Regression task to predict house sale prices for Ames, Iowa.
Contains 80 features and 2930 observations.
Target column is "Sale_Price".
Examples
data("ames_housing", package = "mlr3data")
str(ames_housing)
#> Classes ‘data.table’ and 'data.frame': 2930 obs. of 82 variables:
#> $ Sale_Price : int 215000 105000 172000 244000 189900 195500 213500 191500 236500 189000 ...
#> $ Alley : Factor w/ 2 levels "Gravel","Paved": NA NA NA NA NA NA NA NA NA NA ...
#> $ Bedroom_AbvGr : int 3 2 3 3 3 3 2 2 2 3 ...
#> $ Bldg_Type : Factor w/ 5 levels "Duplex","OneFam",..: 2 2 2 2 2 2 4 4 4 2 ...
#> $ Bsmt_Cond : Factor w/ 5 levels "Excellent","Fair",..: 3 5 5 5 5 5 5 5 5 5 ...
#> $ Bsmt_Exposure : Factor w/ 4 levels "Av","Gd","Mn",..: 2 4 4 4 4 4 3 4 4 4 ...
#> $ Bsmt_Full_Bath : int 1 0 0 1 0 0 1 0 1 0 ...
#> $ Bsmt_Half_Bath : int 0 0 0 0 0 0 0 0 0 0 ...
#> $ Bsmt_Qual : Factor w/ 5 levels "Excellent","Fair",..: 5 5 5 5 3 5 3 3 3 5 ...
#> $ Bsmt_Unf_SF : int 441 270 406 1045 137 324 722 1017 415 994 ...
#> $ BsmtFin_SF_1 : int 639 468 923 1065 791 602 616 263 1180 0 ...
#> $ BsmtFin_SF_2 : int 0 144 0 0 0 0 0 0 0 0 ...
#> $ BsmtFin_Type_1 : Factor w/ 6 levels "ALQ","BLQ","GLQ",..: 2 5 1 1 3 3 3 1 3 6 ...
#> $ BsmtFin_Type_2 : Factor w/ 6 levels "ALQ","BLQ","GLQ",..: 6 4 6 6 6 6 6 6 6 6 ...
#> $ Central_Air : Factor w/ 2 levels "N","Y": 2 2 2 2 2 2 2 2 2 2 ...
#> $ Condition_1 : Factor w/ 9 levels "Artery","Feedr",..: 3 2 3 3 3 3 3 3 3 3 ...
#> $ Condition_2 : Factor w/ 8 levels "Artery","Feedr",..: 3 3 3 3 3 3 3 3 3 3 ...
#> $ Condition_3 : Factor w/ 8 levels "Artery","Feedr",..: 3 3 3 3 3 3 3 3 3 3 ...
#> $ Electrical : Factor w/ 5 levels "FuseA","FuseF",..: 5 5 5 5 5 5 5 5 5 5 ...
#> $ Enclosed_Porch : int 0 0 0 0 0 0 170 0 0 0 ...
#> $ Exter_Cond : Factor w/ 5 levels "Excellent","Fair",..: 5 5 5 5 5 5 5 5 5 5 ...
#> $ Exter_Qual : Factor w/ 4 levels "Excellent","Fair",..: 4 4 4 3 4 4 3 3 3 4 ...
#> $ Exterior_1st : Factor w/ 16 levels "AsbShng","AsphShn",..: 4 14 15 4 14 14 6 7 6 14 ...
#> $ Exterior_2nd : Factor w/ 17 levels "AsbShng","AsphShn",..: 11 15 16 4 15 15 6 7 6 15 ...
#> $ Fence : Factor w/ 4 levels "Good_Privacy",..: NA 3 NA NA 3 NA NA NA NA NA ...
#> $ Fireplace_Qu : Factor w/ 5 levels "Excellent","Fair",..: 3 NA NA 5 5 3 NA NA 5 5 ...
#> $ Fireplaces : int 2 0 0 2 1 1 0 0 1 1 ...
#> $ First_Flr_SF : int 1656 896 1329 2110 928 926 1338 1280 1616 1028 ...
#> $ Foundation : Factor w/ 6 levels "BrkTil","CBlock",..: 2 2 2 2 3 3 3 3 3 3 ...
#> $ Full_Bath : int 1 1 1 2 2 2 2 2 2 2 ...
#> $ Functional : Factor w/ 8 levels "Maj1","Maj2",..: 8 8 8 8 8 8 8 8 8 8 ...
#> $ Garage_Area : int 528 730 312 522 482 470 582 506 608 442 ...
#> $ Garage_Cars : int 2 1 1 2 2 2 2 2 2 2 ...
#> $ Garage_Cond : Factor w/ 5 levels "Excellent","Fair",..: 5 5 5 5 5 5 5 5 5 5 ...
#> $ Garage_Finish : Factor w/ 3 levels "Fin","RFn","Unf": 1 3 3 1 1 1 1 2 2 1 ...
#> $ Garage_Qual : Factor w/ 5 levels "Excellent","Fair",..: 5 5 5 5 5 5 5 5 5 5 ...
#> $ Garage_Type : Factor w/ 6 levels "Attchd","Basment",..: 1 1 1 1 1 1 1 1 1 1 ...
#> $ Garage_Yr_Blt : int 1960 1961 1958 1968 1997 1998 2001 1992 1995 1999 ...
#> $ Gr_Liv_Area : int 1656 896 1329 2110 1629 1604 1338 1280 1616 1804 ...
#> $ Half_Bath : int 0 0 1 1 1 1 0 0 0 1 ...
#> $ Heating : Factor w/ 6 levels "Floor","GasA",..: 2 2 2 2 2 2 2 2 2 2 ...
#> $ Heating_QC : Factor w/ 5 levels "Excellent","Fair",..: 2 5 5 1 3 1 1 1 1 3 ...
#> $ House_Style : Factor w/ 8 levels "One_Story","One_and_Half_Fin",..: 1 1 1 1 6 6 1 1 1 6 ...
#> $ Kitchen_AbvGr : int 1 1 1 1 1 1 1 1 1 1 ...
#> $ Land_Contour : Factor w/ 4 levels "Bnk","HLS","Low",..: 4 4 4 4 4 4 4 2 4 4 ...
#> $ Land_Slope : Factor w/ 3 levels "Gtl","Mod","Sev": 1 1 1 1 1 1 1 1 1 1 ...
#> $ Lot_Area : int 31770 11622 14267 11160 13830 9978 4920 5005 5389 7500 ...
#> $ Lot_Area_m2 : num 2952 1080 1325 1037 1285 ...
#> $ Lot_Config : Factor w/ 5 levels "Corner","CulDSac",..: 1 5 1 1 5 5 5 5 5 5 ...
#> $ Lot_Frontage : int 141 80 81 93 74 78 41 43 39 60 ...
#> $ Lot_Shape : Factor w/ 4 levels "Irregular","Moderately_Irregular",..: 4 3 4 3 4 4 3 4 4 3 ...
#> $ Low_Qual_Fin_SF : int 0 0 0 0 0 0 0 0 0 0 ...
#> $ Mas_Vnr_Area : int 112 0 108 0 0 20 0 0 0 0 ...
#> $ Mas_Vnr_Type : Factor w/ 5 levels "BrkCmn","BrkFace",..: 5 4 2 4 4 2 4 4 4 4 ...
#> $ Misc_Feature : Factor w/ 5 levels "Elev","Gar2",..: NA NA 2 NA NA NA NA NA NA NA ...
#> $ Misc_Feature_2 : Factor w/ 1 level "Othr": 1 1 1 1 1 1 1 1 1 1 ...
#> $ Misc_Val : int 0 0 12500 0 0 0 0 0 0 0 ...
#> $ Mo_Sold : int 5 6 6 4 3 6 4 1 3 6 ...
#> $ MS_SubClass : Factor w/ 16 levels "Duplex_All_Styles_and_Ages",..: 3 3 3 3 14 14 4 4 4 14 ...
#> $ MS_Zoning : Factor w/ 7 levels "A_agr","C_all",..: 6 5 6 6 6 6 6 6 6 6 ...
#> $ Neighborhood : Factor w/ 28 levels "Bloomington_Heights",..: 16 16 16 16 9 9 26 26 26 9 ...
#> $ Open_Porch_SF : int 62 0 36 0 34 36 0 82 152 60 ...
#> $ Overall_Cond : Factor w/ 9 levels "Above_Average",..: 2 1 1 2 2 1 2 2 2 2 ...
#> $ Overall_Qual : Factor w/ 10 levels "Above_Average",..: 1 2 1 6 2 1 9 9 9 6 ...
#> $ Paved_Drive : Factor w/ 3 levels "Dirt_Gravel",..: 2 3 3 3 3 3 3 3 3 3 ...
#> $ Pool_Area : int 0 0 0 0 0 0 0 0 0 0 ...
#> $ Pool_QC : Factor w/ 4 levels "Excellent","Fair",..: NA NA NA NA NA NA NA NA NA NA ...
#> $ Roof_Matl : Factor w/ 8 levels "ClyTile","CompShg",..: 2 2 2 2 2 2 2 2 2 2 ...
#> $ Roof_Style : Factor w/ 6 levels "Flat","Gable",..: 4 2 4 4 2 2 2 2 2 2 ...
#> $ Sale_Condition : Factor w/ 6 levels "Abnorml","AdjLand",..: 5 5 5 5 5 5 5 5 5 5 ...
#> $ Sale_Type : Factor w/ 10 levels "COD","CWD","Con",..: 10 10 10 10 10 10 10 10 10 10 ...
#> $ Screen_Porch : int 0 120 0 0 0 0 0 144 0 0 ...
#> $ Second_Flr_SF : int 0 0 0 0 701 678 0 0 0 776 ...
#> $ Street : Factor w/ 2 levels "Grvl","Pave": 2 2 2 2 2 2 2 2 2 2 ...
#> $ Three_season_porch: int 0 0 0 0 0 0 0 0 0 0 ...
#> $ Total_Bsmt_SF : int 1080 882 1329 2110 928 926 1338 1280 1595 994 ...
#> $ TotRms_AbvGrd : int 7 5 6 8 6 7 6 5 5 7 ...
#> $ Utilities : Factor w/ 3 levels "AllPub","NoSeWa",..: 1 1 1 1 1 1 1 1 1 1 ...
#> $ Wood_Deck_SF : int 210 140 393 0 212 360 0 0 237 140 ...
#> $ Year_Built : int 1960 1961 1958 1968 1997 1998 2001 1992 1995 1999 ...
#> $ Year_Remod_Add : int 1960 1961 1958 1968 1998 1998 2001 1992 1996 1999 ...
#> $ Year_Sold : int 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 ...
#> - attr(*, ".internal.selfref")=<externalptr>