[1] "MS_SubClass" "MS_Zoning" "Lot_Frontage"
[4] "Lot_Area" "Street" "Alley"
[7] "Lot_Shape" "Land_Contour" "Utilities"
[10] "Lot_Config" "Land_Slope" "Neighborhood"
[13] "Condition_1" "Condition_2" "Bldg_Type"
[16] "House_Style" "Overall_Qual" "Overall_Cond"
[19] "Year_Built" "Year_Remod_Add" "Roof_Style"
[22] "Roof_Matl" "Exterior_1st" "Exterior_2nd"
[25] "Mas_Vnr_Type" "Mas_Vnr_Area" "Exter_Qual"
[28] "Exter_Cond" "Foundation" "Bsmt_Qual"
[31] "Bsmt_Cond" "Bsmt_Exposure" "BsmtFin_Type_1"
[34] "BsmtFin_SF_1" "BsmtFin_Type_2" "BsmtFin_SF_2"
[37] "Bsmt_Unf_SF" "Total_Bsmt_SF" "Heating"
[40] "Heating_QC" "Central_Air" "Electrical"
[43] "First_Flr_SF" "Second_Flr_SF" "Low_Qual_Fin_SF"
[46] "Gr_Liv_Area" "Bsmt_Full_Bath" "Bsmt_Half_Bath"
[49] "Full_Bath" "Half_Bath" "Bedroom_AbvGr"
[52] "Kitchen_AbvGr" "Kitchen_Qual" "TotRms_AbvGrd"
[55] "Functional" "Fireplaces" "Fireplace_Qu"
[58] "Garage_Type" "Garage_Finish" "Garage_Cars"
[61] "Garage_Area" "Garage_Qual" "Garage_Cond"
[64] "Paved_Drive" "Wood_Deck_SF" "Open_Porch_SF"
[67] "Enclosed_Porch" "Three_season_porch" "Screen_Porch"
[70] "Pool_Area" "Pool_QC" "Fence"
[73] "Misc_Feature" "Misc_Val" "Mo_Sold"
[76] "Year_Sold" "Sale_Type" "Sale_Condition"
[79] "Sale_Price" "Longitude" "Latitude" Day 8 Homework Assignment
Summary of Selected Ames Housing Variables
=================================
Statistic N Mean St. Dev. Min Max
=================================Start: AIC=58540.59
Sale_Price ~ MS_SubClass + MS_Zoning + Lot_Frontage + Lot_Area +
Street + Alley + Lot_Shape + Land_Contour + Utilities + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Style + Roof_Matl + Exterior_1st +
Exterior_2nd + Mas_Vnr_Type + Mas_Vnr_Area + Exter_Qual +
Exter_Cond + Foundation + Bsmt_Qual + Bsmt_Cond + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating + Heating_QC + Central_Air +
Electrical + First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF +
Gr_Liv_Area + Bsmt_Full_Bath + Bsmt_Half_Bath + Full_Bath +
Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Type + Garage_Finish + Garage_Cars + Garage_Area +
Garage_Qual + Garage_Cond + Paved_Drive + Wood_Deck_SF +
Open_Porch_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Fence + Misc_Feature + Misc_Val + Mo_Sold +
Year_Sold + Sale_Type + Sale_Condition + Longitude + Latitude
Step: AIC=58540.59
Sale_Price ~ MS_SubClass + MS_Zoning + Lot_Frontage + Lot_Area +
Street + Alley + Lot_Shape + Land_Contour + Utilities + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Style + Roof_Matl + Exterior_1st +
Exterior_2nd + Mas_Vnr_Type + Mas_Vnr_Area + Exter_Qual +
Exter_Cond + Foundation + Bsmt_Qual + Bsmt_Cond + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating + Heating_QC + Central_Air +
Electrical + First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF +
Bsmt_Full_Bath + Bsmt_Half_Bath + Full_Bath + Half_Bath +
Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd +
Functional + Fireplaces + Fireplace_Qu + Garage_Type + Garage_Finish +
Garage_Cars + Garage_Area + Garage_Qual + Garage_Cond + Paved_Drive +
Wood_Deck_SF + Open_Porch_SF + Enclosed_Porch + Three_season_porch +
Screen_Porch + Pool_Area + Pool_QC + Fence + Misc_Feature +
Misc_Val + Mo_Sold + Year_Sold + Sale_Type + Sale_Condition +
Longitude + Latitude
Df Sum of Sq RSS AIC
- Exterior_2nd 15 3.8679e+09 1.1389e+12 58521
- Electrical 5 6.8303e+08 1.1357e+12 58532
- Bsmt_Cond 4 4.3600e+07 1.1351e+12 58533
- MS_SubClass 14 8.0000e+09 1.1431e+12 58533
- MS_Zoning 6 2.1985e+09 1.1373e+12 58534
- Heating 5 1.4938e+09 1.1366e+12 58534
- Sale_Type 9 4.7175e+09 1.1398e+12 58535
- House_Style 7 3.3286e+09 1.1384e+12 58535
- Fence 4 1.0913e+09 1.1361e+12 58535
- Garage_Type 6 3.0396e+09 1.1381e+12 58536
- Alley 2 1.2049e+08 1.1352e+12 58537
- Paved_Drive 2 1.6049e+08 1.1352e+12 58537
- Roof_Style 5 2.6232e+09 1.1377e+12 58537
- Exter_Cond 4 1.8721e+09 1.1369e+12 58537
- Bldg_Type 3 1.4487e+09 1.1365e+12 58538
- Bsmt_Half_Bath 1 3.7548e+06 1.1351e+12 58539
- Open_Porch_SF 1 6.4259e+06 1.1351e+12 58539
- Pool_Area 1 4.6687e+07 1.1351e+12 58539
- Utilities 2 8.4085e+08 1.1359e+12 58539
- Longitude 1 8.9504e+07 1.1351e+12 58539
- BsmtFin_SF_1 1 1.3129e+08 1.1352e+12 58539
- Misc_Val 1 1.3803e+08 1.1352e+12 58539
- Foundation 5 3.2664e+09 1.1383e+12 58539
- Lot_Frontage 1 2.8747e+08 1.1353e+12 58539
- Garage_Cond 4 2.6723e+09 1.1377e+12 58539
- Mo_Sold 1 3.6091e+08 1.1354e+12 58540
- Garage_Finish 2 1.1850e+09 1.1362e+12 58540
- Lot_Shape 3 2.0500e+09 1.1371e+12 58540
- Three_season_porch 1 6.1055e+08 1.1357e+12 58540
- TotRms_AbvGrd 1 6.1845e+08 1.1357e+12 58540
- BsmtFin_SF_2 1 6.4777e+08 1.1357e+12 58540
- Central_Air 1 6.9458e+08 1.1358e+12 58540
- Bsmt_Full_Bath 1 7.1085e+08 1.1358e+12 58540
<none> 1.1351e+12 58541
- Enclosed_Porch 1 8.8210e+08 1.1359e+12 58541
- Heating_QC 4 3.4845e+09 1.1385e+12 58542
- Year_Sold 1 1.2792e+09 1.1363e+12 58542
- Fireplace_Qu 5 4.6099e+09 1.1397e+12 58542
- Year_Remod_Add 1 1.5345e+09 1.1366e+12 58543
- Half_Bath 1 1.6257e+09 1.1367e+12 58543
- Wood_Deck_SF 1 1.8803e+09 1.1369e+12 58543
- Kitchen_AbvGr 1 2.0296e+09 1.1371e+12 58544
- Latitude 1 2.2801e+09 1.1373e+12 58544
- Street 1 2.5396e+09 1.1376e+12 58545
- Lot_Config 4 5.3121e+09 1.1404e+12 58546
- Garage_Cars 1 2.9883e+09 1.1380e+12 58546
- Garage_Qual 4 5.5033e+09 1.1406e+12 58547
- Exter_Qual 3 5.0468e+09 1.1401e+12 58548
- Low_Qual_Fin_SF 1 3.5229e+09 1.1386e+12 58548
- Full_Bath 1 3.6349e+09 1.1387e+12 58548
- Land_Contour 3 5.2654e+09 1.1403e+12 58548
- Garage_Area 1 3.7596e+09 1.1388e+12 58548
- Exterior_1st 14 1.3988e+10 1.1490e+12 58548
- BsmtFin_Type_2 6 8.4263e+09 1.1435e+12 58550
- Bedroom_AbvGr 1 4.6759e+09 1.1397e+12 58551
- BsmtFin_Type_1 5 8.6635e+09 1.1437e+12 58553
- Land_Slope 2 7.2265e+09 1.1423e+12 58555
- Mas_Vnr_Type 4 9.2595e+09 1.1443e+12 58556
- Sale_Condition 5 1.2587e+10 1.1476e+12 58563
- Pool_QC 4 1.2026e+10 1.1471e+12 58563
- Fireplaces 1 1.0631e+10 1.1457e+12 58566
- Mas_Vnr_Area 1 1.1723e+10 1.1468e+12 58569
- Kitchen_Qual 4 1.6031e+10 1.1511e+12 58574
- Bsmt_Qual 4 1.6425e+10 1.1515e+12 58575
- Screen_Porch 1 1.4858e+10 1.1499e+12 58577
- Condition_1 8 2.3918e+10 1.1590e+12 58586
- Functional 7 2.3170e+10 1.1582e+12 58586
- Lot_Area 1 2.2640e+10 1.1577e+12 58596
- Year_Built 1 2.5115e+10 1.1602e+12 58603
- Bsmt_Exposure 4 2.9168e+10 1.1642e+12 58607
- Bsmt_Unf_SF 1 4.9250e+10 1.1843e+12 58663
- Condition_2 7 5.8767e+10 1.1938e+12 58674
- Overall_Cond 8 6.5806e+10 1.2009e+12 58690
- Total_Bsmt_SF 1 7.1950e+10 1.2070e+12 58719
- Overall_Qual 9 1.0567e+11 1.2407e+12 58783
- First_Flr_SF 1 1.0498e+11 1.2400e+12 58798
- Neighborhood 27 1.4348e+11 1.2785e+12 58835
- Second_Flr_SF 1 1.3031e+11 1.2654e+12 58857
- Misc_Feature 5 1.7570e+11 1.3108e+12 58952
- Roof_Matl 7 2.2192e+11 1.3570e+12 59050
Step: AIC=58520.56
Sale_Price ~ MS_SubClass + MS_Zoning + Lot_Frontage + Lot_Area +
Street + Alley + Lot_Shape + Land_Contour + Utilities + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Style + Roof_Matl + Exterior_1st +
Mas_Vnr_Type + Mas_Vnr_Area + Exter_Qual + Exter_Cond + Foundation +
Bsmt_Qual + Bsmt_Cond + Bsmt_Exposure + BsmtFin_Type_1 +
BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating + Heating_QC + Central_Air + Electrical +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Type + Garage_Finish +
Garage_Cars + Garage_Area + Garage_Qual + Garage_Cond + Paved_Drive +
Wood_Deck_SF + Open_Porch_SF + Enclosed_Porch + Three_season_porch +
Screen_Porch + Pool_Area + Pool_QC + Fence + Misc_Feature +
Misc_Val + Mo_Sold + Year_Sold + Sale_Type + Sale_Condition +
Longitude + Latitude
Df Sum of Sq RSS AIC
- Electrical 5 6.9902e+08 1.1396e+12 58512
- Bsmt_Cond 4 4.5738e+07 1.1390e+12 58513
- MS_SubClass 14 8.3734e+09 1.1473e+12 58514
- MS_Zoning 6 2.1482e+09 1.1411e+12 58514
- Heating 5 1.4456e+09 1.1404e+12 58514
- Sale_Type 9 4.6492e+09 1.1436e+12 58514
- House_Style 7 3.4724e+09 1.1424e+12 58515
- Fence 4 1.2592e+09 1.1402e+12 58516
- Roof_Style 5 2.3420e+09 1.1413e+12 58517
- Garage_Type 6 3.2062e+09 1.1421e+12 58517
- Paved_Drive 2 1.3605e+08 1.1391e+12 58517
- Alley 2 1.7051e+08 1.1391e+12 58517
- Exter_Cond 4 1.9027e+09 1.1408e+12 58517
- Bsmt_Half_Bath 1 5.9900e+06 1.1389e+12 58519
- Open_Porch_SF 1 1.1499e+07 1.1389e+12 58519
- Pool_Area 1 2.1672e+07 1.1389e+12 58519
- Longitude 1 4.9119e+07 1.1390e+12 58519
- BsmtFin_SF_1 1 8.3589e+07 1.1390e+12 58519
- Bldg_Type 3 1.6494e+09 1.1406e+12 58519
- Misc_Val 1 1.1717e+08 1.1390e+12 58519
- Utilities 2 9.0639e+08 1.1398e+12 58519
- Lot_Frontage 1 2.7828e+08 1.1392e+12 58519
- Foundation 5 3.4152e+09 1.1423e+12 58519
- Garage_Cond 4 2.6607e+09 1.1416e+12 58519
- Garage_Finish 2 1.1749e+09 1.1401e+12 58520
- Mo_Sold 1 4.2511e+08 1.1393e+12 58520
- TotRms_AbvGrd 1 6.3798e+08 1.1396e+12 58520
- Central_Air 1 6.5303e+08 1.1396e+12 58520
- Bsmt_Full_Bath 1 6.8125e+08 1.1396e+12 58520
- Lot_Shape 3 2.2524e+09 1.1412e+12 58520
- BsmtFin_SF_2 1 7.1928e+08 1.1396e+12 58520
<none> 1.1389e+12 58521
- Three_season_porch 1 7.9773e+08 1.1397e+12 58521
- Enclosed_Porch 1 9.1695e+08 1.1398e+12 58521
- Heating_QC 4 3.2907e+09 1.1422e+12 58521
- Year_Sold 1 1.2759e+09 1.1402e+12 58522
- Half_Bath 1 1.6050e+09 1.1405e+12 58523
- Fireplace_Qu 5 4.9119e+09 1.1438e+12 58523
- Year_Remod_Add 1 1.8062e+09 1.1407e+12 58523
- Wood_Deck_SF 1 1.8356e+09 1.1408e+12 58523
- Kitchen_AbvGr 1 2.2426e+09 1.1412e+12 58524
- Street 1 2.3976e+09 1.1413e+12 58525
- Latitude 1 2.4780e+09 1.1414e+12 58525
- Lot_Config 4 5.1514e+09 1.1441e+12 58526
- Garage_Cars 1 2.8844e+09 1.1418e+12 58526
- Garage_Qual 4 5.2652e+09 1.1442e+12 58526
- Low_Qual_Fin_SF 1 3.4910e+09 1.1424e+12 58528
- Exter_Qual 3 5.1764e+09 1.1441e+12 58528
- Full_Bath 1 3.7019e+09 1.1426e+12 58528
- Garage_Area 1 4.0219e+09 1.1429e+12 58529
- Land_Contour 3 5.6060e+09 1.1445e+12 58529
- BsmtFin_Type_2 6 8.1616e+09 1.1471e+12 58529
- Bedroom_AbvGr 1 4.8442e+09 1.1438e+12 58531
- BsmtFin_Type_1 5 8.2777e+09 1.1472e+12 58532
- Mas_Vnr_Type 4 8.9626e+09 1.1479e+12 58536
- Land_Slope 2 7.4491e+09 1.1464e+12 58536
- Exterior_1st 15 1.9961e+10 1.1589e+12 58541
- Sale_Condition 5 1.2622e+10 1.1515e+12 58543
- Pool_QC 4 1.2164e+10 1.1511e+12 58544
- Fireplaces 1 1.1233e+10 1.1502e+12 58547
- Mas_Vnr_Area 1 1.1871e+10 1.1508e+12 58549
- Kitchen_Qual 4 1.5705e+10 1.1546e+12 58553
- Bsmt_Qual 4 1.6936e+10 1.1559e+12 58556
- Screen_Porch 1 1.4593e+10 1.1535e+12 58556
- Functional 7 2.2979e+10 1.1619e+12 58565
- Condition_1 8 2.3873e+10 1.1628e+12 58565
- Lot_Area 1 2.2699e+10 1.1616e+12 58576
- Year_Built 1 2.5664e+10 1.1646e+12 58584
- Bsmt_Exposure 4 2.9755e+10 1.1687e+12 58588
- Bsmt_Unf_SF 1 4.9897e+10 1.1888e+12 58644
- Condition_2 7 5.9210e+10 1.1981e+12 58655
- Overall_Cond 8 6.7544e+10 1.2065e+12 58673
- Total_Bsmt_SF 1 7.2416e+10 1.2113e+12 58699
- Overall_Qual 9 1.0702e+11 1.2459e+12 58766
- First_Flr_SF 1 1.0486e+11 1.2438e+12 58777
- Neighborhood 27 1.4690e+11 1.2858e+12 58822
- Second_Flr_SF 1 1.3245e+11 1.2714e+12 58841
- Misc_Feature 5 1.7540e+11 1.3143e+12 58930
- Roof_Matl 7 2.2285e+11 1.3618e+12 59030
Step: AIC=58512.36
Sale_Price ~ MS_SubClass + MS_Zoning + Lot_Frontage + Lot_Area +
Street + Alley + Lot_Shape + Land_Contour + Utilities + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Style + Roof_Matl + Exterior_1st +
Mas_Vnr_Type + Mas_Vnr_Area + Exter_Qual + Exter_Cond + Foundation +
Bsmt_Qual + Bsmt_Cond + Bsmt_Exposure + BsmtFin_Type_1 +
BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating + Heating_QC + Central_Air + First_Flr_SF +
Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath + Bsmt_Half_Bath +
Full_Bath + Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Type + Garage_Finish + Garage_Cars + Garage_Area +
Garage_Qual + Garage_Cond + Paved_Drive + Wood_Deck_SF +
Open_Porch_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Fence + Misc_Feature + Misc_Val + Mo_Sold +
Year_Sold + Sale_Type + Sale_Condition + Longitude + Latitude
Df Sum of Sq RSS AIC
- Bsmt_Cond 4 5.1855e+07 1.1397e+12 58504
- MS_SubClass 14 8.4473e+09 1.1481e+12 58506
- MS_Zoning 6 2.2060e+09 1.1418e+12 58506
- Heating 5 1.4560e+09 1.1411e+12 58506
- Sale_Type 9 4.6880e+09 1.1443e+12 58506
- House_Style 7 3.4394e+09 1.1431e+12 58507
- Fence 4 1.2631e+09 1.1409e+12 58508
- Roof_Style 5 2.3307e+09 1.1420e+12 58508
- Paved_Drive 2 1.4755e+08 1.1398e+12 58509
- Garage_Type 6 3.2667e+09 1.1429e+12 58509
- Alley 2 1.5173e+08 1.1398e+12 58509
- Exter_Cond 4 1.9513e+09 1.1416e+12 58509
- Bsmt_Half_Bath 1 5.3753e+06 1.1396e+12 58510
- Open_Porch_SF 1 1.3899e+07 1.1396e+12 58510
- Pool_Area 1 2.0855e+07 1.1396e+12 58510
- Longitude 1 3.8789e+07 1.1397e+12 58510
- BsmtFin_SF_1 1 7.4244e+07 1.1397e+12 58511
- Bldg_Type 3 1.6501e+09 1.1413e+12 58511
- Misc_Val 1 1.3001e+08 1.1398e+12 58511
- Utilities 2 9.3379e+08 1.1406e+12 58511
- Foundation 5 3.3348e+09 1.1430e+12 58511
- Lot_Frontage 1 2.8071e+08 1.1399e+12 58511
- Garage_Cond 4 2.7129e+09 1.1423e+12 58511
- Mo_Sold 1 3.9695e+08 1.1400e+12 58511
- Garage_Finish 2 1.2002e+09 1.1408e+12 58511
- Central_Air 1 6.2747e+08 1.1403e+12 58512
- Bsmt_Full_Bath 1 6.5401e+08 1.1403e+12 58512
- TotRms_AbvGrd 1 6.6150e+08 1.1403e+12 58512
- Lot_Shape 3 2.2288e+09 1.1419e+12 58512
- BsmtFin_SF_2 1 7.1154e+08 1.1403e+12 58512
- Three_season_porch 1 7.3131e+08 1.1404e+12 58512
<none> 1.1396e+12 58512
- Enclosed_Porch 1 8.8154e+08 1.1405e+12 58513
- Heating_QC 4 3.3266e+09 1.1430e+12 58513
- Year_Sold 1 1.3074e+09 1.1409e+12 58514
- Half_Bath 1 1.5955e+09 1.1412e+12 58514
- Year_Remod_Add 1 1.7114e+09 1.1413e+12 58515
- Wood_Deck_SF 1 1.8269e+09 1.1415e+12 58515
- Fireplace_Qu 5 4.9550e+09 1.1446e+12 58515
- Kitchen_AbvGr 1 2.3170e+09 1.1419e+12 58516
- Latitude 1 2.3652e+09 1.1420e+12 58516
- Street 1 2.3903e+09 1.1420e+12 58516
- Lot_Config 4 5.1803e+09 1.1448e+12 58518
- Garage_Qual 4 5.2030e+09 1.1448e+12 58518
- Garage_Cars 1 2.8899e+09 1.1425e+12 58518
- Low_Qual_Fin_SF 1 3.3981e+09 1.1430e+12 58519
- Exter_Qual 3 5.2080e+09 1.1448e+12 58520
- Full_Bath 1 3.6538e+09 1.1433e+12 58520
- Garage_Area 1 3.9714e+09 1.1436e+12 58521
- Land_Contour 3 5.7068e+09 1.1453e+12 58521
- BsmtFin_Type_2 6 8.1700e+09 1.1478e+12 58521
- Bedroom_AbvGr 1 5.0157e+09 1.1446e+12 58523
- BsmtFin_Type_1 5 8.2180e+09 1.1478e+12 58523
- Mas_Vnr_Type 4 9.0644e+09 1.1487e+12 58528
- Land_Slope 2 7.6683e+09 1.1473e+12 58528
- Exterior_1st 15 2.0346e+10 1.1600e+12 58534
- Sale_Condition 5 1.2469e+10 1.1521e+12 58534
- Pool_QC 4 1.2104e+10 1.1517e+12 58535
- Fireplaces 1 1.1227e+10 1.1509e+12 58539
- Mas_Vnr_Area 1 1.1860e+10 1.1515e+12 58541
- Kitchen_Qual 4 1.5918e+10 1.1555e+12 58545
- Bsmt_Qual 4 1.6884e+10 1.1565e+12 58547
- Screen_Porch 1 1.4609e+10 1.1542e+12 58548
- Functional 7 2.2595e+10 1.1622e+12 58556
- Condition_1 8 2.4355e+10 1.1640e+12 58558
- Lot_Area 1 2.2814e+10 1.1624e+12 58568
- Year_Built 1 2.5579e+10 1.1652e+12 58575
- Bsmt_Exposure 4 2.9733e+10 1.1694e+12 58580
- Bsmt_Unf_SF 1 4.9830e+10 1.1895e+12 58636
- Condition_2 7 5.9324e+10 1.1989e+12 58647
- Overall_Cond 8 6.7312e+10 1.2069e+12 58664
- Total_Bsmt_SF 1 7.2567e+10 1.2122e+12 58691
- Overall_Qual 9 1.0671e+11 1.2463e+12 58757
- First_Flr_SF 1 1.0508e+11 1.2447e+12 58769
- Neighborhood 27 1.4682e+11 1.2864e+12 58813
- Second_Flr_SF 1 1.3381e+11 1.2734e+12 58836
- Misc_Feature 5 1.7567e+11 1.3153e+12 58922
- Roof_Matl 7 2.2310e+11 1.3627e+12 59022
Step: AIC=58504.49
Sale_Price ~ MS_SubClass + MS_Zoning + Lot_Frontage + Lot_Area +
Street + Alley + Lot_Shape + Land_Contour + Utilities + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Style + Roof_Matl + Exterior_1st +
Mas_Vnr_Type + Mas_Vnr_Area + Exter_Qual + Exter_Cond + Foundation +
Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 + BsmtFin_SF_1 +
BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF +
Heating + Heating_QC + Central_Air + First_Flr_SF + Second_Flr_SF +
Low_Qual_Fin_SF + Bsmt_Full_Bath + Bsmt_Half_Bath + Full_Bath +
Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Type + Garage_Finish + Garage_Cars + Garage_Area +
Garage_Qual + Garage_Cond + Paved_Drive + Wood_Deck_SF +
Open_Porch_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Fence + Misc_Feature + Misc_Val + Mo_Sold +
Year_Sold + Sale_Type + Sale_Condition + Longitude + Latitude
Df Sum of Sq RSS AIC
- MS_SubClass 14 8.4673e+09 1.1481e+12 58498
- MS_Zoning 6 2.2304e+09 1.1419e+12 58498
- Heating 5 1.4598e+09 1.1411e+12 58498
- Sale_Type 9 4.6811e+09 1.1444e+12 58499
- House_Style 7 3.4353e+09 1.1431e+12 58499
- Fence 4 1.2661e+09 1.1409e+12 58500
- Roof_Style 5 2.3327e+09 1.1420e+12 58500
- Paved_Drive 2 1.4884e+08 1.1398e+12 58501
- Garage_Type 6 3.2761e+09 1.1430e+12 58501
- Alley 2 1.5985e+08 1.1398e+12 58501
- Exter_Cond 4 1.9501e+09 1.1416e+12 58502
- Bsmt_Half_Bath 1 5.4721e+06 1.1397e+12 58503
- Open_Porch_SF 1 1.3902e+07 1.1397e+12 58503
- Pool_Area 1 2.1034e+07 1.1397e+12 58503
- Longitude 1 4.0055e+07 1.1397e+12 58503
- BsmtFin_SF_1 1 7.3075e+07 1.1397e+12 58503
- Bldg_Type 3 1.6499e+09 1.1413e+12 58503
- Misc_Val 1 1.2892e+08 1.1398e+12 58503
- Utilities 2 9.3965e+08 1.1406e+12 58503
- Foundation 5 3.3585e+09 1.1430e+12 58503
- Lot_Frontage 1 2.8360e+08 1.1400e+12 58503
- Garage_Cond 4 2.7044e+09 1.1424e+12 58503
- Mo_Sold 1 3.9152e+08 1.1401e+12 58503
- Garage_Finish 2 1.2031e+09 1.1409e+12 58504
- Central_Air 1 6.2629e+08 1.1403e+12 58504
- Bsmt_Full_Bath 1 6.4320e+08 1.1403e+12 58504
- TotRms_AbvGrd 1 6.6739e+08 1.1403e+12 58504
- Lot_Shape 3 2.2253e+09 1.1419e+12 58504
- BsmtFin_SF_2 1 7.1655e+08 1.1404e+12 58504
<none> 1.1397e+12 58504
- Three_season_porch 1 7.9002e+08 1.1405e+12 58505
- Enclosed_Porch 1 8.7855e+08 1.1406e+12 58505
- Heating_QC 4 3.3297e+09 1.1430e+12 58505
- Year_Sold 1 1.3201e+09 1.1410e+12 58506
- Half_Bath 1 1.6041e+09 1.1413e+12 58507
- Year_Remod_Add 1 1.7466e+09 1.1414e+12 58507
- Fireplace_Qu 5 4.9386e+09 1.1446e+12 58507
- Wood_Deck_SF 1 1.8277e+09 1.1415e+12 58507
- Kitchen_AbvGr 1 2.3437e+09 1.1420e+12 58509
- Latitude 1 2.3853e+09 1.1421e+12 58509
- Street 1 2.3877e+09 1.1421e+12 58509
- Garage_Qual 4 5.1838e+09 1.1449e+12 58510
- Lot_Config 4 5.1877e+09 1.1449e+12 58510
- Garage_Cars 1 2.8963e+09 1.1426e+12 58510
- Low_Qual_Fin_SF 1 3.3889e+09 1.1431e+12 58511
- Full_Bath 1 3.6888e+09 1.1434e+12 58512
- Exter_Qual 3 5.3070e+09 1.1450e+12 58512
- Garage_Area 1 3.9658e+09 1.1436e+12 58513
- Land_Contour 3 5.7245e+09 1.1454e+12 58513
- BsmtFin_Type_2 6 8.1506e+09 1.1478e+12 58513
- Bedroom_AbvGr 1 5.0576e+09 1.1447e+12 58515
- BsmtFin_Type_1 5 8.2256e+09 1.1479e+12 58516
- Mas_Vnr_Type 4 9.0716e+09 1.1487e+12 58520
- Land_Slope 2 7.6238e+09 1.1473e+12 58520
- Exterior_1st 15 2.0329e+10 1.1600e+12 58526
- Sale_Condition 5 1.2479e+10 1.1522e+12 58526
- Pool_QC 4 1.2110e+10 1.1518e+12 58527
- Fireplaces 1 1.1212e+10 1.1509e+12 58531
- Mas_Vnr_Area 1 1.1839e+10 1.1515e+12 58533
- Kitchen_Qual 4 1.5921e+10 1.1556e+12 58537
- Bsmt_Qual 4 1.6984e+10 1.1567e+12 58540
- Screen_Porch 1 1.4645e+10 1.1543e+12 58540
- Functional 7 2.2571e+10 1.1622e+12 58548
- Condition_1 8 2.4339e+10 1.1640e+12 58550
- Lot_Area 1 2.2774e+10 1.1624e+12 58560
- Year_Built 1 2.5677e+10 1.1654e+12 58568
- Bsmt_Exposure 4 2.9752e+10 1.1694e+12 58572
- Bsmt_Unf_SF 1 5.0139e+10 1.1898e+12 58629
- Condition_2 7 5.9335e+10 1.1990e+12 58639
- Overall_Cond 8 6.8597e+10 1.2083e+12 58660
- Total_Bsmt_SF 1 7.2875e+10 1.2126e+12 58684
- Overall_Qual 9 1.0685e+11 1.2465e+12 58749
- First_Flr_SF 1 1.0527e+11 1.2449e+12 58761
- Neighborhood 27 1.4685e+11 1.2865e+12 58806
- Second_Flr_SF 1 1.3393e+11 1.2736e+12 58828
- Misc_Feature 5 1.7569e+11 1.3154e+12 58915
- Roof_Matl 7 2.2306e+11 1.3627e+12 59014
Step: AIC=58498.18
Sale_Price ~ MS_Zoning + Lot_Frontage + Lot_Area + Street + Alley +
Lot_Shape + Land_Contour + Utilities + Lot_Config + Land_Slope +
Neighborhood + Condition_1 + Condition_2 + Bldg_Type + House_Style +
Overall_Qual + Overall_Cond + Year_Built + Year_Remod_Add +
Roof_Style + Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Exter_Cond + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Type + Garage_Finish +
Garage_Cars + Garage_Area + Garage_Qual + Garage_Cond + Paved_Drive +
Wood_Deck_SF + Open_Porch_SF + Enclosed_Porch + Three_season_porch +
Screen_Porch + Pool_Area + Pool_QC + Fence + Misc_Feature +
Misc_Val + Mo_Sold + Year_Sold + Sale_Type + Sale_Condition +
Longitude + Latitude
Df Sum of Sq RSS AIC
- MS_Zoning 6 2.1912e+09 1.1503e+12 58492
- Sale_Type 9 4.7994e+09 1.1529e+12 58492
- Heating 5 1.8540e+09 1.1500e+12 58493
- Fence 4 1.2154e+09 1.1494e+12 58493
- Garage_Type 6 2.8844e+09 1.1510e+12 58494
- Paved_Drive 2 1.2221e+08 1.1483e+12 58494
- Alley 2 1.6803e+08 1.1483e+12 58495
- Exter_Cond 4 2.0931e+09 1.1502e+12 58496
- Roof_Style 5 2.9689e+09 1.1511e+12 58496
- Garage_Cond 4 2.3085e+09 1.1505e+12 58496
- Open_Porch_SF 1 4.4685e+05 1.1481e+12 58496
- Utilities 2 8.2158e+08 1.1490e+12 58496
- Bsmt_Half_Bath 1 4.4574e+07 1.1482e+12 58496
- Longitude 1 6.0536e+07 1.1482e+12 58496
- Pool_Area 1 6.5671e+07 1.1482e+12 58496
- Misc_Val 1 9.8367e+07 1.1482e+12 58496
- BsmtFin_SF_1 1 1.3488e+08 1.1483e+12 58497
- Lot_Frontage 1 3.7226e+08 1.1485e+12 58497
- Mo_Sold 1 4.4105e+08 1.1486e+12 58497
- Foundation 5 3.6413e+09 1.1518e+12 58497
- Bsmt_Full_Bath 1 5.7765e+08 1.1487e+12 58498
- Garage_Finish 2 1.4253e+09 1.1496e+12 58498
- Central_Air 1 6.7534e+08 1.1488e+12 58498
- TotRms_AbvGrd 1 7.1871e+08 1.1489e+12 58498
- Lot_Shape 3 2.3034e+09 1.1504e+12 58498
- BsmtFin_SF_2 1 7.5015e+08 1.1489e+12 58498
- Three_season_porch 1 7.6394e+08 1.1489e+12 58498
<none> 1.1481e+12 58498
- Heating_QC 4 3.1783e+09 1.1513e+12 58498
- Enclosed_Porch 1 9.0525e+08 1.1490e+12 58498
- Year_Sold 1 1.1941e+09 1.1493e+12 58499
- Half_Bath 1 1.2362e+09 1.1494e+12 58499
- House_Style 7 6.0134e+09 1.1542e+12 58499
- Wood_Deck_SF 1 1.8289e+09 1.1500e+12 58501
- Garage_Qual 4 4.4073e+09 1.1526e+12 58501
- Year_Remod_Add 1 2.0567e+09 1.1502e+12 58501
- Fireplace_Qu 5 5.3475e+09 1.1535e+12 58502
- Latitude 1 2.6116e+09 1.1508e+12 58503
- Street 1 2.7499e+09 1.1509e+12 58503
- Garage_Cars 1 2.9443e+09 1.1511e+12 58504
- Lot_Config 4 5.3183e+09 1.1535e+12 58504
- Low_Qual_Fin_SF 1 3.3727e+09 1.1515e+12 58505
- Full_Bath 1 3.3991e+09 1.1515e+12 58505
- Exter_Qual 3 5.1250e+09 1.1533e+12 58505
- Land_Contour 3 5.5403e+09 1.1537e+12 58506
- Garage_Area 1 4.0259e+09 1.1522e+12 58506
- BsmtFin_Type_2 6 8.0964e+09 1.1562e+12 58507
- Kitchen_AbvGr 1 4.4604e+09 1.1526e+12 58508
- BsmtFin_Type_1 5 8.3160e+09 1.1565e+12 58509
- Bedroom_AbvGr 1 5.5671e+09 1.1537e+12 58510
- Land_Slope 2 7.8391e+09 1.1560e+12 58514
- Mas_Vnr_Type 4 9.6596e+09 1.1578e+12 58515
- Pool_QC 4 1.1682e+10 1.1598e+12 58520
- Exterior_1st 15 2.0607e+10 1.1688e+12 58520
- Sale_Condition 5 1.2873e+10 1.1610e+12 58521
- Mas_Vnr_Area 1 1.1282e+10 1.1594e+12 58525
- Fireplaces 1 1.1682e+10 1.1598e+12 58526
- Kitchen_Qual 4 1.6313e+10 1.1645e+12 58532
- Screen_Porch 1 1.3956e+10 1.1621e+12 58532
- Bsmt_Qual 4 1.7589e+10 1.1657e+12 58535
- Condition_1 8 2.3081e+10 1.1712e+12 58540
- Functional 7 2.2803e+10 1.1709e+12 58542
- Year_Built 1 2.2295e+10 1.1704e+12 58553
- Lot_Area 1 2.3959e+10 1.1721e+12 58557
- Bsmt_Exposure 4 3.0537e+10 1.1787e+12 58567
- Bldg_Type 4 4.1364e+10 1.1895e+12 58594
- Bsmt_Unf_SF 1 5.0421e+10 1.1986e+12 58622
- Condition_2 7 5.9177e+10 1.2073e+12 58631
- Overall_Cond 8 6.8471e+10 1.2166e+12 58652
- Total_Bsmt_SF 1 7.4617e+10 1.2228e+12 58681
- First_Flr_SF 1 1.0501e+11 1.2532e+12 58753
- Overall_Qual 9 1.1246e+11 1.2606e+12 58754
- Neighborhood 27 1.5152e+11 1.2997e+12 58807
- Second_Flr_SF 1 1.4081e+11 1.2890e+12 58835
- Misc_Feature 5 1.7564e+11 1.3238e+12 58905
- Roof_Matl 7 2.2652e+11 1.3747e+12 59012
Step: AIC=58491.77
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Alley + Lot_Shape +
Land_Contour + Utilities + Lot_Config + Land_Slope + Neighborhood +
Condition_1 + Condition_2 + Bldg_Type + House_Style + Overall_Qual +
Overall_Cond + Year_Built + Year_Remod_Add + Roof_Style +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Exter_Cond + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Type + Garage_Finish +
Garage_Cars + Garage_Area + Garage_Qual + Garage_Cond + Paved_Drive +
Wood_Deck_SF + Open_Porch_SF + Enclosed_Porch + Three_season_porch +
Screen_Porch + Pool_Area + Pool_QC + Fence + Misc_Feature +
Misc_Val + Mo_Sold + Year_Sold + Sale_Type + Sale_Condition +
Longitude + Latitude
Df Sum of Sq RSS AIC
- Sale_Type 9 4.6498e+09 1.1550e+12 58486
- Heating 5 1.8494e+09 1.1522e+12 58486
- Garage_Type 6 2.6907e+09 1.1530e+12 58487
- Fence 4 1.2768e+09 1.1516e+12 58487
- Paved_Drive 2 1.2147e+08 1.1505e+12 58488
- Alley 2 2.4561e+08 1.1506e+12 58488
- Exter_Cond 4 2.1332e+09 1.1525e+12 58489
- Utilities 2 6.0350e+08 1.1509e+12 58489
- Garage_Cond 4 2.1793e+09 1.1525e+12 58489
- Roof_Style 5 3.0406e+09 1.1534e+12 58490
- Open_Porch_SF 1 3.1528e+05 1.1503e+12 58490
- Longitude 1 3.4112e+07 1.1504e+12 58490
- Bsmt_Half_Bath 1 5.6647e+07 1.1504e+12 58490
- Pool_Area 1 7.9340e+07 1.1504e+12 58490
- Misc_Val 1 1.0127e+08 1.1504e+12 58490
- BsmtFin_SF_1 1 1.3970e+08 1.1505e+12 58490
- Lot_Frontage 1 4.1032e+08 1.1507e+12 58491
- Foundation 5 3.5685e+09 1.1539e+12 58491
- Mo_Sold 1 4.4042e+08 1.1508e+12 58491
- Bsmt_Full_Bath 1 5.9250e+08 1.1509e+12 58491
- Central_Air 1 6.0312e+08 1.1509e+12 58491
- TotRms_AbvGrd 1 6.7627e+08 1.1510e+12 58491
- Garage_Finish 2 1.4779e+09 1.1518e+12 58492
- Three_season_porch 1 7.3429e+08 1.1511e+12 58492
- Lot_Shape 3 2.3323e+09 1.1527e+12 58492
<none> 1.1503e+12 58492
- Enclosed_Porch 1 7.9013e+08 1.1511e+12 58492
- BsmtFin_SF_2 1 8.2253e+08 1.1512e+12 58492
- Heating_QC 4 3.2578e+09 1.1536e+12 58492
- Year_Sold 1 1.2586e+09 1.1516e+12 58493
- Half_Bath 1 1.3383e+09 1.1517e+12 58493
- House_Style 7 6.2681e+09 1.1566e+12 58494
- Garage_Qual 4 4.3384e+09 1.1547e+12 58495
- Wood_Deck_SF 1 1.9841e+09 1.1523e+12 58495
- Year_Remod_Add 1 2.0513e+09 1.1524e+12 58495
- Fireplace_Qu 5 5.2561e+09 1.1556e+12 58495
- Garage_Cars 1 2.6299e+09 1.1530e+12 58496
- Lot_Config 4 5.5129e+09 1.1558e+12 58498
- Low_Qual_Fin_SF 1 3.5025e+09 1.1538e+12 58499
- Latitude 1 3.5121e+09 1.1538e+12 58499
- Street 1 3.6448e+09 1.1540e+12 58499
- Full_Bath 1 3.7479e+09 1.1541e+12 58499
- Land_Contour 3 5.3647e+09 1.1557e+12 58499
- Exter_Qual 3 5.4619e+09 1.1558e+12 58500
- BsmtFin_Type_2 6 8.1442e+09 1.1585e+12 58500
- Garage_Area 1 4.4142e+09 1.1547e+12 58501
- Kitchen_AbvGr 1 4.6537e+09 1.1550e+12 58502
- BsmtFin_Type_1 5 8.3362e+09 1.1587e+12 58503
- Bedroom_AbvGr 1 5.6941e+09 1.1560e+12 58504
- Land_Slope 2 7.6736e+09 1.1580e+12 58507
- Mas_Vnr_Type 4 9.6121e+09 1.1599e+12 58508
- Pool_QC 4 1.1710e+10 1.1620e+12 58513
- Exterior_1st 15 2.0629e+10 1.1710e+12 58514
- Sale_Condition 5 1.3626e+10 1.1640e+12 58516
- Mas_Vnr_Area 1 1.1252e+10 1.1616e+12 58518
- Fireplaces 1 1.1649e+10 1.1620e+12 58519
- Kitchen_Qual 4 1.6301e+10 1.1666e+12 58525
- Screen_Porch 1 1.4091e+10 1.1644e+12 58525
- Bsmt_Qual 4 1.7397e+10 1.1677e+12 58528
- Condition_1 8 2.2883e+10 1.1732e+12 58533
- Functional 7 2.3654e+10 1.1740e+12 58537
- Year_Built 1 2.1491e+10 1.1718e+12 58544
- Lot_Area 1 2.4731e+10 1.1751e+12 58552
- Bsmt_Exposure 4 3.0337e+10 1.1807e+12 58560
- Bldg_Type 4 4.5839e+10 1.1962e+12 58598
- Bsmt_Unf_SF 1 5.0063e+10 1.2004e+12 58615
- Condition_2 7 5.8989e+10 1.2093e+12 58624
- Overall_Cond 8 6.9018e+10 1.2194e+12 58646
- Total_Bsmt_SF 1 7.5647e+10 1.2260e+12 58676
- First_Flr_SF 1 1.0433e+11 1.2547e+12 58744
- Overall_Qual 9 1.1290e+11 1.2632e+12 58748
- Neighborhood 27 1.5591e+11 1.3062e+12 58810
- Second_Flr_SF 1 1.4210e+11 1.2924e+12 58831
- Misc_Feature 5 1.7528e+11 1.3256e+12 58897
- Roof_Matl 7 2.2678e+11 1.3771e+12 59005
Step: AIC=58485.59
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Alley + Lot_Shape +
Land_Contour + Utilities + Lot_Config + Land_Slope + Neighborhood +
Condition_1 + Condition_2 + Bldg_Type + House_Style + Overall_Qual +
Overall_Cond + Year_Built + Year_Remod_Add + Roof_Style +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Exter_Cond + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Type + Garage_Finish +
Garage_Cars + Garage_Area + Garage_Qual + Garage_Cond + Paved_Drive +
Wood_Deck_SF + Open_Porch_SF + Enclosed_Porch + Three_season_porch +
Screen_Porch + Pool_Area + Pool_QC + Fence + Misc_Feature +
Misc_Val + Mo_Sold + Year_Sold + Sale_Condition + Longitude +
Latitude
Df Sum of Sq RSS AIC
- Heating 5 1.7614e+09 1.1567e+12 58480
- Garage_Type 6 2.6364e+09 1.1576e+12 58480
- Fence 4 1.3120e+09 1.1563e+12 58481
- Paved_Drive 2 1.4399e+08 1.1551e+12 58482
- Alley 2 2.2252e+08 1.1552e+12 58482
- Exter_Cond 4 2.1367e+09 1.1571e+12 58483
- Garage_Cond 4 2.1924e+09 1.1572e+12 58483
- Utilities 2 6.1466e+08 1.1556e+12 58483
- Open_Porch_SF 1 1.1752e+06 1.1550e+12 58484
- Longitude 1 2.0627e+07 1.1550e+12 58484
- Bsmt_Half_Bath 1 5.4529e+07 1.1550e+12 58484
- BsmtFin_SF_1 1 6.0828e+07 1.1550e+12 58484
- Pool_Area 1 8.1792e+07 1.1551e+12 58484
- Misc_Val 1 8.3994e+07 1.1551e+12 58484
- Roof_Style 5 3.2526e+09 1.1582e+12 58484
- Mo_Sold 1 4.4186e+08 1.1554e+12 58485
- Lot_Frontage 1 4.5064e+08 1.1554e+12 58485
- Bsmt_Full_Bath 1 4.9554e+08 1.1555e+12 58485
- Foundation 5 3.6821e+09 1.1587e+12 58485
- Central_Air 1 6.7952e+08 1.1557e+12 58485
- Three_season_porch 1 7.0457e+08 1.1557e+12 58485
- TotRms_AbvGrd 1 7.5326e+08 1.1557e+12 58485
<none> 1.1550e+12 58486
- Enclosed_Porch 1 7.9082e+08 1.1558e+12 58486
- Garage_Finish 2 1.6265e+09 1.1566e+12 58486
- BsmtFin_SF_2 1 8.5485e+08 1.1558e+12 58486
- Heating_QC 4 3.2365e+09 1.1582e+12 58486
- Lot_Shape 3 2.4968e+09 1.1575e+12 58486
- Year_Sold 1 1.2366e+09 1.1562e+12 58487
- Half_Bath 1 1.3554e+09 1.1563e+12 58487
- House_Style 7 6.3109e+09 1.1613e+12 58488
- Garage_Qual 4 4.3374e+09 1.1593e+12 58489
- Wood_Deck_SF 1 1.9884e+09 1.1570e+12 58489
- Year_Remod_Add 1 2.1904e+09 1.1572e+12 58489
- Fireplace_Qu 5 5.6499e+09 1.1606e+12 58490
- Garage_Cars 1 2.5885e+09 1.1576e+12 58490
- Low_Qual_Fin_SF 1 3.3347e+09 1.1583e+12 58492
- Street 1 3.5298e+09 1.1585e+12 58493
- Latitude 1 3.5624e+09 1.1585e+12 58493
- Full_Bath 1 3.7570e+09 1.1587e+12 58493
- Lot_Config 4 6.1742e+09 1.1612e+12 58493
- Exter_Qual 3 5.4319e+09 1.1604e+12 58493
- Land_Contour 3 5.4637e+09 1.1604e+12 58493
- BsmtFin_Type_2 6 7.9820e+09 1.1630e+12 58494
- Kitchen_AbvGr 1 4.3782e+09 1.1594e+12 58495
- Garage_Area 1 4.6188e+09 1.1596e+12 58495
- BsmtFin_Type_1 5 8.6443e+09 1.1636e+12 58497
- Bedroom_AbvGr 1 5.8005e+09 1.1608e+12 58498
- Land_Slope 2 8.2845e+09 1.1633e+12 58503
- Mas_Vnr_Type 4 9.9006e+09 1.1649e+12 58503
- Pool_QC 4 1.1850e+10 1.1668e+12 58507
- Exterior_1st 15 2.0976e+10 1.1760e+12 58508
- Mas_Vnr_Area 1 1.1063e+10 1.1660e+12 58512
- Fireplaces 1 1.2404e+10 1.1674e+12 58515
- Kitchen_Qual 4 1.5960e+10 1.1709e+12 58518
- Screen_Porch 1 1.3741e+10 1.1687e+12 58518
- Bsmt_Qual 4 1.7424e+10 1.1724e+12 58521
- Condition_1 8 2.3357e+10 1.1783e+12 58528
- Functional 7 2.3904e+10 1.1789e+12 58532
- Year_Built 1 2.1838e+10 1.1768e+12 58538
- Lot_Area 1 2.5240e+10 1.1802e+12 58547
- Sale_Condition 5 3.1931e+10 1.1869e+12 58555
- Bsmt_Exposure 4 3.1383e+10 1.1864e+12 58556
- Bldg_Type 4 4.4908e+10 1.1999e+12 58589
- Bsmt_Unf_SF 1 5.1170e+10 1.2062e+12 58611
- Condition_2 7 5.9084e+10 1.2141e+12 58618
- Overall_Cond 8 6.9310e+10 1.2243e+12 58640
- Total_Bsmt_SF 1 7.6000e+10 1.2310e+12 58670
- First_Flr_SF 1 1.0370e+11 1.2587e+12 58736
- Overall_Qual 9 1.1358e+11 1.2686e+12 58742
- Neighborhood 27 1.5649e+11 1.3115e+12 58804
- Second_Flr_SF 1 1.4221e+11 1.2972e+12 58824
- Misc_Feature 5 1.7472e+11 1.3297e+12 58888
- Roof_Matl 7 2.2715e+11 1.3821e+12 58998
Step: AIC=58480.05
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Alley + Lot_Shape +
Land_Contour + Utilities + Lot_Config + Land_Slope + Neighborhood +
Condition_1 + Condition_2 + Bldg_Type + House_Style + Overall_Qual +
Overall_Cond + Year_Built + Year_Remod_Add + Roof_Style +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Exter_Cond + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Type + Garage_Finish +
Garage_Cars + Garage_Area + Garage_Qual + Garage_Cond + Paved_Drive +
Wood_Deck_SF + Open_Porch_SF + Enclosed_Porch + Three_season_porch +
Screen_Porch + Pool_Area + Pool_QC + Fence + Misc_Feature +
Misc_Val + Mo_Sold + Year_Sold + Sale_Condition + Longitude +
Latitude
Df Sum of Sq RSS AIC
- Garage_Type 6 2.7464e+09 1.1595e+12 58475
- Fence 4 1.3257e+09 1.1581e+12 58475
- Alley 2 1.7622e+08 1.1569e+12 58476
- Paved_Drive 2 2.4361e+08 1.1570e+12 58477
- Exter_Cond 4 2.2169e+09 1.1590e+12 58478
- Utilities 2 6.3718e+08 1.1574e+12 58478
- Garage_Cond 4 2.3401e+09 1.1591e+12 58478
- Open_Porch_SF 1 3.1334e+05 1.1567e+12 58478
- Longitude 1 1.7434e+07 1.1568e+12 58478
- Bsmt_Half_Bath 1 5.1933e+07 1.1568e+12 58478
- BsmtFin_SF_1 1 5.8455e+07 1.1568e+12 58478
- Roof_Style 5 3.2218e+09 1.1600e+12 58478
- Misc_Val 1 7.8222e+07 1.1568e+12 58478
- Pool_Area 1 7.8309e+07 1.1568e+12 58478
- Lot_Frontage 1 4.3542e+08 1.1572e+12 58479
- Mo_Sold 1 4.6454e+08 1.1572e+12 58479
- Bsmt_Full_Bath 1 5.0450e+08 1.1572e+12 58479
- Central_Air 1 5.6310e+08 1.1573e+12 58479
- Foundation 5 3.7528e+09 1.1605e+12 58480
- Three_season_porch 1 7.0403e+08 1.1574e+12 58480
- TotRms_AbvGrd 1 7.7868e+08 1.1575e+12 58480
<none> 1.1567e+12 58480
- Enclosed_Porch 1 8.2100e+08 1.1576e+12 58480
- BsmtFin_SF_2 1 8.6392e+08 1.1576e+12 58480
- Garage_Finish 2 1.6955e+09 1.1584e+12 58480
- Lot_Shape 3 2.5492e+09 1.1593e+12 58480
- House_Style 7 5.8106e+09 1.1626e+12 58481
- Heating_QC 4 3.5560e+09 1.1603e+12 58481
- Year_Sold 1 1.2814e+09 1.1580e+12 58481
- Half_Bath 1 1.4142e+09 1.1582e+12 58482
- Wood_Deck_SF 1 2.0562e+09 1.1588e+12 58483
- Garage_Qual 4 4.4330e+09 1.1612e+12 58483
- Year_Remod_Add 1 2.1717e+09 1.1589e+12 58484
- Fireplace_Qu 5 5.6617e+09 1.1624e+12 58484
- Garage_Cars 1 2.5895e+09 1.1593e+12 58485
- Low_Qual_Fin_SF 1 3.0605e+09 1.1598e+12 58486
- Latitude 1 3.4912e+09 1.1602e+12 58487
- Street 1 3.5122e+09 1.1603e+12 58487
- Land_Contour 3 5.3498e+09 1.1621e+12 58488
- Lot_Config 4 6.2180e+09 1.1630e+12 58488
- Exter_Qual 3 5.4333e+09 1.1622e+12 58488
- Full_Bath 1 3.9959e+09 1.1607e+12 58488
- Kitchen_AbvGr 1 4.1621e+09 1.1609e+12 58489
- BsmtFin_Type_2 6 8.1390e+09 1.1649e+12 58489
- Garage_Area 1 4.6211e+09 1.1614e+12 58490
- BsmtFin_Type_1 5 9.0320e+09 1.1658e+12 58493
- Bedroom_AbvGr 1 5.8768e+09 1.1626e+12 58493
- Mas_Vnr_Type 4 9.8217e+09 1.1666e+12 58497
- Land_Slope 2 8.3641e+09 1.1651e+12 58497
- Pool_QC 4 1.1913e+10 1.1687e+12 58502
- Exterior_1st 15 2.1985e+10 1.1787e+12 58505
- Mas_Vnr_Area 1 1.1340e+10 1.1681e+12 58507
- Fireplaces 1 1.2503e+10 1.1692e+12 58510
- Kitchen_Qual 4 1.6102e+10 1.1728e+12 58513
- Screen_Porch 1 1.3801e+10 1.1705e+12 58513
- Bsmt_Qual 4 1.7741e+10 1.1745e+12 58517
- Condition_1 8 2.3587e+10 1.1803e+12 58523
- Functional 7 2.3670e+10 1.1804e+12 58525
- Year_Built 1 2.2383e+10 1.1791e+12 58534
- Lot_Area 1 2.5256e+10 1.1820e+12 58541
- Sale_Condition 5 3.1880e+10 1.1886e+12 58550
- Bsmt_Exposure 4 3.1434e+10 1.1882e+12 58551
- Bldg_Type 4 4.4995e+10 1.2017e+12 58584
- Bsmt_Unf_SF 1 5.1172e+10 1.2079e+12 58605
- Condition_2 7 5.9163e+10 1.2159e+12 58612
- Overall_Cond 8 6.9913e+10 1.2267e+12 58636
- Total_Bsmt_SF 1 7.7069e+10 1.2338e+12 58667
- First_Flr_SF 1 1.0269e+11 1.2594e+12 58727
- Overall_Qual 9 1.1298e+11 1.2697e+12 58735
- Neighborhood 27 1.5798e+11 1.3147e+12 58801
- Second_Flr_SF 1 1.4104e+11 1.2978e+12 58815
- Misc_Feature 5 1.7481e+11 1.3316e+12 58882
- Roof_Matl 7 2.2774e+11 1.3845e+12 58993
Step: AIC=58475
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Alley + Lot_Shape +
Land_Contour + Utilities + Lot_Config + Land_Slope + Neighborhood +
Condition_1 + Condition_2 + Bldg_Type + House_Style + Overall_Qual +
Overall_Cond + Year_Built + Year_Remod_Add + Roof_Style +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Exter_Cond + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Finish + Garage_Cars +
Garage_Area + Garage_Qual + Garage_Cond + Paved_Drive + Wood_Deck_SF +
Open_Porch_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Fence + Misc_Feature + Misc_Val + Mo_Sold +
Year_Sold + Sale_Condition + Longitude + Latitude
Df Sum of Sq RSS AIC
- Fence 4 1.3132e+09 1.1608e+12 58470
- Alley 2 1.7739e+08 1.1597e+12 58471
- Paved_Drive 2 2.3156e+08 1.1597e+12 58472
- Exter_Cond 4 1.9659e+09 1.1615e+12 58472
- Utilities 2 5.4526e+08 1.1600e+12 58472
- Roof_Style 5 3.0409e+09 1.1625e+12 58473
- Garage_Cond 4 2.3266e+09 1.1618e+12 58473
- Open_Porch_SF 1 1.8917e+06 1.1595e+12 58473
- Longitude 1 1.6777e+07 1.1595e+12 58473
- Misc_Val 1 5.4653e+07 1.1595e+12 58473
- BsmtFin_SF_1 1 6.3334e+07 1.1596e+12 58473
- Bsmt_Half_Bath 1 7.8806e+07 1.1596e+12 58473
- Pool_Area 1 1.2113e+08 1.1596e+12 58473
- Lot_Frontage 1 4.2762e+08 1.1599e+12 58474
- Mo_Sold 1 4.7988e+08 1.1600e+12 58474
- Bsmt_Full_Bath 1 5.0120e+08 1.1600e+12 58474
- Central_Air 1 5.7534e+08 1.1601e+12 58474
- Three_season_porch 1 6.6342e+08 1.1602e+12 58475
- Foundation 5 3.8698e+09 1.1634e+12 58475
- TotRms_AbvGrd 1 7.5719e+08 1.1602e+12 58475
<none> 1.1595e+12 58475
- BsmtFin_SF_2 1 8.3046e+08 1.1603e+12 58475
- Enclosed_Porch 1 9.1621e+08 1.1604e+12 58475
- Lot_Shape 3 2.5336e+09 1.1620e+12 58475
- Garage_Finish 2 1.7499e+09 1.1612e+12 58475
- Heating_QC 4 3.4115e+09 1.1629e+12 58476
- Year_Sold 1 1.1333e+09 1.1606e+12 58476
- House_Style 7 6.0084e+09 1.1655e+12 58476
- Half_Bath 1 1.3210e+09 1.1608e+12 58476
- Fireplace_Qu 5 5.2525e+09 1.1647e+12 58478
- Wood_Deck_SF 1 2.0792e+09 1.1616e+12 58478
- Garage_Qual 4 4.5328e+09 1.1640e+12 58478
- Garage_Cars 1 2.2700e+09 1.1618e+12 58479
- Year_Remod_Add 1 2.3303e+09 1.1618e+12 58479
- Low_Qual_Fin_SF 1 3.1221e+09 1.1626e+12 58481
- Latitude 1 3.5504e+09 1.1630e+12 58482
- Land_Contour 3 5.1881e+09 1.1647e+12 58482
- Exter_Qual 3 5.3106e+09 1.1648e+12 58482
- Street 1 3.8949e+09 1.1634e+12 58483
- Lot_Config 4 6.3422e+09 1.1658e+12 58483
- Full_Bath 1 4.0858e+09 1.1636e+12 58483
- BsmtFin_Type_2 6 8.1315e+09 1.1676e+12 58483
- Garage_Area 1 4.2047e+09 1.1637e+12 58484
- Kitchen_AbvGr 1 4.3002e+09 1.1638e+12 58484
- Bedroom_AbvGr 1 6.0335e+09 1.1655e+12 58488
- BsmtFin_Type_1 5 9.2276e+09 1.1687e+12 58488
- Land_Slope 2 7.9719e+09 1.1675e+12 58491
- Mas_Vnr_Type 4 9.8456e+09 1.1693e+12 58492
- Pool_QC 4 1.2519e+10 1.1720e+12 58498
- Exterior_1st 15 2.1955e+10 1.1814e+12 58500
- Mas_Vnr_Area 1 1.1808e+10 1.1713e+12 58503
- Fireplaces 1 1.2193e+10 1.1717e+12 58504
- Kitchen_Qual 4 1.5672e+10 1.1752e+12 58506
- Screen_Porch 1 1.3515e+10 1.1730e+12 58507
- Bsmt_Qual 4 1.8132e+10 1.1776e+12 58512
- Condition_1 8 2.3281e+10 1.1828e+12 58517
- Functional 7 2.4656e+10 1.1841e+12 58523
- Year_Built 1 2.3442e+10 1.1829e+12 58532
- Lot_Area 1 2.4934e+10 1.1844e+12 58535
- Bsmt_Exposure 4 3.1409e+10 1.1909e+12 58545
- Sale_Condition 5 3.2539e+10 1.1920e+12 58546
- Bldg_Type 4 4.6486e+10 1.2060e+12 58582
- Bsmt_Unf_SF 1 5.2164e+10 1.2117e+12 58602
- Condition_2 7 5.9471e+10 1.2190e+12 58608
- Overall_Cond 8 6.9664e+10 1.2292e+12 58630
- Total_Bsmt_SF 1 8.1063e+10 1.2406e+12 58671
- First_Flr_SF 1 1.0430e+11 1.2638e+12 58725
- Overall_Qual 9 1.1403e+11 1.2735e+12 58732
- Neighborhood 27 1.5738e+11 1.3169e+12 58794
- Second_Flr_SF 1 1.5888e+11 1.3184e+12 58849
- Misc_Feature 5 1.7527e+11 1.3348e+12 58877
- Roof_Matl 7 2.2977e+11 1.3893e+12 58991
Step: AIC=58470.31
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Alley + Lot_Shape +
Land_Contour + Utilities + Lot_Config + Land_Slope + Neighborhood +
Condition_1 + Condition_2 + Bldg_Type + House_Style + Overall_Qual +
Overall_Cond + Year_Built + Year_Remod_Add + Roof_Style +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Exter_Cond + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Finish + Garage_Cars +
Garage_Area + Garage_Qual + Garage_Cond + Paved_Drive + Wood_Deck_SF +
Open_Porch_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Misc_Feature + Misc_Val + Mo_Sold +
Year_Sold + Sale_Condition + Longitude + Latitude
Df Sum of Sq RSS AIC
- Alley 2 1.4762e+08 1.1610e+12 58467
- Paved_Drive 2 2.1171e+08 1.1610e+12 58467
- Exter_Cond 4 2.0081e+09 1.1628e+12 58467
- Utilities 2 5.6084e+08 1.1614e+12 58468
- Roof_Style 5 3.0005e+09 1.1638e+12 58468
- Garage_Cond 4 2.3510e+09 1.1632e+12 58468
- Longitude 1 1.7197e+06 1.1608e+12 58468
- Open_Porch_SF 1 1.7452e+06 1.1608e+12 58468
- BsmtFin_SF_1 1 4.0871e+07 1.1608e+12 58468
- Misc_Val 1 5.1144e+07 1.1609e+12 58468
- Bsmt_Half_Bath 1 9.4103e+07 1.1609e+12 58469
- Pool_Area 1 1.0265e+08 1.1609e+12 58469
- Lot_Frontage 1 4.3680e+08 1.1612e+12 58469
- Mo_Sold 1 4.9284e+08 1.1613e+12 58470
- Bsmt_Full_Bath 1 5.0033e+08 1.1613e+12 58470
- Central_Air 1 6.0238e+08 1.1614e+12 58470
- Foundation 5 3.8067e+09 1.1646e+12 58470
- Three_season_porch 1 6.9383e+08 1.1615e+12 58470
- TotRms_AbvGrd 1 7.1545e+08 1.1615e+12 58470
<none> 1.1608e+12 58470
- BsmtFin_SF_2 1 8.0229e+08 1.1616e+12 58470
- Lot_Shape 3 2.4765e+09 1.1633e+12 58471
- Enclosed_Porch 1 9.2580e+08 1.1617e+12 58471
- Garage_Finish 2 1.7657e+09 1.1626e+12 58471
- Heating_QC 4 3.4462e+09 1.1643e+12 58471
- Year_Sold 1 1.0690e+09 1.1619e+12 58471
- House_Style 7 5.9485e+09 1.1668e+12 58471
- Half_Bath 1 1.2769e+09 1.1621e+12 58472
- Garage_Qual 4 4.4265e+09 1.1652e+12 58473
- Wood_Deck_SF 1 2.1437e+09 1.1629e+12 58474
- Year_Remod_Add 1 2.1498e+09 1.1630e+12 58474
- Fireplace_Qu 5 5.3449e+09 1.1661e+12 58474
- Garage_Cars 1 2.2381e+09 1.1630e+12 58474
- Low_Qual_Fin_SF 1 3.0653e+09 1.1639e+12 58476
- Latitude 1 3.3812e+09 1.1642e+12 58477
- Land_Contour 3 5.2764e+09 1.1661e+12 58478
- Exter_Qual 3 5.2887e+09 1.1661e+12 58478
- Street 1 3.9279e+09 1.1647e+12 58478
- Lot_Config 4 6.3909e+09 1.1672e+12 58478
- BsmtFin_Type_2 6 8.0426e+09 1.1688e+12 58479
- Full_Bath 1 4.0696e+09 1.1649e+12 58479
- Garage_Area 1 4.1551e+09 1.1650e+12 58479
- Kitchen_AbvGr 1 4.3595e+09 1.1652e+12 58479
- BsmtFin_Type_1 5 9.0530e+09 1.1699e+12 58483
- Bedroom_AbvGr 1 5.9142e+09 1.1667e+12 58483
- Land_Slope 2 7.9623e+09 1.1688e+12 58486
- Mas_Vnr_Type 4 9.9209e+09 1.1707e+12 58487
- Pool_QC 4 1.2784e+10 1.1736e+12 58494
- Exterior_1st 15 2.1912e+10 1.1827e+12 58495
- Mas_Vnr_Area 1 1.1839e+10 1.1726e+12 58498
- Fireplaces 1 1.2396e+10 1.1732e+12 58499
- Kitchen_Qual 4 1.5766e+10 1.1766e+12 58502
- Screen_Porch 1 1.3718e+10 1.1745e+12 58503
- Bsmt_Qual 4 1.8210e+10 1.1790e+12 58508
- Condition_1 8 2.2866e+10 1.1837e+12 58511
- Functional 7 2.4495e+10 1.1853e+12 58517
- Year_Built 1 2.3569e+10 1.1844e+12 58527
- Lot_Area 1 2.4766e+10 1.1856e+12 58530
- Bsmt_Exposure 4 3.1562e+10 1.1924e+12 58541
- Sale_Condition 5 3.2618e+10 1.1934e+12 58542
- Bldg_Type 4 4.6982e+10 1.2078e+12 58579
- Bsmt_Unf_SF 1 5.2226e+10 1.2130e+12 58597
- Condition_2 7 5.9582e+10 1.2204e+12 58603
- Overall_Cond 8 7.0496e+10 1.2313e+12 58627
- Total_Bsmt_SF 1 8.0809e+10 1.2416e+12 58665
- First_Flr_SF 1 1.0481e+11 1.2656e+12 58722
- Overall_Qual 9 1.1446e+11 1.2753e+12 58728
- Neighborhood 27 1.5721e+11 1.3180e+12 58788
- Second_Flr_SF 1 1.5840e+11 1.3192e+12 58843
- Misc_Feature 5 1.7526e+11 1.3361e+12 58872
- Roof_Matl 7 2.2928e+11 1.3901e+12 58984
Step: AIC=58466.69
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Utilities + Lot_Config + Land_Slope + Neighborhood + Condition_1 +
Condition_2 + Bldg_Type + House_Style + Overall_Qual + Overall_Cond +
Year_Built + Year_Remod_Add + Roof_Style + Roof_Matl + Exterior_1st +
Mas_Vnr_Type + Mas_Vnr_Area + Exter_Qual + Exter_Cond + Foundation +
Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 + BsmtFin_SF_1 +
BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF +
Heating_QC + Central_Air + First_Flr_SF + Second_Flr_SF +
Low_Qual_Fin_SF + Bsmt_Full_Bath + Bsmt_Half_Bath + Full_Bath +
Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Finish + Garage_Cars + Garage_Area + Garage_Qual +
Garage_Cond + Paved_Drive + Wood_Deck_SF + Open_Porch_SF +
Enclosed_Porch + Three_season_porch + Screen_Porch + Pool_Area +
Pool_QC + Misc_Feature + Misc_Val + Mo_Sold + Year_Sold +
Sale_Condition + Longitude + Latitude
Df Sum of Sq RSS AIC
- Paved_Drive 2 2.0196e+08 1.1612e+12 58463
- Exter_Cond 4 2.0394e+09 1.1630e+12 58464
- Utilities 2 5.6607e+08 1.1615e+12 58464
- Roof_Style 5 3.0522e+09 1.1640e+12 58464
- Garage_Cond 4 2.3209e+09 1.1633e+12 58465
- Longitude 1 1.0862e+05 1.1610e+12 58465
- Open_Porch_SF 1 1.1773e+06 1.1610e+12 58465
- BsmtFin_SF_1 1 3.9700e+07 1.1610e+12 58465
- Misc_Val 1 4.6623e+07 1.1610e+12 58465
- Bsmt_Half_Bath 1 9.1622e+07 1.1610e+12 58465
- Pool_Area 1 1.0353e+08 1.1611e+12 58465
- Lot_Frontage 1 4.2929e+08 1.1614e+12 58466
- Bsmt_Full_Bath 1 5.0171e+08 1.1615e+12 58466
- Mo_Sold 1 5.1347e+08 1.1615e+12 58466
- Central_Air 1 6.2922e+08 1.1616e+12 58466
- Three_season_porch 1 6.9747e+08 1.1616e+12 58466
- Foundation 5 3.8932e+09 1.1648e+12 58466
- TotRms_AbvGrd 1 7.2078e+08 1.1617e+12 58467
<none> 1.1610e+12 58467
- BsmtFin_SF_2 1 8.0943e+08 1.1618e+12 58467
- Lot_Shape 3 2.4682e+09 1.1634e+12 58467
- Enclosed_Porch 1 9.6059e+08 1.1619e+12 58467
- Garage_Finish 2 1.7956e+09 1.1627e+12 58467
- Year_Sold 1 1.0775e+09 1.1620e+12 58467
- Heating_QC 4 3.4992e+09 1.1645e+12 58468
- House_Style 7 5.9280e+09 1.1669e+12 58468
- Half_Bath 1 1.2678e+09 1.1622e+12 58468
- Garage_Qual 4 4.3941e+09 1.1653e+12 58470
- Wood_Deck_SF 1 2.1493e+09 1.1631e+12 58470
- Year_Remod_Add 1 2.1551e+09 1.1631e+12 58470
- Fireplace_Qu 5 5.3513e+09 1.1663e+12 58470
- Garage_Cars 1 2.2929e+09 1.1632e+12 58470
- Low_Qual_Fin_SF 1 3.0896e+09 1.1640e+12 58472
- Latitude 1 3.3704e+09 1.1643e+12 58473
- Exter_Qual 3 5.2422e+09 1.1662e+12 58474
- Land_Contour 3 5.3165e+09 1.1663e+12 58474
- Street 1 3.9837e+09 1.1649e+12 58475
- Lot_Config 4 6.3983e+09 1.1674e+12 58475
- BsmtFin_Type_2 6 8.0125e+09 1.1690e+12 58475
- Full_Bath 1 4.0569e+09 1.1650e+12 58475
- Garage_Area 1 4.1358e+09 1.1651e+12 58475
- Kitchen_AbvGr 1 4.4887e+09 1.1654e+12 58476
- BsmtFin_Type_1 5 9.0415e+09 1.1700e+12 58479
- Bedroom_AbvGr 1 5.8846e+09 1.1668e+12 58480
- Land_Slope 2 7.9966e+09 1.1689e+12 58483
- Mas_Vnr_Type 4 9.9989e+09 1.1710e+12 58484
- Pool_QC 4 1.2776e+10 1.1737e+12 58491
- Exterior_1st 15 2.1946e+10 1.1829e+12 58492
- Mas_Vnr_Area 1 1.1901e+10 1.1729e+12 58495
- Fireplaces 1 1.2411e+10 1.1734e+12 58496
- Kitchen_Qual 4 1.5783e+10 1.1767e+12 58498
- Screen_Porch 1 1.3866e+10 1.1748e+12 58499
- Bsmt_Qual 4 1.8203e+10 1.1792e+12 58504
- Condition_1 8 2.3086e+10 1.1840e+12 58508
- Functional 7 2.4620e+10 1.1856e+12 58514
- Year_Built 1 2.3429e+10 1.1844e+12 58523
- Lot_Area 1 2.4778e+10 1.1857e+12 58527
- Bsmt_Exposure 4 3.1559e+10 1.1925e+12 58537
- Sale_Condition 5 3.2599e+10 1.1936e+12 58538
- Bldg_Type 4 4.8369e+10 1.2093e+12 58578
- Bsmt_Unf_SF 1 5.2389e+10 1.2133e+12 58594
- Condition_2 7 5.9662e+10 1.2206e+12 58600
- Overall_Cond 8 7.0384e+10 1.2313e+12 58623
- Total_Bsmt_SF 1 8.0819e+10 1.2418e+12 58662
- First_Flr_SF 1 1.0493e+11 1.2659e+12 58718
- Overall_Qual 9 1.1439e+11 1.2753e+12 58724
- Neighborhood 27 1.5813e+11 1.3191e+12 58787
- Second_Flr_SF 1 1.5862e+11 1.3196e+12 58840
- Misc_Feature 5 1.7564e+11 1.3366e+12 58869
- Roof_Matl 7 2.2939e+11 1.3903e+12 58981
Step: AIC=58463.2
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Utilities + Lot_Config + Land_Slope + Neighborhood + Condition_1 +
Condition_2 + Bldg_Type + House_Style + Overall_Qual + Overall_Cond +
Year_Built + Year_Remod_Add + Roof_Style + Roof_Matl + Exterior_1st +
Mas_Vnr_Type + Mas_Vnr_Area + Exter_Qual + Exter_Cond + Foundation +
Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 + BsmtFin_SF_1 +
BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF +
Heating_QC + Central_Air + First_Flr_SF + Second_Flr_SF +
Low_Qual_Fin_SF + Bsmt_Full_Bath + Bsmt_Half_Bath + Full_Bath +
Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Finish + Garage_Cars + Garage_Area + Garage_Qual +
Garage_Cond + Wood_Deck_SF + Open_Porch_SF + Enclosed_Porch +
Three_season_porch + Screen_Porch + Pool_Area + Pool_QC +
Misc_Feature + Misc_Val + Mo_Sold + Year_Sold + Sale_Condition +
Longitude + Latitude
Df Sum of Sq RSS AIC
- Exter_Cond 4 2.0747e+09 1.1632e+12 58460
- Utilities 2 5.6177e+08 1.1617e+12 58461
- Roof_Style 5 3.1037e+09 1.1643e+12 58461
- Garage_Cond 4 2.3117e+09 1.1635e+12 58461
- Longitude 1 4.3374e+05 1.1612e+12 58461
- Open_Porch_SF 1 1.5664e+06 1.1612e+12 58461
- BsmtFin_SF_1 1 3.8547e+07 1.1612e+12 58461
- Misc_Val 1 4.6193e+07 1.1612e+12 58461
- Bsmt_Half_Bath 1 9.4997e+07 1.1612e+12 58461
- Pool_Area 1 9.9914e+07 1.1613e+12 58461
- Lot_Frontage 1 4.2621e+08 1.1616e+12 58462
- Bsmt_Full_Bath 1 4.8818e+08 1.1616e+12 58462
- Mo_Sold 1 5.1312e+08 1.1617e+12 58462
- Central_Air 1 6.4646e+08 1.1618e+12 58463
- Three_season_porch 1 7.1088e+08 1.1619e+12 58463
- Foundation 5 3.8941e+09 1.1650e+12 58463
- TotRms_AbvGrd 1 7.4398e+08 1.1619e+12 58463
<none> 1.1612e+12 58463
- BsmtFin_SF_2 1 8.1438e+08 1.1620e+12 58463
- Lot_Shape 3 2.4365e+09 1.1636e+12 58463
- Enclosed_Porch 1 9.3074e+08 1.1621e+12 58464
- Garage_Finish 2 1.8005e+09 1.1630e+12 58464
- Year_Sold 1 1.0797e+09 1.1622e+12 58464
- House_Style 7 5.9528e+09 1.1671e+12 58464
- Heating_QC 4 3.6347e+09 1.1648e+12 58464
- Half_Bath 1 1.2822e+09 1.1624e+12 58464
- Garage_Qual 4 4.3302e+09 1.1655e+12 58466
- Wood_Deck_SF 1 2.1428e+09 1.1633e+12 58467
- Fireplace_Qu 5 5.3424e+09 1.1665e+12 58467
- Year_Remod_Add 1 2.2549e+09 1.1634e+12 58467
- Garage_Cars 1 2.3118e+09 1.1635e+12 58467
- Low_Qual_Fin_SF 1 3.0451e+09 1.1642e+12 58469
- Latitude 1 3.3417e+09 1.1645e+12 58470
- Exter_Qual 3 5.2497e+09 1.1664e+12 58470
- Land_Contour 3 5.3465e+09 1.1665e+12 58471
- BsmtFin_Type_2 6 7.9486e+09 1.1691e+12 58471
- Street 1 4.0160e+09 1.1652e+12 58471
- Lot_Config 4 6.4253e+09 1.1676e+12 58471
- Full_Bath 1 4.0556e+09 1.1652e+12 58471
- Garage_Area 1 4.1203e+09 1.1653e+12 58472
- Kitchen_AbvGr 1 4.4894e+09 1.1656e+12 58473
- Bedroom_AbvGr 1 5.8736e+09 1.1670e+12 58476
- BsmtFin_Type_1 5 9.0784e+09 1.1702e+12 58476
- Land_Slope 2 8.0527e+09 1.1692e+12 58479
- Mas_Vnr_Type 4 9.9863e+09 1.1711e+12 58480
- Pool_QC 4 1.2854e+10 1.1740e+12 58487
- Exterior_1st 15 2.2076e+10 1.1832e+12 58488
- Mas_Vnr_Area 1 1.1940e+10 1.1731e+12 58491
- Fireplaces 1 1.2389e+10 1.1735e+12 58492
- Kitchen_Qual 4 1.5857e+10 1.1770e+12 58495
- Screen_Porch 1 1.3877e+10 1.1750e+12 58496
- Bsmt_Qual 4 1.8177e+10 1.1793e+12 58501
- Condition_1 8 2.3149e+10 1.1843e+12 58505
- Functional 7 2.4694e+10 1.1858e+12 58511
- Year_Built 1 2.4363e+10 1.1855e+12 58522
- Lot_Area 1 2.4841e+10 1.1860e+12 58523
- Bsmt_Exposure 4 3.1524e+10 1.1927e+12 58534
- Sale_Condition 5 3.2561e+10 1.1937e+12 58534
- Bldg_Type 4 4.8341e+10 1.2095e+12 58575
- Bsmt_Unf_SF 1 5.2687e+10 1.2138e+12 58591
- Condition_2 7 5.9685e+10 1.2208e+12 58596
- Overall_Cond 8 7.0308e+10 1.2315e+12 58619
- Total_Bsmt_SF 1 8.0817e+10 1.2420e+12 58658
- First_Flr_SF 1 1.0503e+11 1.2662e+12 58715
- Overall_Qual 9 1.1438e+11 1.2755e+12 58720
- Neighborhood 27 1.5811e+11 1.3193e+12 58783
- Second_Flr_SF 1 1.5854e+11 1.3197e+12 58836
- Misc_Feature 5 1.7573e+11 1.3369e+12 58866
- Roof_Matl 7 2.2942e+11 1.3906e+12 58977
Step: AIC=58460.43
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Utilities + Lot_Config + Land_Slope + Neighborhood + Condition_1 +
Condition_2 + Bldg_Type + House_Style + Overall_Qual + Overall_Cond +
Year_Built + Year_Remod_Add + Roof_Style + Roof_Matl + Exterior_1st +
Mas_Vnr_Type + Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual +
Bsmt_Exposure + BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 +
BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC +
Central_Air + First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF +
Bsmt_Full_Bath + Bsmt_Half_Bath + Full_Bath + Half_Bath +
Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd +
Functional + Fireplaces + Fireplace_Qu + Garage_Finish +
Garage_Cars + Garage_Area + Garage_Qual + Garage_Cond + Wood_Deck_SF +
Open_Porch_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Misc_Feature + Misc_Val + Mo_Sold +
Year_Sold + Sale_Condition + Longitude + Latitude
Df Sum of Sq RSS AIC
- Utilities 2 5.3323e+08 1.1638e+12 58458
- Garage_Cond 4 2.3390e+09 1.1656e+12 58458
- Roof_Style 5 3.1412e+09 1.1664e+12 58458
- Longitude 1 2.1417e+06 1.1632e+12 58458
- Open_Porch_SF 1 2.4989e+06 1.1632e+12 58458
- BsmtFin_SF_1 1 3.2756e+07 1.1633e+12 58459
- Misc_Val 1 4.3149e+07 1.1633e+12 58459
- Bsmt_Half_Bath 1 8.9672e+07 1.1633e+12 58459
- Pool_Area 1 1.2432e+08 1.1634e+12 58459
- Lot_Frontage 1 3.9883e+08 1.1636e+12 58459
- Mo_Sold 1 4.3481e+08 1.1637e+12 58460
- Bsmt_Full_Bath 1 4.9488e+08 1.1637e+12 58460
- Central_Air 1 6.3719e+08 1.1639e+12 58460
- Three_season_porch 1 7.0415e+08 1.1639e+12 58460
- TotRms_AbvGrd 1 7.5383e+08 1.1640e+12 58460
- Foundation 5 3.9411e+09 1.1672e+12 58460
- Enclosed_Porch 1 7.8378e+08 1.1640e+12 58460
<none> 1.1632e+12 58460
- Lot_Shape 3 2.4658e+09 1.1657e+12 58461
- BsmtFin_SF_2 1 8.7885e+08 1.1641e+12 58461
- House_Style 7 5.8303e+09 1.1691e+12 58461
- Garage_Finish 2 1.8502e+09 1.1651e+12 58461
- Heating_QC 4 3.5301e+09 1.1668e+12 58461
- Year_Sold 1 1.1584e+09 1.1644e+12 58461
- Half_Bath 1 1.1977e+09 1.1644e+12 58461
- Garage_Qual 4 4.2738e+09 1.1675e+12 58463
- Wood_Deck_SF 1 1.9798e+09 1.1652e+12 58463
- Fireplace_Qu 5 5.3693e+09 1.1686e+12 58464
- Year_Remod_Add 1 2.1966e+09 1.1654e+12 58464
- Garage_Cars 1 2.4754e+09 1.1657e+12 58465
- Low_Qual_Fin_SF 1 3.0811e+09 1.1663e+12 58466
- Latitude 1 3.2837e+09 1.1665e+12 58467
- Exter_Qual 3 4.9367e+09 1.1682e+12 58467
- Full_Bath 1 3.6253e+09 1.1669e+12 58468
- Land_Contour 3 5.2526e+09 1.1685e+12 58468
- BsmtFin_Type_2 6 7.8147e+09 1.1710e+12 58468
- Lot_Config 4 6.3009e+09 1.1695e+12 58468
- Garage_Area 1 3.9555e+09 1.1672e+12 58468
- Street 1 3.9939e+09 1.1672e+12 58468
- Kitchen_AbvGr 1 4.2832e+09 1.1675e+12 58469
- BsmtFin_Type_1 5 9.0849e+09 1.1723e+12 58473
- Bedroom_AbvGr 1 6.0095e+09 1.1692e+12 58474
- Land_Slope 2 8.0108e+09 1.1712e+12 58477
- Mas_Vnr_Type 4 9.9174e+09 1.1731e+12 58477
- Pool_QC 4 1.2897e+10 1.1761e+12 58485
- Exterior_1st 15 2.2128e+10 1.1854e+12 58486
- Mas_Vnr_Area 1 1.1695e+10 1.1749e+12 58488
- Fireplaces 1 1.2292e+10 1.1755e+12 58489
- Kitchen_Qual 4 1.5937e+10 1.1792e+12 58492
- Screen_Porch 1 1.3698e+10 1.1769e+12 58493
- Bsmt_Qual 4 1.8389e+10 1.1816e+12 58498
- Condition_1 8 2.3458e+10 1.1867e+12 58503
- Functional 7 2.5520e+10 1.1887e+12 58510
- Year_Built 1 2.4930e+10 1.1882e+12 58521
- Lot_Area 1 2.5128e+10 1.1884e+12 58521
- Sale_Condition 5 3.2154e+10 1.1954e+12 58530
- Bsmt_Exposure 4 3.1493e+10 1.1947e+12 58531
- Bldg_Type 4 4.9083e+10 1.2123e+12 58574
- Bsmt_Unf_SF 1 5.2474e+10 1.2157e+12 58588
- Condition_2 7 5.9424e+10 1.2227e+12 58592
- Overall_Cond 8 7.4276e+10 1.2375e+12 58626
- Total_Bsmt_SF 1 8.1914e+10 1.2451e+12 58658
- First_Flr_SF 1 1.0472e+11 1.2679e+12 58711
- Overall_Qual 9 1.1432e+11 1.2776e+12 58717
- Neighborhood 27 1.5779e+11 1.3210e+12 58779
- Second_Flr_SF 1 1.5876e+11 1.3220e+12 58833
- Misc_Feature 5 1.7529e+11 1.3385e+12 58862
- Roof_Matl 7 2.2900e+11 1.3922e+12 58973
Step: AIC=58457.77
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Style + Roof_Matl + Exterior_1st +
Mas_Vnr_Type + Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual +
Bsmt_Exposure + BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 +
BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC +
Central_Air + First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF +
Bsmt_Full_Bath + Bsmt_Half_Bath + Full_Bath + Half_Bath +
Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd +
Functional + Fireplaces + Fireplace_Qu + Garage_Finish +
Garage_Cars + Garage_Area + Garage_Qual + Garage_Cond + Wood_Deck_SF +
Open_Porch_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Misc_Feature + Misc_Val + Mo_Sold +
Year_Sold + Sale_Condition + Longitude + Latitude
Df Sum of Sq RSS AIC
- Roof_Style 5 3.1071e+09 1.1669e+12 58456
- Garage_Cond 4 2.3138e+09 1.1661e+12 58456
- Longitude 1 1.0695e+05 1.1638e+12 58456
- Open_Porch_SF 1 5.2306e+06 1.1638e+12 58456
- BsmtFin_SF_1 1 2.8552e+07 1.1638e+12 58456
- Misc_Val 1 4.2773e+07 1.1638e+12 58456
- Bsmt_Half_Bath 1 1.1474e+08 1.1639e+12 58456
- Pool_Area 1 1.2439e+08 1.1639e+12 58456
- Mo_Sold 1 3.9694e+08 1.1642e+12 58457
- Lot_Frontage 1 4.2376e+08 1.1642e+12 58457
- Bsmt_Full_Bath 1 5.0068e+08 1.1643e+12 58457
- Central_Air 1 6.4102e+08 1.1644e+12 58457
- Three_season_porch 1 7.0244e+08 1.1645e+12 58458
- TotRms_AbvGrd 1 7.3638e+08 1.1645e+12 58458
- Enclosed_Porch 1 7.9134e+08 1.1646e+12 58458
- Foundation 5 3.9759e+09 1.1677e+12 58458
<none> 1.1638e+12 58458
- BsmtFin_SF_2 1 8.8939e+08 1.1647e+12 58458
- Lot_Shape 3 2.5153e+09 1.1663e+12 58458
- Garage_Finish 2 1.9041e+09 1.1657e+12 58459
- House_Style 7 5.8895e+09 1.1697e+12 58459
- Heating_QC 4 3.5358e+09 1.1673e+12 58459
- Year_Sold 1 1.1655e+09 1.1649e+12 58459
- Half_Bath 1 1.2583e+09 1.1650e+12 58459
- Garage_Qual 4 4.2810e+09 1.1680e+12 58461
- Wood_Deck_SF 1 1.9891e+09 1.1658e+12 58461
- Fireplace_Qu 5 5.2999e+09 1.1691e+12 58461
- Year_Remod_Add 1 2.2455e+09 1.1660e+12 58461
- Garage_Cars 1 2.4420e+09 1.1662e+12 58462
- Low_Qual_Fin_SF 1 3.1322e+09 1.1669e+12 58464
- Latitude 1 3.1979e+09 1.1670e+12 58464
- Exter_Qual 3 4.9340e+09 1.1687e+12 58464
- Land_Contour 3 5.2964e+09 1.1691e+12 58465
- Full_Bath 1 3.7491e+09 1.1675e+12 58465
- BsmtFin_Type_2 6 7.8657e+09 1.1716e+12 58466
- Lot_Config 4 6.3366e+09 1.1701e+12 58466
- Garage_Area 1 4.0037e+09 1.1678e+12 58466
- Kitchen_AbvGr 1 4.2977e+09 1.1681e+12 58467
- Street 1 4.3812e+09 1.1681e+12 58467
- BsmtFin_Type_1 5 8.9600e+09 1.1727e+12 58470
- Bedroom_AbvGr 1 6.0056e+09 1.1698e+12 58471
- Land_Slope 2 7.9208e+09 1.1717e+12 58474
- Mas_Vnr_Type 4 9.8562e+09 1.1736e+12 58474
- Pool_QC 4 1.2827e+10 1.1766e+12 58482
- Exterior_1st 15 2.1996e+10 1.1858e+12 58483
- Mas_Vnr_Area 1 1.1474e+10 1.1752e+12 58485
- Fireplaces 1 1.2263e+10 1.1760e+12 58486
- Kitchen_Qual 4 1.5858e+10 1.1796e+12 58489
- Screen_Porch 1 1.3470e+10 1.1772e+12 58489
- Bsmt_Qual 4 1.8376e+10 1.1821e+12 58496
- Condition_1 8 2.3474e+10 1.1872e+12 58500
- Functional 7 2.5588e+10 1.1893e+12 58507
- Lot_Area 1 2.5120e+10 1.1889e+12 58518
- Year_Built 1 2.5431e+10 1.1892e+12 58519
- Sale_Condition 5 3.2496e+10 1.1963e+12 58528
- Bsmt_Exposure 4 3.1854e+10 1.1956e+12 58529
- Bldg_Type 4 4.9130e+10 1.2129e+12 58571
- Bsmt_Unf_SF 1 5.2838e+10 1.2166e+12 58586
- Condition_2 7 5.9506e+10 1.2233e+12 58590
- Overall_Cond 8 7.4984e+10 1.2387e+12 58625
- Total_Bsmt_SF 1 8.2199e+10 1.2460e+12 58656
- First_Flr_SF 1 1.0497e+11 1.2687e+12 58709
- Overall_Qual 9 1.1436e+11 1.2781e+12 58714
- Neighborhood 27 1.5788e+11 1.3216e+12 58777
- Second_Flr_SF 1 1.5905e+11 1.3228e+12 58831
- Misc_Feature 5 1.7519e+11 1.3389e+12 58859
- Roof_Matl 7 2.2940e+11 1.3932e+12 58971
Step: AIC=58455.58
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Finish + Garage_Cars +
Garage_Area + Garage_Qual + Garage_Cond + Wood_Deck_SF +
Open_Porch_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Misc_Feature + Misc_Val + Mo_Sold +
Year_Sold + Sale_Condition + Longitude + Latitude
Df Sum of Sq RSS AIC
- Garage_Cond 4 2.3546e+09 1.1692e+12 58453
- Open_Porch_SF 1 2.2413e+05 1.1669e+12 58454
- Longitude 1 1.0458e+06 1.1669e+12 58454
- BsmtFin_SF_1 1 3.2524e+07 1.1669e+12 58454
- Misc_Val 1 7.6277e+07 1.1669e+12 58454
- Pool_Area 1 1.1178e+08 1.1670e+12 58454
- Bsmt_Half_Bath 1 1.3706e+08 1.1670e+12 58454
- Lot_Frontage 1 4.5853e+08 1.1673e+12 58455
- Mo_Sold 1 4.7035e+08 1.1673e+12 58455
- Central_Air 1 5.5190e+08 1.1674e+12 58455
- Bsmt_Full_Bath 1 6.4708e+08 1.1675e+12 58455
- Foundation 5 3.8681e+09 1.1707e+12 58455
- Three_season_porch 1 7.2562e+08 1.1676e+12 58455
- TotRms_AbvGrd 1 7.5284e+08 1.1676e+12 58455
<none> 1.1669e+12 58456
- Enclosed_Porch 1 8.2290e+08 1.1677e+12 58456
- BsmtFin_SF_2 1 8.4482e+08 1.1677e+12 58456
- Lot_Shape 3 2.4706e+09 1.1693e+12 58456
- House_Style 7 5.6852e+09 1.1726e+12 58456
- Heating_QC 4 3.4802e+09 1.1703e+12 58456
- Half_Bath 1 1.1276e+09 1.1680e+12 58456
- Garage_Finish 2 1.9255e+09 1.1688e+12 58456
- Year_Sold 1 1.3076e+09 1.1682e+12 58457
- Garage_Qual 4 4.2550e+09 1.1711e+12 58458
- Wood_Deck_SF 1 1.9747e+09 1.1688e+12 58459
- Fireplace_Qu 5 5.1839e+09 1.1721e+12 58459
- Year_Remod_Add 1 2.2278e+09 1.1691e+12 58459
- Garage_Cars 1 2.4344e+09 1.1693e+12 58460
- Low_Qual_Fin_SF 1 3.0558e+09 1.1699e+12 58461
- Latitude 1 3.1612e+09 1.1700e+12 58462
- Land_Contour 3 5.0658e+09 1.1719e+12 58462
- Full_Bath 1 3.5756e+09 1.1704e+12 58463
- Exter_Qual 3 5.2214e+09 1.1721e+12 58463
- Lot_Config 4 6.1322e+09 1.1730e+12 58463
- Garage_Area 1 3.9429e+09 1.1708e+12 58463
- BsmtFin_Type_2 6 8.0130e+09 1.1749e+12 58464
- Kitchen_AbvGr 1 4.0292e+09 1.1709e+12 58464
- Street 1 4.3358e+09 1.1712e+12 58464
- BsmtFin_Type_1 5 8.7883e+09 1.1757e+12 58468
- Mas_Vnr_Type 4 8.4033e+09 1.1753e+12 58469
- Land_Slope 2 6.9778e+09 1.1738e+12 58469
- Bedroom_AbvGr 1 6.2281e+09 1.1731e+12 58469
- Pool_QC 4 1.3034e+10 1.1799e+12 58480
- Exterior_1st 15 2.1933e+10 1.1888e+12 58480
- Mas_Vnr_Area 1 1.1402e+10 1.1783e+12 58482
- Fireplaces 1 1.2374e+10 1.1792e+12 58484
- Screen_Porch 1 1.3206e+10 1.1801e+12 58487
- Kitchen_Qual 4 1.5987e+10 1.1829e+12 58487
- Bsmt_Qual 4 1.8765e+10 1.1856e+12 58494
- Condition_1 8 2.3422e+10 1.1903e+12 58498
- Functional 7 2.6056e+10 1.1929e+12 58506
- Lot_Area 1 2.4253e+10 1.1911e+12 58514
- Year_Built 1 2.6782e+10 1.1937e+12 58520
- Bsmt_Exposure 4 3.1588e+10 1.1985e+12 58526
- Sale_Condition 5 3.2736e+10 1.1996e+12 58527
- Bldg_Type 4 5.0824e+10 1.2177e+12 58573
- Bsmt_Unf_SF 1 5.2460e+10 1.2193e+12 58582
- Condition_2 7 5.8413e+10 1.2253e+12 58585
- Overall_Cond 8 7.5571e+10 1.2424e+12 58623
- Total_Bsmt_SF 1 8.2494e+10 1.2494e+12 58654
- First_Flr_SF 1 1.0624e+11 1.2731e+12 58709
- Overall_Qual 9 1.1476e+11 1.2816e+12 58712
- Neighborhood 27 1.5945e+11 1.3263e+12 58777
- Second_Flr_SF 1 1.5850e+11 1.3254e+12 58827
- Misc_Feature 5 1.7762e+11 1.3445e+12 58861
- Roof_Matl 7 2.3030e+11 1.3972e+12 58969
Step: AIC=58453.49
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Finish + Garage_Cars +
Garage_Area + Garage_Qual + Wood_Deck_SF + Open_Porch_SF +
Enclosed_Porch + Three_season_porch + Screen_Porch + Pool_Area +
Pool_QC + Misc_Feature + Misc_Val + Mo_Sold + Year_Sold +
Sale_Condition + Longitude + Latitude
Df Sum of Sq RSS AIC
- Open_Porch_SF 1 2.0587e+05 1.1692e+12 58451
- Longitude 1 8.5865e+06 1.1692e+12 58452
- BsmtFin_SF_1 1 3.5136e+07 1.1693e+12 58452
- Misc_Val 1 7.3820e+07 1.1693e+12 58452
- Pool_Area 1 1.0537e+08 1.1693e+12 58452
- Bsmt_Half_Bath 1 1.2786e+08 1.1694e+12 58452
- Garage_Qual 4 2.7838e+09 1.1720e+12 58452
- Central_Air 1 5.2283e+08 1.1697e+12 58453
- Lot_Frontage 1 5.2599e+08 1.1698e+12 58453
- Mo_Sold 1 5.6782e+08 1.1698e+12 58453
- Bsmt_Full_Bath 1 6.3737e+08 1.1699e+12 58453
- Three_season_porch 1 7.8383e+08 1.1700e+12 58453
- TotRms_AbvGrd 1 7.9068e+08 1.1700e+12 58453
<none> 1.1692e+12 58453
- BsmtFin_SF_2 1 8.0218e+08 1.1700e+12 58453
- Foundation 5 4.0162e+09 1.1732e+12 58454
- Enclosed_Porch 1 9.0460e+08 1.1701e+12 58454
- House_Style 7 5.7605e+09 1.1750e+12 58454
- Heating_QC 4 3.3857e+09 1.1726e+12 58454
- Lot_Shape 3 2.6814e+09 1.1719e+12 58454
- Garage_Finish 2 1.9049e+09 1.1711e+12 58454
- Half_Bath 1 1.2196e+09 1.1704e+12 58455
- Year_Sold 1 1.2985e+09 1.1705e+12 58455
- Wood_Deck_SF 1 1.8896e+09 1.1711e+12 58456
- Fireplace_Qu 5 5.2789e+09 1.1745e+12 58457
- Year_Remod_Add 1 2.2057e+09 1.1714e+12 58457
- Garage_Cars 1 2.3865e+09 1.1716e+12 58457
- Latitude 1 3.2014e+09 1.1724e+12 58460
- Low_Qual_Fin_SF 1 3.2985e+09 1.1725e+12 58460
- Exter_Qual 3 5.0725e+09 1.1743e+12 58460
- Land_Contour 3 5.1302e+09 1.1744e+12 58460
- Lot_Config 4 5.9794e+09 1.1752e+12 58460
- Full_Bath 1 3.6952e+09 1.1729e+12 58461
- BsmtFin_Type_2 6 7.8546e+09 1.1771e+12 58461
- Garage_Area 1 3.9928e+09 1.1732e+12 58461
- Kitchen_AbvGr 1 4.2408e+09 1.1735e+12 58462
- Street 1 4.3059e+09 1.1735e+12 58462
- BsmtFin_Type_1 5 8.8550e+09 1.1781e+12 58466
- Land_Slope 2 6.9144e+09 1.1761e+12 58467
- Mas_Vnr_Type 4 8.6746e+09 1.1779e+12 58467
- Bedroom_AbvGr 1 6.3380e+09 1.1756e+12 58467
- Pool_QC 4 1.2586e+10 1.1818e+12 58477
- Exterior_1st 15 2.2131e+10 1.1914e+12 58478
- Mas_Vnr_Area 1 1.1203e+10 1.1804e+12 58479
- Fireplaces 1 1.2715e+10 1.1819e+12 58483
- Kitchen_Qual 4 1.5163e+10 1.1844e+12 58483
- Screen_Porch 1 1.4165e+10 1.1834e+12 58487
- Bsmt_Qual 4 1.8436e+10 1.1877e+12 58491
- Condition_1 8 2.2978e+10 1.1922e+12 58495
- Functional 7 2.6175e+10 1.1954e+12 58504
- Lot_Area 1 2.4374e+10 1.1936e+12 58512
- Year_Built 1 2.7792e+10 1.1970e+12 58520
- Bsmt_Exposure 4 3.1422e+10 1.2006e+12 58523
- Sale_Condition 5 3.2771e+10 1.2020e+12 58524
- Bldg_Type 4 5.0484e+10 1.2197e+12 58569
- Bsmt_Unf_SF 1 5.2351e+10 1.2216e+12 58580
- Condition_2 7 5.8772e+10 1.2280e+12 58583
- Overall_Cond 8 7.7771e+10 1.2470e+12 58626
- Total_Bsmt_SF 1 8.1993e+10 1.2512e+12 58650
- First_Flr_SF 1 1.0700e+11 1.2762e+12 58708
- Overall_Qual 9 1.1969e+11 1.2889e+12 58721
- Neighborhood 27 1.5947e+11 1.3287e+12 58774
- Second_Flr_SF 1 1.5908e+11 1.3283e+12 58825
- Misc_Feature 5 1.7825e+11 1.3475e+12 58859
- Roof_Matl 7 2.3393e+11 1.4032e+12 58974
Step: AIC=58451.49
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Finish + Garage_Cars +
Garage_Area + Garage_Qual + Wood_Deck_SF + Enclosed_Porch +
Three_season_porch + Screen_Porch + Pool_Area + Pool_QC +
Misc_Feature + Misc_Val + Mo_Sold + Year_Sold + Sale_Condition +
Longitude + Latitude
Df Sum of Sq RSS AIC
- Longitude 1 8.5787e+06 1.1692e+12 58450
- BsmtFin_SF_1 1 3.5176e+07 1.1693e+12 58450
- Misc_Val 1 7.4032e+07 1.1693e+12 58450
- Pool_Area 1 1.0530e+08 1.1693e+12 58450
- Bsmt_Half_Bath 1 1.2795e+08 1.1694e+12 58450
- Garage_Qual 4 2.7870e+09 1.1720e+12 58450
- Central_Air 1 5.2340e+08 1.1697e+12 58451
- Lot_Frontage 1 5.2592e+08 1.1698e+12 58451
- Mo_Sold 1 5.6765e+08 1.1698e+12 58451
- Bsmt_Full_Bath 1 6.3937e+08 1.1699e+12 58451
- Three_season_porch 1 7.8383e+08 1.1700e+12 58451
- TotRms_AbvGrd 1 7.9104e+08 1.1700e+12 58451
<none> 1.1692e+12 58451
- BsmtFin_SF_2 1 8.0210e+08 1.1700e+12 58451
- Foundation 5 4.0225e+09 1.1732e+12 58452
- Enclosed_Porch 1 9.0563e+08 1.1701e+12 58452
- House_Style 7 5.7634e+09 1.1750e+12 58452
- Heating_QC 4 3.3859e+09 1.1726e+12 58452
- Lot_Shape 3 2.6816e+09 1.1719e+12 58452
- Garage_Finish 2 1.9062e+09 1.1711e+12 58452
- Half_Bath 1 1.2272e+09 1.1705e+12 58453
- Year_Sold 1 1.3020e+09 1.1705e+12 58453
- Wood_Deck_SF 1 1.9059e+09 1.1711e+12 58454
- Fireplace_Qu 5 5.2850e+09 1.1745e+12 58455
- Year_Remod_Add 1 2.2082e+09 1.1714e+12 58455
- Garage_Cars 1 2.3898e+09 1.1716e+12 58455
- Latitude 1 3.2015e+09 1.1724e+12 58458
- Low_Qual_Fin_SF 1 3.2999e+09 1.1725e+12 58458
- Exter_Qual 3 5.0758e+09 1.1743e+12 58458
- Land_Contour 3 5.1314e+09 1.1744e+12 58458
- Lot_Config 4 5.9806e+09 1.1752e+12 58458
- Full_Bath 1 3.7018e+09 1.1729e+12 58459
- BsmtFin_Type_2 6 7.8555e+09 1.1771e+12 58459
- Garage_Area 1 3.9978e+09 1.1732e+12 58459
- Kitchen_AbvGr 1 4.2454e+09 1.1735e+12 58460
- Street 1 4.3060e+09 1.1735e+12 58460
- BsmtFin_Type_1 5 8.8595e+09 1.1781e+12 58464
- Land_Slope 2 6.9193e+09 1.1761e+12 58465
- Mas_Vnr_Type 4 8.6755e+09 1.1779e+12 58465
- Bedroom_AbvGr 1 6.3541e+09 1.1756e+12 58465
- Pool_QC 4 1.2626e+10 1.1819e+12 58475
- Exterior_1st 15 2.2191e+10 1.1914e+12 58477
- Mas_Vnr_Area 1 1.1236e+10 1.1805e+12 58478
- Fireplaces 1 1.2725e+10 1.1819e+12 58481
- Kitchen_Qual 4 1.5170e+10 1.1844e+12 58481
- Screen_Porch 1 1.4166e+10 1.1834e+12 58485
- Bsmt_Qual 4 1.8449e+10 1.1877e+12 58489
- Condition_1 8 2.2985e+10 1.1922e+12 58493
- Functional 7 2.6177e+10 1.1954e+12 58502
- Lot_Area 1 2.4413e+10 1.1936e+12 58510
- Year_Built 1 2.7793e+10 1.1970e+12 58518
- Bsmt_Exposure 4 3.1440e+10 1.2007e+12 58521
- Sale_Condition 5 3.2771e+10 1.2020e+12 58522
- Bldg_Type 4 5.0523e+10 1.2197e+12 58567
- Bsmt_Unf_SF 1 5.2384e+10 1.2216e+12 58578
- Condition_2 7 5.8779e+10 1.2280e+12 58581
- Overall_Cond 8 7.7774e+10 1.2470e+12 58624
- Total_Bsmt_SF 1 8.2101e+10 1.2513e+12 58648
- First_Flr_SF 1 1.0744e+11 1.2767e+12 58707
- Overall_Qual 9 1.1976e+11 1.2890e+12 58719
- Neighborhood 27 1.5961e+11 1.3288e+12 58772
- Second_Flr_SF 1 1.6001e+11 1.3292e+12 58825
- Misc_Feature 5 1.7865e+11 1.3479e+12 58858
- Roof_Matl 7 2.3394e+11 1.4032e+12 58972
Step: AIC=58449.51
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_SF_1 + BsmtFin_Type_2 + BsmtFin_SF_2 +
Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC + Central_Air +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Bsmt_Half_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Finish + Garage_Cars +
Garage_Area + Garage_Qual + Wood_Deck_SF + Enclosed_Porch +
Three_season_porch + Screen_Porch + Pool_Area + Pool_QC +
Misc_Feature + Misc_Val + Mo_Sold + Year_Sold + Sale_Condition +
Latitude
Df Sum of Sq RSS AIC
- BsmtFin_SF_1 1 3.5363e+07 1.1693e+12 58448
- Misc_Val 1 7.3503e+07 1.1693e+12 58448
- Pool_Area 1 1.0650e+08 1.1693e+12 58448
- Bsmt_Half_Bath 1 1.2438e+08 1.1694e+12 58448
- Garage_Qual 4 2.7867e+09 1.1720e+12 58448
- Central_Air 1 5.2639e+08 1.1698e+12 58449
- Lot_Frontage 1 5.2731e+08 1.1698e+12 58449
- Mo_Sold 1 5.6412e+08 1.1698e+12 58449
- Bsmt_Full_Bath 1 6.4041e+08 1.1699e+12 58449
- Three_season_porch 1 7.8493e+08 1.1700e+12 58449
- TotRms_AbvGrd 1 7.8921e+08 1.1700e+12 58449
<none> 1.1692e+12 58450
- BsmtFin_SF_2 1 8.0564e+08 1.1700e+12 58450
- Foundation 5 4.0159e+09 1.1732e+12 58450
- Enclosed_Porch 1 9.0474e+08 1.1701e+12 58450
- House_Style 7 5.7783e+09 1.1750e+12 58450
- Heating_QC 4 3.3811e+09 1.1726e+12 58450
- Lot_Shape 3 2.6819e+09 1.1719e+12 58450
- Garage_Finish 2 1.9272e+09 1.1712e+12 58450
- Half_Bath 1 1.2265e+09 1.1705e+12 58451
- Year_Sold 1 1.3020e+09 1.1705e+12 58451
- Wood_Deck_SF 1 1.9056e+09 1.1711e+12 58452
- Fireplace_Qu 5 5.2764e+09 1.1745e+12 58453
- Year_Remod_Add 1 2.2032e+09 1.1714e+12 58453
- Garage_Cars 1 2.3819e+09 1.1716e+12 58453
- Latitude 1 3.2768e+09 1.1725e+12 58456
- Low_Qual_Fin_SF 1 3.3069e+09 1.1725e+12 58456
- Exter_Qual 3 5.0786e+09 1.1743e+12 58456
- Lot_Config 4 5.9823e+09 1.1752e+12 58456
- Land_Contour 3 5.2105e+09 1.1744e+12 58457
- Full_Bath 1 3.7223e+09 1.1730e+12 58457
- BsmtFin_Type_2 6 7.8665e+09 1.1771e+12 58457
- Garage_Area 1 4.0018e+09 1.1732e+12 58458
- Kitchen_AbvGr 1 4.2540e+09 1.1735e+12 58458
- Street 1 4.2987e+09 1.1735e+12 58458
- BsmtFin_Type_1 5 8.8704e+09 1.1781e+12 58462
- Land_Slope 2 6.9755e+09 1.1762e+12 58463
- Mas_Vnr_Type 4 8.7308e+09 1.1780e+12 58463
- Bedroom_AbvGr 1 6.3662e+09 1.1756e+12 58463
- Pool_QC 4 1.2623e+10 1.1819e+12 58473
- Exterior_1st 15 2.2483e+10 1.1917e+12 58475
- Mas_Vnr_Area 1 1.1282e+10 1.1805e+12 58476
- Fireplaces 1 1.2723e+10 1.1820e+12 58479
- Kitchen_Qual 4 1.5205e+10 1.1844e+12 58479
- Screen_Porch 1 1.4193e+10 1.1834e+12 58483
- Bsmt_Qual 4 1.8500e+10 1.1877e+12 58488
- Condition_1 8 2.2977e+10 1.1922e+12 58491
- Functional 7 2.6183e+10 1.1954e+12 58500
- Lot_Area 1 2.4404e+10 1.1936e+12 58508
- Year_Built 1 2.7871e+10 1.1971e+12 58517
- Bsmt_Exposure 4 3.1479e+10 1.2007e+12 58519
- Sale_Condition 5 3.2770e+10 1.2020e+12 58521
- Bldg_Type 4 5.0560e+10 1.2198e+12 58566
- Bsmt_Unf_SF 1 5.2454e+10 1.2217e+12 58576
- Condition_2 7 5.8845e+10 1.2281e+12 58579
- Overall_Cond 8 7.7766e+10 1.2470e+12 58622
- Total_Bsmt_SF 1 8.2125e+10 1.2514e+12 58646
- First_Flr_SF 1 1.0745e+11 1.2767e+12 58705
- Overall_Qual 9 1.1992e+11 1.2891e+12 58718
- Neighborhood 27 1.5998e+11 1.3292e+12 58771
- Second_Flr_SF 1 1.6016e+11 1.3294e+12 58824
- Misc_Feature 5 1.7901e+11 1.3482e+12 58857
- Roof_Matl 7 2.3397e+11 1.4032e+12 58970
Step: AIC=58447.6
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating_QC + Central_Air + First_Flr_SF +
Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath + Bsmt_Half_Bath +
Full_Bath + Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Finish + Garage_Cars + Garage_Area + Garage_Qual +
Wood_Deck_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Misc_Feature + Misc_Val + Mo_Sold +
Year_Sold + Sale_Condition + Latitude
Df Sum of Sq RSS AIC
- Misc_Val 1 7.3618e+07 1.1693e+12 58446
- Pool_Area 1 1.0466e+08 1.1694e+12 58446
- Bsmt_Half_Bath 1 1.2482e+08 1.1694e+12 58446
- Garage_Qual 4 2.7820e+09 1.1721e+12 58447
- Lot_Frontage 1 5.1503e+08 1.1698e+12 58447
- Central_Air 1 5.3123e+08 1.1698e+12 58447
- Mo_Sold 1 5.6006e+08 1.1698e+12 58447
- Bsmt_Full_Bath 1 6.4229e+08 1.1699e+12 58447
- Three_season_porch 1 7.8720e+08 1.1701e+12 58448
- Foundation 5 3.9914e+09 1.1733e+12 58448
- TotRms_AbvGrd 1 7.9504e+08 1.1701e+12 58448
<none> 1.1693e+12 58448
- BsmtFin_SF_2 1 8.0615e+08 1.1701e+12 58448
- Enclosed_Porch 1 9.0772e+08 1.1702e+12 58448
- House_Style 7 5.7694e+09 1.1750e+12 58448
- Heating_QC 4 3.4038e+09 1.1727e+12 58448
- Lot_Shape 3 2.7036e+09 1.1720e+12 58448
- Garage_Finish 2 1.9242e+09 1.1712e+12 58448
- Half_Bath 1 1.2245e+09 1.1705e+12 58449
- Year_Sold 1 1.3043e+09 1.1706e+12 58449
- Wood_Deck_SF 1 1.9072e+09 1.1712e+12 58450
- Fireplace_Qu 5 5.2808e+09 1.1745e+12 58451
- Year_Remod_Add 1 2.2265e+09 1.1715e+12 58451
- Garage_Cars 1 2.3883e+09 1.1717e+12 58452
- Latitude 1 3.2829e+09 1.1726e+12 58454
- Low_Qual_Fin_SF 1 3.3012e+09 1.1726e+12 58454
- Exter_Qual 3 5.0714e+09 1.1743e+12 58454
- Land_Contour 3 5.2130e+09 1.1745e+12 58455
- Lot_Config 4 6.0247e+09 1.1753e+12 58455
- Full_Bath 1 3.7192e+09 1.1730e+12 58455
- BsmtFin_Type_2 6 7.8747e+09 1.1771e+12 58455
- Garage_Area 1 4.0069e+09 1.1733e+12 58456
- Kitchen_AbvGr 1 4.2509e+09 1.1735e+12 58456
- Street 1 4.3025e+09 1.1736e+12 58456
- BsmtFin_Type_1 5 9.0622e+09 1.1783e+12 58460
- Land_Slope 2 6.9814e+09 1.1762e+12 58461
- Mas_Vnr_Type 4 8.7151e+09 1.1780e+12 58461
- Bedroom_AbvGr 1 6.3719e+09 1.1756e+12 58462
- Pool_QC 4 1.2618e+10 1.1819e+12 58471
- Exterior_1st 15 2.2471e+10 1.1917e+12 58473
- Mas_Vnr_Area 1 1.1274e+10 1.1805e+12 58474
- Fireplaces 1 1.2726e+10 1.1820e+12 58477
- Kitchen_Qual 4 1.5193e+10 1.1845e+12 58477
- Screen_Porch 1 1.4205e+10 1.1835e+12 58481
- Bsmt_Qual 4 1.8513e+10 1.1878e+12 58486
- Condition_1 8 2.3066e+10 1.1923e+12 58489
- Functional 7 2.6160e+10 1.1954e+12 58498
- Lot_Area 1 2.4418e+10 1.1937e+12 58506
- Year_Built 1 2.7846e+10 1.1971e+12 58515
- Bsmt_Exposure 4 3.1484e+10 1.2008e+12 58517
- Sale_Condition 5 3.2955e+10 1.2022e+12 58519
- Bldg_Type 4 5.0548e+10 1.2198e+12 58564
- Bsmt_Unf_SF 1 5.2472e+10 1.2217e+12 58574
- Condition_2 7 5.8835e+10 1.2281e+12 58577
- Overall_Cond 8 7.7749e+10 1.2470e+12 58620
- Total_Bsmt_SF 1 8.2097e+10 1.2514e+12 58644
- First_Flr_SF 1 1.0745e+11 1.2767e+12 58703
- Overall_Qual 9 1.1999e+11 1.2893e+12 58716
- Neighborhood 27 1.5996e+11 1.3292e+12 58769
- Second_Flr_SF 1 1.6012e+11 1.3294e+12 58822
- Misc_Feature 5 1.7899e+11 1.3483e+12 58855
- Roof_Matl 7 2.3394e+11 1.4032e+12 58968
Step: AIC=58445.78
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating_QC + Central_Air + First_Flr_SF +
Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath + Bsmt_Half_Bath +
Full_Bath + Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Finish + Garage_Cars + Garage_Area + Garage_Qual +
Wood_Deck_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_Area + Pool_QC + Misc_Feature + Mo_Sold + Year_Sold +
Sale_Condition + Latitude
Df Sum of Sq RSS AIC
- Pool_Area 1 1.0488e+08 1.1694e+12 58444
- Bsmt_Half_Bath 1 1.2912e+08 1.1695e+12 58444
- Garage_Qual 4 2.7711e+09 1.1721e+12 58445
- Lot_Frontage 1 5.1469e+08 1.1699e+12 58445
- Central_Air 1 5.4116e+08 1.1699e+12 58445
- Mo_Sold 1 5.6594e+08 1.1699e+12 58445
- Bsmt_Full_Bath 1 6.4077e+08 1.1700e+12 58445
- Three_season_porch 1 7.8242e+08 1.1701e+12 58446
- TotRms_AbvGrd 1 7.8646e+08 1.1701e+12 58446
<none> 1.1693e+12 58446
- BsmtFin_SF_2 1 8.0756e+08 1.1701e+12 58446
- Foundation 5 4.0439e+09 1.1734e+12 58446
- Enclosed_Porch 1 9.1304e+08 1.1703e+12 58446
- House_Style 7 5.7568e+09 1.1751e+12 58446
- Heating_QC 4 3.3906e+09 1.1727e+12 58446
- Lot_Shape 3 2.6826e+09 1.1720e+12 58446
- Garage_Finish 2 1.9165e+09 1.1713e+12 58447
- Half_Bath 1 1.2322e+09 1.1706e+12 58447
- Year_Sold 1 1.2962e+09 1.1706e+12 58447
- Wood_Deck_SF 1 1.9072e+09 1.1712e+12 58449
- Fireplace_Qu 5 5.3033e+09 1.1746e+12 58449
- Year_Remod_Add 1 2.2619e+09 1.1716e+12 58449
- Garage_Cars 1 2.3853e+09 1.1717e+12 58450
- Low_Qual_Fin_SF 1 3.2783e+09 1.1726e+12 58452
- Latitude 1 3.3129e+09 1.1727e+12 58452
- Exter_Qual 3 5.0833e+09 1.1744e+12 58452
- Land_Contour 3 5.2248e+09 1.1746e+12 58453
- Lot_Config 4 6.0763e+09 1.1754e+12 58453
- Full_Bath 1 3.7111e+09 1.1731e+12 58453
- BsmtFin_Type_2 6 7.8781e+09 1.1772e+12 58453
- Garage_Area 1 3.9962e+09 1.1733e+12 58454
- Kitchen_AbvGr 1 4.2463e+09 1.1736e+12 58454
- Street 1 4.3181e+09 1.1737e+12 58455
- BsmtFin_Type_1 5 9.0592e+09 1.1784e+12 58458
- Land_Slope 2 6.9626e+09 1.1763e+12 58459
- Mas_Vnr_Type 4 8.6779e+09 1.1780e+12 58459
- Bedroom_AbvGr 1 6.3729e+09 1.1757e+12 58460
- Pool_QC 4 1.2626e+10 1.1820e+12 58469
- Exterior_1st 15 2.2486e+10 1.1918e+12 58472
- Mas_Vnr_Area 1 1.1260e+10 1.1806e+12 58472
- Fireplaces 1 1.2738e+10 1.1821e+12 58476
- Kitchen_Qual 4 1.5189e+10 1.1845e+12 58476
- Screen_Porch 1 1.4228e+10 1.1836e+12 58479
- Bsmt_Qual 4 1.8527e+10 1.1879e+12 58484
- Condition_1 8 2.3052e+10 1.1924e+12 58487
- Functional 7 2.6131e+10 1.1955e+12 58497
- Lot_Area 1 2.4421e+10 1.1938e+12 58504
- Year_Built 1 2.7864e+10 1.1972e+12 58513
- Bsmt_Exposure 4 3.1461e+10 1.2008e+12 58516
- Sale_Condition 5 3.2959e+10 1.2023e+12 58517
- Bldg_Type 4 5.0535e+10 1.2199e+12 58562
- Bsmt_Unf_SF 1 5.2462e+10 1.2218e+12 58572
- Condition_2 7 5.8837e+10 1.2282e+12 58576
- Overall_Cond 8 7.7898e+10 1.2472e+12 58619
- Total_Bsmt_SF 1 8.2169e+10 1.2515e+12 58643
- First_Flr_SF 1 1.0752e+11 1.2769e+12 58702
- Overall_Qual 9 1.2001e+11 1.2893e+12 58714
- Neighborhood 27 1.6010e+11 1.3294e+12 58768
- Second_Flr_SF 1 1.6021e+11 1.3296e+12 58820
- Roof_Matl 7 2.3392e+11 1.4033e+12 58966
- Misc_Feature 5 2.3786e+11 1.4072e+12 58978
Step: AIC=58444.05
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating_QC + Central_Air + First_Flr_SF +
Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath + Bsmt_Half_Bath +
Full_Bath + Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Finish + Garage_Cars + Garage_Area + Garage_Qual +
Wood_Deck_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_QC + Misc_Feature + Mo_Sold + Year_Sold + Sale_Condition +
Latitude
Df Sum of Sq RSS AIC
- Bsmt_Half_Bath 1 1.4253e+08 1.1696e+12 58442
- Garage_Qual 4 2.8059e+09 1.1723e+12 58443
- Lot_Frontage 1 4.8506e+08 1.1699e+12 58443
- Central_Air 1 5.4983e+08 1.1700e+12 58443
- Mo_Sold 1 5.6211e+08 1.1700e+12 58443
- Bsmt_Full_Bath 1 6.5658e+08 1.1701e+12 58444
- Three_season_porch 1 7.8035e+08 1.1702e+12 58444
- TotRms_AbvGrd 1 7.8490e+08 1.1702e+12 58444
<none> 1.1694e+12 58444
- BsmtFin_SF_2 1 8.0029e+08 1.1702e+12 58444
- Foundation 5 4.0228e+09 1.1735e+12 58444
- House_Style 7 5.6707e+09 1.1751e+12 58444
- Enclosed_Porch 1 9.0875e+08 1.1704e+12 58444
- Heating_QC 4 3.3843e+09 1.1728e+12 58445
- Lot_Shape 3 2.7094e+09 1.1722e+12 58445
- Garage_Finish 2 1.9265e+09 1.1714e+12 58445
- Half_Bath 1 1.2684e+09 1.1707e+12 58445
- Year_Sold 1 1.2893e+09 1.1707e+12 58445
- Wood_Deck_SF 1 1.8976e+09 1.1713e+12 58447
- Fireplace_Qu 5 5.2427e+09 1.1747e+12 58447
- Year_Remod_Add 1 2.2614e+09 1.1717e+12 58448
- Garage_Cars 1 2.3780e+09 1.1718e+12 58448
- Low_Qual_Fin_SF 1 3.2030e+09 1.1726e+12 58450
- Latitude 1 3.2866e+09 1.1727e+12 58450
- Exter_Qual 3 5.1468e+09 1.1746e+12 58451
- Lot_Config 4 6.0783e+09 1.1755e+12 58451
- Full_Bath 1 3.7044e+09 1.1732e+12 58451
- Land_Contour 3 5.3722e+09 1.1748e+12 58451
- BsmtFin_Type_2 6 7.9022e+09 1.1773e+12 58452
- Garage_Area 1 3.9865e+09 1.1734e+12 58452
- Kitchen_AbvGr 1 4.2323e+09 1.1737e+12 58453
- Street 1 4.3015e+09 1.1737e+12 58453
- BsmtFin_Type_1 5 9.0248e+09 1.1785e+12 58457
- Land_Slope 2 6.9899e+09 1.1764e+12 58458
- Mas_Vnr_Type 4 8.7387e+09 1.1782e+12 58458
- Bedroom_AbvGr 1 6.3681e+09 1.1758e+12 58458
- Exterior_1st 15 2.2536e+10 1.1920e+12 58470
- Mas_Vnr_Area 1 1.1451e+10 1.1809e+12 58471
- Fireplaces 1 1.2652e+10 1.1821e+12 58474
- Kitchen_Qual 4 1.5185e+10 1.1846e+12 58474
- Screen_Porch 1 1.4396e+10 1.1838e+12 58478
- Bsmt_Qual 4 1.8478e+10 1.1879e+12 58482
- Pool_QC 4 1.9540e+10 1.1890e+12 58485
- Condition_1 8 2.3185e+10 1.1926e+12 58486
- Functional 7 2.6121e+10 1.1956e+12 58495
- Lot_Area 1 2.4362e+10 1.1938e+12 58502
- Year_Built 1 2.7975e+10 1.1974e+12 58511
- Bsmt_Exposure 4 3.1477e+10 1.2009e+12 58514
- Sale_Condition 5 3.3027e+10 1.2025e+12 58516
- Bldg_Type 4 5.0961e+10 1.2204e+12 58561
- Bsmt_Unf_SF 1 5.2399e+10 1.2218e+12 58570
- Condition_2 7 5.8793e+10 1.2282e+12 58574
- Overall_Cond 8 7.7970e+10 1.2474e+12 58617
- Total_Bsmt_SF 1 8.2125e+10 1.2516e+12 58641
- First_Flr_SF 1 1.0798e+11 1.2774e+12 58701
- Overall_Qual 9 1.1993e+11 1.2894e+12 58712
- Neighborhood 27 1.6023e+11 1.3297e+12 58766
- Second_Flr_SF 1 1.6095e+11 1.3304e+12 58820
- Misc_Feature 5 2.3776e+11 1.4072e+12 58976
- Roof_Matl 7 2.6986e+11 1.4393e+12 59038
Step: AIC=58442.4
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating_QC + Central_Air + First_Flr_SF +
Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath + Full_Bath +
Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Finish + Garage_Cars + Garage_Area + Garage_Qual +
Wood_Deck_SF + Enclosed_Porch + Three_season_porch + Screen_Porch +
Pool_QC + Misc_Feature + Mo_Sold + Year_Sold + Sale_Condition +
Latitude
Df Sum of Sq RSS AIC
- Garage_Qual 4 2.8732e+09 1.1725e+12 58442
- Lot_Frontage 1 4.8355e+08 1.1701e+12 58442
- Central_Air 1 5.6108e+08 1.1702e+12 58442
- Mo_Sold 1 5.7182e+08 1.1702e+12 58442
- Three_season_porch 1 7.6678e+08 1.1704e+12 58442
- TotRms_AbvGrd 1 7.9056e+08 1.1704e+12 58442
- BsmtFin_SF_2 1 7.9751e+08 1.1704e+12 58442
<none> 1.1696e+12 58442
- Foundation 5 4.0084e+09 1.1736e+12 58442
- House_Style 7 5.6983e+09 1.1753e+12 58443
- Enclosed_Porch 1 9.1170e+08 1.1705e+12 58443
- Bsmt_Full_Bath 1 9.7565e+08 1.1706e+12 58443
- Heating_QC 4 3.3792e+09 1.1730e+12 58443
- Lot_Shape 3 2.6795e+09 1.1723e+12 58443
- Garage_Finish 2 1.9171e+09 1.1715e+12 58443
- Year_Sold 1 1.2829e+09 1.1709e+12 58444
- Half_Bath 1 1.3135e+09 1.1709e+12 58444
- Wood_Deck_SF 1 1.8697e+09 1.1715e+12 58445
- Fireplace_Qu 5 5.3008e+09 1.1749e+12 58446
- Year_Remod_Add 1 2.2553e+09 1.1718e+12 58446
- Garage_Cars 1 2.3778e+09 1.1720e+12 58446
- Low_Qual_Fin_SF 1 3.1969e+09 1.1728e+12 58448
- Latitude 1 3.3696e+09 1.1730e+12 58449
- Exter_Qual 3 5.1508e+09 1.1747e+12 58449
- Lot_Config 4 6.0444e+09 1.1756e+12 58450
- Land_Contour 3 5.3140e+09 1.1749e+12 58450
- Full_Bath 1 3.7705e+09 1.1734e+12 58450
- BsmtFin_Type_2 6 7.9525e+09 1.1775e+12 58450
- Garage_Area 1 3.9542e+09 1.1735e+12 58450
- Kitchen_AbvGr 1 4.1718e+09 1.1738e+12 58451
- Street 1 4.2817e+09 1.1739e+12 58451
- BsmtFin_Type_1 5 8.9632e+09 1.1786e+12 58455
- Land_Slope 2 7.0071e+09 1.1766e+12 58456
- Mas_Vnr_Type 4 8.7398e+09 1.1783e+12 58456
- Bedroom_AbvGr 1 6.4778e+09 1.1761e+12 58457
- Exterior_1st 15 2.2620e+10 1.1922e+12 58469
- Mas_Vnr_Area 1 1.1479e+10 1.1811e+12 58469
- Fireplaces 1 1.2692e+10 1.1823e+12 58472
- Kitchen_Qual 4 1.5202e+10 1.1848e+12 58472
- Screen_Porch 1 1.4355e+10 1.1839e+12 58476
- Bsmt_Qual 4 1.8373e+10 1.1880e+12 58480
- Pool_QC 4 1.9422e+10 1.1890e+12 58483
- Condition_1 8 2.3205e+10 1.1928e+12 58484
- Functional 7 2.6078e+10 1.1957e+12 58493
- Lot_Area 1 2.4360e+10 1.1939e+12 58501
- Year_Built 1 2.7913e+10 1.1975e+12 58510
- Bsmt_Exposure 4 3.1389e+10 1.2010e+12 58512
- Sale_Condition 5 3.2947e+10 1.2025e+12 58514
- Bldg_Type 4 5.1435e+10 1.2210e+12 58561
- Bsmt_Unf_SF 1 5.2704e+10 1.2223e+12 58570
- Condition_2 7 5.8728e+10 1.2283e+12 58572
- Overall_Cond 8 7.7879e+10 1.2475e+12 58615
- Total_Bsmt_SF 1 8.2273e+10 1.2519e+12 58640
- First_Flr_SF 1 1.0845e+11 1.2780e+12 58700
- Overall_Qual 9 1.2027e+11 1.2899e+12 58711
- Neighborhood 27 1.6053e+11 1.3301e+12 58765
- Second_Flr_SF 1 1.6123e+11 1.3308e+12 58819
- Misc_Feature 5 2.3909e+11 1.4087e+12 58977
- Roof_Matl 7 2.7006e+11 1.4396e+12 59037
Step: AIC=58441.59
Sale_Price ~ Lot_Frontage + Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating_QC + Central_Air + First_Flr_SF +
Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath + Full_Bath +
Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Finish + Garage_Cars + Garage_Area + Wood_Deck_SF +
Enclosed_Porch + Three_season_porch + Screen_Porch + Pool_QC +
Misc_Feature + Mo_Sold + Year_Sold + Sale_Condition + Latitude
Df Sum of Sq RSS AIC
- Lot_Frontage 1 4.8882e+08 1.1730e+12 58441
- Central_Air 1 5.3181e+08 1.1730e+12 58441
- Mo_Sold 1 5.8589e+08 1.1730e+12 58441
- Foundation 5 3.8917e+09 1.1764e+12 58441
- TotRms_AbvGrd 1 7.5567e+08 1.1732e+12 58441
- Three_season_porch 1 7.7520e+08 1.1732e+12 58442
<none> 1.1725e+12 58442
- Enclosed_Porch 1 8.7488e+08 1.1733e+12 58442
- BsmtFin_SF_2 1 8.7814e+08 1.1733e+12 58442
- Bsmt_Full_Bath 1 8.8273e+08 1.1733e+12 58442
- House_Style 7 5.8474e+09 1.1783e+12 58442
- Heating_QC 4 3.5391e+09 1.1760e+12 58442
- Year_Sold 1 1.2614e+09 1.1737e+12 58443
- Lot_Shape 3 2.9151e+09 1.1754e+12 58443
- Half_Bath 1 1.3369e+09 1.1738e+12 58443
- Wood_Deck_SF 1 1.6804e+09 1.1741e+12 58444
- Garage_Cars 1 1.9751e+09 1.1744e+12 58445
- Fireplace_Qu 5 5.2726e+09 1.1777e+12 58445
- Garage_Finish 3 3.7968e+09 1.1763e+12 58445
- Year_Remod_Add 1 2.2403e+09 1.1747e+12 58445
- Latitude 1 3.2279e+09 1.1757e+12 58448
- Exter_Qual 3 4.8437e+09 1.1773e+12 58448
- Low_Qual_Fin_SF 1 3.5472e+09 1.1760e+12 58448
- BsmtFin_Type_2 6 7.7022e+09 1.1802e+12 58449
- Lot_Config 4 6.1223e+09 1.1786e+12 58449
- Land_Contour 3 5.4505e+09 1.1779e+12 58449
- Full_Bath 1 3.9223e+09 1.1764e+12 58449
- Kitchen_AbvGr 1 4.1059e+09 1.1766e+12 58450
- Street 1 4.3593e+09 1.1768e+12 58450
- Garage_Area 1 5.0213e+09 1.1775e+12 58452
- BsmtFin_Type_1 5 8.7482e+09 1.1812e+12 58453
- Land_Slope 2 7.0409e+09 1.1795e+12 58455
- Mas_Vnr_Type 4 8.6899e+09 1.1812e+12 58455
- Bedroom_AbvGr 1 6.7135e+09 1.1792e+12 58456
- Exterior_1st 15 2.2469e+10 1.1949e+12 58467
- Mas_Vnr_Area 1 1.1352e+10 1.1838e+12 58468
- Kitchen_Qual 4 1.5259e+10 1.1877e+12 58471
- Fireplaces 1 1.2901e+10 1.1854e+12 58472
- Screen_Porch 1 1.5157e+10 1.1876e+12 58477
- Bsmt_Qual 4 1.8141e+10 1.1906e+12 58479
- Condition_1 8 2.2870e+10 1.1953e+12 58482
- Pool_QC 4 2.0379e+10 1.1928e+12 58484
- Functional 7 2.6617e+10 1.1991e+12 58493
- Lot_Area 1 2.4078e+10 1.1965e+12 58499
- Year_Built 1 2.8160e+10 1.2006e+12 58509
- Bsmt_Exposure 4 3.1079e+10 1.2035e+12 58510
- Sale_Condition 5 3.3553e+10 1.2060e+12 58514
- Bldg_Type 4 5.0766e+10 1.2232e+12 58558
- Bsmt_Unf_SF 1 5.3391e+10 1.2259e+12 58570
- Condition_2 7 5.9450e+10 1.2319e+12 58573
- Overall_Cond 8 7.8803e+10 1.2513e+12 58616
- Total_Bsmt_SF 1 8.1424e+10 1.2539e+12 58636
- First_Flr_SF 1 1.1023e+11 1.2827e+12 58703
- Overall_Qual 9 1.2368e+11 1.2961e+12 58717
- Neighborhood 27 1.6008e+11 1.3325e+12 58763
- Second_Flr_SF 1 1.6171e+11 1.3342e+12 58818
- Misc_Feature 5 2.3925e+11 1.4117e+12 58976
- Roof_Matl 7 2.7605e+11 1.4485e+12 59047
Step: AIC=58440.81
Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating_QC + Central_Air + First_Flr_SF +
Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath + Full_Bath +
Half_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
TotRms_AbvGrd + Functional + Fireplaces + Fireplace_Qu +
Garage_Finish + Garage_Cars + Garage_Area + Wood_Deck_SF +
Enclosed_Porch + Three_season_porch + Screen_Porch + Pool_QC +
Misc_Feature + Mo_Sold + Year_Sold + Sale_Condition + Latitude
Df Sum of Sq RSS AIC
- Central_Air 1 5.1834e+08 1.1735e+12 58440
- Mo_Sold 1 5.8516e+08 1.1735e+12 58440
- Foundation 5 3.8043e+09 1.1768e+12 58440
- Three_season_porch 1 7.9909e+08 1.1738e+12 58441
<none> 1.1730e+12 58441
- TotRms_AbvGrd 1 8.1413e+08 1.1738e+12 58441
- Bsmt_Full_Bath 1 8.6530e+08 1.1738e+12 58441
- BsmtFin_SF_2 1 8.6773e+08 1.1738e+12 58441
- Enclosed_Porch 1 8.8877e+08 1.1738e+12 58441
- House_Style 7 5.8727e+09 1.1788e+12 58441
- Heating_QC 4 3.5775e+09 1.1765e+12 58442
- Year_Sold 1 1.2509e+09 1.1742e+12 58442
- Half_Bath 1 1.3261e+09 1.1743e+12 58442
- Wood_Deck_SF 1 1.6136e+09 1.1746e+12 58443
- Lot_Shape 3 3.2201e+09 1.1762e+12 58443
- Fireplace_Qu 5 5.2147e+09 1.1782e+12 58444
- Garage_Cars 1 2.0199e+09 1.1750e+12 58444
- Garage_Finish 3 3.7989e+09 1.1768e+12 58444
- Year_Remod_Add 1 2.3274e+09 1.1753e+12 58445
- Exter_Qual 3 4.7850e+09 1.1777e+12 58447
- Latitude 1 3.2058e+09 1.1762e+12 58447
- Lot_Config 4 5.8313e+09 1.1788e+12 58447
- Low_Qual_Fin_SF 1 3.5209e+09 1.1765e+12 58448
- BsmtFin_Type_2 6 7.7525e+09 1.1807e+12 58448
- Full_Bath 1 3.9304e+09 1.1769e+12 58449
- Land_Contour 3 5.7257e+09 1.1787e+12 58449
- Kitchen_AbvGr 1 4.1585e+09 1.1771e+12 58449
- Street 1 4.3061e+09 1.1773e+12 58450
- Garage_Area 1 5.0471e+09 1.1780e+12 58451
- BsmtFin_Type_1 5 8.7300e+09 1.1817e+12 58453
- Mas_Vnr_Type 4 8.6781e+09 1.1816e+12 58454
- Land_Slope 2 7.2182e+09 1.1802e+12 58455
- Bedroom_AbvGr 1 6.7566e+09 1.1797e+12 58456
- Exterior_1st 15 2.2507e+10 1.1955e+12 58467
- Mas_Vnr_Area 1 1.1412e+10 1.1844e+12 58467
- Fireplaces 1 1.2761e+10 1.1857e+12 58471
- Kitchen_Qual 4 1.5310e+10 1.1883e+12 58471
- Screen_Porch 1 1.5421e+10 1.1884e+12 58477
- Bsmt_Qual 4 1.8242e+10 1.1912e+12 58478
- Condition_1 8 2.2763e+10 1.1957e+12 58481
- Pool_QC 4 2.0798e+10 1.1937e+12 58484
- Functional 7 2.6533e+10 1.1995e+12 58492
- Lot_Area 1 2.4633e+10 1.1976e+12 58500
- Year_Built 1 2.7974e+10 1.2009e+12 58508
- Bsmt_Exposure 4 3.1589e+10 1.2045e+12 58511
- Sale_Condition 5 3.3660e+10 1.2066e+12 58514
- Bldg_Type 4 5.4455e+10 1.2274e+12 58566
- Bsmt_Unf_SF 1 5.3257e+10 1.2262e+12 58569
- Condition_2 7 5.9185e+10 1.2321e+12 58571
- Overall_Cond 8 7.8883e+10 1.2518e+12 58616
- Total_Bsmt_SF 1 8.1275e+10 1.2542e+12 58635
- First_Flr_SF 1 1.1060e+11 1.2835e+12 58703
- Overall_Qual 9 1.2410e+11 1.2971e+12 58717
- Neighborhood 27 1.6112e+11 1.3341e+12 58764
- Second_Flr_SF 1 1.6156e+11 1.3345e+12 58817
- Misc_Feature 5 2.3893e+11 1.4119e+12 58974
- Roof_Matl 7 2.7605e+11 1.4490e+12 59046
Step: AIC=58440.11
Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating_QC + First_Flr_SF + Second_Flr_SF +
Low_Qual_Fin_SF + Bsmt_Full_Bath + Full_Bath + Half_Bath +
Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd +
Functional + Fireplaces + Fireplace_Qu + Garage_Finish +
Garage_Cars + Garage_Area + Wood_Deck_SF + Enclosed_Porch +
Three_season_porch + Screen_Porch + Pool_QC + Misc_Feature +
Mo_Sold + Year_Sold + Sale_Condition + Latitude
Df Sum of Sq RSS AIC
- Mo_Sold 1 5.5982e+08 1.1740e+12 58440
- Foundation 5 3.8330e+09 1.1773e+12 58440
- Heating_QC 4 3.2028e+09 1.1767e+12 58440
<none> 1.1735e+12 58440
- Three_season_porch 1 8.0425e+08 1.1743e+12 58440
- TotRms_AbvGrd 1 8.2886e+08 1.1743e+12 58440
- Bsmt_Full_Bath 1 8.6018e+08 1.1743e+12 58440
- BsmtFin_SF_2 1 8.6358e+08 1.1743e+12 58440
- Enclosed_Porch 1 8.6845e+08 1.1743e+12 58440
- House_Style 7 5.9185e+09 1.1794e+12 58441
- Year_Sold 1 1.2542e+09 1.1747e+12 58441
- Half_Bath 1 1.2598e+09 1.1747e+12 58441
- Wood_Deck_SF 1 1.6116e+09 1.1751e+12 58442
- Lot_Shape 3 3.2216e+09 1.1767e+12 58442
- Fireplace_Qu 5 5.2299e+09 1.1787e+12 58443
- Garage_Cars 1 2.0385e+09 1.1755e+12 58443
- Year_Remod_Add 1 2.2741e+09 1.1757e+12 58444
- Garage_Finish 3 3.9776e+09 1.1774e+12 58444
- Latitude 1 3.1816e+09 1.1767e+12 58446
- Exter_Qual 3 4.9781e+09 1.1784e+12 58447
- Low_Qual_Fin_SF 1 3.4909e+09 1.1770e+12 58447
- Lot_Config 4 5.9348e+09 1.1794e+12 58447
- BsmtFin_Type_2 6 7.7573e+09 1.1812e+12 58447
- Full_Bath 1 3.9052e+09 1.1774e+12 58448
- Land_Contour 3 5.6298e+09 1.1791e+12 58448
- Kitchen_AbvGr 1 4.0416e+09 1.1775e+12 58448
- Street 1 4.2898e+09 1.1778e+12 58449
- Garage_Area 1 4.9487e+09 1.1784e+12 58450
- BsmtFin_Type_1 5 8.7735e+09 1.1822e+12 58452
- Mas_Vnr_Type 4 8.4702e+09 1.1819e+12 58453
- Land_Slope 2 7.1731e+09 1.1806e+12 58454
- Bedroom_AbvGr 1 6.9872e+09 1.1805e+12 58456
- Exterior_1st 15 2.2479e+10 1.1959e+12 58466
- Mas_Vnr_Area 1 1.1425e+10 1.1849e+12 58466
- Fireplaces 1 1.2665e+10 1.1861e+12 58470
- Kitchen_Qual 4 1.5491e+10 1.1890e+12 58471
- Screen_Porch 1 1.5298e+10 1.1888e+12 58476
- Bsmt_Qual 4 1.8239e+10 1.1917e+12 58477
- Condition_1 8 2.2542e+10 1.1960e+12 58480
- Pool_QC 4 2.0777e+10 1.1942e+12 58484
- Functional 7 2.6466e+10 1.1999e+12 58491
- Lot_Area 1 2.4435e+10 1.1979e+12 58498
- Year_Built 1 2.7472e+10 1.2009e+12 58506
- Bsmt_Exposure 4 3.1718e+10 1.2052e+12 58510
- Sale_Condition 5 3.3629e+10 1.2071e+12 58513
- Bldg_Type 4 5.4354e+10 1.2278e+12 58565
- Bsmt_Unf_SF 1 5.3285e+10 1.2268e+12 58568
- Condition_2 7 5.9328e+10 1.2328e+12 58571
- Overall_Cond 8 7.8411e+10 1.2519e+12 58614
- Total_Bsmt_SF 1 8.1429e+10 1.2549e+12 58635
- First_Flr_SF 1 1.1023e+11 1.2837e+12 58701
- Overall_Qual 9 1.2449e+11 1.2980e+12 58718
- Neighborhood 27 1.6120e+11 1.3347e+12 58763
- Second_Flr_SF 1 1.6166e+11 1.3351e+12 58816
- Misc_Feature 5 2.3882e+11 1.4123e+12 58973
- Roof_Matl 7 2.7599e+11 1.4495e+12 59045
Step: AIC=58439.51
Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Foundation + Bsmt_Qual + Bsmt_Exposure +
BsmtFin_Type_1 + BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF +
Total_Bsmt_SF + Heating_QC + First_Flr_SF + Second_Flr_SF +
Low_Qual_Fin_SF + Bsmt_Full_Bath + Full_Bath + Half_Bath +
Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd +
Functional + Fireplaces + Fireplace_Qu + Garage_Finish +
Garage_Cars + Garage_Area + Wood_Deck_SF + Enclosed_Porch +
Three_season_porch + Screen_Porch + Pool_QC + Misc_Feature +
Year_Sold + Sale_Condition + Latitude
Df Sum of Sq RSS AIC
- Foundation 5 3.8799e+09 1.1779e+12 58439
- Three_season_porch 1 7.7205e+08 1.1748e+12 58439
<none> 1.1740e+12 58440
- Heating_QC 4 3.2105e+09 1.1772e+12 58440
- Bsmt_Full_Bath 1 8.3843e+08 1.1749e+12 58440
- BsmtFin_SF_2 1 8.4657e+08 1.1749e+12 58440
- TotRms_AbvGrd 1 8.6871e+08 1.1749e+12 58440
- Enclosed_Porch 1 8.8057e+08 1.1749e+12 58440
- Year_Sold 1 1.0403e+09 1.1751e+12 58440
- House_Style 7 5.8902e+09 1.1799e+12 58440
- Half_Bath 1 1.2892e+09 1.1753e+12 58441
- Lot_Shape 3 3.1556e+09 1.1772e+12 58441
- Wood_Deck_SF 1 1.5694e+09 1.1756e+12 58441
- Garage_Cars 1 1.9837e+09 1.1760e+12 58442
- Fireplace_Qu 5 5.2201e+09 1.1792e+12 58443
- Year_Remod_Add 1 2.2718e+09 1.1763e+12 58443
- Garage_Finish 3 3.9226e+09 1.1780e+12 58443
- Latitude 1 3.1752e+09 1.1772e+12 58445
- Exter_Qual 3 4.9421e+09 1.1790e+12 58446
- Low_Qual_Fin_SF 1 3.4345e+09 1.1775e+12 58446
- Lot_Config 4 6.0046e+09 1.1800e+12 58446
- BsmtFin_Type_2 6 7.7132e+09 1.1817e+12 58447
- Full_Bath 1 3.8809e+09 1.1779e+12 58447
- Land_Contour 3 5.7022e+09 1.1797e+12 58448
- Kitchen_AbvGr 1 4.1053e+09 1.1781e+12 58448
- Street 1 4.2814e+09 1.1783e+12 58448
- Garage_Area 1 4.9874e+09 1.1790e+12 58450
- BsmtFin_Type_1 5 8.7632e+09 1.1828e+12 58451
- Mas_Vnr_Type 4 8.6457e+09 1.1827e+12 58453
- Land_Slope 2 7.3300e+09 1.1814e+12 58454
- Bedroom_AbvGr 1 7.2391e+09 1.1813e+12 58456
- Exterior_1st 15 2.2518e+10 1.1965e+12 58465
- Mas_Vnr_Area 1 1.1645e+10 1.1857e+12 58466
- Fireplaces 1 1.2544e+10 1.1866e+12 58469
- Kitchen_Qual 4 1.5424e+10 1.1895e+12 58470
- Screen_Porch 1 1.5168e+10 1.1892e+12 58475
- Bsmt_Qual 4 1.8291e+10 1.1923e+12 58477
- Condition_1 8 2.2401e+10 1.1964e+12 58479
- Pool_QC 4 2.1048e+10 1.1951e+12 58484
- Functional 7 2.6434e+10 1.2005e+12 58491
- Lot_Area 1 2.4581e+10 1.1986e+12 58498
- Year_Built 1 2.7478e+10 1.2015e+12 58505
- Bsmt_Exposure 4 3.1672e+10 1.2057e+12 58510
- Sale_Condition 5 3.3454e+10 1.2075e+12 58512
- Bldg_Type 4 5.4266e+10 1.2283e+12 58564
- Bsmt_Unf_SF 1 5.3091e+10 1.2271e+12 58567
- Condition_2 7 5.9539e+10 1.2336e+12 58570
- Overall_Cond 8 7.8540e+10 1.2526e+12 58613
- Total_Bsmt_SF 1 8.1971e+10 1.2560e+12 58635
- First_Flr_SF 1 1.0986e+11 1.2839e+12 58700
- Overall_Qual 9 1.2465e+11 1.2987e+12 58717
- Neighborhood 27 1.6075e+11 1.3348e+12 58761
- Second_Flr_SF 1 1.6162e+11 1.3357e+12 58815
- Misc_Feature 5 2.3997e+11 1.4140e+12 58974
- Roof_Matl 7 2.7584e+11 1.4499e+12 59044
Step: AIC=58439.17
Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 +
BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF +
Heating_QC + First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF +
Bsmt_Full_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Finish + Garage_Cars +
Garage_Area + Wood_Deck_SF + Enclosed_Porch + Three_season_porch +
Screen_Porch + Pool_QC + Misc_Feature + Year_Sold + Sale_Condition +
Latitude
Df Sum of Sq RSS AIC
- Three_season_porch 1 5.4698e+08 1.1785e+12 58439
- House_Style 7 5.6009e+09 1.1835e+12 58439
<none> 1.1779e+12 58439
- BsmtFin_SF_2 1 8.1269e+08 1.1787e+12 58439
- Enclosed_Porch 1 9.4884e+08 1.1789e+12 58440
- TotRms_AbvGrd 1 9.5399e+08 1.1789e+12 58440
- Bsmt_Full_Bath 1 9.6666e+08 1.1789e+12 58440
- Year_Sold 1 1.0023e+09 1.1789e+12 58440
- Heating_QC 4 3.5629e+09 1.1815e+12 58440
- Half_Bath 1 1.2688e+09 1.1792e+12 58440
- Wood_Deck_SF 1 1.6430e+09 1.1796e+12 58441
- Lot_Shape 3 3.3862e+09 1.1813e+12 58442
- Fireplace_Qu 5 5.1670e+09 1.1831e+12 58442
- Garage_Cars 1 2.1506e+09 1.1801e+12 58443
- Garage_Finish 3 3.9723e+09 1.1819e+12 58443
- Year_Remod_Add 1 2.4092e+09 1.1803e+12 58443
- Latitude 1 2.9286e+09 1.1808e+12 58444
- Lot_Config 4 5.7558e+09 1.1837e+12 58445
- Exter_Qual 3 5.0073e+09 1.1829e+12 58446
- Low_Qual_Fin_SF 1 3.4542e+09 1.1814e+12 58446
- Kitchen_AbvGr 1 3.7789e+09 1.1817e+12 58447
- Street 1 3.8884e+09 1.1818e+12 58447
- BsmtFin_Type_2 6 7.9302e+09 1.1858e+12 58447
- Full_Bath 1 4.1408e+09 1.1821e+12 58447
- Land_Contour 3 6.0998e+09 1.1840e+12 58448
- Garage_Area 1 4.9772e+09 1.1829e+12 58450
- Land_Slope 2 6.8688e+09 1.1848e+12 58452
- Mas_Vnr_Type 4 8.7328e+09 1.1866e+12 58453
- BsmtFin_Type_1 5 9.6931e+09 1.1876e+12 58453
- Bedroom_AbvGr 1 7.1625e+09 1.1851e+12 58455
- Mas_Vnr_Area 1 1.1670e+10 1.1896e+12 58466
- Exterior_1st 15 2.3204e+10 1.2011e+12 58466
- Fireplaces 1 1.2460e+10 1.1904e+12 58468
- Kitchen_Qual 4 1.5323e+10 1.1932e+12 58469
- Screen_Porch 1 1.5193e+10 1.1931e+12 58475
- Bsmt_Qual 4 1.8962e+10 1.1969e+12 58478
- Condition_1 8 2.2819e+10 1.2007e+12 58479
- Pool_QC 4 2.1006e+10 1.1989e+12 58483
- Functional 7 2.6505e+10 1.2044e+12 58490
- Lot_Area 1 2.3924e+10 1.2018e+12 58496
- Bsmt_Exposure 4 3.1178e+10 1.2091e+12 58508
- Sale_Condition 5 3.3720e+10 1.2116e+12 58512
- Year_Built 1 3.0485e+10 1.2084e+12 58512
- Bldg_Type 4 5.4056e+10 1.2320e+12 58563
- Bsmt_Unf_SF 1 5.2430e+10 1.2303e+12 58565
- Condition_2 7 5.9404e+10 1.2373e+12 58569
- Overall_Cond 8 7.8608e+10 1.2565e+12 58612
- Total_Bsmt_SF 1 8.3998e+10 1.2619e+12 58639
- First_Flr_SF 1 1.0858e+11 1.2865e+12 58696
- Overall_Qual 9 1.2451e+11 1.3024e+12 58716
- Neighborhood 27 1.6353e+11 1.3414e+12 58766
- Second_Flr_SF 1 1.6073e+11 1.3386e+12 58812
- Misc_Feature 5 2.3955e+11 1.4175e+12 58972
- Roof_Matl 7 2.7519e+11 1.4531e+12 59040
Step: AIC=58438.53
Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
House_Style + Overall_Qual + Overall_Cond + Year_Built +
Year_Remod_Add + Roof_Matl + Exterior_1st + Mas_Vnr_Type +
Mas_Vnr_Area + Exter_Qual + Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 +
BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF +
Heating_QC + First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF +
Bsmt_Full_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Finish + Garage_Cars +
Garage_Area + Wood_Deck_SF + Enclosed_Porch + Screen_Porch +
Pool_QC + Misc_Feature + Year_Sold + Sale_Condition + Latitude
Df Sum of Sq RSS AIC
- House_Style 7 5.6063e+09 1.1841e+12 58438
<none> 1.1785e+12 58439
- BsmtFin_SF_2 1 8.7774e+08 1.1793e+12 58439
- Enclosed_Porch 1 8.9648e+08 1.1794e+12 58439
- TotRms_AbvGrd 1 9.1645e+08 1.1794e+12 58439
- Year_Sold 1 9.7750e+08 1.1794e+12 58439
- Bsmt_Full_Bath 1 9.7928e+08 1.1794e+12 58439
- Heating_QC 4 3.6131e+09 1.1821e+12 58440
- Half_Bath 1 1.2485e+09 1.1797e+12 58440
- Wood_Deck_SF 1 1.5976e+09 1.1801e+12 58441
- Lot_Shape 3 3.3738e+09 1.1818e+12 58441
- Fireplace_Qu 5 5.1065e+09 1.1836e+12 58441
- Garage_Cars 1 2.1524e+09 1.1806e+12 58442
- Garage_Finish 3 3.9218e+09 1.1824e+12 58442
- Year_Remod_Add 1 2.4441e+09 1.1809e+12 58443
- Latitude 1 2.8157e+09 1.1813e+12 58444
- Lot_Config 4 5.7080e+09 1.1842e+12 58445
- Low_Qual_Fin_SF 1 3.4938e+09 1.1820e+12 58445
- Exter_Qual 3 5.2112e+09 1.1837e+12 58445
- Kitchen_AbvGr 1 3.7858e+09 1.1822e+12 58446
- BsmtFin_Type_2 6 7.8800e+09 1.1863e+12 58446
- Street 1 3.9167e+09 1.1824e+12 58446
- Full_Bath 1 4.1727e+09 1.1826e+12 58447
- Land_Contour 3 6.0385e+09 1.1845e+12 58448
- Garage_Area 1 5.0325e+09 1.1835e+12 58449
- Land_Slope 2 6.8372e+09 1.1853e+12 58451
- Mas_Vnr_Type 4 8.6697e+09 1.1871e+12 58452
- BsmtFin_Type_1 5 9.5958e+09 1.1881e+12 58452
- Bedroom_AbvGr 1 7.3628e+09 1.1858e+12 58455
- Mas_Vnr_Area 1 1.1660e+10 1.1901e+12 58465
- Exterior_1st 15 2.3151e+10 1.2016e+12 58466
- Fireplaces 1 1.2267e+10 1.1907e+12 58467
- Kitchen_Qual 4 1.5485e+10 1.1939e+12 58469
- Screen_Porch 1 1.4921e+10 1.1934e+12 58473
- Bsmt_Qual 4 1.9048e+10 1.1975e+12 58478
- Condition_1 8 2.2747e+10 1.2012e+12 58479
- Pool_QC 4 2.1003e+10 1.1995e+12 58482
- Functional 7 2.6422e+10 1.2049e+12 58489
- Lot_Area 1 2.3956e+10 1.2024e+12 58495
- Bsmt_Exposure 4 3.1251e+10 1.2097e+12 58507
- Year_Built 1 3.0478e+10 1.2089e+12 58511
- Sale_Condition 5 3.3815e+10 1.2123e+12 58511
- Bldg_Type 4 5.4107e+10 1.2326e+12 58562
- Bsmt_Unf_SF 1 5.2437e+10 1.2309e+12 58564
- Condition_2 7 5.9942e+10 1.2384e+12 58570
- Overall_Cond 8 7.8999e+10 1.2575e+12 58613
- Total_Bsmt_SF 1 8.4255e+10 1.2627e+12 58639
- First_Flr_SF 1 1.0905e+11 1.2875e+12 58696
- Overall_Qual 9 1.2396e+11 1.3024e+12 58714
- Neighborhood 27 1.6309e+11 1.3415e+12 58764
- Second_Flr_SF 1 1.6136e+11 1.3398e+12 58813
- Misc_Feature 5 2.4007e+11 1.4185e+12 58972
- Roof_Matl 7 2.7553e+11 1.4540e+12 59040
Step: AIC=58438.44
Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
Overall_Qual + Overall_Cond + Year_Built + Year_Remod_Add +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 +
BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF +
Heating_QC + First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF +
Bsmt_Full_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + TotRms_AbvGrd + Functional +
Fireplaces + Fireplace_Qu + Garage_Finish + Garage_Cars +
Garage_Area + Wood_Deck_SF + Enclosed_Porch + Screen_Porch +
Pool_QC + Misc_Feature + Year_Sold + Sale_Condition + Latitude
Df Sum of Sq RSS AIC
- TotRms_AbvGrd 1 5.4799e+08 1.1846e+12 58438
- Half_Bath 1 6.2843e+08 1.1847e+12 58438
<none> 1.1841e+12 58438
- BsmtFin_SF_2 1 8.1608e+08 1.1849e+12 58438
- Year_Sold 1 9.5060e+08 1.1850e+12 58439
- Heating_QC 4 3.4930e+09 1.1876e+12 58439
- Bsmt_Full_Bath 1 1.1036e+09 1.1852e+12 58439
- Enclosed_Porch 1 1.1437e+09 1.1852e+12 58439
- Wood_Deck_SF 1 1.7141e+09 1.1858e+12 58441
- Lot_Shape 3 3.3438e+09 1.1874e+12 58441
- Fireplace_Qu 5 5.3631e+09 1.1894e+12 58442
- Garage_Cars 1 2.2511e+09 1.1863e+12 58442
- Low_Qual_Fin_SF 1 2.2707e+09 1.1863e+12 58442
- Year_Remod_Add 1 2.5048e+09 1.1866e+12 58443
- Garage_Finish 3 4.2975e+09 1.1884e+12 58443
- Latitude 1 2.9172e+09 1.1870e+12 58444
- Lot_Config 4 5.4518e+09 1.1895e+12 58444
- Exter_Qual 3 5.0482e+09 1.1891e+12 58445
- Kitchen_AbvGr 1 3.5685e+09 1.1876e+12 58445
- BsmtFin_Type_2 6 7.8121e+09 1.1919e+12 58446
- Street 1 3.9308e+09 1.1880e+12 58446
- Land_Contour 3 5.8572e+09 1.1899e+12 58447
- Full_Bath 1 4.2959e+09 1.1884e+12 58447
- Garage_Area 1 4.9776e+09 1.1890e+12 58449
- BsmtFin_Type_1 5 9.1638e+09 1.1932e+12 58451
- Land_Slope 2 6.9091e+09 1.1910e+12 58451
- Mas_Vnr_Type 4 8.5482e+09 1.1926e+12 58452
- Bedroom_AbvGr 1 7.6863e+09 1.1917e+12 58455
- Mas_Vnr_Area 1 1.1957e+10 1.1960e+12 58466
- Exterior_1st 15 2.3679e+10 1.2077e+12 58466
- Fireplaces 1 1.2226e+10 1.1963e+12 58467
- Kitchen_Qual 4 1.5526e+10 1.1996e+12 58469
- Screen_Porch 1 1.5328e+10 1.1994e+12 58474
- Condition_1 8 2.2621e+10 1.2067e+12 58478
- Bsmt_Qual 4 2.0492e+10 1.2046e+12 58481
- Pool_QC 4 2.2152e+10 1.2062e+12 58485
- Functional 7 2.7525e+10 1.2116e+12 58492
- Lot_Area 1 2.3477e+10 1.2075e+12 58494
- Bsmt_Exposure 4 3.1467e+10 1.2155e+12 58507
- Sale_Condition 5 3.3801e+10 1.2179e+12 58511
- Year_Built 1 3.3810e+10 1.2179e+12 58519
- Bsmt_Unf_SF 1 5.1138e+10 1.2352e+12 58560
- Bldg_Type 4 5.5288e+10 1.2394e+12 58564
- Condition_2 7 5.9901e+10 1.2440e+12 58569
- Overall_Cond 8 7.9477e+10 1.2635e+12 58613
- Total_Bsmt_SF 1 9.2139e+10 1.2762e+12 58656
- Overall_Qual 9 1.2379e+11 1.3079e+12 58712
- First_Flr_SF 1 1.2191e+11 1.3060e+12 58724
- Neighborhood 27 1.6314e+11 1.3472e+12 58763
- Second_Flr_SF 1 2.1532e+11 1.3994e+12 58926
- Misc_Feature 5 2.4523e+11 1.4293e+12 58980
- Roof_Matl 7 2.8409e+11 1.4682e+12 59055
Step: AIC=58437.8
Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
Overall_Qual + Overall_Cond + Year_Built + Year_Remod_Add +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 +
BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF +
Heating_QC + First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF +
Bsmt_Full_Bath + Full_Bath + Half_Bath + Bedroom_AbvGr +
Kitchen_AbvGr + Kitchen_Qual + Functional + Fireplaces +
Fireplace_Qu + Garage_Finish + Garage_Cars + Garage_Area +
Wood_Deck_SF + Enclosed_Porch + Screen_Porch + Pool_QC +
Misc_Feature + Year_Sold + Sale_Condition + Latitude
Df Sum of Sq RSS AIC
- Half_Bath 1 6.1750e+08 1.1852e+12 58437
<none> 1.1846e+12 58438
- BsmtFin_SF_2 1 8.2131e+08 1.1854e+12 58438
- Year_Sold 1 9.7098e+08 1.1856e+12 58438
- Heating_QC 4 3.5242e+09 1.1881e+12 58438
- Enclosed_Porch 1 1.1238e+09 1.1857e+12 58439
- Bsmt_Full_Bath 1 1.1239e+09 1.1857e+12 58439
- Wood_Deck_SF 1 1.6969e+09 1.1863e+12 58440
- Lot_Shape 3 3.3523e+09 1.1880e+12 58440
- Fireplace_Qu 5 5.2350e+09 1.1898e+12 58441
- Garage_Cars 1 2.3574e+09 1.1870e+12 58442
- Garage_Finish 3 4.2022e+09 1.1888e+12 58442
- Year_Remod_Add 1 2.5983e+09 1.1872e+12 58442
- Low_Qual_Fin_SF 1 2.7773e+09 1.1874e+12 58443
- Latitude 1 3.0089e+09 1.1876e+12 58443
- Lot_Config 4 5.4998e+09 1.1901e+12 58443
- Kitchen_AbvGr 1 3.1193e+09 1.1877e+12 58444
- Exter_Qual 3 5.1625e+09 1.1898e+12 58445
- BsmtFin_Type_2 6 7.8663e+09 1.1925e+12 58445
- Street 1 3.9484e+09 1.1886e+12 58446
- Full_Bath 1 4.1184e+09 1.1887e+12 58446
- Land_Contour 3 5.9496e+09 1.1906e+12 58446
- Garage_Area 1 4.7987e+09 1.1894e+12 58448
- BsmtFin_Type_1 5 9.2904e+09 1.1939e+12 58451
- Land_Slope 2 6.9449e+09 1.1916e+12 58451
- Mas_Vnr_Type 4 8.6788e+09 1.1933e+12 58451
- Bedroom_AbvGr 1 7.2729e+09 1.1919e+12 58454
- Mas_Vnr_Area 1 1.1905e+10 1.1965e+12 58465
- Fireplaces 1 1.2027e+10 1.1966e+12 58465
- Exterior_1st 15 2.3623e+10 1.2082e+12 58466
- Kitchen_Qual 4 1.5550e+10 1.2002e+12 58468
- Screen_Porch 1 1.5198e+10 1.1998e+12 58473
- Condition_1 8 2.2875e+10 1.2075e+12 58478
- Bsmt_Qual 4 2.0492e+10 1.2051e+12 58480
- Pool_QC 4 2.1718e+10 1.2063e+12 58483
- Functional 7 2.7337e+10 1.2119e+12 58491
- Lot_Area 1 2.3573e+10 1.2082e+12 58494
- Bsmt_Exposure 4 3.1440e+10 1.2161e+12 58507
- Sale_Condition 5 3.3987e+10 1.2186e+12 58511
- Year_Built 1 3.3467e+10 1.2181e+12 58517
- Bsmt_Unf_SF 1 5.0969e+10 1.2356e+12 58559
- Condition_2 7 6.0250e+10 1.2449e+12 58569
- Bldg_Type 4 5.8935e+10 1.2435e+12 58572
- Overall_Cond 8 7.9181e+10 1.2638e+12 58611
- Total_Bsmt_SF 1 9.1732e+10 1.2763e+12 58654
- Overall_Qual 9 1.2484e+11 1.3095e+12 58713
- Neighborhood 27 1.6327e+11 1.3479e+12 58762
- First_Flr_SF 1 1.4598e+11 1.3306e+12 58776
- Misc_Feature 5 2.4482e+11 1.4294e+12 58978
- Roof_Matl 7 2.8511e+11 1.4697e+12 59056
- Second_Flr_SF 1 2.8403e+11 1.4686e+12 59066
Step: AIC=58437.32
Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
Overall_Qual + Overall_Cond + Year_Built + Year_Remod_Add +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 +
BsmtFin_Type_2 + BsmtFin_SF_2 + Bsmt_Unf_SF + Total_Bsmt_SF +
Heating_QC + First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF +
Bsmt_Full_Bath + Full_Bath + Bedroom_AbvGr + Kitchen_AbvGr +
Kitchen_Qual + Functional + Fireplaces + Fireplace_Qu + Garage_Finish +
Garage_Cars + Garage_Area + Wood_Deck_SF + Enclosed_Porch +
Screen_Porch + Pool_QC + Misc_Feature + Year_Sold + Sale_Condition +
Latitude
Df Sum of Sq RSS AIC
- BsmtFin_SF_2 1 7.6144e+08 1.1860e+12 58437
<none> 1.1852e+12 58437
- Year_Sold 1 9.2283e+08 1.1862e+12 58438
- Bsmt_Full_Bath 1 1.0767e+09 1.1863e+12 58438
- Heating_QC 4 3.5464e+09 1.1888e+12 58438
- Enclosed_Porch 1 1.1331e+09 1.1864e+12 58438
- Lot_Shape 3 3.3042e+09 1.1885e+12 58439
- Wood_Deck_SF 1 1.7204e+09 1.1869e+12 58440
- Fireplace_Qu 5 5.2053e+09 1.1904e+12 58440
- Garage_Cars 1 2.5448e+09 1.1878e+12 58442
- Year_Remod_Add 1 2.6405e+09 1.1879e+12 58442
- Garage_Finish 3 4.2850e+09 1.1895e+12 58442
- Low_Qual_Fin_SF 1 2.8283e+09 1.1881e+12 58442
- Lot_Config 4 5.4335e+09 1.1907e+12 58443
- Latitude 1 3.0171e+09 1.1882e+12 58443
- Kitchen_AbvGr 1 3.1652e+09 1.1884e+12 58443
- Full_Bath 1 3.5020e+09 1.1887e+12 58444
- Exter_Qual 3 5.1569e+09 1.1904e+12 58444
- BsmtFin_Type_2 6 7.8422e+09 1.1931e+12 58445
- Street 1 3.9187e+09 1.1891e+12 58445
- Land_Contour 3 5.9946e+09 1.1912e+12 58446
- Garage_Area 1 4.6706e+09 1.1899e+12 58447
- BsmtFin_Type_1 5 9.1964e+09 1.1944e+12 58450
- Land_Slope 2 7.0105e+09 1.1922e+12 58451
- Mas_Vnr_Type 4 8.6548e+09 1.1939e+12 58451
- Bedroom_AbvGr 1 7.4684e+09 1.1927e+12 58454
- Mas_Vnr_Area 1 1.2171e+10 1.1974e+12 58465
- Fireplaces 1 1.2279e+10 1.1975e+12 58466
- Exterior_1st 15 2.3799e+10 1.2090e+12 58466
- Kitchen_Qual 4 1.5809e+10 1.2010e+12 58468
- Screen_Porch 1 1.5279e+10 1.2005e+12 58473
- Condition_1 8 2.3002e+10 1.2082e+12 58478
- Bsmt_Qual 4 2.0564e+10 1.2058e+12 58480
- Pool_QC 4 2.1517e+10 1.2067e+12 58482
- Functional 7 2.7491e+10 1.2127e+12 58491
- Lot_Area 1 2.3626e+10 1.2089e+12 58493
- Bsmt_Exposure 4 3.0958e+10 1.2162e+12 58505
- Sale_Condition 5 3.4200e+10 1.2194e+12 58511
- Year_Built 1 3.5856e+10 1.2211e+12 58523
- Bsmt_Unf_SF 1 5.1572e+10 1.2368e+12 58560
- Condition_2 7 6.0802e+10 1.2460e+12 58570
- Bldg_Type 4 5.8852e+10 1.2441e+12 58571
- Overall_Cond 8 7.8830e+10 1.2641e+12 58610
- Total_Bsmt_SF 1 9.1337e+10 1.2766e+12 58653
- Overall_Qual 9 1.2475e+11 1.3100e+12 58713
- Neighborhood 27 1.6283e+11 1.3481e+12 58761
- First_Flr_SF 1 1.5031e+11 1.3355e+12 58785
- Misc_Feature 5 2.4479e+11 1.4300e+12 58977
- Roof_Matl 7 2.8514e+11 1.4704e+12 59055
- Second_Flr_SF 1 4.0189e+11 1.5871e+12 59291
Step: AIC=58437.2
Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour + Lot_Config +
Land_Slope + Neighborhood + Condition_1 + Condition_2 + Bldg_Type +
Overall_Qual + Overall_Cond + Year_Built + Year_Remod_Add +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 +
BsmtFin_Type_2 + Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Full_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
Functional + Fireplaces + Fireplace_Qu + Garage_Finish +
Garage_Cars + Garage_Area + Wood_Deck_SF + Enclosed_Porch +
Screen_Porch + Pool_QC + Misc_Feature + Year_Sold + Sale_Condition +
Latitude
Df Sum of Sq RSS AIC
<none> 1.1860e+12 58437
- Year_Sold 1 9.0064e+08 1.1869e+12 58437
- Heating_QC 4 3.4788e+09 1.1895e+12 58438
- Bsmt_Full_Bath 1 1.0927e+09 1.1871e+12 58438
- Enclosed_Porch 1 1.1152e+09 1.1871e+12 58438
- Wood_Deck_SF 1 1.6694e+09 1.1877e+12 58439
- Lot_Shape 3 3.3555e+09 1.1893e+12 58439
- Fireplace_Qu 5 5.2362e+09 1.1912e+12 58440
- Garage_Cars 1 2.5123e+09 1.1885e+12 58441
- Year_Remod_Add 1 2.5957e+09 1.1886e+12 58442
- Garage_Finish 3 4.2343e+09 1.1902e+12 58442
- Low_Qual_Fin_SF 1 2.8138e+09 1.1888e+12 58442
- Latitude 1 2.9702e+09 1.1890e+12 58443
- Lot_Config 4 5.6228e+09 1.1916e+12 58443
- Kitchen_AbvGr 1 3.2340e+09 1.1892e+12 58443
- Full_Bath 1 3.5482e+09 1.1895e+12 58444
- Exter_Qual 3 5.2198e+09 1.1912e+12 58444
- Street 1 3.9162e+09 1.1899e+12 58445
- Land_Contour 3 6.0072e+09 1.1920e+12 58446
- Garage_Area 1 4.7592e+09 1.1907e+12 58447
- BsmtFin_Type_2 6 9.9125e+09 1.1959e+12 58450
- Mas_Vnr_Type 4 8.6858e+09 1.1947e+12 58451
- Land_Slope 2 7.0562e+09 1.1930e+12 58451
- BsmtFin_Type_1 5 9.5368e+09 1.1955e+12 58451
- Bedroom_AbvGr 1 7.5472e+09 1.1935e+12 58454
- Exterior_1st 15 2.3502e+10 1.2095e+12 58465
- Mas_Vnr_Area 1 1.2264e+10 1.1983e+12 58465
- Fireplaces 1 1.2496e+10 1.1985e+12 58466
- Kitchen_Qual 4 1.6022e+10 1.2020e+12 58469
- Screen_Porch 1 1.5148e+10 1.2011e+12 58472
- Condition_1 8 2.2721e+10 1.2087e+12 58477
- Bsmt_Qual 4 2.0643e+10 1.2066e+12 58480
- Pool_QC 4 2.1744e+10 1.2077e+12 58482
- Functional 7 2.7344e+10 1.2133e+12 58490
- Lot_Area 1 2.3507e+10 1.2095e+12 58493
- Bsmt_Exposure 4 3.0765e+10 1.2168e+12 58504
- Sale_Condition 5 3.4234e+10 1.2202e+12 58511
- Year_Built 1 3.5735e+10 1.2217e+12 58522
- Bsmt_Unf_SF 1 5.1026e+10 1.2370e+12 58559
- Condition_2 7 6.0686e+10 1.2467e+12 58569
- Bldg_Type 4 5.8866e+10 1.2449e+12 58571
- Overall_Cond 8 7.9351e+10 1.2653e+12 58611
- Total_Bsmt_SF 1 9.0671e+10 1.2767e+12 58651
- Overall_Qual 9 1.2477e+11 1.3108e+12 58712
- Neighborhood 27 1.6270e+11 1.3487e+12 58760
- First_Flr_SF 1 1.4992e+11 1.3359e+12 58784
- Misc_Feature 5 2.4405e+11 1.4300e+12 58975
- Roof_Matl 7 2.8441e+11 1.4704e+12 59053
- Second_Flr_SF 1 4.0151e+11 1.5875e+12 59290
Call:
lm(formula = Sale_Price ~ Lot_Area + Street + Lot_Shape + Land_Contour +
Lot_Config + Land_Slope + Neighborhood + Condition_1 + Condition_2 +
Bldg_Type + Overall_Qual + Overall_Cond + Year_Built + Year_Remod_Add +
Roof_Matl + Exterior_1st + Mas_Vnr_Type + Mas_Vnr_Area +
Exter_Qual + Bsmt_Qual + Bsmt_Exposure + BsmtFin_Type_1 +
BsmtFin_Type_2 + Bsmt_Unf_SF + Total_Bsmt_SF + Heating_QC +
First_Flr_SF + Second_Flr_SF + Low_Qual_Fin_SF + Bsmt_Full_Bath +
Full_Bath + Bedroom_AbvGr + Kitchen_AbvGr + Kitchen_Qual +
Functional + Fireplaces + Fireplace_Qu + Garage_Finish +
Garage_Cars + Garage_Area + Wood_Deck_SF + Enclosed_Porch +
Screen_Porch + Pool_QC + Misc_Feature + Year_Sold + Sale_Condition +
Latitude, data = clean_df)
Residuals:
Min 1Q Median 3Q Max
-303379 -9424 152 9032 147539
Coefficients: (1 not defined because of singularities)
Estimate Std. Error
(Intercept) -1.447e+07 5.133e+06
Lot_Area 5.413e-01 7.338e-02
StreetPave 2.059e+04 6.839e+03
Lot_ShapeSlightly_Irregular -1.746e+03 9.963e+02
Lot_ShapeModerately_Irregular 4.281e+03 2.695e+03
Lot_ShapeIrregular 3.688e+03 5.731e+03
Land_ContourHLS 7.172e+03 3.069e+03
Land_ContourLow -6.194e+03 3.987e+03
Land_ContourLvl 3.745e+03 2.251e+03
Lot_ConfigCulDSac 3.846e+03 1.995e+03
Lot_ConfigFR2 -6.576e+03 2.607e+03
Lot_ConfigFR3 -4.060e+03 5.786e+03
Lot_ConfigInside -2.569e+02 1.088e+03
Land_SlopeMod 5.598e+03 2.433e+03
Land_SlopeSev -2.027e+04 7.094e+03
NeighborhoodCollege_Creek 1.117e+04 3.731e+03
NeighborhoodOld_Town -2.465e+03 2.623e+03
NeighborhoodEdwards 2.256e+03 3.161e+03
NeighborhoodSomerset 1.680e+04 2.895e+03
NeighborhoodNorthridge_Heights 2.043e+04 3.624e+03
NeighborhoodGilbert -2.224e+03 3.464e+03
NeighborhoodSawyer 7.086e+03 2.470e+03
NeighborhoodNorthwest_Ames -3.311e+03 2.597e+03
NeighborhoodSawyer_West 6.351e+03 2.879e+03
NeighborhoodMitchell 1.361e+04 6.693e+03
NeighborhoodBrookside 8.850e+03 2.875e+03
NeighborhoodCrawford 2.855e+04 4.180e+03
NeighborhoodIowa_DOT_and_Rail_Road 3.770e+03 3.736e+03
NeighborhoodTimberland 1.967e+04 6.541e+03
NeighborhoodNorthridge 3.159e+04 3.756e+03
NeighborhoodStone_Brook 3.866e+04 4.530e+03
NeighborhoodSouth_and_West_of_Iowa_State_University 8.574e+03 4.419e+03
NeighborhoodClear_Creek 9.740e+03 4.326e+03
NeighborhoodMeadow_Village 1.779e+04 7.847e+03
NeighborhoodBriardale 1.024e+04 5.284e+03
NeighborhoodBloomington_Heights 8.845e+03 5.606e+03
NeighborhoodVeenker 2.715e+03 4.864e+03
NeighborhoodNorthpark_Villa 2.016e+04 5.581e+03
NeighborhoodBlueste 2.078e+04 8.253e+03
NeighborhoodGreens 1.485e+04 8.433e+03
NeighborhoodGreen_Hills 1.325e+05 1.583e+04
NeighborhoodLandmark 1.889e+04 2.135e+04
Condition_1Feedr 2.989e+03 2.966e+03
Condition_1Norm 1.135e+04 2.439e+03
Condition_1PosA 1.272e+04 5.708e+03
Condition_1PosN 1.477e+04 4.386e+03
Condition_1RRAe -2.233e+03 4.954e+03
Condition_1RRAn 8.130e+03 4.119e+03
Condition_1RRNe 3.694e+03 9.171e+03
Condition_1RRNn -2.183e+03 7.639e+03
Condition_2Feedr -4.396e+03 1.143e+04
Condition_2Norm 3.855e+03 9.887e+03
Condition_2PosA 3.154e+04 1.571e+04
Condition_2PosN -1.262e+05 1.510e+04
Condition_2RRAe -1.838e+04 2.585e+04
Condition_2RRAn 2.912e+03 2.350e+04
Condition_2RRNn 1.311e+04 1.808e+04
Bldg_TypeTwoFmCon -1.013e+04 3.310e+03
Bldg_TypeDuplex -1.678e+04 3.929e+03
Bldg_TypeTwnhs -2.784e+04 3.260e+03
Bldg_TypeTwnhsE -2.070e+04 2.102e+03
Overall_QualPoor -1.523e+03 1.447e+04
Overall_QualFair -2.787e+03 1.372e+04
Overall_QualBelow_Average -4.540e+03 1.345e+04
Overall_QualAverage -1.233e+03 1.356e+04
Overall_QualAbove_Average 1.339e+03 1.364e+04
Overall_QualGood 8.052e+03 1.369e+04
Overall_QualVery_Good 2.181e+04 1.377e+04
Overall_QualExcellent 5.578e+04 1.414e+04
Overall_QualVery_Excellent 8.729e+04 1.496e+04
Overall_CondPoor -1.383e+04 1.163e+04
Overall_CondFair -1.232e+04 9.900e+03
Overall_CondBelow_Average 1.727e+03 9.717e+03
Overall_CondAverage 9.378e+03 9.620e+03
Overall_CondAbove_Average 1.520e+04 9.649e+03
Overall_CondGood 2.259e+04 9.679e+03
Overall_CondVery_Good 2.526e+04 9.772e+03
Overall_CondExcellent 3.230e+04 1.028e+04
Year_Built 3.648e+02 4.011e+01
Year_Remod_Add 8.087e+01 3.299e+01
Roof_MatlCompShg 6.896e+05 2.802e+04
Roof_MatlMembran 7.365e+05 3.649e+04
Roof_MatlMetal 7.179e+05 3.617e+04
Roof_MatlRoll 6.943e+05 3.523e+04
Roof_MatlTar&Grv 6.824e+05 2.829e+04
Roof_MatlWdShake 6.847e+05 2.907e+04
Roof_MatlWdShngl 7.425e+05 2.902e+04
Exterior_1stAsphShn 8.245e+03 1.555e+04
Exterior_1stBrkComm 9.870e+03 9.564e+03
Exterior_1stBrkFace 1.694e+04 4.290e+03
Exterior_1stCBlock -2.457e+03 1.704e+04
Exterior_1stCemntBd 1.365e+03 4.428e+03
Exterior_1stHdBoard 1.410e+02 3.778e+03
Exterior_1stImStucc -1.659e+04 2.162e+04
Exterior_1stMetalSd 3.695e+03 3.645e+03
Exterior_1stPlywood -1.161e+02 4.001e+03
Exterior_1stPreCast 6.326e+04 2.222e+04
Exterior_1stStone -1.621e+03 1.625e+04
Exterior_1stStucco 6.787e+03 4.790e+03
Exterior_1stVinylSd 2.823e+03 3.723e+03
Exterior_1stWd Sdng 2.408e+03 3.639e+03
Exterior_1stWdShing 3.226e+02 4.534e+03
Mas_Vnr_TypeBrkFace 2.562e+03 4.456e+03
Mas_Vnr_TypeCBlock -5.091e+04 2.186e+04
Mas_Vnr_TypeNone 6.314e+03 4.468e+03
Mas_Vnr_TypeStone 7.555e+03 4.673e+03
Mas_Vnr_Area 1.941e+01 3.643e+00
Exter_QualFair -6.865e+03 5.559e+03
Exter_QualGood -1.045e+04 3.277e+03
Exter_QualTypical -1.165e+04 3.592e+03
Bsmt_QualFair -1.005e+04 3.577e+03
Bsmt_QualGood -1.393e+04 2.055e+03
Bsmt_QualNo_Basement 3.458e+04 2.552e+04
Bsmt_QualPoor -1.268e+04 1.547e+04
Bsmt_QualTypical -1.261e+04 2.534e+03
Bsmt_ExposureGd 9.540e+03 1.831e+03
Bsmt_ExposureMn -5.737e+03 1.782e+03
Bsmt_ExposureNo -4.672e+03 1.292e+03
Bsmt_ExposureNo_Basement -1.211e+04 1.217e+04
BsmtFin_Type_1BLQ -2.653e+02 1.741e+03
BsmtFin_Type_1GLQ 3.663e+03 1.548e+03
BsmtFin_Type_1LwQ -3.997e+03 2.174e+03
BsmtFin_Type_1No_Basement NA NA
BsmtFin_Type_1Rec -2.706e+03 1.774e+03
BsmtFin_Type_1Unf 3.497e+03 1.755e+03
BsmtFin_Type_2BLQ -5.724e+03 3.973e+03
BsmtFin_Type_2GLQ 5.882e+03 4.886e+03
BsmtFin_Type_2LwQ -7.123e+03 3.843e+03
BsmtFin_Type_2No_Basement -2.690e+04 2.154e+04
BsmtFin_Type_2Rec -5.988e+03 3.722e+03
BsmtFin_Type_2Unf 1.841e+02 3.115e+03
Bsmt_Unf_SF -1.951e+01 1.795e+00
Total_Bsmt_SF 3.942e+01 2.721e+00
Heating_QCFair -4.846e+03 2.554e+03
Heating_QCGood -1.996e+03 1.265e+03
Heating_QCPoor -1.332e+04 1.414e+04
Heating_QCTypical -3.021e+03 1.224e+03
First_Flr_SF 5.105e+01 2.740e+00
Second_Flr_SF 5.590e+01 1.834e+00
Low_Qual_Fin_SF 2.279e+01 8.930e+00
Bsmt_Full_Bath 1.767e+03 1.111e+03
Full_Bath 3.433e+03 1.198e+03
Bedroom_AbvGr -3.135e+03 7.500e+02
Kitchen_AbvGr -9.448e+03 3.453e+03
Kitchen_QualFair -1.551e+04 3.770e+03
Kitchen_QualGood -1.267e+04 2.316e+03
Kitchen_QualPoor 2.648e+04 2.205e+04
Kitchen_QualTypical -1.439e+04 2.543e+03
FunctionalMaj2 3.025e+03 8.918e+03
FunctionalMin1 1.580e+04 5.962e+03
FunctionalMin2 1.355e+04 5.938e+03
FunctionalMod 8.760e+03 6.526e+03
FunctionalSal -1.988e+04 1.843e+04
FunctionalSev -2.345e+04 1.663e+04
FunctionalTyp 2.400e+04 5.354e+03
Fireplaces 8.286e+03 1.540e+03
Fireplace_QuFair -4.204e+03 4.331e+03
Fireplace_QuGood 2.542e+01 3.467e+03
Fireplace_QuNo_Fireplace 5.522e+03 3.941e+03
Fireplace_QuPoor 1.463e+03 4.774e+03
Fireplace_QuTypical -8.876e+02 3.563e+03
Garage_FinishNo_Garage 6.273e+03 2.787e+03
Garage_FinishRFn -1.748e+03 1.211e+03
Garage_FinishUnf 2.115e+02 1.385e+03
Garage_Cars 3.311e+03 1.373e+03
Garage_Area 1.514e+01 4.562e+00
Wood_Deck_SF 7.006e+00 3.563e+00
Enclosed_Porch 1.145e+01 7.123e+00
Screen_Porch 4.402e+01 7.433e+00
Pool_QCFair -4.782e+04 2.410e+04
Pool_QCGood -4.804e+04 1.691e+04
Pool_QCNo_Pool -7.529e+04 1.126e+04
Pool_QCTypical -7.380e+04 1.677e+04
Misc_FeatureGar2 5.498e+05 2.510e+04
Misc_FeatureNone 5.413e+05 2.292e+04
Misc_FeatureOthr 5.607e+05 2.542e+04
Misc_FeatureShed 5.419e+05 2.304e+04
Misc_FeatureTenC 4.849e+05 3.800e+04
Year_Sold -4.466e+02 3.092e+02
Sale_ConditionAdjLand 2.404e+04 6.747e+03
Sale_ConditionAlloca 1.358e+04 5.024e+03
Sale_ConditionFamily 3.466e+03 3.519e+03
Sale_ConditionNormal 9.474e+03 1.679e+03
Sale_ConditionPartial 1.965e+04 2.364e+03
Latitude 3.170e+05 1.209e+05
t value Pr(>|t|)
(Intercept) -2.820 0.004843 **
Lot_Area 7.378 2.13e-13 ***
StreetPave 3.011 0.002626 **
Lot_ShapeSlightly_Irregular -1.753 0.079753 .
Lot_ShapeModerately_Irregular 1.589 0.112253
Lot_ShapeIrregular 0.643 0.520031
Land_ContourHLS 2.337 0.019526 *
Land_ContourLow -1.553 0.120458
Land_ContourLvl 1.663 0.096348 .
Lot_ConfigCulDSac 1.928 0.053933 .
Lot_ConfigFR2 -2.522 0.011726 *
Lot_ConfigFR3 -0.702 0.482969
Lot_ConfigInside -0.236 0.813251
Land_SlopeMod 2.301 0.021461 *
Land_SlopeSev -2.858 0.004301 **
NeighborhoodCollege_Creek 2.994 0.002774 **
NeighborhoodOld_Town -0.940 0.347259
NeighborhoodEdwards 0.714 0.475487
NeighborhoodSomerset 5.804 7.23e-09 ***
NeighborhoodNorthridge_Heights 5.638 1.89e-08 ***
NeighborhoodGilbert -0.642 0.520860
NeighborhoodSawyer 2.869 0.004149 **
NeighborhoodNorthwest_Ames -1.275 0.202433
NeighborhoodSawyer_West 2.206 0.027489 *
NeighborhoodMitchell 2.034 0.042080 *
NeighborhoodBrookside 3.078 0.002104 **
NeighborhoodCrawford 6.831 1.04e-11 ***
NeighborhoodIowa_DOT_and_Rail_Road 1.009 0.313032
NeighborhoodTimberland 3.007 0.002666 **
NeighborhoodNorthridge 8.409 < 2e-16 ***
NeighborhoodStone_Brook 8.535 < 2e-16 ***
NeighborhoodSouth_and_West_of_Iowa_State_University 1.940 0.052430 .
NeighborhoodClear_Creek 2.251 0.024433 *
NeighborhoodMeadow_Village 2.267 0.023459 *
NeighborhoodBriardale 1.938 0.052731 .
NeighborhoodBloomington_Heights 1.578 0.114682
NeighborhoodVeenker 0.558 0.576712
NeighborhoodNorthpark_Villa 3.613 0.000308 ***
NeighborhoodBlueste 2.518 0.011846 *
NeighborhoodGreens 1.761 0.078371 .
NeighborhoodGreen_Hills 8.373 < 2e-16 ***
NeighborhoodLandmark 0.885 0.376208
Condition_1Feedr 1.008 0.313652
Condition_1Norm 4.651 3.46e-06 ***
Condition_1PosA 2.229 0.025867 *
Condition_1PosN 3.367 0.000771 ***
Condition_1RRAe -0.451 0.652173
Condition_1RRAn 1.974 0.048489 *
Condition_1RRNe 0.403 0.687105
Condition_1RRNn -0.286 0.775103
Condition_2Feedr -0.384 0.700646
Condition_2Norm 0.390 0.696674
Condition_2PosA 2.008 0.044741 *
Condition_2PosN -8.356 < 2e-16 ***
Condition_2RRAe -0.711 0.477150
Condition_2RRAn 0.124 0.901405
Condition_2RRNn 0.725 0.468380
Bldg_TypeTwoFmCon -3.061 0.002226 **
Bldg_TypeDuplex -4.271 2.01e-05 ***
Bldg_TypeTwnhs -8.538 < 2e-16 ***
Bldg_TypeTwnhsE -9.851 < 2e-16 ***
Overall_QualPoor -0.105 0.916213
Overall_QualFair -0.203 0.838996
Overall_QualBelow_Average -0.338 0.735743
Overall_QualAverage -0.091 0.927559
Overall_QualAbove_Average 0.098 0.921831
Overall_QualGood 0.588 0.556493
Overall_QualVery_Good 1.583 0.113454
Overall_QualExcellent 3.944 8.22e-05 ***
Overall_QualVery_Excellent 5.835 6.00e-09 ***
Overall_CondPoor -1.190 0.234187
Overall_CondFair -1.245 0.213352
Overall_CondBelow_Average 0.178 0.858934
Overall_CondAverage 0.975 0.329708
Overall_CondAbove_Average 1.575 0.115384
Overall_CondGood 2.334 0.019676 *
Overall_CondVery_Good 2.585 0.009788 **
Overall_CondExcellent 3.142 0.001695 **
Year_Built 9.096 < 2e-16 ***
Year_Remod_Add 2.452 0.014287 *
Roof_MatlCompShg 24.611 < 2e-16 ***
Roof_MatlMembran 20.184 < 2e-16 ***
Roof_MatlMetal 19.850 < 2e-16 ***
Roof_MatlRoll 19.708 < 2e-16 ***
Roof_MatlTar&Grv 24.123 < 2e-16 ***
Roof_MatlWdShake 23.551 < 2e-16 ***
Roof_MatlWdShngl 25.581 < 2e-16 ***
Exterior_1stAsphShn 0.530 0.595920
Exterior_1stBrkComm 1.032 0.302168
Exterior_1stBrkFace 3.949 8.05e-05 ***
Exterior_1stCBlock -0.144 0.885349
Exterior_1stCemntBd 0.308 0.757962
Exterior_1stHdBoard 0.037 0.970242
Exterior_1stImStucc -0.767 0.443039
Exterior_1stMetalSd 1.014 0.310867
Exterior_1stPlywood -0.029 0.976851
Exterior_1stPreCast 2.847 0.004449 **
Exterior_1stStone -0.100 0.920556
Exterior_1stStucco 1.417 0.156635
Exterior_1stVinylSd 0.758 0.448322
Exterior_1stWd Sdng 0.662 0.508176
Exterior_1stWdShing 0.071 0.943283
Mas_Vnr_TypeBrkFace 0.575 0.565394
Mas_Vnr_TypeCBlock -2.329 0.019913 *
Mas_Vnr_TypeNone 1.413 0.157714
Mas_Vnr_TypeStone 1.617 0.106014
Mas_Vnr_Area 5.329 1.07e-07 ***
Exter_QualFair -1.235 0.216978
Exter_QualGood -3.190 0.001440 **
Exter_QualTypical -3.244 0.001195 **
Bsmt_QualFair -2.811 0.004973 **
Bsmt_QualGood -6.778 1.48e-11 ***
Bsmt_QualNo_Basement 1.355 0.175467
Bsmt_QualPoor -0.820 0.412518
Bsmt_QualTypical -4.975 6.93e-07 ***
Bsmt_ExposureGd 5.209 2.04e-07 ***
Bsmt_ExposureMn -3.220 0.001298 **
Bsmt_ExposureNo -3.616 0.000305 ***
Bsmt_ExposureNo_Basement -0.995 0.319861
BsmtFin_Type_1BLQ -0.152 0.878914
BsmtFin_Type_1GLQ 2.366 0.018050 *
BsmtFin_Type_1LwQ -1.839 0.066088 .
BsmtFin_Type_1No_Basement NA NA
BsmtFin_Type_1Rec -1.525 0.127423
BsmtFin_Type_1Unf 1.993 0.046356 *
BsmtFin_Type_2BLQ -1.441 0.149779
BsmtFin_Type_2GLQ 1.204 0.228734
BsmtFin_Type_2LwQ -1.853 0.063952 .
BsmtFin_Type_2No_Basement -1.249 0.211795
BsmtFin_Type_2Rec -1.609 0.107761
BsmtFin_Type_2Unf 0.059 0.952858
Bsmt_Unf_SF -10.869 < 2e-16 ***
Total_Bsmt_SF 14.489 < 2e-16 ***
Heating_QCFair -1.897 0.057895 .
Heating_QCGood -1.577 0.114915
Heating_QCPoor -0.942 0.346365
Heating_QCTypical -2.467 0.013687 *
First_Flr_SF 18.631 < 2e-16 ***
Second_Flr_SF 30.490 < 2e-16 ***
Low_Qual_Fin_SF 2.552 0.010750 *
Bsmt_Full_Bath 1.591 0.111812
Full_Bath 2.866 0.004185 **
Bedroom_AbvGr -4.180 3.00e-05 ***
Kitchen_AbvGr -2.736 0.006251 **
Kitchen_QualFair -4.114 4.00e-05 ***
Kitchen_QualGood -5.472 4.84e-08 ***
Kitchen_QualPoor 1.201 0.229966
Kitchen_QualTypical -5.659 1.68e-08 ***
FunctionalMaj2 0.339 0.734464
FunctionalMin1 2.650 0.008089 **
FunctionalMin2 2.282 0.022572 *
FunctionalMod 1.342 0.179596
FunctionalSal -1.079 0.280698
FunctionalSev -1.410 0.158598
FunctionalTyp 4.482 7.70e-06 ***
Fireplaces 5.379 8.13e-08 ***
Fireplace_QuFair -0.971 0.331789
Fireplace_QuGood 0.007 0.994151
Fireplace_QuNo_Fireplace 1.401 0.161316
Fireplace_QuPoor 0.307 0.759246
Fireplace_QuTypical -0.249 0.803316
Garage_FinishNo_Garage 2.251 0.024476 *
Garage_FinishRFn -1.444 0.148986
Garage_FinishUnf 0.153 0.878600
Garage_Cars 2.412 0.015938 *
Garage_Area 3.320 0.000913 ***
Wood_Deck_SF 1.966 0.049393 *
Enclosed_Porch 1.607 0.108200
Screen_Porch 5.922 3.57e-09 ***
Pool_QCFair -1.984 0.047357 *
Pool_QCGood -2.841 0.004530 **
Pool_QCNo_Pool -6.688 2.73e-11 ***
Pool_QCTypical -4.401 1.12e-05 ***
Misc_FeatureGar2 21.904 < 2e-16 ***
Misc_FeatureNone 23.618 < 2e-16 ***
Misc_FeatureOthr 22.056 < 2e-16 ***
Misc_FeatureShed 23.523 < 2e-16 ***
Misc_FeatureTenC 12.761 < 2e-16 ***
Year_Sold -1.444 0.148835
Sale_ConditionAdjLand 3.563 0.000373 ***
Sale_ConditionAlloca 2.702 0.006930 **
Sale_ConditionFamily 0.985 0.324753
Sale_ConditionNormal 5.643 1.84e-08 ***
Sale_ConditionPartial 8.312 < 2e-16 ***
Latitude 2.622 0.008779 **
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 20780 on 2746 degrees of freedom
Multiple R-squared: 0.9366, Adjusted R-squared: 0.9323
F-statistic: 221.5 on 183 and 2746 DF, p-value: < 2.2e-16