performance_df.html | 4 +- reference/proto_basis1d_distribution.html | 1 - reference/radial_cheem_tour.html | 1 - reference/randomForest.unify.html | 40 +- reference/ranger.unify.html | 38 +- reference/rnorm_from.html | 14 +- reference/set_reference_dataset.html | 2232 ++++++++--------- reference/treeshap.html | 38 +- reference/unify_tree_model.html | 106 +- 23 files changed, 1293 insertions(+), 1295 deletions(-) diff --git a/articles/getting-started-with-cheem.html b/articles/getting-started-with-cheem.html index fd58958..b389ea0 100644 --- a/articles/getting-started-with-cheem.html +++ b/articles/getting-started-with-cheem.html @@ -81,7 +81,7 @@

Getting started with cheem

Nicholas Spyrison

-

2022-02-25

+

2022-02-26

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z0^Okh1rq#2UHWnywCfLbdh|cJL7+q4g3tck0=-nlzOEeV0Mf2e1F#e$Cgq3VuJ zNj9aEtx9tkp0-T*rPGNr{nR2X7Rz6-q#F>;4!o*YxOfrI7&|k!;3RV770!?-10xcN z6h-&AkVHG+c|dj@9e+IxkSz$*D*i2`D_cAu7|)BL4|DIk@&NqM4hH`Bzy>2QY_&Z( zIy!n!rGCF`0_@JY_%x`qEfXh$!{OMUc$$mVJ<7ZXwV{>OKQazWN8Q%#dTfEUxPL#c zlmV=`HrE0#_O8-2FIlcjHMa2Mb)01yTWSrYRLvF{Edc(D5mzfV;pLG?T@++%@X*B* zQRh?c8k!kPakB0kfHC@E^ze@~ELK>*GEF% z%nO724G_ZH){upF!)w0u6_q7r!FR_6Bu;YdIxlLhfv2zr_I+tI3$Sa#rB%pQZ+l z#||AH`7K)@P^QDN|GUKK1IDD^$HUjs{~rSQzb)?1yZ?LnF9-h1f&X&gf6IZ5+Z#Ll XM}2Ec`&zAk=Y`!dzFn;QFyemzApp related changesInternal & utilities
  • Major rebase of cheem_ls().
  • Added linear/logistic_tform() to suggest an alpha as a function of the number of observations.
  • -
  • Reduced the size of the vignette with prerended gif images, removing the heavy html subdirectories.
  • +
  • Reduced the size of the vignette with prerended gif images to removing the heavy html subdirectories.

Sourcing treeshap

  • drat repository hosting treeshap did not work with debian and window rhub platforms.
  • -
  • Minimally ported functions and cpp source files with @author & @source. Change examples for consistency and smaller support.
  • +
  • Minimally ported functions and cpp source files with @author & @source. Changed examples for consistency and smaller code base support.
diff --git a/pkgdown.yml b/pkgdown.yml index fb99bb0..4efbc89 100644 --- a/pkgdown.yml +++ b/pkgdown.yml @@ -3,5 +3,5 @@ pkgdown: 2.0.2 pkgdown_sha: ~ articles: getting-started-with-cheem: getting-started-with-cheem.html -last_built: 2022-02-25T05:39Z +last_built: 2022-02-26T03:11Z diff --git a/reference/amesHousing2018.html b/reference/amesHousing2018.html index 1565302..f16dc22 100644 --- a/reference/amesHousing2018.html +++ b/reference/amesHousing2018.html @@ -206,8 +206,8 @@

Examples

## Visualize: global_view(this_ls) -
- +
+ ## Save for used with shiny app (expects .rds): if(FALSE) ## Don't accidentally save. saveRDS(this_ls, "./my_cheem_ls.rds") diff --git a/reference/attr_df_treeshap.html b/reference/attr_df_treeshap.html index 71d4ee8..bfb6ab9 100644 --- a/reference/attr_df_treeshap.html +++ b/reference/attr_df_treeshap.html @@ -124,8 +124,8 @@

Examples

model = rf_fit, attr_df = shap_df) global_view(this_ls) -
-
+
+ diff --git a/reference/cheem_ls.html b/reference/cheem_ls.html index 59ba16d..316e53a 100644 --- a/reference/cheem_ls.html +++ b/reference/cheem_ls.html @@ -151,8 +151,8 @@

Examples

model = rf_fit, attr_df = shap_df) global_view(this_ls) ## Preview spaces -
- +
+ ## Save for used with shiny app (expects .rds): if(FALSE){ ## Don't accidentally save. saveRDS(this_ls, "./my_cheem_ls.rds") @@ -176,8 +176,8 @@

Examples

model = rf_fit, attr_df = shap_df) global_view(this_ls) ## Preview spaces -
- +
+ ## Save for used with shiny app (expects .rds): if(FALSE){ ## Don't accidentally save. saveRDS(this_ls, "./my_cheem_ls.rds") diff --git a/reference/chocolates.html b/reference/chocolates.html index fd6937e..c5d6e78 100644 --- a/reference/chocolates.html +++ b/reference/chocolates.html @@ -128,8 +128,8 @@

Examples

## Visualize: global_view(this_ls) -
- +
+ ## Save for used with shiny app (expects .rds): if(FALSE) ## Don't accidentally save. saveRDS(this_ls, "./my_cheem_ls.rds") diff --git a/reference/default_rf.html b/reference/default_rf.html index 903aef1..765b1e0 100644 --- a/reference/default_rf.html +++ b/reference/default_rf.html @@ -122,8 +122,8 @@

Examples

model = rf_fit, attr_df = shap_df) global_view(this_ls) -
- +
+ +
+global_view_subplots(this_ls, color = "log_maha.data") +
+global_view_subplots(this_ls, color = "cor_attr_proj.y") +
+
+
+ diff --git a/reference/proto_basis1d_distribution.html b/reference/proto_basis1d_distribution.html index fa6521f..38c119c 100644 --- a/reference/proto_basis1d_distribution.html +++ b/reference/proto_basis1d_distribution.html @@ -151,7 +151,6 @@

Examples

position = "top1d", group_by = clas) + proto_basis1d(position = "bottom1d") + proto_origin() -#> Warning: ‘*’ not meaningful for factors if (FALSE) { animate_plotly(ggt) } diff --git a/reference/radial_cheem_tour.html b/reference/radial_cheem_tour.html index a096329..eb4e81a 100644 --- a/reference/radial_cheem_tour.html +++ b/reference/radial_cheem_tour.html @@ -174,7 +174,6 @@

Examples

## Radial tour with ggplot facets & animate ggt <- radial_cheem_tour(this_ls, basis = bas, manip_var = 1) -#> Warning: ‘*’ not meaningful for factors if (FALSE) { animate_plotly(ggt) if(FALSE) ## or animate with gganimate diff --git a/reference/randomForest.unify.html b/reference/randomForest.unify.html index 76f0205..21fcabb 100644 --- a/reference/randomForest.unify.html +++ b/reference/randomForest.unify.html @@ -118,28 +118,28 @@

Examples

str(shaps) #> List of 4 #> $ shaps :'data.frame': 2 obs. of 9 variables: -#> ..$ LotArea : num [1:2] 0.13948 -0.00188 -#> ..$ OverallQual: num [1:2] 0.0469 -0.0298 -#> ..$ YearBuild : num [1:2] 0.017145 0.000967 -#> ..$ LivingArea : num [1:2] 0.0914 -0.1274 -#> ..$ Bathrms : num [1:2] -0.00665 -0.01135 -#> ..$ Bedrms : num [1:2] 0.00266 -0.01113 -#> ..$ TotRms : num [1:2] 0.0126 -0.0265 -#> ..$ GarageYrBlt: num [1:2] 0.00769 -0.00806 -#> ..$ GarageArea : num [1:2] 0.03224 -0.00532 +#> ..$ LotArea : num [1:2] 0.1376 0.0014 +#> ..$ OverallQual: num [1:2] 0.0477 -0.0333 +#> ..$ YearBuild : num [1:2] 0.019841 -0.000935 +#> ..$ LivingArea : num [1:2] 0.0998 -0.1238 +#> ..$ Bathrms : num [1:2] -0.00507 -0.01224 +#> ..$ Bedrms : num [1:2] 0.00344 -0.0175 +#> ..$ TotRms : num [1:2] 0.00879 -0.02214 +#> ..$ GarageYrBlt: num [1:2] 0.00659 -0.00677 +#> ..$ GarageArea : num [1:2] 0.03339 -0.00728 #> $ interactions : NULL #> $ unified_model:List of 2 -#> ..$ model:'data.frame': 28207 obs. of 10 variables: -#> .. ..$ Tree : int [1:28207] 0 0 0 0 0 0 0 0 0 0 ... -#> .. ..$ Node : int [1:28207] 0 1 2 3 4 5 6 7 8 9 ... -#> .. ..$ Feature : chr [1:28207] "OverallQual" "LivingArea" "LivingArea" "OverallQual" ... -#> .. ..$ Decision.type: Factor w/ 2 levels "<=","<": 1 1 1 1 1 1 1 1 1 1 ... -#> .. ..$ Split : num [1:28207] 6.5 1047.5 2027.5 5.5 1957.5 ... -#> .. ..$ Yes : int [1:28207] 2 4 6 8 10 12 14 16 18 20 ... -#> .. ..$ No : int [1:28207] 3 5 7 9 11 13 15 17 19 21 ... -#> .. ..$ Missing : int [1:28207] NA NA NA NA NA NA NA NA NA NA ... -#> .. ..$ Prediction : num [1:28207] NA NA NA NA NA NA NA NA NA NA ... -#> .. ..$ Cover : int [1:28207] 338 321 17 97 224 10 7 79 18 91 ... +#> ..$ model:'data.frame': 28239 obs. of 10 variables: +#> .. ..$ Tree : int [1:28239] 0 0 0 0 0 0 0 0 0 0 ... +#> .. ..$ Node : int [1:28239] 0 1 2 3 4 5 6 7 8 9 ... +#> .. ..$ Feature : chr [1:28239] "LotArea" "OverallQual" "LivingArea" "OverallQual" ... +#> .. ..$ Decision.type: Factor w/ 2 levels "<=","<": 1 1 1 1 1 1 NA 1 1 1 ... +#> .. ..$ Split : num [1:28239] 13500 5.5 2027.5 4.5 1960.5 ... +#> .. ..$ Yes : int [1:28239] 2 4 6 8 10 12 NA 14 16 18 ... +#> .. ..$ No : int [1:28239] 3 5 7 9 11 13 NA 15 17 19 ... +#> .. ..$ Missing : int [1:28239] NA NA NA NA NA NA NA NA NA NA ... +#> .. ..$ Prediction : num [1:28239] NA NA NA NA NA ... +#> .. ..$ Cover : int [1:28239] 338 317 21 210 107 16 5 26 184 54 ... #> ..$ data :'data.frame': 338 obs. of 9 variables: #> .. ..$ LotArea : num [1:338] 31770 11622 14267 11160 8450 ... #> .. ..$ OverallQual: num [1:338] 6 5 6 7 5 4 5 5 5 5 ... diff --git a/reference/ranger.unify.html b/reference/ranger.unify.html index 1252196..2e1deb8 100644 --- a/reference/ranger.unify.html +++ b/reference/ranger.unify.html @@ -118,28 +118,28 @@

Examples

str(shaps) #> List of 4 #> $ shaps :'data.frame': 2 obs. of 9 variables: -#> ..$ LotArea : num [1:2] 0.11985 0.00323 -#> ..$ OverallQual: num [1:2] 0.0539 -0.0293 -#> ..$ YearBuild : num [1:2] 0.0103 0.0034 -#> ..$ LivingArea : num [1:2] 0.101 -0.125 -#> ..$ Bathrms : num [1:2] -0.00321 -0.00764 -#> ..$ Bedrms : num [1:2] 0.00295 -0.00481 -#> ..$ TotRms : num [1:2] 0.0152 -0.021 -#> ..$ GarageYrBlt: num [1:2] 0.0187 -0.0125 -#> ..$ GarageArea : num [1:2] 0.03634 0.00829 +#> ..$ LotArea : num [1:2] 0.15747 0.00159 +#> ..$ OverallQual: num [1:2] 0.0431 -0.0333 +#> ..$ YearBuild : num [1:2] 0.01426 0.00287 +#> ..$ LivingArea : num [1:2] 0.0864 -0.1293 +#> ..$ Bathrms : num [1:2] -0.00553 -0.00415 +#> ..$ Bedrms : num [1:2] 0.000207 -0.015459 +#> ..$ TotRms : num [1:2] 0.0125 -0.0201 +#> ..$ GarageYrBlt: num [1:2] 0.00907 -0.00551 +#> ..$ GarageArea : num [1:2] 0.02622 -0.00248 #> $ interactions : NULL #> $ unified_model:List of 2 -#> ..$ model:'data.frame': 5615 obs. of 10 variables: -#> .. ..$ Tree : int [1:5615] 0 0 0 0 0 0 0 0 0 0 ... -#> .. ..$ Node : int [1:5615] 0 1 2 3 4 5 6 7 8 9 ... -#> .. ..$ Feature : chr [1:5615] "TotRms" "OverallQual" "OverallQual" "LivingArea" ... +#> ..$ model:'data.frame': 5641 obs. of 10 variables: +#> .. ..$ Tree : int [1:5641] 0 0 0 0 0 0 0 0 0 0 ... +#> .. ..$ Node : int [1:5641] 0 1 2 3 4 5 6 7 8 9 ... +#> .. ..$ Feature : chr [1:5641] "LivingArea" "LotArea" "Bathrms" "LivingArea" ... #> .. ..$ Decision.type: Factor w/ 2 levels "<=","<": 1 1 1 1 1 1 1 1 1 1 ... -#> .. ..$ Split : num [1:5615] 7.5 5.5 6.5 1042 1335 ... -#> .. ..$ Yes : int [1:5615] 2 4 6 8 10 12 14 16 18 20 ... -#> .. ..$ No : int [1:5615] 3 5 7 9 11 13 15 17 19 21 ... -#> .. ..$ Missing : logi [1:5615] NA NA NA NA NA NA ... -#> .. ..$ Prediction : num [1:5615] NA NA NA NA NA NA NA NA NA NA ... -#> .. ..$ Cover : int [1:5615] 338 303 35 199 104 27 8 77 122 55 ... +#> .. ..$ Split : num [1:5641] 1233 7926.5 2.5 1104 4.5 ... +#> .. ..$ Yes : int [1:5641] 2 4 6 8 10 12 14 16 18 20 ... +#> .. ..$ No : int [1:5641] 3 5 7 9 11 13 15 17 19 21 ... +#> .. ..$ Missing : logi [1:5641] NA NA NA NA NA NA ... +#> .. ..$ Prediction : num [1:5641] NA NA NA NA NA NA NA NA NA NA ... +#> .. ..$ Cover : int [1:5641] 338 182 156 48 134 140 16 40 8 15 ... #> ..$ data :'data.frame': 338 obs. of 9 variables: #> .. ..$ LotArea : num [1:338] 31770 11622 14267 11160 8450 ... #> .. ..$ OverallQual: num [1:338] 6 5 6 7 5 4 5 5 5 5 ... diff --git a/reference/rnorm_from.html b/reference/rnorm_from.html index 2ad94fe..a04092d 100644 --- a/reference/rnorm_from.html +++ b/reference/rnorm_from.html @@ -118,13 +118,13 @@

Examples

## Draw 3 new observations in the shape of 6 cylinder vehicles, with reduced variance. rnorm_from(data = sub, n_obs = 3, var_coeff = .5) #> mpg cyl disp hp drat wt qsec vs -#> 1 19.36658 5.999999 176.1059 105.0767 3.857663 3.387182 19.01484 1.229717 -#> 2 18.20174 5.999998 156.0721 117.7030 3.880541 3.570338 18.51808 1.395844 -#> 3 19.24050 6.000000 164.8807 111.5797 4.159577 3.305297 18.30316 1.035556 -#> am gear carb -#> 1 -0.22971863 3.743138 3.343731 -#> 2 -0.39584476 4.282298 4.529991 -#> 3 -0.03555571 4.068318 4.284182 +#> 1 19.49743 6.000000 169.1852 109.6546 3.431226 3.332831 18.71017 1.257129 +#> 2 19.06682 6.000000 166.1039 111.2435 3.869315 3.394596 18.59990 1.214374 +#> 3 19.80068 5.999999 166.3579 111.2189 3.425849 3.220085 18.36681 1.120690 +#> am gear carb +#> 1 -0.2571293 3.938385 3.548547 +#> 2 -0.2143751 4.021613 3.980673 +#> 3 -0.1206897 4.029722 3.784153 diff --git a/reference/set_reference_dataset.html b/reference/set_reference_dataset.html index 916d7e7..9b9de84 100644 --- a/reference/set_reference_dataset.html +++ b/reference/set_reference_dataset.html @@ -115,714 +115,714 @@

Examples

unified <- gbm.unify(gbm_model, X) set_reference_dataset(unified, X[50:100, ]) #> Tree Node Feature Decision.type Split Yes No Missing Prediction -#> 1 0 0 LivingArea <= 1848.5 2 12 13 NA -#> 2 0 1 LivingArea <= 1228.0 3 7 11 NA -#> 3 0 2 LivingArea <= 949.5 4 5 6 NA -#> 4 0 3 <NA> <NA> NA NA NA NA 0.2194934 -#> 5 0 4 <NA> <NA> NA NA NA NA 0.2323807 -#> 6 0 5 <NA> <NA> NA NA NA NA 0.2292305 -#> 7 0 6 GarageArea <= 304.5 8 9 10 NA -#> 8 0 7 <NA> <NA> NA NA NA NA 0.2324104 -#> 9 0 8 <NA> <NA> NA NA NA NA 0.2459420 -#> 10 0 9 <NA> <NA> NA NA NA NA 0.2431964 -#> 11 0 10 <NA> <NA> NA NA NA NA 0.2352912 -#> 12 0 11 <NA> <NA> NA NA NA NA 0.2750378 -#> 13 0 12 <NA> <NA> NA NA NA NA 0.2376431 -#> 14 1 0 LivingArea <= 1239.0 15 19 26 NA -#> 15 1 1 OverallQual <= 5.5 16 17 18 NA -#> 16 1 2 <NA> <NA> NA NA NA NA 0.2244926 -#> 17 1 3 <NA> <NA> NA NA NA NA 0.2358879 -#> 18 1 4 <NA> <NA> NA NA NA NA 0.2269698 -#> 19 1 5 LotArea <= 12599.0 20 24 25 NA -#> 20 1 6 GarageYrBlt <= 1960.5 21 22 23 NA -#> 21 1 7 <NA> <NA> NA NA NA NA 0.2391363 -#> 22 1 8 <NA> <NA> NA NA NA NA 0.2514061 -#> 23 1 9 <NA> <NA> NA NA NA NA 0.2451796 -#> 24 1 10 <NA> <NA> NA NA NA NA 0.2703312 -#> 25 1 11 <NA> <NA> NA NA NA NA 0.2484461 -#> 26 1 12 <NA> <NA> NA NA NA NA 0.2367548 -#> 27 2 0 OverallQual <= 5.5 28 35 39 NA -#> 28 2 1 LivingArea <= 1044.5 29 33 34 NA -#> 29 2 2 OverallQual <= 4.5 30 31 32 NA -#> 30 2 3 <NA> <NA> NA NA NA NA 0.2051021 -#> 31 2 4 <NA> <NA> NA NA NA NA 0.2257203 -#> 32 2 5 <NA> <NA> NA NA NA NA 0.2212381 -#> 33 2 6 <NA> <NA> NA NA NA NA 0.2349764 -#> 34 2 7 <NA> <NA> NA NA NA NA 0.2295284 -#> 35 2 8 YearBuild <= 1965.5 36 37 38 NA -#> 36 2 9 <NA> <NA> NA NA NA NA 0.2439150 -#> 37 2 10 <NA> <NA> NA NA NA NA 0.2692439 -#> 38 2 11 <NA> <NA> NA NA NA NA 0.2491719 -#> 39 2 12 <NA> <NA> NA NA NA NA 0.2356888 -#> 40 3 0 LivingArea <= 1235.0 41 45 52 NA -#> 41 3 1 LotArea <= 7926.5 42 43 44 NA -#> 42 3 2 <NA> <NA> NA NA NA NA 0.2206347 -#> 43 3 3 <NA> <NA> NA NA NA NA 0.2330090 -#> 44 3 4 <NA> <NA> NA NA NA NA 0.2291160 -#> 45 3 5 OverallQual <= 5.5 46 47 51 NA -#> 46 3 6 <NA> <NA> NA NA NA NA 0.2382349 -#> 47 3 7 GarageArea <= 485.0 48 49 50 NA -#> 48 3 8 <NA> <NA> NA NA NA NA 0.2446893 -#> 49 3 9 <NA> <NA> NA NA NA NA 0.2594017 -#> 50 3 10 <NA> <NA> NA NA NA NA 0.2507080 -#> 51 3 11 <NA> <NA> NA NA NA NA 0.2450951 -#> 52 3 12 <NA> <NA> NA NA NA NA 0.2366801 -#> 53 4 0 LivingArea <= 1877.0 54 64 65 NA -#> 54 4 1 LivingArea <= 1051.5 55 56 63 NA -#> 55 4 2 <NA> <NA> NA NA NA NA 0.2278249 +#> 1 0 0 LivingArea <= 1147.5 2 6 13 NA +#> 2 0 1 LotArea <= 7418.0 3 4 5 NA +#> 3 0 2 <NA> <NA> NA NA NA NA 0.2131573 +#> 4 0 3 <NA> <NA> NA NA NA NA 0.2303542 +#> 5 0 4 <NA> <NA> NA NA NA NA 0.2271298 +#> 6 0 5 LotArea <= 13580.0 7 11 12 NA +#> 7 0 6 OverallQual <= 5.5 8 9 10 NA +#> 8 0 7 <NA> <NA> NA NA NA NA 0.2373463 +#> 9 0 8 <NA> <NA> NA NA NA NA 0.2487393 +#> 10 0 9 <NA> <NA> NA NA NA NA 0.2431149 +#> 11 0 10 <NA> <NA> NA NA NA NA 0.2760042 +#> 12 0 11 <NA> <NA> NA NA NA NA 0.2468103 +#> 13 0 12 <NA> <NA> NA NA NA NA 0.2374941 +#> 14 1 0 LivingArea <= 1981.5 15 25 26 NA +#> 15 1 1 LivingArea <= 938.5 16 17 24 NA +#> 16 1 2 <NA> <NA> NA NA NA NA 0.2202258 +#> 17 1 3 YearBuild <= 1958.5 18 19 23 NA +#> 18 1 4 <NA> <NA> NA NA NA NA 0.2342154 +#> 19 1 5 LivingArea <= 1157.5 20 21 22 NA +#> 20 1 6 <NA> <NA> NA NA NA NA 0.2369533 +#> 21 1 7 <NA> <NA> NA NA NA NA 0.2489067 +#> 22 1 8 <NA> <NA> NA NA NA NA 0.2442681 +#> 23 1 9 <NA> <NA> NA NA NA NA 0.2393568 +#> 24 1 10 <NA> <NA> NA NA NA NA 0.2361886 +#> 25 1 11 <NA> <NA> NA NA NA NA 0.2782853 +#> 26 1 12 <NA> <NA> NA NA NA NA 0.2391777 +#> 27 2 0 LivingArea <= 1256.5 28 35 39 NA +#> 28 2 1 LivingArea <= 926.5 29 30 34 NA +#> 29 2 2 <NA> <NA> NA NA NA NA 0.2199154 +#> 30 2 3 GarageYrBlt <= 1955.5 31 32 33 NA +#> 31 2 4 <NA> <NA> NA NA NA NA 0.2238103 +#> 32 2 5 <NA> <NA> NA NA NA NA 0.2362293 +#> 33 2 6 <NA> <NA> NA NA NA NA 0.2330449 +#> 34 2 7 <NA> <NA> NA NA NA NA 0.2302599 +#> 35 2 8 LivingArea <= 1848.5 36 37 38 NA +#> 36 2 9 <NA> <NA> NA NA NA NA 0.2446260 +#> 37 2 10 <NA> <NA> NA NA NA NA 0.2642006 +#> 38 2 11 <NA> <NA> NA NA NA NA 0.2488206 +#> 39 2 12 <NA> <NA> NA NA NA NA 0.2379477 +#> 40 3 0 LivingArea <= 1047.5 41 45 52 NA +#> 41 3 1 OverallQual <= 4.5 42 43 44 NA +#> 42 3 2 <NA> <NA> NA NA NA NA 0.2114593 +#> 43 3 3 <NA> <NA> NA NA NA NA 0.2267574 +#> 44 3 4 <NA> <NA> NA NA NA NA 0.2231579 +#> 45 3 5 LivingArea <= 1771.5 46 50 51 NA +#> 46 3 6 GarageArea <= 358.0 47 48 49 NA +#> 47 3 7 <NA> <NA> NA NA NA NA 0.2342992 +#> 48 3 8 <NA> <NA> NA NA NA NA 0.2441889 +#> 49 3 9 <NA> <NA> NA NA NA NA 0.2400837 +#> 50 3 10 <NA> <NA> NA NA NA NA 0.2655915 +#> 51 3 11 <NA> <NA> NA NA NA NA 0.2426777 +#> 52 3 12 <NA> <NA> NA NA NA NA 0.2367871 +#> 53 4 0 LivingArea <= 1954.0 54 64 65 NA +#> 54 4 1 LivingArea <= 1046.5 55 56 63 NA +#> 55 4 2 <NA> <NA> NA NA NA NA 0.2253483 #> 56 4 3 YearBuild <= 1956.5 57 58 62 NA -#> 57 4 4 <NA> <NA> NA NA NA NA 0.2314474 +#> 57 4 4 <NA> <NA> NA NA NA NA 0.2318017 #> 58 4 5 OverallQual <= 5.5 59 60 61 NA -#> 59 4 6 <NA> <NA> NA NA NA NA 0.2384590 -#> 60 4 7 <NA> <NA> NA NA NA NA 0.2478186 -#> 61 4 8 <NA> <NA> NA NA NA NA 0.2424703 -#> 62 4 9 <NA> <NA> NA NA NA NA 0.2389586 -#> 63 4 10 <NA> <NA> NA NA NA NA 0.2358383 -#> 64 4 11 <NA> <NA> NA NA NA NA 0.2701312 -#> 65 4 12 <NA> <NA> NA NA NA NA 0.2382733 -#> 66 5 0 LivingArea <= 1877.0 67 77 78 NA -#> 67 5 1 LivingArea <= 1049.0 68 69 76 NA -#> 68 5 2 <NA> <NA> NA NA NA NA 0.2272348 -#> 69 5 3 YearBuild <= 1956.5 70 71 75 NA -#> 70 5 4 <NA> <NA> NA NA NA NA 0.2332809 -#> 71 5 5 LotArea <= 9010.0 72 73 74 NA -#> 72 5 6 <NA> <NA> NA NA NA NA 0.2368151 -#> 73 5 7 <NA> <NA> NA NA NA NA 0.2448914 -#> 74 5 8 <NA> <NA> NA NA NA NA 0.2419637 -#> 75 5 9 <NA> <NA> NA NA NA NA 0.2395388 -#> 76 5 10 <NA> <NA> NA NA NA NA 0.2359896 -#> 77 5 11 <NA> <NA> NA NA NA NA 0.2644499 -#> 78 5 12 <NA> <NA> NA NA NA NA 0.2381788 -#> 79 6 0 OverallQual <= 5.5 80 84 91 NA -#> 80 6 1 OverallQual <= 4.5 81 82 83 NA -#> 81 6 2 <NA> <NA> NA NA NA NA 0.2193860 -#> 82 6 3 <NA> <NA> NA NA NA NA 0.2340575 -#> 83 6 4 <NA> <NA> NA NA NA NA 0.2324570 -#> 84 6 5 LivingArea <= 1848.5 85 89 90 NA -#> 85 6 6 YearBuild <= 1951.5 86 87 88 NA -#> 86 6 7 <NA> <NA> NA NA NA NA 0.2276715 -#> 87 6 8 <NA> <NA> NA NA NA NA 0.2457106 -#> 88 6 9 <NA> <NA> NA NA NA NA 0.2420291 -#> 89 6 10 <NA> <NA> NA NA NA NA 0.2644696 -#> 90 6 11 <NA> <NA> NA NA NA NA 0.2458326 -#> 91 6 12 <NA> <NA> NA NA NA NA 0.2371266 -#> 92 7 0 LivingArea <= 1145.5 93 94 104 NA -#> 93 7 1 <NA> <NA> NA NA NA NA 0.2291589 -#> 94 7 2 OverallQual <= 5.5 95 96 103 NA -#> 95 7 3 <NA> <NA> NA NA NA NA 0.2396155 -#> 96 7 4 LivingArea <= 1476.0 97 98 102 NA -#> 97 7 5 <NA> <NA> NA NA NA NA 0.2416501 -#> 98 7 6 LotArea <= 10871.0 99 100 101 NA -#> 99 7 7 <NA> <NA> NA NA NA NA 0.2463557 -#> 100 7 8 <NA> <NA> NA NA NA NA 0.2592927 -#> 101 7 9 <NA> <NA> NA NA NA NA 0.2520480 -#> 102 7 10 <NA> <NA> NA NA NA NA 0.2471809 -#> 103 7 11 <NA> <NA> NA NA NA NA 0.2434804 -#> 104 7 12 <NA> <NA> NA NA NA NA 0.2369552 -#> 105 8 0 Bathrms <= 1.5 106 113 117 NA -#> 106 8 1 LotArea <= 7257.5 107 108 112 NA -#> 107 8 2 <NA> <NA> NA NA NA NA 0.2240122 -#> 108 8 3 LotArea <= 10631.0 109 110 111 NA -#> 109 8 4 <NA> <NA> NA NA NA NA 0.2357373 -#> 110 8 5 <NA> <NA> NA NA NA NA 0.2256989 -#> 111 8 6 <NA> <NA> NA NA NA NA 0.2343491 -#> 112 8 7 <NA> <NA> NA NA NA NA 0.2333551 -#> 113 8 8 YearBuild <= 1958.5 114 115 116 NA -#> 114 8 9 <NA> <NA> NA NA NA NA 0.2317023 -#> 115 8 10 <NA> <NA> NA NA NA NA 0.2457886 -#> 116 8 11 <NA> <NA> NA NA NA NA 0.2416710 -#> 117 8 12 <NA> <NA> NA NA NA NA 0.2365536 -#> 118 9 0 LivingArea <= 1063.0 119 120 130 NA -#> 119 9 1 <NA> <NA> NA NA NA NA 0.2314086 -#> 120 9 2 LotArea <= 8137.5 121 122 129 NA -#> 121 9 3 <NA> <NA> NA NA NA NA 0.2328537 -#> 122 9 4 GarageArea <= 392.0 123 127 128 NA -#> 123 9 5 Bathrms <= 1.5 124 125 126 NA -#> 124 9 6 <NA> <NA> NA NA NA NA 0.2423889 -#> 125 9 7 <NA> <NA> NA NA NA NA 0.2323570 -#> 126 9 8 <NA> <NA> NA NA NA NA 0.2390450 -#> 127 9 9 <NA> <NA> NA NA NA NA 0.2463769 -#> 128 9 10 <NA> <NA> NA NA NA NA 0.2439054 -#> 129 9 11 <NA> <NA> NA NA NA NA 0.2416359 -#> 130 9 12 <NA> <NA> NA NA NA NA 0.2381864 -#> 131 10 0 LivingArea <= 1343.5 132 139 143 NA -#> 132 10 1 LotArea <= 7257.5 133 134 138 NA -#> 133 10 2 <NA> <NA> NA NA NA NA 0.2243415 -#> 134 10 3 GarageYrBlt <= 1962.5 135 136 137 NA -#> 135 10 4 <NA> <NA> NA NA NA NA 0.2319873 -#> 136 10 5 <NA> <NA> NA NA NA NA 0.2381554 -#> 137 10 6 <NA> <NA> NA NA NA NA 0.2342852 -#> 138 10 7 <NA> <NA> NA NA NA NA 0.2332385 -#> 139 10 8 LotArea <= 11116.0 140 141 142 NA -#> 140 10 9 <NA> <NA> NA NA NA NA 0.2429446 -#> 141 10 10 <NA> <NA> NA NA NA NA 0.2554999 -#> 142 10 11 <NA> <NA> NA NA NA NA 0.2463688 -#> 143 10 12 <NA> <NA> NA NA NA NA 0.2375117 -#> 144 11 0 OverallQual <= 6.5 145 155 156 NA -#> 145 11 1 OverallQual <= 4.5 146 147 154 NA -#> 146 11 2 <NA> <NA> NA NA NA NA 0.2215665 -#> 147 11 3 YearBuild <= 1953.5 148 149 153 NA -#> 148 11 4 <NA> <NA> NA NA NA NA 0.2306173 -#> 149 11 5 LivingArea <= 1403.0 150 151 152 NA -#> 150 11 6 <NA> <NA> NA NA NA NA 0.2368309 -#> 151 11 7 <NA> <NA> NA NA NA NA 0.2441527 -#> 152 11 8 <NA> <NA> NA NA NA NA 0.2386958 -#> 153 11 9 <NA> <NA> NA NA NA NA 0.2364825 -#> 154 11 10 <NA> <NA> NA NA NA NA 0.2352630 -#> 155 11 11 <NA> <NA> NA NA NA NA 0.2578286 -#> 156 11 12 <NA> <NA> NA NA NA NA 0.2365982 -#> 157 12 0 LotArea <= 13580.0 158 168 169 NA -#> 158 12 1 OverallQual <= 5.5 159 166 167 NA -#> 159 12 2 YearBuild <= 1950.5 160 161 165 NA -#> 160 12 3 <NA> <NA> NA NA NA NA 0.2252563 -#> 161 12 4 LivingArea <= 926.5 162 163 164 NA -#> 162 12 5 <NA> <NA> NA NA NA NA 0.2294572 -#> 163 12 6 <NA> <NA> NA NA NA NA 0.2360678 -#> 164 12 7 <NA> <NA> NA NA NA NA 0.2343800 -#> 165 12 8 <NA> <NA> NA NA NA NA 0.2333471 -#> 166 12 9 <NA> <NA> NA NA NA NA 0.2399528 -#> 167 12 10 <NA> <NA> NA NA NA NA 0.2355211 -#> 168 12 11 <NA> <NA> NA NA NA NA 0.2549561 -#> 169 12 12 <NA> <NA> NA NA NA NA 0.2367861 -#> 170 13 0 OverallQual <= 6.5 171 181 182 NA -#> 171 13 1 YearBuild <= 1951.5 172 173 180 NA -#> 172 13 2 <NA> <NA> NA NA NA NA 0.2277573 -#> 173 13 3 Bedrms <= 3.5 174 178 179 NA -#> 174 13 4 LivingArea <= 1389.5 175 176 177 NA -#> 175 13 5 <NA> <NA> NA NA NA NA 0.2374387 -#> 176 13 6 <NA> <NA> NA NA NA NA 0.2480299 -#> 177 13 7 <NA> <NA> NA NA NA NA 0.2392469 -#> 178 13 8 <NA> <NA> NA NA NA NA 0.2295156 -#> 179 13 9 <NA> <NA> NA NA NA NA 0.2381268 -#> 180 13 10 <NA> <NA> NA NA NA NA 0.2368798 -#> 181 13 11 <NA> <NA> NA NA NA NA 0.2580107 -#> 182 13 12 <NA> <NA> NA NA NA NA 0.2382552 -#> 183 14 0 LotArea <= 8730.0 184 191 195 NA -#> 184 14 1 LivingArea <= 1049.0 185 189 190 NA -#> 185 14 2 LotArea <= 7852.5 186 187 188 NA -#> 186 14 3 <NA> <NA> NA NA NA NA 0.2216525 -#> 187 14 4 <NA> <NA> NA NA NA NA 0.2326577 -#> 188 14 5 <NA> <NA> NA NA NA NA 0.2266548 -#> 189 14 6 <NA> <NA> NA NA NA NA 0.2358839 -#> 190 14 7 <NA> <NA> NA NA NA NA 0.2317119 -#> 191 14 8 LivingArea <= 1638.0 192 193 194 NA -#> 192 14 9 <NA> <NA> NA NA NA NA 0.2382010 -#> 193 14 10 <NA> <NA> NA NA NA NA 0.2480542 -#> 194 14 11 <NA> <NA> NA NA NA NA 0.2404590 -#> 195 14 12 <NA> <NA> NA NA NA NA 0.2366807 -#> 196 15 0 LivingArea <= 1987.0 197 207 208 NA -#> 197 15 1 YearBuild <= 1949.5 198 199 206 NA -#> 198 15 2 <NA> <NA> NA NA NA NA 0.2243183 -#> 199 15 3 TotRms <= 5.5 200 204 205 NA -#> 200 15 4 YearBuild <= 1952.5 201 202 203 NA -#> 201 15 5 <NA> <NA> NA NA NA NA 0.2392958 -#> 202 15 6 <NA> <NA> NA NA NA NA 0.2302047 -#> 203 15 7 <NA> <NA> NA NA NA NA 0.2320915 -#> 204 15 8 <NA> <NA> NA NA NA NA 0.2376232 -#> 205 15 9 <NA> <NA> NA NA NA NA 0.2356288 -#> 206 15 10 <NA> <NA> NA NA NA NA 0.2349084 -#> 207 15 11 <NA> <NA> NA NA NA NA 0.2512967 -#> 208 15 12 <NA> <NA> NA NA NA NA 0.2360721 -#> 209 16 0 LivingArea <= 1842.5 210 220 221 NA -#> 210 16 1 GarageYrBlt <= 1950.5 211 212 219 NA -#> 211 16 2 <NA> <NA> NA NA NA NA 0.2266354 -#> 212 16 3 LivingArea <= 970.0 213 214 218 NA -#> 213 16 4 <NA> <NA> NA NA NA NA 0.2319646 -#> 214 16 5 OverallQual <= 5.5 215 216 217 NA -#> 215 16 6 <NA> <NA> NA NA NA NA 0.2364982 -#> 216 16 7 <NA> <NA> NA NA NA NA 0.2409758 -#> 217 16 8 <NA> <NA> NA NA NA NA 0.2384002 -#> 218 16 9 <NA> <NA> NA NA NA NA 0.2368783 -#> 219 16 10 <NA> <NA> NA NA NA NA 0.2361696 -#> 220 16 11 <NA> <NA> NA NA NA NA 0.2518321 -#> 221 16 12 <NA> <NA> NA NA NA NA 0.2370964 -#> 222 17 0 LotArea <= 7257.5 223 227 234 NA -#> 223 17 1 GarageArea <= 324.0 224 225 226 NA -#> 224 17 2 <NA> <NA> NA NA NA NA 0.2329029 -#> 225 17 3 <NA> <NA> NA NA NA NA 0.2226822 -#> 226 17 4 <NA> <NA> NA NA NA NA 0.2275492 -#> 227 17 5 GarageYrBlt <= 1961.5 228 232 233 NA -#> 228 17 6 LivingArea <= 1565.0 229 230 231 NA -#> 229 17 7 <NA> <NA> NA NA NA NA 0.2339461 -#> 230 17 8 <NA> <NA> NA NA NA NA 0.2424249 -#> 231 17 9 <NA> <NA> NA NA NA NA 0.2354679 -#> 232 17 10 <NA> <NA> NA NA NA NA 0.2413821 -#> 233 17 11 <NA> <NA> NA NA NA NA 0.2382652 -#> 234 17 12 <NA> <NA> NA NA NA NA 0.2369336 -#> 235 18 0 LivingArea <= 1393.5 236 240 247 NA -#> 236 18 1 LivingArea <= 898.0 237 238 239 NA -#> 237 18 2 <NA> <NA> NA NA NA NA 0.2290007 -#> 238 18 3 <NA> <NA> NA NA NA NA 0.2366738 -#> 239 18 4 <NA> <NA> NA NA NA NA 0.2357456 -#> 240 18 5 LotArea <= 11624.5 241 245 246 NA -#> 241 18 6 Bedrms <= 3.5 242 243 244 NA -#> 242 18 7 <NA> <NA> NA NA NA NA 0.2458551 -#> 243 18 8 <NA> <NA> NA NA NA NA 0.2334586 -#> 244 18 9 <NA> <NA> NA NA NA NA 0.2408965 -#> 245 18 10 <NA> <NA> NA NA NA NA 0.2544739 -#> 246 18 11 <NA> <NA> NA NA NA NA 0.2439137 -#> 247 18 12 <NA> <NA> NA NA NA NA 0.2379206 -#> 248 19 0 YearBuild <= 1958.5 249 256 260 NA -#> 249 19 1 OverallQual <= 4.5 250 251 255 NA -#> 250 19 2 <NA> <NA> NA NA NA NA 0.2250635 -#> 251 19 3 YearBuild <= 1948.5 252 253 254 NA -#> 252 19 4 <NA> <NA> NA NA NA NA 0.2278251 -#> 253 19 5 <NA> <NA> NA NA NA NA 0.2341856 -#> 254 19 6 <NA> <NA> NA NA NA NA 0.2333596 -#> 255 19 7 <NA> <NA> NA NA NA NA 0.2324060 -#> 256 19 8 LivingArea <= 1393.5 257 258 259 NA -#> 257 19 9 <NA> <NA> NA NA NA NA 0.2382095 -#> 258 19 10 <NA> <NA> NA NA NA NA 0.2421311 -#> 259 19 11 <NA> <NA> NA NA NA NA 0.2396920 -#> 260 19 12 <NA> <NA> NA NA NA NA 0.2359412 -#> 261 20 0 LotArea <= 9110.0 262 269 273 NA -#> 262 20 1 GarageYrBlt <= 1961.5 263 267 268 NA -#> 263 20 2 GarageArea <= 367.0 264 265 266 NA -#> 264 20 3 <NA> <NA> NA NA NA NA 0.2332772 -#> 265 20 4 <NA> <NA> NA NA NA NA 0.2219765 -#> 266 20 5 <NA> <NA> NA NA NA NA 0.2298607 -#> 267 20 6 <NA> <NA> NA NA NA NA 0.2377387 -#> 268 20 7 <NA> <NA> NA NA NA NA 0.2335043 -#> 269 20 8 GarageArea <= 293.0 270 271 272 NA -#> 270 20 9 <NA> <NA> NA NA NA NA 0.2341758 -#> 271 20 10 <NA> <NA> NA NA NA NA 0.2413082 -#> 272 20 11 <NA> <NA> NA NA NA NA 0.2398657 -#> 273 20 12 <NA> <NA> NA NA NA NA 0.2368544 -#> 274 21 0 LotArea <= 13710.0 275 285 286 NA -#> 275 21 1 Bedrms <= 3.5 276 283 284 NA -#> 276 21 2 OverallQual <= 4.5 277 278 282 NA -#> 277 21 3 <NA> <NA> NA NA NA NA 0.2294417 -#> 278 21 4 GarageArea <= 431.0 279 280 281 NA -#> 279 21 5 <NA> <NA> NA NA NA NA 0.2351355 -#> 280 21 6 <NA> <NA> NA NA NA NA 0.2409834 -#> 281 21 7 <NA> <NA> NA NA NA NA 0.2374561 -#> 282 21 8 <NA> <NA> NA NA NA NA 0.2366546 -#> 283 21 9 <NA> <NA> NA NA NA NA 0.2308469 -#> 284 21 10 <NA> <NA> NA NA NA NA 0.2359606 -#> 285 21 11 <NA> <NA> NA NA NA NA 0.2476829 -#> 286 21 12 <NA> <NA> NA NA NA NA 0.2366543 -#> 287 22 0 LotArea <= 13710.0 288 298 299 NA -#> 288 22 1 OverallQual <= 4.5 289 290 297 NA -#> 289 22 2 <NA> <NA> NA NA NA NA 0.2259857 -#> 290 22 3 GarageYrBlt <= 1953.5 291 295 296 NA -#> 291 22 4 LotArea <= 9566.5 292 293 294 NA -#> 292 22 5 <NA> <NA> NA NA NA NA 0.2256002 -#> 293 22 6 <NA> <NA> NA NA NA NA 0.2357268 -#> 294 22 7 <NA> <NA> NA NA NA NA 0.2306635 -#> 295 22 8 <NA> <NA> NA NA NA NA 0.2374975 -#> 296 22 9 <NA> <NA> NA NA NA NA 0.2365614 -#> 297 22 10 <NA> <NA> NA NA NA NA 0.2357581 -#> 298 22 11 <NA> <NA> NA NA NA NA 0.2553107 -#> 299 22 12 <NA> <NA> NA NA NA NA 0.2370308 -#> 300 23 0 OverallQual <= 5.5 301 305 312 NA -#> 301 23 1 TotRms <= 6.5 302 303 304 NA -#> 302 23 2 <NA> <NA> NA NA NA NA 0.2375273 -#> 303 23 3 <NA> <NA> NA NA NA NA 0.2278344 -#> 304 23 4 <NA> <NA> NA NA NA NA 0.2356633 -#> 305 23 5 TotRms <= 5.5 306 307 311 NA -#> 306 23 6 <NA> <NA> NA NA NA NA 0.2338639 -#> 307 23 7 LotArea <= 12280.0 308 309 310 NA -#> 308 23 8 <NA> <NA> NA NA NA NA 0.2406783 -#> 309 23 9 <NA> <NA> NA NA NA NA 0.2495619 -#> 310 23 10 <NA> <NA> NA NA NA NA 0.2424550 -#> 311 23 11 <NA> <NA> NA NA NA NA 0.2404725 -#> 312 23 12 <NA> <NA> NA NA NA NA 0.2375130 -#> 313 24 0 YearBuild <= 1958.5 314 321 325 NA -#> 314 24 1 YearBuild <= 1949.5 315 316 320 NA -#> 315 24 2 <NA> <NA> NA NA NA NA 0.2283694 -#> 316 24 3 TotRms <= 6.5 317 318 319 NA -#> 317 24 4 <NA> <NA> NA NA NA NA 0.2375069 -#> 318 24 5 <NA> <NA> NA NA NA NA 0.2311537 -#> 319 24 6 <NA> <NA> NA NA NA NA 0.2365085 -#> 320 24 7 <NA> <NA> NA NA NA NA 0.2354032 -#> 321 24 8 LotArea <= 11116.0 322 323 324 NA -#> 322 24 9 <NA> <NA> NA NA NA NA 0.2397035 -#> 323 24 10 <NA> <NA> NA NA NA NA 0.2470998 -#> 324 24 11 <NA> <NA> NA NA NA NA 0.2409643 -#> 325 24 12 <NA> <NA> NA NA NA NA 0.2382989 -#> 326 25 0 OverallQual <= 4.5 327 328 338 NA -#> 327 25 1 <NA> <NA> NA NA NA NA 0.2281208 -#> 328 25 2 LotArea <= 7851.5 329 330 337 NA -#> 329 25 3 <NA> <NA> NA NA NA NA 0.2326576 -#> 330 25 4 TotRms <= 6.5 331 332 336 NA -#> 331 25 5 <NA> <NA> NA NA NA NA 0.2391673 -#> 332 25 6 OverallQual <= 5.5 333 334 335 NA -#> 333 25 7 <NA> <NA> NA NA NA NA 0.2280920 -#> 334 25 8 <NA> <NA> NA NA NA NA 0.2420361 -#> 335 25 9 <NA> <NA> NA NA NA NA 0.2337729 -#> 336 25 10 <NA> <NA> NA NA NA NA 0.2380021 -#> 337 25 11 <NA> <NA> NA NA NA NA 0.2369677 -#> 338 25 12 <NA> <NA> NA NA NA NA 0.2362348 -#> 339 26 0 LotArea <= 9217.0 340 347 351 NA -#> 340 26 1 GarageArea <= 487.0 341 345 346 NA -#> 341 26 2 LotArea <= 8297.0 342 343 344 NA -#> 342 26 3 <NA> <NA> NA NA NA NA 0.2357908 -#> 343 26 4 <NA> <NA> NA NA NA NA 0.2286888 -#> 344 26 5 <NA> <NA> NA NA NA NA 0.2333158 -#> 345 26 6 <NA> <NA> NA NA NA NA 0.2393606 -#> 346 26 7 <NA> <NA> NA NA NA NA 0.2347216 -#> 347 26 8 LivingArea <= 1722.0 348 349 350 NA -#> 348 26 9 <NA> <NA> NA NA NA NA 0.2401472 -#> 349 26 10 <NA> <NA> NA NA NA NA 0.2304242 -#> 350 26 11 <NA> <NA> NA NA NA NA 0.2389758 -#> 351 26 12 <NA> <NA> NA NA NA NA 0.2368109 -#> 352 27 0 LivingArea <= 2095.0 353 363 364 NA -#> 353 27 1 OverallQual <= 4.5 354 355 362 NA -#> 354 27 2 <NA> <NA> NA NA NA NA 0.2287958 -#> 355 27 3 LivingArea <= 1731.0 356 360 361 NA -#> 356 27 4 Bathrms <= 1.5 357 358 359 NA -#> 357 27 5 <NA> <NA> NA NA NA NA 0.2360694 -#> 358 27 6 <NA> <NA> NA NA NA NA 0.2400793 -#> 359 27 7 <NA> <NA> NA NA NA NA 0.2373453 -#> 360 27 8 <NA> <NA> NA NA NA NA 0.2307324 -#> 361 27 9 <NA> <NA> NA NA NA NA 0.2367942 -#> 362 27 10 <NA> <NA> NA NA NA NA 0.2360855 -#> 363 27 11 <NA> <NA> NA NA NA NA 0.2486930 -#> 364 27 12 <NA> <NA> NA NA NA NA 0.2369061 -#> 365 28 0 YearBuild <= 1951.5 366 370 377 NA -#> 366 28 1 TotRms <= 5.5 367 368 369 NA -#> 367 28 2 <NA> <NA> NA NA NA NA 0.2386803 -#> 368 28 3 <NA> <NA> NA NA NA NA 0.2277819 -#> 369 28 4 <NA> <NA> NA NA NA NA 0.2324527 -#> 370 28 5 TotRms <= 5.5 371 375 376 NA -#> 371 28 6 LivingArea <= 1111.5 372 373 374 NA -#> 372 28 7 <NA> <NA> NA NA NA NA 0.2373154 -#> 373 28 8 <NA> <NA> NA NA NA NA 0.2285959 -#> 374 28 9 <NA> <NA> NA NA NA NA 0.2356386 -#> 375 28 10 <NA> <NA> NA NA NA NA 0.2393077 -#> 376 28 11 <NA> <NA> NA NA NA NA 0.2379546 -#> 377 28 12 <NA> <NA> NA NA NA NA 0.2370430 -#> 378 29 0 OverallQual <= 6.5 379 389 390 NA -#> 379 29 1 Bedrms <= 3.5 380 387 388 NA -#> 380 29 2 LivingArea <= 1508.5 381 385 386 NA -#> 381 29 3 GarageYrBlt <= 1962.5 382 383 384 NA -#> 382 29 4 <NA> <NA> NA NA NA NA 0.2338112 -#> 383 29 5 <NA> <NA> NA NA NA NA 0.2384178 -#> 384 29 6 <NA> <NA> NA NA NA NA 0.2353971 -#> 385 29 7 <NA> <NA> NA NA NA NA 0.2431644 -#> 386 29 8 <NA> <NA> NA NA NA NA 0.2363958 -#> 387 29 9 <NA> <NA> NA NA NA NA 0.2296706 -#> 388 29 10 <NA> <NA> NA NA NA NA 0.2356676 -#> 389 29 11 <NA> <NA> NA NA NA NA 0.2470105 -#> 390 29 12 <NA> <NA> NA NA NA NA 0.2364730 -#> 391 30 0 OverallQual <= 6.5 392 402 403 NA -#> 392 30 1 OverallQual <= 4.5 393 394 401 NA -#> 393 30 2 <NA> <NA> NA NA NA NA 0.2303003 -#> 394 30 3 LotArea <= 10583.5 395 396 400 NA -#> 395 30 4 <NA> <NA> NA NA NA NA 0.2376627 -#> 396 30 5 LotArea <= 11632.5 397 398 399 NA -#> 397 30 6 <NA> <NA> NA NA NA NA 0.2259613 -#> 398 30 7 <NA> <NA> NA NA NA NA 0.2379667 -#> 399 30 8 <NA> <NA> NA NA NA NA 0.2327470 -#> 400 30 9 <NA> <NA> NA NA NA NA 0.2368883 -#> 401 30 10 <NA> <NA> NA NA NA NA 0.2363497 -#> 402 30 11 <NA> <NA> NA NA NA NA 0.2486275 -#> 403 30 12 <NA> <NA> NA NA NA NA 0.2370762 -#> 404 31 0 LotArea <= 7257.5 405 406 416 NA -#> 405 31 1 <NA> <NA> NA NA NA NA 0.2296136 -#> 406 31 2 Bedrms <= 2.5 407 411 415 NA -#> 407 31 3 GarageArea <= 327.5 408 409 410 NA -#> 408 31 4 <NA> <NA> NA NA NA NA 0.2390704 -#> 409 31 5 <NA> <NA> NA NA NA NA 0.2298691 -#> 410 31 6 <NA> <NA> NA NA NA NA 0.2344697 -#> 411 31 7 GarageYrBlt <= 1957.5 412 413 414 NA -#> 412 31 8 <NA> <NA> NA NA NA NA 0.2361984 -#> 413 31 9 <NA> <NA> NA NA NA NA 0.2393592 -#> 414 31 10 <NA> <NA> NA NA NA NA 0.2384720 -#> 415 31 11 <NA> <NA> NA NA NA NA 0.2375114 -#> 416 31 12 <NA> <NA> NA NA NA NA 0.2366235 -#> 417 32 0 LivingArea <= 1548.0 418 428 429 NA -#> 418 32 1 LotArea <= 11578.0 419 426 427 NA -#> 419 32 2 GarageArea <= 270.0 420 421 425 NA -#> 420 32 3 <NA> <NA> NA NA NA NA 0.2307224 -#> 421 32 4 LivingArea <= 934.0 422 423 424 NA -#> 422 32 5 <NA> <NA> NA NA NA NA 0.2337710 -#> 423 32 6 <NA> <NA> NA NA NA NA 0.2384361 -#> 424 32 7 <NA> <NA> NA NA NA NA 0.2375535 -#> 425 32 8 <NA> <NA> NA NA NA NA 0.2369890 -#> 426 32 9 <NA> <NA> NA NA NA NA 0.2287801 -#> 427 32 10 <NA> <NA> NA NA NA NA 0.2362483 -#> 428 32 11 <NA> <NA> NA NA NA NA 0.2411239 -#> 429 32 12 <NA> <NA> NA NA NA NA 0.2372869 -#> 430 33 0 LivingArea <= 1981.5 431 441 442 NA -#> 431 33 1 LivingArea <= 1720.0 432 439 440 NA -#> 432 33 2 LotArea <= 7275.0 433 434 438 NA -#> 433 33 3 <NA> <NA> NA NA NA NA 0.2324507 -#> 434 33 4 Bedrms <= 2.5 435 436 437 NA -#> 435 33 5 <NA> <NA> NA NA NA NA 0.2351082 -#> 436 33 6 <NA> <NA> NA NA NA NA 0.2382866 -#> 437 33 7 <NA> <NA> NA NA NA NA 0.2372918 -#> 438 33 8 <NA> <NA> NA NA NA NA 0.2367070 -#> 439 33 9 <NA> <NA> NA NA NA NA 0.2262677 -#> 440 33 10 <NA> <NA> NA NA NA NA 0.2360504 -#> 441 33 11 <NA> <NA> NA NA NA NA 0.2437864 -#> 442 33 12 <NA> <NA> NA NA NA NA 0.2365082 -#> 443 34 0 LotArea <= 13580.0 444 454 455 NA -#> 444 34 1 GarageYrBlt <= 1968.5 445 452 453 NA -#> 445 34 2 GarageArea <= 544.5 446 450 451 NA -#> 446 34 3 LivingArea <= 1724.5 447 448 449 NA -#> 447 34 4 <NA> <NA> NA NA NA NA 0.2385090 -#> 448 34 5 <NA> <NA> NA NA NA NA 0.2316268 -#> 449 34 6 <NA> <NA> NA NA NA NA 0.2379053 -#> 450 34 7 <NA> <NA> NA NA NA NA 0.2254937 -#> 451 34 8 <NA> <NA> NA NA NA NA 0.2369044 -#> 452 34 9 <NA> <NA> NA NA NA NA 0.2410563 -#> 453 34 10 <NA> <NA> NA NA NA NA 0.2378184 -#> 454 34 11 <NA> <NA> NA NA NA NA 0.2487919 -#> 455 34 12 <NA> <NA> NA NA NA NA 0.2384677 -#> 456 35 0 TotRms <= 4.5 457 458 468 NA -#> 457 35 1 <NA> <NA> NA NA NA NA 0.2428733 -#> 458 35 2 GarageArea <= 483.5 459 466 467 NA -#> 459 35 3 LotArea <= 8847.0 460 464 465 NA -#> 460 35 4 LotArea <= 8490.0 461 462 463 NA -#> 461 35 5 <NA> <NA> NA NA NA NA 0.2355427 -#> 462 35 6 <NA> <NA> NA NA NA NA 0.2265519 -#> 463 35 7 <NA> <NA> NA NA NA NA 0.2334518 -#> 464 35 8 <NA> <NA> NA NA NA NA 0.2370001 -#> 465 35 9 <NA> <NA> NA NA NA NA 0.2356003 -#> 466 35 10 <NA> <NA> NA NA NA NA 0.2384622 -#> 467 35 11 <NA> <NA> NA NA NA NA 0.2365003 -#> 468 35 12 <NA> <NA> NA NA NA NA 0.2368774 -#> 469 36 0 LivingArea <= 893.0 470 471 481 NA -#> 470 36 1 <NA> <NA> NA NA NA NA 0.2303940 -#> 471 36 2 GarageYrBlt <= 1983.5 472 479 480 NA -#> 472 36 3 GarageArea <= 570.0 473 477 478 NA -#> 473 36 4 LivingArea <= 1240.0 474 475 476 NA -#> 474 36 5 <NA> <NA> NA NA NA NA 0.2358129 -#> 475 36 6 <NA> <NA> NA NA NA NA 0.2393028 -#> 476 36 7 <NA> <NA> NA NA NA NA 0.2375706 -#> 477 36 8 <NA> <NA> NA NA NA NA 0.2296622 -#> 478 36 9 <NA> <NA> NA NA NA NA 0.2370326 -#> 479 36 10 <NA> <NA> NA NA NA NA 0.2452041 -#> 480 36 11 <NA> <NA> NA NA NA NA 0.2375531 -#> 481 36 12 <NA> <NA> NA NA NA NA 0.2370448 -#> 482 37 0 YearBuild <= 1950.5 483 484 494 NA -#> 483 37 1 <NA> <NA> NA NA NA NA 0.2311112 -#> 484 37 2 LotArea <= 13730.0 485 492 493 NA -#> 485 37 3 GarageArea <= 287.0 486 487 491 NA -#> 486 37 4 <NA> <NA> NA NA NA NA 0.2424132 -#> 487 37 5 LivingArea <= 1239.0 488 489 490 NA -#> 488 37 6 <NA> <NA> NA NA NA NA 0.2359525 -#> 489 37 7 <NA> <NA> NA NA NA NA 0.2386960 -#> 490 37 8 <NA> <NA> NA NA NA NA 0.2372385 -#> 491 37 9 <NA> <NA> NA NA NA NA 0.2377813 -#> 492 37 10 <NA> <NA> NA NA NA NA 0.2493244 -#> 493 37 11 <NA> <NA> NA NA NA NA 0.2386058 -#> 494 37 12 <NA> <NA> NA NA NA NA 0.2379406 -#> 495 38 0 LivingArea <= 1912.0 496 506 507 NA -#> 496 38 1 GarageArea <= 327.0 497 498 505 NA -#> 497 38 2 <NA> <NA> NA NA NA NA 0.2393346 -#> 498 38 3 GarageArea <= 358.5 499 500 504 NA -#> 499 38 4 <NA> <NA> NA NA NA NA 0.2263550 -#> 500 38 5 GarageYrBlt <= 1987.5 501 502 503 NA -#> 501 38 6 <NA> <NA> NA NA NA NA 0.2361266 -#> 502 38 7 <NA> <NA> NA NA NA NA 0.2432939 -#> 503 38 8 <NA> <NA> NA NA NA NA 0.2370764 -#> 504 38 9 <NA> <NA> NA NA NA NA 0.2358218 -#> 505 38 10 <NA> <NA> NA NA NA NA 0.2372579 -#> 506 38 11 <NA> <NA> NA NA NA NA 0.2473855 -#> 507 38 12 <NA> <NA> NA NA NA NA 0.2378571 -#> 508 39 0 LivingArea <= 1459.5 509 516 520 NA -#> 509 39 1 YearBuild <= 1950.5 510 511 515 NA -#> 510 39 2 <NA> <NA> NA NA NA NA 0.2289412 -#> 511 39 3 YearBuild <= 1967.5 512 513 514 NA -#> 512 39 4 <NA> <NA> NA NA NA NA 0.2381029 -#> 513 39 5 <NA> <NA> NA NA NA NA 0.2321634 -#> 514 39 6 <NA> <NA> NA NA NA NA 0.2372172 -#> 515 39 7 <NA> <NA> NA NA NA NA 0.2363700 -#> 516 39 8 LotArea <= 11688.5 517 518 519 NA -#> 517 39 9 <NA> <NA> NA NA NA NA 0.2381361 -#> 518 39 10 <NA> <NA> NA NA NA NA 0.2472505 -#> 519 39 11 <NA> <NA> NA NA NA NA 0.2403062 -#> 520 39 12 <NA> <NA> NA NA NA NA 0.2373482 -#> 521 40 0 OverallQual <= 4.5 522 523 533 NA -#> 522 40 1 <NA> <NA> NA NA NA NA 0.2320352 -#> 523 40 2 LivingArea <= 1731.0 524 528 532 NA -#> 524 40 3 LivingArea <= 1503.0 525 526 527 NA -#> 525 40 4 <NA> <NA> NA NA NA NA 0.2378719 -#> 526 40 5 <NA> <NA> NA NA NA NA 0.2423648 -#> 527 40 6 <NA> <NA> NA NA NA NA 0.2384214 -#> 528 40 7 GarageArea <= 505.0 529 530 531 NA -#> 529 40 8 <NA> <NA> NA NA NA NA 0.2288214 -#> 530 40 9 <NA> <NA> NA NA NA NA 0.2392879 -#> 531 40 10 <NA> <NA> NA NA NA NA 0.2340547 -#> 532 40 11 <NA> <NA> NA NA NA NA 0.2378721 -#> 533 40 12 <NA> <NA> NA NA NA NA 0.2375267 -#> 534 41 0 LotArea <= 9764.0 535 542 546 NA -#> 535 41 1 LivingArea <= 1487.5 536 540 541 NA -#> 536 41 2 LivingArea <= 1254.0 537 538 539 NA -#> 537 41 3 <NA> <NA> NA NA NA NA 0.2381187 -#> 538 41 4 <NA> <NA> NA NA NA NA 0.2419081 -#> 539 41 5 <NA> <NA> NA NA NA NA 0.2390854 -#> 540 41 6 <NA> <NA> NA NA NA NA 0.2344702 -#> 541 41 7 <NA> <NA> NA NA NA NA 0.2385449 -#> 542 41 8 GarageYrBlt <= 1967.0 543 544 545 NA -#> 543 41 9 <NA> <NA> NA NA NA NA 0.2366637 -#> 544 41 10 <NA> <NA> NA NA NA NA 0.2295298 -#> 545 41 11 <NA> <NA> NA NA NA NA 0.2350647 -#> 546 41 12 <NA> <NA> NA NA NA NA 0.2373505 -#> 547 42 0 LotArea <= 9222.0 548 558 559 NA -#> 548 42 1 LotArea <= 8927.0 549 556 557 NA -#> 549 42 2 YearBuild <= 1951.5 550 551 555 NA -#> 550 42 3 <NA> <NA> NA NA NA NA 0.2322912 -#> 551 42 4 Bedrms <= 2.5 552 553 554 NA -#> 552 42 5 <NA> <NA> NA NA NA NA 0.2428054 -#> 553 42 6 <NA> <NA> NA NA NA NA 0.2375792 -#> 554 42 7 <NA> <NA> NA NA NA NA 0.2385878 -#> 555 42 8 <NA> <NA> NA NA NA NA 0.2376480 -#> 556 42 9 <NA> <NA> NA NA NA NA 0.2310888 -#> 557 42 10 <NA> <NA> NA NA NA NA 0.2366517 -#> 558 42 11 <NA> <NA> NA NA NA NA 0.2398638 -#> 559 42 12 <NA> <NA> NA NA NA NA 0.2383623 -#> 560 43 0 OverallQual <= 4.5 561 562 572 NA -#> 561 43 1 <NA> <NA> NA NA NA NA 0.2311993 -#> 562 43 2 YearBuild <= 1958.5 563 567 571 NA -#> 563 43 3 GarageArea <= 274.0 564 565 566 NA -#> 564 43 4 <NA> <NA> NA NA NA NA 0.2410994 -#> 565 43 5 <NA> <NA> NA NA NA NA 0.2355833 -#> 566 43 6 <NA> <NA> NA NA NA NA 0.2367005 -#> 567 43 7 GarageYrBlt <= 1970.5 568 569 570 NA -#> 568 43 8 <NA> <NA> NA NA NA NA 0.2411225 -#> 569 43 9 <NA> <NA> NA NA NA NA 0.2347197 -#> 570 43 10 <NA> <NA> NA NA NA NA 0.2397270 -#> 571 43 11 <NA> <NA> NA NA NA NA 0.2382041 -#> 572 43 12 <NA> <NA> NA NA NA NA 0.2377067 -#> 573 44 0 LivingArea <= 928.5 574 575 585 NA -#> 574 44 1 <NA> <NA> NA NA NA NA 0.2316287 -#> 575 44 2 GarageArea <= 529.0 576 583 584 NA -#> 576 44 3 YearBuild <= 1967.5 577 581 582 NA -#> 577 44 4 LotArea <= 9512.0 578 579 580 NA -#> 578 44 5 <NA> <NA> NA NA NA NA 0.2349722 -#> 579 44 6 <NA> <NA> NA NA NA NA 0.2386794 -#> 580 44 7 <NA> <NA> NA NA NA NA 0.2369606 -#> 581 44 8 <NA> <NA> NA NA NA NA 0.2310796 -#> 582 44 9 <NA> <NA> NA NA NA NA 0.2364705 -#> 583 44 10 <NA> <NA> NA NA NA NA 0.2414202 -#> 584 44 11 <NA> <NA> NA NA NA NA 0.2374339 -#> 585 44 12 <NA> <NA> NA NA NA NA 0.2367469 -#> 586 45 0 YearBuild <= 1964.5 587 591 598 NA -#> 587 45 1 LivingArea <= 930.5 588 589 590 NA -#> 588 45 2 <NA> <NA> NA NA NA NA 0.2338479 -#> 589 45 3 <NA> <NA> NA NA NA NA 0.2379269 -#> 590 45 4 <NA> <NA> NA NA NA NA 0.2374210 -#> 591 45 5 GarageArea <= 570.0 592 596 597 NA -#> 592 45 6 GarageArea <= 482.0 593 594 595 NA -#> 593 45 7 <NA> <NA> NA NA NA NA 0.2402457 -#> 594 45 8 <NA> <NA> NA NA NA NA 0.2473723 -#> 595 45 9 <NA> <NA> NA NA NA NA 0.2439319 -#> 596 45 10 <NA> <NA> NA NA NA NA 0.2333240 -#> 597 45 11 <NA> <NA> NA NA NA NA 0.2410147 -#> 598 45 12 <NA> <NA> NA NA NA NA 0.2382716 -#> 599 46 0 Bedrms <= 2.5 600 604 611 NA -#> 600 46 1 GarageArea <= 398.0 601 602 603 NA -#> 601 46 2 <NA> <NA> NA NA NA NA 0.2382572 -#> 602 46 3 <NA> <NA> NA NA NA NA 0.2302601 -#> 603 46 4 <NA> <NA> NA NA NA NA 0.2340482 -#> 604 46 5 GarageArea <= 552.0 605 606 610 NA -#> 605 46 6 <NA> <NA> NA NA NA NA 0.2380449 -#> 606 46 7 YearBuild <= 1963.5 607 608 609 NA -#> 607 46 8 <NA> <NA> NA NA NA NA 0.2383253 -#> 608 46 9 <NA> <NA> NA NA NA NA 0.2440306 -#> 609 46 10 <NA> <NA> NA NA NA NA 0.2406074 -#> 610 46 11 <NA> <NA> NA NA NA NA 0.2385339 -#> 611 46 12 <NA> <NA> NA NA NA NA 0.2375253 -#> 612 47 0 GarageArea <= 618.0 613 623 624 NA -#> 613 47 1 GarageArea <= 568.0 614 621 622 NA -#> 614 47 2 LotArea <= 8755.0 615 619 620 NA -#> 615 47 3 TotRms <= 5.5 616 617 618 NA -#> 616 47 4 <NA> <NA> NA NA NA NA 0.2397109 -#> 617 47 5 <NA> <NA> NA NA NA NA 0.2331187 -#> 618 47 6 <NA> <NA> NA NA NA NA 0.2358465 -#> 619 47 7 <NA> <NA> NA NA NA NA 0.2389979 -#> 620 47 8 <NA> <NA> NA NA NA NA 0.2377107 -#> 621 47 9 <NA> <NA> NA NA NA NA 0.2302267 -#> 622 47 10 <NA> <NA> NA NA NA NA 0.2369528 -#> 623 47 11 <NA> <NA> NA NA NA NA 0.2430917 -#> 624 47 12 <NA> <NA> NA NA NA NA 0.2373524 -#> 625 48 0 LotArea <= 7257.5 626 627 637 NA -#> 626 48 1 <NA> <NA> NA NA NA NA 0.2338308 -#> 627 48 2 LotArea <= 7667.5 628 629 636 NA -#> 628 48 3 <NA> <NA> NA NA NA NA 0.2432886 -#> 629 48 4 OverallQual <= 5.5 630 634 635 NA -#> 630 48 5 TotRms <= 6.5 631 632 633 NA -#> 631 48 6 <NA> <NA> NA NA NA NA 0.2372173 -#> 632 48 7 <NA> <NA> NA NA NA NA 0.2310569 -#> 633 48 8 <NA> <NA> NA NA NA NA 0.2360004 -#> 634 48 9 <NA> <NA> NA NA NA NA 0.2389494 -#> 635 48 10 <NA> <NA> NA NA NA NA 0.2372185 -#> 636 48 11 <NA> <NA> NA NA NA NA 0.2376666 -#> 637 48 12 <NA> <NA> NA NA NA NA 0.2372127 -#> 638 49 0 LotArea <= 10593.0 639 649 650 NA -#> 639 49 1 GarageArea <= 460.5 640 641 648 NA -#> 640 49 2 <NA> <NA> NA NA NA NA 0.2371454 -#> 641 49 3 LivingArea <= 1209.5 642 643 647 NA -#> 642 49 4 <NA> <NA> NA NA NA NA 0.2433049 -#> 643 49 5 OverallQual <= 5.5 644 645 646 NA -#> 644 49 6 <NA> <NA> NA NA NA NA 0.2358902 -#> 645 49 7 <NA> <NA> NA NA NA NA 0.2412164 -#> 646 49 8 <NA> <NA> NA NA NA NA 0.2383314 -#> 647 49 9 <NA> <NA> NA NA NA NA 0.2407652 -#> 648 49 10 <NA> <NA> NA NA NA NA 0.2384056 -#> 649 49 11 <NA> <NA> NA NA NA NA 0.2339061 -#> 650 49 12 <NA> <NA> NA NA NA NA 0.2375004 +#> 59 4 6 <NA> <NA> NA NA NA NA 0.2391371 +#> 60 4 7 <NA> <NA> NA NA NA NA 0.2481340 +#> 61 4 8 <NA> <NA> NA NA NA NA 0.2433188 +#> 62 4 9 <NA> <NA> NA NA NA NA 0.2393036 +#> 63 4 10 <NA> <NA> NA NA NA NA 0.2349757 +#> 64 4 11 <NA> <NA> NA NA NA NA 0.2678466 +#> 65 4 12 <NA> <NA> NA NA NA NA 0.2371152 +#> 66 5 0 OverallQual <= 5.5 67 74 78 NA +#> 67 5 1 OverallQual <= 4.5 68 69 73 NA +#> 68 5 2 <NA> <NA> NA NA NA NA 0.2126314 +#> 69 5 3 GarageYrBlt <= 1953.5 70 71 72 NA +#> 70 5 4 <NA> <NA> NA NA NA NA 0.2228198 +#> 71 5 5 <NA> <NA> NA NA NA NA 0.2342548 +#> 72 5 6 <NA> <NA> NA NA NA NA 0.2325696 +#> 73 5 7 <NA> <NA> NA NA NA NA 0.2303336 +#> 74 5 8 LivingArea <= 1821.0 75 76 77 NA +#> 75 5 9 <NA> <NA> NA NA NA NA 0.2425421 +#> 76 5 10 <NA> <NA> NA NA NA NA 0.2594314 +#> 77 5 11 <NA> <NA> NA NA NA NA 0.2452662 +#> 78 5 12 <NA> <NA> NA NA NA NA 0.2358118 +#> 79 6 0 LotArea <= 13580.0 80 90 91 NA +#> 80 6 1 LivingArea <= 1068.0 81 85 89 NA +#> 81 6 2 LotArea <= 7275.0 82 83 84 NA +#> 82 6 3 <NA> <NA> NA NA NA NA 0.2196451 +#> 83 6 4 <NA> <NA> NA NA NA NA 0.2314351 +#> 84 6 5 <NA> <NA> NA NA NA NA 0.2290771 +#> 85 6 6 GarageYrBlt <= 1968.5 86 87 88 NA +#> 86 6 7 <NA> <NA> NA NA NA NA 0.2373843 +#> 87 6 8 <NA> <NA> NA NA NA NA 0.2484570 +#> 88 6 9 <NA> <NA> NA NA NA NA 0.2389501 +#> 89 6 10 <NA> <NA> NA NA NA NA 0.2352245 +#> 90 6 11 <NA> <NA> NA NA NA NA 0.2644634 +#> 91 6 12 <NA> <NA> NA NA NA NA 0.2369546 +#> 92 7 0 OverallQual <= 5.5 93 97 104 NA +#> 93 7 1 LivingArea <= 1251.0 94 95 96 NA +#> 94 7 2 <NA> <NA> NA NA NA NA 0.2289148 +#> 95 7 3 <NA> <NA> NA NA NA NA 0.2379307 +#> 96 7 4 <NA> <NA> NA NA NA NA 0.2317532 +#> 97 7 5 YearBuild <= 1959.5 98 99 103 NA +#> 98 7 6 <NA> <NA> NA NA NA NA 0.2358870 +#> 99 7 7 LivingArea <= 1389.0 100 101 102 NA +#> 100 7 8 <NA> <NA> NA NA NA NA 0.2448843 +#> 101 7 9 <NA> <NA> NA NA NA NA 0.2570886 +#> 102 7 10 <NA> <NA> NA NA NA NA 0.2515412 +#> 103 7 11 <NA> <NA> NA NA NA NA 0.2443557 +#> 104 7 12 <NA> <NA> NA NA NA NA 0.2363020 +#> 105 8 0 OverallQual <= 6.5 106 116 117 NA +#> 106 8 1 GarageYrBlt <= 1950.5 107 108 115 NA +#> 107 8 2 <NA> <NA> NA NA NA NA 0.2208629 +#> 108 8 3 LivingArea <= 1239.0 109 110 114 NA +#> 109 8 4 <NA> <NA> NA NA NA NA 0.2338890 +#> 110 8 5 Bedrms <= 3.5 111 112 113 NA +#> 111 8 6 <NA> <NA> NA NA NA NA 0.2429687 +#> 112 8 7 <NA> <NA> NA NA NA NA 0.2352911 +#> 113 8 8 <NA> <NA> NA NA NA NA 0.2403295 +#> 114 8 9 <NA> <NA> NA NA NA NA 0.2367715 +#> 115 8 10 <NA> <NA> NA NA NA NA 0.2352612 +#> 116 8 11 <NA> <NA> NA NA NA NA 0.2564868 +#> 117 8 12 <NA> <NA> NA NA NA NA 0.2366427 +#> 118 9 0 OverallQual <= 6.5 119 129 130 NA +#> 119 9 1 GarageYrBlt <= 1954.5 120 121 128 NA +#> 120 9 2 <NA> <NA> NA NA NA NA 0.2291943 +#> 121 9 3 LivingArea <= 1019.0 122 123 127 NA +#> 122 9 4 <NA> <NA> NA NA NA NA 0.2306033 +#> 123 9 5 LotArea <= 8127.0 124 125 126 NA +#> 124 9 6 <NA> <NA> NA NA NA NA 0.2346051 +#> 125 9 7 <NA> <NA> NA NA NA NA 0.2422480 +#> 126 9 8 <NA> <NA> NA NA NA NA 0.2409742 +#> 127 9 9 <NA> <NA> NA NA NA NA 0.2381305 +#> 128 9 10 <NA> <NA> NA NA NA NA 0.2362522 +#> 129 9 11 <NA> <NA> NA NA NA NA 0.2581231 +#> 130 9 12 <NA> <NA> NA NA NA NA 0.2378052 +#> 131 10 0 YearBuild <= 1950.5 132 133 143 NA +#> 132 10 1 <NA> <NA> NA NA NA NA 0.2225031 +#> 133 10 2 LotArea <= 9010.0 134 135 142 NA +#> 134 10 3 <NA> <NA> NA NA NA NA 0.2333065 +#> 135 10 4 TotRms <= 7.5 136 140 141 NA +#> 136 10 5 TotRms <= 5.5 137 138 139 NA +#> 137 10 6 <NA> <NA> NA NA NA NA 0.2347426 +#> 138 10 7 <NA> <NA> NA NA NA NA 0.2424433 +#> 139 10 8 <NA> <NA> NA NA NA NA 0.2407079 +#> 140 10 9 <NA> <NA> NA NA NA NA 0.2518717 +#> 141 10 10 <NA> <NA> NA NA NA NA 0.2422055 +#> 142 10 11 <NA> <NA> NA NA NA NA 0.2381391 +#> 143 10 12 <NA> <NA> NA NA NA NA 0.2364737 +#> 144 11 0 LivingArea <= 1912.0 145 155 156 NA +#> 145 11 1 LotArea <= 7257.5 146 147 154 NA +#> 146 11 2 <NA> <NA> NA NA NA NA 0.2258304 +#> 147 11 3 LivingArea <= 1500.5 148 149 153 NA +#> 148 11 4 <NA> <NA> NA NA NA NA 0.2368029 +#> 149 11 5 TotRms <= 7.5 150 151 152 NA +#> 150 11 6 <NA> <NA> NA NA NA NA 0.2472557 +#> 151 11 7 <NA> <NA> NA NA NA NA 0.2355185 +#> 152 11 8 <NA> <NA> NA NA NA NA 0.2436989 +#> 153 11 9 <NA> <NA> NA NA NA NA 0.2383943 +#> 154 11 10 <NA> <NA> NA NA NA NA 0.2371300 +#> 155 11 11 <NA> <NA> NA NA NA NA 0.2561984 +#> 156 11 12 <NA> <NA> NA NA NA NA 0.2382583 +#> 157 12 0 LivingArea <= 1948.5 158 168 169 NA +#> 158 12 1 OverallQual <= 5.5 159 163 167 NA +#> 159 12 2 OverallQual <= 4.5 160 161 162 NA +#> 160 12 3 <NA> <NA> NA NA NA NA 0.2263923 +#> 161 12 4 <NA> <NA> NA NA NA NA 0.2344858 +#> 162 12 5 <NA> <NA> NA NA NA NA 0.2335781 +#> 163 12 6 YearBuild <= 1950.5 164 165 166 NA +#> 164 12 7 <NA> <NA> NA NA NA NA 0.2299965 +#> 165 12 8 <NA> <NA> NA NA NA NA 0.2427722 +#> 166 12 9 <NA> <NA> NA NA NA NA 0.2403153 +#> 167 12 10 <NA> <NA> NA NA NA NA 0.2357815 +#> 168 12 11 <NA> <NA> NA NA NA NA 0.2609718 +#> 169 12 12 <NA> <NA> NA NA NA NA 0.2372720 +#> 170 13 0 OverallQual <= 4.5 171 172 182 NA +#> 171 13 1 <NA> <NA> NA NA NA NA 0.2248930 +#> 172 13 2 LotArea <= 13430.0 173 180 181 NA +#> 173 13 3 YearBuild <= 1960.5 174 175 179 NA +#> 174 13 4 <NA> <NA> NA NA NA NA 0.2354411 +#> 175 13 5 LotArea <= 9238.5 176 177 178 NA +#> 176 13 6 <NA> <NA> NA NA NA NA 0.2385220 +#> 177 13 7 <NA> <NA> NA NA NA NA 0.2456756 +#> 178 13 8 <NA> <NA> NA NA NA NA 0.2420361 +#> 179 13 9 <NA> <NA> NA NA NA NA 0.2380336 +#> 180 13 10 <NA> <NA> NA NA NA NA 0.2525485 +#> 181 13 11 <NA> <NA> NA NA NA NA 0.2389701 +#> 182 13 12 <NA> <NA> NA NA NA NA 0.2378039 +#> 183 14 0 LivingArea <= 1376.5 184 188 195 NA +#> 184 14 1 OverallQual <= 4.5 185 186 187 NA +#> 185 14 2 <NA> <NA> NA NA NA NA 0.2234550 +#> 186 14 3 <NA> <NA> NA NA NA NA 0.2358099 +#> 187 14 4 <NA> <NA> NA NA NA NA 0.2340449 +#> 188 14 5 GarageArea <= 505.5 189 190 194 NA +#> 189 14 6 <NA> <NA> NA NA NA NA 0.2384239 +#> 190 14 7 LotArea <= 11073.5 191 192 193 NA +#> 191 14 8 <NA> <NA> NA NA NA NA 0.2443511 +#> 192 14 9 <NA> <NA> NA NA NA NA 0.2569525 +#> 193 14 10 <NA> <NA> NA NA NA NA 0.2506518 +#> 194 14 11 <NA> <NA> NA NA NA NA 0.2427144 +#> 195 14 12 <NA> <NA> NA NA NA NA 0.2369689 +#> 196 15 0 OverallQual <= 4.5 197 198 208 NA +#> 197 15 1 <NA> <NA> NA NA NA NA 0.2223479 +#> 198 15 2 YearBuild <= 1950.5 199 200 207 NA +#> 199 15 3 <NA> <NA> NA NA NA NA 0.2281503 +#> 200 15 4 LotArea <= 13580.0 201 205 206 NA +#> 201 15 5 OverallQual <= 5.5 202 203 204 NA +#> 202 15 6 <NA> <NA> NA NA NA NA 0.2352393 +#> 203 15 7 <NA> <NA> NA NA NA NA 0.2413612 +#> 204 15 8 <NA> <NA> NA NA NA NA 0.2376227 +#> 205 15 9 <NA> <NA> NA NA NA NA 0.2517761 +#> 206 15 10 <NA> <NA> NA NA NA NA 0.2386265 +#> 207 15 11 <NA> <NA> NA NA NA NA 0.2375588 +#> 208 15 12 <NA> <NA> NA NA NA NA 0.2364788 +#> 209 16 0 OverallQual <= 5.5 210 217 221 NA +#> 210 16 1 LotArea <= 7257.5 211 212 216 NA +#> 211 16 2 <NA> <NA> NA NA NA NA 0.2264942 +#> 212 16 3 GarageYrBlt <= 1961.5 213 214 215 NA +#> 213 16 4 <NA> <NA> NA NA NA NA 0.2332601 +#> 214 16 5 <NA> <NA> NA NA NA NA 0.2396331 +#> 215 16 6 <NA> <NA> NA NA NA NA 0.2362341 +#> 216 16 7 <NA> <NA> NA NA NA NA 0.2349230 +#> 217 16 8 TotRms <= 7.5 218 219 220 NA +#> 218 16 9 <NA> <NA> NA NA NA NA 0.2409416 +#> 219 16 10 <NA> <NA> NA NA NA NA 0.2559285 +#> 220 16 11 <NA> <NA> NA NA NA NA 0.2432473 +#> 221 16 12 <NA> <NA> NA NA NA NA 0.2381247 +#> 222 17 0 OverallQual <= 5.5 223 230 234 NA +#> 223 17 1 OverallQual <= 4.5 224 225 229 NA +#> 224 17 2 <NA> <NA> NA NA NA NA 0.2265400 +#> 225 17 3 Bedrms <= 3.5 226 227 228 NA +#> 226 17 4 <NA> <NA> NA NA NA NA 0.2359838 +#> 227 17 5 <NA> <NA> NA NA NA NA 0.2287586 +#> 228 17 6 <NA> <NA> NA NA NA NA 0.2352465 +#> 229 17 7 <NA> <NA> NA NA NA NA 0.2343679 +#> 230 17 8 LivingArea <= 1393.5 231 232 233 NA +#> 231 17 9 <NA> <NA> NA NA NA NA 0.2361166 +#> 232 17 10 <NA> <NA> NA NA NA NA 0.2448411 +#> 233 17 11 <NA> <NA> NA NA NA NA 0.2404789 +#> 234 17 12 <NA> <NA> NA NA NA NA 0.2365375 +#> 235 18 0 LotArea <= 8690.0 236 240 247 NA +#> 236 18 1 YearBuild <= 1951.5 237 238 239 NA +#> 237 18 2 <NA> <NA> NA NA NA NA 0.2271293 +#> 238 18 3 <NA> <NA> NA NA NA NA 0.2362847 +#> 239 18 4 <NA> <NA> NA NA NA NA 0.2338142 +#> 240 18 5 LivingArea <= 968.0 241 242 246 NA +#> 241 18 6 <NA> <NA> NA NA NA NA 0.2322903 +#> 242 18 7 YearBuild <= 1965.5 243 244 245 NA +#> 243 18 8 <NA> <NA> NA NA NA NA 0.2401670 +#> 244 18 9 <NA> <NA> NA NA NA NA 0.2462645 +#> 245 18 10 <NA> <NA> NA NA NA NA 0.2415588 +#> 246 18 11 <NA> <NA> NA NA NA NA 0.2403347 +#> 247 18 12 <NA> <NA> NA NA NA NA 0.2379040 +#> 248 19 0 LotArea <= 13625.5 249 259 260 NA +#> 249 19 1 GarageArea <= 414.0 250 251 258 NA +#> 250 19 2 <NA> <NA> NA NA NA NA 0.2352806 +#> 251 19 3 LotArea <= 7819.0 252 253 257 NA +#> 252 19 4 <NA> <NA> NA NA NA NA 0.2318893 +#> 253 19 5 GarageArea <= 608.5 254 255 256 NA +#> 254 19 6 <NA> <NA> NA NA NA NA 0.2427804 +#> 255 19 7 <NA> <NA> NA NA NA NA 0.2318598 +#> 256 19 8 <NA> <NA> NA NA NA NA 0.2411257 +#> 257 19 9 <NA> <NA> NA NA NA NA 0.2398062 +#> 258 19 10 <NA> <NA> NA NA NA NA 0.2374722 +#> 259 19 11 <NA> <NA> NA NA NA NA 0.2565447 +#> 260 19 12 <NA> <NA> NA NA NA NA 0.2386008 +#> 261 20 0 LotArea <= 7926.0 262 263 273 NA +#> 262 20 1 <NA> <NA> NA NA NA NA 0.2304120 +#> 263 20 2 OverallQual <= 5.5 264 268 272 NA +#> 264 20 3 Bathrms <= 1.5 265 266 267 NA +#> 265 20 4 <NA> <NA> NA NA NA NA 0.2371816 +#> 266 20 5 <NA> <NA> NA NA NA NA 0.2298298 +#> 267 20 6 <NA> <NA> NA NA NA NA 0.2347946 +#> 268 20 7 TotRms <= 7.5 269 270 271 NA +#> 269 20 8 <NA> <NA> NA NA NA NA 0.2381261 +#> 270 20 9 <NA> <NA> NA NA NA NA 0.2507634 +#> 271 20 10 <NA> <NA> NA NA NA NA 0.2405105 +#> 272 20 11 <NA> <NA> NA NA NA NA 0.2371249 +#> 273 20 12 <NA> <NA> NA NA NA NA 0.2355758 +#> 274 21 0 OverallQual <= 5.5 275 279 286 NA +#> 275 21 1 GarageYrBlt <= 1953.5 276 277 278 NA +#> 276 21 2 <NA> <NA> NA NA NA NA 0.2292974 +#> 277 21 3 <NA> <NA> NA NA NA NA 0.2356744 +#> 278 21 4 <NA> <NA> NA NA NA NA 0.2347119 +#> 279 21 5 LotArea <= 8078.0 280 281 285 NA +#> 280 21 6 <NA> <NA> NA NA NA NA 0.2331572 +#> 281 21 7 GarageArea <= 529.0 282 283 284 NA +#> 282 21 8 <NA> <NA> NA NA NA NA 0.2400864 +#> 283 21 9 <NA> <NA> NA NA NA NA 0.2510360 +#> 284 21 10 <NA> <NA> NA NA NA NA 0.2423590 +#> 285 21 11 <NA> <NA> NA NA NA NA 0.2408984 +#> 286 21 12 <NA> <NA> NA NA NA NA 0.2370181 +#> 287 22 0 LivingArea <= 1240.0 288 298 299 NA +#> 288 22 1 LivingArea <= 1199.0 289 296 297 NA +#> 289 22 2 YearBuild <= 1951.5 290 291 295 NA +#> 290 22 3 <NA> <NA> NA NA NA NA 0.2299888 +#> 291 22 4 LotArea <= 8986.5 292 293 294 NA +#> 292 22 5 <NA> <NA> NA NA NA NA 0.2400252 +#> 293 22 6 <NA> <NA> NA NA NA NA 0.2345490 +#> 294 22 7 <NA> <NA> NA NA NA NA 0.2374351 +#> 295 22 8 <NA> <NA> NA NA NA NA 0.2365486 +#> 296 22 9 <NA> <NA> NA NA NA NA 0.2257868 +#> 297 22 10 <NA> <NA> NA NA NA NA 0.2353025 +#> 298 22 11 <NA> <NA> NA NA NA NA 0.2402984 +#> 299 22 12 <NA> <NA> NA NA NA NA 0.2374901 +#> 300 23 0 LotArea <= 13150.5 301 311 312 NA +#> 301 23 1 LotArea <= 7837.5 302 303 310 NA +#> 302 23 2 <NA> <NA> NA NA NA NA 0.2324239 +#> 303 23 3 YearBuild <= 1958.5 304 308 309 NA +#> 304 23 4 LivingArea <= 1044.0 305 306 307 NA +#> 305 23 5 <NA> <NA> NA NA NA NA 0.2314269 +#> 306 23 6 <NA> <NA> NA NA NA NA 0.2367104 +#> 307 23 7 <NA> <NA> NA NA NA NA 0.2354087 +#> 308 23 8 <NA> <NA> NA NA NA NA 0.2391633 +#> 309 23 9 <NA> <NA> NA NA NA NA 0.2371234 +#> 310 23 10 <NA> <NA> NA NA NA NA 0.2362254 +#> 311 23 11 <NA> <NA> NA NA NA NA 0.2469460 +#> 312 23 12 <NA> <NA> NA NA NA NA 0.2369866 +#> 313 24 0 YearBuild <= 1949.5 314 315 325 NA +#> 314 24 1 <NA> <NA> NA NA NA NA 0.2278524 +#> 315 24 2 OverallQual <= 5.5 316 323 324 NA +#> 316 24 3 Bedrms <= 3.5 317 321 322 NA +#> 317 24 4 LivingArea <= 1241.0 318 319 320 NA +#> 318 24 5 <NA> <NA> NA NA NA NA 0.2352896 +#> 319 24 6 <NA> <NA> NA NA NA NA 0.2428070 +#> 320 24 7 <NA> <NA> NA NA NA NA 0.2373689 +#> 321 24 8 <NA> <NA> NA NA NA NA 0.2292922 +#> 322 24 9 <NA> <NA> NA NA NA NA 0.2363219 +#> 323 24 10 <NA> <NA> NA NA NA NA 0.2407194 +#> 324 24 11 <NA> <NA> NA NA NA NA 0.2377324 +#> 325 24 12 <NA> <NA> NA NA NA NA 0.2371478 +#> 326 25 0 LotArea <= 7450.0 327 328 338 NA +#> 327 25 1 <NA> <NA> NA NA NA NA 0.2302831 +#> 328 25 2 GarageArea <= 418.5 329 333 337 NA +#> 329 25 3 GarageArea <= 298.0 330 331 332 NA +#> 330 25 4 <NA> <NA> NA NA NA NA 0.2377007 +#> 331 25 5 <NA> <NA> NA NA NA NA 0.2316418 +#> 332 25 6 <NA> <NA> NA NA NA NA 0.2350447 +#> 333 25 7 TotRms <= 7.5 334 335 336 NA +#> 334 25 8 <NA> <NA> NA NA NA NA 0.2403806 +#> 335 25 9 <NA> <NA> NA NA NA NA 0.2314435 +#> 336 25 10 <NA> <NA> NA NA NA NA 0.2389695 +#> 337 25 11 <NA> <NA> NA NA NA NA 0.2370466 +#> 338 25 12 <NA> <NA> NA NA NA NA 0.2362462 +#> 339 26 0 OverallQual <= 6.5 340 350 351 NA +#> 340 26 1 YearBuild <= 1966.5 341 348 349 NA +#> 341 26 2 LivingArea <= 1746.0 342 346 347 NA +#> 342 26 3 LivingArea <= 1381.0 343 344 345 NA +#> 343 26 4 <NA> <NA> NA NA NA NA 0.2363484 +#> 344 26 5 <NA> <NA> NA NA NA NA 0.2444204 +#> 345 26 6 <NA> <NA> NA NA NA NA 0.2380274 +#> 346 26 7 <NA> <NA> NA NA NA NA 0.2292920 +#> 347 26 8 <NA> <NA> NA NA NA NA 0.2373208 +#> 348 26 9 <NA> <NA> NA NA NA NA 0.2317304 +#> 349 26 10 <NA> <NA> NA NA NA NA 0.2365424 +#> 350 26 11 <NA> <NA> NA NA NA NA 0.2482860 +#> 351 26 12 <NA> <NA> NA NA NA NA 0.2373068 +#> 352 27 0 YearBuild <= 1964.5 353 357 364 NA +#> 353 27 1 YearBuild <= 1948.5 354 355 356 NA +#> 354 27 2 <NA> <NA> NA NA NA NA 0.2318478 +#> 355 27 3 <NA> <NA> NA NA NA NA 0.2369611 +#> 356 27 4 <NA> <NA> NA NA NA NA 0.2365317 +#> 357 27 5 TotRms <= 6.5 358 362 363 NA +#> 358 27 6 GarageArea <= 412.0 359 360 361 NA +#> 359 27 7 <NA> <NA> NA NA NA NA 0.2378340 +#> 360 27 8 <NA> <NA> NA NA NA NA 0.2446236 +#> 361 27 9 <NA> <NA> NA NA NA NA 0.2421988 +#> 362 27 10 <NA> <NA> NA NA NA NA 0.2362020 +#> 363 27 11 <NA> <NA> NA NA NA NA 0.2406207 +#> 364 27 12 <NA> <NA> NA NA NA NA 0.2374511 +#> 365 28 0 LivingArea <= 1572.0 366 373 377 NA +#> 366 28 1 GarageArea <= 482.0 367 371 372 NA +#> 367 28 2 LotArea <= 8465.0 368 369 370 NA +#> 368 28 3 <NA> <NA> NA NA NA NA 0.2383583 +#> 369 28 4 <NA> <NA> NA NA NA NA 0.2341900 +#> 370 28 5 <NA> <NA> NA NA NA NA 0.2357278 +#> 371 28 6 <NA> <NA> NA NA NA NA 0.2406525 +#> 372 28 7 <NA> <NA> NA NA NA NA 0.2371054 +#> 373 28 8 LivingArea <= 1724.5 374 375 376 NA +#> 374 28 9 <NA> <NA> NA NA NA NA 0.2463926 +#> 375 28 10 <NA> <NA> NA NA NA NA 0.2384982 +#> 376 28 11 <NA> <NA> NA NA NA NA 0.2421418 +#> 377 28 12 <NA> <NA> NA NA NA NA 0.2378802 +#> 378 29 0 LivingArea <= 1788.0 379 389 390 NA +#> 379 29 1 TotRms <= 6.5 380 387 388 NA +#> 380 29 2 LotArea <= 8030.0 381 382 386 NA +#> 381 29 3 <NA> <NA> NA NA NA NA 0.2411932 +#> 382 29 4 Bedrms <= 2.5 383 384 385 NA +#> 383 29 5 <NA> <NA> NA NA NA NA 0.2332608 +#> 384 29 6 <NA> <NA> NA NA NA NA 0.2386026 +#> 385 29 7 <NA> <NA> NA NA NA NA 0.2372933 +#> 386 29 8 <NA> <NA> NA NA NA NA 0.2381567 +#> 387 29 9 <NA> <NA> NA NA NA NA 0.2313907 +#> 388 29 10 <NA> <NA> NA NA NA NA 0.2371461 +#> 389 29 11 <NA> <NA> NA NA NA NA 0.2438991 +#> 390 29 12 <NA> <NA> NA NA NA NA 0.2377455 +#> 391 30 0 LotArea <= 7837.5 392 396 403 NA +#> 392 30 1 YearBuild <= 1957.0 393 394 395 NA +#> 393 30 2 <NA> <NA> NA NA NA NA 0.2307668 +#> 394 30 3 <NA> <NA> NA NA NA NA 0.2372845 +#> 395 30 4 <NA> <NA> NA NA NA NA 0.2342067 +#> 396 30 5 GarageYrBlt <= 1962.5 397 401 402 NA +#> 397 30 6 LotArea <= 9512.0 398 399 400 NA +#> 398 30 7 <NA> <NA> NA NA NA NA 0.2344659 +#> 399 30 8 <NA> <NA> NA NA NA NA 0.2383510 +#> 400 30 9 <NA> <NA> NA NA NA NA 0.2369740 +#> 401 30 10 <NA> <NA> NA NA NA NA 0.2404462 +#> 402 30 11 <NA> <NA> NA NA NA NA 0.2383838 +#> 403 30 12 <NA> <NA> NA NA NA NA 0.2374940 +#> 404 31 0 YearBuild <= 1949.5 405 406 416 NA +#> 405 31 1 <NA> <NA> NA NA NA NA 0.2291446 +#> 406 31 2 LivingArea <= 1239.0 407 411 415 NA +#> 407 31 3 LotArea <= 8598.5 408 409 410 NA +#> 408 31 4 <NA> <NA> NA NA NA NA 0.2331074 +#> 409 31 5 <NA> <NA> NA NA NA NA 0.2376690 +#> 410 31 6 <NA> <NA> NA NA NA NA 0.2356663 +#> 411 31 7 Bedrms <= 3.5 412 413 414 NA +#> 412 31 8 <NA> <NA> NA NA NA NA 0.2416122 +#> 413 31 9 <NA> <NA> NA NA NA NA 0.2347757 +#> 414 31 10 <NA> <NA> NA NA NA NA 0.2398365 +#> 415 31 11 <NA> <NA> NA NA NA NA 0.2376858 +#> 416 31 12 <NA> <NA> NA NA NA NA 0.2371804 +#> 417 32 0 LotArea <= 9566.5 418 425 429 NA +#> 418 32 1 GarageYrBlt <= 1956.5 419 420 424 NA +#> 419 32 2 <NA> <NA> NA NA NA NA 0.2313415 +#> 420 32 3 GarageArea <= 582.0 421 422 423 NA +#> 421 32 4 <NA> <NA> NA NA NA NA 0.2360729 +#> 422 32 5 <NA> <NA> NA NA NA NA 0.2419653 +#> 423 32 6 <NA> <NA> NA NA NA NA 0.2369657 +#> 424 32 7 <NA> <NA> NA NA NA NA 0.2353763 +#> 425 32 8 LivingArea <= 1016.0 426 427 428 NA +#> 426 32 9 <NA> <NA> NA NA NA NA 0.2333530 +#> 427 32 10 <NA> <NA> NA NA NA NA 0.2398391 +#> 428 32 11 <NA> <NA> NA NA NA NA 0.2389968 +#> 429 32 12 <NA> <NA> NA NA NA NA 0.2370259 +#> 430 33 0 LivingArea <= 1904.0 431 441 442 NA +#> 431 33 1 GarageArea <= 535.0 432 436 440 NA +#> 432 33 2 LotArea <= 8592.0 433 434 435 NA +#> 433 33 3 <NA> <NA> NA NA NA NA 0.2360776 +#> 434 33 4 <NA> <NA> NA NA NA NA 0.2389831 +#> 435 33 5 <NA> <NA> NA NA NA NA 0.2379640 +#> 436 33 6 GarageYrBlt <= 1971.0 437 438 439 NA +#> 437 33 7 <NA> <NA> NA NA NA NA 0.2291669 +#> 438 33 8 <NA> <NA> NA NA NA NA 0.2386043 +#> 439 33 9 <NA> <NA> NA NA NA NA 0.2344518 +#> 440 33 10 <NA> <NA> NA NA NA NA 0.2374118 +#> 441 33 11 <NA> <NA> NA NA NA NA 0.2452404 +#> 442 33 12 <NA> <NA> NA NA NA NA 0.2378750 +#> 443 34 0 GarageArea <= 287.0 444 445 455 NA +#> 444 34 1 <NA> <NA> NA NA NA NA 0.2405445 +#> 445 34 2 GarageYrBlt <= 1962.5 446 453 454 NA +#> 446 34 3 LivingArea <= 1149.0 447 451 452 NA +#> 447 34 4 GarageArea <= 327.5 448 449 450 NA +#> 448 34 5 <NA> <NA> NA NA NA NA 0.2367401 +#> 449 34 6 <NA> <NA> NA NA NA NA 0.2281281 +#> 450 34 7 <NA> <NA> NA NA NA NA 0.2321470 +#> 451 34 8 <NA> <NA> NA NA NA NA 0.2377810 +#> 452 34 9 <NA> <NA> NA NA NA NA 0.2354970 +#> 453 34 10 <NA> <NA> NA NA NA NA 0.2390091 +#> 454 34 11 <NA> <NA> NA NA NA NA 0.2371788 +#> 455 34 12 <NA> <NA> NA NA NA NA 0.2377165 +#> 456 35 0 LivingArea <= 1809.0 457 467 468 NA +#> 457 35 1 YearBuild <= 1966.5 458 462 466 NA +#> 458 35 2 GarageYrBlt <= 1964.5 459 460 461 NA +#> 459 35 3 <NA> <NA> NA NA NA NA 0.2369177 +#> 460 35 4 <NA> <NA> NA NA NA NA 0.2413193 +#> 461 35 5 <NA> <NA> NA NA NA NA 0.2376569 +#> 462 35 6 GarageArea <= 526.5 463 464 465 NA +#> 463 35 7 <NA> <NA> NA NA NA NA 0.2359411 +#> 464 35 8 <NA> <NA> NA NA NA NA 0.2271075 +#> 465 35 9 <NA> <NA> NA NA NA NA 0.2322604 +#> 466 35 10 <NA> <NA> NA NA NA NA 0.2368213 +#> 467 35 11 <NA> <NA> NA NA NA NA 0.2440385 +#> 468 35 12 <NA> <NA> NA NA NA NA 0.2374192 +#> 469 36 0 LivingArea <= 926.5 470 471 481 NA +#> 470 36 1 <NA> <NA> NA NA NA NA 0.2328480 +#> 471 36 2 LotArea <= 13430.0 472 479 480 NA +#> 472 36 3 Bedrms <= 3.5 473 477 478 NA +#> 473 36 4 YearBuild <= 1965.0 474 475 476 NA +#> 474 36 5 <NA> <NA> NA NA NA NA 0.2379597 +#> 475 36 6 <NA> <NA> NA NA NA NA 0.2414825 +#> 476 36 7 <NA> <NA> NA NA NA NA 0.2385920 +#> 477 36 8 <NA> <NA> NA NA NA NA 0.2313877 +#> 478 36 9 <NA> <NA> NA NA NA NA 0.2377253 +#> 479 36 10 <NA> <NA> NA NA NA NA 0.2311646 +#> 480 36 11 <NA> <NA> NA NA NA NA 0.2372665 +#> 481 36 12 <NA> <NA> NA NA NA NA 0.2365868 +#> 482 37 0 LotArea <= 13730.0 483 493 494 NA +#> 483 37 1 LivingArea <= 893.0 484 485 492 NA +#> 484 37 2 <NA> <NA> NA NA NA NA 0.2315854 +#> 485 37 3 GarageArea <= 298.0 486 487 491 NA +#> 486 37 4 <NA> <NA> NA NA NA NA 0.2408504 +#> 487 37 5 LotArea <= 11550.0 488 489 490 NA +#> 488 37 6 <NA> <NA> NA NA NA NA 0.2370977 +#> 489 37 7 <NA> <NA> NA NA NA NA 0.2287025 +#> 490 37 8 <NA> <NA> NA NA NA NA 0.2362904 +#> 491 37 9 <NA> <NA> NA NA NA NA 0.2374870 +#> 492 37 10 <NA> <NA> NA NA NA NA 0.2368189 +#> 493 37 11 <NA> <NA> NA NA NA NA 0.2455723 +#> 494 37 12 <NA> <NA> NA NA NA NA 0.2373369 +#> 495 38 0 LivingArea <= 1112.5 496 503 507 NA +#> 496 38 1 LivingArea <= 1044.5 497 501 502 NA +#> 497 38 2 GarageArea <= 394.0 498 499 500 NA +#> 498 38 3 <NA> <NA> NA NA NA NA 0.2365282 +#> 499 38 4 <NA> <NA> NA NA NA NA 0.2419174 +#> 500 38 5 <NA> <NA> NA NA NA NA 0.2382936 +#> 501 38 6 <NA> <NA> NA NA NA NA 0.2316571 +#> 502 38 7 <NA> <NA> NA NA NA NA 0.2367893 +#> 503 38 8 GarageArea <= 636.5 504 505 506 NA +#> 504 38 9 <NA> <NA> NA NA NA NA 0.2407422 +#> 505 38 10 <NA> <NA> NA NA NA NA 0.2333091 +#> 506 38 11 <NA> <NA> NA NA NA NA 0.2399515 +#> 507 38 12 <NA> <NA> NA NA NA NA 0.2385482 +#> 508 39 0 OverallQual <= 4.5 509 510 520 NA +#> 509 39 1 <NA> <NA> NA NA NA NA 0.2316993 +#> 510 39 2 LotArea <= 7851.5 511 512 519 NA +#> 511 39 3 <NA> <NA> NA NA NA NA 0.2343537 +#> 512 39 4 GarageArea <= 312.5 513 517 518 NA +#> 513 39 5 YearBuild <= 1956.5 514 515 516 NA +#> 514 39 6 <NA> <NA> NA NA NA NA 0.2391689 +#> 515 39 7 <NA> <NA> NA NA NA NA 0.2343208 +#> 516 39 8 <NA> <NA> NA NA NA NA 0.2364492 +#> 517 39 9 <NA> <NA> NA NA NA NA 0.2391774 +#> 518 39 10 <NA> <NA> NA NA NA NA 0.2383427 +#> 519 39 11 <NA> <NA> NA NA NA NA 0.2378022 +#> 520 39 12 <NA> <NA> NA NA NA NA 0.2372967 +#> 521 40 0 Bedrms <= 3.5 522 529 533 NA +#> 522 40 1 GarageArea <= 559.0 523 527 528 NA +#> 523 40 2 LivingArea <= 926.5 524 525 526 NA +#> 524 40 3 <NA> <NA> NA NA NA NA 0.2356618 +#> 525 40 4 <NA> <NA> NA NA NA NA 0.2388638 +#> 526 40 5 <NA> <NA> NA NA NA NA 0.2384248 +#> 527 40 6 <NA> <NA> NA NA NA NA 0.2339332 +#> 528 40 7 <NA> <NA> NA NA NA NA 0.2378280 +#> 529 40 8 OverallQual <= 5.5 530 531 532 NA +#> 530 40 9 <NA> <NA> NA NA NA NA 0.2303684 +#> 531 40 10 <NA> <NA> NA NA NA NA 0.2380656 +#> 532 40 11 <NA> <NA> NA NA NA NA 0.2333288 +#> 533 40 12 <NA> <NA> NA NA NA NA 0.2371358 +#> 534 41 0 YearBuild <= 1969.5 535 545 546 NA +#> 535 41 1 LotArea <= 11581.0 536 543 544 NA +#> 536 41 2 LotArea <= 8901.0 537 541 542 NA +#> 537 41 3 LotArea <= 8490.0 538 539 540 NA +#> 538 41 4 <NA> <NA> NA NA NA NA 0.2372164 +#> 539 41 5 <NA> <NA> NA NA NA NA 0.2323296 +#> 540 41 6 <NA> <NA> NA NA NA NA 0.2359598 +#> 541 41 7 <NA> <NA> NA NA NA NA 0.2390740 +#> 542 41 8 <NA> <NA> NA NA NA NA 0.2374349 +#> 543 41 9 <NA> <NA> NA NA NA NA 0.2328358 +#> 544 41 10 <NA> <NA> NA NA NA NA 0.2367569 +#> 545 41 11 <NA> <NA> NA NA NA NA 0.2443051 +#> 546 41 12 <NA> <NA> NA NA NA NA 0.2373375 +#> 547 42 0 LivingArea <= 1987.0 548 558 559 NA +#> 548 42 1 YearBuild <= 1950.5 549 550 557 NA +#> 549 42 2 <NA> <NA> NA NA NA NA 0.2312222 +#> 550 42 3 LivingArea <= 1746.0 551 555 556 NA +#> 551 42 4 Bathrms <= 1.5 552 553 554 NA +#> 552 42 5 <NA> <NA> NA NA NA NA 0.2359715 +#> 553 42 6 <NA> <NA> NA NA NA NA 0.2399001 +#> 554 42 7 <NA> <NA> NA NA NA NA 0.2372106 +#> 555 42 8 <NA> <NA> NA NA NA NA 0.2297032 +#> 556 42 9 <NA> <NA> NA NA NA NA 0.2366249 +#> 557 42 10 <NA> <NA> NA NA NA NA 0.2360436 +#> 558 42 11 <NA> <NA> NA NA NA NA 0.2436879 +#> 559 42 12 <NA> <NA> NA NA NA NA 0.2365411 +#> 560 43 0 GarageArea <= 563.0 561 568 572 NA +#> 561 43 1 GarageArea <= 492.5 562 563 567 NA +#> 562 43 2 <NA> <NA> NA NA NA NA 0.2374638 +#> 563 43 3 YearBuild <= 1964.5 564 565 566 NA +#> 564 43 4 <NA> <NA> NA NA NA NA 0.2389848 +#> 565 43 5 <NA> <NA> NA NA NA NA 0.2489240 +#> 566 43 6 <NA> <NA> NA NA NA NA 0.2439544 +#> 567 43 7 <NA> <NA> NA NA NA NA 0.2383780 +#> 568 43 8 Bedrms <= 2.5 569 570 571 NA +#> 569 43 9 <NA> <NA> NA NA NA NA 0.2259345 +#> 570 43 10 <NA> <NA> NA NA NA NA 0.2349418 +#> 571 43 11 <NA> <NA> NA NA NA NA 0.2316057 +#> 572 43 12 <NA> <NA> NA NA NA NA 0.2372960 +#> 573 44 0 Bedrms <= 2.5 574 584 585 NA +#> 574 44 1 GarageYrBlt <= 1965.5 575 582 583 NA +#> 575 44 2 GarageYrBlt <= 1952.5 576 577 581 NA +#> 576 44 3 <NA> <NA> NA NA NA NA 0.2383042 +#> 577 44 4 GarageArea <= 361.0 578 579 580 NA +#> 578 44 5 <NA> <NA> NA NA NA NA 0.2323767 +#> 579 44 6 <NA> <NA> NA NA NA NA 0.2215749 +#> 580 44 7 <NA> <NA> NA NA NA NA 0.2278759 +#> 581 44 8 <NA> <NA> NA NA NA NA 0.2315399 +#> 582 44 9 <NA> <NA> NA NA NA NA 0.2435310 +#> 583 44 10 <NA> <NA> NA NA NA NA 0.2340912 +#> 584 44 11 <NA> <NA> NA NA NA NA 0.2380834 +#> 585 44 12 <NA> <NA> NA NA NA NA 0.2369732 +#> 586 45 0 LivingArea <= 1987.0 587 597 598 NA +#> 587 45 1 LivingArea <= 1731.0 588 595 596 NA +#> 588 45 2 GarageArea <= 618.0 589 593 594 NA +#> 589 45 3 GarageArea <= 535.0 590 591 592 NA +#> 590 45 4 <NA> <NA> NA NA NA NA 0.2373793 +#> 591 45 5 <NA> <NA> NA NA NA NA 0.2293211 +#> 592 45 6 <NA> <NA> NA NA NA NA 0.2367594 +#> 593 45 7 <NA> <NA> NA NA NA NA 0.2408805 +#> 594 45 8 <NA> <NA> NA NA NA NA 0.2371601 +#> 595 45 9 <NA> <NA> NA NA NA NA 0.2284352 +#> 596 45 10 <NA> <NA> NA NA NA NA 0.2364376 +#> 597 45 11 <NA> <NA> NA NA NA NA 0.2423078 +#> 598 45 12 <NA> <NA> NA NA NA NA 0.2368545 +#> 599 46 0 LotArea <= 7468.0 600 601 611 NA +#> 600 46 1 <NA> <NA> NA NA NA NA 0.2424479 +#> 601 46 2 LotArea <= 9658.5 602 606 610 NA +#> 602 46 3 Bathrms <= 1.5 603 604 605 NA +#> 603 46 4 <NA> <NA> NA NA NA NA 0.2367402 +#> 604 46 5 <NA> <NA> NA NA NA NA 0.2323226 +#> 605 46 6 <NA> <NA> NA NA NA NA 0.2352856 +#> 606 46 7 LotArea <= 9864.0 607 608 609 NA +#> 607 46 8 <NA> <NA> NA NA NA NA 0.2446474 +#> 608 46 9 <NA> <NA> NA NA NA NA 0.2380636 +#> 609 46 10 <NA> <NA> NA NA NA NA 0.2390178 +#> 610 46 11 <NA> <NA> NA NA NA NA 0.2369910 +#> 611 46 12 <NA> <NA> NA NA NA NA 0.2375722 +#> 612 47 0 YearBuild <= 1968.5 613 623 624 NA +#> 613 47 1 LotArea <= 13250.0 614 621 622 NA +#> 614 47 2 GarageYrBlt <= 1951.5 615 616 620 NA +#> 615 47 3 <NA> <NA> NA NA NA NA 0.2421887 +#> 616 47 4 Bedrms <= 2.5 617 618 619 NA +#> 617 47 5 <NA> <NA> NA NA NA NA 0.2333418 +#> 618 47 6 <NA> <NA> NA NA NA NA 0.2376415 +#> 619 47 7 <NA> <NA> NA NA NA NA 0.2366716 +#> 620 47 8 <NA> <NA> NA NA NA NA 0.2371970 +#> 621 47 9 <NA> <NA> NA NA NA NA 0.2292981 +#> 622 47 10 <NA> <NA> NA NA NA NA 0.2366939 +#> 623 47 11 <NA> <NA> NA NA NA NA 0.2445986 +#> 624 47 12 <NA> <NA> NA NA NA NA 0.2372552 +#> 625 48 0 LotArea <= 13150.5 626 636 637 NA +#> 626 48 1 LotArea <= 8246.5 627 628 635 NA +#> 627 48 2 <NA> <NA> NA NA NA NA 0.2402396 +#> 628 48 3 GarageArea <= 529.0 629 633 634 NA +#> 629 48 4 OverallQual <= 5.5 630 631 632 NA +#> 630 48 5 <NA> <NA> NA NA NA NA 0.2327049 +#> 631 48 6 <NA> <NA> NA NA NA NA 0.2367772 +#> 632 48 7 <NA> <NA> NA NA NA NA 0.2344441 +#> 633 48 8 <NA> <NA> NA NA NA NA 0.2403974 +#> 634 48 9 <NA> <NA> NA NA NA NA 0.2353841 +#> 635 48 10 <NA> <NA> NA NA NA NA 0.2366685 +#> 636 48 11 <NA> <NA> NA NA NA NA 0.2458577 +#> 637 48 12 <NA> <NA> NA NA NA NA 0.2374297 +#> 638 49 0 GarageYrBlt <= 1987.5 639 649 650 NA +#> 639 49 1 LotArea <= 13959.0 640 647 648 NA +#> 640 49 2 Bedrms <= 2.5 641 645 646 NA +#> 641 49 3 GarageArea <= 367.0 642 643 644 NA +#> 642 49 4 <NA> <NA> NA NA NA NA 0.2378688 +#> 643 49 5 <NA> <NA> NA NA NA NA 0.2280868 +#> 644 49 6 <NA> <NA> NA NA NA NA 0.2323813 +#> 645 49 7 <NA> <NA> NA NA NA NA 0.2368104 +#> 646 49 8 <NA> <NA> NA NA NA NA 0.2355834 +#> 647 49 9 <NA> <NA> NA NA NA NA 0.2435304 +#> 648 49 10 <NA> <NA> NA NA NA NA 0.2360864 +#> 649 49 11 <NA> <NA> NA NA NA NA 0.2445149 +#> 650 49 12 <NA> <NA> NA NA NA NA 0.2366350 #> Cover #> 1 51 -#> 2 47 -#> 3 24 -#> 4 8 -#> 5 16 -#> 6 0 -#> 7 23 -#> 8 3 -#> 9 20 +#> 2 19 +#> 3 2 +#> 4 17 +#> 5 0 +#> 6 32 +#> 7 28 +#> 8 13 +#> 9 15 #> 10 0 -#> 11 0 -#> 12 4 +#> 11 4 +#> 12 0 #> 13 0 #> 14 51 -#> 15 24 -#> 16 19 -#> 17 5 -#> 18 0 -#> 19 27 -#> 20 21 -#> 21 10 -#> 22 11 +#> 15 48 +#> 16 8 +#> 17 40 +#> 18 26 +#> 19 14 +#> 20 2 +#> 21 12 +#> 22 0 #> 23 0 -#> 24 6 -#> 25 0 +#> 24 0 +#> 25 3 #> 26 0 #> 27 51 -#> 28 29 -#> 29 11 -#> 30 4 -#> 31 7 -#> 32 0 -#> 33 18 +#> 28 24 +#> 29 8 +#> 30 16 +#> 31 8 +#> 32 8 +#> 33 0 #> 34 0 -#> 35 22 -#> 36 17 -#> 37 5 +#> 35 27 +#> 36 23 +#> 37 4 #> 38 0 #> 39 0 #> 40 51 -#> 41 24 +#> 41 14 #> 42 4 -#> 43 20 +#> 43 10 #> 44 0 -#> 45 27 -#> 46 10 -#> 47 17 -#> 48 8 -#> 49 9 -#> 50 0 +#> 45 37 +#> 46 32 +#> 47 13 +#> 48 19 +#> 49 0 +#> 50 5 #> 51 0 #> 52 0 #> 53 51 #> 54 48 -#> 55 15 -#> 56 33 -#> 57 16 +#> 55 14 +#> 56 34 +#> 57 17 #> 58 17 #> 59 6 #> 60 11 @@ -832,589 +832,589 @@

Examples

#> 64 3 #> 65 0 #> 66 51 -#> 67 48 -#> 68 14 -#> 69 34 -#> 70 17 +#> 67 29 +#> 68 5 +#> 69 24 +#> 70 7 #> 71 17 -#> 72 2 -#> 73 15 -#> 74 0 -#> 75 0 -#> 76 0 -#> 77 3 +#> 72 0 +#> 73 0 +#> 74 22 +#> 75 19 +#> 76 3 +#> 77 0 #> 78 0 #> 79 51 -#> 80 29 -#> 81 5 -#> 82 24 -#> 83 0 -#> 84 22 -#> 85 19 -#> 86 3 -#> 87 16 +#> 80 47 +#> 81 16 +#> 82 2 +#> 83 14 +#> 84 0 +#> 85 31 +#> 86 30 +#> 87 1 #> 88 0 -#> 89 3 -#> 90 0 +#> 89 0 +#> 90 4 #> 91 0 #> 92 51 -#> 93 19 -#> 94 32 -#> 95 14 -#> 96 18 -#> 97 5 -#> 98 13 -#> 99 7 -#> 100 6 -#> 101 0 +#> 93 29 +#> 94 19 +#> 95 10 +#> 96 0 +#> 97 22 +#> 98 11 +#> 99 11 +#> 100 2 +#> 101 9 #> 102 0 #> 103 0 #> 104 0 #> 105 51 -#> 106 32 -#> 107 2 -#> 108 30 -#> 109 22 -#> 110 8 -#> 111 0 -#> 112 0 -#> 113 19 -#> 114 7 -#> 115 12 -#> 116 0 +#> 106 49 +#> 107 4 +#> 108 45 +#> 109 21 +#> 110 24 +#> 111 18 +#> 112 6 +#> 113 0 +#> 114 0 +#> 115 0 +#> 116 2 #> 117 0 #> 118 51 -#> 119 16 -#> 120 35 -#> 121 0 -#> 122 35 -#> 123 13 -#> 124 10 -#> 125 3 +#> 119 49 +#> 120 13 +#> 121 36 +#> 122 11 +#> 123 25 +#> 124 0 +#> 125 25 #> 126 0 -#> 127 22 +#> 127 0 #> 128 0 -#> 129 0 +#> 129 2 #> 130 0 #> 131 51 -#> 132 28 -#> 133 2 -#> 134 26 -#> 135 19 -#> 136 7 -#> 137 0 -#> 138 0 -#> 139 23 -#> 140 13 -#> 141 10 +#> 132 5 +#> 133 46 +#> 134 13 +#> 135 33 +#> 136 29 +#> 137 11 +#> 138 18 +#> 139 0 +#> 140 4 +#> 141 0 #> 142 0 #> 143 0 #> 144 51 -#> 145 49 -#> 146 5 -#> 147 44 -#> 148 11 -#> 149 33 -#> 150 20 -#> 151 13 +#> 145 48 +#> 146 2 +#> 147 46 +#> 148 33 +#> 149 13 +#> 150 10 +#> 151 3 #> 152 0 #> 153 0 #> 154 0 -#> 155 2 +#> 155 3 #> 156 0 #> 157 51 -#> 158 47 -#> 159 28 -#> 160 2 -#> 161 26 -#> 162 7 +#> 158 48 +#> 159 29 +#> 160 5 +#> 161 24 +#> 162 0 #> 163 19 -#> 164 0 -#> 165 0 -#> 166 19 +#> 164 3 +#> 165 16 +#> 166 0 #> 167 0 -#> 168 4 +#> 168 3 #> 169 0 #> 170 51 -#> 171 49 -#> 172 6 -#> 173 43 -#> 174 37 -#> 175 27 -#> 176 10 -#> 177 0 -#> 178 6 +#> 171 5 +#> 172 46 +#> 173 41 +#> 174 27 +#> 175 14 +#> 176 4 +#> 177 10 +#> 178 0 #> 179 0 -#> 180 0 -#> 181 2 +#> 180 5 +#> 181 0 #> 182 0 #> 183 51 -#> 184 9 -#> 185 6 -#> 186 4 -#> 187 2 -#> 188 0 -#> 189 3 -#> 190 0 -#> 191 42 -#> 192 34 -#> 193 8 +#> 184 29 +#> 185 5 +#> 186 24 +#> 187 0 +#> 188 22 +#> 189 13 +#> 190 9 +#> 191 4 +#> 192 5 +#> 193 0 #> 194 0 #> 195 0 #> 196 51 -#> 197 49 -#> 198 2 -#> 199 47 -#> 200 19 -#> 201 3 -#> 202 16 -#> 203 0 -#> 204 28 -#> 205 0 +#> 197 5 +#> 198 46 +#> 199 5 +#> 200 41 +#> 201 37 +#> 202 21 +#> 203 16 +#> 204 0 +#> 205 4 #> 206 0 -#> 207 2 +#> 207 0 #> 208 0 #> 209 51 -#> 210 47 -#> 211 5 -#> 212 42 -#> 213 9 -#> 214 33 -#> 215 18 -#> 216 15 -#> 217 0 -#> 218 0 -#> 219 0 -#> 220 4 +#> 210 29 +#> 211 2 +#> 212 27 +#> 213 18 +#> 214 9 +#> 215 0 +#> 216 0 +#> 217 22 +#> 218 20 +#> 219 2 +#> 220 0 #> 221 0 #> 222 51 -#> 223 2 -#> 224 2 -#> 225 0 -#> 226 0 -#> 227 49 -#> 228 30 -#> 229 25 -#> 230 5 -#> 231 0 -#> 232 19 +#> 223 29 +#> 224 5 +#> 225 24 +#> 226 21 +#> 227 3 +#> 228 0 +#> 229 0 +#> 230 22 +#> 231 8 +#> 232 14 #> 233 0 #> 234 0 #> 235 51 -#> 236 33 -#> 237 7 -#> 238 26 +#> 236 9 +#> 237 1 +#> 238 8 #> 239 0 -#> 240 18 -#> 241 14 -#> 242 9 -#> 243 5 -#> 244 0 -#> 245 4 +#> 240 42 +#> 241 5 +#> 242 37 +#> 243 30 +#> 244 7 +#> 245 0 #> 246 0 #> 247 0 #> 248 51 -#> 249 26 -#> 250 2 -#> 251 24 -#> 252 2 -#> 253 22 -#> 254 0 -#> 255 0 -#> 256 25 -#> 257 15 -#> 258 10 -#> 259 0 +#> 249 48 +#> 250 25 +#> 251 23 +#> 252 0 +#> 253 23 +#> 254 17 +#> 255 6 +#> 256 0 +#> 257 0 +#> 258 0 +#> 259 3 #> 260 0 #> 261 51 -#> 262 16 -#> 263 9 -#> 264 7 -#> 265 2 -#> 266 0 -#> 267 7 -#> 268 0 -#> 269 35 -#> 270 6 -#> 271 29 +#> 262 4 +#> 263 47 +#> 264 25 +#> 265 18 +#> 266 7 +#> 267 0 +#> 268 22 +#> 269 20 +#> 270 2 +#> 271 0 #> 272 0 #> 273 0 #> 274 51 -#> 275 48 -#> 276 42 -#> 277 5 -#> 278 37 -#> 279 24 -#> 280 13 -#> 281 0 -#> 282 0 +#> 275 29 +#> 276 7 +#> 277 22 +#> 278 0 +#> 279 22 +#> 280 1 +#> 281 21 +#> 282 15 #> 283 6 #> 284 0 -#> 285 3 +#> 285 0 #> 286 0 #> 287 51 -#> 288 48 -#> 289 5 -#> 290 43 -#> 291 11 -#> 292 3 -#> 293 8 +#> 288 24 +#> 289 19 +#> 290 3 +#> 291 16 +#> 292 7 +#> 293 9 #> 294 0 -#> 295 32 -#> 296 0 +#> 295 0 +#> 296 5 #> 297 0 -#> 298 3 +#> 298 27 #> 299 0 #> 300 51 -#> 301 29 -#> 302 24 -#> 303 5 -#> 304 0 -#> 305 22 -#> 306 5 -#> 307 17 -#> 308 13 -#> 309 4 +#> 301 46 +#> 302 4 +#> 303 42 +#> 304 24 +#> 305 3 +#> 306 21 +#> 307 0 +#> 308 18 +#> 309 0 #> 310 0 -#> 311 0 +#> 311 5 #> 312 0 #> 313 51 -#> 314 26 -#> 315 2 -#> 316 24 -#> 317 20 -#> 318 4 -#> 319 0 +#> 314 2 +#> 315 49 +#> 316 29 +#> 317 26 +#> 318 19 +#> 319 7 #> 320 0 -#> 321 25 -#> 322 19 -#> 323 6 +#> 321 3 +#> 322 0 +#> 323 20 #> 324 0 #> 325 0 #> 326 51 -#> 327 5 -#> 328 46 -#> 329 3 -#> 330 43 -#> 331 33 -#> 332 10 -#> 333 5 -#> 334 5 -#> 335 0 +#> 327 3 +#> 328 48 +#> 329 24 +#> 330 13 +#> 331 11 +#> 332 0 +#> 333 24 +#> 334 19 +#> 335 5 #> 336 0 #> 337 0 #> 338 0 #> 339 51 -#> 340 16 -#> 341 13 -#> 342 7 -#> 343 6 -#> 344 0 -#> 345 3 -#> 346 0 -#> 347 35 -#> 348 30 -#> 349 5 -#> 350 0 +#> 340 49 +#> 341 39 +#> 342 37 +#> 343 26 +#> 344 11 +#> 345 0 +#> 346 2 +#> 347 0 +#> 348 10 +#> 349 0 +#> 350 2 #> 351 0 #> 352 51 -#> 353 49 -#> 354 5 -#> 355 44 -#> 356 41 -#> 357 27 -#> 358 14 -#> 359 0 -#> 360 3 +#> 353 38 +#> 354 2 +#> 355 36 +#> 356 0 +#> 357 13 +#> 358 8 +#> 359 2 +#> 360 6 #> 361 0 -#> 362 0 -#> 363 2 +#> 362 5 +#> 363 0 #> 364 0 #> 365 51 -#> 366 7 -#> 367 3 -#> 368 4 -#> 369 0 -#> 370 44 -#> 371 17 -#> 372 12 -#> 373 5 -#> 374 0 -#> 375 27 +#> 366 40 +#> 367 28 +#> 368 8 +#> 369 20 +#> 370 0 +#> 371 12 +#> 372 0 +#> 373 11 +#> 374 6 +#> 375 5 #> 376 0 #> 377 0 #> 378 51 -#> 379 49 -#> 380 43 -#> 381 36 -#> 382 24 +#> 379 47 +#> 380 41 +#> 381 5 +#> 382 36 #> 383 12 -#> 384 0 -#> 385 7 +#> 384 24 +#> 385 0 #> 386 0 #> 387 6 #> 388 0 -#> 389 2 +#> 389 4 #> 390 0 #> 391 51 -#> 392 49 -#> 393 5 -#> 394 44 -#> 395 33 -#> 396 11 -#> 397 3 -#> 398 8 -#> 399 0 +#> 392 4 +#> 393 1 +#> 394 3 +#> 395 0 +#> 396 47 +#> 397 29 +#> 398 11 +#> 399 18 #> 400 0 -#> 401 0 -#> 402 2 +#> 401 18 +#> 402 0 #> 403 0 #> 404 51 #> 405 2 #> 406 49 -#> 407 16 -#> 408 4 -#> 409 12 +#> 407 23 +#> 408 6 +#> 409 17 #> 410 0 -#> 411 33 -#> 412 13 -#> 413 20 +#> 411 26 +#> 412 20 +#> 413 6 #> 414 0 #> 415 0 #> 416 0 #> 417 51 -#> 418 38 -#> 419 32 -#> 420 6 -#> 421 26 -#> 422 8 -#> 423 18 +#> 418 20 +#> 419 8 +#> 420 12 +#> 421 10 +#> 422 2 +#> 423 0 #> 424 0 -#> 425 0 -#> 426 6 -#> 427 0 -#> 428 13 +#> 425 31 +#> 426 3 +#> 427 28 +#> 428 0 #> 429 0 #> 430 51 #> 431 48 -#> 432 46 -#> 433 2 -#> 434 44 -#> 435 16 -#> 436 28 -#> 437 0 -#> 438 0 -#> 439 2 +#> 432 37 +#> 433 9 +#> 434 28 +#> 435 0 +#> 436 11 +#> 437 7 +#> 438 4 +#> 439 0 #> 440 0 #> 441 3 #> 442 0 #> 443 51 -#> 444 47 -#> 445 41 -#> 446 35 -#> 447 33 -#> 448 2 -#> 449 0 -#> 450 6 -#> 451 0 -#> 452 6 -#> 453 0 -#> 454 4 +#> 444 8 +#> 445 43 +#> 446 22 +#> 447 6 +#> 448 3 +#> 449 3 +#> 450 0 +#> 451 16 +#> 452 0 +#> 453 21 +#> 454 0 #> 455 0 #> 456 51 -#> 457 1 -#> 458 50 +#> 457 47 +#> 458 39 #> 459 32 -#> 460 11 -#> 461 8 -#> 462 3 -#> 463 0 -#> 464 21 +#> 460 7 +#> 461 0 +#> 462 8 +#> 463 3 +#> 464 5 #> 465 0 -#> 466 18 -#> 467 0 +#> 466 0 +#> 467 4 #> 468 0 #> 469 51 -#> 470 6 -#> 471 45 -#> 472 43 -#> 473 36 -#> 474 15 -#> 475 21 +#> 470 8 +#> 471 43 +#> 472 38 +#> 473 32 +#> 474 30 +#> 475 2 #> 476 0 -#> 477 7 +#> 477 6 #> 478 0 -#> 479 2 +#> 479 5 #> 480 0 #> 481 0 #> 482 51 -#> 483 5 -#> 484 46 -#> 485 43 -#> 486 4 -#> 487 39 -#> 488 18 -#> 489 21 +#> 483 48 +#> 484 6 +#> 485 42 +#> 486 12 +#> 487 30 +#> 488 25 +#> 489 5 #> 490 0 #> 491 0 -#> 492 3 -#> 493 0 +#> 492 0 +#> 493 3 #> 494 0 #> 495 51 -#> 496 48 -#> 497 18 -#> 498 30 -#> 499 4 -#> 500 26 -#> 501 23 -#> 502 3 -#> 503 0 -#> 504 0 -#> 505 0 -#> 506 3 +#> 496 17 +#> 497 14 +#> 498 9 +#> 499 5 +#> 500 0 +#> 501 3 +#> 502 0 +#> 503 34 +#> 504 30 +#> 505 4 +#> 506 0 #> 507 0 #> 508 51 -#> 509 34 -#> 510 3 -#> 511 31 -#> 512 28 -#> 513 3 -#> 514 0 -#> 515 0 -#> 516 17 -#> 517 13 -#> 518 4 +#> 509 5 +#> 510 46 +#> 511 3 +#> 512 43 +#> 513 14 +#> 514 9 +#> 515 5 +#> 516 0 +#> 517 29 +#> 518 0 #> 519 0 #> 520 0 #> 521 51 -#> 522 5 -#> 523 46 -#> 524 41 -#> 525 30 -#> 526 11 -#> 527 0 -#> 528 5 -#> 529 2 +#> 522 45 +#> 523 38 +#> 524 6 +#> 525 32 +#> 526 0 +#> 527 7 +#> 528 0 +#> 529 6 #> 530 3 -#> 531 0 +#> 531 3 #> 532 0 #> 533 0 #> 534 51 -#> 535 29 -#> 536 22 -#> 537 18 -#> 538 4 -#> 539 0 -#> 540 7 -#> 541 0 -#> 542 22 -#> 543 16 -#> 544 6 -#> 545 0 +#> 535 49 +#> 536 40 +#> 537 12 +#> 538 8 +#> 539 4 +#> 540 0 +#> 541 28 +#> 542 0 +#> 543 9 +#> 544 0 +#> 545 2 #> 546 0 #> 547 51 -#> 548 16 -#> 549 12 -#> 550 1 -#> 551 11 -#> 552 3 -#> 553 8 +#> 548 49 +#> 549 5 +#> 550 44 +#> 551 41 +#> 552 29 +#> 553 12 #> 554 0 -#> 555 0 -#> 556 4 +#> 555 3 +#> 556 0 #> 557 0 -#> 558 35 +#> 558 2 #> 559 0 #> 560 51 -#> 561 5 -#> 562 46 -#> 563 24 -#> 564 6 -#> 565 18 +#> 561 41 +#> 562 33 +#> 563 8 +#> 564 5 +#> 565 3 #> 566 0 -#> 567 22 -#> 568 20 -#> 569 2 -#> 570 0 +#> 567 0 +#> 568 10 +#> 569 4 +#> 570 6 #> 571 0 #> 572 0 #> 573 51 -#> 574 8 -#> 575 43 -#> 576 32 -#> 577 31 -#> 578 10 -#> 579 21 +#> 574 17 +#> 575 9 +#> 576 4 +#> 577 5 +#> 578 2 +#> 579 3 #> 580 0 -#> 581 1 -#> 582 0 -#> 583 11 -#> 584 0 +#> 581 0 +#> 582 8 +#> 583 0 +#> 584 34 #> 585 0 #> 586 51 -#> 587 38 -#> 588 3 -#> 589 35 -#> 590 0 -#> 591 13 -#> 592 8 -#> 593 4 -#> 594 4 -#> 595 0 -#> 596 5 -#> 597 0 +#> 587 49 +#> 588 46 +#> 589 43 +#> 590 36 +#> 591 7 +#> 592 0 +#> 593 3 +#> 594 0 +#> 595 3 +#> 596 0 +#> 597 2 #> 598 0 #> 599 51 -#> 600 17 -#> 601 8 -#> 602 9 -#> 603 0 -#> 604 34 -#> 605 28 -#> 606 6 -#> 607 3 -#> 608 3 +#> 600 3 +#> 601 48 +#> 602 25 +#> 603 16 +#> 604 9 +#> 605 0 +#> 606 23 +#> 607 2 +#> 608 21 #> 609 0 #> 610 0 #> 611 0 #> 612 51 -#> 613 46 -#> 614 41 -#> 615 11 -#> 616 7 -#> 617 4 -#> 618 0 -#> 619 30 +#> 613 48 +#> 614 43 +#> 615 6 +#> 616 37 +#> 617 11 +#> 618 26 +#> 619 0 #> 620 0 #> 621 5 #> 622 0 -#> 623 5 +#> 623 3 #> 624 0 #> 625 51 -#> 626 2 -#> 627 49 -#> 628 2 -#> 629 47 -#> 630 25 -#> 631 20 -#> 632 5 -#> 633 0 -#> 634 22 +#> 626 46 +#> 627 7 +#> 628 39 +#> 629 29 +#> 630 16 +#> 631 13 +#> 632 0 +#> 633 10 +#> 634 0 #> 635 0 -#> 636 0 +#> 636 5 #> 637 0 #> 638 51 -#> 639 38 -#> 640 25 -#> 641 13 -#> 642 3 -#> 643 10 -#> 644 6 -#> 645 4 +#> 639 47 +#> 640 45 +#> 641 12 +#> 642 5 +#> 643 7 +#> 644 0 +#> 645 33 #> 646 0 -#> 647 0 +#> 647 2 #> 648 0 -#> 649 13 +#> 649 4 #> 650 0 diff --git a/reference/treeshap.html b/reference/treeshap.html index ae9e42d..6975452 100644 --- a/reference/treeshap.html +++ b/reference/treeshap.html @@ -120,28 +120,28 @@

Examples

str(shaps) #> List of 4 #> $ shaps :'data.frame': 3 obs. of 9 variables: -#> ..$ LotArea : num [1:3] 0.12491 -0.00314 0.07085 -#> ..$ OverallQual: num [1:3] 0.0368 -0.0285 0.0394 -#> ..$ YearBuild : num [1:3] 0.0169 -0.00197 0.00431 -#> ..$ LivingArea : num [1:3] 0.0984 -0.1311 0.0412 -#> ..$ Bathrms : num [1:3] -0.00497 -0.00971 0.00875 -#> ..$ Bedrms : num [1:3] 0.00272 -0.01287 0.00203 -#> ..$ TotRms : num [1:3] 0.00945 -0.02569 0.00731 -#> ..$ GarageYrBlt: num [1:3] 0.014698 -0.00932 -0.000302 -#> ..$ GarageArea : num [1:3] 0.03415 -0.00592 -0.01877 +#> ..$ LotArea : num [1:3] 0.12421 -0.00744 0.0815 +#> ..$ OverallQual: num [1:3] 0.0494 -0.0315 0.0458 +#> ..$ YearBuild : num [1:3] 0.02112 -0.00303 0.0026 +#> ..$ LivingArea : num [1:3] 0.0942 -0.1326 0.0387 +#> ..$ Bathrms : num [1:3] -0.00792 -0.01012 0.01106 +#> ..$ Bedrms : num [1:3] 0.00272 -0.00979 0.00212 +#> ..$ TotRms : num [1:3] 0.01336 -0.02519 0.00435 +#> ..$ GarageYrBlt: num [1:3] 0.01079 -0.00258 0.00104 +#> ..$ GarageArea : num [1:3] 0.04099 -0.00625 -0.01581 #> $ interactions : NULL #> $ unified_model:List of 2 -#> ..$ model:'data.frame': 28285 obs. of 10 variables: -#> .. ..$ Tree : int [1:28285] 0 0 0 0 0 0 0 0 0 0 ... -#> .. ..$ Node : int [1:28285] 0 1 2 3 4 5 6 7 8 9 ... -#> .. ..$ Feature : chr [1:28285] "LivingArea" "YearBuild" "LivingArea" "LivingArea" ... +#> ..$ model:'data.frame': 28315 obs. of 10 variables: +#> .. ..$ Tree : int [1:28315] 0 0 0 0 0 0 0 0 0 0 ... +#> .. ..$ Node : int [1:28315] 0 1 2 3 4 5 6 7 8 9 ... +#> .. ..$ Feature : chr [1:28315] "TotRms" "OverallQual" "Bathrms" "TotRms" ... #> .. ..$ Decision.type: Factor w/ 2 levels "<=","<": 1 1 1 1 1 1 1 1 1 1 ... -#> .. ..$ Split : num [1:28285] 1258 1950 1982 1042 1019 ... -#> .. ..$ Yes : int [1:28285] 2 4 6 8 10 12 14 16 18 20 ... -#> .. ..$ No : int [1:28285] 3 5 7 9 11 13 15 17 19 21 ... -#> .. ..$ Missing : int [1:28285] NA NA NA NA NA NA NA NA NA NA ... -#> .. ..$ Prediction : num [1:28285] NA NA NA NA NA NA NA NA NA NA ... -#> .. ..$ Cover : int [1:28285] 338 194 144 22 172 126 18 11 11 72 ... +#> .. ..$ Split : num [1:28315] 6.5 5.5 2.5 5.5 1.5 ... +#> .. ..$ Yes : int [1:28315] 2 4 6 8 10 12 14 16 18 20 ... +#> .. ..$ No : int [1:28315] 3 5 7 9 11 13 15 17 19 21 ... +#> .. ..$ Missing : int [1:28315] NA NA NA NA NA NA NA NA NA NA ... +#> .. ..$ Prediction : num [1:28315] NA NA NA NA NA NA NA NA NA NA ... +#> .. ..$ Cover : int [1:28315] 338 260 78 176 84 63 15 82 94 51 ... #> ..$ data :'data.frame': 338 obs. of 9 variables: #> .. ..$ LotArea : num [1:338] 31770 11622 14267 11160 8450 ... #> .. ..$ OverallQual: num [1:338] 6 5 6 7 5 4 5 5 5 5 ... diff --git a/reference/unify_tree_model.html b/reference/unify_tree_model.html index 09e722f..3770f6d 100644 --- a/reference/unify_tree_model.html +++ b/reference/unify_tree_model.html @@ -104,107 +104,107 @@

Examples

rf_fit <- default_rf(X, Y) unify_predict(rf_fit, X) #> 1 2 3 4 26 27 118 121 -#> 12.09992 11.72945 11.99170 12.21165 11.82006 11.67026 11.91329 11.91504 +#> 12.07490 11.72668 11.98563 12.21734 11.84878 11.65940 11.91772 11.87303 #> 122 127 128 129 132 133 134 136 -#> 11.92318 11.80242 11.94624 11.93345 11.83167 11.95647 11.80481 11.99888 +#> 11.89589 11.77586 11.95877 11.91269 11.83499 11.94298 11.77565 12.03143 #> 138 139 140 142 143 144 146 147 -#> 12.28794 11.81424 11.99173 11.89887 11.79157 11.89026 11.93425 11.84453 +#> 12.25403 11.79967 12.06141 11.88849 11.80952 11.88335 11.90521 11.85675 #> 148 149 150 151 153 155 156 157 -#> 11.99241 11.83588 11.77860 11.74755 11.79153 11.66186 11.85402 11.68002 +#> 11.98933 11.82522 11.76243 11.75871 11.77268 11.65912 11.86431 11.65679 #> 158 161 162 163 164 165 166 167 -#> 12.00666 12.33459 11.74132 11.92090 11.85155 11.63884 11.90888 11.82614 +#> 12.02171 12.29256 11.74681 11.90683 11.83650 11.59558 11.89663 11.85260 #> 168 169 342 343 344 395 398 399 -#> 11.97019 11.96986 11.82383 12.06710 12.32905 11.83172 11.64875 11.51346 +#> 11.98925 11.94356 11.77145 12.05900 12.32683 11.82140 11.66448 11.50967 #> 400 401 402 419 594 595 596 600 -#> 11.66706 11.73252 11.67967 11.69497 11.59476 11.98296 11.74602 11.64043 +#> 11.66101 11.75593 11.66759 11.69208 11.62745 11.95903 11.74464 11.66338 #> 601 602 605 606 607 608 612 613 -#> 11.71881 11.78759 11.88712 12.04161 11.92907 11.99986 11.79980 12.00233 +#> 11.70591 11.76122 11.90052 12.03735 11.92864 12.00324 11.80933 11.98885 #> 614 617 618 619 620 621 622 623 -#> 11.72759 11.93444 12.05753 11.93184 11.77694 11.89231 11.79531 11.82994 +#> 11.75199 11.93355 11.96670 11.92823 11.78890 11.84772 11.77782 11.84987 #> 624 626 627 628 629 631 632 634 -#> 12.01083 12.02920 12.23656 12.25040 12.11256 11.79706 11.94526 11.85188 +#> 12.02216 11.98537 12.18840 12.24094 12.12419 11.77748 11.94026 11.81918 #> 635 636 637 638 639 640 641 642 -#> 11.97434 11.86066 11.84693 11.84864 11.69212 12.03372 11.80881 11.89560 +#> 11.95452 11.87604 11.86133 11.85434 11.72818 12.03698 11.80838 11.91587 #> 643 644 645 646 647 649 650 652 -#> 11.86976 11.85729 11.83189 11.70467 11.86276 11.67226 11.82662 11.87925 +#> 11.88559 11.84396 11.82097 11.72331 11.86321 11.67969 11.83208 11.88309 #> 653 654 667 668 669 670 671 672 -#> 11.82913 11.71567 12.20518 11.99613 11.88963 11.93263 11.81189 11.86601 +#> 11.80113 11.72522 12.22077 11.98224 11.91887 12.02878 11.81113 11.84689 #> 673 675 677 678 679 680 681 682 -#> 11.83440 11.85768 11.51708 11.81482 11.57867 11.79013 11.76198 11.88330 +#> 11.82522 11.86165 11.56461 11.83234 11.56548 11.77823 11.78112 11.86278 #> 683 684 685 686 687 688 689 690 -#> 11.64242 11.84090 11.83254 11.77031 11.89337 11.97325 11.80235 11.85341 +#> 11.65681 11.86121 11.84568 11.81332 11.90748 11.91018 11.75859 11.85206 #> 691 990 992 1034 1035 1036 1037 1193 -#> 11.68352 11.98982 12.18863 11.84643 11.97216 11.74560 11.73705 11.90361 +#> 11.70286 11.99908 12.18042 11.93603 11.95061 11.73199 11.73261 11.91649 #> 1194 1195 1196 1197 1205 1206 1208 1209 -#> 11.75140 11.77651 11.89275 11.89804 11.78018 11.71885 11.84309 12.02917 +#> 11.72776 11.75277 11.91050 11.94687 11.78916 11.71674 11.85573 12.05214 #> 1210 1211 1212 1213 1214 1215 1216 1217 -#> 11.96195 11.89821 11.90821 11.93123 11.98725 11.82372 11.78933 11.99544 +#> 11.95548 11.83633 11.91838 11.94611 12.00537 11.84208 11.81806 11.97831 #> 1224 1225 1226 1227 1228 1230 1231 1232 -#> 11.98029 11.86329 11.83447 11.96485 11.72997 12.02172 11.81034 11.95102 +#> 11.95258 11.82138 11.80370 11.95381 11.72406 12.01558 11.80546 11.94995 #> 1233 1234 1236 1237 1238 1239 1240 1241 -#> 11.92362 12.19899 11.84660 11.91899 11.83152 11.89295 11.93941 12.02195 +#> 11.92037 12.23865 11.89034 11.90589 11.83957 11.87807 11.91798 11.89095 #> 1242 1243 1244 1245 1246 1247 1249 1250 -#> 11.85106 11.97982 11.85213 11.80372 11.73792 11.86362 12.07934 11.76569 +#> 11.85872 11.98362 11.82299 11.80102 11.77123 11.85318 12.11187 11.75657 #> 1251 1252 1253 1254 1257 1261 1262 1263 -#> 11.67112 11.90271 11.68022 11.81810 11.90680 11.98516 11.81448 11.99211 +#> 11.68292 11.89992 11.74476 11.88695 11.88078 11.99598 11.84926 11.98091 #> 1266 1267 1268 1269 1270 1271 1272 1273 -#> 12.20865 11.69729 11.71851 11.68293 11.92276 11.91700 11.74074 11.91375 +#> 12.25062 11.69738 11.71521 11.69218 11.89578 11.92232 11.77869 11.93661 #> 1274 1277 1279 1280 1281 1282 1283 1612 -#> 11.86953 11.86276 11.81341 11.65103 11.94393 12.02991 11.80291 12.06174 +#> 11.88795 11.80061 11.81889 11.65042 11.90125 12.02053 11.83409 12.03019 #> 1613 1614 1615 1663 1666 1667 1668 1669 -#> 12.02045 12.35934 12.34770 11.79442 11.93855 11.69363 11.78288 11.70669 +#> 12.01646 12.37574 12.30945 11.80547 11.94059 11.70734 11.78387 11.70629 #> 1672 1684 1875 1877 1883 1884 1885 1886 -#> 11.71399 11.65661 11.82568 11.90318 11.87903 11.88009 11.70665 11.72811 +#> 11.72256 11.70898 11.84589 11.92293 11.87451 11.85262 11.68373 11.71298 #> 1889 1890 1891 1892 1893 1894 1898 1899 -#> 11.80767 11.69382 11.98172 11.89473 11.95856 12.06970 11.89701 11.86044 +#> 11.78465 11.68233 12.00233 11.89736 11.95374 12.13324 11.86151 11.78620 #> 1900 1906 1907 1908 1909 1911 1913 1914 -#> 11.74555 12.12872 11.79976 11.83023 11.80145 11.82920 11.99668 11.69320 +#> 11.76025 12.13453 11.78772 11.82943 11.80993 11.84850 11.97761 11.69878 #> 1915 1917 1918 1919 1920 1921 1922 1923 -#> 11.86369 11.77682 11.66945 11.85154 11.80262 11.91229 11.78015 11.92938 +#> 11.85457 11.76129 11.70207 11.83862 11.80690 11.90193 11.78528 11.92378 #> 1924 1925 1926 1927 1929 1930 1931 1932 -#> 11.83232 11.98625 11.72781 11.81287 11.89100 11.80062 11.82381 11.83468 +#> 11.80604 11.93736 11.73266 11.81576 11.91541 11.78086 11.77868 11.82904 #> 1933 1934 1935 1936 1937 1938 1939 1940 -#> 11.81411 11.77180 11.70782 11.68863 11.84807 11.83761 11.73581 11.71387 +#> 11.78936 11.78676 11.73709 11.68603 11.84382 11.84605 11.71782 11.72834 #> 1941 1953 1954 1955 1956 1957 1958 1959 -#> 11.85160 11.96619 11.67593 11.85380 12.03791 11.73961 11.80705 11.90374 +#> 11.83738 11.97513 11.68772 11.79228 12.07835 11.71400 11.80301 11.88031 #> 1960 1961 1962 1963 1965 1966 1967 1969 -#> 11.61453 11.78390 11.63747 11.74331 11.78481 11.85517 11.89131 11.73752 +#> 11.67153 11.77244 11.63877 11.80348 11.78573 11.90450 11.87125 11.76310 #> 1970 1971 1972 2307 2310 2361 2363 2375 -#> 12.04974 11.84051 11.65374 11.79912 12.15216 11.69633 11.62331 11.88440 +#> 12.05411 11.84636 11.62682 11.79446 12.10865 11.71332 11.67680 11.89857 #> 2532 2533 2534 2535 2536 2539 2540 2543 -#> 11.80606 11.91100 11.85599 11.87311 11.81703 11.91086 11.83922 11.69598 +#> 11.81776 11.91174 11.85231 11.85616 11.83256 11.91632 11.79411 11.69838 #> 2544 2546 2548 2550 2551 2554 2559 2560 -#> 11.90592 11.95114 11.92347 11.85194 11.87091 11.75132 11.92034 11.88165 +#> 11.87040 11.95211 11.98506 11.81603 11.84057 11.75596 11.95340 11.88645 #> 2561 2562 2563 2564 2565 2568 2569 2570 -#> 11.79286 11.94009 11.77530 11.80004 11.71931 11.84771 12.34040 11.81054 +#> 11.77189 11.98415 11.75056 11.82035 11.73608 11.81689 12.33621 11.79846 #> 2572 2573 2574 2575 2576 2578 2579 2580 -#> 11.87938 11.85416 11.82854 11.85068 11.99341 11.85225 11.84723 11.87573 +#> 11.87610 11.84295 11.83490 11.86882 11.96026 11.85254 11.87205 11.86468 #> 2581 2583 2584 2585 2586 2587 2588 2589 -#> 11.79781 11.78413 11.90890 11.77252 11.90409 11.83213 11.74306 11.83622 +#> 11.74551 11.79293 11.90968 11.78610 11.90056 11.83280 11.77163 11.85669 #> 2590 2592 2594 2607 2608 2609 2610 2611 -#> 11.72521 11.80060 11.82848 11.98481 11.87708 11.89163 12.05721 11.92137 +#> 11.77862 11.91253 11.89471 11.98069 11.90507 11.88112 12.05048 11.89835 #> 2612 2613 2614 2615 2616 2617 2619 2620 -#> 11.70432 11.89554 11.74312 11.66121 11.99608 12.06308 11.88963 11.82799 +#> 11.67981 11.87715 11.73081 11.65924 11.98608 12.02332 11.92032 11.80649 #> 2622 2623 2624 2625 2627 2629 2630 2631 -#> 11.64049 11.54142 11.73178 11.50008 11.42040 11.83193 11.72695 11.93198 +#> 11.66619 11.58366 11.75039 11.53481 11.46195 11.82686 11.78654 11.94325 #> 2633 2634 -#> 11.89776 11.67289 +#> 11.90570 11.63547 ## Applies the correct treeshap::*.unify for the model type. unified_model <- unify_tree_model(rf_fit, X) str(unified_model) #> List of 2 -#> $ model:'data.frame': 28069 obs. of 10 variables: -#> ..$ Tree : int [1:28069] 0 0 0 0 0 0 0 0 0 0 ... -#> ..$ Node : int [1:28069] 0 1 2 3 4 5 6 7 8 9 ... -#> ..$ Feature : chr [1:28069] "TotRms" "OverallQual" "LotArea" "TotRms" ... +#> $ model:'data.frame': 27913 obs. of 10 variables: +#> ..$ Tree : int [1:27913] 0 0 0 0 0 0 0 0 0 0 ... +#> ..$ Node : int [1:27913] 0 1 2 3 4 5 6 7 8 9 ... +#> ..$ Feature : chr [1:27913] "TotRms" "LotArea" "GarageArea" "GarageYrBlt" ... #> ..$ Decision.type: Factor w/ 2 levels "<=","<": 1 1 1 1 1 1 1 1 1 1 ... -#> ..$ Split : num [1:28069] 7.5 5.5 13376 5.5 414 ... -#> ..$ Yes : int [1:28069] 2 4 6 8 10 12 14 16 18 20 ... -#> ..$ No : int [1:28069] 3 5 7 9 11 13 15 17 19 21 ... -#> ..$ Missing : int [1:28069] NA NA NA NA NA NA NA NA NA NA ... -#> ..$ Prediction : num [1:28069] NA NA NA NA NA NA NA NA NA NA ... -#> ..$ Cover : int [1:28069] 338 303 35 199 104 29 6 82 117 45 ... +#> ..$ Split : num [1:27913] 7.5 9512 506.5 1956.5 392 ... +#> ..$ Yes : int [1:27913] 2 4 6 8 10 12 14 16 18 20 ... +#> ..$ No : int [1:27913] 3 5 7 9 11 13 15 17 19 21 ... +#> ..$ Missing : int [1:27913] NA NA NA NA NA NA NA NA NA NA ... +#> ..$ Prediction : num [1:27913] NA NA NA NA NA NA NA NA NA NA ... +#> ..$ Cover : int [1:27913] 338 303 35 171 132 17 18 44 127 66 ... #> $ data :'data.frame': 338 obs. of 9 variables: #> ..$ LotArea : num [1:338] 31770 11622 14267 11160 8450 ... #> ..$ OverallQual: num [1:338] 6 5 6 7 5 4 5 5 5 5 ...