From 94f216eedcf31b8caacdd1c75e8b87421310c7a4 Mon Sep 17 00:00:00 2001 From: nspyrison Date: Sat, 26 Feb 2022 23:47:34 +0000 Subject: [PATCH] Built site for cheem: 0.2.0@4bfd531 --- .../figure-html/unnamed-chunk-3-1.png | Bin 112281 -> 111957 bytes 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 171579 -> 170280 bytes reference/global_view.html | 20 +- reference/is_randomForest.html | 8 +- reference/model_performance_df.html | 4 +- reference/randomForest.unify.html | 40 +- reference/ranger.unify.html | 38 +- reference/rnorm_from.html | 14 +- reference/set_reference_dataset.html | 2218 ++++++++--------- reference/treeshap.html | 24 +- reference/unify_tree_model.html | 106 +- 19 files changed, 1276 insertions(+), 1276 deletions(-) diff --git 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z)D`$IZeYE2A?jau{}=Z8A9C6M=dgcG`rp@oQ{dke_%{XqmlTM~>ZG0fqFs7_WHT=I P_p@LPy~k*^XRrPPas!dm diff --git a/pkgdown.yml b/pkgdown.yml index 4efbc89..5e3d66d 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: 2022-02-26T03:11Z +last_built: 2022-02-26T23:46Z diff --git a/reference/amesHousing2018.html b/reference/amesHousing2018.html index f16dc22..dcb82ba 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 bfb6ab9..0c7af7e 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 316e53a..c538602 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 c5d6e78..15b9dd5 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 765b1e0..1701883 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/randomForest.unify.html b/reference/randomForest.unify.html index 21fcabb..15ef204 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] 0.1376 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 +#> ..$ LotArea : num [1:2] 0.13879 0.00348 +#> ..$ OverallQual: num [1:2] 0.0386 -0.0308 +#> ..$ YearBuild : num [1:2] 0.0212 -0.00105 +#> ..$ LivingArea : num [1:2] 0.0991 -0.13 +#> ..$ Bathrms : num [1:2] -0.00567 -0.01107 +#> ..$ Bedrms : num [1:2] 0.00384 -0.01223 +#> ..$ TotRms : num [1:2] 0.0143 -0.0237 +#> ..$ GarageYrBlt: num [1:2] 0.01212 -0.00752 +#> ..$ GarageArea : num [1:2] 0.03463 -0.00544 #> $ interactions : NULL #> $ unified_model:List of 2 -#> ..$ 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 ... +#> ..$ model:'data.frame': 28077 obs. of 10 variables: +#> .. ..$ Tree : int [1:28077] 0 0 0 0 0 0 0 0 0 0 ... +#> .. ..$ Node : int [1:28077] 0 1 2 3 4 5 6 7 8 9 ... +#> .. ..$ Feature : chr [1:28077] "OverallQual" "LivingArea" "LivingArea" "Bathrms" ... +#> .. ..$ Decision.type: Factor w/ 2 levels "<=","<": 1 1 1 1 1 1 1 1 NA 1 ... +#> .. ..$ Split : num [1:28077] 5.5 1042 1981.5 1.5 2367.5 ... +#> .. ..$ Yes : int [1:28077] 2 4 6 8 10 12 14 16 NA 18 ... +#> .. ..$ No : int [1:28077] 3 5 7 9 11 13 15 17 NA 19 ... +#> .. ..$ Missing : int [1:28077] NA NA NA NA NA NA NA NA NA NA ... +#> .. ..$ Prediction : num [1:28077] NA NA NA NA NA ... +#> .. ..$ Cover : int [1:28077] 338 215 123 77 138 110 13 72 5 136 ... #> ..$ 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 2e1deb8..9efc930 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] 0.15747 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 +#> ..$ LotArea : num [1:2] 0.12745 0.000883 +#> ..$ OverallQual: num [1:2] 0.0376 -0.0317 +#> ..$ YearBuild : num [1:2] 0.01049 0.00399 +#> ..$ LivingArea : num [1:2] 0.0912 -0.1207 +#> ..$ Bathrms : num [1:2] 0.00161 -0.00986 +#> ..$ Bedrms : num [1:2] 0.00309 -0.01876 +#> ..$ TotRms : num [1:2] 0.0173 -0.0177 +#> ..$ GarageYrBlt: num [1:2] 0.01541 -0.00425 +#> ..$ GarageArea : num [1:2] 0.03846 -0.00296 #> $ interactions : NULL #> $ unified_model:List of 2 -#> ..$ 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" ... +#> ..$ model:'data.frame': 5579 obs. of 10 variables: +#> .. ..$ Tree : int [1:5579] 0 0 0 0 0 0 0 0 0 0 ... +#> .. ..$ Node : int [1:5579] 0 1 2 3 4 5 6 7 8 9 ... +#> .. ..$ Feature : chr [1:5579] "OverallQual" "LivingArea" "Bathrms" "LivingArea" ... #> .. ..$ Decision.type: Factor w/ 2 levels "<=","<": 1 1 1 1 1 1 1 1 1 1 ... -#> .. ..$ 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 ... +#> .. ..$ Split : num [1:5579] 5.5 1051.5 2.5 913 15585.5 ... +#> .. ..$ Yes : int [1:5579] 2 4 6 8 10 12 14 16 18 20 ... +#> .. ..$ No : int [1:5579] 3 5 7 9 11 13 15 17 19 21 ... +#> .. ..$ Missing : logi [1:5579] NA NA NA NA NA NA ... +#> .. ..$ Prediction : num [1:5579] NA NA NA NA NA NA NA NA NA NA ... +#> .. ..$ Cover : int [1:5579] 338 215 123 83 132 111 12 38 45 131 ... #> ..$ 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 a04092d..f06188d 100644 --- a/reference/rnorm_from.html +++ b/reference/rnorm_from.html @@ -117,14 +117,14 @@

Examples

sub <- mtcars[mtcars$cyl == 6, ] ## 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 19.49743 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 +#> mpg cyl disp hp drat wt qsec vs +#> 1 17.92294 5.999996 165.3226 113.7659 2.501347 3.859524 19.80647 2.0948416 +#> 2 18.84687 6.000002 168.7212 111.8585 1.960415 3.663048 19.68655 2.0062483 +#> 3 19.31771 6.000003 154.7023 117.6264 4.210982 3.195114 17.63796 0.8725361 #> am gear carb -#> 1 -0.2571293 3.938385 3.548547 -#> 2 -0.2143751 4.021613 3.980673 -#> 3 -0.1206897 4.029722 3.784153 +#> 1 -1.0948401 3.979349 2.941646 +#> 2 -1.0062461 3.901213 2.497538 +#> 3 0.1274682 4.365094 5.019131 diff --git a/reference/set_reference_dataset.html b/reference/set_reference_dataset.html index 9b9de84..c48a792 100644 --- a/reference/set_reference_dataset.html +++ b/reference/set_reference_dataset.html @@ -115,1306 +115,1306 @@

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 <= 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 0.2318017 -#> 58 4 5 OverallQual <= 5.5 59 60 61 NA -#> 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 +#> 1 0 0 OverallQual <= 5.5 2 6 13 NA +#> 2 0 1 LivingArea <= 1049.0 3 4 5 NA +#> 3 0 2 <NA> <NA> NA NA NA NA 0.2212451 +#> 4 0 3 <NA> <NA> NA NA NA NA 0.2341727 +#> 5 0 4 <NA> <NA> NA NA NA NA 0.2295044 +#> 6 0 5 LivingArea <= 1762.0 7 11 12 NA +#> 7 0 6 YearBuild <= 1951.5 8 9 10 NA +#> 8 0 7 <NA> <NA> NA NA NA NA 0.2277013 +#> 9 0 8 <NA> <NA> NA NA NA NA 0.2457563 +#> 10 0 9 <NA> <NA> NA NA NA NA 0.2421453 +#> 11 0 10 <NA> <NA> NA NA NA NA 0.2645550 +#> 12 0 11 <NA> <NA> NA NA NA NA 0.2461864 +#> 13 0 12 <NA> <NA> NA NA NA NA 0.2355257 +#> 14 1 0 LivingArea <= 1258.5 15 19 26 NA +#> 15 1 1 OverallQual <= 4.5 16 17 18 NA +#> 16 1 2 <NA> <NA> NA NA NA NA 0.2130353 +#> 17 1 3 <NA> <NA> NA NA NA NA 0.2309594 +#> 18 1 4 <NA> <NA> NA NA NA NA 0.2288840 +#> 19 1 5 LivingArea <= 1981.5 20 24 25 NA +#> 20 1 6 YearBuild <= 1958.5 21 22 23 NA +#> 21 1 7 <NA> <NA> NA NA NA NA 0.2384288 +#> 22 1 8 <NA> <NA> NA NA NA NA 0.2530968 +#> 23 1 9 <NA> <NA> NA NA NA NA 0.2448461 +#> 24 1 10 <NA> <NA> NA NA NA NA 0.2769327 +#> 25 1 11 <NA> <NA> NA NA NA NA 0.2491821 +#> 26 1 12 <NA> <NA> NA NA NA NA 0.2377719 +#> 27 2 0 LivingArea <= 1393.5 28 32 39 NA +#> 28 2 1 OverallQual <= 4.5 29 30 31 NA +#> 29 2 2 <NA> <NA> NA NA NA NA 0.2123808 +#> 30 2 3 <NA> <NA> NA NA NA NA 0.2324999 +#> 31 2 4 <NA> <NA> NA NA NA NA 0.2299850 +#> 32 2 5 OverallQual <= 5.5 33 34 38 NA +#> 33 2 6 <NA> <NA> NA NA NA NA 0.2399865 +#> 34 2 7 YearBuild <= 1964.5 35 36 37 NA +#> 35 2 8 <NA> <NA> NA NA NA NA 0.2495163 +#> 36 2 9 <NA> <NA> NA NA NA NA 0.2701567 +#> 37 2 10 <NA> <NA> NA NA NA NA 0.2559664 +#> 38 2 11 <NA> <NA> NA NA NA NA 0.2489577 +#> 39 2 12 <NA> <NA> NA NA NA NA 0.2363841 +#> 40 3 0 LivingArea <= 1981.5 41 51 52 NA +#> 41 3 1 LivingArea <= 1050.5 42 43 50 NA +#> 42 3 2 <NA> <NA> NA NA NA NA 0.2245814 +#> 43 3 3 YearBuild <= 1956.5 44 45 49 NA +#> 44 3 4 <NA> <NA> NA NA NA NA 0.2321825 +#> 45 3 5 LotArea <= 8958.5 46 47 48 NA +#> 46 3 6 <NA> <NA> NA NA NA NA 0.2335191 +#> 47 3 7 <NA> <NA> NA NA NA NA 0.2472362 +#> 48 3 8 <NA> <NA> NA NA NA NA 0.2428113 +#> 49 3 9 <NA> <NA> NA NA NA NA 0.2384586 +#> 50 3 10 <NA> <NA> NA NA NA NA 0.2338036 +#> 51 3 11 <NA> <NA> NA NA NA NA 0.2705767 +#> 52 3 12 <NA> <NA> NA NA NA NA 0.2361971 +#> 53 4 0 LivingArea <= 1112.5 54 61 65 NA +#> 54 4 1 OverallQual <= 4.5 55 56 60 NA +#> 55 4 2 <NA> <NA> NA NA NA NA 0.2112543 +#> 56 4 3 LotArea <= 7926.0 57 58 59 NA +#> 57 4 4 <NA> <NA> NA NA NA NA 0.2213715 +#> 58 4 5 <NA> <NA> NA NA NA NA 0.2347532 +#> 59 4 6 <NA> <NA> NA NA NA NA 0.2300181 +#> 60 4 7 <NA> <NA> NA NA NA NA 0.2275163 +#> 61 4 8 GarageArea <= 392.0 62 63 64 NA +#> 62 4 9 <NA> <NA> NA NA NA NA 0.2339161 +#> 63 4 10 <NA> <NA> NA NA NA NA 0.2465322 +#> 64 4 11 <NA> <NA> NA NA NA NA 0.2422373 +#> 65 4 12 <NA> <NA> NA NA NA NA 0.2357043 +#> 66 5 0 LivingArea <= 1253.0 67 71 78 NA +#> 67 5 1 LotArea <= 7275.0 68 69 70 NA +#> 68 5 2 <NA> <NA> NA NA NA NA 0.2160090 +#> 69 5 3 <NA> <NA> NA NA NA NA 0.2320084 +#> 70 5 4 <NA> <NA> NA NA NA NA 0.2294987 +#> 71 5 5 LivingArea <= 1932.5 72 76 77 NA +#> 72 5 6 LotArea <= 10943.5 73 74 75 NA +#> 73 5 7 <NA> <NA> NA NA NA NA 0.2417269 +#> 74 5 8 <NA> <NA> NA NA NA NA 0.2513873 +#> 75 5 9 <NA> <NA> NA NA NA NA 0.2447776 +#> 76 5 10 <NA> <NA> NA NA NA NA 0.2721518 +#> 77 5 11 <NA> <NA> NA NA NA NA 0.2488633 +#> 78 5 12 <NA> <NA> NA NA NA NA 0.2371758 +#> 79 6 0 OverallQual <= 5.5 80 84 91 NA +#> 80 6 1 LivingArea <= 1042.5 81 82 83 NA +#> 81 6 2 <NA> <NA> NA NA NA NA 0.2273149 +#> 82 6 3 <NA> <NA> NA NA NA NA 0.2357420 +#> 83 6 4 <NA> <NA> NA NA NA NA 0.2322677 +#> 84 6 5 LivingArea <= 1455.5 85 86 90 NA +#> 85 6 6 <NA> <NA> NA NA NA NA 0.2402168 +#> 86 6 7 GarageArea <= 476.5 87 88 89 NA +#> 87 6 8 <NA> <NA> NA NA NA NA 0.2485104 +#> 88 6 9 <NA> <NA> NA NA NA NA 0.2652833 +#> 89 6 10 <NA> <NA> NA NA NA NA 0.2568968 +#> 90 6 11 <NA> <NA> NA NA NA NA 0.2462823 +#> 91 6 12 <NA> <NA> NA NA NA NA 0.2368286 +#> 92 7 0 LotArea <= 13730.0 93 103 104 NA +#> 93 7 1 OverallQual <= 5.5 94 98 102 NA +#> 94 7 2 LivingArea <= 1040.5 95 96 97 NA +#> 95 7 3 <NA> <NA> NA NA NA NA 0.2248190 +#> 96 7 4 <NA> <NA> NA NA NA NA 0.2339519 +#> 97 7 5 <NA> <NA> NA NA NA NA 0.2306467 +#> 98 7 6 GarageArea <= 414.0 99 100 101 NA +#> 99 7 7 <NA> <NA> NA NA NA NA 0.2359937 +#> 100 7 8 <NA> <NA> NA NA NA NA 0.2511326 +#> 101 7 9 <NA> <NA> NA NA NA NA 0.2435632 +#> 102 7 10 <NA> <NA> NA NA NA NA 0.2349248 +#> 103 7 11 <NA> <NA> NA NA NA NA 0.2659861 +#> 104 7 12 <NA> <NA> NA NA NA NA 0.2371303 +#> 105 8 0 LivingArea <= 1253.0 106 110 117 NA +#> 106 8 1 LotArea <= 7257.5 107 108 109 NA +#> 107 8 2 <NA> <NA> NA NA NA NA 0.2240544 +#> 108 8 3 <NA> <NA> NA NA NA NA 0.2348969 +#> 109 8 4 <NA> <NA> NA NA NA NA 0.2330160 +#> 110 8 5 YearBuild <= 1957.5 111 115 116 NA +#> 111 8 6 GarageArea <= 358.0 112 113 114 NA +#> 112 8 7 <NA> <NA> NA NA NA NA 0.2274235 +#> 113 8 8 <NA> <NA> NA NA NA NA 0.2417841 +#> 114 8 9 <NA> <NA> NA NA NA NA 0.2348354 +#> 115 8 10 <NA> <NA> NA NA NA NA 0.2496060 +#> 116 8 11 <NA> <NA> NA NA NA NA 0.2431569 +#> 117 8 12 <NA> <NA> NA NA NA NA 0.2372764 +#> 118 9 0 LivingArea <= 2023.0 119 129 130 NA +#> 119 9 1 LivingArea <= 949.5 120 121 128 NA +#> 120 9 2 <NA> <NA> NA NA NA NA 0.2286004 +#> 121 9 3 Bedrms <= 2.5 122 123 127 NA +#> 122 9 4 <NA> <NA> NA NA NA NA 0.2314175 +#> 123 9 5 Bedrms <= 3.5 124 125 126 NA +#> 124 9 6 <NA> <NA> NA NA NA NA 0.2410407 +#> 125 9 7 <NA> <NA> NA NA NA NA 0.2325068 +#> 126 9 8 <NA> <NA> NA NA NA NA 0.2393674 +#> 127 9 9 <NA> <NA> NA NA NA NA 0.2378531 +#> 128 9 10 <NA> <NA> NA NA NA NA 0.2359792 +#> 129 9 11 <NA> <NA> NA NA NA NA 0.2571074 +#> 130 9 12 <NA> <NA> NA NA NA NA 0.2373544 +#> 131 10 0 LotArea <= 13625.5 132 142 143 NA +#> 132 10 1 LivingArea <= 913.0 133 134 141 NA +#> 133 10 2 <NA> <NA> NA NA NA NA 0.2245669 +#> 134 10 3 YearBuild <= 1955.5 135 136 140 NA +#> 135 10 4 <NA> <NA> NA NA NA NA 0.2327036 +#> 136 10 5 OverallQual <= 5.5 137 138 139 NA +#> 137 10 6 <NA> <NA> NA NA NA NA 0.2375462 +#> 138 10 7 <NA> <NA> NA NA NA NA 0.2443399 +#> 139 10 8 <NA> <NA> NA NA NA NA 0.2405803 +#> 140 10 9 <NA> <NA> NA NA NA NA 0.2385403 +#> 141 10 10 <NA> <NA> NA NA NA NA 0.2368599 +#> 142 10 11 <NA> <NA> NA NA NA NA 0.2568449 +#> 143 10 12 <NA> <NA> NA NA NA NA 0.2381607 +#> 144 11 0 LotArea <= 13625.5 145 155 156 NA +#> 145 11 1 YearBuild <= 1962.5 146 150 154 NA +#> 146 11 2 GarageYrBlt <= 1951.5 147 148 149 NA +#> 147 11 3 <NA> <NA> NA NA NA NA 0.2275236 +#> 148 11 4 <NA> <NA> NA NA NA NA 0.2360564 +#> 149 11 5 <NA> <NA> NA NA NA NA 0.2348693 +#> 150 11 6 GarageArea <= 486.5 151 152 153 NA +#> 151 11 7 <NA> <NA> NA NA NA NA 0.2376072 +#> 152 11 8 <NA> <NA> NA NA NA NA 0.2482419 +#> 153 11 9 <NA> <NA> NA NA NA NA 0.2426714 +#> 154 11 10 <NA> <NA> NA NA NA NA 0.2369564 +#> 155 11 11 <NA> <NA> NA NA NA NA 0.2580044 +#> 156 11 12 <NA> <NA> NA NA NA NA 0.2384510 +#> 157 12 0 Bedrms <= 2.5 158 159 169 NA +#> 158 12 1 <NA> <NA> NA NA NA NA 0.2315606 +#> 159 12 2 LotArea <= 9759.0 160 161 168 NA +#> 160 12 3 <NA> <NA> NA NA NA NA 0.2370569 +#> 161 12 4 OverallQual <= 5.5 162 163 167 NA +#> 162 12 5 <NA> <NA> NA NA NA NA 0.2386182 +#> 163 12 6 LotArea <= 10760.5 164 165 166 NA +#> 164 12 7 <NA> <NA> NA NA NA NA 0.2417245 +#> 165 12 8 <NA> <NA> NA NA NA NA 0.2519700 +#> 166 12 9 <NA> <NA> NA NA NA NA 0.2478718 +#> 167 12 10 <NA> <NA> NA NA NA NA 0.2445500 +#> 168 12 11 <NA> <NA> NA NA NA NA 0.2395126 +#> 169 12 12 <NA> <NA> NA NA NA NA 0.2371600 +#> 170 13 0 LotArea <= 13580.0 171 181 182 NA +#> 171 13 1 OverallQual <= 5.5 172 179 180 NA +#> 172 13 2 OverallQual <= 4.5 173 174 178 NA +#> 173 13 3 <NA> <NA> NA NA NA NA 0.2264356 +#> 174 13 4 LivingArea <= 1373.0 175 176 177 NA +#> 175 13 5 <NA> <NA> NA NA NA NA 0.2357056 +#> 176 13 6 <NA> <NA> NA NA NA NA 0.2283267 +#> 177 13 7 <NA> <NA> NA NA NA NA 0.2344496 +#> 178 13 8 <NA> <NA> NA NA NA NA 0.2334760 +#> 179 13 9 <NA> <NA> NA NA NA NA 0.2399855 +#> 180 13 10 <NA> <NA> NA NA NA NA 0.2355771 +#> 181 13 11 <NA> <NA> NA NA NA NA 0.2541151 +#> 182 13 12 <NA> <NA> NA NA NA NA 0.2367837 +#> 183 14 0 LotArea <= 8706.0 184 191 195 NA +#> 184 14 1 YearBuild <= 1950.5 185 186 190 NA +#> 185 14 2 <NA> <NA> NA NA NA NA 0.2214387 +#> 186 14 3 Bathrms <= 1.5 187 188 189 NA +#> 187 14 4 <NA> <NA> NA NA NA NA 0.2305483 +#> 188 14 5 <NA> <NA> NA NA NA NA 0.2412316 +#> 189 14 6 <NA> <NA> NA NA NA NA 0.2329428 +#> 190 14 7 <NA> <NA> NA NA NA NA 0.2312510 +#> 191 14 8 OverallQual <= 5.5 192 193 194 NA +#> 192 14 9 <NA> <NA> NA NA NA NA 0.2365565 +#> 193 14 10 <NA> <NA> NA NA NA NA 0.2433710 +#> 194 14 11 <NA> <NA> NA NA NA NA 0.2396601 +#> 195 14 12 <NA> <NA> NA NA NA NA 0.2362766 +#> 196 15 0 YearBuild <= 1956.5 197 201 208 NA +#> 197 15 1 GarageYrBlt <= 1949.5 198 199 200 NA +#> 198 15 2 <NA> <NA> NA NA NA NA 0.2246679 +#> 199 15 3 <NA> <NA> NA NA NA NA 0.2339088 +#> 200 15 4 <NA> <NA> NA NA NA NA 0.2322587 +#> 201 15 5 LivingArea <= 913.0 202 203 207 NA +#> 202 15 6 <NA> <NA> NA NA NA NA 0.2308205 +#> 203 15 7 LotArea <= 13100.0 204 205 206 NA +#> 204 15 8 <NA> <NA> NA NA NA NA 0.2391819 +#> 205 15 9 <NA> <NA> NA NA NA NA 0.2485013 +#> 206 15 10 <NA> <NA> NA NA NA NA 0.2401328 +#> 207 15 11 <NA> <NA> NA NA NA NA 0.2388967 +#> 208 15 12 <NA> <NA> NA NA NA NA 0.2366971 +#> 209 16 0 LivingArea <= 2095.0 210 220 221 NA +#> 210 16 1 GarageYrBlt <= 1960.5 211 212 219 NA +#> 211 16 2 <NA> <NA> NA NA NA NA 0.2325602 +#> 212 16 3 OverallQual <= 5.5 213 214 218 NA +#> 213 16 4 <NA> <NA> NA NA NA NA 0.2371260 +#> 214 16 5 LivingArea <= 1393.5 215 216 217 NA +#> 215 16 6 <NA> <NA> NA NA NA NA 0.2392676 +#> 216 16 7 <NA> <NA> NA NA NA NA 0.2492629 +#> 217 16 8 <NA> <NA> NA NA NA NA 0.2437816 +#> 218 16 9 <NA> <NA> NA NA NA NA 0.2397051 +#> 219 16 10 <NA> <NA> NA NA NA NA 0.2362009 +#> 220 16 11 <NA> <NA> NA NA NA NA 0.2555081 +#> 221 16 12 <NA> <NA> NA NA NA NA 0.2375718 +#> 222 17 0 OverallQual <= 4.5 223 224 234 NA +#> 223 17 1 <NA> <NA> NA NA NA NA 0.2255370 +#> 224 17 2 GarageArea <= 344.0 225 226 233 NA +#> 225 17 3 <NA> <NA> NA NA NA NA 0.2352126 +#> 226 17 4 YearBuild <= 1965.5 227 228 232 NA +#> 227 17 5 <NA> <NA> NA NA NA NA 0.2396290 +#> 228 17 6 LotArea <= 10871.0 229 230 231 NA +#> 229 17 7 <NA> <NA> NA NA NA NA 0.2412374 +#> 230 17 8 <NA> <NA> NA NA NA NA 0.2538029 +#> 231 17 9 <NA> <NA> NA NA NA NA 0.2472209 +#> 232 17 10 <NA> <NA> NA NA NA NA 0.2412897 +#> 233 17 11 <NA> <NA> NA NA NA NA 0.2390009 +#> 234 17 12 <NA> <NA> NA NA NA NA 0.2378059 +#> 235 18 0 LivingArea <= 1069.0 236 237 247 NA +#> 236 18 1 <NA> <NA> NA NA NA NA 0.2293277 +#> 237 18 2 YearBuild <= 1950.5 238 239 246 NA +#> 238 18 3 <NA> <NA> NA NA NA NA 0.2290963 +#> 239 18 4 TotRms <= 5.5 240 241 245 NA +#> 240 18 5 <NA> <NA> NA NA NA NA 0.2315682 +#> 241 18 6 LotArea <= 9675.5 242 243 244 NA +#> 242 18 7 <NA> <NA> NA NA NA NA 0.2383757 +#> 243 18 8 <NA> <NA> NA NA NA NA 0.2451980 +#> 244 18 9 <NA> <NA> NA NA NA NA 0.2408630 +#> 245 18 10 <NA> <NA> NA NA NA NA 0.2397544 +#> 246 18 11 <NA> <NA> NA NA NA NA 0.2386187 +#> 247 18 12 <NA> <NA> NA NA NA NA 0.2360348 +#> 248 19 0 LotArea <= 14258.5 249 259 260 NA +#> 249 19 1 LotArea <= 7275.0 250 251 258 NA +#> 250 19 2 <NA> <NA> NA NA NA NA 0.2300785 +#> 251 19 3 GarageYrBlt <= 1962.5 252 256 257 NA +#> 252 19 4 LivingArea <= 978.0 253 254 255 NA +#> 253 19 5 <NA> <NA> NA NA NA NA 0.2305653 +#> 254 19 6 <NA> <NA> NA NA NA NA 0.2373077 +#> 255 19 7 <NA> <NA> NA NA NA NA 0.2365828 +#> 256 19 8 <NA> <NA> NA NA NA NA 0.2410000 +#> 257 19 9 <NA> <NA> NA NA NA NA 0.2382054 +#> 258 19 10 <NA> <NA> NA NA NA NA 0.2375921 +#> 259 19 11 <NA> <NA> NA NA NA NA 0.2486028 +#> 260 19 12 <NA> <NA> NA NA NA NA 0.2382436 +#> 261 20 0 LotArea <= 13580.0 262 272 273 NA +#> 262 20 1 OverallQual <= 4.5 263 264 271 NA +#> 263 20 2 <NA> <NA> NA NA NA NA 0.2270932 +#> 264 20 3 GarageYrBlt <= 1962.5 265 269 270 NA +#> 265 20 4 LotArea <= 9566.5 266 267 268 NA +#> 266 20 5 <NA> <NA> NA NA NA NA 0.2329032 +#> 267 20 6 <NA> <NA> NA NA NA NA 0.2379484 +#> 268 20 7 <NA> <NA> NA NA NA NA 0.2351523 +#> 269 20 8 <NA> <NA> NA NA NA NA 0.2397550 +#> 270 20 9 <NA> <NA> NA NA NA NA 0.2371020 +#> 271 20 10 <NA> <NA> NA NA NA NA 0.2361578 +#> 272 20 11 <NA> <NA> NA NA NA NA 0.2499925 +#> 273 20 12 <NA> <NA> NA NA NA NA 0.2369764 +#> 274 21 0 OverallQual <= 6.5 275 285 286 NA +#> 275 21 1 GarageYrBlt <= 1951.5 276 277 284 NA +#> 276 21 2 <NA> <NA> NA NA NA NA 0.2288126 +#> 277 21 3 LivingArea <= 1549.0 278 279 283 NA +#> 278 21 4 <NA> <NA> NA NA NA NA 0.2360709 +#> 279 21 5 TotRms <= 7.5 280 281 282 NA +#> 280 21 6 <NA> <NA> NA NA NA NA 0.2445857 +#> 281 21 7 <NA> <NA> NA NA NA NA 0.2362633 +#> 282 21 8 <NA> <NA> NA NA NA NA 0.2409793 +#> 283 21 9 <NA> <NA> NA NA NA NA 0.2371006 +#> 284 21 10 <NA> <NA> NA NA NA NA 0.2362666 +#> 285 21 11 <NA> <NA> NA NA NA NA 0.2543190 +#> 286 21 12 <NA> <NA> NA NA NA NA 0.2373348 +#> 287 22 0 LivingArea <= 1241.0 288 289 299 NA +#> 288 22 1 <NA> <NA> NA NA NA NA 0.2353106 +#> 289 22 2 GarageYrBlt <= 1952.0 290 291 298 NA +#> 290 22 3 <NA> <NA> NA NA NA NA 0.2329884 +#> 291 22 4 LotArea <= 12730.0 292 296 297 NA +#> 292 22 5 GarageYrBlt <= 1967.5 293 294 295 NA +#> 293 22 6 <NA> <NA> NA NA NA NA 0.2427069 +#> 294 22 7 <NA> <NA> NA NA NA NA 0.2332559 +#> 295 22 8 <NA> <NA> NA NA NA NA 0.2404730 +#> 296 22 9 <NA> <NA> NA NA NA NA 0.2503978 +#> 297 22 10 <NA> <NA> NA NA NA NA 0.2421271 +#> 298 22 11 <NA> <NA> NA NA NA NA 0.2408216 +#> 299 22 12 <NA> <NA> NA NA NA NA 0.2378215 +#> 300 23 0 OverallQual <= 6.5 301 311 312 NA +#> 301 23 1 LotArea <= 8598.5 302 306 310 NA +#> 302 23 2 GarageYrBlt <= 1968.5 303 304 305 NA +#> 303 23 3 <NA> <NA> NA NA NA NA 0.2335799 +#> 304 23 4 <NA> <NA> NA NA NA NA 0.2397391 +#> 305 23 5 <NA> <NA> NA NA NA NA 0.2348997 +#> 306 23 6 LivingArea <= 926.5 307 308 309 NA +#> 307 23 7 <NA> <NA> NA NA NA NA 0.2327470 +#> 308 23 8 <NA> <NA> NA NA NA NA 0.2393777 +#> 309 23 9 <NA> <NA> NA NA NA NA 0.2386052 +#> 310 23 10 <NA> <NA> NA NA NA NA 0.2373001 +#> 311 23 11 <NA> <NA> NA NA NA NA 0.2486027 +#> 312 23 12 <NA> <NA> NA NA NA NA 0.2379689 +#> 313 24 0 YearBuild <= 1958.5 314 321 325 NA +#> 314 24 1 LotArea <= 9512.0 315 319 320 NA +#> 315 24 2 YearBuild <= 1950.5 316 317 318 NA +#> 316 24 3 <NA> <NA> NA NA NA NA 0.2273874 +#> 317 24 4 <NA> <NA> NA NA NA NA 0.2350475 +#> 318 24 5 <NA> <NA> NA NA NA NA 0.2329288 +#> 319 24 6 <NA> <NA> NA NA NA NA 0.2377337 +#> 320 24 7 <NA> <NA> NA NA NA NA 0.2350128 +#> 321 24 8 OverallQual <= 5.5 322 323 324 NA +#> 322 24 9 <NA> <NA> NA NA NA NA 0.2371384 +#> 323 24 10 <NA> <NA> NA NA NA NA 0.2416283 +#> 324 24 11 <NA> <NA> NA NA NA NA 0.2392789 +#> 325 24 12 <NA> <NA> NA NA NA NA 0.2371837 +#> 326 25 0 LotArea <= 13605.5 327 337 338 NA +#> 327 25 1 GarageArea <= 572.0 328 332 336 NA +#> 328 25 2 GarageArea <= 431.5 329 330 331 NA +#> 329 25 3 <NA> <NA> NA NA NA NA 0.2364691 +#> 330 25 4 <NA> <NA> NA NA NA NA 0.2399590 +#> 331 25 5 <NA> <NA> NA NA NA NA 0.2378324 +#> 332 25 6 GarageYrBlt <= 1969.5 333 334 335 NA +#> 333 25 7 <NA> <NA> NA NA NA NA 0.2267482 +#> 334 25 8 <NA> <NA> NA NA NA NA 0.2351766 +#> 335 25 9 <NA> <NA> NA NA NA NA 0.2321859 +#> 336 25 10 <NA> <NA> NA NA NA NA 0.2367315 +#> 337 25 11 <NA> <NA> NA NA NA NA 0.2460745 +#> 338 25 12 <NA> <NA> NA NA NA NA 0.2372843 +#> 339 26 0 LivingArea <= 1243.0 340 347 351 NA +#> 340 26 1 YearBuild <= 1962.5 341 345 346 NA +#> 341 26 2 GarageArea <= 398.0 342 343 344 NA +#> 342 26 3 <NA> <NA> NA NA NA NA 0.2376142 +#> 343 26 4 <NA> <NA> NA NA NA NA 0.2292743 +#> 344 26 5 <NA> <NA> NA NA NA NA 0.2345296 +#> 345 26 6 <NA> <NA> NA NA NA NA 0.2395708 +#> 346 26 7 <NA> <NA> NA NA NA NA 0.2358907 +#> 347 26 8 Bedrms <= 3.5 348 349 350 NA +#> 348 26 9 <NA> <NA> NA NA NA NA 0.2423679 +#> 349 26 10 <NA> <NA> NA NA NA NA 0.2336951 +#> 350 26 11 <NA> <NA> NA NA NA NA 0.2403568 +#> 351 26 12 <NA> <NA> NA NA NA NA 0.2377142 +#> 352 27 0 LivingArea <= 2096.0 353 363 364 NA +#> 353 27 1 LotArea <= 7851.5 354 358 362 NA +#> 354 27 2 LivingArea <= 1082.5 355 356 357 NA +#> 355 27 3 <NA> <NA> NA NA NA NA 0.2280097 +#> 356 27 4 <NA> <NA> NA NA NA NA 0.2374949 +#> 357 27 5 <NA> <NA> NA NA NA NA 0.2321831 +#> 358 27 6 TotRms <= 7.5 359 360 361 NA +#> 359 27 7 <NA> <NA> NA NA NA NA 0.2392089 +#> 360 27 8 <NA> <NA> NA NA NA NA 0.2323427 +#> 361 27 9 <NA> <NA> NA NA NA NA 0.2385940 +#> 362 27 10 <NA> <NA> NA NA NA NA 0.2375860 +#> 363 27 11 <NA> <NA> NA NA NA NA 0.2492454 +#> 364 27 12 <NA> <NA> NA NA NA NA 0.2382759 +#> 365 28 0 YearBuild <= 1950.5 366 367 377 NA +#> 366 28 1 <NA> <NA> NA NA NA NA 0.2293385 +#> 367 28 2 GarageArea <= 476.0 368 369 376 NA +#> 368 28 3 <NA> <NA> NA NA NA NA 0.2362502 +#> 369 28 4 Bedrms <= 3.5 370 374 375 NA +#> 370 28 5 Bathrms <= 1.5 371 372 373 NA +#> 371 28 6 <NA> <NA> NA NA NA NA 0.2393807 +#> 372 28 7 <NA> <NA> NA NA NA NA 0.2479356 +#> 373 28 8 <NA> <NA> NA NA NA NA 0.2434443 +#> 374 28 9 <NA> <NA> NA NA NA NA 0.2344845 +#> 375 28 10 <NA> <NA> NA NA NA NA 0.2408843 +#> 376 28 11 <NA> <NA> NA NA NA NA 0.2379919 +#> 377 28 12 <NA> <NA> NA NA NA NA 0.2369678 +#> 378 29 0 LotArea <= 10603.5 379 380 390 NA +#> 379 29 1 <NA> <NA> NA NA NA NA 0.2372308 +#> 380 29 2 LivingArea <= 1459.5 381 385 389 NA +#> 381 29 3 LivingArea <= 1133.0 382 383 384 NA +#> 382 29 4 <NA> <NA> NA NA NA NA 0.2353763 +#> 383 29 5 <NA> <NA> NA NA NA NA 0.2240726 +#> 384 29 6 <NA> <NA> NA NA NA NA 0.2297245 +#> 385 29 7 LotArea <= 11688.5 386 387 388 NA +#> 386 29 8 <NA> <NA> NA NA NA NA 0.2306079 +#> 387 29 9 <NA> <NA> NA NA NA NA 0.2435617 +#> 388 29 10 <NA> <NA> NA NA NA NA 0.2370848 +#> 389 29 11 <NA> <NA> NA NA NA NA 0.2334046 +#> 390 29 12 <NA> <NA> NA NA NA NA 0.2363252 +#> 391 30 0 LotArea <= 11447.0 392 402 403 NA +#> 392 30 1 GarageArea <= 476.0 393 397 401 NA +#> 393 30 2 LotArea <= 8062.5 394 395 396 NA +#> 394 30 3 <NA> <NA> NA NA NA NA 0.2396176 +#> 395 30 4 <NA> <NA> NA NA NA NA 0.2355770 +#> 396 30 5 <NA> <NA> NA NA NA NA 0.2366679 +#> 397 30 6 LotArea <= 8113.5 398 399 400 NA +#> 398 30 7 <NA> <NA> NA NA NA NA 0.2358172 +#> 399 30 8 <NA> <NA> NA NA NA NA 0.2424819 +#> 400 30 9 <NA> <NA> NA NA NA NA 0.2409672 +#> 401 30 10 <NA> <NA> NA NA NA NA 0.2379816 +#> 402 30 11 <NA> <NA> NA NA NA NA 0.2319089 +#> 403 30 12 <NA> <NA> NA NA NA NA 0.2370833 +#> 404 31 0 OverallQual <= 6.5 405 415 416 NA +#> 405 31 1 LotArea <= 9225.5 406 410 414 NA +#> 406 31 2 GarageYrBlt <= 1961.5 407 408 409 NA +#> 407 31 3 <NA> <NA> NA NA NA NA 0.2315069 +#> 408 31 4 <NA> <NA> NA NA NA NA 0.2362184 +#> 409 31 5 <NA> <NA> NA NA NA NA 0.2340393 +#> 410 31 6 LotArea <= 9841.0 411 412 413 NA +#> 411 31 7 <NA> <NA> NA NA NA NA 0.2406619 +#> 412 31 8 <NA> <NA> NA NA NA NA 0.2353101 +#> 413 31 9 <NA> <NA> NA NA NA NA 0.2372998 +#> 414 31 10 <NA> <NA> NA NA NA NA 0.2356489 +#> 415 31 11 <NA> <NA> NA NA NA NA 0.2465871 +#> 416 31 12 <NA> <NA> NA NA NA NA 0.2363609 +#> 417 32 0 LotArea <= 13200.5 418 428 429 NA +#> 418 32 1 OverallQual <= 5.5 419 426 427 NA +#> 419 32 2 GarageArea <= 309.0 420 424 425 NA +#> 420 32 3 TotRms <= 5.5 421 422 423 NA +#> 421 32 4 <NA> <NA> NA NA NA NA 0.2343546 +#> 422 32 5 <NA> <NA> NA NA NA NA 0.2427135 +#> 423 32 6 <NA> <NA> NA NA NA NA 0.2386607 +#> 424 32 7 <NA> <NA> NA NA NA NA 0.2346292 +#> 425 32 8 <NA> <NA> NA NA NA NA 0.2359596 +#> 426 32 9 <NA> <NA> NA NA NA NA 0.2392603 +#> 427 32 10 <NA> <NA> NA NA NA NA 0.2371844 +#> 428 32 11 <NA> <NA> NA NA NA NA 0.2470096 +#> 429 32 12 <NA> <NA> NA NA NA NA 0.2377658 +#> 430 33 0 YearBuild <= 1950.5 431 432 442 NA +#> 431 33 1 <NA> <NA> NA NA NA NA 0.2317070 +#> 432 33 2 LotArea <= 7275.0 433 434 441 NA +#> 433 33 3 <NA> <NA> NA NA NA NA 0.2313024 +#> 434 33 4 GarageYrBlt <= 1986.5 435 439 440 NA +#> 435 33 5 GarageArea <= 572.0 436 437 438 NA +#> 436 33 6 <NA> <NA> NA NA NA NA 0.2376050 +#> 437 33 7 <NA> <NA> NA NA NA NA 0.2309632 +#> 438 33 8 <NA> <NA> NA NA NA NA 0.2368897 +#> 439 33 9 <NA> <NA> NA NA NA NA 0.2450916 +#> 440 33 10 <NA> <NA> NA NA NA NA 0.2374755 +#> 441 33 11 <NA> <NA> NA NA NA NA 0.2370258 +#> 442 33 12 <NA> <NA> NA NA NA NA 0.2364593 +#> 443 34 0 LotArea <= 11447.0 444 451 455 NA +#> 444 34 1 OverallQual <= 4.5 445 446 450 NA +#> 445 34 2 <NA> <NA> NA NA NA NA 0.2302199 +#> 446 34 3 GarageArea <= 308.5 447 448 449 NA +#> 447 34 4 <NA> <NA> NA NA NA NA 0.2355164 +#> 448 34 5 <NA> <NA> NA NA NA NA 0.2387692 +#> 449 34 6 <NA> <NA> NA NA NA NA 0.2376764 +#> 450 34 7 <NA> <NA> NA NA NA NA 0.2370373 +#> 451 34 8 LivingArea <= 1489.5 452 453 454 NA +#> 452 34 9 <NA> <NA> NA NA NA NA 0.2294492 +#> 453 34 10 <NA> <NA> NA NA NA NA 0.2379380 +#> 454 34 11 <NA> <NA> NA NA NA NA 0.2332545 +#> 455 34 12 <NA> <NA> NA NA NA NA 0.2363882 +#> 456 35 0 LivingArea <= 898.0 457 458 468 NA +#> 457 35 1 <NA> <NA> NA NA NA NA 0.2288592 +#> 458 35 2 GarageYrBlt <= 1987.5 459 466 467 NA +#> 459 35 3 LotArea <= 11624.5 460 464 465 NA +#> 460 35 4 TotRms <= 6.5 461 462 463 NA +#> 461 35 5 <NA> <NA> NA NA NA NA 0.2375668 +#> 462 35 6 <NA> <NA> NA NA NA NA 0.2328280 +#> 463 35 7 <NA> <NA> NA NA NA NA 0.2364562 +#> 464 35 8 <NA> <NA> NA NA NA NA 0.2422900 +#> 465 35 9 <NA> <NA> NA NA NA NA 0.2369940 +#> 466 35 10 <NA> <NA> NA NA NA NA 0.2448195 +#> 467 35 11 <NA> <NA> NA NA NA NA 0.2376078 +#> 468 35 12 <NA> <NA> NA NA NA NA 0.2367795 +#> 469 36 0 OverallQual <= 4.5 470 471 481 NA +#> 470 36 1 <NA> <NA> NA NA NA NA 0.2291320 +#> 471 36 2 LivingArea <= 1563.5 472 476 480 NA +#> 472 36 3 LotArea <= 11578.0 473 474 475 NA +#> 473 36 4 <NA> <NA> NA NA NA NA 0.2375317 +#> 474 36 5 <NA> <NA> NA NA NA NA 0.2286049 +#> 475 36 6 <NA> <NA> NA NA NA NA 0.2367334 +#> 476 36 7 LotArea <= 9703.5 477 478 479 NA +#> 477 36 8 <NA> <NA> NA NA NA NA 0.2344229 +#> 478 36 9 <NA> <NA> NA NA NA NA 0.2432552 +#> 479 36 10 <NA> <NA> NA NA NA NA 0.2403111 +#> 480 36 11 <NA> <NA> NA NA NA NA 0.2374902 +#> 481 36 12 <NA> <NA> NA NA NA NA 0.2368473 +#> 482 37 0 LivingArea <= 1987.0 483 493 494 NA +#> 483 37 1 LotArea <= 13350.0 484 491 492 NA +#> 484 37 2 GarageArea <= 431.5 485 489 490 NA +#> 485 37 3 GarageArea <= 300.5 486 487 488 NA +#> 486 37 4 <NA> <NA> NA NA NA NA 0.2395746 +#> 487 37 5 <NA> <NA> NA NA NA NA 0.2340856 +#> 488 37 6 <NA> <NA> NA NA NA NA 0.2366242 +#> 489 37 7 <NA> <NA> NA NA NA NA 0.2398209 +#> 490 37 8 <NA> <NA> NA NA NA NA 0.2381046 +#> 491 37 9 <NA> <NA> NA NA NA NA 0.2275101 +#> 492 37 10 <NA> <NA> NA NA NA NA 0.2374382 +#> 493 37 11 <NA> <NA> NA NA NA NA 0.2456658 +#> 494 37 12 <NA> <NA> NA NA NA NA 0.2379251 +#> 495 38 0 GarageArea <= 568.0 496 503 507 NA +#> 496 38 1 LotArea <= 7257.5 497 498 502 NA +#> 497 38 2 <NA> <NA> NA NA NA NA 0.2322354 +#> 498 38 3 GarageYrBlt <= 1969.5 499 500 501 NA +#> 499 38 4 <NA> <NA> NA NA NA NA 0.2386939 +#> 500 38 5 <NA> <NA> NA NA NA NA 0.2460713 +#> 501 38 6 <NA> <NA> NA NA NA NA 0.2392444 +#> 502 38 7 <NA> <NA> NA NA NA NA 0.2386683 +#> 503 38 8 GarageYrBlt <= 1975.5 504 505 506 NA +#> 504 38 9 <NA> <NA> NA NA NA NA 0.2263248 +#> 505 38 10 <NA> <NA> NA NA NA NA 0.2384166 +#> 506 38 11 <NA> <NA> NA NA NA NA 0.2331593 +#> 507 38 12 <NA> <NA> NA NA NA NA 0.2379186 +#> 508 39 0 OverallQual <= 6.5 509 519 520 NA +#> 509 39 1 Bedrms <= 3.5 510 517 518 NA +#> 510 39 2 TotRms <= 6.5 511 515 516 NA +#> 511 39 3 Bedrms <= 2.5 512 513 514 NA +#> 512 39 4 <NA> <NA> NA NA NA NA 0.2349816 +#> 513 39 5 <NA> <NA> NA NA NA NA 0.2386382 +#> 514 39 6 <NA> <NA> NA NA NA NA 0.2373812 +#> 515 39 7 <NA> <NA> NA NA NA NA 0.2438469 +#> 516 39 8 <NA> <NA> NA NA NA NA 0.2379774 +#> 517 39 9 <NA> <NA> NA NA NA NA 0.2307828 +#> 518 39 10 <NA> <NA> NA NA NA NA 0.2371629 +#> 519 39 11 <NA> <NA> NA NA NA NA 0.2467500 +#> 520 39 12 <NA> <NA> NA NA NA NA 0.2377302 +#> 521 40 0 LivingArea <= 1896.0 522 532 533 NA +#> 522 40 1 GarageYrBlt <= 1950.5 523 524 531 NA +#> 523 40 2 <NA> <NA> NA NA NA NA 0.2309049 +#> 524 40 3 Bedrms <= 3.5 525 529 530 NA +#> 525 40 4 GarageYrBlt <= 1976.0 526 527 528 NA +#> 526 40 5 <NA> <NA> NA NA NA NA 0.2376954 +#> 527 40 6 <NA> <NA> NA NA NA NA 0.2418937 +#> 528 40 7 <NA> <NA> NA NA NA NA 0.2383128 +#> 529 40 8 <NA> <NA> NA NA NA NA 0.2315014 +#> 530 40 9 <NA> <NA> NA NA NA NA 0.2378031 +#> 531 40 10 <NA> <NA> NA NA NA NA 0.2372825 +#> 532 40 11 <NA> <NA> NA NA NA NA 0.2475739 +#> 533 40 12 <NA> <NA> NA NA NA NA 0.2378914 +#> 534 41 0 GarageYrBlt <= 1986.5 535 545 546 NA +#> 535 41 1 GarageArea <= 529.0 536 543 544 NA +#> 536 41 2 LivingArea <= 1740.0 537 541 542 NA +#> 537 41 3 LivingArea <= 1584.0 538 539 540 NA +#> 538 41 4 <NA> <NA> NA NA NA NA 0.2368983 +#> 539 41 5 <NA> <NA> NA NA NA NA 0.2418973 +#> 540 41 6 <NA> <NA> NA NA NA NA 0.2373643 +#> 541 41 7 <NA> <NA> NA NA NA NA 0.2299428 +#> 542 41 8 <NA> <NA> NA NA NA NA 0.2367314 +#> 543 41 9 <NA> <NA> NA NA NA NA 0.2416809 +#> 544 41 10 <NA> <NA> NA NA NA NA 0.2375881 +#> 545 41 11 <NA> <NA> NA NA NA NA 0.2330597 +#> 546 41 12 <NA> <NA> NA NA NA NA 0.2372397 +#> 547 42 0 OverallQual <= 6.5 548 558 559 NA +#> 548 42 1 YearBuild <= 1966.5 549 553 557 NA +#> 549 42 2 GarageArea <= 298.5 550 551 552 NA +#> 550 42 3 <NA> <NA> NA NA NA NA 0.2395543 +#> 551 42 4 <NA> <NA> NA NA NA NA 0.2359979 +#> 552 42 5 <NA> <NA> NA NA NA NA 0.2370756 +#> 553 42 6 LotArea <= 8559.0 554 555 556 NA +#> 554 42 7 <NA> <NA> NA NA NA NA 0.2372606 +#> 555 42 8 <NA> <NA> NA NA NA NA 0.2281423 +#> 556 42 9 <NA> <NA> NA NA NA NA 0.2321068 +#> 557 42 10 <NA> <NA> NA NA NA NA 0.2363383 +#> 558 42 11 <NA> <NA> NA NA NA NA 0.2431095 +#> 559 42 12 <NA> <NA> NA NA NA NA 0.2368992 +#> 560 43 0 GarageYrBlt <= 1977.5 561 571 572 NA +#> 561 43 1 YearBuild <= 1951.5 562 563 570 NA +#> 562 43 2 <NA> <NA> NA NA NA NA 0.2331675 +#> 563 43 3 Bedrms <= 3.5 564 568 569 NA +#> 564 43 4 LivingArea <= 930.5 565 566 567 NA +#> 565 43 5 <NA> <NA> NA NA NA NA 0.2344360 +#> 566 43 6 <NA> <NA> NA NA NA NA 0.2386329 +#> 567 43 7 <NA> <NA> NA NA NA NA 0.2380280 +#> 568 43 8 <NA> <NA> NA NA NA NA 0.2331062 +#> 569 43 9 <NA> <NA> NA NA NA NA 0.2373743 +#> 570 43 10 <NA> <NA> NA NA NA NA 0.2368306 +#> 571 43 11 <NA> <NA> NA NA NA NA 0.2409142 +#> 572 43 12 <NA> <NA> NA NA NA NA 0.2373621 +#> 573 44 0 LotArea <= 9463.0 574 578 585 NA +#> 574 44 1 YearBuild <= 1950.5 575 576 577 NA +#> 575 44 2 <NA> <NA> NA NA NA NA 0.2333914 +#> 576 44 3 <NA> <NA> NA NA NA NA 0.2395130 +#> 577 44 4 <NA> <NA> NA NA NA NA 0.2388328 +#> 578 44 5 LivingArea <= 1340.5 579 583 584 NA +#> 579 44 6 Bedrms <= 2.5 580 581 582 NA +#> 580 44 7 <NA> <NA> NA NA NA NA 0.2292830 +#> 581 44 8 <NA> <NA> NA NA NA NA 0.2362804 +#> 582 44 9 <NA> <NA> NA NA NA NA 0.2334814 +#> 583 44 10 <NA> <NA> NA NA NA NA 0.2371524 +#> 584 44 11 <NA> <NA> NA NA NA NA 0.2355260 +#> 585 44 12 <NA> <NA> NA NA NA NA 0.2372870 +#> 586 45 0 GarageYrBlt <= 1949.5 587 588 598 NA +#> 587 45 1 <NA> <NA> NA NA NA NA 0.2325057 +#> 588 45 2 LotArea <= 8078.0 589 596 597 NA +#> 589 45 3 GarageArea <= 400.0 590 594 595 NA +#> 590 45 4 YearBuild <= 1958.5 591 592 593 NA +#> 591 45 5 <NA> <NA> NA NA NA NA 0.2336345 +#> 592 45 6 <NA> <NA> NA NA NA NA 0.2422133 +#> 593 45 7 <NA> <NA> NA NA NA NA 0.2384387 +#> 594 45 8 <NA> <NA> NA NA NA NA 0.2314329 +#> 595 45 9 <NA> <NA> NA NA NA NA 0.2356030 +#> 596 45 10 <NA> <NA> NA NA NA NA 0.2384235 +#> 597 45 11 <NA> <NA> NA NA NA NA 0.2376784 +#> 598 45 12 <NA> <NA> NA NA NA NA 0.2373724 +#> 599 46 0 GarageArea <= 327.0 600 601 611 NA +#> 600 46 1 <NA> <NA> NA NA NA NA 0.2394961 +#> 601 46 2 Bedrms <= 2.5 602 603 610 NA +#> 602 46 3 <NA> <NA> NA NA NA NA 0.2321309 +#> 603 46 4 LotArea <= 7846.5 604 605 609 NA +#> 604 46 5 <NA> <NA> NA NA NA NA 0.2314531 +#> 605 46 6 GarageArea <= 628.5 606 607 608 NA +#> 606 46 7 <NA> <NA> NA NA NA NA 0.2393423 +#> 607 46 8 <NA> <NA> NA NA NA NA 0.2325767 +#> 608 46 9 <NA> <NA> NA NA NA NA 0.2384749 +#> 609 46 10 <NA> <NA> NA NA NA NA 0.2374064 +#> 610 46 11 <NA> <NA> NA NA NA NA 0.2365431 +#> 611 46 12 <NA> <NA> NA NA NA NA 0.2375740 +#> 612 47 0 LivingArea <= 2027.5 613 623 624 NA +#> 613 47 1 GarageYrBlt <= 1986.0 614 621 622 NA +#> 614 47 2 LotArea <= 12576.0 615 619 620 NA +#> 615 47 3 LotArea <= 9658.5 616 617 618 NA +#> 616 47 4 <NA> <NA> NA NA NA NA 0.2368326 +#> 617 47 5 <NA> <NA> NA NA NA NA 0.2398059 +#> 618 47 6 <NA> <NA> NA NA NA NA 0.2377727 +#> 619 47 7 <NA> <NA> NA NA NA NA 0.2321998 +#> 620 47 8 <NA> <NA> NA NA NA NA 0.2373557 +#> 621 47 9 <NA> <NA> NA NA NA NA 0.2307813 +#> 622 47 10 <NA> <NA> NA NA NA NA 0.2368595 +#> 623 47 11 <NA> <NA> NA NA NA NA 0.2435101 +#> 624 47 12 <NA> <NA> NA NA NA NA 0.2372530 +#> 625 48 0 GarageArea <= 570.0 626 633 637 NA +#> 626 48 1 GarageArea <= 510.5 627 631 632 NA +#> 627 48 2 LotArea <= 7651.5 628 629 630 NA +#> 628 48 3 <NA> <NA> NA NA NA NA 0.2423632 +#> 629 48 4 <NA> <NA> NA NA NA NA 0.2374571 +#> 630 48 5 <NA> <NA> NA NA NA NA 0.2381810 +#> 631 48 6 <NA> <NA> NA NA NA NA 0.2441727 +#> 632 48 7 <NA> <NA> NA NA NA NA 0.2387579 +#> 633 48 8 GarageArea <= 618.0 634 635 636 NA +#> 634 48 9 <NA> <NA> NA NA NA NA 0.2307835 +#> 635 48 10 <NA> <NA> NA NA NA NA 0.2405736 +#> 636 48 11 <NA> <NA> NA NA NA NA 0.2359665 +#> 637 48 12 <NA> <NA> NA NA NA NA 0.2381964 +#> 638 49 0 GarageArea <= 587.5 639 649 650 NA +#> 639 49 1 Bedrms <= 2.5 640 647 648 NA +#> 640 49 2 LivingArea <= 966.0 641 645 646 NA +#> 641 49 3 YearBuild <= 1955.5 642 643 644 NA +#> 642 49 4 <NA> <NA> NA NA NA NA 0.2329461 +#> 643 49 5 <NA> <NA> NA NA NA NA 0.2416028 +#> 644 49 6 <NA> <NA> NA NA NA NA 0.2372744 +#> 645 49 7 <NA> <NA> NA NA NA NA 0.2439696 +#> 646 49 8 <NA> <NA> NA NA NA NA 0.2405362 +#> 647 49 9 <NA> <NA> NA NA NA NA 0.2363236 +#> 648 49 10 <NA> <NA> NA NA NA NA 0.2374337 +#> 649 49 11 <NA> <NA> NA NA NA NA 0.2423679 +#> 650 49 12 <NA> <NA> NA NA NA NA 0.2380468 #> Cover #> 1 51 -#> 2 19 -#> 3 2 -#> 4 17 +#> 2 29 +#> 3 11 +#> 4 18 #> 5 0 -#> 6 32 -#> 7 28 -#> 8 13 -#> 9 15 +#> 6 22 +#> 7 19 +#> 8 3 +#> 9 16 #> 10 0 -#> 11 4 +#> 11 3 #> 12 0 #> 13 0 #> 14 51 -#> 15 48 -#> 16 8 -#> 17 40 -#> 18 26 -#> 19 14 -#> 20 2 +#> 15 24 +#> 16 5 +#> 17 19 +#> 18 0 +#> 19 27 +#> 20 24 #> 21 12 -#> 22 0 +#> 22 12 #> 23 0 -#> 24 0 -#> 25 3 +#> 24 3 +#> 25 0 #> 26 0 #> 27 51 -#> 28 24 -#> 29 8 -#> 30 16 -#> 31 8 -#> 32 8 -#> 33 0 -#> 34 0 -#> 35 27 -#> 36 23 -#> 37 4 +#> 28 33 +#> 29 5 +#> 30 28 +#> 31 0 +#> 32 18 +#> 33 4 +#> 34 14 +#> 35 9 +#> 36 5 +#> 37 0 #> 38 0 #> 39 0 #> 40 51 -#> 41 14 -#> 42 4 -#> 43 10 -#> 44 0 -#> 45 37 -#> 46 32 -#> 47 13 -#> 48 19 +#> 41 48 +#> 42 15 +#> 43 33 +#> 44 16 +#> 45 17 +#> 46 2 +#> 47 15 +#> 48 0 #> 49 0 -#> 50 5 -#> 51 0 +#> 50 0 +#> 51 3 #> 52 0 #> 53 51 -#> 54 48 -#> 55 14 -#> 56 34 -#> 57 17 -#> 58 17 -#> 59 6 -#> 60 11 -#> 61 0 -#> 62 0 -#> 63 0 -#> 64 3 +#> 54 17 +#> 55 4 +#> 56 13 +#> 57 3 +#> 58 10 +#> 59 0 +#> 60 0 +#> 61 34 +#> 62 13 +#> 63 21 +#> 64 0 #> 65 0 #> 66 51 -#> 67 29 -#> 68 5 -#> 69 24 -#> 70 7 -#> 71 17 -#> 72 0 -#> 73 0 -#> 74 22 -#> 75 19 +#> 67 24 +#> 68 2 +#> 69 22 +#> 70 0 +#> 71 27 +#> 72 24 +#> 73 16 +#> 74 8 +#> 75 0 #> 76 3 #> 77 0 #> 78 0 #> 79 51 -#> 80 47 -#> 81 16 -#> 82 2 -#> 83 14 -#> 84 0 -#> 85 31 -#> 86 30 -#> 87 1 -#> 88 0 +#> 80 29 +#> 81 11 +#> 82 18 +#> 83 0 +#> 84 22 +#> 85 9 +#> 86 13 +#> 87 7 +#> 88 6 #> 89 0 -#> 90 4 +#> 90 0 #> 91 0 #> 92 51 -#> 93 29 -#> 94 19 +#> 93 48 +#> 94 28 #> 95 10 -#> 96 0 -#> 97 22 -#> 98 11 -#> 99 11 -#> 100 2 -#> 101 9 +#> 96 18 +#> 97 0 +#> 98 20 +#> 99 10 +#> 100 10 +#> 101 0 #> 102 0 -#> 103 0 +#> 103 3 #> 104 0 #> 105 51 -#> 106 49 -#> 107 4 -#> 108 45 -#> 109 21 -#> 110 24 -#> 111 18 -#> 112 6 -#> 113 0 +#> 106 24 +#> 107 2 +#> 108 22 +#> 109 0 +#> 110 27 +#> 111 9 +#> 112 4 +#> 113 5 #> 114 0 -#> 115 0 -#> 116 2 +#> 115 18 +#> 116 0 #> 117 0 #> 118 51 #> 119 49 -#> 120 13 -#> 121 36 -#> 122 11 -#> 123 25 -#> 124 0 -#> 125 25 +#> 120 8 +#> 121 41 +#> 122 12 +#> 123 29 +#> 124 25 +#> 125 4 #> 126 0 #> 127 0 #> 128 0 #> 129 2 #> 130 0 #> 131 51 -#> 132 5 -#> 133 46 -#> 134 13 -#> 135 33 -#> 136 29 -#> 137 11 -#> 138 18 +#> 132 48 +#> 133 7 +#> 134 41 +#> 135 16 +#> 136 25 +#> 137 12 +#> 138 13 #> 139 0 -#> 140 4 +#> 140 0 #> 141 0 -#> 142 0 +#> 142 3 #> 143 0 #> 144 51 #> 145 48 -#> 146 2 -#> 147 46 -#> 148 33 -#> 149 13 -#> 150 10 -#> 151 3 -#> 152 0 +#> 146 33 +#> 147 6 +#> 148 27 +#> 149 0 +#> 150 15 +#> 151 7 +#> 152 8 #> 153 0 #> 154 0 #> 155 3 #> 156 0 #> 157 51 -#> 158 48 -#> 159 29 -#> 160 5 -#> 161 24 -#> 162 0 -#> 163 19 +#> 158 17 +#> 159 34 +#> 160 21 +#> 161 13 +#> 162 4 +#> 163 9 #> 164 3 -#> 165 16 +#> 165 6 #> 166 0 #> 167 0 -#> 168 3 +#> 168 0 #> 169 0 #> 170 51 -#> 171 5 -#> 172 46 -#> 173 41 -#> 174 27 -#> 175 14 -#> 176 4 -#> 177 10 +#> 171 47 +#> 172 28 +#> 173 5 +#> 174 23 +#> 175 18 +#> 176 5 +#> 177 0 #> 178 0 -#> 179 0 -#> 180 5 -#> 181 0 +#> 179 19 +#> 180 0 +#> 181 4 #> 182 0 #> 183 51 -#> 184 29 -#> 185 5 -#> 186 24 -#> 187 0 -#> 188 22 -#> 189 13 -#> 190 9 -#> 191 4 -#> 192 5 -#> 193 0 +#> 184 9 +#> 185 1 +#> 186 8 +#> 187 7 +#> 188 1 +#> 189 0 +#> 190 0 +#> 191 42 +#> 192 23 +#> 193 19 #> 194 0 #> 195 0 #> 196 51 -#> 197 5 -#> 198 46 -#> 199 5 -#> 200 41 -#> 201 37 -#> 202 21 -#> 203 16 -#> 204 0 +#> 197 21 +#> 198 2 +#> 199 19 +#> 200 0 +#> 201 30 +#> 202 7 +#> 203 23 +#> 204 19 #> 205 4 #> 206 0 #> 207 0 #> 208 0 #> 209 51 -#> 210 29 -#> 211 2 -#> 212 27 -#> 213 18 -#> 214 9 -#> 215 0 -#> 216 0 -#> 217 22 -#> 218 20 -#> 219 2 -#> 220 0 +#> 210 49 +#> 211 27 +#> 212 22 +#> 213 12 +#> 214 10 +#> 215 4 +#> 216 6 +#> 217 0 +#> 218 0 +#> 219 0 +#> 220 2 #> 221 0 #> 222 51 -#> 223 29 -#> 224 5 -#> 225 24 -#> 226 21 -#> 227 3 -#> 228 0 -#> 229 0 -#> 230 22 -#> 231 8 -#> 232 14 +#> 223 5 +#> 224 46 +#> 225 20 +#> 226 26 +#> 227 19 +#> 228 7 +#> 229 4 +#> 230 3 +#> 231 0 +#> 232 0 #> 233 0 #> 234 0 #> 235 51 -#> 236 9 -#> 237 1 -#> 238 8 -#> 239 0 -#> 240 42 -#> 241 5 -#> 242 37 -#> 243 30 -#> 244 7 +#> 236 16 +#> 237 35 +#> 238 4 +#> 239 31 +#> 240 6 +#> 241 25 +#> 242 12 +#> 243 13 +#> 244 0 #> 245 0 #> 246 0 #> 247 0 #> 248 51 #> 249 48 -#> 250 25 -#> 251 23 -#> 252 0 -#> 253 23 -#> 254 17 -#> 255 6 -#> 256 0 +#> 250 2 +#> 251 46 +#> 252 29 +#> 253 3 +#> 254 26 +#> 255 0 +#> 256 17 #> 257 0 #> 258 0 #> 259 3 #> 260 0 #> 261 51 -#> 262 4 -#> 263 47 -#> 264 25 -#> 265 18 -#> 266 7 -#> 267 0 -#> 268 22 -#> 269 20 -#> 270 2 +#> 262 47 +#> 263 5 +#> 264 42 +#> 265 28 +#> 266 13 +#> 267 15 +#> 268 0 +#> 269 14 +#> 270 0 #> 271 0 -#> 272 0 +#> 272 4 #> 273 0 #> 274 51 -#> 275 29 -#> 276 7 -#> 277 22 -#> 278 0 -#> 279 22 -#> 280 1 -#> 281 21 -#> 282 15 -#> 283 6 +#> 275 49 +#> 276 6 +#> 277 43 +#> 278 32 +#> 279 11 +#> 280 6 +#> 281 5 +#> 282 0 +#> 283 0 #> 284 0 -#> 285 0 +#> 285 2 #> 286 0 #> 287 51 #> 288 24 -#> 289 19 +#> 289 27 #> 290 3 -#> 291 16 -#> 292 7 -#> 293 9 -#> 294 0 +#> 291 24 +#> 292 19 +#> 293 17 +#> 294 2 #> 295 0 #> 296 5 #> 297 0 -#> 298 27 +#> 298 0 #> 299 0 #> 300 51 -#> 301 46 -#> 302 4 -#> 303 42 -#> 304 24 -#> 305 3 -#> 306 21 -#> 307 0 -#> 308 18 +#> 301 49 +#> 302 9 +#> 303 8 +#> 304 1 +#> 305 0 +#> 306 40 +#> 307 4 +#> 308 36 #> 309 0 #> 310 0 -#> 311 5 +#> 311 2 #> 312 0 #> 313 51 -#> 314 2 -#> 315 49 -#> 316 29 -#> 317 26 -#> 318 19 -#> 319 7 +#> 314 26 +#> 315 9 +#> 316 1 +#> 317 8 +#> 318 0 +#> 319 17 #> 320 0 -#> 321 3 -#> 322 0 -#> 323 20 +#> 321 25 +#> 322 12 +#> 323 13 #> 324 0 #> 325 0 #> 326 51 -#> 327 3 -#> 328 48 -#> 329 24 -#> 330 13 -#> 331 11 -#> 332 0 -#> 333 24 -#> 334 19 -#> 335 5 +#> 327 48 +#> 328 39 +#> 329 27 +#> 330 12 +#> 331 0 +#> 332 9 +#> 333 6 +#> 334 3 +#> 335 0 #> 336 0 -#> 337 0 +#> 337 3 #> 338 0 #> 339 51 -#> 340 49 -#> 341 39 -#> 342 37 -#> 343 26 -#> 344 11 -#> 345 0 -#> 346 2 -#> 347 0 -#> 348 10 -#> 349 0 -#> 350 2 +#> 340 24 +#> 341 19 +#> 342 16 +#> 343 3 +#> 344 0 +#> 345 5 +#> 346 0 +#> 347 27 +#> 348 21 +#> 349 6 +#> 350 0 #> 351 0 #> 352 51 -#> 353 38 -#> 354 2 -#> 355 36 +#> 353 49 +#> 354 4 +#> 355 4 #> 356 0 -#> 357 13 -#> 358 8 -#> 359 2 -#> 360 6 +#> 357 0 +#> 358 45 +#> 359 42 +#> 360 3 #> 361 0 -#> 362 5 -#> 363 0 +#> 362 0 +#> 363 2 #> 364 0 #> 365 51 -#> 366 40 -#> 367 28 -#> 368 8 +#> 366 5 +#> 367 46 +#> 368 26 #> 369 20 -#> 370 0 -#> 371 12 -#> 372 0 -#> 373 11 -#> 374 6 -#> 375 5 +#> 370 15 +#> 371 9 +#> 372 6 +#> 373 0 +#> 374 5 +#> 375 0 #> 376 0 #> 377 0 #> 378 51 -#> 379 47 -#> 380 41 -#> 381 5 -#> 382 36 -#> 383 12 -#> 384 24 -#> 385 0 -#> 386 0 -#> 387 6 +#> 379 38 +#> 380 13 +#> 381 6 +#> 382 1 +#> 383 5 +#> 384 0 +#> 385 7 +#> 386 3 +#> 387 4 #> 388 0 -#> 389 4 +#> 389 0 #> 390 0 #> 391 51 -#> 392 4 -#> 393 1 -#> 394 3 -#> 395 0 -#> 396 47 -#> 397 29 -#> 398 11 -#> 399 18 +#> 392 40 +#> 393 28 +#> 394 5 +#> 395 23 +#> 396 0 +#> 397 12 +#> 398 0 +#> 399 12 #> 400 0 -#> 401 18 -#> 402 0 +#> 401 0 +#> 402 11 #> 403 0 #> 404 51 -#> 405 2 -#> 406 49 -#> 407 23 -#> 408 6 -#> 409 17 -#> 410 0 -#> 411 26 -#> 412 20 -#> 413 6 +#> 405 49 +#> 406 16 +#> 407 9 +#> 408 7 +#> 409 0 +#> 410 33 +#> 411 14 +#> 412 19 +#> 413 0 #> 414 0 -#> 415 0 +#> 415 2 #> 416 0 #> 417 51 -#> 418 20 -#> 419 8 -#> 420 12 -#> 421 10 -#> 422 2 +#> 418 46 +#> 419 28 +#> 420 10 +#> 421 5 +#> 422 5 #> 423 0 -#> 424 0 -#> 425 31 -#> 426 3 -#> 427 28 -#> 428 0 +#> 424 18 +#> 425 0 +#> 426 18 +#> 427 0 +#> 428 5 #> 429 0 #> 430 51 -#> 431 48 -#> 432 37 -#> 433 9 -#> 434 28 -#> 435 0 -#> 436 11 -#> 437 7 -#> 438 4 -#> 439 0 +#> 431 5 +#> 432 46 +#> 433 2 +#> 434 44 +#> 435 40 +#> 436 32 +#> 437 8 +#> 438 0 +#> 439 4 #> 440 0 -#> 441 3 +#> 441 0 #> 442 0 #> 443 51 -#> 444 8 -#> 445 43 -#> 446 22 -#> 447 6 -#> 448 3 -#> 449 3 +#> 444 40 +#> 445 5 +#> 446 35 +#> 447 14 +#> 448 21 +#> 449 0 #> 450 0 -#> 451 16 -#> 452 0 -#> 453 21 +#> 451 11 +#> 452 5 +#> 453 6 #> 454 0 #> 455 0 #> 456 51 -#> 457 47 -#> 458 39 -#> 459 32 -#> 460 7 -#> 461 0 +#> 457 7 +#> 458 44 +#> 459 43 +#> 460 35 +#> 461 27 #> 462 8 -#> 463 3 -#> 464 5 +#> 463 0 +#> 464 8 #> 465 0 -#> 466 0 -#> 467 4 +#> 466 1 +#> 467 0 #> 468 0 #> 469 51 -#> 470 8 -#> 471 43 -#> 472 38 -#> 473 32 -#> 474 30 -#> 475 2 -#> 476 0 -#> 477 6 -#> 478 0 -#> 479 5 +#> 470 5 +#> 471 46 +#> 472 33 +#> 473 27 +#> 474 6 +#> 475 0 +#> 476 13 +#> 477 7 +#> 478 6 +#> 479 0 #> 480 0 #> 481 0 #> 482 51 -#> 483 48 -#> 484 6 -#> 485 42 -#> 486 12 -#> 487 30 -#> 488 25 -#> 489 5 +#> 483 49 +#> 484 44 +#> 485 27 +#> 486 14 +#> 487 13 +#> 488 0 +#> 489 17 #> 490 0 -#> 491 0 +#> 491 5 #> 492 0 -#> 493 3 +#> 493 2 #> 494 0 #> 495 51 -#> 496 17 -#> 497 14 -#> 498 9 -#> 499 5 -#> 500 0 -#> 501 3 +#> 496 41 +#> 497 2 +#> 498 39 +#> 499 37 +#> 500 2 +#> 501 0 #> 502 0 -#> 503 34 -#> 504 30 +#> 503 10 +#> 504 6 #> 505 4 #> 506 0 #> 507 0 #> 508 51 -#> 509 5 -#> 510 46 -#> 511 3 -#> 512 43 -#> 513 14 -#> 514 9 -#> 515 5 +#> 509 49 +#> 510 43 +#> 511 40 +#> 512 16 +#> 513 24 +#> 514 0 +#> 515 3 #> 516 0 -#> 517 29 +#> 517 6 #> 518 0 -#> 519 0 +#> 519 2 #> 520 0 #> 521 51 -#> 522 45 -#> 523 38 -#> 524 6 -#> 525 32 -#> 526 0 -#> 527 7 +#> 522 48 +#> 523 5 +#> 524 43 +#> 525 39 +#> 526 33 +#> 527 6 #> 528 0 -#> 529 6 -#> 530 3 -#> 531 3 -#> 532 0 +#> 529 4 +#> 530 0 +#> 531 0 +#> 532 3 #> 533 0 #> 534 51 -#> 535 49 -#> 536 40 -#> 537 12 -#> 538 8 -#> 539 4 +#> 535 47 +#> 536 36 +#> 537 33 +#> 538 30 +#> 539 3 #> 540 0 -#> 541 28 +#> 541 3 #> 542 0 -#> 543 9 +#> 543 11 #> 544 0 -#> 545 2 +#> 545 4 #> 546 0 #> 547 51 #> 548 49 -#> 549 5 -#> 550 44 -#> 551 41 -#> 552 29 -#> 553 12 -#> 554 0 -#> 555 3 +#> 549 39 +#> 550 13 +#> 551 26 +#> 552 0 +#> 553 10 +#> 554 2 +#> 555 8 #> 556 0 #> 557 0 #> 558 2 #> 559 0 #> 560 51 -#> 561 41 -#> 562 33 -#> 563 8 -#> 564 5 -#> 565 3 -#> 566 0 +#> 561 46 +#> 562 7 +#> 563 39 +#> 564 33 +#> 565 4 +#> 566 29 #> 567 0 -#> 568 10 -#> 569 4 -#> 570 6 -#> 571 0 +#> 568 6 +#> 569 0 +#> 570 0 +#> 571 5 #> 572 0 #> 573 51 -#> 574 17 -#> 575 9 -#> 576 4 -#> 577 5 -#> 578 2 -#> 579 3 -#> 580 0 -#> 581 0 -#> 582 8 -#> 583 0 -#> 584 34 +#> 574 18 +#> 575 1 +#> 576 17 +#> 577 0 +#> 578 33 +#> 579 13 +#> 580 6 +#> 581 7 +#> 582 0 +#> 583 20 +#> 584 0 #> 585 0 #> 586 51 -#> 587 49 -#> 588 46 -#> 589 43 -#> 590 36 -#> 591 7 -#> 592 0 -#> 593 3 +#> 587 2 +#> 588 49 +#> 589 4 +#> 590 4 +#> 591 1 +#> 592 3 +#> 593 0 #> 594 0 -#> 595 3 -#> 596 0 -#> 597 2 +#> 595 0 +#> 596 45 +#> 597 0 #> 598 0 #> 599 51 -#> 600 3 -#> 601 48 -#> 602 25 -#> 603 16 -#> 604 9 -#> 605 0 -#> 606 23 -#> 607 2 -#> 608 21 +#> 600 18 +#> 601 33 +#> 602 12 +#> 603 21 +#> 604 0 +#> 605 21 +#> 606 17 +#> 607 4 +#> 608 0 #> 609 0 #> 610 0 #> 611 0 #> 612 51 -#> 613 48 -#> 614 43 -#> 615 6 -#> 616 37 -#> 617 11 -#> 618 26 -#> 619 0 +#> 613 49 +#> 614 45 +#> 615 40 +#> 616 26 +#> 617 14 +#> 618 0 +#> 619 5 #> 620 0 -#> 621 5 +#> 621 4 #> 622 0 -#> 623 3 +#> 623 2 #> 624 0 #> 625 51 -#> 626 46 -#> 627 7 -#> 628 39 -#> 629 29 -#> 630 16 -#> 631 13 +#> 626 41 +#> 627 37 +#> 628 4 +#> 629 33 +#> 630 0 +#> 631 4 #> 632 0 #> 633 10 -#> 634 0 -#> 635 0 -#> 636 5 +#> 634 5 +#> 635 5 +#> 636 0 #> 637 0 #> 638 51 -#> 639 47 -#> 640 45 -#> 641 12 -#> 642 5 -#> 643 7 +#> 639 44 +#> 640 15 +#> 641 6 +#> 642 1 +#> 643 5 #> 644 0 -#> 645 33 +#> 645 9 #> 646 0 -#> 647 2 +#> 647 29 #> 648 0 -#> 649 4 +#> 649 7 #> 650 0 diff --git a/reference/treeshap.html b/reference/treeshap.html index 6975452..507a60e 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] 0.12421 -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 +#> ..$ LotArea : num [1:3] 0.11387 -0.00362 0.07246 +#> ..$ OverallQual: num [1:3] 0.0401 -0.0266 0.038 +#> ..$ YearBuild : num [1:3] 0.01824 -0.00407 -0.00332 +#> ..$ LivingArea : num [1:3] 0.1035 -0.14 0.0467 +#> ..$ Bathrms : num [1:3] -0.00599 -0.00982 0.01203 +#> ..$ Bedrms : num [1:3] 0.00192 -0.01293 0.00194 +#> ..$ TotRms : num [1:3] 0.01686 -0.02291 0.00288 +#> ..$ GarageYrBlt: num [1:3] 0.00901 -0.00582 0.00158 +#> ..$ GarageArea : num [1:3] 0.02882 -0.00644 -0.01786 #> $ interactions : NULL #> $ unified_model:List of 2 #> ..$ 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" ... +#> .. ..$ Feature : chr [1:28315] "TotRms" "LivingArea" "OverallQual" "LotArea" ... #> .. ..$ Decision.type: Factor w/ 2 levels "<=","<": 1 1 1 1 1 1 1 1 1 1 ... -#> .. ..$ Split : num [1:28315] 6.5 5.5 2.5 5.5 1.5 ... +#> .. ..$ Split : num [1:28315] 5.5 1250.5 5.5 7175 1982 ... #> .. ..$ 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 ... +#> .. ..$ Cover : int [1:28315] 338 113 225 98 15 133 92 10 88 14 ... #> ..$ 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 3770f6d..43605e4 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 -#> 12.07490 11.72668 11.98563 12.21734 11.84878 11.65940 11.91772 11.87303 +#> 12.05001 11.72054 11.98296 12.21338 11.80802 11.67047 11.85631 11.87438 #> 122 127 128 129 132 133 134 136 -#> 11.89589 11.77586 11.95877 11.91269 11.83499 11.94298 11.77565 12.03143 +#> 11.93055 11.76677 11.95059 11.98575 11.84523 11.92344 11.76872 12.03868 #> 138 139 140 142 143 144 146 147 -#> 12.25403 11.79967 12.06141 11.88849 11.80952 11.88335 11.90521 11.85675 +#> 12.21365 11.81472 12.02708 11.91147 11.78602 11.88739 11.89720 11.83403 #> 148 149 150 151 153 155 156 157 -#> 11.98933 11.82522 11.76243 11.75871 11.77268 11.65912 11.86431 11.65679 +#> 11.98425 11.82993 11.78212 11.74114 11.77624 11.66203 11.83123 11.68120 #> 158 161 162 163 164 165 166 167 -#> 12.02171 12.29256 11.74681 11.90683 11.83650 11.59558 11.89663 11.85260 +#> 12.03393 12.32097 11.75473 11.90353 11.83883 11.54388 11.91972 11.86142 #> 168 169 342 343 344 395 398 399 -#> 11.98925 11.94356 11.77145 12.05900 12.32683 11.82140 11.66448 11.50967 +#> 11.96711 11.93673 11.80241 12.05651 12.37137 11.84475 11.65860 11.49975 #> 400 401 402 419 594 595 596 600 -#> 11.66101 11.75593 11.66759 11.69208 11.62745 11.95903 11.74464 11.66338 +#> 11.68882 11.73663 11.67434 11.70786 11.63185 11.95078 11.72803 11.64232 #> 601 602 605 606 607 608 612 613 -#> 11.70591 11.76122 11.90052 12.03735 11.92864 12.00324 11.80933 11.98885 +#> 11.70979 11.76789 11.87268 12.02546 11.93785 11.99938 11.74464 12.01285 #> 614 617 618 619 620 621 622 623 -#> 11.75199 11.93355 11.96670 11.92823 11.78890 11.84772 11.77782 11.84987 +#> 11.72409 11.91764 12.00151 11.92009 11.79498 11.86224 11.79555 11.81862 #> 624 626 627 628 629 631 632 634 -#> 12.02216 11.98537 12.18840 12.24094 12.12419 11.77748 11.94026 11.81918 +#> 12.02227 12.03899 12.25041 12.23734 12.06740 11.80021 11.94450 11.82942 #> 635 636 637 638 639 640 641 642 -#> 11.95452 11.87604 11.86133 11.85434 11.72818 12.03698 11.80838 11.91587 +#> 11.99313 11.87732 11.84820 11.83442 11.76380 12.07494 11.79317 11.86974 #> 643 644 645 646 647 649 650 652 -#> 11.88559 11.84396 11.82097 11.72331 11.86321 11.67969 11.83208 11.88309 +#> 11.87335 11.84964 11.77874 11.76524 11.84807 11.67925 11.81735 11.91983 #> 653 654 667 668 669 670 671 672 -#> 11.80113 11.72522 12.22077 11.98224 11.91887 12.02878 11.81113 11.84689 +#> 11.78735 11.74191 12.24752 11.99413 11.89034 11.95293 11.83871 11.87245 #> 673 675 677 678 679 680 681 682 -#> 11.82522 11.86165 11.56461 11.83234 11.56548 11.77823 11.78112 11.86278 +#> 11.83227 11.84613 11.53136 11.84429 11.56978 11.75979 11.75640 11.87388 #> 683 684 685 686 687 688 689 690 -#> 11.65681 11.86121 11.84568 11.81332 11.90748 11.91018 11.75859 11.85206 +#> 11.64054 11.85526 11.84772 11.79004 11.90774 11.94731 11.74786 11.83224 #> 691 990 992 1034 1035 1036 1037 1193 -#> 11.70286 11.99908 12.18042 11.93603 11.95061 11.73199 11.73261 11.91649 +#> 11.72034 12.01271 12.21510 11.93360 11.96285 11.70389 11.68714 11.91336 #> 1194 1195 1196 1197 1205 1206 1208 1209 -#> 11.72776 11.75277 11.91050 11.94687 11.78916 11.71674 11.85573 12.05214 +#> 11.70435 11.76278 11.88876 11.87457 11.77451 11.70044 11.86680 12.03189 #> 1210 1211 1212 1213 1214 1215 1216 1217 -#> 11.95548 11.83633 11.91838 11.94611 12.00537 11.84208 11.81806 11.97831 +#> 11.97394 11.87079 11.92569 11.94983 12.01606 11.83091 11.81669 12.02870 #> 1224 1225 1226 1227 1228 1230 1231 1232 -#> 11.95258 11.82138 11.80370 11.95381 11.72406 12.01558 11.80546 11.94995 +#> 11.97812 11.84415 11.76558 11.96679 11.72585 12.04310 11.80538 11.96037 #> 1233 1234 1236 1237 1238 1239 1240 1241 -#> 11.92037 12.23865 11.89034 11.90589 11.83957 11.87807 11.91798 11.89095 +#> 11.97998 12.19159 11.85411 11.88369 11.82571 11.87926 11.94273 11.94189 #> 1242 1243 1244 1245 1246 1247 1249 1250 -#> 11.85872 11.98362 11.82299 11.80102 11.77123 11.85318 12.11187 11.75657 +#> 11.86838 11.98278 11.84257 11.78186 11.76794 11.83832 12.03884 11.75722 #> 1251 1252 1253 1254 1257 1261 1262 1263 -#> 11.68292 11.89992 11.74476 11.88695 11.88078 11.99598 11.84926 11.98091 +#> 11.69673 11.88847 11.67816 11.84526 11.86956 12.04006 11.78675 11.97663 #> 1266 1267 1268 1269 1270 1271 1272 1273 -#> 12.25062 11.69738 11.71521 11.69218 11.89578 11.92232 11.77869 11.93661 +#> 12.27253 11.70653 11.67734 11.66899 11.94008 11.92483 11.76630 11.93984 #> 1274 1277 1279 1280 1281 1282 1283 1612 -#> 11.88795 11.80061 11.81889 11.65042 11.90125 12.02053 11.83409 12.03019 +#> 11.91117 11.76881 11.80825 11.65508 11.94749 12.01099 11.82571 12.01856 #> 1613 1614 1615 1663 1666 1667 1668 1669 -#> 12.01646 12.37574 12.30945 11.80547 11.94059 11.70734 11.78387 11.70629 +#> 11.85409 12.37511 12.39475 11.81438 11.92176 11.70575 11.76942 11.68836 #> 1672 1684 1875 1877 1883 1884 1885 1886 -#> 11.72256 11.70898 11.84589 11.92293 11.87451 11.85262 11.68373 11.71298 +#> 11.71971 11.67481 11.82199 11.93150 11.86811 11.87880 11.68954 11.75806 #> 1889 1890 1891 1892 1893 1894 1898 1899 -#> 11.78465 11.68233 12.00233 11.89736 11.95374 12.13324 11.86151 11.78620 +#> 11.79180 11.69062 11.97605 11.92641 11.96522 12.12772 11.86401 11.79422 #> 1900 1906 1907 1908 1909 1911 1913 1914 -#> 11.76025 12.13453 11.78772 11.82943 11.80993 11.84850 11.97761 11.69878 +#> 11.76450 12.18033 11.77777 11.78582 11.79337 11.80607 11.96258 11.67491 #> 1915 1917 1918 1919 1920 1921 1922 1923 -#> 11.85457 11.76129 11.70207 11.83862 11.80690 11.90193 11.78528 11.92378 +#> 11.88784 11.75498 11.64904 11.85066 11.80889 11.91828 11.78288 11.92256 #> 1924 1925 1926 1927 1929 1930 1931 1932 -#> 11.80604 11.93736 11.73266 11.81576 11.91541 11.78086 11.77868 11.82904 +#> 11.81958 11.99391 11.70458 11.81242 11.90628 11.78048 11.80437 11.83027 #> 1933 1934 1935 1936 1937 1938 1939 1940 -#> 11.78936 11.78676 11.73709 11.68603 11.84382 11.84605 11.71782 11.72834 +#> 11.81917 11.80279 11.72052 11.69392 11.87032 11.79754 11.71666 11.72349 #> 1941 1953 1954 1955 1956 1957 1958 1959 -#> 11.83738 11.97513 11.68772 11.79228 12.07835 11.71400 11.80301 11.88031 +#> 11.77190 11.99855 11.66642 11.80201 12.02092 11.71900 11.79120 11.91073 #> 1960 1961 1962 1963 1965 1966 1967 1969 -#> 11.67153 11.77244 11.63877 11.80348 11.78573 11.90450 11.87125 11.76310 +#> 11.63632 11.76350 11.61019 11.74636 11.78090 11.88311 11.85290 11.70459 #> 1970 1971 1972 2307 2310 2361 2363 2375 -#> 12.05411 11.84636 11.62682 11.79446 12.10865 11.71332 11.67680 11.89857 +#> 12.08704 11.80624 11.65057 11.78295 12.08418 11.70333 11.64386 11.88465 #> 2532 2533 2534 2535 2536 2539 2540 2543 -#> 11.81776 11.91174 11.85231 11.85616 11.83256 11.91632 11.79411 11.69838 +#> 11.76956 11.93063 11.86080 11.84015 11.85091 11.90488 11.81416 11.70379 #> 2544 2546 2548 2550 2551 2554 2559 2560 -#> 11.87040 11.95211 11.98506 11.81603 11.84057 11.75596 11.95340 11.88645 +#> 11.82985 11.96298 11.96296 11.85332 11.86407 11.78766 11.93767 11.83486 #> 2561 2562 2563 2564 2565 2568 2569 2570 -#> 11.77189 11.98415 11.75056 11.82035 11.73608 11.81689 12.33621 11.79846 +#> 11.76893 12.02249 11.74140 11.80654 11.73053 11.83492 12.33966 11.78352 #> 2572 2573 2574 2575 2576 2578 2579 2580 -#> 11.87610 11.84295 11.83490 11.86882 11.96026 11.85254 11.87205 11.86468 +#> 11.87166 11.85690 11.82789 11.87871 11.99797 11.86518 11.88426 11.83152 #> 2581 2583 2584 2585 2586 2587 2588 2589 -#> 11.74551 11.79293 11.90968 11.78610 11.90056 11.83280 11.77163 11.85669 +#> 11.73623 11.78459 11.89163 11.76863 11.90060 11.84170 11.77228 11.86183 #> 2590 2592 2594 2607 2608 2609 2610 2611 -#> 11.77862 11.91253 11.89471 11.98069 11.90507 11.88112 12.05048 11.89835 +#> 11.75325 11.87382 11.86971 11.97616 11.88347 11.88300 12.07437 11.92057 #> 2612 2613 2614 2615 2616 2617 2619 2620 -#> 11.67981 11.87715 11.73081 11.65924 11.98608 12.02332 11.92032 11.80649 +#> 11.69749 11.89012 11.74973 11.66635 11.99534 12.05639 11.90664 11.78846 #> 2622 2623 2624 2625 2627 2629 2630 2631 -#> 11.66619 11.58366 11.75039 11.53481 11.46195 11.82686 11.78654 11.94325 +#> 11.66238 11.59159 11.73731 11.51160 11.46514 11.83062 11.77507 11.93220 #> 2633 2634 -#> 11.90570 11.63547 +#> 11.89602 11.67827 ## 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': 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" ... +#> $ model:'data.frame': 28311 obs. of 10 variables: +#> ..$ Tree : int [1:28311] 0 0 0 0 0 0 0 0 0 0 ... +#> ..$ Node : int [1:28311] 0 1 2 3 4 5 6 7 8 9 ... +#> ..$ Feature : chr [1:28311] "OverallQual" "Bedrms" "LivingArea" "Bathrms" ... #> ..$ Decision.type: Factor w/ 2 levels "<=","<": 1 1 1 1 1 1 1 1 1 1 ... -#> ..$ 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 ... +#> ..$ Split : num [1:28311] 5.5 2.5 1393.5 1.5 2000.5 ... +#> ..$ Yes : int [1:28311] 2 4 6 8 10 12 14 16 18 20 ... +#> ..$ No : int [1:28311] 3 5 7 9 11 13 15 17 19 21 ... +#> ..$ Missing : int [1:28311] NA NA NA NA NA NA NA NA NA NA ... +#> ..$ Prediction : num [1:28311] NA NA NA NA NA NA NA NA NA NA ... +#> ..$ Cover : int [1:28311] 338 215 123 63 152 64 59 55 8 147 ... #> $ 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 ...