Automatic Data Cleaning
DataCleaning.RdAutomatic Data Cleaning
Examples
DataCleaning(Data = TangledFeatures::Housing_Prices_dataset, Y_var = 'SalePrice')
#> $Cleaned_Data
#> id ms_sub_class lot_frontage lot_area overall_qual overall_cond
#> 1: 1 60 65 8450 7 5
#> 2: 2 20 80 9600 6 8
#> 3: 3 60 68 11250 7 5
#> 4: 4 70 60 9550 7 5
#> 5: 5 60 84 14260 8 5
#> ---
#> 1456: 1456 60 62 7917 6 5
#> 1457: 1457 20 85 13175 6 6
#> 1458: 1458 70 66 9042 7 9
#> 1459: 1459 20 68 9717 5 6
#> 1460: 1460 20 75 9937 5 6
#> year_built year_remod_add mas_vnr_area bsmt_fin_sf1 bsmt_fin_sf2
#> 1: 2003 2003 196 706 0
#> 2: 1976 1976 0 978 0
#> 3: 2001 2002 162 486 0
#> 4: 1915 1970 0 216 0
#> 5: 2000 2000 350 655 0
#> ---
#> 1456: 1999 2000 0 0 0
#> 1457: 1978 1988 119 790 163
#> 1458: 1941 2006 0 275 0
#> 1459: 1950 1996 0 49 1029
#> 1460: 1965 1965 0 830 290
#> bsmt_unf_sf total_bsmt_sf x1st_flr_sf x2nd_flr_sf low_qual_fin_sf
#> 1: 150 856 856 854 0
#> 2: 284 1262 1262 0 0
#> 3: 434 920 920 866 0
#> 4: 540 756 961 756 0
#> 5: 490 1145 1145 1053 0
#> ---
#> 1456: 953 953 953 694 0
#> 1457: 589 1542 2073 0 0
#> 1458: 877 1152 1188 1152 0
#> 1459: 0 1078 1078 0 0
#> 1460: 136 1256 1256 0 0
#> gr_liv_area bsmt_full_bath bsmt_half_bath full_bath half_bath
#> 1: 1710 1 0 2 1
#> 2: 1262 0 1 2 0
#> 3: 1786 1 0 2 1
#> 4: 1717 1 0 1 0
#> 5: 2198 1 0 2 1
#> ---
#> 1456: 1647 0 0 2 1
#> 1457: 2073 1 0 2 0
#> 1458: 2340 0 0 2 0
#> 1459: 1078 1 0 1 0
#> 1460: 1256 1 0 1 1
#> bedroom_abv_gr kitchen_abv_gr tot_rms_abv_grd fireplaces garage_yr_blt
#> 1: 3 1 8 0 2003
#> 2: 3 1 6 1 1976
#> 3: 3 1 6 1 2001
#> 4: 3 1 7 1 1998
#> 5: 4 1 9 1 2000
#> ---
#> 1456: 3 1 7 1 1999
#> 1457: 3 1 7 2 1978
#> 1458: 4 1 9 2 1941
#> 1459: 2 1 5 0 1950
#> 1460: 3 1 6 0 1965
#> garage_cars garage_area wood_deck_sf open_porch_sf enclosed_porch
#> 1: 2 548 0 61 0
#> 2: 2 460 298 0 0
#> 3: 2 608 0 42 0
#> 4: 3 642 0 35 272
#> 5: 3 836 192 84 0
#> ---
#> 1456: 2 460 0 40 0
#> 1457: 2 500 349 0 0
#> 1458: 1 252 0 60 0
#> 1459: 1 240 366 0 112
#> 1460: 1 276 736 68 0
#> x3ssn_porch screen_porch pool_area misc_val mo_sold yr_sold sale_price
#> 1: 0 0 0 0 2 2008 208500
#> 2: 0 0 0 0 5 2007 181500
#> 3: 0 0 0 0 9 2008 223500
#> 4: 0 0 0 0 2 2006 140000
#> 5: 0 0 0 0 12 2008 250000
#> ---
#> 1456: 0 0 0 0 8 2007 175000
#> 1457: 0 0 0 0 2 2010 210000
#> 1458: 0 0 0 2500 5 2010 266500
#> 1459: 0 0 0 0 4 2010 142125
#> 1460: 0 0 0 0 6 2008 147500
#> ms_zoning_c_all ms_zoning_fv ms_zoning_rh ms_zoning_rl ms_zoning_rm
#> 1: 0 0 0 1 0
#> 2: 0 0 0 1 0
#> 3: 0 0 0 1 0
#> 4: 0 0 0 1 0
#> 5: 0 0 0 1 0
#> ---
#> 1456: 0 0 0 1 0
#> 1457: 0 0 0 1 0
#> 1458: 0 0 0 1 0
#> 1459: 0 0 0 1 0
#> 1460: 0 0 0 1 0
#> street_grvl street_pave alley_0 alley_grvl alley_pave lot_shape_ir1
#> 1: 0 1 1 0 0 0
#> 2: 0 1 1 0 0 0
#> 3: 0 1 1 0 0 1
#> 4: 0 1 1 0 0 1
#> 5: 0 1 1 0 0 1
#> ---
#> 1456: 0 1 1 0 0 0
#> 1457: 0 1 1 0 0 0
#> 1458: 0 1 1 0 0 0
#> 1459: 0 1 1 0 0 0
#> 1460: 0 1 1 0 0 0
#> lot_shape_ir2 lot_shape_ir3 lot_shape_reg land_contour_bnk
#> 1: 0 0 1 0
#> 2: 0 0 1 0
#> 3: 0 0 0 0
#> 4: 0 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 1 0
#> 1457: 0 0 1 0
#> 1458: 0 0 1 0
#> 1459: 0 0 1 0
#> 1460: 0 0 1 0
#> land_contour_hls land_contour_low land_contour_lvl utilities_all_pub
#> 1: 0 0 1 1
#> 2: 0 0 1 1
#> 3: 0 0 1 1
#> 4: 0 0 1 1
#> 5: 0 0 1 1
#> ---
#> 1456: 0 0 1 1
#> 1457: 0 0 1 1
#> 1458: 0 0 1 1
#> 1459: 0 0 1 1
#> 1460: 0 0 1 1
#> utilities_no_se_wa lot_config_corner lot_config_cul_d_sac lot_config_fr2
#> 1: 0 0 0 0
#> 2: 0 0 0 1
#> 3: 0 0 0 0
#> 4: 0 1 0 0
#> 5: 0 0 0 1
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 0 0
#> 1458: 0 0 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> lot_config_fr3 lot_config_inside land_slope_gtl land_slope_mod
#> 1: 0 1 1 0
#> 2: 0 0 1 0
#> 3: 0 1 1 0
#> 4: 0 0 1 0
#> 5: 0 0 1 0
#> ---
#> 1456: 0 1 1 0
#> 1457: 0 1 1 0
#> 1458: 0 1 1 0
#> 1459: 0 1 1 0
#> 1460: 0 1 1 0
#> land_slope_sev neighborhood_blmngtn neighborhood_blueste
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> neighborhood_br_dale neighborhood_brk_side neighborhood_clear_cr
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> neighborhood_collg_cr neighborhood_crawfor neighborhood_edwards
#> 1: 1 0 0
#> 2: 0 0 0
#> 3: 1 0 0
#> 4: 0 1 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 1 0
#> 1459: 0 0 0
#> 1460: 0 0 1
#> neighborhood_gilbert neighborhood_idotrr neighborhood_meadow_v
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 1 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> neighborhood_mitchel neighborhood_n_ames neighborhood_n_pk_vill
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 1 0
#> 1460: 0 0 0
#> neighborhood_nw_ames neighborhood_no_ridge neighborhood_nridg_ht
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 1 0
#> ---
#> 1456: 0 0 0
#> 1457: 1 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> neighborhood_old_town neighborhood_swisu neighborhood_sawyer
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> neighborhood_sawyer_w neighborhood_somerst neighborhood_stone_br
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> neighborhood_timber neighborhood_veenker condition1_artery
#> 1: 0 0 0
#> 2: 0 1 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> condition1_feedr condition1_norm condition1_pos_a condition1_pos_n
#> 1: 0 1 0 0
#> 2: 1 0 0 0
#> 3: 0 1 0 0
#> 4: 0 1 0 0
#> 5: 0 1 0 0
#> ---
#> 1456: 0 1 0 0
#> 1457: 0 1 0 0
#> 1458: 0 1 0 0
#> 1459: 0 1 0 0
#> 1460: 0 1 0 0
#> condition1_rr_ae condition1_rr_an condition1_rr_ne condition1_rr_nn
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 0 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 0 0
#> 1458: 0 0 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> condition2_artery condition2_feedr condition2_norm condition2_pos_a
#> 1: 0 0 1 0
#> 2: 0 0 1 0
#> 3: 0 0 1 0
#> 4: 0 0 1 0
#> 5: 0 0 1 0
#> ---
#> 1456: 0 0 1 0
#> 1457: 0 0 1 0
#> 1458: 0 0 1 0
#> 1459: 0 0 1 0
#> 1460: 0 0 1 0
#> condition2_pos_n condition2_rr_ae condition2_rr_an condition2_rr_nn
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 0 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 0 0
#> 1458: 0 0 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> bldg_type_1fam bldg_type_2fm_con bldg_type_duplex bldg_type_twnhs
#> 1: 1 0 0 0
#> 2: 1 0 0 0
#> 3: 1 0 0 0
#> 4: 1 0 0 0
#> 5: 1 0 0 0
#> ---
#> 1456: 1 0 0 0
#> 1457: 1 0 0 0
#> 1458: 1 0 0 0
#> 1459: 1 0 0 0
#> 1460: 1 0 0 0
#> bldg_type_twnhs_e house_style_1_5fin house_style_1_5unf
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> house_style_1story house_style_2_5fin house_style_2_5unf
#> 1: 0 0 0
#> 2: 1 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 1 0 0
#> 1458: 0 0 0
#> 1459: 1 0 0
#> 1460: 1 0 0
#> house_style_2story house_style_s_foyer house_style_s_lvl roof_style_flat
#> 1: 1 0 0 0
#> 2: 0 0 0 0
#> 3: 1 0 0 0
#> 4: 1 0 0 0
#> 5: 1 0 0 0
#> ---
#> 1456: 1 0 0 0
#> 1457: 0 0 0 0
#> 1458: 1 0 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> roof_style_gable roof_style_gambrel roof_style_hip roof_style_mansard
#> 1: 1 0 0 0
#> 2: 1 0 0 0
#> 3: 1 0 0 0
#> 4: 1 0 0 0
#> 5: 1 0 0 0
#> ---
#> 1456: 1 0 0 0
#> 1457: 1 0 0 0
#> 1458: 1 0 0 0
#> 1459: 0 0 1 0
#> 1460: 1 0 0 0
#> roof_style_shed roof_matl_cly_tile roof_matl_comp_shg roof_matl_membran
#> 1: 0 0 1 0
#> 2: 0 0 1 0
#> 3: 0 0 1 0
#> 4: 0 0 1 0
#> 5: 0 0 1 0
#> ---
#> 1456: 0 0 1 0
#> 1457: 0 0 1 0
#> 1458: 0 0 1 0
#> 1459: 0 0 1 0
#> 1460: 0 0 1 0
#> roof_matl_metal roof_matl_roll roof_matl_tar_grv roof_matl_wd_shake
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 0 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 0 0
#> 1458: 0 0 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> roof_matl_wd_shngl exterior1st_asb_shng exterior1st_asph_shn
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> exterior1st_brk_comm exterior1st_brk_face exterior1st_c_block
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> exterior1st_cemnt_bd exterior1st_hd_board exterior1st_im_stucc
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 1 0 0
#> 1459: 0 0 0
#> 1460: 0 1 0
#> exterior1st_metal_sd exterior1st_plywood exterior1st_stone
#> 1: 0 0 0
#> 2: 1 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 1 0
#> 1458: 0 0 0
#> 1459: 1 0 0
#> 1460: 0 0 0
#> exterior1st_stucco exterior1st_vinyl_sd exterior1st_wd_sdng
#> 1: 0 1 0
#> 2: 0 0 0
#> 3: 0 1 0
#> 4: 0 0 1
#> 5: 0 1 0
#> ---
#> 1456: 0 1 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> exterior1st_wd_shing exterior2nd_asb_shng exterior2nd_asph_shn
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> exterior2nd_brk_cmn exterior2nd_brk_face exterior2nd_c_block
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> exterior2nd_cment_bd exterior2nd_hd_board exterior2nd_im_stucc
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 1 0 0
#> 1459: 0 0 0
#> 1460: 0 1 0
#> exterior2nd_metal_sd exterior2nd_other exterior2nd_plywood
#> 1: 0 0 0
#> 2: 1 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 1
#> 1458: 0 0 0
#> 1459: 1 0 0
#> 1460: 0 0 0
#> exterior2nd_stone exterior2nd_stucco exterior2nd_vinyl_sd
#> 1: 0 0 1
#> 2: 0 0 0
#> 3: 0 0 1
#> 4: 0 0 0
#> 5: 0 0 1
#> ---
#> 1456: 0 0 1
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> exterior2nd_wd_sdng exterior2nd_wd_shng mas_vnr_type_0
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 1 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> mas_vnr_type_brk_cmn mas_vnr_type_brk_face mas_vnr_type_none
#> 1: 0 1 0
#> 2: 0 0 1
#> 3: 0 1 0
#> 4: 0 0 1
#> 5: 0 1 0
#> ---
#> 1456: 0 0 1
#> 1457: 0 0 0
#> 1458: 0 0 1
#> 1459: 0 0 1
#> 1460: 0 0 1
#> mas_vnr_type_stone exter_qual_ex exter_qual_fa exter_qual_gd
#> 1: 0 0 0 1
#> 2: 0 0 0 0
#> 3: 0 0 0 1
#> 4: 0 0 0 0
#> 5: 0 0 0 1
#> ---
#> 1456: 0 0 0 0
#> 1457: 1 0 0 0
#> 1458: 0 1 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 1
#> exter_qual_ta exter_cond_ex exter_cond_fa exter_cond_gd exter_cond_po
#> 1: 0 0 0 0 0
#> 2: 1 0 0 0 0
#> 3: 0 0 0 0 0
#> 4: 1 0 0 0 0
#> 5: 0 0 0 0 0
#> ---
#> 1456: 1 0 0 0 0
#> 1457: 1 0 0 0 0
#> 1458: 0 0 0 1 0
#> 1459: 1 0 0 0 0
#> 1460: 0 0 0 0 0
#> exter_cond_ta foundation_brk_til foundation_c_block foundation_p_conc
#> 1: 1 0 0 1
#> 2: 1 0 1 0
#> 3: 1 0 0 1
#> 4: 1 1 0 0
#> 5: 1 0 0 1
#> ---
#> 1456: 1 0 0 1
#> 1457: 1 0 1 0
#> 1458: 0 0 0 0
#> 1459: 1 0 1 0
#> 1460: 1 0 1 0
#> foundation_slab foundation_stone foundation_wood bsmt_qual_0 bsmt_qual_ex
#> 1: 0 0 0 0 0
#> 2: 0 0 0 0 0
#> 3: 0 0 0 0 0
#> 4: 0 0 0 0 0
#> 5: 0 0 0 0 0
#> ---
#> 1456: 0 0 0 0 0
#> 1457: 0 0 0 0 0
#> 1458: 0 1 0 0 0
#> 1459: 0 0 0 0 0
#> 1460: 0 0 0 0 0
#> bsmt_qual_fa bsmt_qual_gd bsmt_qual_ta bsmt_cond_0 bsmt_cond_fa
#> 1: 0 1 0 0 0
#> 2: 0 1 0 0 0
#> 3: 0 1 0 0 0
#> 4: 0 0 1 0 0
#> 5: 0 1 0 0 0
#> ---
#> 1456: 0 1 0 0 0
#> 1457: 0 1 0 0 0
#> 1458: 0 0 1 0 0
#> 1459: 0 0 1 0 0
#> 1460: 0 0 1 0 0
#> bsmt_cond_gd bsmt_cond_po bsmt_cond_ta bsmt_exposure_0 bsmt_exposure_av
#> 1: 0 0 1 0 0
#> 2: 0 0 1 0 0
#> 3: 0 0 1 0 0
#> 4: 1 0 0 0 0
#> 5: 0 0 1 0 1
#> ---
#> 1456: 0 0 1 0 0
#> 1457: 0 0 1 0 0
#> 1458: 1 0 0 0 0
#> 1459: 0 0 1 0 0
#> 1460: 0 0 1 0 0
#> bsmt_exposure_gd bsmt_exposure_mn bsmt_exposure_no bsmt_fin_type1_0
#> 1: 0 0 1 0
#> 2: 1 0 0 0
#> 3: 0 1 0 0
#> 4: 0 0 1 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 1 0
#> 1457: 0 0 1 0
#> 1458: 0 0 1 0
#> 1459: 0 1 0 0
#> 1460: 0 0 1 0
#> bsmt_fin_type1_alq bsmt_fin_type1_blq bsmt_fin_type1_glq
#> 1: 0 0 1
#> 2: 1 0 0
#> 3: 0 0 1
#> 4: 1 0 0
#> 5: 0 0 1
#> ---
#> 1456: 0 0 0
#> 1457: 1 0 0
#> 1458: 0 0 1
#> 1459: 0 0 1
#> 1460: 0 1 0
#> bsmt_fin_type1_lw_q bsmt_fin_type1_rec bsmt_fin_type1_unf
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 1
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> bsmt_fin_type2_0 bsmt_fin_type2_alq bsmt_fin_type2_blq bsmt_fin_type2_glq
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 0 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 0 0
#> 1458: 0 0 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> bsmt_fin_type2_lw_q bsmt_fin_type2_rec bsmt_fin_type2_unf heating_floor
#> 1: 0 0 1 0
#> 2: 0 0 1 0
#> 3: 0 0 1 0
#> 4: 0 0 1 0
#> 5: 0 0 1 0
#> ---
#> 1456: 0 0 1 0
#> 1457: 0 1 0 0
#> 1458: 0 0 1 0
#> 1459: 0 1 0 0
#> 1460: 1 0 0 0
#> heating_gas_a heating_gas_w heating_grav heating_oth_w heating_wall
#> 1: 1 0 0 0 0
#> 2: 1 0 0 0 0
#> 3: 1 0 0 0 0
#> 4: 1 0 0 0 0
#> 5: 1 0 0 0 0
#> ---
#> 1456: 1 0 0 0 0
#> 1457: 1 0 0 0 0
#> 1458: 1 0 0 0 0
#> 1459: 1 0 0 0 0
#> 1460: 1 0 0 0 0
#> heating_qc_ex heating_qc_fa heating_qc_gd heating_qc_po heating_qc_ta
#> 1: 1 0 0 0 0
#> 2: 1 0 0 0 0
#> 3: 1 0 0 0 0
#> 4: 0 0 1 0 0
#> 5: 1 0 0 0 0
#> ---
#> 1456: 1 0 0 0 0
#> 1457: 0 0 0 0 1
#> 1458: 1 0 0 0 0
#> 1459: 0 0 1 0 0
#> 1460: 0 0 1 0 0
#> central_air_n central_air_y electrical_0 electrical_fuse_a
#> 1: 0 1 0 0
#> 2: 0 1 0 0
#> 3: 0 1 0 0
#> 4: 0 1 0 0
#> 5: 0 1 0 0
#> ---
#> 1456: 0 1 0 0
#> 1457: 0 1 0 0
#> 1458: 0 1 0 0
#> 1459: 0 1 0 1
#> 1460: 0 1 0 0
#> electrical_fuse_f electrical_fuse_p electrical_mix electrical_s_brkr
#> 1: 0 0 0 1
#> 2: 0 0 0 1
#> 3: 0 0 0 1
#> 4: 0 0 0 1
#> 5: 0 0 0 1
#> ---
#> 1456: 0 0 0 1
#> 1457: 0 0 0 1
#> 1458: 0 0 0 1
#> 1459: 0 0 0 0
#> 1460: 0 0 0 1
#> kitchen_qual_ex kitchen_qual_fa kitchen_qual_gd kitchen_qual_ta
#> 1: 0 0 1 0
#> 2: 0 0 0 1
#> 3: 0 0 1 0
#> 4: 0 0 1 0
#> 5: 0 0 1 0
#> ---
#> 1456: 0 0 0 1
#> 1457: 0 0 0 1
#> 1458: 0 0 1 0
#> 1459: 0 0 1 0
#> 1460: 0 0 0 1
#> functional_maj1 functional_maj2 functional_min1 functional_min2
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 0 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 1 0
#> 1458: 0 0 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> functional_mod functional_sev functional_typ fireplace_qu_0
#> 1: 0 0 1 1
#> 2: 0 0 1 0
#> 3: 0 0 1 0
#> 4: 0 0 1 0
#> 5: 0 0 1 0
#> ---
#> 1456: 0 0 1 0
#> 1457: 0 0 0 0
#> 1458: 0 0 1 0
#> 1459: 0 0 1 1
#> 1460: 0 0 1 1
#> fireplace_qu_ex fireplace_qu_fa fireplace_qu_gd fireplace_qu_po
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 0 0 1 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 0 0
#> 1458: 0 0 1 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> fireplace_qu_ta garage_type_0 garage_type_2types garage_type_attchd
#> 1: 0 0 0 1
#> 2: 1 0 0 1
#> 3: 1 0 0 1
#> 4: 0 0 0 0
#> 5: 1 0 0 1
#> ---
#> 1456: 1 0 0 1
#> 1457: 1 0 0 1
#> 1458: 0 0 0 1
#> 1459: 0 0 0 1
#> 1460: 0 0 0 1
#> garage_type_basment garage_type_built_in garage_type_car_port
#> 1: 0 0 0
#> 2: 0 0 0
#> 3: 0 0 0
#> 4: 0 0 0
#> 5: 0 0 0
#> ---
#> 1456: 0 0 0
#> 1457: 0 0 0
#> 1458: 0 0 0
#> 1459: 0 0 0
#> 1460: 0 0 0
#> garage_type_detchd garage_finish_0 garage_finish_fin garage_finish_r_fn
#> 1: 0 0 0 1
#> 2: 0 0 0 1
#> 3: 0 0 0 1
#> 4: 1 0 0 0
#> 5: 0 0 0 1
#> ---
#> 1456: 0 0 0 1
#> 1457: 0 0 0 0
#> 1458: 0 0 0 1
#> 1459: 0 0 0 0
#> 1460: 0 0 1 0
#> garage_finish_unf garage_qual_0 garage_qual_ex garage_qual_fa
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 1 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 1 0 0 0
#> 1458: 0 0 0 0
#> 1459: 1 0 0 0
#> 1460: 0 0 0 0
#> garage_qual_gd garage_qual_po garage_qual_ta garage_cond_0 garage_cond_ex
#> 1: 0 0 1 0 0
#> 2: 0 0 1 0 0
#> 3: 0 0 1 0 0
#> 4: 0 0 1 0 0
#> 5: 0 0 1 0 0
#> ---
#> 1456: 0 0 1 0 0
#> 1457: 0 0 1 0 0
#> 1458: 0 0 1 0 0
#> 1459: 0 0 1 0 0
#> 1460: 0 0 1 0 0
#> garage_cond_fa garage_cond_gd garage_cond_po garage_cond_ta paved_drive_n
#> 1: 0 0 0 1 0
#> 2: 0 0 0 1 0
#> 3: 0 0 0 1 0
#> 4: 0 0 0 1 0
#> 5: 0 0 0 1 0
#> ---
#> 1456: 0 0 0 1 0
#> 1457: 0 0 0 1 0
#> 1458: 0 0 0 1 0
#> 1459: 0 0 0 1 0
#> 1460: 0 0 0 1 0
#> paved_drive_p paved_drive_y pool_qc_0 pool_qc_ex pool_qc_fa pool_qc_gd
#> 1: 0 1 1 0 0 0
#> 2: 0 1 1 0 0 0
#> 3: 0 1 1 0 0 0
#> 4: 0 1 1 0 0 0
#> 5: 0 1 1 0 0 0
#> ---
#> 1456: 0 1 1 0 0 0
#> 1457: 0 1 1 0 0 0
#> 1458: 0 1 1 0 0 0
#> 1459: 0 1 1 0 0 0
#> 1460: 0 1 1 0 0 0
#> fence_0 fence_gd_prv fence_gd_wo fence_mn_prv fence_mn_ww misc_feature_0
#> 1: 1 0 0 0 0 1
#> 2: 1 0 0 0 0 1
#> 3: 1 0 0 0 0 1
#> 4: 1 0 0 0 0 1
#> 5: 1 0 0 0 0 1
#> ---
#> 1456: 1 0 0 0 0 1
#> 1457: 0 0 0 1 0 1
#> 1458: 0 1 0 0 0 0
#> 1459: 1 0 0 0 0 1
#> 1460: 1 0 0 0 0 1
#> misc_feature_gar2 misc_feature_othr misc_feature_shed misc_feature_ten_c
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 0 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 0 0
#> 1458: 0 0 1 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> sale_type_cod sale_type_cwd sale_type_con sale_type_con_ld
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 0 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 0 0
#> 1458: 0 0 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> sale_type_con_li sale_type_con_lw sale_type_new sale_type_oth
#> 1: 0 0 0 0
#> 2: 0 0 0 0
#> 3: 0 0 0 0
#> 4: 0 0 0 0
#> 5: 0 0 0 0
#> ---
#> 1456: 0 0 0 0
#> 1457: 0 0 0 0
#> 1458: 0 0 0 0
#> 1459: 0 0 0 0
#> 1460: 0 0 0 0
#> sale_type_wd sale_condition_abnorml sale_condition_adj_land
#> 1: 1 0 0
#> 2: 1 0 0
#> 3: 1 0 0
#> 4: 1 1 0
#> 5: 1 0 0
#> ---
#> 1456: 1 0 0
#> 1457: 1 0 0
#> 1458: 1 0 0
#> 1459: 1 0 0
#> 1460: 1 0 0
#> sale_condition_alloca sale_condition_family sale_condition_normal
#> 1: 0 0 1
#> 2: 0 0 1
#> 3: 0 0 1
#> 4: 0 0 0
#> 5: 0 0 1
#> ---
#> 1456: 0 0 1
#> 1457: 0 0 1
#> 1458: 0 0 1
#> 1459: 0 0 1
#> 1460: 0 0 1
#> sale_condition_partial
#> 1: 0
#> 2: 0
#> 3: 0
#> 4: 0
#> 5: 0
#> ---
#> 1456: 0
#> 1457: 0
#> 1458: 0
#> 1459: 0
#> 1460: 0
#>
#> $New_Dependent
#> [1] "sale_price"
#>