DATA (IS) 605
Fundamentals of Computational Mathematics
FALL 2016 - Final Project
Your final is due by the end of day on 12/21/2016. You should post your solutions to your GitHub account. You are also expected to make a short presentation during our last meeting (3-5 minutes) or post a recording to the board. This project will show off your ability to understand the elements of the class.
You are to register for Kaggle.com (free) and compete in the House Prices: Advanced Regression Techniques competition. I want you to do the following.
Pick one of the quantitative independent variables from the training data set (train.csv), and define that variable as X. Make sure this variable is skewed to the right! Pick the dependent variable and define it as Y.
# Choose my quantitative independent variable to be Overall Quality
X <- train$OverallQual
# Choose Sale Price as my dependent variable as per the Kaggle Competition
Y <- train$SalePrice
# Let's get the median and mean to show it is skewed to the right
summary(X)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 5.000 6.000 6.099 7.000 10.000
# Plot Overall Quality to visually show it is skewed to the right
ggplot(data = train) + geom_density(aes(x=OverallQual), fill="blue") + labs(x="Overall Quality") + ggtitle("Overall Quality Density") + theme_light()You can see above that I choose Overall Quality as my dependent variable. You can see that it is skewed to the right with the mean greater than the median (barely) and with plot showing more tail (more than tail) on the right-hand side.
Calculate as a minimum the below probabilities a through c. Assume the small letter “x” is estimated as the 3d quartile of the X variable, and the small letter “y” is estimated as the 2d quartile of the Y variable. Interpret the meaning of all probabilities. In addition, make a table of counts as shown below.
# We have the quartiles for X above, here we get them for Y
summary(Y)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 34900 130000 163000 180900 214000 755000
“x” is estimated as the 3d quartile of the X variable: x = 7.0
“y” is estimated as the 2d quartile of the Y variable: y = 163,000
\(P(X|Y) = P(Y\) and \(X) / P(Y)\), which is, \(P(X>x | Y>y) = P(Y>y\) and \(X>x) / P(Y>y)\)
\(P(Y>y)\) is all values greater than the mean, which by definition should be 50%, we count the number of rows with SalesPrice > 163,000 (728) and we divide by the total number of rows (1460), and we get 0.4986 = 50%.
\(P(Y>y\) and \(X>x)\) is all values (rows) where both Y > y and X > x. We count the number of rows (225) and divide by the total number of rows (1460) and we get 0.1541 = 15.4%
\(P(Y>y\) and \(X>x) / P(Y>y) = 225/1460 * 1460/728 = 225/728 = 0.3091\) or 30.9%
# we count the number of rows with SalesPrice > 163,000
sum(Y > 163000)## [1] 728
# Total number of rows
length(Y)## [1] 1460
length(X)## [1] 1460
# Rows where both Y > y and X > x
sum(Y > 163000 & X > 7)## [1] 225
# The probability P(X>x | Y>y)
(sum(Y > 163000 & X > 7) / length(X)) / (sum(Y > 163000) / length(Y))## [1] 0.3090659
\(P(X>x\) and \(Y>y)\) is the same as above where we count when both X > x and Y > y (225) and divide by the total number of rows (1460) and we get 0.1541 = 15.4%
# The probability P(X>x and Y>y)
sum(X > 7 & Y > 163000) / length(X)## [1] 0.1541096
\(P(X|Y) = P(Y\) and \(X) / P(Y)\), which is \(P(X<x | Y>y) = P(Y>y\) and \(X<x) / P(Y>y)\)
\(P(Y>y\) and \(X<x) / P(Y>y) = 226/1460 * 1460/728 = 226/728 = 0.3104\) or 31.0%
# Rows where both Y > y and X < x
sum(Y > 163000 & X < 7)## [1] 226
# The probability P(X<x | Y>y)
(sum(Y > 163000 & X < 7) / length(X)) / (sum(Y > 163000) / length(Y))## [1] 0.3104396
My dependent variable Y = SalePrice and my independent variable X = OverallQual, from above:
“x” is estimated as the 3d quartile of the X variable: x = 7.0
“y” is estimated as the 2d quartile of the Y variable: y = 163,000
We see from below a few ways to get the counts
| x / y | <=2nd Quartile | >2nd Quartile | Total |
|---|---|---|---|
| <=3rd Quartile | 728 | 503 | 1,231 |
| >3rd Quartile | 4 | 225 | 229 |
| Total | 732 | 728 | 1,460 |
# Find the counts for our table conditions
sum(train[,'OverallQual'] <= 7 & train[,'SalePrice'] <= 163000)## [1] 728
sum(train[,'OverallQual'] <= 7 & train[,'SalePrice'] > 163000)## [1] 503
sum(train[,'OverallQual'] > 7 & train[,'SalePrice'] <= 163000)## [1] 4
sum(train[,'OverallQual'] > 7 & train[,'SalePrice'] > 163000)## [1] 225
table(train$OverallQual > 7, train$SalePrice > 163000)##
## FALSE TRUE
## FALSE 728 503
## TRUE 4 225
table(X > 7, Y > 163000)##
## FALSE TRUE
## FALSE 728 503
## TRUE 4 225
Does splitting the training data in this fashion make them independent? Let A be the new variable counting those observations above the 3d quartile for X, and let B be the new variable counting those observations above the 2d quartile for Y. Does P(A|B)=P(A)P(B)? Check mathematically, and then evaluate by running a Chi Square test for association.
\(P(A) = P(\) observations above the 3d quartile for \(X) = 229/1460\) from table above
\(P(B) = P(\) observations above the 2d quartile for \(Y) = 728/1460\) from table above
\(P(A) * P(B) = \frac{229}{1460} \times \frac{728}{1460} = 166,712 / 2,131,600 = 0.0782\) or 7.8%
\(P(A | B) = P(B\) and \(A) / P(B) = \frac{225}{1460} \times \frac{1460}{728} = 225/728 = 0.3091\) or 30.9% (same as above)
\(P(A | B) \ne P(A) P(B)\) , which implies that my variables are not independent, so splitting the data in this fashion does not make them independent.
The Chi Square Test, tests the hypothesis of whether the Overall Quality is independent of the Sale Price. We could debate a 5% to 1% significance level, but in this case that’s not necessary. With a p-value of well under 1% we reject the null hypothesis that the Overall Quality is independent of the Sale Price of a house.
# Create a contingency table of our two variables like above and then run Chi Square Test function on it
tbl <- table(train$OverallQual > 7, train$SalePrice > 163000)
tbl##
## FALSE TRUE
## FALSE 728 503
## TRUE 4 225
chisq.test(tbl)##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: tbl
## X-squared = 252.11, df = 1, p-value < 2.2e-16
Provide univariate descriptive statistics and appropriate plots for the training data set. Provide a scatterplot of X and Y. Provide a 95% CI for the difference in the mean of the variables. Derive a correlation matrix for two of the quantitative variables you selected. Test the hypothesis that the correlation between these variables is 0 and provide a 99% confidence interval. Discuss the meaning of your analysis.
Let’s start by looking at the Train data set we can see from running dim() and str() below that we have 1,460 observations and 81 variables. The variables break out as 38 numeric and 43 categorical.
# We run dimension and structure on the data to start looking at what we have.
dim(train)## [1] 1460 81
str(train)## 'data.frame': 1460 obs. of 81 variables:
## $ Id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ MSSubClass : int 60 20 60 70 60 50 20 60 50 190 ...
## $ MSZoning : Factor w/ 5 levels "C (all)","FV",..: 4 4 4 4 4 4 4 4 5 4 ...
## $ LotFrontage : int 65 80 68 60 84 85 75 NA 51 50 ...
## $ LotArea : int 8450 9600 11250 9550 14260 14115 10084 10382 6120 7420 ...
## $ Street : Factor w/ 2 levels "Grvl","Pave": 2 2 2 2 2 2 2 2 2 2 ...
## $ Alley : Factor w/ 2 levels "Grvl","Pave": NA NA NA NA NA NA NA NA NA NA ...
## $ LotShape : Factor w/ 4 levels "IR1","IR2","IR3",..: 4 4 1 1 1 1 4 1 4 4 ...
## $ LandContour : Factor w/ 4 levels "Bnk","HLS","Low",..: 4 4 4 4 4 4 4 4 4 4 ...
## $ Utilities : Factor w/ 2 levels "AllPub","NoSeWa": 1 1 1 1 1 1 1 1 1 1 ...
## $ LotConfig : Factor w/ 5 levels "Corner","CulDSac",..: 5 3 5 1 3 5 5 1 5 1 ...
## $ LandSlope : Factor w/ 3 levels "Gtl","Mod","Sev": 1 1 1 1 1 1 1 1 1 1 ...
## $ Neighborhood : Factor w/ 25 levels "Blmngtn","Blueste",..: 6 25 6 7 14 12 21 17 18 4 ...
## $ Condition1 : Factor w/ 9 levels "Artery","Feedr",..: 3 2 3 3 3 3 3 5 1 1 ...
## $ Condition2 : Factor w/ 8 levels "Artery","Feedr",..: 3 3 3 3 3 3 3 3 3 1 ...
## $ BldgType : Factor w/ 5 levels "1Fam","2fmCon",..: 1 1 1 1 1 1 1 1 1 2 ...
## $ HouseStyle : Factor w/ 8 levels "1.5Fin","1.5Unf",..: 6 3 6 6 6 1 3 6 1 2 ...
## $ OverallQual : int 7 6 7 7 8 5 8 7 7 5 ...
## $ OverallCond : int 5 8 5 5 5 5 5 6 5 6 ...
## $ YearBuilt : int 2003 1976 2001 1915 2000 1993 2004 1973 1931 1939 ...
## $ YearRemodAdd : int 2003 1976 2002 1970 2000 1995 2005 1973 1950 1950 ...
## $ RoofStyle : Factor w/ 6 levels "Flat","Gable",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ RoofMatl : Factor w/ 8 levels "ClyTile","CompShg",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Exterior1st : Factor w/ 15 levels "AsbShng","AsphShn",..: 13 9 13 14 13 13 13 7 4 9 ...
## $ Exterior2nd : Factor w/ 16 levels "AsbShng","AsphShn",..: 14 9 14 16 14 14 14 7 16 9 ...
## $ MasVnrType : Factor w/ 4 levels "BrkCmn","BrkFace",..: 2 3 2 3 2 3 4 4 3 3 ...
## $ MasVnrArea : int 196 0 162 0 350 0 186 240 0 0 ...
## $ ExterQual : Factor w/ 4 levels "Ex","Fa","Gd",..: 3 4 3 4 3 4 3 4 4 4 ...
## $ ExterCond : Factor w/ 5 levels "Ex","Fa","Gd",..: 5 5 5 5 5 5 5 5 5 5 ...
## $ Foundation : Factor w/ 6 levels "BrkTil","CBlock",..: 3 2 3 1 3 6 3 2 1 1 ...
## $ BsmtQual : Factor w/ 4 levels "Ex","Fa","Gd",..: 3 3 3 4 3 3 1 3 4 4 ...
## $ BsmtCond : Factor w/ 4 levels "Fa","Gd","Po",..: 4 4 4 2 4 4 4 4 4 4 ...
## $ BsmtExposure : Factor w/ 4 levels "Av","Gd","Mn",..: 4 2 3 4 1 4 1 3 4 4 ...
## $ BsmtFinType1 : Factor w/ 6 levels "ALQ","BLQ","GLQ",..: 3 1 3 1 3 3 3 1 6 3 ...
## $ BsmtFinSF1 : int 706 978 486 216 655 732 1369 859 0 851 ...
## $ BsmtFinType2 : Factor w/ 6 levels "ALQ","BLQ","GLQ",..: 6 6 6 6 6 6 6 2 6 6 ...
## $ BsmtFinSF2 : int 0 0 0 0 0 0 0 32 0 0 ...
## $ BsmtUnfSF : int 150 284 434 540 490 64 317 216 952 140 ...
## $ TotalBsmtSF : int 856 1262 920 756 1145 796 1686 1107 952 991 ...
## $ Heating : Factor w/ 6 levels "Floor","GasA",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ HeatingQC : Factor w/ 5 levels "Ex","Fa","Gd",..: 1 1 1 3 1 1 1 1 3 1 ...
## $ CentralAir : Factor w/ 2 levels "N","Y": 2 2 2 2 2 2 2 2 2 2 ...
## $ Electrical : Factor w/ 5 levels "FuseA","FuseF",..: 5 5 5 5 5 5 5 5 2 5 ...
## $ X1stFlrSF : int 856 1262 920 961 1145 796 1694 1107 1022 1077 ...
## $ X2ndFlrSF : int 854 0 866 756 1053 566 0 983 752 0 ...
## $ LowQualFinSF : int 0 0 0 0 0 0 0 0 0 0 ...
## $ GrLivArea : int 1710 1262 1786 1717 2198 1362 1694 2090 1774 1077 ...
## $ BsmtFullBath : int 1 0 1 1 1 1 1 1 0 1 ...
## $ BsmtHalfBath : int 0 1 0 0 0 0 0 0 0 0 ...
## $ FullBath : int 2 2 2 1 2 1 2 2 2 1 ...
## $ HalfBath : int 1 0 1 0 1 1 0 1 0 0 ...
## $ BedroomAbvGr : int 3 3 3 3 4 1 3 3 2 2 ...
## $ KitchenAbvGr : int 1 1 1 1 1 1 1 1 2 2 ...
## $ KitchenQual : Factor w/ 4 levels "Ex","Fa","Gd",..: 3 4 3 3 3 4 3 4 4 4 ...
## $ TotRmsAbvGrd : int 8 6 6 7 9 5 7 7 8 5 ...
## $ Functional : Factor w/ 7 levels "Maj1","Maj2",..: 7 7 7 7 7 7 7 7 3 7 ...
## $ Fireplaces : int 0 1 1 1 1 0 1 2 2 2 ...
## $ FireplaceQu : Factor w/ 5 levels "Ex","Fa","Gd",..: NA 5 5 3 5 NA 3 5 5 5 ...
## $ GarageType : Factor w/ 6 levels "2Types","Attchd",..: 2 2 2 6 2 2 2 2 6 2 ...
## $ GarageYrBlt : int 2003 1976 2001 1998 2000 1993 2004 1973 1931 1939 ...
## $ GarageFinish : Factor w/ 3 levels "Fin","RFn","Unf": 2 2 2 3 2 3 2 2 3 2 ...
## $ GarageCars : int 2 2 2 3 3 2 2 2 2 1 ...
## $ GarageArea : int 548 460 608 642 836 480 636 484 468 205 ...
## $ GarageQual : Factor w/ 5 levels "Ex","Fa","Gd",..: 5 5 5 5 5 5 5 5 2 3 ...
## $ GarageCond : Factor w/ 5 levels "Ex","Fa","Gd",..: 5 5 5 5 5 5 5 5 5 5 ...
## $ PavedDrive : Factor w/ 3 levels "N","P","Y": 3 3 3 3 3 3 3 3 3 3 ...
## $ WoodDeckSF : int 0 298 0 0 192 40 255 235 90 0 ...
## $ OpenPorchSF : int 61 0 42 35 84 30 57 204 0 4 ...
## $ EnclosedPorch: int 0 0 0 272 0 0 0 228 205 0 ...
## $ X3SsnPorch : int 0 0 0 0 0 320 0 0 0 0 ...
## $ ScreenPorch : int 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolArea : int 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolQC : Factor w/ 3 levels "Ex","Fa","Gd": NA NA NA NA NA NA NA NA NA NA ...
## $ Fence : Factor w/ 4 levels "GdPrv","GdWo",..: NA NA NA NA NA 3 NA NA NA NA ...
## $ MiscFeature : Factor w/ 4 levels "Gar2","Othr",..: NA NA NA NA NA 3 NA 3 NA NA ...
## $ MiscVal : int 0 0 0 0 0 700 0 350 0 0 ...
## $ MoSold : int 2 5 9 2 12 10 8 11 4 1 ...
## $ YrSold : int 2008 2007 2008 2006 2008 2009 2007 2009 2008 2008 ...
## $ SaleType : Factor w/ 9 levels "COD","Con","ConLD",..: 9 9 9 9 9 9 9 9 9 9 ...
## $ SaleCondition: Factor w/ 6 levels "Abnorml","AdjLand",..: 5 5 5 1 5 5 5 5 1 5 ...
## $ SalePrice : int 208500 181500 223500 140000 250000 143000 307000 200000 129900 118000 ...
head(train)## Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape
## 1 1 60 RL 65 8450 Pave <NA> Reg
## 2 2 20 RL 80 9600 Pave <NA> Reg
## 3 3 60 RL 68 11250 Pave <NA> IR1
## 4 4 70 RL 60 9550 Pave <NA> IR1
## 5 5 60 RL 84 14260 Pave <NA> IR1
## 6 6 50 RL 85 14115 Pave <NA> IR1
## LandContour Utilities LotConfig LandSlope Neighborhood Condition1
## 1 Lvl AllPub Inside Gtl CollgCr Norm
## 2 Lvl AllPub FR2 Gtl Veenker Feedr
## 3 Lvl AllPub Inside Gtl CollgCr Norm
## 4 Lvl AllPub Corner Gtl Crawfor Norm
## 5 Lvl AllPub FR2 Gtl NoRidge Norm
## 6 Lvl AllPub Inside Gtl Mitchel Norm
## Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt
## 1 Norm 1Fam 2Story 7 5 2003
## 2 Norm 1Fam 1Story 6 8 1976
## 3 Norm 1Fam 2Story 7 5 2001
## 4 Norm 1Fam 2Story 7 5 1915
## 5 Norm 1Fam 2Story 8 5 2000
## 6 Norm 1Fam 1.5Fin 5 5 1993
## YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType
## 1 2003 Gable CompShg VinylSd VinylSd BrkFace
## 2 1976 Gable CompShg MetalSd MetalSd None
## 3 2002 Gable CompShg VinylSd VinylSd BrkFace
## 4 1970 Gable CompShg Wd Sdng Wd Shng None
## 5 2000 Gable CompShg VinylSd VinylSd BrkFace
## 6 1995 Gable CompShg VinylSd VinylSd None
## MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure
## 1 196 Gd TA PConc Gd TA No
## 2 0 TA TA CBlock Gd TA Gd
## 3 162 Gd TA PConc Gd TA Mn
## 4 0 TA TA BrkTil TA Gd No
## 5 350 Gd TA PConc Gd TA Av
## 6 0 TA TA Wood Gd TA No
## BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF
## 1 GLQ 706 Unf 0 150 856
## 2 ALQ 978 Unf 0 284 1262
## 3 GLQ 486 Unf 0 434 920
## 4 ALQ 216 Unf 0 540 756
## 5 GLQ 655 Unf 0 490 1145
## 6 GLQ 732 Unf 0 64 796
## Heating HeatingQC CentralAir Electrical X1stFlrSF X2ndFlrSF LowQualFinSF
## 1 GasA Ex Y SBrkr 856 854 0
## 2 GasA Ex Y SBrkr 1262 0 0
## 3 GasA Ex Y SBrkr 920 866 0
## 4 GasA Gd Y SBrkr 961 756 0
## 5 GasA Ex Y SBrkr 1145 1053 0
## 6 GasA Ex Y SBrkr 796 566 0
## GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr
## 1 1710 1 0 2 1 3
## 2 1262 0 1 2 0 3
## 3 1786 1 0 2 1 3
## 4 1717 1 0 1 0 3
## 5 2198 1 0 2 1 4
## 6 1362 1 0 1 1 1
## KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu
## 1 1 Gd 8 Typ 0 <NA>
## 2 1 TA 6 Typ 1 TA
## 3 1 Gd 6 Typ 1 TA
## 4 1 Gd 7 Typ 1 Gd
## 5 1 Gd 9 Typ 1 TA
## 6 1 TA 5 Typ 0 <NA>
## GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual
## 1 Attchd 2003 RFn 2 548 TA
## 2 Attchd 1976 RFn 2 460 TA
## 3 Attchd 2001 RFn 2 608 TA
## 4 Detchd 1998 Unf 3 642 TA
## 5 Attchd 2000 RFn 3 836 TA
## 6 Attchd 1993 Unf 2 480 TA
## GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch X3SsnPorch
## 1 TA Y 0 61 0 0
## 2 TA Y 298 0 0 0
## 3 TA Y 0 42 0 0
## 4 TA Y 0 35 272 0
## 5 TA Y 192 84 0 0
## 6 TA Y 40 30 0 320
## ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold
## 1 0 0 <NA> <NA> <NA> 0 2 2008
## 2 0 0 <NA> <NA> <NA> 0 5 2007
## 3 0 0 <NA> <NA> <NA> 0 9 2008
## 4 0 0 <NA> <NA> <NA> 0 2 2006
## 5 0 0 <NA> <NA> <NA> 0 12 2008
## 6 0 0 <NA> MnPrv Shed 700 10 2009
## SaleType SaleCondition SalePrice
## 1 WD Normal 208500
## 2 WD Normal 181500
## 3 WD Normal 223500
## 4 WD Abnorml 140000
## 5 WD Normal 250000
## 6 WD Normal 143000
We can see from head() that we have some missing values. We can run a few counts and get a feel for what is missing and how much in total. We see below that there are 259 values missing from LotFrontage, 8 missing values for MasVnrArea and 81 missing values for GarageYrBlt. The categorical variables with the largest number of missing values are: Alley, FirePlaceQu, PoolQC, Fence, and MiscFeature. The percentage of missing data from Train is under 6%. A lot of the missing values have to do with the Miscellaneous Feature variable and indicate that majority of the houses do not have alley access, a pool, a fence, an elevator, a 2nd garage, a shed or tennis court.
# Add up the missing data
colSums(sapply(train, is.na))## Id MSSubClass MSZoning LotFrontage LotArea
## 0 0 0 259 0
## Street Alley LotShape LandContour Utilities
## 0 1369 0 0 0
## LotConfig LandSlope Neighborhood Condition1 Condition2
## 0 0 0 0 0
## BldgType HouseStyle OverallQual OverallCond YearBuilt
## 0 0 0 0 0
## YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd
## 0 0 0 0 0
## MasVnrType MasVnrArea ExterQual ExterCond Foundation
## 8 8 0 0 0
## BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1
## 37 37 38 37 0
## BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating
## 38 0 0 0 0
## HeatingQC CentralAir Electrical X1stFlrSF X2ndFlrSF
## 0 0 1 0 0
## LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath FullBath
## 0 0 0 0 0
## HalfBath BedroomAbvGr KitchenAbvGr KitchenQual TotRmsAbvGrd
## 0 0 0 0 0
## Functional Fireplaces FireplaceQu GarageType GarageYrBlt
## 0 0 690 81 81
## GarageFinish GarageCars GarageArea GarageQual GarageCond
## 81 0 0 81 81
## PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch X3SsnPorch
## 0 0 0 0 0
## ScreenPorch PoolArea PoolQC Fence MiscFeature
## 0 0 1453 1179 1406
## MiscVal MoSold YrSold SaleType SaleCondition
## 0 0 0 0 0
## SalePrice
## 0
# The percentage of data missing in train.
sum(is.na(train)) / (nrow(train) * ncol(train))## [1] 0.05889565
Let’s look at the numeric data and run some descriptive statistics with summary() and then some plots.
# Pull out the numeric values for plotting
train_num <- train[, sapply(train, is.numeric)]
# Break out numeric data in quartiles and run the numbers
summary(train_num)## Id MSSubClass LotFrontage LotArea
## Min. : 1.0 Min. : 20.0 Min. : 21.00 Min. : 1300
## 1st Qu.: 365.8 1st Qu.: 20.0 1st Qu.: 59.00 1st Qu.: 7554
## Median : 730.5 Median : 50.0 Median : 69.00 Median : 9478
## Mean : 730.5 Mean : 56.9 Mean : 70.05 Mean : 10517
## 3rd Qu.:1095.2 3rd Qu.: 70.0 3rd Qu.: 80.00 3rd Qu.: 11602
## Max. :1460.0 Max. :190.0 Max. :313.00 Max. :215245
## NA's :259
## OverallQual OverallCond YearBuilt YearRemodAdd
## Min. : 1.000 Min. :1.000 Min. :1872 Min. :1950
## 1st Qu.: 5.000 1st Qu.:5.000 1st Qu.:1954 1st Qu.:1967
## Median : 6.000 Median :5.000 Median :1973 Median :1994
## Mean : 6.099 Mean :5.575 Mean :1971 Mean :1985
## 3rd Qu.: 7.000 3rd Qu.:6.000 3rd Qu.:2000 3rd Qu.:2004
## Max. :10.000 Max. :9.000 Max. :2010 Max. :2010
##
## MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF
## Min. : 0.0 Min. : 0.0 Min. : 0.00 Min. : 0.0
## 1st Qu.: 0.0 1st Qu.: 0.0 1st Qu.: 0.00 1st Qu.: 223.0
## Median : 0.0 Median : 383.5 Median : 0.00 Median : 477.5
## Mean : 103.7 Mean : 443.6 Mean : 46.55 Mean : 567.2
## 3rd Qu.: 166.0 3rd Qu.: 712.2 3rd Qu.: 0.00 3rd Qu.: 808.0
## Max. :1600.0 Max. :5644.0 Max. :1474.00 Max. :2336.0
## NA's :8
## TotalBsmtSF X1stFlrSF X2ndFlrSF LowQualFinSF
## Min. : 0.0 Min. : 334 Min. : 0 Min. : 0.000
## 1st Qu.: 795.8 1st Qu.: 882 1st Qu.: 0 1st Qu.: 0.000
## Median : 991.5 Median :1087 Median : 0 Median : 0.000
## Mean :1057.4 Mean :1163 Mean : 347 Mean : 5.845
## 3rd Qu.:1298.2 3rd Qu.:1391 3rd Qu.: 728 3rd Qu.: 0.000
## Max. :6110.0 Max. :4692 Max. :2065 Max. :572.000
##
## GrLivArea BsmtFullBath BsmtHalfBath FullBath
## Min. : 334 Min. :0.0000 Min. :0.00000 Min. :0.000
## 1st Qu.:1130 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:1.000
## Median :1464 Median :0.0000 Median :0.00000 Median :2.000
## Mean :1515 Mean :0.4253 Mean :0.05753 Mean :1.565
## 3rd Qu.:1777 3rd Qu.:1.0000 3rd Qu.:0.00000 3rd Qu.:2.000
## Max. :5642 Max. :3.0000 Max. :2.00000 Max. :3.000
##
## HalfBath BedroomAbvGr KitchenAbvGr TotRmsAbvGrd
## Min. :0.0000 Min. :0.000 Min. :0.000 Min. : 2.000
## 1st Qu.:0.0000 1st Qu.:2.000 1st Qu.:1.000 1st Qu.: 5.000
## Median :0.0000 Median :3.000 Median :1.000 Median : 6.000
## Mean :0.3829 Mean :2.866 Mean :1.047 Mean : 6.518
## 3rd Qu.:1.0000 3rd Qu.:3.000 3rd Qu.:1.000 3rd Qu.: 7.000
## Max. :2.0000 Max. :8.000 Max. :3.000 Max. :14.000
##
## Fireplaces GarageYrBlt GarageCars GarageArea
## Min. :0.000 Min. :1900 Min. :0.000 Min. : 0.0
## 1st Qu.:0.000 1st Qu.:1961 1st Qu.:1.000 1st Qu.: 334.5
## Median :1.000 Median :1980 Median :2.000 Median : 480.0
## Mean :0.613 Mean :1979 Mean :1.767 Mean : 473.0
## 3rd Qu.:1.000 3rd Qu.:2002 3rd Qu.:2.000 3rd Qu.: 576.0
## Max. :3.000 Max. :2010 Max. :4.000 Max. :1418.0
## NA's :81
## WoodDeckSF OpenPorchSF EnclosedPorch X3SsnPorch
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 0.00 Median : 25.00 Median : 0.00 Median : 0.00
## Mean : 94.24 Mean : 46.66 Mean : 21.95 Mean : 3.41
## 3rd Qu.:168.00 3rd Qu.: 68.00 3rd Qu.: 0.00 3rd Qu.: 0.00
## Max. :857.00 Max. :547.00 Max. :552.00 Max. :508.00
##
## ScreenPorch PoolArea MiscVal MoSold
## Min. : 0.00 Min. : 0.000 Min. : 0.00 Min. : 1.000
## 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 5.000
## Median : 0.00 Median : 0.000 Median : 0.00 Median : 6.000
## Mean : 15.06 Mean : 2.759 Mean : 43.49 Mean : 6.322
## 3rd Qu.: 0.00 3rd Qu.: 0.000 3rd Qu.: 0.00 3rd Qu.: 8.000
## Max. :480.00 Max. :738.000 Max. :15500.00 Max. :12.000
##
## YrSold SalePrice
## Min. :2006 Min. : 34900
## 1st Qu.:2007 1st Qu.:129975
## Median :2008 Median :163000
## Mean :2008 Mean :180921
## 3rd Qu.:2009 3rd Qu.:214000
## Max. :2010 Max. :755000
##
We saw above that a good univariate descriptive visual is a density plot of the variable. For values 2 through 17 (2 thru 7 and 14 thru 19 are shown to save space), where we can argue that the numeric values are relatively continuous, the density plot and skew calculations mostly make sense.
For the values 18 and up where we have small sets of integer values (number of bathrooms, etc.) maybe not as much. Histogram plots might work better for them, which I show next.
The first 6 histograms solve the basement bathroom problem and look look pretty good overall, making it easy to tell bathroom and kitchen preferences. The next set starts to have problems with GarageYrBuilt, which surprised me since I’ve seen that work well with year data. Also, GarageArea and WoodDeckSF don’t look great.
I usually run both types of plots on all the numeric data to see which one works the best. I did not print all the plots here to save space.
# Make a list for my plots, so I can show 6 at a time
pp <- list()
# Plot the first 6, skip over Id
pp[[1]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[2]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[2]), '\n', 'Skewness: ', round(skewness(train_num[[2]], na.rm = TRUE), 2))) + theme_light()
pp[[2]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[3]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[3]), '\n', 'Skewness: ', round(skewness(train_num[[3]], na.rm = TRUE), 2))) + theme_light()
pp[[3]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[4]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[4]), '\n', 'Skewness: ', round(skewness(train_num[[4]], na.rm = TRUE), 2))) + theme_light()
pp[[4]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[5]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[5]), '\n', 'Skewness: ', round(skewness(train_num[[5]], na.rm = TRUE), 2))) + theme_light()
pp[[5]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[6]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[6]), '\n', 'Skewness: ', round(skewness(train_num[[6]], na.rm = TRUE), 2))) + theme_light()
pp[[6]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[7]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[7]), '\n', 'Skewness: ', round(skewness(train_num[[7]], na.rm = TRUE), 2))) + theme_light()
do.call("grid.arrange", c(pp, ncol = 2))## Warning: Removed 259 rows containing non-finite values (stat_density).
# Plot the 3rd set of 6 to show 14 thru 19
pp <- list()
pp[[1]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[14]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[14]), '\n', 'Skewness: ', round(skewness(train_num[[14]], na.rm = TRUE), 2))) + theme_light()
pp[[2]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[15]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[15]), '\n', 'Skewness: ', round(skewness(train_num[[15]], na.rm = TRUE), 2))) + theme_light()
pp[[3]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[16]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[16]), '\n', 'Skewness: ', round(skewness(train_num[[16]], na.rm = TRUE), 2))) + theme_light()
pp[[4]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[17]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[17]), '\n', 'Skewness: ', round(skewness(train_num[[17]], na.rm = TRUE), 2))) + theme_light()
pp[[5]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[18]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[18]), '\n', 'Skewness: ', round(skewness(train_num[[18]], na.rm = TRUE), 2))) + theme_light()
pp[[6]] <- ggplot(data = train_num) + geom_density(aes(x = train_num[[19]]), fill="blue", size = 1, alpha = 1.0) + xlab(paste0((colnames(train_num)[19]), '\n', 'Skewness: ', round(skewness(train_num[[19]], na.rm = TRUE), 2))) + theme_light()
do.call("grid.arrange", c(pp, ncol = 2))# Plot histograms for 18 thru 23
pp <- list()
pp[[1]] <- ggplot(data = train_num) + aes(x = factor(train_num[[18]])) + stat_count() + xlab(colnames(train_num)[18]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[2]] <- ggplot(data = train_num) + aes(x = factor(train_num[[19]])) + stat_count() + xlab(colnames(train_num)[19]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[3]] <- ggplot(data = train_num) + aes(x = factor(train_num[[20]])) + stat_count() + xlab(colnames(train_num)[20]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[4]] <- ggplot(data = train_num) + aes(x = factor(train_num[[21]])) + stat_count() + xlab(colnames(train_num)[21]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[5]] <- ggplot(data = train_num) + aes(x = factor(train_num[[22]])) + stat_count() + xlab(colnames(train_num)[22]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[6]] <- ggplot(data = train_num) + aes(x = factor(train_num[[23]])) + stat_count() + xlab(colnames(train_num)[23]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
do.call("grid.arrange", c(pp, ncol = 2))# Plot histograms for 24 thru 29
pp <- list()
pp[[1]] <- ggplot(data = train_num) + aes(x = factor(train_num[[24]])) + stat_count() + xlab(colnames(train_num)[24]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[2]] <- ggplot(data = train_num) + aes(x = factor(train_num[[25]])) + stat_count() + xlab(colnames(train_num)[25]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[3]] <- ggplot(data = train_num) + aes(x = factor(train_num[[26]])) + stat_count() + xlab(colnames(train_num)[26]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[4]] <- ggplot(data = train_num) + aes(x = factor(train_num[[27]])) + stat_count() + xlab(colnames(train_num)[27]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[5]] <- ggplot(data = train_num) + aes(x = factor(train_num[[28]])) + stat_count() + xlab(colnames(train_num)[28]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[6]] <- ggplot(data = train_num) + aes(x = factor(train_num[[29]])) + stat_count() + xlab(colnames(train_num)[29]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
do.call("grid.arrange", c(pp, ncol = 2))Now let’s look at the categorical data and run some descriptive statistics with summary() and then use histograms to visualize the categorical data. The summary gives a good quick look at the categories. Neighborhood may be the most difficult to get a feel for with 707 in Other, but the rest fit well. We will see with the histograms that even Neighborhood is easy to visulize.
# Pull out the categorical data for plotting
train_cat <- train[, sapply(train, is.factor)]
# Break out the categories and counts
summary(train_cat)## MSZoning Street Alley LotShape LandContour
## C (all): 10 Grvl: 6 Grvl: 50 IR1:484 Bnk: 63
## FV : 65 Pave:1454 Pave: 41 IR2: 41 HLS: 50
## RH : 16 NA's:1369 IR3: 10 Low: 36
## RL :1151 Reg:925 Lvl:1311
## RM : 218
##
##
## Utilities LotConfig LandSlope Neighborhood Condition1
## AllPub:1459 Corner : 263 Gtl:1382 NAmes :225 Norm :1260
## NoSeWa: 1 CulDSac: 94 Mod: 65 CollgCr:150 Feedr : 81
## FR2 : 47 Sev: 13 OldTown:113 Artery : 48
## FR3 : 4 Edwards:100 RRAn : 26
## Inside :1052 Somerst: 86 PosN : 19
## Gilbert: 79 RRAe : 11
## (Other):707 (Other): 15
## Condition2 BldgType HouseStyle RoofStyle RoofMatl
## Norm :1445 1Fam :1220 1Story :726 Flat : 13 CompShg:1434
## Feedr : 6 2fmCon: 31 2Story :445 Gable :1141 Tar&Grv: 11
## Artery : 2 Duplex: 52 1.5Fin :154 Gambrel: 11 WdShngl: 6
## PosN : 2 Twnhs : 43 SLvl : 65 Hip : 286 WdShake: 5
## RRNn : 2 TwnhsE: 114 SFoyer : 37 Mansard: 7 ClyTile: 1
## PosA : 1 1.5Unf : 14 Shed : 2 Membran: 1
## (Other): 2 (Other): 19 (Other): 2
## Exterior1st Exterior2nd MasVnrType ExterQual ExterCond
## VinylSd:515 VinylSd:504 BrkCmn : 15 Ex: 52 Ex: 3
## HdBoard:222 MetalSd:214 BrkFace:445 Fa: 14 Fa: 28
## MetalSd:220 HdBoard:207 None :864 Gd:488 Gd: 146
## Wd Sdng:206 Wd Sdng:197 Stone :128 TA:906 Po: 1
## Plywood:108 Plywood:142 NA's : 8 TA:1282
## CemntBd: 61 CmentBd: 60
## (Other):128 (Other):136
## Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1
## BrkTil:146 Ex :121 Fa : 45 Av :221 ALQ :220
## CBlock:634 Fa : 35 Gd : 65 Gd :134 BLQ :148
## PConc :647 Gd :618 Po : 2 Mn :114 GLQ :418
## Slab : 24 TA :649 TA :1311 No :953 LwQ : 74
## Stone : 6 NA's: 37 NA's: 37 NA's: 38 Rec :133
## Wood : 3 Unf :430
## NA's: 37
## BsmtFinType2 Heating HeatingQC CentralAir Electrical KitchenQual
## ALQ : 19 Floor: 1 Ex:741 N: 95 FuseA: 94 Ex:100
## BLQ : 33 GasA :1428 Fa: 49 Y:1365 FuseF: 27 Fa: 39
## GLQ : 14 GasW : 18 Gd:241 FuseP: 3 Gd:586
## LwQ : 46 Grav : 7 Po: 1 Mix : 1 TA:735
## Rec : 54 OthW : 2 TA:428 SBrkr:1334
## Unf :1256 Wall : 4 NA's : 1
## NA's: 38
## Functional FireplaceQu GarageType GarageFinish GarageQual
## Maj1: 14 Ex : 24 2Types : 6 Fin :352 Ex : 3
## Maj2: 5 Fa : 33 Attchd :870 RFn :422 Fa : 48
## Min1: 31 Gd :380 Basment: 19 Unf :605 Gd : 14
## Min2: 34 Po : 20 BuiltIn: 88 NA's: 81 Po : 3
## Mod : 15 TA :313 CarPort: 9 TA :1311
## Sev : 1 NA's:690 Detchd :387 NA's: 81
## Typ :1360 NA's : 81
## GarageCond PavedDrive PoolQC Fence MiscFeature
## Ex : 2 N: 90 Ex : 2 GdPrv: 59 Gar2: 2
## Fa : 35 P: 30 Fa : 2 GdWo : 54 Othr: 2
## Gd : 9 Y:1340 Gd : 3 MnPrv: 157 Shed: 49
## Po : 7 NA's:1453 MnWw : 11 TenC: 1
## TA :1326 NA's :1179 NA's:1406
## NA's: 81
##
## SaleType SaleCondition
## WD :1267 Abnorml: 101
## New : 122 AdjLand: 4
## COD : 43 Alloca : 12
## ConLD : 9 Family : 20
## ConLI : 5 Normal :1198
## ConLw : 5 Partial: 125
## (Other): 9
Below are some histograms on the categorical data. I could continue to plot all the variables, but there are no big surprises, so for space I will stop here. I usually look for things from the data to follow up. In this case it might be interesting to compare neighborhood to sales price, or building type, or land slope. Since that’s not called for here I will move on.
# Plot the first 6
pp <- list()
pp[[1]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[1]])) + stat_count() + xlab(colnames(train_cat)[1]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[2]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[2]])) + stat_count() + xlab(colnames(train_cat)[2]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[3]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[3]])) + stat_count() + xlab(colnames(train_cat)[3]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[4]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[4]])) + stat_count() + xlab(colnames(train_cat)[4]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[5]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[5]])) + stat_count() + xlab(colnames(train_cat)[5]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[6]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[6]])) + stat_count() + xlab(colnames(train_cat)[6]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
do.call("grid.arrange", c(pp, ncol = 2))# Plot the next 6, 7 - 12
pp <- list()
pp[[1]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[7]])) + stat_count() + xlab(colnames(train_cat)[7]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[2]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[8]])) + stat_count() + xlab(colnames(train_cat)[8]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[3]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[9]])) + stat_count() + xlab(colnames(train_cat)[9]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[4]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[10]])) + stat_count() + xlab(colnames(train_cat)[10]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[5]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[11]])) + stat_count() + xlab(colnames(train_cat)[11]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
pp[[6]] <- ggplot(data = train_cat) + aes(x = factor(train_cat[[12]])) + stat_count() + xlab(colnames(train_cat)[12]) + theme_light() + theme(axis.text.x = element_text(angle = 90, hjust =1))
do.call("grid.arrange", c(pp, ncol = 2))Below is a scatterplot of Overall Quality versus Sale Price. I overlayed the regression line and the lighter band around the line is the 95% confidence interval.
# Plot Overall Quality versus Sales Price and overlay a regression line
ggplot(train, aes(x = OverallQual, y = SalePrice)) + geom_point(color="red") + labs(x="Overall Quality", y = "Sale Price") + ggtitle("Overall Quality vs. Sales Price") + geom_smooth(method = "lm", se = TRUE) + theme_light()Provide a 95% CI for the difference in the mean of the variables.
We show below a 95% confidence that the difference in the means of x and y will be between 176.8K and 185.0K
# Run the T test
t.test(Y, X)##
## Welch Two Sample t-test
##
## data: Y and X
## t = 87.016, df = 1459, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 176836.7 184993.5
## sample estimates:
## mean of x mean of y
## 1.809212e+05 6.099315e+00
Derive a correlation matrix for two of the quantitative variables you selected. Test the hypothesis that the correlation between these variables is 0 and provide a 99% confidence interval.
# Setup and run correlation test
data <- data.frame(X, Y)
cm <- cor(data)
cm## X Y
## X 1.0000000 0.7909816
## Y 0.7909816 1.0000000
cor.test(Y, X, conf.level = 0.99)##
## Pearson's product-moment correlation
##
## data: Y and X
## t = 49.364, df = 1458, p-value < 2.2e-16
## alternative hypothesis: true correlation is not equal to 0
## 99 percent confidence interval:
## 0.7643382 0.8149288
## sample estimates:
## cor
## 0.7909816
Discuss the meaning of your analysis.
We see above a Pearson correlation of 0.7910. The Pearson correlation coefficient can take a range of values from +1 to -1. A value of 0 indicates that there is no association between the two variables. A value greater than 0 indicates a positive association; that is, as the value of one variable increases, so does the value of the other variable. This test result is a strong indication of a correlation between Overall Quality and Sale Price.
In a similar way the T-test or the difference in the means also indicates an association between Overall Quality and Sale Price, because the true difference in means is not equal to 0
Invert your correlation matrix. (This is known as the precision matrix and contains variance inflation factors on the diagonal.) Multiply the correlation matrix by the precision matrix, and then multiply the precision matrix by the correlation matrix. Conduct principal components analysis (research this!) and interpret. Discuss.
Correlation Matrix (from above) = cm = \(\left[ \begin{array}{ccc} 1.0000 & 0.7910 \\ 0.7910 & 1.0000 \end{array}\right]\)
Precision Matrix = pm = \(cm^{-1}\) = \(\left[ \begin{array}{ccc} 2.6713 & -2.113 \\ -2.113 & 2.6713 \end{array}\right]\)
cm pm = \(\left[ \begin{array}{ccc} 1 & 0 \\ 0 & 1 \end{array}\right]\)
pm cm = \(\left[ \begin{array}{ccc} 1 & 0 \\ 0 & 1 \end{array}\right]\)
# Take inverse of correlation matrix
pm <- solve(cm)
pm## X Y
## X 2.671310 -2.112957
## Y -2.112957 2.671310
# Multiply the correlation matrix by the precision matrix
cm %*% pm## X Y
## X 1 0
## Y 0 1
# Multiply the precision matrix by the correlation matrix
pm %*% cm## X Y
## X 1 0
## Y 0 1
Principal components analysis is a procedure for identifying a smaller number of uncorrelated variables, called “principal components”, from a large set of data. The goal of principal components analysis is to explain the maximum amount of variance with the fewest number of principal components.
I think this only makes sense across a lot of variables, like the 80 in our data set, however, it only works on numeric data, so we are down to 38. I want to drop out Sale Price because it is what we are trying to predict, so now we are down to 37.
I could never get a version of this to run. I kept getting “Error in cov.wt(z) : ‘x’ must contain finite values only”. I tried prcomp() and princomp() with the same results. Prcomp is supposed to be more accurate method.
After working on the modeling section below I tried using the 6 highest correlated variables and that seemed to work. The first variable OverallQual is responsible for about 49% of the variance, while the 2nd is 27%, so these to account for over 75%.
# Pull Sales Price out of the numerical data
train_pca <- subset(train_num, select = -SalePrice)
# Retry with highly correlated variables
train_pca <- subset(train_num, select = c(OverallQual, GrLivArea, GarageCars, GarageArea, TotalBsmtSF, X1stFlrSF))
# Run the Principal Component Analysis
pca <- prcomp(train_pca)
#plot to show variable importance
plot(pca)Many times, it makes sense to fit a closed form distribution to data. For your variable that is skewed to the right, shift it so that the minimum value is above zero. Then load the MASS package and run fitdistr to fit an exponential probability density function.
Find the optimal value of \(\lambda\) for this distribution, and then take 1000 samples from this exponential distribution using this value (e.g., rexp(1000, \(\lambda\))). Plot a histogram and compare it with a histogram of your original variable.
# Run fitdistr to fit an exponential probability density function
fitdistr(train$OverallQual, "exponential")## rate
## 0.163952835
## (0.004290842)
# Take 1000 samples from the exponential distribution, set.seed is so percentiles below stay the same
set.seed(1)
esamp <- rexp(1000, 0.163952835)
# Plot a histogram and compare it with a histogram of your original variable
hist(esamp)hist(train$OverallQual)Using the exponential pdf, find the 5th and 95th percentiles using the cumulative distribution function (CDF). Also generate a 95% confidence interval from the empirical data, assuming normality. Finally, provide the empirical 5th percentile and 95th percentile of the data. Discuss.
Using the exponential pdf, find the 5th and 95th percentiles using the cumulative distribution function (CDF).
5th percentile = 0.317
95th percentile = 18.036
quantile(esamp, probs=c(.05,.95))## 5% 95%
## 0.317445 18.036394
Also generate a 95% confidence interval from the empirical data, assuming normality. Finally, provide the empirical 5th percentile and 95th percentile of the data. Discuss.
For a normal distribution we calcualte the Confidence Interval as: CI = Sample Mean \(\pm\) Standard Error, we need:
For Overall Quality we see the values below and calcualate a 95% CI as 6.04 < 6.10 < 6.16, (mean \(\pm\) 0.06)
5th percentile = 4
95th percentile = 8
# The lower or left side of the interval for OverallQual = mean - error
mean(train$OverallQual) - qnorm(0.95) * sd(train$OverallQual) / sqrt(length(train$OverallQual))## [1] 6.03978
# The upper or right side of the interval for OverallQual = mean + error
mean(train$OverallQual) + qnorm(0.95) * sd(train$OverallQual) / sqrt(length(train$OverallQual))## [1] 6.15885
# Find the empirical 5th percentile and 95th percentile of the data
quantile(train$OverallQual, probs=c(.05,.95))## 5% 95%
## 4 8
Discuss
This all makes sense for the empirical or “real” data. We have a data set ranging from 1 to 10 with a mean of about 6 (6.10). I was not surprised that the 5% and 95% percentiles were 4 and 8. You can almost guess that from the histogram. The relatively tight confidence interval (.06) also seems to make sense. We have an almost normal data distribution with a slight skew to the right and all this seems to support that.
I don’t understand the exponential PDF applied to this data. I would think that moving things over to zero would just skew things to the left by about 1. The 5% and 95% values of 0.317 and 18.036 confuse me. How can the new data range be wider than the old one? This histogram ahows the majority of data between zero and five and stair steps down from there. I am not sure what that does for me.
Build some type of regression model and submit your model to the competition board. Provide your complete model summary and results with analysis. Report your Kaggle.com user name and score.
I found a nice correlation plot function that gives a visual for what I was hoping to get from Principal Components Analysis (PCA). I used it to construct my model. If you look at the last row, which is Sale Price we see how it correlates to the other variables. It has a strong correlation to OverallQual (0.7979) The next strongest one seems to be GrLivArea (0.7052), then we have GarageCars (0.6470), GarageArea (0.6193), TotalBsmtSF (0.6156) and X1stFlrSF (0.6080).
This suggests to me that I want to model SalesPrice on some combination of these variables and maybe just the first two. SalePrice ~= OverallQual + GrLivArea + GarageCars
This makes intuitive sense to me, that the sales price of a house would depend on the overall quality, the size of the great room and the size of the garage. I would also like to analyze the sales price for a given OverallQual by neighborhood to see if “the same house” in different neighborhoods get a bump as you might expect. I am not sure how I would incorporate non-quantitative data into my model.
# Find the correlations between all pairs, except drop ID.
correlations <- cor(na.omit(train_num[,- 1]))
# correlations
row_indic <- apply(correlations, 1, function(x) sum(x > 0.3 | x < -0.3) > 1)
correlations <- correlations[row_indic ,row_indic ]
corrplot(correlations, method="square")We know from our Univariate Statistics section these values have NA’s. The counts are for just the Train data set, but I brought in the test set for cleaning.
| Name | NA’s | Type | Fix |
|---|---|---|---|
| LotFrontage | 259 | num | replace with mean |
| Alley | 1369 | fac | make NA a factor level |
| MasVnrType | 8 | fac | level |
| MasVnrArea | 8 | num | Replace with zero |
| BsmtQual | 37 | fac | level |
| BsmtCond | 37 | fac | level |
| BsmtExposure | 38 | fac | level |
| BsmtFinType1 | 37 | fac | level |
| BsmtFinType2 | 38 | fac | level |
| Electrical | 1 | fac | level |
| FireplaceQu | 690 | fac | level |
| GarageType | 81 | fac | level |
| GarageYrBlt | 81 | num | 0 |
| GarageFinish | 81 | fac | level |
| GarageQual | 81 | fac | level |
| GarageCond | 81 | fac | level |
| PoolQC | 1453 | fac | level |
| Fence | 1179 | fac | level |
| MiscFeature | 1406 | fac | level |
# Load the Test data
test <- read.csv("https://raw.githubusercontent.com/Godbero/IS605/master/test.csv", stringsAsFactors = TRUE)
# Fix the two numerics that we want to be zero
# Replace MasVnrArea NA's with zero
train$MasVnrArea <- ifelse(is.na(train$MasVnrArea), 0, train$MasVnrArea)
# Replace GarageYrBlt NA's with zero
train$GarageYrBlt <- ifelse(is.na(train$GarageYrBlt), 0, train$GarageYrBlt)
# Now we make LotFrontage the mean and fix all the factor NA's by making them a level with gam library
train <- na.gam.replace(train)
# The percentage of data missing in train (before we got ~5.8%)
sum(is.na(train)) / (nrow(train) * ncol(train))## [1] 0
# We can repeat all this for the Test data set to get it ready
test$MasVnrArea <- ifelse(is.na(test$MasVnrArea), 0, test$MasVnrArea)
test$GarageYrBlt <- ifelse(is.na(test$GarageYrBlt), 0, test$GarageYrBlt)
test <- na.gam.replace(test)
sum(is.na(test)) / (nrow(test) * ncol(test))## [1] 0
Now we can start to model and the General Linear Modeling function seems like a good place to start. I start by using all the variables to get a baseline. I expected this to be the worst fit because of too much information. I was surprised to see a trend that suggests worst fit with less variables not better. I used the summary function results and nagelkerke() for pseudo-R-squared comparisons. I counted 66 significant variable coefficients out of the 80 when I ran my the model on all variables and 8 were not defined “because of singularities”. The drop in \(R^2\) and the increase in AIC seem big in comparison, from 93 to 76 for Cox and Snell, and Nagelkerke. I expected AIC to go lower as I dropped varaiables, but that did not happen.
My six highest correlated variables again for reference and their model fit scores follow.
| Run | Variables | AIC | McFadden | Cox&Snell | Nagelkerke | Signif |
|---|---|---|---|---|---|---|
| mod80 | All | 33647 | 0.106584 | 0.933298 | 0.933298 | 66 |
| mod6 | 6 PCA | 35009 | 0.056495 | 0.761918 | 0.761918 | 5 |
| mod5 | top 5 cor | 35012 | 0.056362 | 0.761108 | 0.761108 | 4 |
| mod4 | top 4 | 35123 | 0.053298 | 0.741773 | 0.741773 | 4 |
| mod3 | top 3 | 35137 | 0.052888 | 0.739069 | 0.739069 | 3 |
| mod2 | top 2 | 35268 | 0.049300 | 0.714173 | 0.714173 | 2 |
| mod1 | OverallQual | 35659 | 0.038680 | 0.625652 | 0.625652 | 1 |
# Run on all the variables for a baseline
mod80 <- glm(SalePrice ~ . , data = train)
summary(mod80)##
## Call:
## glm(formula = SalePrice ~ ., data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -177219 -9328 15 9523 177219
##
## Coefficients: (8 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -5.921e+05 1.058e+06 -0.560 0.575837
## Id 1.128e+00 1.547e+00 0.729 0.466176
## MSSubClass -5.366e+01 8.269e+01 -0.649 0.516459
## MSZoningFV 3.273e+04 1.200e+04 2.728 0.006466 **
## MSZoningRH 2.233e+04 1.189e+04 1.879 0.060517 .
## MSZoningRL 2.511e+04 1.022e+04 2.458 0.014111 *
## MSZoningRM 2.179e+04 9.579e+03 2.275 0.023087 *
## LotFrontage 4.385e+01 4.397e+01 0.997 0.318829
## LotArea 7.106e-01 1.095e-01 6.490 1.25e-10 ***
## StreetPave 3.326e+04 1.218e+04 2.731 0.006411 **
## AlleyNA -1.421e+03 4.212e+03 -0.337 0.735890
## AlleyPave -4.370e+02 6.022e+03 -0.073 0.942170
## LotShapeIR2 4.962e+03 4.211e+03 1.179 0.238809
## LotShapeIR3 4.892e+03 8.868e+03 0.552 0.581285
## LotShapeReg 1.771e+03 1.602e+03 1.106 0.269021
## LandContourHLS 7.527e+03 5.118e+03 1.471 0.141620
## LandContourLow -1.129e+04 6.383e+03 -1.769 0.077074 .
## LandContourLvl 5.473e+03 3.700e+03 1.479 0.139388
## UtilitiesNoSeWa -3.689e+04 2.635e+04 -1.400 0.161674
## LotConfigCulDSac 8.509e+03 3.301e+03 2.578 0.010056 *
## LotConfigFR2 -7.499e+03 4.017e+03 -1.867 0.062148 .
## LotConfigFR3 -1.724e+04 1.255e+04 -1.374 0.169808
## LotConfigInside -1.309e+03 1.789e+03 -0.732 0.464557
## LandSlopeMod 7.292e+03 3.974e+03 1.835 0.066763 .
## LandSlopeSev -4.145e+04 1.141e+04 -3.632 0.000293 ***
## NeighborhoodBlueste 7.890e+03 1.922e+04 0.410 0.681517
## NeighborhoodBrDale -2.125e+03 1.095e+04 -0.194 0.846231
## NeighborhoodBrkSide -5.640e+03 9.468e+03 -0.596 0.551542
## NeighborhoodClearCr -1.458e+04 9.198e+03 -1.585 0.113272
## NeighborhoodCollgCr -1.032e+04 7.245e+03 -1.425 0.154548
## NeighborhoodCrawfor 1.183e+04 8.535e+03 1.386 0.165894
## NeighborhoodEdwards -2.145e+04 7.983e+03 -2.687 0.007313 **
## NeighborhoodGilbert -1.155e+04 7.667e+03 -1.507 0.132106
## NeighborhoodIDOTRR -1.181e+04 1.073e+04 -1.100 0.271440
## NeighborhoodMeadowV -6.818e+03 1.118e+04 -0.610 0.542238
## NeighborhoodMitchel -2.116e+04 8.160e+03 -2.593 0.009628 **
## NeighborhoodNAmes -1.737e+04 7.823e+03 -2.221 0.026544 *
## NeighborhoodNoRidge 2.503e+04 8.411e+03 2.975 0.002985 **
## NeighborhoodNPkVill 1.286e+04 1.403e+04 0.917 0.359539
## NeighborhoodNridgHt 1.797e+04 7.501e+03 2.395 0.016770 *
## NeighborhoodNWAmes -1.759e+04 7.998e+03 -2.200 0.028011 *
## NeighborhoodOldTown -1.419e+04 9.644e+03 -1.471 0.141473
## NeighborhoodSawyer -1.119e+04 8.107e+03 -1.381 0.167675
## NeighborhoodSawyerW -2.953e+03 7.768e+03 -0.380 0.703873
## NeighborhoodSomerst -2.670e+03 8.997e+03 -0.297 0.766654
## NeighborhoodStoneBr 3.915e+04 8.278e+03 4.730 2.51e-06 ***
## NeighborhoodSWISU -8.421e+03 9.691e+03 -0.869 0.385055
## NeighborhoodTimber -1.017e+04 8.129e+03 -1.251 0.211291
## NeighborhoodVeenker -2.757e+02 1.048e+04 -0.026 0.979009
## Condition1Feedr 7.034e+03 5.013e+03 1.403 0.160828
## Condition1Norm 1.626e+04 4.183e+03 3.887 0.000107 ***
## Condition1PosA 9.134e+03 9.997e+03 0.914 0.361038
## Condition1PosN 1.501e+04 7.427e+03 2.021 0.043501 *
## Condition1RRAe -1.545e+04 9.059e+03 -1.706 0.088307 .
## Condition1RRAn 1.301e+04 6.947e+03 1.873 0.061321 .
## Condition1RRNe -3.429e+03 1.746e+04 -0.196 0.844278
## Condition1RRNn 1.136e+04 1.282e+04 0.886 0.376063
## Condition2Feedr -5.016e+03 2.340e+04 -0.214 0.830290
## Condition2Norm -9.731e+03 2.027e+04 -0.480 0.631210
## Condition2PosA 4.324e+04 3.699e+04 1.169 0.242588
## Condition2PosN -2.394e+05 2.761e+04 -8.674 < 2e-16 ***
## Condition2RRAe -1.277e+05 6.502e+04 -1.964 0.049800 *
## Condition2RRAn -2.270e+04 3.146e+04 -0.722 0.470608
## Condition2RRNn -1.569e+03 2.707e+04 -0.058 0.953791
## BldgType2fmCon -3.307e+03 1.248e+04 -0.265 0.791059
## BldgTypeDuplex -7.474e+03 7.423e+03 -1.007 0.314180
## BldgTypeTwnhs -1.866e+04 1.001e+04 -1.863 0.062635 .
## BldgTypeTwnhsE -1.483e+04 9.029e+03 -1.643 0.100628
## HouseStyle1.5Unf 1.227e+04 7.957e+03 1.542 0.123422
## HouseStyle1Story 5.163e+03 4.385e+03 1.177 0.239315
## HouseStyle2.5Fin -1.726e+04 1.237e+04 -1.395 0.163241
## HouseStyle2.5Unf -9.424e+03 9.229e+03 -1.021 0.307426
## HouseStyle2Story -5.955e+03 3.496e+03 -1.703 0.088791 .
## HouseStyleSFoyer 9.956e+02 6.258e+03 0.159 0.873624
## HouseStyleSLvl 3.487e+03 5.582e+03 0.625 0.532294
## OverallQual 6.848e+03 1.014e+03 6.752 2.25e-11 ***
## OverallCond 5.790e+03 8.711e+02 6.647 4.51e-11 ***
## YearBuilt 3.221e+02 7.703e+01 4.181 3.11e-05 ***
## YearRemodAdd 1.059e+02 5.579e+01 1.898 0.057948 .
## RoofStyleGable 9.475e+03 1.843e+04 0.514 0.607198
## RoofStyleGambrel 1.292e+04 2.017e+04 0.640 0.522087
## RoofStyleHip 9.183e+03 1.850e+04 0.496 0.619700
## RoofStyleMansard 1.995e+04 2.138e+04 0.933 0.351166
## RoofStyleShed 9.810e+04 3.451e+04 2.843 0.004550 **
## RoofMatlCompShg 5.768e+05 5.274e+04 10.938 < 2e-16 ***
## RoofMatlMembran 6.720e+05 6.260e+04 10.735 < 2e-16 ***
## RoofMatlMetal 6.406e+05 6.222e+04 10.294 < 2e-16 ***
## RoofMatlRoll 5.641e+05 5.835e+04 9.667 < 2e-16 ***
## RoofMatlTar&Grv 5.776e+05 5.653e+04 10.218 < 2e-16 ***
## RoofMatlWdShake 5.694e+05 5.510e+04 10.333 < 2e-16 ***
## RoofMatlWdShngl 6.316e+05 5.369e+04 11.763 < 2e-16 ***
## Exterior1stAsphShn -2.468e+04 3.297e+04 -0.749 0.454223
## Exterior1stBrkComm -3.921e+03 2.775e+04 -0.141 0.887683
## Exterior1stBrkFace 7.972e+03 1.276e+04 0.625 0.532325
## Exterior1stCBlock -1.549e+04 2.725e+04 -0.568 0.569854
## Exterior1stCemntBd -1.124e+04 1.903e+04 -0.591 0.554773
## Exterior1stHdBoard -1.280e+04 1.294e+04 -0.989 0.322700
## Exterior1stImStucc -2.281e+04 2.815e+04 -0.810 0.417847
## Exterior1stMetalSd -5.900e+03 1.460e+04 -0.404 0.686162
## Exterior1stPlywood -1.349e+04 1.277e+04 -1.056 0.291181
## Exterior1stStone -1.881e+03 2.430e+04 -0.077 0.938308
## Exterior1stStucco -6.969e+03 1.408e+04 -0.495 0.620649
## Exterior1stVinylSd -1.375e+04 1.334e+04 -1.031 0.302803
## Exterior1stWd Sdng -1.359e+04 1.238e+04 -1.097 0.272679
## Exterior1stWdShing -9.198e+03 1.336e+04 -0.688 0.491452
## Exterior2ndAsphShn 1.162e+04 2.220e+04 0.523 0.600744
## Exterior2ndBrk Cmn 5.852e+03 2.006e+04 0.292 0.770551
## Exterior2ndBrkFace 3.704e+03 1.322e+04 0.280 0.779354
## Exterior2ndCBlock NA NA NA NA
## Exterior2ndCmentBd 1.195e+04 1.871e+04 0.639 0.523004
## Exterior2ndHdBoard 7.959e+03 1.242e+04 0.641 0.521754
## Exterior2ndImStucc 1.686e+04 1.434e+04 1.176 0.239986
## Exterior2ndMetalSd 5.715e+03 1.420e+04 0.402 0.687463
## Exterior2ndOther -1.836e+04 2.707e+04 -0.678 0.497623
## Exterior2ndPlywood 6.166e+03 1.206e+04 0.511 0.609248
## Exterior2ndStone -1.071e+04 1.722e+04 -0.622 0.534312
## Exterior2ndStucco 5.368e+03 1.361e+04 0.394 0.693393
## Exterior2ndVinylSd 1.273e+04 1.282e+04 0.993 0.320955
## Exterior2ndWd Sdng 1.156e+04 1.195e+04 0.968 0.333476
## Exterior2ndWd Shng 5.228e+03 1.246e+04 0.420 0.674878
## MasVnrTypeBrkFace 4.152e+03 6.830e+03 0.608 0.543404
## MasVnrTypeNA 2.079e+03 1.091e+04 0.191 0.848888
## MasVnrTypeNone 7.190e+03 6.904e+03 1.041 0.297877
## MasVnrTypeStone 9.110e+03 7.236e+03 1.259 0.208279
## MasVnrArea 2.081e+01 5.785e+00 3.597 0.000335 ***
## ExterQualFa -7.401e+03 1.108e+04 -0.668 0.504380
## ExterQualGd -2.073e+04 4.777e+03 -4.339 1.55e-05 ***
## ExterQualTA -1.996e+04 5.300e+03 -3.767 0.000173 ***
## ExterCondFa -2.619e+03 1.806e+04 -0.145 0.884686
## ExterCondGd -7.198e+03 1.722e+04 -0.418 0.675990
## ExterCondPo 8.977e+03 3.166e+04 0.284 0.776782
## ExterCondTA -4.194e+03 1.719e+04 -0.244 0.807261
## FoundationCBlock 2.840e+03 3.170e+03 0.896 0.370501
## FoundationPConc 4.030e+03 3.416e+03 1.180 0.238298
## FoundationSlab -7.316e+03 1.004e+04 -0.729 0.466331
## FoundationStone 9.557e+03 1.140e+04 0.839 0.401818
## FoundationWood -2.753e+04 1.476e+04 -1.864 0.062495 .
## BsmtQualFa -1.132e+04 6.354e+03 -1.781 0.075090 .
## BsmtQualGd -1.793e+04 3.336e+03 -5.375 9.17e-08 ***
## BsmtQualNA 3.831e+04 3.660e+04 1.047 0.295411
## BsmtQualTA -1.417e+04 4.158e+03 -3.408 0.000676 ***
## BsmtCondGd -4.431e+01 5.272e+03 -0.008 0.993296
## BsmtCondNA NA NA NA NA
## BsmtCondPo 6.714e+04 2.982e+04 2.252 0.024506 *
## BsmtCondTA 2.605e+03 4.242e+03 0.614 0.539235
## BsmtExposureGd 1.424e+04 2.996e+03 4.753 2.25e-06 ***
## BsmtExposureMn -3.602e+03 3.016e+03 -1.194 0.232605
## BsmtExposureNA -1.096e+04 2.297e+04 -0.477 0.633257
## BsmtExposureNo -5.127e+03 2.179e+03 -2.353 0.018803 *
## BsmtFinType1BLQ 2.786e+03 2.801e+03 0.995 0.320105
## BsmtFinType1GLQ 5.644e+03 2.519e+03 2.241 0.025229 *
## BsmtFinType1LwQ -3.197e+03 3.741e+03 -0.855 0.392945
## BsmtFinType1NA NA NA NA NA
## BsmtFinType1Rec 1.315e+02 2.999e+03 0.044 0.965031
## BsmtFinType1Unf 2.700e+03 2.914e+03 0.926 0.354436
## BsmtFinSF1 3.877e+01 5.328e+00 7.277 6.14e-13 ***
## BsmtFinType2BLQ -1.312e+04 7.560e+03 -1.735 0.082913 .
## BsmtFinType2GLQ -2.527e+03 9.341e+03 -0.271 0.786785
## BsmtFinType2LwQ -1.414e+04 7.391e+03 -1.913 0.055935 .
## BsmtFinType2NA -2.909e+04 2.495e+04 -1.166 0.243934
## BsmtFinType2Rec -1.025e+04 7.113e+03 -1.442 0.149690
## BsmtFinType2Unf -8.356e+03 7.573e+03 -1.103 0.270058
## BsmtFinSF2 3.158e+01 9.050e+00 3.489 0.000501 ***
## BsmtUnfSF 2.116e+01 4.885e+00 4.331 1.61e-05 ***
## TotalBsmtSF NA NA NA NA
## HeatingGasA 1.003e+04 2.555e+04 0.393 0.694708
## HeatingGasW 7.713e+03 2.634e+04 0.293 0.769742
## HeatingGrav 1.695e+03 2.802e+04 0.060 0.951778
## HeatingOthW -1.105e+04 3.146e+04 -0.351 0.725535
## HeatingWall 2.312e+04 2.971e+04 0.778 0.436457
## HeatingQCFa 7.040e+02 4.712e+03 0.149 0.881246
## HeatingQCGd -3.946e+03 2.072e+03 -1.905 0.057080 .
## HeatingQCPo 2.308e+03 2.653e+04 0.087 0.930679
## HeatingQCTA -3.228e+03 2.068e+03 -1.561 0.118871
## CentralAirY -2.097e+02 3.864e+03 -0.054 0.956734
## ElectricalFuseF -1.267e+01 5.746e+03 -0.002 0.998241
## ElectricalFuseP -7.525e+03 1.860e+04 -0.405 0.685835
## ElectricalMix -4.203e+04 4.445e+04 -0.946 0.344587
## ElectricalNA 9.668e+03 2.407e+04 0.402 0.687975
## ElectricalSBrkr -2.169e+03 2.947e+03 -0.736 0.461816
## X1stFlrSF 4.427e+01 5.642e+00 7.847 9.38e-15 ***
## X2ndFlrSF 6.228e+01 5.695e+00 10.935 < 2e-16 ***
## LowQualFinSF -3.485e+00 1.904e+01 -0.183 0.854777
## GrLivArea NA NA NA NA
## BsmtFullBath 1.602e+03 1.979e+03 0.810 0.418363
## BsmtHalfBath -3.600e+02 3.025e+03 -0.119 0.905278
## FullBath 3.675e+03 2.198e+03 1.672 0.094720 .
## HalfBath 1.845e+03 2.096e+03 0.880 0.378801
## BedroomAbvGr -3.674e+03 1.364e+03 -2.694 0.007165 **
## KitchenAbvGr -1.344e+04 5.690e+03 -2.362 0.018319 *
## KitchenQualFa -1.978e+04 6.197e+03 -3.192 0.001450 **
## KitchenQualGd -2.343e+04 3.480e+03 -6.734 2.55e-11 ***
## KitchenQualTA -2.232e+04 3.928e+03 -5.683 1.66e-08 ***
## TotRmsAbvGrd 1.743e+03 9.567e+02 1.822 0.068701 .
## FunctionalMaj2 -1.807e+03 1.438e+04 -0.126 0.900026
## FunctionalMin1 6.989e+03 8.612e+03 0.812 0.417184
## FunctionalMin2 8.129e+03 8.647e+03 0.940 0.347380
## FunctionalMod -5.619e+03 1.056e+04 -0.532 0.594746
## FunctionalSev -4.015e+04 2.954e+04 -1.359 0.174256
## FunctionalTyp 1.783e+04 7.478e+03 2.385 0.017244 *
## Fireplaces 6.320e+03 2.555e+03 2.473 0.013518 *
## FireplaceQuFa -5.852e+02 6.882e+03 -0.085 0.932240
## FireplaceQuGd 2.905e+03 5.318e+03 0.546 0.584895
## FireplaceQuNA 9.030e+03 6.230e+03 1.449 0.147517
## FireplaceQuPo 1.251e+04 7.909e+03 1.582 0.113871
## FireplaceQuTA 3.853e+03 5.529e+03 0.697 0.486004
## GarageTypeAttchd 1.920e+04 1.102e+04 1.743 0.081570 .
## GarageTypeBasment 2.351e+04 1.278e+04 1.840 0.065999 .
## GarageTypeBuiltIn 1.909e+04 1.148e+04 1.662 0.096798 .
## GarageTypeCarPort 2.416e+04 1.468e+04 1.646 0.100117
## GarageTypeDetchd 2.225e+04 1.102e+04 2.019 0.043719 *
## GarageTypeNA -1.417e+04 1.220e+05 -0.116 0.907551
## GarageYrBlt -1.870e+01 6.128e+01 -0.305 0.760335
## GarageFinishNA NA NA NA NA
## GarageFinishRFn -2.396e+03 1.960e+03 -1.223 0.221686
## GarageFinishUnf -5.764e+02 2.428e+03 -0.237 0.812397
## GarageCars 3.855e+03 2.277e+03 1.693 0.090693 .
## GarageArea 1.821e+01 7.894e+00 2.307 0.021237 *
## GarageQualFa -1.255e+05 3.013e+04 -4.166 3.32e-05 ***
## GarageQualGd -1.207e+05 3.094e+04 -3.901 0.000101 ***
## GarageQualNA NA NA NA NA
## GarageQualPo -1.428e+05 3.841e+04 -3.718 0.000210 ***
## GarageQualTA -1.195e+05 2.984e+04 -4.005 6.59e-05 ***
## GarageCondFa 1.125e+05 3.475e+04 3.237 0.001241 **
## GarageCondGd 1.117e+05 3.611e+04 3.093 0.002028 **
## GarageCondNA NA NA NA NA
## GarageCondPo 1.182e+05 3.730e+04 3.168 0.001574 **
## GarageCondTA 1.142e+05 3.446e+04 3.315 0.000945 ***
## PavedDriveP -3.549e+03 5.547e+03 -0.640 0.522452
## PavedDriveY -2.690e+02 3.458e+03 -0.078 0.938016
## WoodDeckSF 1.524e+01 5.873e+00 2.595 0.009563 **
## OpenPorchSF 6.883e-01 1.156e+01 0.060 0.952550
## EnclosedPorch 2.935e+00 1.247e+01 0.235 0.813945
## X3SsnPorch 3.376e+01 2.237e+01 1.509 0.131477
## ScreenPorch 3.584e+01 1.249e+01 2.870 0.004179 **
## PoolArea 6.809e+02 2.266e+02 3.005 0.002714 **
## PoolQCFa -1.558e+05 4.088e+04 -3.811 0.000145 ***
## PoolQCGd -1.266e+05 3.684e+04 -3.438 0.000607 ***
## PoolQCNA 2.544e+05 1.226e+05 2.075 0.038238 *
## FenceGdWo 7.932e+03 4.902e+03 1.618 0.105903
## FenceMnPrv 9.483e+03 4.002e+03 2.370 0.017966 *
## FenceMnWw 3.126e+03 8.207e+03 0.381 0.703365
## FenceNA 8.915e+03 3.669e+03 2.430 0.015246 *
## MiscFeatureNA -1.407e+03 9.719e+04 -0.014 0.988452
## MiscFeatureOthr 1.305e+04 9.074e+04 0.144 0.885662
## MiscFeatureShed 1.179e+03 9.311e+04 0.013 0.989897
## MiscFeatureTenC 2.984e+04 9.662e+04 0.309 0.757500
## MiscVal -8.857e-02 6.113e+00 -0.014 0.988442
## MoSold -4.635e+02 2.449e+02 -1.893 0.058641 .
## YrSold -5.648e+02 5.148e+02 -1.097 0.272785
## SaleTypeCon 2.556e+04 1.753e+04 1.458 0.145020
## SaleTypeConLD 1.610e+04 9.679e+03 1.664 0.096425 .
## SaleTypeConLI 4.507e+03 1.154e+04 0.391 0.696232
## SaleTypeConLw 1.213e+03 1.214e+04 0.100 0.920446
## SaleTypeCWD 1.479e+04 1.286e+04 1.150 0.250300
## SaleTypeNew 2.086e+04 1.541e+04 1.354 0.175950
## SaleTypeOth 6.986e+03 1.448e+04 0.482 0.629676
## SaleTypeWD -4.359e+02 4.174e+03 -0.104 0.916851
## SaleConditionAdjLand 9.830e+03 1.459e+04 0.674 0.500611
## SaleConditionAlloca 1.508e+03 8.879e+03 0.170 0.865128
## SaleConditionFamily 7.576e+02 6.084e+03 0.125 0.900919
## SaleConditionNormal 6.669e+03 2.902e+03 2.298 0.021723 *
## SaleConditionPartial 1.469e+02 1.483e+04 0.010 0.992098
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 509698252)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 6.1419e+11 on 1205 degrees of freedom
## AIC: 33647
##
## Number of Fisher Scoring iterations: 2
nagelkerke(mod80)## $Models
##
## Model: "glm, SalePrice ~ ., train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.106584
## Cox and Snell (ML) 0.933298
## Nagelkerke (Cragg and Uhler) 0.933298
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -254 -1976.5 3953 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
# Run on the 6 PCA variables
mod6 <- glm(SalePrice ~ OverallQual + GrLivArea + GarageCars + GarageArea + TotalBsmtSF + X1stFlrSF, data = train)
summary(mod6)##
## Call:
## glm(formula = SalePrice ~ OverallQual + GrLivArea + GarageCars +
## GarageArea + TotalBsmtSF + X1stFlrSF, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -473373 -19732 -1080 16922 288035
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.027e+05 4.904e+03 -20.932 < 2e-16 ***
## OverallQual 2.400e+04 1.083e+03 22.150 < 2e-16 ***
## GrLivArea 4.312e+01 2.679e+00 16.095 < 2e-16 ***
## GarageCars 1.452e+04 3.019e+03 4.809 1.68e-06 ***
## GarageArea 1.566e+01 1.047e+01 1.495 0.1350
## TotalBsmtSF 2.439e+01 4.318e+00 5.649 1.94e-08 ***
## X1stFlrSF 1.119e+01 5.032e+00 2.223 0.0264 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1508766962)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 2.1922e+12 on 1453 degrees of freedom
## AIC: 35009
##
## Number of Fisher Scoring iterations: 2
nagelkerke(mod6)## $Models
##
## Model: "glm, SalePrice ~ OverallQual + GrLivArea + GarageCars + GarageArea + TotalBsmtSF + X1stFlrSF, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.0564954
## Cox and Snell (ML) 0.7619180
## Nagelkerke (Cragg and Uhler) 0.7619180
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -6 -1047.7 2095.3 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
# Run on the top 5 PCA variables
mod5 <- glm(SalePrice ~ OverallQual + GrLivArea + GarageCars + GarageArea + TotalBsmtSF, data = train)
summary(mod5)##
## Call:
## glm(formula = SalePrice ~ OverallQual + GrLivArea + GarageCars +
## GarageArea + TotalBsmtSF, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -478977 -19915 -1503 16701 287132
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -99072.050 4638.450 -21.359 < 2e-16 ***
## OverallQual 23635.007 1072.532 22.037 < 2e-16 ***
## GrLivArea 45.346 2.489 18.218 < 2e-16 ***
## GarageCars 14544.315 3022.681 4.812 1.65e-06 ***
## GarageArea 17.133 10.468 1.637 0.102
## TotalBsmtSF 31.501 2.904 10.848 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1512856640)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 2.1997e+12 on 1454 degrees of freedom
## AIC: 35012
##
## Number of Fisher Scoring iterations: 2
nagelkerke(mod5)## $Models
##
## Model: "glm, SalePrice ~ OverallQual + GrLivArea + GarageCars + GarageArea + TotalBsmtSF, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.0563618
## Cox and Snell (ML) 0.7611080
## Nagelkerke (Cragg and Uhler) 0.7611080
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -5 -1045.2 2090.3 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
# Run on the top 4 PCA variables
mod4 <- glm(SalePrice ~ OverallQual + GrLivArea + GarageCars + GarageArea, data = train)
summary(mod4)##
## Call:
## glm(formula = SalePrice ~ OverallQual + GrLivArea + GarageCars +
## GarageArea, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -372594 -21236 -1594 18625 301129
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -98436.050 4820.467 -20.420 < 2e-16 ***
## OverallQual 26988.854 1067.393 25.285 < 2e-16 ***
## GrLivArea 49.573 2.555 19.402 < 2e-16 ***
## GarageCars 11317.522 3126.297 3.620 0.000305 ***
## GarageArea 41.478 10.627 3.903 9.93e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1634178987)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 2.3777e+12 on 1455 degrees of freedom
## AIC: 35123
##
## Number of Fisher Scoring iterations: 2
nagelkerke(mod4)## $Models
##
## Model: "glm, SalePrice ~ OverallQual + GrLivArea + GarageCars + GarageArea, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.053298
## Cox and Snell (ML) 0.741773
## Nagelkerke (Cragg and Uhler) 0.741773
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -4 -988.36 1976.7 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
# Run on the top 3 PCA variables
mod3 <- glm(SalePrice ~ OverallQual + GrLivArea + GarageCars, data = train)
summary(mod3)##
## Call:
## glm(formula = SalePrice ~ OverallQual + GrLivArea + GarageCars,
## data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -340718 -21675 -2085 19500 300177
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -98832.493 4842.897 -20.41 <2e-16 ***
## OverallQual 27104.826 1072.182 25.28 <2e-16 ***
## GrLivArea 50.674 2.552 19.86 <2e-16 ***
## GarageCars 21298.960 1807.065 11.79 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1650155028)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 2.4026e+12 on 1456 degrees of freedom
## AIC: 35137
##
## Number of Fisher Scoring iterations: 2
nagelkerke(mod3)## $Models
##
## Model: "glm, SalePrice ~ OverallQual + GrLivArea + GarageCars, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.052888
## Cox and Snell (ML) 0.739069
## Nagelkerke (Cragg and Uhler) 0.739069
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -3 -980.76 1961.5 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
# Run on the top 2 PCA variables
mod2 <- glm(SalePrice ~ OverallQual + GrLivArea, data = train)
summary(mod2)##
## Call:
## glm(formula = SalePrice ~ OverallQual + GrLivArea, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -379572 -22266 -386 19895 289501
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -104092.67 5045.37 -20.63 <2e-16 ***
## OverallQual 32849.05 999.20 32.88 <2e-16 ***
## GrLivArea 55.86 2.63 21.24 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1806360752)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 2.6319e+12 on 1457 degrees of freedom
## AIC: 35268
##
## Number of Fisher Scoring iterations: 2
nagelkerke(mod2)## $Models
##
## Model: "glm, SalePrice ~ OverallQual + GrLivArea, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.0493005
## Cox and Snell (ML) 0.7141730
## Nagelkerke (Cragg and Uhler) 0.7141730
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -2 -914.23 1828.5 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
# Run on OverallQual
mod1 <- glm(SalePrice ~ OverallQual, data = train)
summary(mod1)##
## Call:
## glm(formula = SalePrice ~ OverallQual, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -198152 -29409 -1845 21463 396848
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -96206.1 5756.4 -16.71 <2e-16 ***
## OverallQual 45435.8 920.4 49.36 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 2364172965)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 3.4470e+12 on 1458 degrees of freedom
## AIC: 35659
##
## Number of Fisher Scoring iterations: 2
nagelkerke(mod1)## $Models
##
## Model: "glm, SalePrice ~ OverallQual, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.0386796
## Cox and Snell (ML) 0.6256520
## Nagelkerke (Cragg and Uhler) 0.6256520
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -1 -717.28 1434.6 6.5238e-314
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
Based on what we saw above I frankly was not sure how to improve or what to submit. Should I really submit a model with 80 odd parameters as my fit metrics seem to indicate? I decided to try a few things to see if I could improve things.
I do not know what convinced me to try multiplying instead of adding the variables in my formula, but I did. I may have witnessed it in an example while researching models, but I do not recall actually seeing it. Taking my top 6 variance causing numeric variables again I tried multiplying them together. My fit metrics got better. They were not as good as using all the variables, but they were much closer. Taking out variables trended in the bad fit direction as before (AIC went up and \(R^2\) went down). In the table below I show the results for the 6 and top 5 variables.
I knew I wanted to try getting Neighborhood in the mix, so I started with adding Neighborhood to the variables. It helped and if I had to stick with adding I would add in Neighborhood. When I tried multiplying Neighborhood things got interesting. The 6 variables multiplied together had a better AIC (lower) than the 6 times Neighborhood, but the pseudo-\(R^2\) scores got better. When I tried the top 5 times Neighborhood both AIC and \(R^2\) got better. Going down to the top 4 times Neighborhood made the AIC number better, but \(R^2\) got worse. We had some type of inflection point. Both of these models (modx = 5 * Neigh and mody = 4 * Neigh) were close to the All-variable model (mod80). I had two models to try.
| Run | Variables | AIC | McFadden | Cox & Snell, & Nagelkerke |
|---|---|---|---|---|
| mod80 | All | 33647 | 0.106584 | 0.933298 |
| mod6 | 6 PCA | 35009 | 0.056495 | 0.761918 |
| mod1 | OverallQual | 35659 | 0.038680 | 0.625652 |
| New | models below | |||
| moda | top 6 multi | 34091 | 0.0843036 | 0.8825270 |
| modb | top 5 multi | 34156 | 0.0808357 | 0.8717080 |
| modc | 6 * neigh | 35716 | 0.0894591 | 0.8969470 |
| modx | 5 * neigh | 34014 | 0.115228 | 0.946448 |
| mody | 4 * neigh | 33896 | 0.104233 | 0.929193 |
# Here are the results for the multiplying models
moda <- glm(SalePrice ~ OverallQual * GrLivArea * GarageCars * GarageArea * TotalBsmtSF * X1stFlrSF, data = train)
summary(moda)##
## Call:
## glm(formula = SalePrice ~ OverallQual * GrLivArea * GarageCars *
## GarageArea * TotalBsmtSF * X1stFlrSF, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -150828 -13623 129 13992 159904
##
## Coefficients:
## Estimate
## (Intercept) -5.919e+04
## OverallQual 1.230e+04
## GrLivArea 2.485e+02
## GarageCars 2.666e+05
## GarageArea 4.536e+02
## TotalBsmtSF -2.912e+02
## X1stFlrSF 4.627e+01
## OverallQual:GrLivArea -3.995e+01
## OverallQual:GarageCars -1.128e+04
## GrLivArea:GarageCars -4.306e+02
## OverallQual:GarageArea -2.409e+02
## GrLivArea:GarageArea -3.117e-01
## GarageCars:GarageArea -9.487e+02
## OverallQual:TotalBsmtSF 6.825e+01
## GrLivArea:TotalBsmtSF 5.422e-02
## GarageCars:TotalBsmtSF -2.054e+02
## GarageArea:TotalBsmtSF 6.128e-01
## OverallQual:X1stFlrSF 5.816e+00
## GrLivArea:X1stFlrSF -1.847e-01
## GarageCars:X1stFlrSF 8.372e+00
## GarageArea:X1stFlrSF 6.614e-02
## TotalBsmtSF:X1stFlrSF 3.480e-01
## OverallQual:GrLivArea:GarageCars 5.493e+01
## OverallQual:GrLivArea:GarageArea 1.565e-01
## OverallQual:GarageCars:GarageArea 1.767e+02
## GrLivArea:GarageCars:GarageArea 8.660e-01
## OverallQual:GrLivArea:TotalBsmtSF -1.339e-02
## OverallQual:GarageCars:TotalBsmtSF -1.308e+01
## GrLivArea:GarageCars:TotalBsmtSF 4.430e-01
## OverallQual:GarageArea:TotalBsmtSF 4.600e-02
## GrLivArea:GarageArea:TotalBsmtSF -6.792e-04
## GarageCars:GarageArea:TotalBsmtSF 6.508e-01
## OverallQual:GrLivArea:X1stFlrSF 2.965e-02
## OverallQual:GarageCars:X1stFlrSF -3.731e+01
## GrLivArea:GarageCars:X1stFlrSF 1.791e-01
## OverallQual:GarageArea:X1stFlrSF 1.442e-01
## GrLivArea:GarageArea:X1stFlrSF 1.087e-04
## GarageCars:GarageArea:X1stFlrSF 2.342e-01
## OverallQual:TotalBsmtSF:X1stFlrSF -7.585e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF -9.755e-05
## GarageCars:TotalBsmtSF:X1stFlrSF -1.684e-02
## GarageArea:TotalBsmtSF:X1stFlrSF -1.155e-03
## OverallQual:GrLivArea:GarageCars:GarageArea -1.539e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF -4.624e-02
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF 3.673e-05
## OverallQual:GarageCars:GarageArea:TotalBsmtSF -9.927e-02
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF -6.498e-04
## OverallQual:GrLivArea:GarageCars:X1stFlrSF -1.039e-02
## OverallQual:GrLivArea:GarageArea:X1stFlrSF -1.200e-04
## OverallQual:GarageCars:GarageArea:X1stFlrSF -5.119e-02
## GrLivArea:GarageCars:GarageArea:X1stFlrSF -3.584e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 2.311e-05
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 4.565e-02
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF -1.976e-04
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF 6.744e-05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 7.679e-07
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -2.498e-06
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF 9.590e-05
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF 6.963e-05
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 8.491e-06
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF -5.641e-08
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -8.426e-06
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 1.872e-07
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -2.429e-08
## Std. Error
## (Intercept) 9.820e+04
## OverallQual 2.547e+04
## GrLivArea 1.467e+02
## GarageCars 2.656e+05
## GarageArea 1.021e+03
## TotalBsmtSF 2.164e+02
## X1stFlrSF 2.249e+02
## OverallQual:GrLivArea 2.708e+01
## OverallQual:GarageCars 3.857e+04
## GrLivArea:GarageCars 1.799e+02
## OverallQual:GarageArea 1.437e+02
## GrLivArea:GarageArea 6.979e-01
## GarageCars:GarageArea 2.622e+02
## OverallQual:TotalBsmtSF 4.971e+01
## GrLivArea:TotalBsmtSF 1.983e-01
## GarageCars:TotalBsmtSF 2.906e+02
## GarageArea:TotalBsmtSF 1.146e+00
## OverallQual:X1stFlrSF 4.532e+01
## GrLivArea:X1stFlrSF 2.017e-01
## GarageCars:X1stFlrSF 2.889e+02
## GarageArea:X1stFlrSF 1.193e+00
## TotalBsmtSF:X1stFlrSF 1.878e-01
## OverallQual:GrLivArea:GarageCars 2.569e+01
## OverallQual:GrLivArea:GarageArea 8.763e-02
## OverallQual:GarageCars:GarageArea 3.415e+01
## GrLivArea:GarageCars:GarageArea 2.125e-01
## OverallQual:GrLivArea:TotalBsmtSF 3.693e-02
## OverallQual:GarageCars:TotalBsmtSF 4.343e+01
## GrLivArea:GarageCars:TotalBsmtSF 1.998e-01
## OverallQual:GarageArea:TotalBsmtSF 1.659e-01
## GrLivArea:GarageArea:TotalBsmtSF 8.154e-04
## GarageCars:GarageArea:TotalBsmtSF 3.060e-01
## OverallQual:GrLivArea:X1stFlrSF 3.681e-02
## OverallQual:GarageCars:X1stFlrSF 4.351e+01
## GrLivArea:GarageCars:X1stFlrSF 1.705e-01
## OverallQual:GarageArea:X1stFlrSF 1.791e-01
## GrLivArea:GarageArea:X1stFlrSF 6.488e-04
## GarageCars:GarageArea:X1stFlrSF 3.596e-01
## OverallQual:TotalBsmtSF:X1stFlrSF 4.229e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF 1.191e-04
## GarageCars:TotalBsmtSF:X1stFlrSF 2.322e-01
## GarageArea:TotalBsmtSF:X1stFlrSF 8.974e-04
## OverallQual:GrLivArea:GarageCars:GarageArea 2.651e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 2.826e-02
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF 1.005e-04
## OverallQual:GarageCars:GarageArea:TotalBsmtSF 4.129e-02
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF 2.382e-04
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 2.535e-02
## OverallQual:GrLivArea:GarageArea:X1stFlrSF 8.411e-05
## OverallQual:GarageCars:GarageArea:X1stFlrSF 5.025e-02
## GrLivArea:GarageCars:GarageArea:X1stFlrSF 2.335e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 2.282e-05
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 3.170e-02
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 1.274e-04
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF 1.070e-04
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 5.127e-07
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 2.276e-04
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF 2.969e-05
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF 3.184e-05
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 1.694e-05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 4.994e-08
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 2.865e-05
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 1.385e-07
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 1.587e-08
## t value
## (Intercept) -0.603
## OverallQual 0.483
## GrLivArea 1.694
## GarageCars 1.004
## GarageArea 0.444
## TotalBsmtSF -1.346
## X1stFlrSF 0.206
## OverallQual:GrLivArea -1.475
## OverallQual:GarageCars -0.292
## GrLivArea:GarageCars -2.393
## OverallQual:GarageArea -1.676
## GrLivArea:GarageArea -0.447
## GarageCars:GarageArea -3.618
## OverallQual:TotalBsmtSF 1.373
## GrLivArea:TotalBsmtSF 0.273
## GarageCars:TotalBsmtSF -0.707
## GarageArea:TotalBsmtSF 0.535
## OverallQual:X1stFlrSF 0.128
## GrLivArea:X1stFlrSF -0.916
## GarageCars:X1stFlrSF 0.029
## GarageArea:X1stFlrSF 0.055
## TotalBsmtSF:X1stFlrSF 1.853
## OverallQual:GrLivArea:GarageCars 2.138
## OverallQual:GrLivArea:GarageArea 1.786
## OverallQual:GarageCars:GarageArea 5.173
## GrLivArea:GarageCars:GarageArea 4.076
## OverallQual:GrLivArea:TotalBsmtSF -0.362
## OverallQual:GarageCars:TotalBsmtSF -0.301
## GrLivArea:GarageCars:TotalBsmtSF 2.217
## OverallQual:GarageArea:TotalBsmtSF 0.277
## GrLivArea:GarageArea:TotalBsmtSF -0.833
## GarageCars:GarageArea:TotalBsmtSF 2.127
## OverallQual:GrLivArea:X1stFlrSF 0.806
## OverallQual:GarageCars:X1stFlrSF -0.858
## GrLivArea:GarageCars:X1stFlrSF 1.051
## OverallQual:GarageArea:X1stFlrSF 0.805
## GrLivArea:GarageArea:X1stFlrSF 0.168
## GarageCars:GarageArea:X1stFlrSF 0.651
## OverallQual:TotalBsmtSF:X1stFlrSF -1.794
## GrLivArea:TotalBsmtSF:X1stFlrSF -0.819
## GarageCars:TotalBsmtSF:X1stFlrSF -0.073
## GarageArea:TotalBsmtSF:X1stFlrSF -1.287
## OverallQual:GrLivArea:GarageCars:GarageArea -5.807
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF -1.636
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF 0.365
## OverallQual:GarageCars:GarageArea:TotalBsmtSF -2.404
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF -2.727
## OverallQual:GrLivArea:GarageCars:X1stFlrSF -0.410
## OverallQual:GrLivArea:GarageArea:X1stFlrSF -1.427
## OverallQual:GarageCars:GarageArea:X1stFlrSF -1.019
## GrLivArea:GarageCars:GarageArea:X1stFlrSF -1.535
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 1.013
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 1.440
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF -1.551
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF 0.630
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 1.498
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -0.011
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF 3.230
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF 2.187
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 0.501
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF -1.129
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -0.294
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 1.352
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -1.530
## Pr(>|t|)
## (Intercept) 0.546754
## OverallQual 0.629180
## GrLivArea 0.090518
## GarageCars 0.315714
## GarageArea 0.657014
## TotalBsmtSF 0.178682
## X1stFlrSF 0.836987
## OverallQual:GrLivArea 0.140359
## OverallQual:GarageCars 0.769994
## GrLivArea:GarageCars 0.016852
## OverallQual:GarageArea 0.093994
## GrLivArea:GarageArea 0.655185
## GarageCars:GarageArea 0.000307
## OverallQual:TotalBsmtSF 0.170017
## GrLivArea:TotalBsmtSF 0.784553
## GarageCars:TotalBsmtSF 0.479761
## GarageArea:TotalBsmtSF 0.592945
## OverallQual:X1stFlrSF 0.897906
## GrLivArea:X1stFlrSF 0.360082
## GarageCars:X1stFlrSF 0.976888
## GarageArea:X1stFlrSF 0.955781
## TotalBsmtSF:X1stFlrSF 0.064088
## OverallQual:GrLivArea:GarageCars 0.032687
## OverallQual:GrLivArea:GarageArea 0.074275
## OverallQual:GarageCars:GarageArea 2.64e-07
## GrLivArea:GarageCars:GarageArea 4.84e-05
## OverallQual:GrLivArea:TotalBsmtSF 0.717046
## OverallQual:GarageCars:TotalBsmtSF 0.763358
## GrLivArea:GarageCars:TotalBsmtSF 0.026776
## OverallQual:GarageArea:TotalBsmtSF 0.781589
## GrLivArea:GarageArea:TotalBsmtSF 0.405027
## GarageCars:GarageArea:TotalBsmtSF 0.033594
## OverallQual:GrLivArea:X1stFlrSF 0.420642
## OverallQual:GarageCars:X1stFlrSF 0.391309
## GrLivArea:GarageCars:X1stFlrSF 0.293592
## OverallQual:GarageArea:X1stFlrSF 0.420858
## GrLivArea:GarageArea:X1stFlrSF 0.866970
## GarageCars:GarageArea:X1stFlrSF 0.515021
## OverallQual:TotalBsmtSF:X1stFlrSF 0.073098
## GrLivArea:TotalBsmtSF:X1stFlrSF 0.413045
## GarageCars:TotalBsmtSF:X1stFlrSF 0.942204
## GarageArea:TotalBsmtSF:X1stFlrSF 0.198223
## OverallQual:GrLivArea:GarageCars:GarageArea 7.87e-09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 0.102026
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF 0.714879
## OverallQual:GarageCars:GarageArea:TotalBsmtSF 0.016348
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF 0.006463
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 0.681981
## OverallQual:GrLivArea:GarageArea:X1stFlrSF 0.153832
## OverallQual:GarageCars:GarageArea:X1stFlrSF 0.308527
## GrLivArea:GarageCars:GarageArea:X1stFlrSF 0.125021
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 0.311379
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 0.150054
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 0.121094
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF 0.528578
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 0.134398
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 0.991244
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF 0.001268
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF 0.028937
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 0.616314
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 0.258899
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 0.768703
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 0.176739
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 0.126125
##
## (Intercept)
## OverallQual
## GrLivArea .
## GarageCars
## GarageArea
## TotalBsmtSF
## X1stFlrSF
## OverallQual:GrLivArea
## OverallQual:GarageCars
## GrLivArea:GarageCars *
## OverallQual:GarageArea .
## GrLivArea:GarageArea
## GarageCars:GarageArea ***
## OverallQual:TotalBsmtSF
## GrLivArea:TotalBsmtSF
## GarageCars:TotalBsmtSF
## GarageArea:TotalBsmtSF
## OverallQual:X1stFlrSF
## GrLivArea:X1stFlrSF
## GarageCars:X1stFlrSF
## GarageArea:X1stFlrSF
## TotalBsmtSF:X1stFlrSF .
## OverallQual:GrLivArea:GarageCars *
## OverallQual:GrLivArea:GarageArea .
## OverallQual:GarageCars:GarageArea ***
## GrLivArea:GarageCars:GarageArea ***
## OverallQual:GrLivArea:TotalBsmtSF
## OverallQual:GarageCars:TotalBsmtSF
## GrLivArea:GarageCars:TotalBsmtSF *
## OverallQual:GarageArea:TotalBsmtSF
## GrLivArea:GarageArea:TotalBsmtSF
## GarageCars:GarageArea:TotalBsmtSF *
## OverallQual:GrLivArea:X1stFlrSF
## OverallQual:GarageCars:X1stFlrSF
## GrLivArea:GarageCars:X1stFlrSF
## OverallQual:GarageArea:X1stFlrSF
## GrLivArea:GarageArea:X1stFlrSF
## GarageCars:GarageArea:X1stFlrSF
## OverallQual:TotalBsmtSF:X1stFlrSF .
## GrLivArea:TotalBsmtSF:X1stFlrSF
## GarageCars:TotalBsmtSF:X1stFlrSF
## GarageArea:TotalBsmtSF:X1stFlrSF
## OverallQual:GrLivArea:GarageCars:GarageArea ***
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF
## OverallQual:GarageCars:GarageArea:TotalBsmtSF *
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF **
## OverallQual:GrLivArea:GarageCars:X1stFlrSF
## OverallQual:GrLivArea:GarageArea:X1stFlrSF
## OverallQual:GarageCars:GarageArea:X1stFlrSF
## GrLivArea:GarageCars:GarageArea:X1stFlrSF
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF **
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF *
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 774845329)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 1.0817e+12 on 1396 degrees of freedom
## AIC: 34091
##
## Number of Fisher Scoring iterations: 2
nagelkerke(moda)## $Models
##
## Model: "glm, SalePrice ~ OverallQual * GrLivArea * GarageCars * GarageArea * TotalBsmtSF * X1stFlrSF, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.0843036
## Cox and Snell (ML) 0.8825270
## Nagelkerke (Cragg and Uhler) 0.8825270
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -63 -1563.3 3126.7 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
modb <- glm(SalePrice ~ OverallQual * GrLivArea * GarageCars * TotalBsmtSF * X1stFlrSF, data = train)
summary(modb)##
## Call:
## glm(formula = SalePrice ~ OverallQual * GrLivArea * GarageCars *
## TotalBsmtSF * X1stFlrSF, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -152637 -14374 487 13967 184414
##
## Coefficients:
## Estimate
## (Intercept) 1.279e+05
## OverallQual -4.530e+04
## GrLivArea -3.719e+01
## GarageCars -1.618e+05
## TotalBsmtSF -1.009e+02
## X1stFlrSF -5.185e+01
## OverallQual:GrLivArea 2.679e+01
## OverallQual:GarageCars 4.550e+04
## GrLivArea:GarageCars 1.145e+02
## OverallQual:TotalBsmtSF 4.781e+01
## GrLivArea:TotalBsmtSF 2.062e-02
## GarageCars:TotalBsmtSF 1.561e+02
## OverallQual:X1stFlrSF 4.232e+01
## GrLivArea:X1stFlrSF 5.398e-02
## GarageCars:X1stFlrSF 7.429e+01
## TotalBsmtSF:X1stFlrSF 8.106e-02
## OverallQual:GrLivArea:GarageCars -2.629e+01
## OverallQual:GrLivArea:TotalBsmtSF -1.270e-02
## OverallQual:GarageCars:TotalBsmtSF -4.303e+01
## GrLivArea:GarageCars:TotalBsmtSF -8.739e-02
## OverallQual:GrLivArea:X1stFlrSF -2.670e-02
## OverallQual:GarageCars:X1stFlrSF -2.636e+01
## GrLivArea:GarageCars:X1stFlrSF -6.434e-02
## OverallQual:TotalBsmtSF:X1stFlrSF -3.708e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF -4.107e-05
## GarageCars:TotalBsmtSF:X1stFlrSF -6.454e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 2.188e-02
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 1.825e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 1.783e-05
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 2.335e-02
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 3.740e-05
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF -1.247e-05
## Std. Error t value
## (Intercept) 6.664e+04 1.919
## OverallQual 1.350e+04 -3.356
## GrLivArea 8.257e+01 -0.450
## GarageCars 5.032e+04 -3.216
## TotalBsmtSF 1.149e+02 -0.878
## X1stFlrSF 1.411e+02 -0.368
## OverallQual:GrLivArea 1.228e+01 2.181
## OverallQual:GarageCars 7.720e+03 5.894
## GrLivArea:GarageCars 4.312e+01 2.656
## OverallQual:TotalBsmtSF 2.002e+01 2.388
## GrLivArea:TotalBsmtSF 1.120e-01 0.184
## GarageCars:TotalBsmtSF 6.193e+01 2.521
## OverallQual:X1stFlrSF 2.476e+01 1.709
## GrLivArea:X1stFlrSF 9.398e-02 0.574
## GarageCars:X1stFlrSF 7.751e+01 0.958
## TotalBsmtSF:X1stFlrSF 9.778e-02 0.829
## OverallQual:GrLivArea:GarageCars 5.535e+00 -4.749
## OverallQual:GrLivArea:TotalBsmtSF 1.526e-02 -0.832
## OverallQual:GarageCars:TotalBsmtSF 8.831e+00 -4.873
## GrLivArea:GarageCars:TotalBsmtSF 5.357e-02 -1.631
## OverallQual:GrLivArea:X1stFlrSF 1.348e-02 -1.981
## OverallQual:GarageCars:X1stFlrSF 1.209e+01 -2.180
## GrLivArea:GarageCars:X1stFlrSF 4.910e-02 -1.310
## OverallQual:TotalBsmtSF:X1stFlrSF 1.381e-02 -2.685
## GrLivArea:TotalBsmtSF:X1stFlrSF 6.362e-05 -0.646
## GarageCars:TotalBsmtSF:X1stFlrSF 4.926e-02 -1.310
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 6.388e-03 3.426
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 6.606e-03 2.763
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 5.666e-06 3.148
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 5.856e-03 3.988
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 3.183e-05 1.175
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 2.926e-06 -4.263
## Pr(>|t|)
## (Intercept) 0.055193 .
## OverallQual 0.000813 ***
## GrLivArea 0.652518
## GarageCars 0.001327 **
## TotalBsmtSF 0.380017
## X1stFlrSF 0.713254
## OverallQual:GrLivArea 0.029343 *
## OverallQual:GarageCars 4.68e-09 ***
## GrLivArea:GarageCars 0.008003 **
## OverallQual:TotalBsmtSF 0.017071 *
## GrLivArea:TotalBsmtSF 0.853924
## GarageCars:TotalBsmtSF 0.011822 *
## OverallQual:X1stFlrSF 0.087706 .
## GrLivArea:X1stFlrSF 0.565817
## GarageCars:X1stFlrSF 0.338003
## TotalBsmtSF:X1stFlrSF 0.407269
## OverallQual:GrLivArea:GarageCars 2.25e-06 ***
## OverallQual:GrLivArea:TotalBsmtSF 0.405612
## OverallQual:GarageCars:TotalBsmtSF 1.22e-06 ***
## GrLivArea:GarageCars:TotalBsmtSF 0.103026
## OverallQual:GrLivArea:X1stFlrSF 0.047779 *
## OverallQual:GarageCars:X1stFlrSF 0.029405 *
## GrLivArea:GarageCars:X1stFlrSF 0.190275
## OverallQual:TotalBsmtSF:X1stFlrSF 0.007343 **
## GrLivArea:TotalBsmtSF:X1stFlrSF 0.518698
## GarageCars:TotalBsmtSF:X1stFlrSF 0.190296
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 0.000630 ***
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 0.005806 **
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 0.001680 **
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 7.01e-05 ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 0.240170
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 2.15e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 827239164)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 1.1813e+12 on 1428 degrees of freedom
## AIC: 34156
##
## Number of Fisher Scoring iterations: 2
nagelkerke(modb)## $Models
##
## Model: "glm, SalePrice ~ OverallQual * GrLivArea * GarageCars * TotalBsmtSF * X1stFlrSF, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.0808357
## Cox and Snell (ML) 0.8717080
## Nagelkerke (Cragg and Uhler) 0.8717080
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -31 -1499 2998 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
modc <- glm(SalePrice ~ OverallQual * GrLivArea * GarageCars * GarageArea * TotalBsmtSF * X1stFlrSF * Neighborhood, data = train)
summary(modc)##
## Call:
## glm(formula = SalePrice ~ OverallQual * GrLivArea * GarageCars *
## GarageArea * TotalBsmtSF * X1stFlrSF * Neighborhood, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -375873 -18884 -7156 6631 167761
##
## Coefficients: (628 not defined because of singularities)
## Estimate
## (Intercept) 1.021e+18
## OverallQual -1.483e+17
## GrLivArea -5.529e+14
## GarageCars -6.056e+17
## GarageArea 8.287e+14
## TotalBsmtSF -2.359e+15
## X1stFlrSF 1.678e+15
## NeighborhoodBlueste -3.989e+16
## NeighborhoodBrDale -1.463e+18
## NeighborhoodBrkSide -1.020e+18
## NeighborhoodClearCr -1.118e+19
## NeighborhoodCollgCr -1.021e+18
## NeighborhoodCrawfor -1.702e+18
## NeighborhoodEdwards -1.021e+18
## NeighborhoodGilbert -5.339e+18
## NeighborhoodIDOTRR -7.971e+17
## NeighborhoodMeadowV -8.322e+17
## NeighborhoodMitchel -1.443e+18
## NeighborhoodNAmes -1.021e+18
## NeighborhoodNoRidge -4.749e+18
## NeighborhoodNPkVill 5.563e+16
## NeighborhoodNridgHt -1.021e+18
## NeighborhoodNWAmes -5.073e+18
## NeighborhoodOldTown -1.021e+18
## NeighborhoodSawyer -1.446e+18
## NeighborhoodSawyerW -2.411e+18
## NeighborhoodSomerst -8.688e+17
## NeighborhoodStoneBr -3.992e+18
## NeighborhoodSWISU -1.158e+18
## NeighborhoodTimber -6.718e+17
## NeighborhoodVeenker 4.395e+19
## OverallQual:GrLivArea 3.639e+13
## OverallQual:GarageCars 1.006e+17
## GrLivArea:GarageCars 2.954e+13
## OverallQual:GarageArea -1.959e+14
## GrLivArea:GarageArea 8.797e+11
## GarageCars:GarageArea -4.372e+13
## OverallQual:TotalBsmtSF 1.727e+14
## GrLivArea:TotalBsmtSF 5.993e+11
## GarageCars:TotalBsmtSF 7.313e+14
## GarageArea:TotalBsmtSF 3.062e+12
## OverallQual:X1stFlrSF -6.152e+13
## GrLivArea:X1stFlrSF -1.903e+10
## GarageCars:X1stFlrSF -5.171e+14
## GarageArea:X1stFlrSF -2.548e+12
## TotalBsmtSF:X1stFlrSF -1.851e+11
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale 2.818e+17
## OverallQual:NeighborhoodBrkSide 1.471e+17
## OverallQual:NeighborhoodClearCr -2.656e+16
## OverallQual:NeighborhoodCollgCr 1.483e+17
## OverallQual:NeighborhoodCrawfor 2.332e+17
## OverallQual:NeighborhoodEdwards 1.483e+17
## OverallQual:NeighborhoodGilbert 3.114e+17
## OverallQual:NeighborhoodIDOTRR 1.258e+17
## OverallQual:NeighborhoodMeadowV 1.797e+17
## OverallQual:NeighborhoodMitchel 2.327e+17
## OverallQual:NeighborhoodNAmes 1.483e+17
## OverallQual:NeighborhoodNoRidge 4.825e+17
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt 1.483e+17
## OverallQual:NeighborhoodNWAmes -5.293e+16
## OverallQual:NeighborhoodOldTown 1.483e+17
## OverallQual:NeighborhoodSawyer 2.332e+17
## OverallQual:NeighborhoodSawyerW 3.000e+17
## OverallQual:NeighborhoodSomerst 1.292e+17
## OverallQual:NeighborhoodStoneBr 3.774e+17
## OverallQual:NeighborhoodSWISU 3.246e+17
## OverallQual:NeighborhoodTimber 3.566e+16
## OverallQual:NeighborhoodVeenker 7.903e+16
## GrLivArea:NeighborhoodBlueste -2.094e+14
## GrLivArea:NeighborhoodBrDale 8.457e+14
## GrLivArea:NeighborhoodBrkSide 5.570e+14
## GrLivArea:NeighborhoodClearCr 4.127e+15
## GrLivArea:NeighborhoodCollgCr 5.529e+14
## GrLivArea:NeighborhoodCrawfor 1.091e+15
## GrLivArea:NeighborhoodEdwards 5.529e+14
## GrLivArea:NeighborhoodGilbert 2.053e+15
## GrLivArea:NeighborhoodIDOTRR 9.609e+14
## GrLivArea:NeighborhoodMeadowV 5.577e+14
## GrLivArea:NeighborhoodMitchel 1.025e+15
## GrLivArea:NeighborhoodNAmes 5.529e+14
## GrLivArea:NeighborhoodNoRidge 1.390e+15
## GrLivArea:NeighborhoodNPkVill -4.855e+14
## GrLivArea:NeighborhoodNridgHt 2.927e+14
## GrLivArea:NeighborhoodNWAmes 4.938e+14
## GrLivArea:NeighborhoodOldTown 5.529e+14
## GrLivArea:NeighborhoodSawyer 3.084e+14
## GrLivArea:NeighborhoodSawyerW 8.869e+14
## GrLivArea:NeighborhoodSomerst 4.415e+14
## GrLivArea:NeighborhoodStoneBr 9.276e+14
## GrLivArea:NeighborhoodSWISU 2.724e+14
## GrLivArea:NeighborhoodTimber 9.555e+14
## GrLivArea:NeighborhoodVeenker -2.423e+14
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale 7.119e+17
## GarageCars:NeighborhoodBrkSide 6.363e+17
## GarageCars:NeighborhoodClearCr 3.958e+18
## GarageCars:NeighborhoodCollgCr 6.056e+17
## GarageCars:NeighborhoodCrawfor 1.444e+18
## GarageCars:NeighborhoodEdwards 6.056e+17
## GarageCars:NeighborhoodGilbert 2.765e+18
## GarageCars:NeighborhoodIDOTRR -5.117e+17
## GarageCars:NeighborhoodMeadowV 2.200e+18
## GarageCars:NeighborhoodMitchel 8.166e+17
## GarageCars:NeighborhoodNAmes 6.056e+17
## GarageCars:NeighborhoodNoRidge 2.147e+18
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 6.056e+17
## GarageCars:NeighborhoodNWAmes 2.632e+18
## GarageCars:NeighborhoodOldTown 6.056e+17
## GarageCars:NeighborhoodSawyer 8.812e+17
## GarageCars:NeighborhoodSawyerW 1.301e+18
## GarageCars:NeighborhoodSomerst 5.293e+17
## GarageCars:NeighborhoodStoneBr 2.395e+17
## GarageCars:NeighborhoodSWISU -6.101e+17
## GarageCars:NeighborhoodTimber 6.195e+17
## GarageCars:NeighborhoodVeenker -2.192e+19
## GarageArea:NeighborhoodBlueste NA
## GarageArea:NeighborhoodBrDale -2.724e+15
## GarageArea:NeighborhoodBrkSide -9.214e+14
## GarageArea:NeighborhoodClearCr 1.854e+16
## GarageArea:NeighborhoodCollgCr -8.287e+14
## GarageArea:NeighborhoodCrawfor 1.557e+15
## GarageArea:NeighborhoodEdwards -8.287e+14
## GarageArea:NeighborhoodGilbert -9.550e+14
## GarageArea:NeighborhoodIDOTRR 2.091e+15
## GarageArea:NeighborhoodMeadowV -8.126e+15
## GarageArea:NeighborhoodMitchel -2.936e+15
## GarageArea:NeighborhoodNAmes -8.287e+14
## GarageArea:NeighborhoodNoRidge 9.308e+15
## GarageArea:NeighborhoodNPkVill NA
## GarageArea:NeighborhoodNridgHt -8.287e+14
## GarageArea:NeighborhoodNWAmes -7.413e+14
## GarageArea:NeighborhoodOldTown -8.287e+14
## GarageArea:NeighborhoodSawyer -2.912e+14
## GarageArea:NeighborhoodSawyerW 3.848e+15
## GarageArea:NeighborhoodSomerst -8.280e+14
## GarageArea:NeighborhoodStoneBr 1.085e+16
## GarageArea:NeighborhoodSWISU 4.900e+15
## GarageArea:NeighborhoodTimber -9.463e+14
## GarageArea:NeighborhoodVeenker -6.408e+14
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 1.869e+14
## TotalBsmtSF:NeighborhoodBrkSide 2.351e+15
## TotalBsmtSF:NeighborhoodClearCr -5.377e+15
## TotalBsmtSF:NeighborhoodCollgCr 2.074e+15
## TotalBsmtSF:NeighborhoodCrawfor 1.891e+15
## TotalBsmtSF:NeighborhoodEdwards 2.359e+15
## TotalBsmtSF:NeighborhoodGilbert 1.945e+15
## TotalBsmtSF:NeighborhoodIDOTRR -1.878e+15
## TotalBsmtSF:NeighborhoodMeadowV 3.942e+14
## TotalBsmtSF:NeighborhoodMitchel -1.352e+15
## TotalBsmtSF:NeighborhoodNAmes 2.359e+15
## TotalBsmtSF:NeighborhoodNoRidge 3.384e+15
## TotalBsmtSF:NeighborhoodNPkVill -2.128e+13
## TotalBsmtSF:NeighborhoodNridgHt 1.779e+15
## TotalBsmtSF:NeighborhoodNWAmes 8.964e+14
## TotalBsmtSF:NeighborhoodOldTown 2.359e+15
## TotalBsmtSF:NeighborhoodSawyer 2.171e+15
## TotalBsmtSF:NeighborhoodSawyerW 1.244e+15
## TotalBsmtSF:NeighborhoodSomerst 2.389e+15
## TotalBsmtSF:NeighborhoodStoneBr -4.590e+15
## TotalBsmtSF:NeighborhoodSWISU 1.870e+15
## TotalBsmtSF:NeighborhoodTimber -2.616e+14
## TotalBsmtSF:NeighborhoodVeenker 5.945e+13
## X1stFlrSF:NeighborhoodBlueste NA
## X1stFlrSF:NeighborhoodBrDale NA
## X1stFlrSF:NeighborhoodBrkSide -1.686e+15
## X1stFlrSF:NeighborhoodClearCr 6.108e+15
## X1stFlrSF:NeighborhoodCollgCr -1.393e+15
## X1stFlrSF:NeighborhoodCrawfor -9.981e+14
## X1stFlrSF:NeighborhoodEdwards -1.678e+15
## X1stFlrSF:NeighborhoodGilbert -6.440e+14
## X1stFlrSF:NeighborhoodIDOTRR 1.539e+15
## X1stFlrSF:NeighborhoodMeadowV -2.621e+14
## X1stFlrSF:NeighborhoodMitchel 1.744e+15
## X1stFlrSF:NeighborhoodNAmes -1.678e+15
## X1stFlrSF:NeighborhoodNoRidge -1.026e+15
## X1stFlrSF:NeighborhoodNPkVill 4.103e+14
## X1stFlrSF:NeighborhoodNridgHt -8.376e+14
## X1stFlrSF:NeighborhoodNWAmes -6.440e+14
## X1stFlrSF:NeighborhoodOldTown -1.678e+15
## X1stFlrSF:NeighborhoodSawyer -6.563e+14
## X1stFlrSF:NeighborhoodSawyerW -1.629e+14
## X1stFlrSF:NeighborhoodSomerst -1.861e+15
## X1stFlrSF:NeighborhoodStoneBr 5.880e+15
## X1stFlrSF:NeighborhoodSWISU -1.513e+15
## X1stFlrSF:NeighborhoodTimber 2.352e+14
## X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars 1.289e+13
## OverallQual:GrLivArea:GarageArea 8.584e+10
## OverallQual:GarageCars:GarageArea -9.193e+12
## GrLivArea:GarageCars:GarageArea 5.518e+10
## OverallQual:GrLivArea:TotalBsmtSF -6.053e+10
## OverallQual:GarageCars:TotalBsmtSF -4.161e+13
## GrLivArea:GarageCars:TotalBsmtSF -4.873e+10
## OverallQual:GarageArea:TotalBsmtSF -1.172e+11
## GrLivArea:GarageArea:TotalBsmtSF -8.176e+08
## GarageCars:GarageArea:TotalBsmtSF -7.075e+11
## OverallQual:GrLivArea:X1stFlrSF -1.434e+10
## OverallQual:GarageCars:X1stFlrSF -1.141e+13
## GrLivArea:GarageCars:X1stFlrSF 1.496e+10
## OverallQual:GarageArea:X1stFlrSF 4.116e+10
## GrLivArea:GarageArea:X1stFlrSF -6.946e+06
## GarageCars:GarageArea:X1stFlrSF 6.259e+11
## OverallQual:TotalBsmtSF:X1stFlrSF 2.403e+10
## GrLivArea:TotalBsmtSF:X1stFlrSF -1.345e+07
## GarageCars:TotalBsmtSF:X1stFlrSF 1.939e+03
## GarageArea:TotalBsmtSF:X1stFlrSF 2.634e+00
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale -1.630e+14
## OverallQual:GrLivArea:NeighborhoodBrkSide -3.632e+13
## OverallQual:GrLivArea:NeighborhoodClearCr -1.034e+14
## OverallQual:GrLivArea:NeighborhoodCollgCr -3.639e+13
## OverallQual:GrLivArea:NeighborhoodCrawfor -6.575e+13
## OverallQual:GrLivArea:NeighborhoodEdwards -3.639e+13
## OverallQual:GrLivArea:NeighborhoodGilbert -6.217e+13
## OverallQual:GrLivArea:NeighborhoodIDOTRR -1.987e+14
## OverallQual:GrLivArea:NeighborhoodMeadowV -1.669e+14
## OverallQual:GrLivArea:NeighborhoodMitchel -3.980e+14
## OverallQual:GrLivArea:NeighborhoodNAmes -3.639e+13
## OverallQual:GrLivArea:NeighborhoodNoRidge -1.086e+14
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 1.500e+13
## OverallQual:GrLivArea:NeighborhoodNWAmes -6.217e+13
## OverallQual:GrLivArea:NeighborhoodOldTown -3.639e+13
## OverallQual:GrLivArea:NeighborhoodSawyer -2.723e+12
## OverallQual:GrLivArea:NeighborhoodSawyerW -6.948e+13
## OverallQual:GrLivArea:NeighborhoodSomerst -2.247e+13
## OverallQual:GrLivArea:NeighborhoodStoneBr -7.588e+13
## OverallQual:GrLivArea:NeighborhoodSWISU -3.577e+13
## OverallQual:GrLivArea:NeighborhoodTimber -5.528e+13
## OverallQual:GrLivArea:NeighborhoodVeenker -6.133e+13
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale -1.353e+17
## OverallQual:GarageCars:NeighborhoodBrkSide -1.043e+17
## OverallQual:GarageCars:NeighborhoodClearCr 2.823e+17
## OverallQual:GarageCars:NeighborhoodCollgCr -1.006e+17
## OverallQual:GarageCars:NeighborhoodCrawfor -2.061e+17
## OverallQual:GarageCars:NeighborhoodEdwards -1.006e+17
## OverallQual:GarageCars:NeighborhoodGilbert -1.821e+17
## OverallQual:GarageCars:NeighborhoodIDOTRR 1.159e+17
## OverallQual:GarageCars:NeighborhoodMeadowV -1.197e+17
## OverallQual:GarageCars:NeighborhoodMitchel -1.428e+17
## OverallQual:GarageCars:NeighborhoodNAmes -1.006e+17
## OverallQual:GarageCars:NeighborhoodNoRidge -2.494e+17
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt -1.006e+17
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown -1.006e+17
## OverallQual:GarageCars:NeighborhoodSawyer -1.557e+17
## OverallQual:GarageCars:NeighborhoodSawyerW -1.765e+17
## OverallQual:GarageCars:NeighborhoodSomerst -9.106e+16
## OverallQual:GarageCars:NeighborhoodStoneBr 1.626e+16
## OverallQual:GarageCars:NeighborhoodSWISU 5.726e+16
## OverallQual:GarageCars:NeighborhoodTimber -6.488e+16
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide -4.688e+13
## GrLivArea:GarageCars:NeighborhoodClearCr -1.811e+15
## GrLivArea:GarageCars:NeighborhoodCollgCr -2.954e+13
## GrLivArea:GarageCars:NeighborhoodCrawfor -3.027e+14
## GrLivArea:GarageCars:NeighborhoodEdwards -2.954e+13
## GrLivArea:GarageCars:NeighborhoodGilbert -7.797e+14
## GrLivArea:GarageCars:NeighborhoodIDOTRR -1.927e+14
## GrLivArea:GarageCars:NeighborhoodMeadowV -1.284e+15
## GrLivArea:GarageCars:NeighborhoodMitchel -1.032e+14
## GrLivArea:GarageCars:NeighborhoodNAmes -2.954e+13
## GrLivArea:GarageCars:NeighborhoodNoRidge -7.853e+14
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 5.718e+13
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown -2.954e+13
## GrLivArea:GarageCars:NeighborhoodSawyer -4.879e+14
## GrLivArea:GarageCars:NeighborhoodSawyerW -1.966e+14
## GrLivArea:GarageCars:NeighborhoodSomerst 2.612e+13
## GrLivArea:GarageCars:NeighborhoodStoneBr -2.066e+14
## GrLivArea:GarageCars:NeighborhoodSWISU 1.642e+14
## GrLivArea:GarageCars:NeighborhoodTimber -2.813e+14
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GarageArea:NeighborhoodBlueste NA
## OverallQual:GarageArea:NeighborhoodBrDale 3.525e+14
## OverallQual:GarageArea:NeighborhoodBrkSide 2.069e+14
## OverallQual:GarageArea:NeighborhoodClearCr 1.074e+14
## OverallQual:GarageArea:NeighborhoodCollgCr 1.959e+14
## OverallQual:GarageArea:NeighborhoodCrawfor -5.582e+14
## OverallQual:GarageArea:NeighborhoodEdwards 1.959e+14
## OverallQual:GarageArea:NeighborhoodGilbert 2.143e+14
## OverallQual:GarageArea:NeighborhoodIDOTRR -4.292e+14
## OverallQual:GarageArea:NeighborhoodMeadowV 5.095e+14
## OverallQual:GarageArea:NeighborhoodMitchel 8.064e+14
## OverallQual:GarageArea:NeighborhoodNAmes 1.959e+14
## OverallQual:GarageArea:NeighborhoodNoRidge -1.070e+15
## OverallQual:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GarageArea:NeighborhoodNridgHt 1.959e+14
## OverallQual:GarageArea:NeighborhoodNWAmes 2.143e+14
## OverallQual:GarageArea:NeighborhoodOldTown 1.959e+14
## OverallQual:GarageArea:NeighborhoodSawyer 8.838e+13
## OverallQual:GarageArea:NeighborhoodSawyerW -2.744e+14
## OverallQual:GarageArea:NeighborhoodSomerst 1.958e+14
## OverallQual:GarageArea:NeighborhoodStoneBr -1.249e+15
## OverallQual:GarageArea:NeighborhoodSWISU -6.519e+14
## OverallQual:GarageArea:NeighborhoodTimber 2.665e+14
## OverallQual:GarageArea:NeighborhoodVeenker NA
## GrLivArea:GarageArea:NeighborhoodBlueste NA
## GrLivArea:GarageArea:NeighborhoodBrDale NA
## GrLivArea:GarageArea:NeighborhoodBrkSide -8.554e+11
## GrLivArea:GarageArea:NeighborhoodClearCr 2.586e+12
## GrLivArea:GarageArea:NeighborhoodCollgCr -8.797e+11
## GrLivArea:GarageArea:NeighborhoodCrawfor -3.825e+12
## GrLivArea:GarageArea:NeighborhoodEdwards -8.797e+11
## GrLivArea:GarageArea:NeighborhoodGilbert -9.901e+11
## GrLivArea:GarageArea:NeighborhoodIDOTRR -1.009e+12
## GrLivArea:GarageArea:NeighborhoodMeadowV 4.539e+12
## GrLivArea:GarageArea:NeighborhoodMitchel 2.499e+12
## GrLivArea:GarageArea:NeighborhoodNAmes -8.797e+11
## GrLivArea:GarageArea:NeighborhoodNoRidge -1.848e+12
## GrLivArea:GarageArea:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:NeighborhoodNridgHt -1.124e+12
## GrLivArea:GarageArea:NeighborhoodNWAmes -9.901e+11
## GrLivArea:GarageArea:NeighborhoodOldTown -8.797e+11
## GrLivArea:GarageArea:NeighborhoodSawyer 1.668e+12
## GrLivArea:GarageArea:NeighborhoodSawyerW -2.819e+12
## GrLivArea:GarageArea:NeighborhoodSomerst -9.065e+11
## GrLivArea:GarageArea:NeighborhoodStoneBr -1.764e+12
## GrLivArea:GarageArea:NeighborhoodSWISU -1.510e+12
## GrLivArea:GarageArea:NeighborhoodTimber -1.580e+12
## GrLivArea:GarageArea:NeighborhoodVeenker 4.746e+11
## GarageCars:GarageArea:NeighborhoodBlueste NA
## GarageCars:GarageArea:NeighborhoodBrDale NA
## GarageCars:GarageArea:NeighborhoodBrkSide 1.135e+13
## GarageCars:GarageArea:NeighborhoodClearCr -9.844e+15
## GarageCars:GarageArea:NeighborhoodCollgCr 4.372e+13
## GarageCars:GarageArea:NeighborhoodCrawfor -2.278e+15
## GarageCars:GarageArea:NeighborhoodEdwards 4.372e+13
## GarageCars:GarageArea:NeighborhoodGilbert 1.068e+14
## GarageCars:GarageArea:NeighborhoodIDOTRR -7.580e+14
## GarageCars:GarageArea:NeighborhoodMeadowV NA
## GarageCars:GarageArea:NeighborhoodMitchel 1.097e+15
## GarageCars:GarageArea:NeighborhoodNAmes 4.372e+13
## GarageCars:GarageArea:NeighborhoodNoRidge -4.164e+15
## GarageCars:GarageArea:NeighborhoodNPkVill NA
## GarageCars:GarageArea:NeighborhoodNridgHt 4.372e+13
## GarageCars:GarageArea:NeighborhoodNWAmes NA
## GarageCars:GarageArea:NeighborhoodOldTown 4.372e+13
## GarageCars:GarageArea:NeighborhoodSawyer -3.690e+14
## GarageCars:GarageArea:NeighborhoodSawyerW -2.295e+15
## GarageCars:GarageArea:NeighborhoodSomerst 4.335e+13
## GarageCars:GarageArea:NeighborhoodStoneBr 5.902e+13
## GarageCars:GarageArea:NeighborhoodSWISU -7.273e+12
## GarageCars:GarageArea:NeighborhoodTimber -1.830e+14
## GarageCars:GarageArea:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide -1.710e+14
## OverallQual:TotalBsmtSF:NeighborhoodClearCr -4.946e+14
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr -1.357e+14
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor 3.159e+13
## OverallQual:TotalBsmtSF:NeighborhoodEdwards -1.727e+14
## OverallQual:TotalBsmtSF:NeighborhoodGilbert -8.949e+13
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR 2.368e+14
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:NeighborhoodMitchel 6.458e+13
## OverallQual:TotalBsmtSF:NeighborhoodNAmes -1.727e+14
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge -6.632e+14
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt -2.583e+14
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes -8.949e+13
## OverallQual:TotalBsmtSF:NeighborhoodOldTown -1.727e+14
## OverallQual:TotalBsmtSF:NeighborhoodSawyer -1.350e+14
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW 2.890e+13
## OverallQual:TotalBsmtSF:NeighborhoodSomerst -1.764e+14
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr -1.823e+14
## OverallQual:TotalBsmtSF:NeighborhoodSWISU -2.987e+14
## OverallQual:TotalBsmtSF:NeighborhoodTimber 2.194e+13
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide -6.079e+11
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 8.836e+11
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr -7.015e+11
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor -1.361e+12
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards -5.993e+11
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert -5.018e+11
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 3.217e+12
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 4.294e+12
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes -5.993e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 9.952e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 7.554e+10
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt -5.544e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes -5.018e+11
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown -5.993e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer -2.380e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW -4.728e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst -4.476e+11
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr -1.765e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU -9.733e+10
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 3.857e+11
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker NA
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide -7.302e+14
## GarageCars:TotalBsmtSF:NeighborhoodClearCr 3.569e+15
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr -5.887e+14
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor -9.233e+14
## GarageCars:TotalBsmtSF:NeighborhoodEdwards -7.313e+14
## GarageCars:TotalBsmtSF:NeighborhoodGilbert -5.245e+14
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 4.386e+14
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:NeighborhoodMitchel 1.124e+15
## GarageCars:TotalBsmtSF:NeighborhoodNAmes -7.313e+14
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge -4.892e+15
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt -5.379e+14
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown -7.313e+14
## GarageCars:TotalBsmtSF:NeighborhoodSawyer -9.099e+14
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW -1.736e+14
## GarageCars:TotalBsmtSF:NeighborhoodSomerst -7.462e+14
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 3.114e+15
## GarageCars:TotalBsmtSF:NeighborhoodSWISU 1.594e+13
## GarageCars:TotalBsmtSF:NeighborhoodTimber -8.215e+11
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GarageArea:TotalBsmtSF:NeighborhoodBrkSide -3.053e+12
## GarageArea:TotalBsmtSF:NeighborhoodClearCr 1.930e+12
## GarageArea:TotalBsmtSF:NeighborhoodCollgCr -2.513e+12
## GarageArea:TotalBsmtSF:NeighborhoodCrawfor 2.365e+12
## GarageArea:TotalBsmtSF:NeighborhoodEdwards -3.062e+12
## GarageArea:TotalBsmtSF:NeighborhoodGilbert -1.647e+12
## GarageArea:TotalBsmtSF:NeighborhoodIDOTRR -2.693e+12
## GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageArea:TotalBsmtSF:NeighborhoodMitchel -2.852e+12
## GarageArea:TotalBsmtSF:NeighborhoodNAmes -3.062e+12
## GarageArea:TotalBsmtSF:NeighborhoodNoRidge 1.630e+13
## GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageArea:TotalBsmtSF:NeighborhoodNridgHt -9.400e+11
## GarageArea:TotalBsmtSF:NeighborhoodNWAmes -1.647e+12
## GarageArea:TotalBsmtSF:NeighborhoodOldTown -3.062e+12
## GarageArea:TotalBsmtSF:NeighborhoodSawyer -1.909e+12
## GarageArea:TotalBsmtSF:NeighborhoodSawyerW -2.684e+12
## GarageArea:TotalBsmtSF:NeighborhoodSomerst -3.036e+12
## GarageArea:TotalBsmtSF:NeighborhoodStoneBr -4.694e+12
## GarageArea:TotalBsmtSF:NeighborhoodSWISU -5.453e+12
## GarageArea:TotalBsmtSF:NeighborhoodTimber -1.067e+11
## GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:X1stFlrSF:NeighborhoodBrkSide 6.501e+13
## OverallQual:X1stFlrSF:NeighborhoodClearCr 3.045e+14
## OverallQual:X1stFlrSF:NeighborhoodCollgCr 2.449e+13
## OverallQual:X1stFlrSF:NeighborhoodCrawfor -9.849e+13
## OverallQual:X1stFlrSF:NeighborhoodEdwards 6.152e+13
## OverallQual:X1stFlrSF:NeighborhoodGilbert 8.433e+13
## OverallQual:X1stFlrSF:NeighborhoodIDOTRR -1.213e+14
## OverallQual:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:X1stFlrSF:NeighborhoodMitchel 1.492e+14
## OverallQual:X1stFlrSF:NeighborhoodNAmes 6.152e+13
## OverallQual:X1stFlrSF:NeighborhoodNoRidge 4.336e+14
## OverallQual:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:X1stFlrSF:NeighborhoodNridgHt 9.574e+13
## OverallQual:X1stFlrSF:NeighborhoodNWAmes 8.433e+13
## OverallQual:X1stFlrSF:NeighborhoodOldTown 6.152e+13
## OverallQual:X1stFlrSF:NeighborhoodSawyer -1.276e+14
## OverallQual:X1stFlrSF:NeighborhoodSawyerW -1.649e+14
## OverallQual:X1stFlrSF:NeighborhoodSomerst 8.433e+13
## OverallQual:X1stFlrSF:NeighborhoodStoneBr 1.068e+14
## OverallQual:X1stFlrSF:NeighborhoodSWISU -1.207e+13
## OverallQual:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:X1stFlrSF:NeighborhoodBrkSide 2.174e+10
## GrLivArea:X1stFlrSF:NeighborhoodClearCr -4.650e+11
## GrLivArea:X1stFlrSF:NeighborhoodCollgCr 1.212e+11
## GrLivArea:X1stFlrSF:NeighborhoodCrawfor 3.963e+11
## GrLivArea:X1stFlrSF:NeighborhoodEdwards 1.903e+10
## GrLivArea:X1stFlrSF:NeighborhoodGilbert -1.089e+10
## GrLivArea:X1stFlrSF:NeighborhoodIDOTRR -3.663e+12
## GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:X1stFlrSF:NeighborhoodMitchel -2.786e+12
## GrLivArea:X1stFlrSF:NeighborhoodNAmes 1.903e+10
## GrLivArea:X1stFlrSF:NeighborhoodNoRidge -1.382e+12
## GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:X1stFlrSF:NeighborhoodNridgHt -2.586e+10
## GrLivArea:X1stFlrSF:NeighborhoodNWAmes -1.089e+10
## GrLivArea:X1stFlrSF:NeighborhoodOldTown 1.903e+10
## GrLivArea:X1stFlrSF:NeighborhoodSawyer -3.016e+11
## GrLivArea:X1stFlrSF:NeighborhoodSawyerW -1.089e+10
## GrLivArea:X1stFlrSF:NeighborhoodSomerst 1.903e+10
## GrLivArea:X1stFlrSF:NeighborhoodStoneBr 1.039e+11
## GrLivArea:X1stFlrSF:NeighborhoodSWISU 1.314e+11
## GrLivArea:X1stFlrSF:NeighborhoodTimber -6.010e+11
## GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:X1stFlrSF:NeighborhoodBrkSide 4.678e+14
## GarageCars:X1stFlrSF:NeighborhoodClearCr -3.273e+15
## GarageCars:X1stFlrSF:NeighborhoodCollgCr 3.744e+14
## GarageCars:X1stFlrSF:NeighborhoodCrawfor -1.497e+14
## GarageCars:X1stFlrSF:NeighborhoodEdwards 5.171e+14
## GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:X1stFlrSF:NeighborhoodIDOTRR 1.488e+15
## GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:X1stFlrSF:NeighborhoodMitchel -1.356e+15
## GarageCars:X1stFlrSF:NeighborhoodNAmes 5.171e+14
## GarageCars:X1stFlrSF:NeighborhoodNoRidge 4.644e+15
## GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:X1stFlrSF:NeighborhoodNridgHt 2.369e+14
## GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:X1stFlrSF:NeighborhoodOldTown 5.171e+14
## GarageCars:X1stFlrSF:NeighborhoodSawyer 7.510e+14
## GarageCars:X1stFlrSF:NeighborhoodSawyerW -2.405e+14
## GarageCars:X1stFlrSF:NeighborhoodSomerst 6.083e+14
## GarageCars:X1stFlrSF:NeighborhoodStoneBr -3.307e+15
## GarageCars:X1stFlrSF:NeighborhoodSWISU -5.952e+13
## GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GarageArea:X1stFlrSF:NeighborhoodBrkSide 2.753e+12
## GarageArea:X1stFlrSF:NeighborhoodClearCr 2.199e+12
## GarageArea:X1stFlrSF:NeighborhoodCollgCr 1.999e+12
## GarageArea:X1stFlrSF:NeighborhoodCrawfor 1.237e+12
## GarageArea:X1stFlrSF:NeighborhoodEdwards 2.548e+12
## GarageArea:X1stFlrSF:NeighborhoodGilbert 1.296e+12
## GarageArea:X1stFlrSF:NeighborhoodIDOTRR -2.822e+09
## GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GarageArea:X1stFlrSF:NeighborhoodMitchel 1.889e+12
## GarageArea:X1stFlrSF:NeighborhoodNAmes 2.548e+12
## GarageArea:X1stFlrSF:NeighborhoodNoRidge -2.213e+13
## GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GarageArea:X1stFlrSF:NeighborhoodNridgHt 6.705e+11
## GarageArea:X1stFlrSF:NeighborhoodNWAmes 1.296e+12
## GarageArea:X1stFlrSF:NeighborhoodOldTown 2.548e+12
## GarageArea:X1stFlrSF:NeighborhoodSawyer -1.415e+12
## GarageArea:X1stFlrSF:NeighborhoodSawyerW 1.296e+12
## GarageArea:X1stFlrSF:NeighborhoodSomerst 2.548e+12
## GarageArea:X1stFlrSF:NeighborhoodStoneBr 1.081e+12
## GarageArea:X1stFlrSF:NeighborhoodSWISU 2.888e+12
## GarageArea:X1stFlrSF:NeighborhoodTimber NA
## GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 2.078e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -1.164e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.851e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -5.761e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.851e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 1.851e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -2.252e+10
## TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -1.809e+12
## TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.851e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -7.198e+09
## TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill -3.414e+10
## TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.851e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 1.851e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.851e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -2.105e+10
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 1.851e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 1.851e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 6.888e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea -1.674e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 9.483e+09
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF -3.458e-02
## OverallQual:GarageCars:GarageArea:TotalBsmtSF 1.651e+09
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF -6.932e+00
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 1.986e+00
## OverallQual:GrLivArea:GarageArea:X1stFlrSF 3.263e-02
## OverallQual:GarageCars:GarageArea:X1stFlrSF -3.601e+00
## GrLivArea:GarageCars:GarageArea:X1stFlrSF 8.252e+00
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 3.620e+06
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 4.344e+00
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 6.727e+06
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF -2.347e-03
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 1.459e+05
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -1.322e+00
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide -1.153e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr -1.289e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor -1.565e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards -1.289e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 8.262e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 1.355e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes -1.289e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 7.079e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt -3.002e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown -1.289e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 6.392e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 3.655e+12
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst -1.985e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 1.339e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBrkSide -8.554e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodClearCr -5.276e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodCollgCr -8.584e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodCrawfor 5.119e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodEdwards -8.584e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodGilbert -8.249e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodIDOTRR -3.321e+09
## OverallQual:GrLivArea:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodMitchel -1.046e+12
## OverallQual:GrLivArea:GarageArea:NeighborhoodNAmes -8.584e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodNoRidge 1.253e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodNridgHt -8.088e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodNWAmes -8.249e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodOldTown -8.584e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodSawyer -5.173e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodSawyerW 1.427e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodSomerst -8.249e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodSWISU -8.607e+10
## OverallQual:GrLivArea:GarageArea:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodVeenker -3.012e+12
## OverallQual:GarageCars:GarageArea:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:NeighborhoodBrkSide 1.585e+13
## OverallQual:GarageCars:GarageArea:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:NeighborhoodCollgCr 9.193e+12
## OverallQual:GarageCars:GarageArea:NeighborhoodCrawfor 5.441e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodEdwards 9.193e+12
## OverallQual:GarageCars:GarageArea:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:NeighborhoodIDOTRR 1.468e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:NeighborhoodMitchel -2.961e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodNAmes 9.193e+12
## OverallQual:GarageCars:GarageArea:NeighborhoodNoRidge 5.347e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:NeighborhoodNridgHt 9.193e+12
## OverallQual:GarageCars:GarageArea:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:NeighborhoodOldTown 9.193e+12
## OverallQual:GarageCars:GarageArea:NeighborhoodSawyer 9.174e+13
## OverallQual:GarageCars:GarageArea:NeighborhoodSawyerW 2.443e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodSomerst 9.239e+12
## OverallQual:GarageCars:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:NeighborhoodSWISU -3.114e+13
## OverallQual:GarageCars:GarageArea:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBrkSide -2.697e+10
## GrLivArea:GarageCars:GarageArea:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodCollgCr -5.518e+10
## GrLivArea:GarageCars:GarageArea:NeighborhoodCrawfor 1.484e+12
## GrLivArea:GarageCars:GarageArea:NeighborhoodEdwards -5.518e+10
## GrLivArea:GarageCars:GarageArea:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodIDOTRR -2.597e+10
## GrLivArea:GarageCars:GarageArea:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodMitchel -2.131e+12
## GrLivArea:GarageCars:GarageArea:NeighborhoodNAmes -5.518e+10
## GrLivArea:GarageCars:GarageArea:NeighborhoodNoRidge 1.114e+12
## GrLivArea:GarageCars:GarageArea:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodNridgHt 2.640e+10
## GrLivArea:GarageCars:GarageArea:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodOldTown -5.518e+10
## GrLivArea:GarageCars:GarageArea:NeighborhoodSawyer 4.704e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodSawyerW 9.147e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodSomerst -4.179e+10
## GrLivArea:GarageCars:GarageArea:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodTimber 1.287e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 6.228e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr -7.671e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 7.258e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 6.677e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 6.053e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert 4.157e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR -3.179e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 1.456e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 6.053e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge -2.982e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 6.053e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 4.157e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 6.053e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer 7.802e+09
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 4.157e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 4.157e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker 2.135e+10
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 3.921e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 2.309e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor -2.554e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 4.161e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR -2.314e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel -7.704e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 4.161e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 6.825e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 7.014e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 4.161e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 7.732e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -5.920e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 4.347e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 4.445e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 9.984e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 3.473e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 4.873e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 1.790e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel -2.331e+12
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 4.873e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge -3.177e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 3.377e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 4.873e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.764e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -1.449e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst -2.713e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 1.276e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodClearCr -4.249e+10
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 4.705e+10
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodCrawfor -7.612e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodEdwards 1.172e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodGilbert 1.139e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 1.015e+12
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodMitchel 1.139e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNAmes 1.172e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNoRidge -2.153e+12
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 1.123e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 1.139e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodOldTown 1.172e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSawyer -1.134e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 1.139e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSomerst 1.139e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodStoneBr 4.948e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSWISU 6.504e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 8.888e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodClearCr -4.118e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 8.791e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 3.190e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodEdwards 8.176e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodGilbert 8.176e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR -3.012e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMitchel 8.176e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNAmes 8.176e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNoRidge -1.030e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 8.176e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 8.176e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodOldTown 8.176e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyer -1.459e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 3.323e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSomerst 8.176e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodStoneBr 8.176e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodTimber -1.989e+08
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 7.246e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 4.328e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor -1.388e+12
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 7.075e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 3.911e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel 6.023e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 7.075e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 2.936e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 7.075e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer 6.992e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 5.182e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst 6.943e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrkSide 1.177e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodClearCr 2.216e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCollgCr 2.302e+09
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCrawfor -5.876e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodEdwards 1.434e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodGilbert 1.434e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 4.451e+11
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMitchel 1.434e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNAmes 1.434e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNoRidge 5.214e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNridgHt 1.434e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNWAmes 1.434e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodOldTown 1.434e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyer 7.847e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyerW 1.434e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSomerst 1.434e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrkSide 1.789e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCollgCr 2.992e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCrawfor 1.514e+14
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodEdwards 1.141e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodIDOTRR -1.779e+14
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNAmes 1.141e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNoRidge -6.556e+14
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodOldTown 1.141e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyer -2.050e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyerW 1.246e+14
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 1.713e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr -6.607e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor -1.178e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards -1.496e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR -4.575e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 1.388e+12
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes -1.496e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 3.514e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown -1.496e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer -1.496e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst -1.496e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBrkSide -7.642e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodClearCr -4.281e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodCollgCr 2.900e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodCrawfor 7.524e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodEdwards -4.116e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodGilbert -4.116e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodIDOTRR -4.616e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodMitchel -1.958e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNAmes -4.116e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNoRidge 2.889e+12
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNridgHt -4.116e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNWAmes -4.116e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodOldTown -4.116e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSawyer 6.733e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSawyerW -4.116e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSomerst -4.116e+10
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrkSide -1.175e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCollgCr -5.449e+07
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCrawfor -2.113e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodEdwards 6.946e+06
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodGilbert 6.946e+06
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodIDOTRR 3.252e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMitchel 6.946e+06
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNAmes 6.946e+06
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNoRidge 9.400e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNridgHt 6.946e+06
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNWAmes 6.946e+06
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodOldTown 6.946e+06
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyer 6.595e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyerW 6.946e+06
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSomerst 6.946e+06
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodStoneBr -5.155e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodTimber 1.049e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide -6.044e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr -3.513e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 9.633e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards -6.259e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel 9.027e+10
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes -6.259e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge 1.280e+12
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown -6.259e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer -7.660e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst -6.259e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 2.842e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -2.967e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -2.403e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 5.016e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -2.403e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -2.403e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 2.975e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -2.403e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -2.403e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -2.403e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -2.403e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -2.334e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -2.403e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -2.403e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 8.547e+06
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.345e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 4.086e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.345e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 2.817e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -4.644e+06
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.345e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 7.752e+06
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.345e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 3.283e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.345e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -4.644e+06
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 3.431e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -1.550e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 1.002e+10
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.062e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 7.031e+11
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -1.950e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 9.293e+11
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -1.969e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -1.963e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -1.336e+08
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 2.587e-02
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -1.269e+09
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -2.683e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -2.533e-01
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -2.834e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -4.066e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.157e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 2.282e-02
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -2.538e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 1.420e+09
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 9.956e-02
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF 1.123e-03
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF 2.306e-03
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF -1.810e+06
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 1.948e-06
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 2.308e-03
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -1.458e-05
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBrkSide -3.335e+09
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodCollgCr 1.674e+09
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodCrawfor -2.734e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodEdwards 1.674e+09
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodMitchel 5.592e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNAmes 1.674e+09
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNoRidge -1.746e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNridgHt 2.295e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodOldTown 1.674e+09
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSawyer -7.543e+10
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSawyerW -1.126e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodTimber -1.011e+10
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodVeenker 1.494e+12
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide -7.021e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr -1.550e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 2.644e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards -9.483e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes -9.483e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt -9.483e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown -9.483e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer -3.501e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber -2.373e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrkSide -2.404e+07
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCollgCr -6.879e+06
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCrawfor -2.824e+08
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodEdwards 1.814e-02
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodGilbert 3.397e-02
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMitchel -7.288e-02
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNAmes 8.489e-02
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 1.560e+08
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 2.940e-01
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 3.151e-02
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodOldTown 2.216e-02
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyer 3.792e+08
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 1.910e-02
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide -7.480e+09
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 3.343e+10
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 3.923e+11
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards -1.651e+09
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes -1.651e+09
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown -1.651e+09
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide -2.467e+07
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr -3.072e+07
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor -8.890e+08
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 6.896e+00
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 7.052e+00
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 7.093e-02
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 6.923e+00
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer 8.305e+00
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 2.427e+08
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide -3.185e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 6.021e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 2.457e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards -4.143e+00
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 2.388e+00
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 3.500e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrkSide 2.174e+07
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCollgCr 6.879e+06
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCrawfor 9.422e+07
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodEdwards -2.285e-02
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodGilbert -3.638e-03
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMitchel 4.873e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNAmes -2.166e-03
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNoRidge -1.166e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNridgHt -4.058e-03
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNWAmes -4.051e-02
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodOldTown -4.332e-02
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyer -1.305e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyerW 6.748e+07
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide -2.892e+09
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr -3.508e+10
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor -5.635e+11
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 6.172e+00
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 1.916e+01
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge -1.869e+11
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber -4.229e+09
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide -1.279e+07
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 3.072e+07
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 7.363e+08
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards -8.256e+00
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes -8.182e+00
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown -8.266e+00
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer -8.235e+00
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber -8.157e+07
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -1.575e+06
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -3.620e+06
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -3.620e+06
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 3.680e-03
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -4.339e-03
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -3.620e+06
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -3.620e+06
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -2.070e-03
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -3.620e+06
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -5.266e-03
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 1.105e+09
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -2.691e+02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -8.606e+10
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -1.364e+00
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 2.003e+00
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -1.114e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -6.727e+06
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -2.436e+08
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -6.727e+06
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 2.322e+06
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -6.727e+06
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -6.727e+06
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -6.727e+06
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 2.322e+06
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 7.752e+06
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 1.605e+07
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -6.837e-03
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 7.846e-03
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 3.452e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 4.299e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.156e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -3.405e-03
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -1.459e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -2.080e+08
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -1.830e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -1.068e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -8.751e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -5.636e+04
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -1.459e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber -1.399e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 4.261e+06
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.345e+00
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.418e+00
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.307e+00
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -1.426e-06
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 6.816e+06
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr 3.209e+08
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 3.440e+06
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 4.503e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 6.392e-03
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes -2.531e-02
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 2.495e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt -8.942e-02
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber 3.920e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr -3.440e+06
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards -2.124e-03
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel -2.437e+08
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes -1.694e-02
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW -3.374e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr 3.265e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber -3.875e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.810e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.810e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.810e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.810e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.810e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 9.213e-06
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -2.760e-06
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -5.511e+04
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -8.765e-06
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -4.049e-05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -3.560e-05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 2.790e+05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 8.480e-06
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 1.224e+04
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 1.017e+08
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -6.759e-03
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -2.206e-02
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 3.245e-05
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.663e-05
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 3.646e+05
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -7.733e-05
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 1.419e+04
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 9.910e-05
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 2.415e-05
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -3.177e-06
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 8.854e-07
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 2.755e+04
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 2.013e-05
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -5.506e+03
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 9.338e-06
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -1.395e+05
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -6.120e+03
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr -9.121e+03
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## Std. Error
## (Intercept) 2.615e+18
## OverallQual 4.263e+17
## GrLivArea 2.086e+15
## GarageCars 1.636e+18
## GarageArea 4.120e+15
## TotalBsmtSF 2.034e+15
## X1stFlrSF 2.760e+15
## NeighborhoodBlueste 2.341e+17
## NeighborhoodBrDale 6.240e+18
## NeighborhoodBrkSide 2.611e+18
## NeighborhoodClearCr 1.627e+19
## NeighborhoodCollgCr 2.615e+18
## NeighborhoodCrawfor 2.790e+18
## NeighborhoodEdwards 2.615e+18
## NeighborhoodGilbert 1.743e+19
## NeighborhoodIDOTRR 3.176e+18
## NeighborhoodMeadowV 2.402e+18
## NeighborhoodMitchel 3.850e+18
## NeighborhoodNAmes 2.615e+18
## NeighborhoodNoRidge 9.707e+18
## NeighborhoodNPkVill 2.483e+17
## NeighborhoodNridgHt 2.615e+18
## NeighborhoodNWAmes 1.128e+19
## NeighborhoodOldTown 2.615e+18
## NeighborhoodSawyer 3.098e+18
## NeighborhoodSawyerW 4.009e+18
## NeighborhoodSomerst 2.266e+18
## NeighborhoodStoneBr 6.736e+18
## NeighborhoodSWISU 5.801e+18
## NeighborhoodTimber 2.779e+18
## NeighborhoodVeenker 3.282e+19
## OverallQual:GrLivArea 2.048e+14
## OverallQual:GarageCars 2.733e+17
## GrLivArea:GarageCars 9.025e+14
## OverallQual:GarageArea 5.009e+14
## GrLivArea:GarageArea 2.376e+12
## GarageCars:GarageArea 9.365e+14
## OverallQual:TotalBsmtSF 2.554e+14
## GrLivArea:TotalBsmtSF 9.473e+11
## GarageCars:TotalBsmtSF 9.150e+14
## GarageArea:TotalBsmtSF 3.624e+12
## OverallQual:X1stFlrSF 2.329e+14
## GrLivArea:X1stFlrSF 1.010e+12
## GarageCars:X1stFlrSF 9.205e+14
## GarageArea:X1stFlrSF 3.179e+12
## TotalBsmtSF:X1stFlrSF 3.107e+11
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale 1.127e+18
## OverallQual:NeighborhoodBrkSide 4.226e+17
## OverallQual:NeighborhoodClearCr 1.072e+18
## OverallQual:NeighborhoodCollgCr 4.263e+17
## OverallQual:NeighborhoodCrawfor 4.508e+17
## OverallQual:NeighborhoodEdwards 4.263e+17
## OverallQual:NeighborhoodGilbert 9.686e+17
## OverallQual:NeighborhoodIDOTRR 5.719e+17
## OverallQual:NeighborhoodMeadowV 4.043e+17
## OverallQual:NeighborhoodMitchel 7.238e+17
## OverallQual:NeighborhoodNAmes 4.263e+17
## OverallQual:NeighborhoodNoRidge 9.994e+17
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt 4.263e+17
## OverallQual:NeighborhoodNWAmes 1.495e+17
## OverallQual:NeighborhoodOldTown 4.263e+17
## OverallQual:NeighborhoodSawyer 5.666e+17
## OverallQual:NeighborhoodSawyerW 8.837e+17
## OverallQual:NeighborhoodSomerst 3.733e+17
## OverallQual:NeighborhoodStoneBr 7.953e+17
## OverallQual:NeighborhoodSWISU 1.266e+18
## OverallQual:NeighborhoodTimber 3.621e+17
## OverallQual:NeighborhoodVeenker 5.085e+17
## GrLivArea:NeighborhoodBlueste 1.447e+15
## GrLivArea:NeighborhoodBrDale 4.959e+15
## GrLivArea:NeighborhoodBrkSide 2.089e+15
## GrLivArea:NeighborhoodClearCr 6.344e+15
## GrLivArea:NeighborhoodCollgCr 2.086e+15
## GrLivArea:NeighborhoodCrawfor 2.184e+15
## GrLivArea:NeighborhoodEdwards 2.086e+15
## GrLivArea:NeighborhoodGilbert 5.007e+15
## GrLivArea:NeighborhoodIDOTRR 5.323e+15
## GrLivArea:NeighborhoodMeadowV 2.299e+15
## GrLivArea:NeighborhoodMitchel 1.227e+16
## GrLivArea:NeighborhoodNAmes 2.086e+15
## GrLivArea:NeighborhoodNoRidge 6.191e+15
## GrLivArea:NeighborhoodNPkVill 2.801e+15
## GrLivArea:NeighborhoodNridgHt 2.970e+15
## GrLivArea:NeighborhoodNWAmes 2.244e+15
## GrLivArea:NeighborhoodOldTown 2.086e+15
## GrLivArea:NeighborhoodSawyer 3.462e+15
## GrLivArea:NeighborhoodSawyerW 4.581e+15
## GrLivArea:NeighborhoodSomerst 2.068e+15
## GrLivArea:NeighborhoodStoneBr 4.588e+15
## GrLivArea:NeighborhoodSWISU 2.468e+15
## GrLivArea:NeighborhoodTimber 2.704e+15
## GrLivArea:NeighborhoodVeenker 3.880e+15
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale 1.753e+18
## GarageCars:NeighborhoodBrkSide 1.728e+18
## GarageCars:NeighborhoodClearCr 5.974e+18
## GarageCars:NeighborhoodCollgCr 1.636e+18
## GarageCars:NeighborhoodCrawfor 2.269e+18
## GarageCars:NeighborhoodEdwards 1.636e+18
## GarageCars:NeighborhoodGilbert 8.759e+18
## GarageCars:NeighborhoodIDOTRR 4.901e+18
## GarageCars:NeighborhoodMeadowV 3.304e+18
## GarageCars:NeighborhoodMitchel 2.134e+18
## GarageCars:NeighborhoodNAmes 1.636e+18
## GarageCars:NeighborhoodNoRidge 5.408e+18
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 1.636e+18
## GarageCars:NeighborhoodNWAmes 5.515e+18
## GarageCars:NeighborhoodOldTown 1.636e+18
## GarageCars:NeighborhoodSawyer 2.009e+18
## GarageCars:NeighborhoodSawyerW 2.245e+18
## GarageCars:NeighborhoodSomerst 1.462e+18
## GarageCars:NeighborhoodStoneBr 2.812e+18
## GarageCars:NeighborhoodSWISU 3.931e+18
## GarageCars:NeighborhoodTimber 1.477e+18
## GarageCars:NeighborhoodVeenker 1.637e+19
## GarageArea:NeighborhoodBlueste NA
## GarageArea:NeighborhoodBrDale 4.014e+15
## GarageArea:NeighborhoodBrkSide 4.187e+15
## GarageArea:NeighborhoodClearCr 3.123e+16
## GarageArea:NeighborhoodCollgCr 4.120e+15
## GarageArea:NeighborhoodCrawfor 5.949e+15
## GarageArea:NeighborhoodEdwards 4.120e+15
## GarageArea:NeighborhoodGilbert 3.993e+15
## GarageArea:NeighborhoodIDOTRR 1.123e+16
## GarageArea:NeighborhoodMeadowV 1.252e+16
## GarageArea:NeighborhoodMitchel 5.705e+15
## GarageArea:NeighborhoodNAmes 4.120e+15
## GarageArea:NeighborhoodNoRidge 2.123e+16
## GarageArea:NeighborhoodNPkVill NA
## GarageArea:NeighborhoodNridgHt 4.120e+15
## GarageArea:NeighborhoodNWAmes 3.501e+15
## GarageArea:NeighborhoodOldTown 4.120e+15
## GarageArea:NeighborhoodSawyer 3.973e+15
## GarageArea:NeighborhoodSawyerW 1.102e+16
## GarageArea:NeighborhoodSomerst 4.120e+15
## GarageArea:NeighborhoodStoneBr 1.739e+16
## GarageArea:NeighborhoodSWISU 2.270e+16
## GarageArea:NeighborhoodTimber 4.505e+15
## GarageArea:NeighborhoodVeenker 2.913e+15
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 2.460e+15
## TotalBsmtSF:NeighborhoodBrkSide 2.024e+15
## TotalBsmtSF:NeighborhoodClearCr 1.303e+16
## TotalBsmtSF:NeighborhoodCollgCr 3.537e+15
## TotalBsmtSF:NeighborhoodCrawfor 2.265e+15
## TotalBsmtSF:NeighborhoodEdwards 2.034e+15
## TotalBsmtSF:NeighborhoodGilbert 5.029e+15
## TotalBsmtSF:NeighborhoodIDOTRR 1.373e+16
## TotalBsmtSF:NeighborhoodMeadowV 6.113e+14
## TotalBsmtSF:NeighborhoodMitchel 6.467e+15
## TotalBsmtSF:NeighborhoodNAmes 2.034e+15
## TotalBsmtSF:NeighborhoodNoRidge 1.252e+16
## TotalBsmtSF:NeighborhoodNPkVill 2.489e+14
## TotalBsmtSF:NeighborhoodNridgHt 3.577e+15
## TotalBsmtSF:NeighborhoodNWAmes 1.644e+15
## TotalBsmtSF:NeighborhoodOldTown 2.034e+15
## TotalBsmtSF:NeighborhoodSawyer 2.003e+15
## TotalBsmtSF:NeighborhoodSawyerW 5.891e+15
## TotalBsmtSF:NeighborhoodSomerst 2.079e+15
## TotalBsmtSF:NeighborhoodStoneBr 1.345e+16
## TotalBsmtSF:NeighborhoodSWISU 2.097e+15
## TotalBsmtSF:NeighborhoodTimber 1.756e+15
## TotalBsmtSF:NeighborhoodVeenker 5.290e+14
## X1stFlrSF:NeighborhoodBlueste NA
## X1stFlrSF:NeighborhoodBrDale NA
## X1stFlrSF:NeighborhoodBrkSide 2.754e+15
## X1stFlrSF:NeighborhoodClearCr 1.123e+16
## X1stFlrSF:NeighborhoodCollgCr 3.813e+15
## X1stFlrSF:NeighborhoodCrawfor 2.863e+15
## X1stFlrSF:NeighborhoodEdwards 2.760e+15
## X1stFlrSF:NeighborhoodGilbert 2.477e+15
## X1stFlrSF:NeighborhoodIDOTRR 5.585e+15
## X1stFlrSF:NeighborhoodMeadowV 2.855e+15
## X1stFlrSF:NeighborhoodMitchel 8.883e+15
## X1stFlrSF:NeighborhoodNAmes 2.760e+15
## X1stFlrSF:NeighborhoodNoRidge 1.883e+16
## X1stFlrSF:NeighborhoodNPkVill 2.782e+15
## X1stFlrSF:NeighborhoodNridgHt 2.597e+15
## X1stFlrSF:NeighborhoodNWAmes 2.477e+15
## X1stFlrSF:NeighborhoodOldTown 2.760e+15
## X1stFlrSF:NeighborhoodSawyer 3.320e+15
## X1stFlrSF:NeighborhoodSawyerW 7.447e+15
## X1stFlrSF:NeighborhoodSomerst 2.777e+15
## X1stFlrSF:NeighborhoodStoneBr 1.312e+16
## X1stFlrSF:NeighborhoodSWISU 2.987e+15
## X1stFlrSF:NeighborhoodTimber 2.734e+15
## X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars 7.620e+13
## OverallQual:GrLivArea:GarageArea 3.378e+11
## OverallQual:GarageCars:GarageArea 1.392e+14
## GrLivArea:GarageCars:GarageArea 6.267e+11
## OverallQual:GrLivArea:TotalBsmtSF 1.025e+11
## OverallQual:GarageCars:TotalBsmtSF 9.493e+13
## GrLivArea:GarageCars:TotalBsmtSF 3.595e+11
## OverallQual:GarageArea:TotalBsmtSF 2.283e+11
## GrLivArea:GarageArea:TotalBsmtSF 1.501e+09
## GarageCars:GarageArea:TotalBsmtSF 8.886e+11
## OverallQual:GrLivArea:X1stFlrSF 8.012e+10
## OverallQual:GarageCars:X1stFlrSF 6.019e+13
## GrLivArea:GarageCars:X1stFlrSF 2.868e+11
## OverallQual:GarageArea:X1stFlrSF 3.071e+11
## GrLivArea:GarageArea:X1stFlrSF 7.867e+08
## GarageCars:GarageArea:X1stFlrSF 9.695e+11
## OverallQual:TotalBsmtSF:X1stFlrSF 4.205e+10
## GrLivArea:TotalBsmtSF:X1stFlrSF 1.511e+08
## GarageCars:TotalBsmtSF:X1stFlrSF 7.373e+03
## GarageArea:TotalBsmtSF:X1stFlrSF 7.617e+00
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale 8.691e+14
## OverallQual:GrLivArea:NeighborhoodBrkSide 2.046e+14
## OverallQual:GrLivArea:NeighborhoodClearCr 5.167e+14
## OverallQual:GrLivArea:NeighborhoodCollgCr 2.048e+14
## OverallQual:GrLivArea:NeighborhoodCrawfor 2.201e+14
## OverallQual:GrLivArea:NeighborhoodEdwards 2.048e+14
## OverallQual:GrLivArea:NeighborhoodGilbert 1.597e+14
## OverallQual:GrLivArea:NeighborhoodIDOTRR 1.235e+15
## OverallQual:GrLivArea:NeighborhoodMeadowV 3.592e+14
## OverallQual:GrLivArea:NeighborhoodMitchel 1.527e+15
## OverallQual:GrLivArea:NeighborhoodNAmes 2.048e+14
## OverallQual:GrLivArea:NeighborhoodNoRidge 6.059e+14
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 5.201e+14
## OverallQual:GrLivArea:NeighborhoodNWAmes 1.597e+14
## OverallQual:GrLivArea:NeighborhoodOldTown 2.048e+14
## OverallQual:GrLivArea:NeighborhoodSawyer 6.521e+14
## OverallQual:GrLivArea:NeighborhoodSawyerW 8.530e+14
## OverallQual:GrLivArea:NeighborhoodSomerst 1.950e+14
## OverallQual:GrLivArea:NeighborhoodStoneBr 3.884e+14
## OverallQual:GrLivArea:NeighborhoodSWISU 4.353e+14
## OverallQual:GrLivArea:NeighborhoodTimber 1.674e+14
## OverallQual:GrLivArea:NeighborhoodVeenker 4.158e+14
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 3.187e+17
## OverallQual:GarageCars:NeighborhoodBrkSide 2.850e+17
## OverallQual:GarageCars:NeighborhoodClearCr 6.076e+17
## OverallQual:GarageCars:NeighborhoodCollgCr 2.733e+17
## OverallQual:GarageCars:NeighborhoodCrawfor 3.682e+17
## OverallQual:GarageCars:NeighborhoodEdwards 2.733e+17
## OverallQual:GarageCars:NeighborhoodGilbert 4.908e+17
## OverallQual:GarageCars:NeighborhoodIDOTRR 9.703e+17
## OverallQual:GarageCars:NeighborhoodMeadowV 1.049e+18
## OverallQual:GarageCars:NeighborhoodMitchel 3.929e+17
## OverallQual:GarageCars:NeighborhoodNAmes 2.733e+17
## OverallQual:GarageCars:NeighborhoodNoRidge 6.668e+17
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt 2.733e+17
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown 2.733e+17
## OverallQual:GarageCars:NeighborhoodSawyer 3.679e+17
## OverallQual:GarageCars:NeighborhoodSawyerW 4.766e+17
## OverallQual:GarageCars:NeighborhoodSomerst 2.477e+17
## OverallQual:GarageCars:NeighborhoodStoneBr 3.823e+17
## OverallQual:GarageCars:NeighborhoodSWISU 6.483e+17
## OverallQual:GarageCars:NeighborhoodTimber 2.022e+17
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide 9.408e+14
## GrLivArea:GarageCars:NeighborhoodClearCr 2.896e+15
## GrLivArea:GarageCars:NeighborhoodCollgCr 9.025e+14
## GrLivArea:GarageCars:NeighborhoodCrawfor 8.694e+14
## GrLivArea:GarageCars:NeighborhoodEdwards 9.025e+14
## GrLivArea:GarageCars:NeighborhoodGilbert 2.568e+15
## GrLivArea:GarageCars:NeighborhoodIDOTRR 3.914e+15
## GrLivArea:GarageCars:NeighborhoodMeadowV 3.925e+15
## GrLivArea:GarageCars:NeighborhoodMitchel 4.708e+15
## GrLivArea:GarageCars:NeighborhoodNAmes 9.025e+14
## GrLivArea:GarageCars:NeighborhoodNoRidge 1.942e+15
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 1.114e+15
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown 9.025e+14
## GrLivArea:GarageCars:NeighborhoodSawyer 1.130e+15
## GrLivArea:GarageCars:NeighborhoodSawyerW 2.611e+15
## GrLivArea:GarageCars:NeighborhoodSomerst 8.373e+14
## GrLivArea:GarageCars:NeighborhoodStoneBr 6.716e+14
## GrLivArea:GarageCars:NeighborhoodSWISU 1.449e+15
## GrLivArea:GarageCars:NeighborhoodTimber 8.431e+14
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GarageArea:NeighborhoodBlueste NA
## OverallQual:GarageArea:NeighborhoodBrDale 5.412e+14
## OverallQual:GarageArea:NeighborhoodBrkSide 5.047e+14
## OverallQual:GarageArea:NeighborhoodClearCr 1.444e+15
## OverallQual:GarageArea:NeighborhoodCollgCr 5.009e+14
## OverallQual:GarageArea:NeighborhoodCrawfor 1.339e+15
## OverallQual:GarageArea:NeighborhoodEdwards 5.009e+14
## OverallQual:GarageArea:NeighborhoodGilbert 4.326e+14
## OverallQual:GarageArea:NeighborhoodIDOTRR 2.277e+15
## OverallQual:GarageArea:NeighborhoodMeadowV 3.482e+15
## OverallQual:GarageArea:NeighborhoodMitchel 1.106e+15
## OverallQual:GarageArea:NeighborhoodNAmes 5.009e+14
## OverallQual:GarageArea:NeighborhoodNoRidge 2.211e+15
## OverallQual:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GarageArea:NeighborhoodNridgHt 5.009e+14
## OverallQual:GarageArea:NeighborhoodNWAmes 4.326e+14
## OverallQual:GarageArea:NeighborhoodOldTown 5.009e+14
## OverallQual:GarageArea:NeighborhoodSawyer 5.629e+14
## OverallQual:GarageArea:NeighborhoodSawyerW 1.633e+15
## OverallQual:GarageArea:NeighborhoodSomerst 5.009e+14
## OverallQual:GarageArea:NeighborhoodStoneBr 2.432e+15
## OverallQual:GarageArea:NeighborhoodSWISU 3.550e+15
## OverallQual:GarageArea:NeighborhoodTimber 5.485e+14
## OverallQual:GarageArea:NeighborhoodVeenker NA
## GrLivArea:GarageArea:NeighborhoodBlueste NA
## GrLivArea:GarageArea:NeighborhoodBrDale NA
## GrLivArea:GarageArea:NeighborhoodBrkSide 2.368e+12
## GrLivArea:GarageArea:NeighborhoodClearCr 5.871e+12
## GrLivArea:GarageArea:NeighborhoodCollgCr 2.376e+12
## GrLivArea:GarageArea:NeighborhoodCrawfor 7.241e+12
## GrLivArea:GarageArea:NeighborhoodEdwards 2.376e+12
## GrLivArea:GarageArea:NeighborhoodGilbert 2.574e+12
## GrLivArea:GarageArea:NeighborhoodIDOTRR 2.452e+12
## GrLivArea:GarageArea:NeighborhoodMeadowV 1.363e+13
## GrLivArea:GarageArea:NeighborhoodMitchel 1.509e+13
## GrLivArea:GarageArea:NeighborhoodNAmes 2.376e+12
## GrLivArea:GarageArea:NeighborhoodNoRidge 9.091e+12
## GrLivArea:GarageArea:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:NeighborhoodNridgHt 2.748e+12
## GrLivArea:GarageArea:NeighborhoodNWAmes 2.574e+12
## GrLivArea:GarageArea:NeighborhoodOldTown 2.376e+12
## GrLivArea:GarageArea:NeighborhoodSawyer 7.918e+12
## GrLivArea:GarageArea:NeighborhoodSawyerW 1.252e+13
## GrLivArea:GarageArea:NeighborhoodSomerst 2.392e+12
## GrLivArea:GarageArea:NeighborhoodStoneBr 2.820e+12
## GrLivArea:GarageArea:NeighborhoodSWISU 6.699e+12
## GrLivArea:GarageArea:NeighborhoodTimber 2.647e+12
## GrLivArea:GarageArea:NeighborhoodVeenker 7.663e+12
## GarageCars:GarageArea:NeighborhoodBlueste NA
## GarageCars:GarageArea:NeighborhoodBrDale NA
## GarageCars:GarageArea:NeighborhoodBrkSide 9.658e+14
## GarageCars:GarageArea:NeighborhoodClearCr 1.628e+16
## GarageCars:GarageArea:NeighborhoodCollgCr 9.365e+14
## GarageCars:GarageArea:NeighborhoodCrawfor 3.452e+15
## GarageCars:GarageArea:NeighborhoodEdwards 9.365e+14
## GarageCars:GarageArea:NeighborhoodGilbert 1.154e+15
## GarageCars:GarageArea:NeighborhoodIDOTRR 3.112e+15
## GarageCars:GarageArea:NeighborhoodMeadowV NA
## GarageCars:GarageArea:NeighborhoodMitchel 2.061e+15
## GarageCars:GarageArea:NeighborhoodNAmes 9.365e+14
## GarageCars:GarageArea:NeighborhoodNoRidge 6.530e+15
## GarageCars:GarageArea:NeighborhoodNPkVill NA
## GarageCars:GarageArea:NeighborhoodNridgHt 9.365e+14
## GarageCars:GarageArea:NeighborhoodNWAmes NA
## GarageCars:GarageArea:NeighborhoodOldTown 9.365e+14
## GarageCars:GarageArea:NeighborhoodSawyer 1.670e+15
## GarageCars:GarageArea:NeighborhoodSawyerW 5.488e+15
## GarageCars:GarageArea:NeighborhoodSomerst 9.367e+14
## GarageCars:GarageArea:NeighborhoodStoneBr 2.376e+15
## GarageCars:GarageArea:NeighborhoodSWISU 2.921e+15
## GarageCars:GarageArea:NeighborhoodTimber 9.936e+14
## GarageCars:GarageArea:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide 2.533e+14
## OverallQual:TotalBsmtSF:NeighborhoodClearCr 1.349e+15
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr 4.412e+14
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor 4.025e+14
## OverallQual:TotalBsmtSF:NeighborhoodEdwards 2.554e+14
## OverallQual:TotalBsmtSF:NeighborhoodGilbert 2.220e+14
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR 1.157e+15
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:NeighborhoodMitchel 4.747e+14
## OverallQual:TotalBsmtSF:NeighborhoodNAmes 2.554e+14
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge 2.004e+15
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt 5.207e+14
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes 2.220e+14
## OverallQual:TotalBsmtSF:NeighborhoodOldTown 2.554e+14
## OverallQual:TotalBsmtSF:NeighborhoodSawyer 2.420e+14
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW 1.047e+15
## OverallQual:TotalBsmtSF:NeighborhoodSomerst 2.611e+14
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr 1.979e+15
## OverallQual:TotalBsmtSF:NeighborhoodSWISU 5.859e+14
## OverallQual:TotalBsmtSF:NeighborhoodTimber 1.872e+14
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 9.588e+11
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 2.872e+12
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 1.453e+12
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 2.070e+12
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards 9.473e+11
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 7.416e+11
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 1.416e+13
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 6.922e+12
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes 9.473e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 2.999e+12
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 2.468e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 8.364e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 7.416e+11
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown 9.473e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer 1.758e+12
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 9.315e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst 1.089e+12
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 6.208e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU 1.089e+12
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 1.157e+12
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker NA
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide 9.129e+14
## GarageCars:TotalBsmtSF:NeighborhoodClearCr 6.139e+15
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr 1.726e+15
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor 1.815e+15
## GarageCars:TotalBsmtSF:NeighborhoodEdwards 9.150e+14
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 2.472e+15
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 1.165e+16
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:NeighborhoodMitchel 3.371e+15
## GarageCars:TotalBsmtSF:NeighborhoodNAmes 9.150e+14
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge 6.905e+15
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt 1.345e+15
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown 9.150e+14
## GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.142e+15
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW 2.855e+15
## GarageCars:TotalBsmtSF:NeighborhoodSomerst 9.462e+14
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 4.971e+15
## GarageCars:TotalBsmtSF:NeighborhoodSWISU 1.753e+15
## GarageCars:TotalBsmtSF:NeighborhoodTimber 6.153e+14
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GarageArea:TotalBsmtSF:NeighborhoodBrkSide 3.612e+12
## GarageArea:TotalBsmtSF:NeighborhoodClearCr 8.044e+12
## GarageArea:TotalBsmtSF:NeighborhoodCollgCr 6.085e+12
## GarageArea:TotalBsmtSF:NeighborhoodCrawfor 7.556e+12
## GarageArea:TotalBsmtSF:NeighborhoodEdwards 3.624e+12
## GarageArea:TotalBsmtSF:NeighborhoodGilbert 2.589e+12
## GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 3.942e+13
## GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageArea:TotalBsmtSF:NeighborhoodMitchel 3.588e+12
## GarageArea:TotalBsmtSF:NeighborhoodNAmes 3.624e+12
## GarageArea:TotalBsmtSF:NeighborhoodNoRidge 2.083e+13
## GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageArea:TotalBsmtSF:NeighborhoodNridgHt 2.420e+12
## GarageArea:TotalBsmtSF:NeighborhoodNWAmes 2.589e+12
## GarageArea:TotalBsmtSF:NeighborhoodOldTown 3.624e+12
## GarageArea:TotalBsmtSF:NeighborhoodSawyer 5.832e+12
## GarageArea:TotalBsmtSF:NeighborhoodSawyerW 7.688e+12
## GarageArea:TotalBsmtSF:NeighborhoodSomerst 3.595e+12
## GarageArea:TotalBsmtSF:NeighborhoodStoneBr 9.200e+12
## GarageArea:TotalBsmtSF:NeighborhoodSWISU 1.263e+13
## GarageArea:TotalBsmtSF:NeighborhoodTimber 2.840e+12
## GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:X1stFlrSF:NeighborhoodBrkSide 2.258e+14
## OverallQual:X1stFlrSF:NeighborhoodClearCr 7.474e+14
## OverallQual:X1stFlrSF:NeighborhoodCollgCr 4.228e+14
## OverallQual:X1stFlrSF:NeighborhoodCrawfor 3.022e+14
## OverallQual:X1stFlrSF:NeighborhoodEdwards 2.329e+14
## OverallQual:X1stFlrSF:NeighborhoodGilbert 2.129e+14
## OverallQual:X1stFlrSF:NeighborhoodIDOTRR 1.069e+15
## OverallQual:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:X1stFlrSF:NeighborhoodMitchel 1.147e+15
## OverallQual:X1stFlrSF:NeighborhoodNAmes 2.329e+14
## OverallQual:X1stFlrSF:NeighborhoodNoRidge 2.890e+15
## OverallQual:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:X1stFlrSF:NeighborhoodNridgHt 2.274e+14
## OverallQual:X1stFlrSF:NeighborhoodNWAmes 2.129e+14
## OverallQual:X1stFlrSF:NeighborhoodOldTown 2.329e+14
## OverallQual:X1stFlrSF:NeighborhoodSawyer 2.363e+14
## OverallQual:X1stFlrSF:NeighborhoodSawyerW 1.347e+15
## OverallQual:X1stFlrSF:NeighborhoodSomerst 2.129e+14
## OverallQual:X1stFlrSF:NeighborhoodStoneBr 1.884e+15
## OverallQual:X1stFlrSF:NeighborhoodSWISU 2.575e+14
## OverallQual:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:X1stFlrSF:NeighborhoodBrkSide 1.004e+12
## GrLivArea:X1stFlrSF:NeighborhoodClearCr 9.554e+11
## GrLivArea:X1stFlrSF:NeighborhoodCollgCr 1.773e+12
## GrLivArea:X1stFlrSF:NeighborhoodCrawfor 1.053e+12
## GrLivArea:X1stFlrSF:NeighborhoodEdwards 1.010e+12
## GrLivArea:X1stFlrSF:NeighborhoodGilbert 6.285e+11
## GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 1.463e+13
## GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:X1stFlrSF:NeighborhoodMitchel 4.886e+12
## GrLivArea:X1stFlrSF:NeighborhoodNAmes 1.010e+12
## GrLivArea:X1stFlrSF:NeighborhoodNoRidge 4.624e+12
## GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:X1stFlrSF:NeighborhoodNridgHt 5.734e+11
## GrLivArea:X1stFlrSF:NeighborhoodNWAmes 6.285e+11
## GrLivArea:X1stFlrSF:NeighborhoodOldTown 1.010e+12
## GrLivArea:X1stFlrSF:NeighborhoodSawyer 1.759e+12
## GrLivArea:X1stFlrSF:NeighborhoodSawyerW 6.285e+11
## GrLivArea:X1stFlrSF:NeighborhoodSomerst 1.010e+12
## GrLivArea:X1stFlrSF:NeighborhoodStoneBr 2.340e+11
## GrLivArea:X1stFlrSF:NeighborhoodSWISU 4.101e+11
## GrLivArea:X1stFlrSF:NeighborhoodTimber 1.011e+12
## GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:X1stFlrSF:NeighborhoodBrkSide 9.331e+14
## GarageCars:X1stFlrSF:NeighborhoodClearCr 5.732e+15
## GarageCars:X1stFlrSF:NeighborhoodCollgCr 1.739e+15
## GarageCars:X1stFlrSF:NeighborhoodCrawfor 1.831e+15
## GarageCars:X1stFlrSF:NeighborhoodEdwards 9.205e+14
## GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:X1stFlrSF:NeighborhoodIDOTRR 2.778e+15
## GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:X1stFlrSF:NeighborhoodMitchel 2.997e+15
## GarageCars:X1stFlrSF:NeighborhoodNAmes 9.205e+14
## GarageCars:X1stFlrSF:NeighborhoodNoRidge 6.265e+15
## GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:X1stFlrSF:NeighborhoodNridgHt 7.826e+14
## GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:X1stFlrSF:NeighborhoodOldTown 9.205e+14
## GarageCars:X1stFlrSF:NeighborhoodSawyer 9.599e+14
## GarageCars:X1stFlrSF:NeighborhoodSawyerW 3.617e+15
## GarageCars:X1stFlrSF:NeighborhoodSomerst 1.078e+15
## GarageCars:X1stFlrSF:NeighborhoodStoneBr 5.317e+15
## GarageCars:X1stFlrSF:NeighborhoodSWISU 2.231e+15
## GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GarageArea:X1stFlrSF:NeighborhoodBrkSide 3.597e+12
## GarageArea:X1stFlrSF:NeighborhoodClearCr 6.333e+12
## GarageArea:X1stFlrSF:NeighborhoodCollgCr 5.655e+12
## GarageArea:X1stFlrSF:NeighborhoodCrawfor 8.758e+12
## GarageArea:X1stFlrSF:NeighborhoodEdwards 3.179e+12
## GarageArea:X1stFlrSF:NeighborhoodGilbert 2.934e+12
## GarageArea:X1stFlrSF:NeighborhoodIDOTRR 3.090e+13
## GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GarageArea:X1stFlrSF:NeighborhoodMitchel 1.465e+13
## GarageArea:X1stFlrSF:NeighborhoodNAmes 3.179e+12
## GarageArea:X1stFlrSF:NeighborhoodNoRidge 3.186e+13
## GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GarageArea:X1stFlrSF:NeighborhoodNridgHt 3.267e+12
## GarageArea:X1stFlrSF:NeighborhoodNWAmes 2.934e+12
## GarageArea:X1stFlrSF:NeighborhoodOldTown 3.179e+12
## GarageArea:X1stFlrSF:NeighborhoodSawyer 5.567e+12
## GarageArea:X1stFlrSF:NeighborhoodSawyerW 2.934e+12
## GarageArea:X1stFlrSF:NeighborhoodSomerst 3.179e+12
## GarageArea:X1stFlrSF:NeighborhoodStoneBr 2.017e+12
## GarageArea:X1stFlrSF:NeighborhoodSWISU 5.224e+12
## GarageArea:X1stFlrSF:NeighborhoodTimber NA
## GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 3.516e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 2.696e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 3.107e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 1.370e+12
## TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 3.107e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 3.107e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 1.870e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 6.005e+12
## TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 3.107e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 1.231e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill 1.555e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 3.107e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 3.107e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 3.107e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 1.954e+12
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 3.107e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 3.107e+11
## TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 1.330e+12
## TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea 8.832e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 5.004e+10
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF 3.286e-01
## OverallQual:GarageCars:GarageArea:TotalBsmtSF 8.711e+09
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF 2.774e+01
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 2.302e+00
## OverallQual:GrLivArea:GarageArea:X1stFlrSF 3.473e-01
## OverallQual:GarageCars:GarageArea:X1stFlrSF 4.654e+00
## GrLivArea:GarageCars:GarageArea:X1stFlrSF 3.147e+01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 1.910e+07
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 4.169e+00
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 7.554e+07
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF 4.005e-02
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 2.913e+05
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 3.805e+00
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide 7.667e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr 7.620e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor 1.228e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards 7.620e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 1.002e+15
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 4.630e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes 7.620e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 2.136e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt 1.531e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown 7.620e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 1.935e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 4.357e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst 8.399e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 2.425e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBrkSide 3.378e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodClearCr 9.278e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodCollgCr 3.378e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodCrawfor 1.284e+12
## OverallQual:GrLivArea:GarageArea:NeighborhoodEdwards 3.378e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodGilbert 3.382e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodIDOTRR 3.363e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodMitchel 2.787e+12
## OverallQual:GrLivArea:GarageArea:NeighborhoodNAmes 3.378e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodNoRidge 9.340e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodNridgHt 3.387e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodNWAmes 3.382e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodOldTown 3.378e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodSawyer 1.489e+12
## OverallQual:GrLivArea:GarageArea:NeighborhoodSawyerW 2.028e+12
## OverallQual:GrLivArea:GarageArea:NeighborhoodSomerst 3.382e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodSWISU 8.840e+11
## OverallQual:GrLivArea:GarageArea:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodVeenker 2.309e+12
## OverallQual:GarageCars:GarageArea:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:NeighborhoodBrkSide 1.547e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:NeighborhoodCollgCr 1.392e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodCrawfor 7.927e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodEdwards 1.392e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:NeighborhoodIDOTRR 7.877e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:NeighborhoodMitchel 4.740e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodNAmes 1.392e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodNoRidge 7.130e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:NeighborhoodNridgHt 1.392e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:NeighborhoodOldTown 1.392e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodSawyer 3.525e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodSawyerW 8.139e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodSomerst 1.393e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:NeighborhoodSWISU 5.621e+14
## OverallQual:GarageCars:GarageArea:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBrkSide 5.912e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodCollgCr 6.267e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodCrawfor 2.598e+12
## GrLivArea:GarageCars:GarageArea:NeighborhoodEdwards 6.267e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodIDOTRR 6.278e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodMitchel 3.456e+12
## GrLivArea:GarageCars:GarageArea:NeighborhoodNAmes 6.267e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodNoRidge 2.741e+12
## GrLivArea:GarageCars:GarageArea:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodNridgHt 6.525e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodOldTown 6.267e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodSawyer 1.430e+12
## GrLivArea:GarageCars:GarageArea:NeighborhoodSawyerW 5.988e+12
## GrLivArea:GarageCars:GarageArea:NeighborhoodSomerst 6.056e+11
## GrLivArea:GarageCars:GarageArea:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodTimber 2.147e+12
## GrLivArea:GarageCars:GarageArea:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 1.088e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr 4.493e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 1.818e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 2.369e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 1.025e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert 8.361e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 1.270e+12
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 4.808e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 1.025e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 3.374e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 1.025e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 8.361e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 1.025e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer 2.960e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 8.361e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 8.361e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker 1.103e+11
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 8.867e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 2.152e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 2.455e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 9.493e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 2.024e+15
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 2.383e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 9.493e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 8.584e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 1.712e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 9.493e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.857e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 5.080e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 1.006e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 3.472e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 7.248e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 1.643e+12
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 3.595e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 2.745e+12
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 3.105e+12
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 3.595e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 8.915e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 3.782e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 3.595e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 6.247e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 4.235e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 3.554e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 2.336e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodClearCr 1.278e+12
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 6.148e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 1.377e+12
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodEdwards 2.283e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodGilbert 2.293e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 8.453e+12
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodMitchel 2.293e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNAmes 2.283e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 2.454e+12
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 2.303e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 2.293e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodOldTown 2.283e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSawyer 9.315e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 2.293e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSomerst 2.293e+11
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodStoneBr 1.137e+12
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSWISU 1.621e+12
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 1.588e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodClearCr 7.485e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 1.861e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 5.405e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodEdwards 1.501e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodGilbert 1.501e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 4.888e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMitchel 1.501e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNAmes 1.501e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 4.649e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 1.501e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 1.501e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodOldTown 1.501e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyer 3.609e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 3.523e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSomerst 1.501e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodStoneBr 1.501e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodTimber 2.243e+09
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 9.273e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 2.515e+12
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 3.487e+12
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 8.886e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 6.147e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel 9.184e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 8.886e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 2.637e+12
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 8.886e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer 8.727e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 3.605e+12
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst 8.641e+11
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrkSide 7.519e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodClearCr 1.345e+11
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCollgCr 2.082e+11
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCrawfor 1.392e+11
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodEdwards 8.012e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodGilbert 8.012e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 1.576e+12
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMitchel 8.012e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNAmes 8.012e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNoRidge 4.670e+11
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNridgHt 8.012e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNWAmes 8.012e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodOldTown 8.012e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyer 2.740e+11
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyerW 8.012e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSomerst 8.012e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrkSide 9.439e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCollgCr 1.883e+14
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCrawfor 3.046e+14
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodEdwards 6.019e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 8.659e+14
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNAmes 6.019e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNoRidge 9.634e+14
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodOldTown 6.019e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyer 7.536e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyerW 6.778e+14
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 3.907e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 7.596e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 8.146e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 2.868e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 1.749e+12
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 2.413e+12
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 2.868e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 7.798e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown 2.868e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer 2.868e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst 2.868e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBrkSide 3.291e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodClearCr 1.036e+12
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodCollgCr 6.619e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodCrawfor 1.503e+12
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodEdwards 3.070e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodGilbert 3.071e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodIDOTRR 6.819e+12
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodMitchel 2.702e+12
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNAmes 3.071e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNoRidge 3.798e+12
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNridgHt 3.071e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNWAmes 3.071e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodOldTown 3.071e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSawyer 9.879e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSawyerW 3.070e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSomerst 3.070e+11
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrkSide 1.085e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCollgCr 1.807e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCrawfor 3.268e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodEdwards 7.867e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodGilbert 7.867e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodIDOTRR 4.586e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMitchel 7.867e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNAmes 7.867e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNoRidge 6.686e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNridgHt 7.867e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNWAmes 7.867e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodOldTown 7.867e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyer 2.868e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyerW 7.867e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSomerst 7.867e+08
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodStoneBr 1.136e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodTimber 1.548e+09
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide 9.401e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 2.525e+12
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 2.684e+12
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 9.695e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel 1.681e+12
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 9.695e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge 5.564e+12
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown 9.695e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer 1.033e+12
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst 9.695e+11
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 1.943e+12
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 5.856e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 4.205e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 2.420e+11
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 4.205e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 4.205e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 4.782e+11
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 4.205e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 4.205e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 4.205e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 4.205e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 3.683e+11
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 4.205e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 4.205e+10
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 1.259e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.511e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 6.232e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.511e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 4.081e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 6.124e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.511e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 1.630e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.511e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 3.521e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.511e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 6.124e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 3.620e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 3.260e+07
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 5.285e+10
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 2.626e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 1.398e+12
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 7.373e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 2.749e+12
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 7.374e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 7.373e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 7.051e+08
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 2.923e-01
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 3.468e+09
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 7.617e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 8.974e-01
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 7.630e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 6.036e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 3.827e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 3.600e-01
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 7.617e+00
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 5.244e+09
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 4.860e-01
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF 3.962e-03
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF 4.205e-03
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 9.551e+06
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 2.649e-05
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 4.848e-03
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 1.159e-04
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBrkSide 1.760e+10
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodCollgCr 8.832e+09
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodCrawfor 4.543e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodEdwards 8.832e+09
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodMitchel 8.364e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNAmes 8.832e+09
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNoRidge 2.766e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNridgHt 1.211e+08
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodOldTown 8.832e+09
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSawyer 2.895e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSawyerW 9.773e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodTimber 2.040e+11
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodVeenker 1.092e+12
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 3.705e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 8.913e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 2.504e+11
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 5.004e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 5.004e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 5.004e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 5.004e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.269e+11
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 6.370e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 1.269e+08
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 1.996e+08
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 7.833e+08
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodEdwards 3.287e-01
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodGilbert 3.368e-01
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMitchel 5.121e-01
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNAmes 3.395e-01
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 7.146e+08
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 3.268e+01
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 3.293e-01
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodOldTown 3.285e-01
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyer 5.531e+08
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 3.314e-01
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 3.947e+10
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 3.046e+11
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 6.608e+11
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 8.711e+09
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 8.711e+09
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 8.711e+09
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 1.302e+08
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 8.239e+08
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 1.814e+09
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 2.774e+01
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 2.774e+01
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 9.589e+01
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 2.773e+01
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer 3.152e+01
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 1.743e+09
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 1.681e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 8.812e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 1.445e+11
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 3.089e+00
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 1.101e+01
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 5.582e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrkSide 1.147e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCollgCr 1.996e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCrawfor 4.026e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodEdwards 3.474e-01
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodGilbert 3.548e-01
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMitchel 7.870e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNAmes 3.536e-01
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNoRidge 8.658e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNridgHt 3.594e-01
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNWAmes 3.493e-01
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodOldTown 3.473e-01
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyer 5.369e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyerW 3.779e+08
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide 1.526e+10
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 3.034e+11
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 6.338e+11
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 6.329e+00
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 4.030e+01
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge 6.520e+11
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 2.069e+11
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide 6.750e+07
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 8.239e+08
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 8.250e+08
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 3.147e+01
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 3.147e+01
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown 3.147e+01
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer 3.147e+01
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 2.407e+08
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 8.314e+06
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.910e+07
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.910e+07
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 3.432e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 7.034e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.910e+07
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.910e+07
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 1.802e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.910e+07
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 2.333e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 5.829e+09
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 7.591e+02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 2.492e+11
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 5.682e+00
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.598e+01
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 9.843e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 7.554e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 3.057e+08
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 7.554e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 3.062e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 7.554e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 7.554e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 7.554e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 3.062e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 1.630e+07
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 8.470e+07
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 4.028e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 4.101e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 1.287e-01
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 9.590e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 5.111e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 5.275e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 4.079e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 9.693e+08
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 7.532e-02
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 3.646e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 1.181e+06
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 3.500e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 2.913e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber 2.858e+05
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 2.249e+07
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 3.805e+00
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 3.811e+00
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 3.805e+00
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 4.329e-06
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 3.597e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr 5.319e+08
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 9.979e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 2.384e+08
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 8.226e-03
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 4.298e-02
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 1.172e+08
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 1.090e+01
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber 6.263e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 9.979e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 5.030e-03
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel 3.935e+08
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 3.149e-02
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW 1.889e+08
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr 8.752e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 4.128e+07
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 9.551e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 9.551e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 9.551e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 9.551e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 9.551e+06
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.930e-04
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 2.681e-05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 1.865e+05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 1.283e-04
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 7.349e-05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 7.535e-03
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 5.474e+05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 2.598e-05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 1.614e+05
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 2.847e+08
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 6.024e-03
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 4.385e-02
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 5.559e-04
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.169e-04
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 5.831e+05
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 2.082e-04
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 8.243e+04
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 2.216e-02
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.141e-04
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 9.580e-05
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 4.936e-06
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 9.324e+04
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 3.461e-05
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 8.165e+03
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 2.512e-03
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 2.737e+05
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 8.071e+04
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr 1.820e+04
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## t value
## (Intercept) 0.391
## OverallQual -0.348
## GrLivArea -0.265
## GarageCars -0.370
## GarageArea 0.201
## TotalBsmtSF -1.160
## X1stFlrSF 0.608
## NeighborhoodBlueste -0.170
## NeighborhoodBrDale -0.235
## NeighborhoodBrkSide -0.391
## NeighborhoodClearCr -0.687
## NeighborhoodCollgCr -0.391
## NeighborhoodCrawfor -0.610
## NeighborhoodEdwards -0.391
## NeighborhoodGilbert -0.306
## NeighborhoodIDOTRR -0.251
## NeighborhoodMeadowV -0.346
## NeighborhoodMitchel -0.375
## NeighborhoodNAmes -0.391
## NeighborhoodNoRidge -0.489
## NeighborhoodNPkVill 0.224
## NeighborhoodNridgHt -0.391
## NeighborhoodNWAmes -0.450
## NeighborhoodOldTown -0.391
## NeighborhoodSawyer -0.467
## NeighborhoodSawyerW -0.601
## NeighborhoodSomerst -0.383
## NeighborhoodStoneBr -0.593
## NeighborhoodSWISU -0.200
## NeighborhoodTimber -0.242
## NeighborhoodVeenker 1.339
## OverallQual:GrLivArea 0.178
## OverallQual:GarageCars 0.368
## GrLivArea:GarageCars 0.033
## OverallQual:GarageArea -0.391
## GrLivArea:GarageArea 0.370
## GarageCars:GarageArea -0.047
## OverallQual:TotalBsmtSF 0.676
## GrLivArea:TotalBsmtSF 0.633
## GarageCars:TotalBsmtSF 0.799
## GarageArea:TotalBsmtSF 0.845
## OverallQual:X1stFlrSF -0.264
## GrLivArea:X1stFlrSF -0.019
## GarageCars:X1stFlrSF -0.562
## GarageArea:X1stFlrSF -0.801
## TotalBsmtSF:X1stFlrSF -0.596
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale 0.250
## OverallQual:NeighborhoodBrkSide 0.348
## OverallQual:NeighborhoodClearCr -0.025
## OverallQual:NeighborhoodCollgCr 0.348
## OverallQual:NeighborhoodCrawfor 0.517
## OverallQual:NeighborhoodEdwards 0.348
## OverallQual:NeighborhoodGilbert 0.321
## OverallQual:NeighborhoodIDOTRR 0.220
## OverallQual:NeighborhoodMeadowV 0.445
## OverallQual:NeighborhoodMitchel 0.321
## OverallQual:NeighborhoodNAmes 0.348
## OverallQual:NeighborhoodNoRidge 0.483
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt 0.348
## OverallQual:NeighborhoodNWAmes -0.354
## OverallQual:NeighborhoodOldTown 0.348
## OverallQual:NeighborhoodSawyer 0.412
## OverallQual:NeighborhoodSawyerW 0.340
## OverallQual:NeighborhoodSomerst 0.346
## OverallQual:NeighborhoodStoneBr 0.474
## OverallQual:NeighborhoodSWISU 0.256
## OverallQual:NeighborhoodTimber 0.098
## OverallQual:NeighborhoodVeenker 0.155
## GrLivArea:NeighborhoodBlueste -0.145
## GrLivArea:NeighborhoodBrDale 0.171
## GrLivArea:NeighborhoodBrkSide 0.267
## GrLivArea:NeighborhoodClearCr 0.651
## GrLivArea:NeighborhoodCollgCr 0.265
## GrLivArea:NeighborhoodCrawfor 0.499
## GrLivArea:NeighborhoodEdwards 0.265
## GrLivArea:NeighborhoodGilbert 0.410
## GrLivArea:NeighborhoodIDOTRR 0.181
## GrLivArea:NeighborhoodMeadowV 0.243
## GrLivArea:NeighborhoodMitchel 0.083
## GrLivArea:NeighborhoodNAmes 0.265
## GrLivArea:NeighborhoodNoRidge 0.225
## GrLivArea:NeighborhoodNPkVill -0.173
## GrLivArea:NeighborhoodNridgHt 0.099
## GrLivArea:NeighborhoodNWAmes 0.220
## GrLivArea:NeighborhoodOldTown 0.265
## GrLivArea:NeighborhoodSawyer 0.089
## GrLivArea:NeighborhoodSawyerW 0.194
## GrLivArea:NeighborhoodSomerst 0.213
## GrLivArea:NeighborhoodStoneBr 0.202
## GrLivArea:NeighborhoodSWISU 0.110
## GrLivArea:NeighborhoodTimber 0.353
## GrLivArea:NeighborhoodVeenker -0.062
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale 0.406
## GarageCars:NeighborhoodBrkSide 0.368
## GarageCars:NeighborhoodClearCr 0.663
## GarageCars:NeighborhoodCollgCr 0.370
## GarageCars:NeighborhoodCrawfor 0.636
## GarageCars:NeighborhoodEdwards 0.370
## GarageCars:NeighborhoodGilbert 0.316
## GarageCars:NeighborhoodIDOTRR -0.104
## GarageCars:NeighborhoodMeadowV 0.666
## GarageCars:NeighborhoodMitchel 0.383
## GarageCars:NeighborhoodNAmes 0.370
## GarageCars:NeighborhoodNoRidge 0.397
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 0.370
## GarageCars:NeighborhoodNWAmes 0.477
## GarageCars:NeighborhoodOldTown 0.370
## GarageCars:NeighborhoodSawyer 0.439
## GarageCars:NeighborhoodSawyerW 0.579
## GarageCars:NeighborhoodSomerst 0.362
## GarageCars:NeighborhoodStoneBr 0.085
## GarageCars:NeighborhoodSWISU -0.155
## GarageCars:NeighborhoodTimber 0.419
## GarageCars:NeighborhoodVeenker -1.339
## GarageArea:NeighborhoodBlueste NA
## GarageArea:NeighborhoodBrDale -0.679
## GarageArea:NeighborhoodBrkSide -0.220
## GarageArea:NeighborhoodClearCr 0.593
## GarageArea:NeighborhoodCollgCr -0.201
## GarageArea:NeighborhoodCrawfor 0.262
## GarageArea:NeighborhoodEdwards -0.201
## GarageArea:NeighborhoodGilbert -0.239
## GarageArea:NeighborhoodIDOTRR 0.186
## GarageArea:NeighborhoodMeadowV -0.649
## GarageArea:NeighborhoodMitchel -0.515
## GarageArea:NeighborhoodNAmes -0.201
## GarageArea:NeighborhoodNoRidge 0.438
## GarageArea:NeighborhoodNPkVill NA
## GarageArea:NeighborhoodNridgHt -0.201
## GarageArea:NeighborhoodNWAmes -0.212
## GarageArea:NeighborhoodOldTown -0.201
## GarageArea:NeighborhoodSawyer -0.073
## GarageArea:NeighborhoodSawyerW 0.349
## GarageArea:NeighborhoodSomerst -0.201
## GarageArea:NeighborhoodStoneBr 0.624
## GarageArea:NeighborhoodSWISU 0.216
## GarageArea:NeighborhoodTimber -0.210
## GarageArea:NeighborhoodVeenker -0.220
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 0.076
## TotalBsmtSF:NeighborhoodBrkSide 1.162
## TotalBsmtSF:NeighborhoodClearCr -0.413
## TotalBsmtSF:NeighborhoodCollgCr 0.586
## TotalBsmtSF:NeighborhoodCrawfor 0.835
## TotalBsmtSF:NeighborhoodEdwards 1.160
## TotalBsmtSF:NeighborhoodGilbert 0.387
## TotalBsmtSF:NeighborhoodIDOTRR -0.137
## TotalBsmtSF:NeighborhoodMeadowV 0.645
## TotalBsmtSF:NeighborhoodMitchel -0.209
## TotalBsmtSF:NeighborhoodNAmes 1.160
## TotalBsmtSF:NeighborhoodNoRidge 0.270
## TotalBsmtSF:NeighborhoodNPkVill -0.086
## TotalBsmtSF:NeighborhoodNridgHt 0.497
## TotalBsmtSF:NeighborhoodNWAmes 0.545
## TotalBsmtSF:NeighborhoodOldTown 1.160
## TotalBsmtSF:NeighborhoodSawyer 1.084
## TotalBsmtSF:NeighborhoodSawyerW 0.211
## TotalBsmtSF:NeighborhoodSomerst 1.149
## TotalBsmtSF:NeighborhoodStoneBr -0.341
## TotalBsmtSF:NeighborhoodSWISU 0.892
## TotalBsmtSF:NeighborhoodTimber -0.149
## TotalBsmtSF:NeighborhoodVeenker 0.112
## X1stFlrSF:NeighborhoodBlueste NA
## X1stFlrSF:NeighborhoodBrDale NA
## X1stFlrSF:NeighborhoodBrkSide -0.612
## X1stFlrSF:NeighborhoodClearCr 0.544
## X1stFlrSF:NeighborhoodCollgCr -0.365
## X1stFlrSF:NeighborhoodCrawfor -0.349
## X1stFlrSF:NeighborhoodEdwards -0.608
## X1stFlrSF:NeighborhoodGilbert -0.260
## X1stFlrSF:NeighborhoodIDOTRR 0.276
## X1stFlrSF:NeighborhoodMeadowV -0.092
## X1stFlrSF:NeighborhoodMitchel 0.196
## X1stFlrSF:NeighborhoodNAmes -0.608
## X1stFlrSF:NeighborhoodNoRidge -0.054
## X1stFlrSF:NeighborhoodNPkVill 0.147
## X1stFlrSF:NeighborhoodNridgHt -0.323
## X1stFlrSF:NeighborhoodNWAmes -0.260
## X1stFlrSF:NeighborhoodOldTown -0.608
## X1stFlrSF:NeighborhoodSawyer -0.198
## X1stFlrSF:NeighborhoodSawyerW -0.022
## X1stFlrSF:NeighborhoodSomerst -0.670
## X1stFlrSF:NeighborhoodStoneBr 0.448
## X1stFlrSF:NeighborhoodSWISU -0.507
## X1stFlrSF:NeighborhoodTimber 0.086
## X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars 0.169
## OverallQual:GrLivArea:GarageArea 0.254
## OverallQual:GarageCars:GarageArea -0.066
## GrLivArea:GarageCars:GarageArea 0.088
## OverallQual:GrLivArea:TotalBsmtSF -0.591
## OverallQual:GarageCars:TotalBsmtSF -0.438
## GrLivArea:GarageCars:TotalBsmtSF -0.136
## OverallQual:GarageArea:TotalBsmtSF -0.513
## GrLivArea:GarageArea:TotalBsmtSF -0.545
## GarageCars:GarageArea:TotalBsmtSF -0.796
## OverallQual:GrLivArea:X1stFlrSF -0.179
## OverallQual:GarageCars:X1stFlrSF -0.189
## GrLivArea:GarageCars:X1stFlrSF 0.052
## OverallQual:GarageArea:X1stFlrSF 0.134
## GrLivArea:GarageArea:X1stFlrSF -0.009
## GarageCars:GarageArea:X1stFlrSF 0.646
## OverallQual:TotalBsmtSF:X1stFlrSF 0.572
## GrLivArea:TotalBsmtSF:X1stFlrSF -0.089
## GarageCars:TotalBsmtSF:X1stFlrSF 0.263
## GarageArea:TotalBsmtSF:X1stFlrSF 0.346
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale -0.188
## OverallQual:GrLivArea:NeighborhoodBrkSide -0.177
## OverallQual:GrLivArea:NeighborhoodClearCr -0.200
## OverallQual:GrLivArea:NeighborhoodCollgCr -0.178
## OverallQual:GrLivArea:NeighborhoodCrawfor -0.299
## OverallQual:GrLivArea:NeighborhoodEdwards -0.178
## OverallQual:GrLivArea:NeighborhoodGilbert -0.389
## OverallQual:GrLivArea:NeighborhoodIDOTRR -0.161
## OverallQual:GrLivArea:NeighborhoodMeadowV -0.465
## OverallQual:GrLivArea:NeighborhoodMitchel -0.261
## OverallQual:GrLivArea:NeighborhoodNAmes -0.178
## OverallQual:GrLivArea:NeighborhoodNoRidge -0.179
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 0.029
## OverallQual:GrLivArea:NeighborhoodNWAmes -0.389
## OverallQual:GrLivArea:NeighborhoodOldTown -0.178
## OverallQual:GrLivArea:NeighborhoodSawyer -0.004
## OverallQual:GrLivArea:NeighborhoodSawyerW -0.081
## OverallQual:GrLivArea:NeighborhoodSomerst -0.115
## OverallQual:GrLivArea:NeighborhoodStoneBr -0.195
## OverallQual:GrLivArea:NeighborhoodSWISU -0.082
## OverallQual:GrLivArea:NeighborhoodTimber -0.330
## OverallQual:GrLivArea:NeighborhoodVeenker -0.148
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale -0.425
## OverallQual:GarageCars:NeighborhoodBrkSide -0.366
## OverallQual:GarageCars:NeighborhoodClearCr 0.465
## OverallQual:GarageCars:NeighborhoodCollgCr -0.368
## OverallQual:GarageCars:NeighborhoodCrawfor -0.560
## OverallQual:GarageCars:NeighborhoodEdwards -0.368
## OverallQual:GarageCars:NeighborhoodGilbert -0.371
## OverallQual:GarageCars:NeighborhoodIDOTRR 0.119
## OverallQual:GarageCars:NeighborhoodMeadowV -0.114
## OverallQual:GarageCars:NeighborhoodMitchel -0.363
## OverallQual:GarageCars:NeighborhoodNAmes -0.368
## OverallQual:GarageCars:NeighborhoodNoRidge -0.374
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt -0.368
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown -0.368
## OverallQual:GarageCars:NeighborhoodSawyer -0.423
## OverallQual:GarageCars:NeighborhoodSawyerW -0.370
## OverallQual:GarageCars:NeighborhoodSomerst -0.368
## OverallQual:GarageCars:NeighborhoodStoneBr 0.043
## OverallQual:GarageCars:NeighborhoodSWISU 0.088
## OverallQual:GarageCars:NeighborhoodTimber -0.321
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide -0.050
## GrLivArea:GarageCars:NeighborhoodClearCr -0.625
## GrLivArea:GarageCars:NeighborhoodCollgCr -0.033
## GrLivArea:GarageCars:NeighborhoodCrawfor -0.348
## GrLivArea:GarageCars:NeighborhoodEdwards -0.033
## GrLivArea:GarageCars:NeighborhoodGilbert -0.304
## GrLivArea:GarageCars:NeighborhoodIDOTRR -0.049
## GrLivArea:GarageCars:NeighborhoodMeadowV -0.327
## GrLivArea:GarageCars:NeighborhoodMitchel -0.022
## GrLivArea:GarageCars:NeighborhoodNAmes -0.033
## GrLivArea:GarageCars:NeighborhoodNoRidge -0.404
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 0.051
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown -0.033
## GrLivArea:GarageCars:NeighborhoodSawyer -0.432
## GrLivArea:GarageCars:NeighborhoodSawyerW -0.075
## GrLivArea:GarageCars:NeighborhoodSomerst 0.031
## GrLivArea:GarageCars:NeighborhoodStoneBr -0.308
## GrLivArea:GarageCars:NeighborhoodSWISU 0.113
## GrLivArea:GarageCars:NeighborhoodTimber -0.334
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GarageArea:NeighborhoodBlueste NA
## OverallQual:GarageArea:NeighborhoodBrDale 0.651
## OverallQual:GarageArea:NeighborhoodBrkSide 0.410
## OverallQual:GarageArea:NeighborhoodClearCr 0.074
## OverallQual:GarageArea:NeighborhoodCollgCr 0.391
## OverallQual:GarageArea:NeighborhoodCrawfor -0.417
## OverallQual:GarageArea:NeighborhoodEdwards 0.391
## OverallQual:GarageArea:NeighborhoodGilbert 0.495
## OverallQual:GarageArea:NeighborhoodIDOTRR -0.189
## OverallQual:GarageArea:NeighborhoodMeadowV 0.146
## OverallQual:GarageArea:NeighborhoodMitchel 0.729
## OverallQual:GarageArea:NeighborhoodNAmes 0.391
## OverallQual:GarageArea:NeighborhoodNoRidge -0.484
## OverallQual:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GarageArea:NeighborhoodNridgHt 0.391
## OverallQual:GarageArea:NeighborhoodNWAmes 0.495
## OverallQual:GarageArea:NeighborhoodOldTown 0.391
## OverallQual:GarageArea:NeighborhoodSawyer 0.157
## OverallQual:GarageArea:NeighborhoodSawyerW -0.168
## OverallQual:GarageArea:NeighborhoodSomerst 0.391
## OverallQual:GarageArea:NeighborhoodStoneBr -0.514
## OverallQual:GarageArea:NeighborhoodSWISU -0.184
## OverallQual:GarageArea:NeighborhoodTimber 0.486
## OverallQual:GarageArea:NeighborhoodVeenker NA
## GrLivArea:GarageArea:NeighborhoodBlueste NA
## GrLivArea:GarageArea:NeighborhoodBrDale NA
## GrLivArea:GarageArea:NeighborhoodBrkSide -0.361
## GrLivArea:GarageArea:NeighborhoodClearCr 0.440
## GrLivArea:GarageArea:NeighborhoodCollgCr -0.370
## GrLivArea:GarageArea:NeighborhoodCrawfor -0.528
## GrLivArea:GarageArea:NeighborhoodEdwards -0.370
## GrLivArea:GarageArea:NeighborhoodGilbert -0.385
## GrLivArea:GarageArea:NeighborhoodIDOTRR -0.411
## GrLivArea:GarageArea:NeighborhoodMeadowV 0.333
## GrLivArea:GarageArea:NeighborhoodMitchel 0.166
## GrLivArea:GarageArea:NeighborhoodNAmes -0.370
## GrLivArea:GarageArea:NeighborhoodNoRidge -0.203
## GrLivArea:GarageArea:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:NeighborhoodNridgHt -0.409
## GrLivArea:GarageArea:NeighborhoodNWAmes -0.385
## GrLivArea:GarageArea:NeighborhoodOldTown -0.370
## GrLivArea:GarageArea:NeighborhoodSawyer 0.211
## GrLivArea:GarageArea:NeighborhoodSawyerW -0.225
## GrLivArea:GarageArea:NeighborhoodSomerst -0.379
## GrLivArea:GarageArea:NeighborhoodStoneBr -0.626
## GrLivArea:GarageArea:NeighborhoodSWISU -0.225
## GrLivArea:GarageArea:NeighborhoodTimber -0.597
## GrLivArea:GarageArea:NeighborhoodVeenker 0.062
## GarageCars:GarageArea:NeighborhoodBlueste NA
## GarageCars:GarageArea:NeighborhoodBrDale NA
## GarageCars:GarageArea:NeighborhoodBrkSide 0.012
## GarageCars:GarageArea:NeighborhoodClearCr -0.605
## GarageCars:GarageArea:NeighborhoodCollgCr 0.047
## GarageCars:GarageArea:NeighborhoodCrawfor -0.660
## GarageCars:GarageArea:NeighborhoodEdwards 0.047
## GarageCars:GarageArea:NeighborhoodGilbert 0.093
## GarageCars:GarageArea:NeighborhoodIDOTRR -0.244
## GarageCars:GarageArea:NeighborhoodMeadowV NA
## GarageCars:GarageArea:NeighborhoodMitchel 0.532
## GarageCars:GarageArea:NeighborhoodNAmes 0.047
## GarageCars:GarageArea:NeighborhoodNoRidge -0.638
## GarageCars:GarageArea:NeighborhoodNPkVill NA
## GarageCars:GarageArea:NeighborhoodNridgHt 0.047
## GarageCars:GarageArea:NeighborhoodNWAmes NA
## GarageCars:GarageArea:NeighborhoodOldTown 0.047
## GarageCars:GarageArea:NeighborhoodSawyer -0.221
## GarageCars:GarageArea:NeighborhoodSawyerW -0.418
## GarageCars:GarageArea:NeighborhoodSomerst 0.046
## GarageCars:GarageArea:NeighborhoodStoneBr 0.025
## GarageCars:GarageArea:NeighborhoodSWISU -0.002
## GarageCars:GarageArea:NeighborhoodTimber -0.184
## GarageCars:GarageArea:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide -0.675
## OverallQual:TotalBsmtSF:NeighborhoodClearCr -0.367
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr -0.308
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor 0.078
## OverallQual:TotalBsmtSF:NeighborhoodEdwards -0.676
## OverallQual:TotalBsmtSF:NeighborhoodGilbert -0.403
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR 0.205
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:NeighborhoodMitchel 0.136
## OverallQual:TotalBsmtSF:NeighborhoodNAmes -0.676
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge -0.331
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt -0.496
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes -0.403
## OverallQual:TotalBsmtSF:NeighborhoodOldTown -0.676
## OverallQual:TotalBsmtSF:NeighborhoodSawyer -0.558
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW 0.028
## OverallQual:TotalBsmtSF:NeighborhoodSomerst -0.676
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr -0.092
## OverallQual:TotalBsmtSF:NeighborhoodSWISU -0.510
## OverallQual:TotalBsmtSF:NeighborhoodTimber 0.117
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide -0.634
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 0.308
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr -0.483
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor -0.657
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards -0.633
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert -0.677
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 0.227
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.620
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes -0.633
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 0.332
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 0.306
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt -0.663
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes -0.677
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown -0.633
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer -0.135
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW -0.508
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst -0.411
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr -0.284
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU -0.089
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 0.333
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker NA
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide -0.800
## GarageCars:TotalBsmtSF:NeighborhoodClearCr 0.581
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr -0.341
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor -0.509
## GarageCars:TotalBsmtSF:NeighborhoodEdwards -0.799
## GarageCars:TotalBsmtSF:NeighborhoodGilbert -0.212
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.038
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.333
## GarageCars:TotalBsmtSF:NeighborhoodNAmes -0.799
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge -0.709
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt -0.400
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown -0.799
## GarageCars:TotalBsmtSF:NeighborhoodSawyer -0.797
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW -0.061
## GarageCars:TotalBsmtSF:NeighborhoodSomerst -0.789
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 0.626
## GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.009
## GarageCars:TotalBsmtSF:NeighborhoodTimber -0.001
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GarageArea:TotalBsmtSF:NeighborhoodBrkSide -0.845
## GarageArea:TotalBsmtSF:NeighborhoodClearCr 0.240
## GarageArea:TotalBsmtSF:NeighborhoodCollgCr -0.413
## GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.313
## GarageArea:TotalBsmtSF:NeighborhoodEdwards -0.845
## GarageArea:TotalBsmtSF:NeighborhoodGilbert -0.636
## GarageArea:TotalBsmtSF:NeighborhoodIDOTRR -0.068
## GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageArea:TotalBsmtSF:NeighborhoodMitchel -0.795
## GarageArea:TotalBsmtSF:NeighborhoodNAmes -0.845
## GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.783
## GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageArea:TotalBsmtSF:NeighborhoodNridgHt -0.388
## GarageArea:TotalBsmtSF:NeighborhoodNWAmes -0.636
## GarageArea:TotalBsmtSF:NeighborhoodOldTown -0.845
## GarageArea:TotalBsmtSF:NeighborhoodSawyer -0.327
## GarageArea:TotalBsmtSF:NeighborhoodSawyerW -0.349
## GarageArea:TotalBsmtSF:NeighborhoodSomerst -0.845
## GarageArea:TotalBsmtSF:NeighborhoodStoneBr -0.510
## GarageArea:TotalBsmtSF:NeighborhoodSWISU -0.432
## GarageArea:TotalBsmtSF:NeighborhoodTimber -0.038
## GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:X1stFlrSF:NeighborhoodBrkSide 0.288
## OverallQual:X1stFlrSF:NeighborhoodClearCr 0.407
## OverallQual:X1stFlrSF:NeighborhoodCollgCr 0.058
## OverallQual:X1stFlrSF:NeighborhoodCrawfor -0.326
## OverallQual:X1stFlrSF:NeighborhoodEdwards 0.264
## OverallQual:X1stFlrSF:NeighborhoodGilbert 0.396
## OverallQual:X1stFlrSF:NeighborhoodIDOTRR -0.113
## OverallQual:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:X1stFlrSF:NeighborhoodMitchel 0.130
## OverallQual:X1stFlrSF:NeighborhoodNAmes 0.264
## OverallQual:X1stFlrSF:NeighborhoodNoRidge 0.150
## OverallQual:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:X1stFlrSF:NeighborhoodNridgHt 0.421
## OverallQual:X1stFlrSF:NeighborhoodNWAmes 0.396
## OverallQual:X1stFlrSF:NeighborhoodOldTown 0.264
## OverallQual:X1stFlrSF:NeighborhoodSawyer -0.540
## OverallQual:X1stFlrSF:NeighborhoodSawyerW -0.122
## OverallQual:X1stFlrSF:NeighborhoodSomerst 0.396
## OverallQual:X1stFlrSF:NeighborhoodStoneBr 0.057
## OverallQual:X1stFlrSF:NeighborhoodSWISU -0.047
## OverallQual:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:X1stFlrSF:NeighborhoodBrkSide 0.022
## GrLivArea:X1stFlrSF:NeighborhoodClearCr -0.487
## GrLivArea:X1stFlrSF:NeighborhoodCollgCr 0.068
## GrLivArea:X1stFlrSF:NeighborhoodCrawfor 0.376
## GrLivArea:X1stFlrSF:NeighborhoodEdwards 0.019
## GrLivArea:X1stFlrSF:NeighborhoodGilbert -0.017
## GrLivArea:X1stFlrSF:NeighborhoodIDOTRR -0.250
## GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:X1stFlrSF:NeighborhoodMitchel -0.570
## GrLivArea:X1stFlrSF:NeighborhoodNAmes 0.019
## GrLivArea:X1stFlrSF:NeighborhoodNoRidge -0.299
## GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:X1stFlrSF:NeighborhoodNridgHt -0.045
## GrLivArea:X1stFlrSF:NeighborhoodNWAmes -0.017
## GrLivArea:X1stFlrSF:NeighborhoodOldTown 0.019
## GrLivArea:X1stFlrSF:NeighborhoodSawyer -0.171
## GrLivArea:X1stFlrSF:NeighborhoodSawyerW -0.017
## GrLivArea:X1stFlrSF:NeighborhoodSomerst 0.019
## GrLivArea:X1stFlrSF:NeighborhoodStoneBr 0.444
## GrLivArea:X1stFlrSF:NeighborhoodSWISU 0.320
## GrLivArea:X1stFlrSF:NeighborhoodTimber -0.595
## GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.501
## GarageCars:X1stFlrSF:NeighborhoodClearCr -0.571
## GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.215
## GarageCars:X1stFlrSF:NeighborhoodCrawfor -0.082
## GarageCars:X1stFlrSF:NeighborhoodEdwards 0.562
## GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:X1stFlrSF:NeighborhoodIDOTRR 0.536
## GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:X1stFlrSF:NeighborhoodMitchel -0.453
## GarageCars:X1stFlrSF:NeighborhoodNAmes 0.562
## GarageCars:X1stFlrSF:NeighborhoodNoRidge 0.741
## GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:X1stFlrSF:NeighborhoodNridgHt 0.303
## GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:X1stFlrSF:NeighborhoodOldTown 0.562
## GarageCars:X1stFlrSF:NeighborhoodSawyer 0.782
## GarageCars:X1stFlrSF:NeighborhoodSawyerW -0.067
## GarageCars:X1stFlrSF:NeighborhoodSomerst 0.565
## GarageCars:X1stFlrSF:NeighborhoodStoneBr -0.622
## GarageCars:X1stFlrSF:NeighborhoodSWISU -0.027
## GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GarageArea:X1stFlrSF:NeighborhoodBrkSide 0.765
## GarageArea:X1stFlrSF:NeighborhoodClearCr 0.347
## GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.353
## GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.141
## GarageArea:X1stFlrSF:NeighborhoodEdwards 0.801
## GarageArea:X1stFlrSF:NeighborhoodGilbert 0.442
## GarageArea:X1stFlrSF:NeighborhoodIDOTRR 0.000
## GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GarageArea:X1stFlrSF:NeighborhoodMitchel 0.129
## GarageArea:X1stFlrSF:NeighborhoodNAmes 0.801
## GarageArea:X1stFlrSF:NeighborhoodNoRidge -0.695
## GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GarageArea:X1stFlrSF:NeighborhoodNridgHt 0.205
## GarageArea:X1stFlrSF:NeighborhoodNWAmes 0.442
## GarageArea:X1stFlrSF:NeighborhoodOldTown 0.801
## GarageArea:X1stFlrSF:NeighborhoodSawyer -0.254
## GarageArea:X1stFlrSF:NeighborhoodSawyerW 0.442
## GarageArea:X1stFlrSF:NeighborhoodSomerst 0.801
## GarageArea:X1stFlrSF:NeighborhoodStoneBr 0.536
## GarageArea:X1stFlrSF:NeighborhoodSWISU 0.553
## GarageArea:X1stFlrSF:NeighborhoodTimber NA
## GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.591
## TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -0.432
## TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.596
## TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -0.421
## TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.596
## TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.596
## TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -0.120
## TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -0.301
## TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.596
## TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -0.058
## TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill -0.220
## TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.596
## TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.596
## TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.596
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -0.011
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.596
## TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.596
## TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 0.518
## TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea -0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 0.189
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF -0.105
## OverallQual:GarageCars:GarageArea:TotalBsmtSF 0.189
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF -0.250
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 0.863
## OverallQual:GrLivArea:GarageArea:X1stFlrSF 0.094
## OverallQual:GarageCars:GarageArea:X1stFlrSF -0.774
## GrLivArea:GarageCars:GarageArea:X1stFlrSF 0.262
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 0.189
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 1.042
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 0.089
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF -0.059
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 0.501
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -0.347
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide -0.150
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr -0.169
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor -0.127
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards -0.169
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 0.082
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 0.293
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes -0.169
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 0.331
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt -0.196
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown -0.169
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 0.330
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 0.008
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst -0.236
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 0.055
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBrkSide -0.253
## OverallQual:GrLivArea:GarageArea:NeighborhoodClearCr -0.569
## OverallQual:GrLivArea:GarageArea:NeighborhoodCollgCr -0.254
## OverallQual:GrLivArea:GarageArea:NeighborhoodCrawfor 0.399
## OverallQual:GrLivArea:GarageArea:NeighborhoodEdwards -0.254
## OverallQual:GrLivArea:GarageArea:NeighborhoodGilbert -0.244
## OverallQual:GrLivArea:GarageArea:NeighborhoodIDOTRR -0.010
## OverallQual:GrLivArea:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodMitchel -0.375
## OverallQual:GrLivArea:GarageArea:NeighborhoodNAmes -0.254
## OverallQual:GrLivArea:GarageArea:NeighborhoodNoRidge 0.134
## OverallQual:GrLivArea:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodNridgHt -0.239
## OverallQual:GrLivArea:GarageArea:NeighborhoodNWAmes -0.244
## OverallQual:GrLivArea:GarageArea:NeighborhoodOldTown -0.254
## OverallQual:GrLivArea:GarageArea:NeighborhoodSawyer -0.347
## OverallQual:GrLivArea:GarageArea:NeighborhoodSawyerW 0.070
## OverallQual:GrLivArea:GarageArea:NeighborhoodSomerst -0.244
## OverallQual:GrLivArea:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodSWISU -0.097
## OverallQual:GrLivArea:GarageArea:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodVeenker -1.305
## OverallQual:GarageCars:GarageArea:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:NeighborhoodBrkSide 0.102
## OverallQual:GarageCars:GarageArea:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:NeighborhoodCollgCr 0.066
## OverallQual:GarageCars:GarageArea:NeighborhoodCrawfor 0.686
## OverallQual:GarageCars:GarageArea:NeighborhoodEdwards 0.066
## OverallQual:GarageCars:GarageArea:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:NeighborhoodIDOTRR 0.186
## OverallQual:GarageCars:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:NeighborhoodMitchel -0.625
## OverallQual:GarageCars:GarageArea:NeighborhoodNAmes 0.066
## OverallQual:GarageCars:GarageArea:NeighborhoodNoRidge 0.750
## OverallQual:GarageCars:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:NeighborhoodNridgHt 0.066
## OverallQual:GarageCars:GarageArea:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:NeighborhoodOldTown 0.066
## OverallQual:GarageCars:GarageArea:NeighborhoodSawyer 0.260
## OverallQual:GarageCars:GarageArea:NeighborhoodSawyerW 0.300
## OverallQual:GarageCars:GarageArea:NeighborhoodSomerst 0.066
## OverallQual:GarageCars:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:NeighborhoodSWISU -0.055
## OverallQual:GarageCars:GarageArea:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBrkSide -0.046
## GrLivArea:GarageCars:GarageArea:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodCollgCr -0.088
## GrLivArea:GarageCars:GarageArea:NeighborhoodCrawfor 0.571
## GrLivArea:GarageCars:GarageArea:NeighborhoodEdwards -0.088
## GrLivArea:GarageCars:GarageArea:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodIDOTRR -0.041
## GrLivArea:GarageCars:GarageArea:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodMitchel -0.617
## GrLivArea:GarageCars:GarageArea:NeighborhoodNAmes -0.088
## GrLivArea:GarageCars:GarageArea:NeighborhoodNoRidge 0.407
## GrLivArea:GarageCars:GarageArea:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodNridgHt 0.040
## GrLivArea:GarageCars:GarageArea:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodOldTown -0.088
## GrLivArea:GarageCars:GarageArea:NeighborhoodSawyer 0.329
## GrLivArea:GarageCars:GarageArea:NeighborhoodSawyerW 0.153
## GrLivArea:GarageCars:GarageArea:NeighborhoodSomerst -0.069
## GrLivArea:GarageCars:GarageArea:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodTimber 0.060
## GrLivArea:GarageCars:GarageArea:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 0.573
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr -0.171
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 0.399
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 0.282
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 0.591
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert 0.497
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR -0.250
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.030
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 0.591
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge -0.088
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 0.591
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 0.497
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 0.591
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer 0.026
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 0.497
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 0.497
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker 0.194
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.442
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.107
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor -0.104
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.438
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR -0.114
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel -0.323
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.438
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.795
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.410
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.438
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.416
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -0.117
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.432
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.128
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.138
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.211
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.136
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.065
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel -0.751
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.136
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge -0.356
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.089
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.136
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.282
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -0.034
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst -0.076
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.546
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodClearCr -0.033
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.077
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodCrawfor -0.553
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.513
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodGilbert 0.497
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 0.120
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodMitchel 0.497
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.513
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNoRidge -0.877
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.487
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 0.497
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.513
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSawyer -0.122
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.497
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSomerst 0.497
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodStoneBr 0.435
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSWISU 0.401
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.560
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodClearCr -0.550
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.472
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.590
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.545
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodGilbert 0.545
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR -0.616
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMitchel 0.545
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.545
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNoRidge -0.221
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.545
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 0.545
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.545
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyer -0.404
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.094
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSomerst 0.545
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodStoneBr 0.545
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodTimber -0.089
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.781
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.172
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor -0.398
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.796
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 0.636
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel 0.656
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.796
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.111
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.796
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer 0.801
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.144
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst 0.803
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrkSide 0.156
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodClearCr 0.165
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCollgCr 0.011
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCrawfor -0.422
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodEdwards 0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodGilbert 0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 0.282
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMitchel 0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNAmes 0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNoRidge 0.112
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNridgHt 0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNWAmes 0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodOldTown 0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyer 0.286
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyerW 0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSomerst 0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.189
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.159
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.497
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodEdwards 0.189
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodIDOTRR -0.205
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNAmes 0.189
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNoRidge -0.681
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodOldTown 0.189
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyer -0.272
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyerW 0.184
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.044
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr -0.087
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor -0.145
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards -0.052
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR -0.262
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 0.575
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes -0.052
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 0.451
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown -0.052
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer -0.052
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst -0.052
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBrkSide -0.232
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodClearCr -0.413
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.044
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.501
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodEdwards -0.134
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodGilbert -0.134
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodIDOTRR -0.068
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodMitchel -0.072
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNAmes -0.134
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNoRidge 0.761
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNridgHt -0.134
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNWAmes -0.134
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodOldTown -0.134
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSawyer 0.682
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSawyerW -0.134
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSomerst -0.134
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrkSide -0.108
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCollgCr -0.030
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCrawfor -0.646
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodEdwards 0.009
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodGilbert 0.009
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodIDOTRR 0.709
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMitchel 0.009
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNAmes 0.009
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNoRidge 0.141
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNridgHt 0.009
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNWAmes 0.009
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodOldTown 0.009
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyer 0.230
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyerW 0.009
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSomerst 0.009
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodStoneBr -0.454
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodTimber 0.678
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide -0.643
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr -0.139
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.359
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards -0.646
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel 0.054
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes -0.646
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge 0.230
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown -0.646
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer -0.741
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst -0.646
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 0.146
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -0.507
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -0.572
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.207
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -0.572
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -0.572
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.006
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.572
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -0.572
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -0.572
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -0.572
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -0.006
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -0.572
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -0.572
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.068
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.089
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.656
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.089
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.690
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -0.076
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.089
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.475
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.089
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.932
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.089
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -0.076
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.948
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -0.475
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.189
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.404
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.503
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -0.264
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.338
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.267
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -0.266
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -0.189
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.089
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -0.366
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -0.352
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -0.282
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.371
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -0.674
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.302
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.063
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -0.333
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.271
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.205
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF 0.283
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF 0.548
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF -0.189
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 0.074
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 0.476
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -0.126
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBrkSide -0.189
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodCollgCr 0.189
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodCrawfor -0.602
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodEdwards 0.189
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodMitchel 0.669
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNAmes 0.189
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNoRidge -0.631
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNridgHt 0.190
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodOldTown 0.189
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSawyer -0.261
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSawyerW -0.115
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodTimber -0.050
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodVeenker 1.368
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide -0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr -0.174
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.106
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards -0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes -0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt -0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown -0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer -0.276
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber -0.373
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrkSide -0.189
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCollgCr -0.034
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCrawfor -0.361
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.055
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodGilbert 0.101
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMitchel -0.142
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.250
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.218
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.009
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 0.096
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.067
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyer 0.686
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.058
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide -0.189
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.110
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.594
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards -0.189
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes -0.189
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown -0.189
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide -0.189
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr -0.037
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor -0.490
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.249
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.254
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.001
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.250
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer 0.264
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.139
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide -0.189
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.068
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.170
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards -1.341
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 0.217
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 0.627
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrkSide 0.189
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.034
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.234
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodEdwards -0.066
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodGilbert -0.010
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMitchel 0.619
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNAmes -0.006
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNoRidge -0.135
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNridgHt -0.011
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNWAmes -0.116
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodOldTown -0.125
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyer -0.243
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyerW 0.179
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide -0.189
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr -0.116
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor -0.889
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 0.975
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 0.475
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge -0.287
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber -0.020
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide -0.189
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.037
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.892
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards -0.262
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes -0.260
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown -0.263
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer -0.262
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber -0.339
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -0.189
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -0.189
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -0.189
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.107
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -0.062
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.189
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -0.189
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -0.115
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -0.189
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -0.226
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.189
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -0.354
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -0.345
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -0.240
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.125
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -0.113
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -0.089
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -0.797
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -0.089
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.076
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.089
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -0.089
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -0.089
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.076
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.475
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.189
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -0.170
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.191
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.268
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.448
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.226
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -0.065
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -0.358
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -0.215
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -0.243
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -0.293
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -0.741
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -0.161
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -0.501
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber -0.490
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.189
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.354
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.372
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.344
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF -0.329
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.189
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr 0.603
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.034
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.189
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.777
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes -0.589
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.213
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt -0.008
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber 0.626
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr -0.034
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards -0.422
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel -0.619
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes -0.538
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW -0.179
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr 0.373
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber -0.939
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.189
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.048
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -0.103
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -0.296
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -0.068
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.551
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -0.005
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.510
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.326
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.076
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.357
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -1.122
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.503
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.058
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.142
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.625
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.371
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.172
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.004
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.212
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -0.033
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.179
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.296
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.582
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -0.674
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.004
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -0.510
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -0.076
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr -0.501
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## Pr(>|t|)
## (Intercept) 0.696
## OverallQual 0.728
## GrLivArea 0.791
## GarageCars 0.711
## GarageArea 0.841
## TotalBsmtSF 0.247
## X1stFlrSF 0.543
## NeighborhoodBlueste 0.865
## NeighborhoodBrDale 0.815
## NeighborhoodBrkSide 0.696
## NeighborhoodClearCr 0.492
## NeighborhoodCollgCr 0.696
## NeighborhoodCrawfor 0.542
## NeighborhoodEdwards 0.696
## NeighborhoodGilbert 0.760
## NeighborhoodIDOTRR 0.802
## NeighborhoodMeadowV 0.729
## NeighborhoodMitchel 0.708
## NeighborhoodNAmes 0.696
## NeighborhoodNoRidge 0.625
## NeighborhoodNPkVill 0.823
## NeighborhoodNridgHt 0.696
## NeighborhoodNWAmes 0.653
## NeighborhoodOldTown 0.696
## NeighborhoodSawyer 0.641
## NeighborhoodSawyerW 0.548
## NeighborhoodSomerst 0.702
## NeighborhoodStoneBr 0.554
## NeighborhoodSWISU 0.842
## NeighborhoodTimber 0.809
## NeighborhoodVeenker 0.181
## OverallQual:GrLivArea 0.859
## OverallQual:GarageCars 0.713
## GrLivArea:GarageCars 0.974
## OverallQual:GarageArea 0.696
## GrLivArea:GarageArea 0.711
## GarageCars:GarageArea 0.963
## OverallQual:TotalBsmtSF 0.499
## GrLivArea:TotalBsmtSF 0.527
## GarageCars:TotalBsmtSF 0.425
## GarageArea:TotalBsmtSF 0.398
## OverallQual:X1stFlrSF 0.792
## GrLivArea:X1stFlrSF 0.985
## GarageCars:X1stFlrSF 0.575
## GarageArea:X1stFlrSF 0.423
## TotalBsmtSF:X1stFlrSF 0.552
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale 0.803
## OverallQual:NeighborhoodBrkSide 0.728
## OverallQual:NeighborhoodClearCr 0.980
## OverallQual:NeighborhoodCollgCr 0.728
## OverallQual:NeighborhoodCrawfor 0.605
## OverallQual:NeighborhoodEdwards 0.728
## OverallQual:NeighborhoodGilbert 0.748
## OverallQual:NeighborhoodIDOTRR 0.826
## OverallQual:NeighborhoodMeadowV 0.657
## OverallQual:NeighborhoodMitchel 0.748
## OverallQual:NeighborhoodNAmes 0.728
## OverallQual:NeighborhoodNoRidge 0.630
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt 0.728
## OverallQual:NeighborhoodNWAmes 0.723
## OverallQual:NeighborhoodOldTown 0.728
## OverallQual:NeighborhoodSawyer 0.681
## OverallQual:NeighborhoodSawyerW 0.734
## OverallQual:NeighborhoodSomerst 0.729
## OverallQual:NeighborhoodStoneBr 0.635
## OverallQual:NeighborhoodSWISU 0.798
## OverallQual:NeighborhoodTimber 0.922
## OverallQual:NeighborhoodVeenker 0.877
## GrLivArea:NeighborhoodBlueste 0.885
## GrLivArea:NeighborhoodBrDale 0.865
## GrLivArea:NeighborhoodBrkSide 0.790
## GrLivArea:NeighborhoodClearCr 0.516
## GrLivArea:NeighborhoodCollgCr 0.791
## GrLivArea:NeighborhoodCrawfor 0.618
## GrLivArea:NeighborhoodEdwards 0.791
## GrLivArea:NeighborhoodGilbert 0.682
## GrLivArea:NeighborhoodIDOTRR 0.857
## GrLivArea:NeighborhoodMeadowV 0.808
## GrLivArea:NeighborhoodMitchel 0.934
## GrLivArea:NeighborhoodNAmes 0.791
## GrLivArea:NeighborhoodNoRidge 0.822
## GrLivArea:NeighborhoodNPkVill 0.862
## GrLivArea:NeighborhoodNridgHt 0.922
## GrLivArea:NeighborhoodNWAmes 0.826
## GrLivArea:NeighborhoodOldTown 0.791
## GrLivArea:NeighborhoodSawyer 0.929
## GrLivArea:NeighborhoodSawyerW 0.847
## GrLivArea:NeighborhoodSomerst 0.831
## GrLivArea:NeighborhoodStoneBr 0.840
## GrLivArea:NeighborhoodSWISU 0.912
## GrLivArea:NeighborhoodTimber 0.724
## GrLivArea:NeighborhoodVeenker 0.950
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale 0.685
## GarageCars:NeighborhoodBrkSide 0.713
## GarageCars:NeighborhoodClearCr 0.508
## GarageCars:NeighborhoodCollgCr 0.711
## GarageCars:NeighborhoodCrawfor 0.525
## GarageCars:NeighborhoodEdwards 0.711
## GarageCars:NeighborhoodGilbert 0.752
## GarageCars:NeighborhoodIDOTRR 0.917
## GarageCars:NeighborhoodMeadowV 0.506
## GarageCars:NeighborhoodMitchel 0.702
## GarageCars:NeighborhoodNAmes 0.711
## GarageCars:NeighborhoodNoRidge 0.692
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 0.711
## GarageCars:NeighborhoodNWAmes 0.633
## GarageCars:NeighborhoodOldTown 0.711
## GarageCars:NeighborhoodSawyer 0.661
## GarageCars:NeighborhoodSawyerW 0.563
## GarageCars:NeighborhoodSomerst 0.717
## GarageCars:NeighborhoodStoneBr 0.932
## GarageCars:NeighborhoodSWISU 0.877
## GarageCars:NeighborhoodTimber 0.675
## GarageCars:NeighborhoodVeenker 0.181
## GarageArea:NeighborhoodBlueste NA
## GarageArea:NeighborhoodBrDale 0.498
## GarageArea:NeighborhoodBrkSide 0.826
## GarageArea:NeighborhoodClearCr 0.553
## GarageArea:NeighborhoodCollgCr 0.841
## GarageArea:NeighborhoodCrawfor 0.794
## GarageArea:NeighborhoodEdwards 0.841
## GarageArea:NeighborhoodGilbert 0.811
## GarageArea:NeighborhoodIDOTRR 0.852
## GarageArea:NeighborhoodMeadowV 0.517
## GarageArea:NeighborhoodMitchel 0.607
## GarageArea:NeighborhoodNAmes 0.841
## GarageArea:NeighborhoodNoRidge 0.661
## GarageArea:NeighborhoodNPkVill NA
## GarageArea:NeighborhoodNridgHt 0.841
## GarageArea:NeighborhoodNWAmes 0.832
## GarageArea:NeighborhoodOldTown 0.841
## GarageArea:NeighborhoodSawyer 0.942
## GarageArea:NeighborhoodSawyerW 0.727
## GarageArea:NeighborhoodSomerst 0.841
## GarageArea:NeighborhoodStoneBr 0.533
## GarageArea:NeighborhoodSWISU 0.829
## GarageArea:NeighborhoodTimber 0.834
## GarageArea:NeighborhoodVeenker 0.826
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 0.939
## TotalBsmtSF:NeighborhoodBrkSide 0.246
## TotalBsmtSF:NeighborhoodClearCr 0.680
## TotalBsmtSF:NeighborhoodCollgCr 0.558
## TotalBsmtSF:NeighborhoodCrawfor 0.404
## TotalBsmtSF:NeighborhoodEdwards 0.247
## TotalBsmtSF:NeighborhoodGilbert 0.699
## TotalBsmtSF:NeighborhoodIDOTRR 0.891
## TotalBsmtSF:NeighborhoodMeadowV 0.519
## TotalBsmtSF:NeighborhoodMitchel 0.834
## TotalBsmtSF:NeighborhoodNAmes 0.247
## TotalBsmtSF:NeighborhoodNoRidge 0.787
## TotalBsmtSF:NeighborhoodNPkVill 0.932
## TotalBsmtSF:NeighborhoodNridgHt 0.619
## TotalBsmtSF:NeighborhoodNWAmes 0.586
## TotalBsmtSF:NeighborhoodOldTown 0.247
## TotalBsmtSF:NeighborhoodSawyer 0.279
## TotalBsmtSF:NeighborhoodSawyerW 0.833
## TotalBsmtSF:NeighborhoodSomerst 0.251
## TotalBsmtSF:NeighborhoodStoneBr 0.733
## TotalBsmtSF:NeighborhoodSWISU 0.373
## TotalBsmtSF:NeighborhoodTimber 0.882
## TotalBsmtSF:NeighborhoodVeenker 0.911
## X1stFlrSF:NeighborhoodBlueste NA
## X1stFlrSF:NeighborhoodBrDale NA
## X1stFlrSF:NeighborhoodBrkSide 0.541
## X1stFlrSF:NeighborhoodClearCr 0.587
## X1stFlrSF:NeighborhoodCollgCr 0.715
## X1stFlrSF:NeighborhoodCrawfor 0.728
## X1stFlrSF:NeighborhoodEdwards 0.543
## X1stFlrSF:NeighborhoodGilbert 0.795
## X1stFlrSF:NeighborhoodIDOTRR 0.783
## X1stFlrSF:NeighborhoodMeadowV 0.927
## X1stFlrSF:NeighborhoodMitchel 0.844
## X1stFlrSF:NeighborhoodNAmes 0.543
## X1stFlrSF:NeighborhoodNoRidge 0.957
## X1stFlrSF:NeighborhoodNPkVill 0.883
## X1stFlrSF:NeighborhoodNridgHt 0.747
## X1stFlrSF:NeighborhoodNWAmes 0.795
## X1stFlrSF:NeighborhoodOldTown 0.543
## X1stFlrSF:NeighborhoodSawyer 0.843
## X1stFlrSF:NeighborhoodSawyerW 0.983
## X1stFlrSF:NeighborhoodSomerst 0.503
## X1stFlrSF:NeighborhoodStoneBr 0.654
## X1stFlrSF:NeighborhoodSWISU 0.613
## X1stFlrSF:NeighborhoodTimber 0.931
## X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars 0.866
## OverallQual:GrLivArea:GarageArea 0.800
## OverallQual:GarageCars:GarageArea 0.947
## GrLivArea:GarageCars:GarageArea 0.930
## OverallQual:GrLivArea:TotalBsmtSF 0.555
## OverallQual:GarageCars:TotalBsmtSF 0.661
## GrLivArea:GarageCars:TotalBsmtSF 0.892
## OverallQual:GarageArea:TotalBsmtSF 0.608
## GrLivArea:GarageArea:TotalBsmtSF 0.586
## GarageCars:GarageArea:TotalBsmtSF 0.426
## OverallQual:GrLivArea:X1stFlrSF 0.858
## OverallQual:GarageCars:X1stFlrSF 0.850
## GrLivArea:GarageCars:X1stFlrSF 0.958
## OverallQual:GarageArea:X1stFlrSF 0.893
## GrLivArea:GarageArea:X1stFlrSF 0.993
## GarageCars:GarageArea:X1stFlrSF 0.519
## OverallQual:TotalBsmtSF:X1stFlrSF 0.568
## GrLivArea:TotalBsmtSF:X1stFlrSF 0.929
## GarageCars:TotalBsmtSF:X1stFlrSF 0.793
## GarageArea:TotalBsmtSF:X1stFlrSF 0.730
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale 0.851
## OverallQual:GrLivArea:NeighborhoodBrkSide 0.859
## OverallQual:GrLivArea:NeighborhoodClearCr 0.841
## OverallQual:GrLivArea:NeighborhoodCollgCr 0.859
## OverallQual:GrLivArea:NeighborhoodCrawfor 0.765
## OverallQual:GrLivArea:NeighborhoodEdwards 0.859
## OverallQual:GrLivArea:NeighborhoodGilbert 0.697
## OverallQual:GrLivArea:NeighborhoodIDOTRR 0.872
## OverallQual:GrLivArea:NeighborhoodMeadowV 0.642
## OverallQual:GrLivArea:NeighborhoodMitchel 0.795
## OverallQual:GrLivArea:NeighborhoodNAmes 0.859
## OverallQual:GrLivArea:NeighborhoodNoRidge 0.858
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 0.977
## OverallQual:GrLivArea:NeighborhoodNWAmes 0.697
## OverallQual:GrLivArea:NeighborhoodOldTown 0.859
## OverallQual:GrLivArea:NeighborhoodSawyer 0.997
## OverallQual:GrLivArea:NeighborhoodSawyerW 0.935
## OverallQual:GrLivArea:NeighborhoodSomerst 0.908
## OverallQual:GrLivArea:NeighborhoodStoneBr 0.845
## OverallQual:GrLivArea:NeighborhoodSWISU 0.935
## OverallQual:GrLivArea:NeighborhoodTimber 0.741
## OverallQual:GrLivArea:NeighborhoodVeenker 0.883
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 0.671
## OverallQual:GarageCars:NeighborhoodBrkSide 0.715
## OverallQual:GarageCars:NeighborhoodClearCr 0.642
## OverallQual:GarageCars:NeighborhoodCollgCr 0.713
## OverallQual:GarageCars:NeighborhoodCrawfor 0.576
## OverallQual:GarageCars:NeighborhoodEdwards 0.713
## OverallQual:GarageCars:NeighborhoodGilbert 0.711
## OverallQual:GarageCars:NeighborhoodIDOTRR 0.905
## OverallQual:GarageCars:NeighborhoodMeadowV 0.909
## OverallQual:GarageCars:NeighborhoodMitchel 0.716
## OverallQual:GarageCars:NeighborhoodNAmes 0.713
## OverallQual:GarageCars:NeighborhoodNoRidge 0.709
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt 0.713
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown 0.713
## OverallQual:GarageCars:NeighborhoodSawyer 0.672
## OverallQual:GarageCars:NeighborhoodSawyerW 0.711
## OverallQual:GarageCars:NeighborhoodSomerst 0.713
## OverallQual:GarageCars:NeighborhoodStoneBr 0.966
## OverallQual:GarageCars:NeighborhoodSWISU 0.930
## OverallQual:GarageCars:NeighborhoodTimber 0.748
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide 0.960
## GrLivArea:GarageCars:NeighborhoodClearCr 0.532
## GrLivArea:GarageCars:NeighborhoodCollgCr 0.974
## GrLivArea:GarageCars:NeighborhoodCrawfor 0.728
## GrLivArea:GarageCars:NeighborhoodEdwards 0.974
## GrLivArea:GarageCars:NeighborhoodGilbert 0.762
## GrLivArea:GarageCars:NeighborhoodIDOTRR 0.961
## GrLivArea:GarageCars:NeighborhoodMeadowV 0.744
## GrLivArea:GarageCars:NeighborhoodMitchel 0.983
## GrLivArea:GarageCars:NeighborhoodNAmes 0.974
## GrLivArea:GarageCars:NeighborhoodNoRidge 0.686
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 0.959
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown 0.974
## GrLivArea:GarageCars:NeighborhoodSawyer 0.666
## GrLivArea:GarageCars:NeighborhoodSawyerW 0.940
## GrLivArea:GarageCars:NeighborhoodSomerst 0.975
## GrLivArea:GarageCars:NeighborhoodStoneBr 0.759
## GrLivArea:GarageCars:NeighborhoodSWISU 0.910
## GrLivArea:GarageCars:NeighborhoodTimber 0.739
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GarageArea:NeighborhoodBlueste NA
## OverallQual:GarageArea:NeighborhoodBrDale 0.515
## OverallQual:GarageArea:NeighborhoodBrkSide 0.682
## OverallQual:GarageArea:NeighborhoodClearCr 0.941
## OverallQual:GarageArea:NeighborhoodCollgCr 0.696
## OverallQual:GarageArea:NeighborhoodCrawfor 0.677
## OverallQual:GarageArea:NeighborhoodEdwards 0.696
## OverallQual:GarageArea:NeighborhoodGilbert 0.621
## OverallQual:GarageArea:NeighborhoodIDOTRR 0.851
## OverallQual:GarageArea:NeighborhoodMeadowV 0.884
## OverallQual:GarageArea:NeighborhoodMitchel 0.466
## OverallQual:GarageArea:NeighborhoodNAmes 0.696
## OverallQual:GarageArea:NeighborhoodNoRidge 0.629
## OverallQual:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GarageArea:NeighborhoodNridgHt 0.696
## OverallQual:GarageArea:NeighborhoodNWAmes 0.621
## OverallQual:GarageArea:NeighborhoodOldTown 0.696
## OverallQual:GarageArea:NeighborhoodSawyer 0.875
## OverallQual:GarageArea:NeighborhoodSawyerW 0.867
## OverallQual:GarageArea:NeighborhoodSomerst 0.696
## OverallQual:GarageArea:NeighborhoodStoneBr 0.608
## OverallQual:GarageArea:NeighborhoodSWISU 0.854
## OverallQual:GarageArea:NeighborhoodTimber 0.627
## OverallQual:GarageArea:NeighborhoodVeenker NA
## GrLivArea:GarageArea:NeighborhoodBlueste NA
## GrLivArea:GarageArea:NeighborhoodBrDale NA
## GrLivArea:GarageArea:NeighborhoodBrkSide 0.718
## GrLivArea:GarageArea:NeighborhoodClearCr 0.660
## GrLivArea:GarageArea:NeighborhoodCollgCr 0.711
## GrLivArea:GarageArea:NeighborhoodCrawfor 0.598
## GrLivArea:GarageArea:NeighborhoodEdwards 0.711
## GrLivArea:GarageArea:NeighborhoodGilbert 0.701
## GrLivArea:GarageArea:NeighborhoodIDOTRR 0.681
## GrLivArea:GarageArea:NeighborhoodMeadowV 0.739
## GrLivArea:GarageArea:NeighborhoodMitchel 0.869
## GrLivArea:GarageArea:NeighborhoodNAmes 0.711
## GrLivArea:GarageArea:NeighborhoodNoRidge 0.839
## GrLivArea:GarageArea:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:NeighborhoodNridgHt 0.683
## GrLivArea:GarageArea:NeighborhoodNWAmes 0.701
## GrLivArea:GarageArea:NeighborhoodOldTown 0.711
## GrLivArea:GarageArea:NeighborhoodSawyer 0.833
## GrLivArea:GarageArea:NeighborhoodSawyerW 0.822
## GrLivArea:GarageArea:NeighborhoodSomerst 0.705
## GrLivArea:GarageArea:NeighborhoodStoneBr 0.532
## GrLivArea:GarageArea:NeighborhoodSWISU 0.822
## GrLivArea:GarageArea:NeighborhoodTimber 0.551
## GrLivArea:GarageArea:NeighborhoodVeenker 0.951
## GarageCars:GarageArea:NeighborhoodBlueste NA
## GarageCars:GarageArea:NeighborhoodBrDale NA
## GarageCars:GarageArea:NeighborhoodBrkSide 0.991
## GarageCars:GarageArea:NeighborhoodClearCr 0.546
## GarageCars:GarageArea:NeighborhoodCollgCr 0.963
## GarageCars:GarageArea:NeighborhoodCrawfor 0.510
## GarageCars:GarageArea:NeighborhoodEdwards 0.963
## GarageCars:GarageArea:NeighborhoodGilbert 0.926
## GarageCars:GarageArea:NeighborhoodIDOTRR 0.808
## GarageCars:GarageArea:NeighborhoodMeadowV NA
## GarageCars:GarageArea:NeighborhoodMitchel 0.595
## GarageCars:GarageArea:NeighborhoodNAmes 0.963
## GarageCars:GarageArea:NeighborhoodNoRidge 0.524
## GarageCars:GarageArea:NeighborhoodNPkVill NA
## GarageCars:GarageArea:NeighborhoodNridgHt 0.963
## GarageCars:GarageArea:NeighborhoodNWAmes NA
## GarageCars:GarageArea:NeighborhoodOldTown 0.963
## GarageCars:GarageArea:NeighborhoodSawyer 0.825
## GarageCars:GarageArea:NeighborhoodSawyerW 0.676
## GarageCars:GarageArea:NeighborhoodSomerst 0.963
## GarageCars:GarageArea:NeighborhoodStoneBr 0.980
## GarageCars:GarageArea:NeighborhoodSWISU 0.998
## GarageCars:GarageArea:NeighborhoodTimber 0.854
## GarageCars:GarageArea:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide 0.500
## OverallQual:TotalBsmtSF:NeighborhoodClearCr 0.714
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr 0.759
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor 0.937
## OverallQual:TotalBsmtSF:NeighborhoodEdwards 0.499
## OverallQual:TotalBsmtSF:NeighborhoodGilbert 0.687
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR 0.838
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:NeighborhoodMitchel 0.892
## OverallQual:TotalBsmtSF:NeighborhoodNAmes 0.499
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge 0.741
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt 0.620
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes 0.687
## OverallQual:TotalBsmtSF:NeighborhoodOldTown 0.499
## OverallQual:TotalBsmtSF:NeighborhoodSawyer 0.577
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW 0.978
## OverallQual:TotalBsmtSF:NeighborhoodSomerst 0.500
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr 0.927
## OverallQual:TotalBsmtSF:NeighborhoodSWISU 0.610
## OverallQual:TotalBsmtSF:NeighborhoodTimber 0.907
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 0.526
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 0.758
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 0.629
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 0.511
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards 0.527
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 0.499
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 0.820
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.535
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes 0.527
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 0.740
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 0.760
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 0.508
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 0.499
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown 0.527
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer 0.892
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 0.612
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst 0.681
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 0.776
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU 0.929
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 0.739
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker NA
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.424
## GarageCars:TotalBsmtSF:NeighborhoodClearCr 0.561
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.733
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.611
## GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.425
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 0.832
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.970
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.739
## GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.425
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.479
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.689
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.425
## GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.426
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.952
## GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.431
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 0.531
## GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.993
## GarageCars:TotalBsmtSF:NeighborhoodTimber 0.999
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.399
## GarageArea:TotalBsmtSF:NeighborhoodClearCr 0.811
## GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.680
## GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.754
## GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.398
## GarageArea:TotalBsmtSF:NeighborhoodGilbert 0.525
## GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 0.946
## GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageArea:TotalBsmtSF:NeighborhoodMitchel 0.427
## GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.398
## GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.434
## GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.698
## GarageArea:TotalBsmtSF:NeighborhoodNWAmes 0.525
## GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.398
## GarageArea:TotalBsmtSF:NeighborhoodSawyer 0.744
## GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.727
## GarageArea:TotalBsmtSF:NeighborhoodSomerst 0.399
## GarageArea:TotalBsmtSF:NeighborhoodStoneBr 0.610
## GarageArea:TotalBsmtSF:NeighborhoodSWISU 0.666
## GarageArea:TotalBsmtSF:NeighborhoodTimber 0.970
## GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:X1stFlrSF:NeighborhoodBrkSide 0.774
## OverallQual:X1stFlrSF:NeighborhoodClearCr 0.684
## OverallQual:X1stFlrSF:NeighborhoodCollgCr 0.954
## OverallQual:X1stFlrSF:NeighborhoodCrawfor 0.745
## OverallQual:X1stFlrSF:NeighborhoodEdwards 0.792
## OverallQual:X1stFlrSF:NeighborhoodGilbert 0.692
## OverallQual:X1stFlrSF:NeighborhoodIDOTRR 0.910
## OverallQual:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:X1stFlrSF:NeighborhoodMitchel 0.896
## OverallQual:X1stFlrSF:NeighborhoodNAmes 0.792
## OverallQual:X1stFlrSF:NeighborhoodNoRidge 0.881
## OverallQual:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:X1stFlrSF:NeighborhoodNridgHt 0.674
## OverallQual:X1stFlrSF:NeighborhoodNWAmes 0.692
## OverallQual:X1stFlrSF:NeighborhoodOldTown 0.792
## OverallQual:X1stFlrSF:NeighborhoodSawyer 0.589
## OverallQual:X1stFlrSF:NeighborhoodSawyerW 0.903
## OverallQual:X1stFlrSF:NeighborhoodSomerst 0.692
## OverallQual:X1stFlrSF:NeighborhoodStoneBr 0.955
## OverallQual:X1stFlrSF:NeighborhoodSWISU 0.963
## OverallQual:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:X1stFlrSF:NeighborhoodBrkSide 0.983
## GrLivArea:X1stFlrSF:NeighborhoodClearCr 0.627
## GrLivArea:X1stFlrSF:NeighborhoodCollgCr 0.946
## GrLivArea:X1stFlrSF:NeighborhoodCrawfor 0.707
## GrLivArea:X1stFlrSF:NeighborhoodEdwards 0.985
## GrLivArea:X1stFlrSF:NeighborhoodGilbert 0.986
## GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 0.802
## GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:X1stFlrSF:NeighborhoodMitchel 0.569
## GrLivArea:X1stFlrSF:NeighborhoodNAmes 0.985
## GrLivArea:X1stFlrSF:NeighborhoodNoRidge 0.765
## GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:X1stFlrSF:NeighborhoodNridgHt 0.964
## GrLivArea:X1stFlrSF:NeighborhoodNWAmes 0.986
## GrLivArea:X1stFlrSF:NeighborhoodOldTown 0.985
## GrLivArea:X1stFlrSF:NeighborhoodSawyer 0.864
## GrLivArea:X1stFlrSF:NeighborhoodSawyerW 0.986
## GrLivArea:X1stFlrSF:NeighborhoodSomerst 0.985
## GrLivArea:X1stFlrSF:NeighborhoodStoneBr 0.657
## GrLivArea:X1stFlrSF:NeighborhoodSWISU 0.749
## GrLivArea:X1stFlrSF:NeighborhoodTimber 0.552
## GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.616
## GarageCars:X1stFlrSF:NeighborhoodClearCr 0.568
## GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.830
## GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.935
## GarageCars:X1stFlrSF:NeighborhoodEdwards 0.575
## GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:X1stFlrSF:NeighborhoodIDOTRR 0.592
## GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:X1stFlrSF:NeighborhoodMitchel 0.651
## GarageCars:X1stFlrSF:NeighborhoodNAmes 0.575
## GarageCars:X1stFlrSF:NeighborhoodNoRidge 0.459
## GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:X1stFlrSF:NeighborhoodNridgHt 0.762
## GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:X1stFlrSF:NeighborhoodOldTown 0.575
## GarageCars:X1stFlrSF:NeighborhoodSawyer 0.434
## GarageCars:X1stFlrSF:NeighborhoodSawyerW 0.947
## GarageCars:X1stFlrSF:NeighborhoodSomerst 0.573
## GarageCars:X1stFlrSF:NeighborhoodStoneBr 0.534
## GarageCars:X1stFlrSF:NeighborhoodSWISU 0.979
## GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GarageArea:X1stFlrSF:NeighborhoodBrkSide 0.444
## GarageArea:X1stFlrSF:NeighborhoodClearCr 0.729
## GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.724
## GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.888
## GarageArea:X1stFlrSF:NeighborhoodEdwards 0.423
## GarageArea:X1stFlrSF:NeighborhoodGilbert 0.659
## GarageArea:X1stFlrSF:NeighborhoodIDOTRR 1.000
## GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GarageArea:X1stFlrSF:NeighborhoodMitchel 0.897
## GarageArea:X1stFlrSF:NeighborhoodNAmes 0.423
## GarageArea:X1stFlrSF:NeighborhoodNoRidge 0.488
## GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GarageArea:X1stFlrSF:NeighborhoodNridgHt 0.837
## GarageArea:X1stFlrSF:NeighborhoodNWAmes 0.659
## GarageArea:X1stFlrSF:NeighborhoodOldTown 0.423
## GarageArea:X1stFlrSF:NeighborhoodSawyer 0.799
## GarageArea:X1stFlrSF:NeighborhoodSawyerW 0.659
## GarageArea:X1stFlrSF:NeighborhoodSomerst 0.423
## GarageArea:X1stFlrSF:NeighborhoodStoneBr 0.592
## GarageArea:X1stFlrSF:NeighborhoodSWISU 0.581
## GarageArea:X1stFlrSF:NeighborhoodTimber NA
## GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.555
## TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 0.666
## TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.552
## TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.674
## TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.552
## TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.552
## TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 0.904
## TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.763
## TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.552
## TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.953
## TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill 0.826
## TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.552
## TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.552
## TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.552
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.991
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.552
## TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.552
## TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 0.605
## TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 0.850
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF 0.916
## OverallQual:GarageCars:GarageArea:TotalBsmtSF 0.850
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF 0.803
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 0.389
## OverallQual:GrLivArea:GarageArea:X1stFlrSF 0.925
## OverallQual:GarageCars:GarageArea:X1stFlrSF 0.439
## GrLivArea:GarageCars:GarageArea:X1stFlrSF 0.793
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 0.850
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 0.298
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 0.929
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF 0.953
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 0.617
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 0.728
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide 0.881
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr 0.866
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor 0.899
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards 0.866
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 0.934
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 0.770
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes 0.866
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 0.740
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt 0.845
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown 0.866
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 0.741
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 0.993
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst 0.813
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 0.956
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodBrkSide 0.800
## OverallQual:GrLivArea:GarageArea:NeighborhoodClearCr 0.570
## OverallQual:GrLivArea:GarageArea:NeighborhoodCollgCr 0.800
## OverallQual:GrLivArea:GarageArea:NeighborhoodCrawfor 0.690
## OverallQual:GrLivArea:GarageArea:NeighborhoodEdwards 0.800
## OverallQual:GrLivArea:GarageArea:NeighborhoodGilbert 0.807
## OverallQual:GrLivArea:GarageArea:NeighborhoodIDOTRR 0.992
## OverallQual:GrLivArea:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodMitchel 0.708
## OverallQual:GrLivArea:GarageArea:NeighborhoodNAmes 0.800
## OverallQual:GrLivArea:GarageArea:NeighborhoodNoRidge 0.893
## OverallQual:GrLivArea:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodNridgHt 0.811
## OverallQual:GrLivArea:GarageArea:NeighborhoodNWAmes 0.807
## OverallQual:GrLivArea:GarageArea:NeighborhoodOldTown 0.800
## OverallQual:GrLivArea:GarageArea:NeighborhoodSawyer 0.728
## OverallQual:GrLivArea:GarageArea:NeighborhoodSawyerW 0.944
## OverallQual:GrLivArea:GarageArea:NeighborhoodSomerst 0.807
## OverallQual:GrLivArea:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodSWISU 0.922
## OverallQual:GrLivArea:GarageArea:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:NeighborhoodVeenker 0.193
## OverallQual:GarageCars:GarageArea:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:NeighborhoodBrkSide 0.918
## OverallQual:GarageCars:GarageArea:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:NeighborhoodCollgCr 0.947
## OverallQual:GarageCars:GarageArea:NeighborhoodCrawfor 0.493
## OverallQual:GarageCars:GarageArea:NeighborhoodEdwards 0.947
## OverallQual:GarageCars:GarageArea:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:NeighborhoodIDOTRR 0.852
## OverallQual:GarageCars:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:NeighborhoodMitchel 0.533
## OverallQual:GarageCars:GarageArea:NeighborhoodNAmes 0.947
## OverallQual:GarageCars:GarageArea:NeighborhoodNoRidge 0.454
## OverallQual:GarageCars:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:NeighborhoodNridgHt 0.947
## OverallQual:GarageCars:GarageArea:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:NeighborhoodOldTown 0.947
## OverallQual:GarageCars:GarageArea:NeighborhoodSawyer 0.795
## OverallQual:GarageCars:GarageArea:NeighborhoodSawyerW 0.764
## OverallQual:GarageCars:GarageArea:NeighborhoodSomerst 0.947
## OverallQual:GarageCars:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:NeighborhoodSWISU 0.956
## OverallQual:GarageCars:GarageArea:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodBrkSide 0.964
## GrLivArea:GarageCars:GarageArea:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodCollgCr 0.930
## GrLivArea:GarageCars:GarageArea:NeighborhoodCrawfor 0.568
## GrLivArea:GarageCars:GarageArea:NeighborhoodEdwards 0.930
## GrLivArea:GarageCars:GarageArea:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodIDOTRR 0.967
## GrLivArea:GarageCars:GarageArea:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodMitchel 0.538
## GrLivArea:GarageCars:GarageArea:NeighborhoodNAmes 0.930
## GrLivArea:GarageCars:GarageArea:NeighborhoodNoRidge 0.684
## GrLivArea:GarageCars:GarageArea:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodNridgHt 0.968
## GrLivArea:GarageCars:GarageArea:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodOldTown 0.930
## GrLivArea:GarageCars:GarageArea:NeighborhoodSawyer 0.742
## GrLivArea:GarageCars:GarageArea:NeighborhoodSawyerW 0.879
## GrLivArea:GarageCars:GarageArea:NeighborhoodSomerst 0.945
## GrLivArea:GarageCars:GarageArea:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:NeighborhoodTimber 0.952
## GrLivArea:GarageCars:GarageArea:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 0.567
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr 0.865
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 0.690
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 0.778
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 0.555
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert 0.619
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 0.802
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.976
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 0.555
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 0.930
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 0.555
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 0.619
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 0.555
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer 0.979
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 0.619
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 0.619
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker 0.847
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.659
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.915
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.917
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.661
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.909
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.747
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.661
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.427
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.682
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.661
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.677
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.907
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.666
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.898
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.891
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.833
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.892
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.948
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.453
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.892
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.722
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.929
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.892
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.778
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.973
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.939
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.585
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodClearCr 0.973
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.939
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.581
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.608
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodGilbert 0.620
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 0.904
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodMitchel 0.620
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.608
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.381
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.626
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 0.620
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.608
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSawyer 0.903
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.620
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSomerst 0.620
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodStoneBr 0.664
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodSWISU 0.688
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.576
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodClearCr 0.582
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.637
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.555
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.586
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodGilbert 0.586
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 0.538
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMitchel 0.586
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.586
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.825
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.586
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 0.586
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.586
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyer 0.686
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.925
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSomerst 0.586
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodStoneBr 0.586
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodTimber 0.929
## GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.435
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.863
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.691
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.426
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR 0.525
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel 0.512
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.426
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.911
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.426
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer 0.423
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.886
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst 0.422
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrkSide 0.876
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodClearCr 0.869
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCollgCr 0.991
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCrawfor 0.673
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodEdwards 0.858
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodGilbert 0.858
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 0.778
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMitchel 0.858
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNAmes 0.858
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNoRidge 0.911
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNridgHt 0.858
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNWAmes 0.858
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodOldTown 0.858
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyer 0.775
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyerW 0.858
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSomerst 0.858
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.850
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.874
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.619
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodEdwards 0.850
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 0.837
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNAmes 0.850
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNoRidge 0.496
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodOldTown 0.850
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyer 0.786
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyerW 0.854
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.965
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.931
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.885
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 0.958
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 0.794
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 0.566
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 0.958
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 0.652
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown 0.958
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer 0.958
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst 0.958
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodBrkSide 0.816
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodClearCr 0.680
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.965
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.617
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodEdwards 0.893
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodGilbert 0.893
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodIDOTRR 0.946
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodMitchel 0.942
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNAmes 0.893
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNoRidge 0.447
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNridgHt 0.893
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodNWAmes 0.893
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodOldTown 0.893
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSawyer 0.496
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSawyerW 0.893
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSomerst 0.893
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrkSide 0.914
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.976
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.518
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodEdwards 0.993
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodGilbert 0.993
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodIDOTRR 0.479
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMitchel 0.993
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNAmes 0.993
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNoRidge 0.888
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNridgHt 0.993
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNWAmes 0.993
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodOldTown 0.993
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyer 0.818
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyerW 0.993
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSomerst 0.993
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodStoneBr 0.650
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodTimber 0.498
## GrLivArea:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide 0.521
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.889
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.720
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 0.519
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel 0.957
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 0.519
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge 0.818
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown 0.519
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer 0.459
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst 0.519
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 0.884
## GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.613
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.568
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.836
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.568
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.568
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.995
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.568
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.568
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.568
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.568
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.995
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.568
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.568
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.946
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.929
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.512
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.929
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.490
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.940
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.929
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.635
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.929
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.352
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.929
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.940
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.344
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.635
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.850
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.686
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.615
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.792
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.736
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.790
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.790
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.850
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.929
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.715
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.725
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.778
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.710
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.501
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.762
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.949
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.739
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.787
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.838
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF 0.777
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF 0.584
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 0.850
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF 0.941
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 0.634
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 0.900
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodBrkSide 0.850
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodCollgCr 0.850
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodCrawfor 0.548
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodEdwards 0.850
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodMitchel 0.504
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNAmes 0.850
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNoRidge 0.528
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNridgHt 0.850
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodOldTown 0.850
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSawyer 0.795
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSawyerW 0.908
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodTimber 0.961
## OverallQual:GrLivArea:GarageCars:GarageArea:NeighborhoodVeenker 0.172
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.862
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.916
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.783
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 0.710
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.850
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.973
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.719
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.956
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodGilbert 0.920
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodMitchel 0.887
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.803
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.827
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.993
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodNWAmes 0.924
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.946
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyer 0.493
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.954
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.850
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.913
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.553
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.850
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.850
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.850
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.850
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.970
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.624
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.804
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.799
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.999
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown 0.803
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer 0.792
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW 0.889
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.850
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.946
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.865
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 0.181
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 0.828
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 0.531
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodBrkSide 0.850
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.973
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.815
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodEdwards 0.948
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodGilbert 0.992
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodMitchel 0.536
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNAmes 0.995
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNoRidge 0.893
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNridgHt 0.991
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodNWAmes 0.908
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodOldTown 0.901
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyer 0.808
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSawyerW 0.858
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide 0.850
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.908
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.374
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 0.330
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 0.635
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge 0.775
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 0.984
## OverallQual:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide 0.850
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.970
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor 0.373
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 0.793
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 0.795
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown 0.793
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer 0.794
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 0.735
## GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.850
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.850
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.850
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.915
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.951
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.850
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.850
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.909
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.850
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.822
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.850
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.723
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.730
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.810
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.900
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.910
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.929
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.426
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.929
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.940
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.929
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.929
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.929
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.940
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.635
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.850
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.865
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.848
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.789
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.654
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.821
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.949
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.721
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.830
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.808
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.770
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.459
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.872
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.617
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber 0.625
## GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.850
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.724
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.710
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.731
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF 0.742
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodBrkSide 0.850
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodClearCr 0.547
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCollgCr 0.973
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodCrawfor 0.850
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodEdwards 0.438
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNAmes 0.556
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNoRidge 0.831
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNridgHt 0.993
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodTimber 0.532
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCollgCr 0.973
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodEdwards 0.673
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodMitchel 0.536
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNAmes 0.591
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSawyerW 0.858
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodStoneBr 0.709
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodTimber 0.348
## OverallQual:GrLivArea:GarageCars:GarageArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.850
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.962
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.918
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.768
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.946
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.582
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.996
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.611
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.744
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.940
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.721
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.262
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.615
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.953
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.887
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.532
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.710
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.863
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.996
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.832
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.974
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.858
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.768
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.561
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.500
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.997
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.611
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.940
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr 0.617
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:GarageArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
##
## (Dispersion parameter for gaussian family taken to be 1944479088)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 9.4891e+11 on 488 degrees of freedom
## AIC: 35716
##
## Number of Fisher Scoring iterations: 2
nagelkerke(modc)## $Models
##
## Model: "glm, SalePrice ~ OverallQual * GrLivArea * GarageCars * GarageArea * TotalBsmtSF * X1stFlrSF * Neighborhood, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.0894591
## Cox and Snell (ML) 0.8969470
## Nagelkerke (Cragg and Uhler) 0.8969470
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -971 -1658.9 3317.9 2.1928e-253
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
modx <- glm(SalePrice ~ OverallQual * GrLivArea * GarageCars * TotalBsmtSF * X1stFlrSF * Neighborhood, data = train)
summary(modx)##
## Call:
## glm(formula = SalePrice ~ OverallQual * GrLivArea * GarageCars *
## TotalBsmtSF * X1stFlrSF * Neighborhood, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -130764 -7454 451 7967 140969
##
## Coefficients: (201 not defined because of singularities)
## Estimate
## (Intercept) -4.110e+17
## OverallQual 5.871e+16
## GrLivArea 2.904e+14
## GarageCars 2.595e+17
## TotalBsmtSF -3.250e+14
## X1stFlrSF 1.408e+14
## NeighborhoodBlueste -4.080e+16
## NeighborhoodBrDale 7.077e+16
## NeighborhoodBrkSide 4.110e+17
## NeighborhoodClearCr 9.374e+17
## NeighborhoodCollgCr 4.110e+17
## NeighborhoodCrawfor 4.110e+17
## NeighborhoodEdwards 4.110e+17
## NeighborhoodGilbert -1.898e+16
## NeighborhoodIDOTRR 4.110e+17
## NeighborhoodMeadowV -1.499e+18
## NeighborhoodMitchel 4.110e+17
## NeighborhoodNAmes 4.110e+17
## NeighborhoodNoRidge 4.110e+17
## NeighborhoodNPkVill -1.543e+16
## NeighborhoodNridgHt 4.110e+17
## NeighborhoodNWAmes -1.394e+17
## NeighborhoodOldTown 4.110e+17
## NeighborhoodSawyer 4.110e+17
## NeighborhoodSawyerW 4.110e+17
## NeighborhoodSomerst 4.110e+17
## NeighborhoodStoneBr 6.209e+17
## NeighborhoodSWISU 1.175e+17
## NeighborhoodTimber 4.110e+17
## NeighborhoodVeenker -1.550e+19
## OverallQual:GrLivArea -2.037e+13
## OverallQual:GarageCars -3.707e+16
## GrLivArea:GarageCars -1.559e+14
## OverallQual:TotalBsmtSF 4.642e+13
## GrLivArea:TotalBsmtSF -1.247e+10
## GarageCars:TotalBsmtSF 2.582e+06
## OverallQual:X1stFlrSF -4.123e+13
## GrLivArea:X1stFlrSF 4.775e+03
## GarageCars:X1stFlrSF 1.559e+14
## TotalBsmtSF:X1stFlrSF 3.475e+03
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale -8.384e+15
## OverallQual:NeighborhoodBrkSide -5.871e+16
## OverallQual:NeighborhoodClearCr -1.430e+17
## OverallQual:NeighborhoodCollgCr -5.871e+16
## OverallQual:NeighborhoodCrawfor -5.871e+16
## OverallQual:NeighborhoodEdwards -5.871e+16
## OverallQual:NeighborhoodGilbert 2.712e+15
## OverallQual:NeighborhoodIDOTRR -5.871e+16
## OverallQual:NeighborhoodMeadowV 5.623e+17
## OverallQual:NeighborhoodMitchel -5.871e+16
## OverallQual:NeighborhoodNAmes -5.871e+16
## OverallQual:NeighborhoodNoRidge -5.871e+16
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt -5.871e+16
## OverallQual:NeighborhoodNWAmes 1.543e+16
## OverallQual:NeighborhoodOldTown -5.871e+16
## OverallQual:NeighborhoodSawyer -5.871e+16
## OverallQual:NeighborhoodSawyerW -5.871e+16
## OverallQual:NeighborhoodSomerst -5.871e+16
## OverallQual:NeighborhoodStoneBr -9.641e+16
## OverallQual:NeighborhoodSWISU -9.059e+16
## OverallQual:NeighborhoodTimber -5.871e+16
## OverallQual:NeighborhoodVeenker 3.446e+16
## GrLivArea:NeighborhoodBlueste -2.055e+13
## GrLivArea:NeighborhoodBrDale -1.243e+13
## GrLivArea:NeighborhoodBrkSide -2.904e+14
## GrLivArea:NeighborhoodClearCr -5.707e+14
## GrLivArea:NeighborhoodCollgCr -2.904e+14
## GrLivArea:NeighborhoodCrawfor -2.904e+14
## GrLivArea:NeighborhoodEdwards -2.904e+14
## GrLivArea:NeighborhoodGilbert -1.750e+13
## GrLivArea:NeighborhoodIDOTRR -2.904e+14
## GrLivArea:NeighborhoodMeadowV 2.511e+14
## GrLivArea:NeighborhoodMitchel -5.649e+13
## GrLivArea:NeighborhoodNAmes -2.904e+14
## GrLivArea:NeighborhoodNoRidge -2.904e+14
## GrLivArea:NeighborhoodNPkVill -9.024e+13
## GrLivArea:NeighborhoodNridgHt -2.904e+14
## GrLivArea:NeighborhoodNWAmes 2.148e+13
## GrLivArea:NeighborhoodOldTown -2.904e+14
## GrLivArea:NeighborhoodSawyer -2.904e+14
## GrLivArea:NeighborhoodSawyerW -2.904e+14
## GrLivArea:NeighborhoodSomerst -2.904e+14
## GrLivArea:NeighborhoodStoneBr -3.600e+14
## GrLivArea:NeighborhoodSWISU -9.003e+14
## GrLivArea:NeighborhoodTimber 2.148e+13
## GrLivArea:NeighborhoodVeenker -6.868e+11
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale -7.219e+16
## GarageCars:NeighborhoodBrkSide -2.595e+17
## GarageCars:NeighborhoodClearCr -5.227e+17
## GarageCars:NeighborhoodCollgCr -2.595e+17
## GarageCars:NeighborhoodCrawfor -2.595e+17
## GarageCars:NeighborhoodEdwards -2.595e+17
## GarageCars:NeighborhoodGilbert -4.450e+16
## GarageCars:NeighborhoodIDOTRR -2.595e+17
## GarageCars:NeighborhoodMeadowV -6.291e+17
## GarageCars:NeighborhoodMitchel -2.595e+17
## GarageCars:NeighborhoodNAmes -2.595e+17
## GarageCars:NeighborhoodNoRidge -2.595e+17
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt -2.595e+17
## GarageCars:NeighborhoodNWAmes 1.571e+16
## GarageCars:NeighborhoodOldTown -2.595e+17
## GarageCars:NeighborhoodSawyer -2.595e+17
## GarageCars:NeighborhoodSawyerW -2.595e+17
## GarageCars:NeighborhoodSomerst -2.595e+17
## GarageCars:NeighborhoodStoneBr -1.985e+17
## GarageCars:NeighborhoodSWISU -2.929e+17
## GarageCars:NeighborhoodTimber -2.595e+17
## GarageCars:NeighborhoodVeenker 7.624e+18
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 1.303e+14
## TotalBsmtSF:NeighborhoodBrkSide 3.250e+14
## TotalBsmtSF:NeighborhoodClearCr 3.328e+14
## TotalBsmtSF:NeighborhoodCollgCr 3.250e+14
## TotalBsmtSF:NeighborhoodCrawfor 3.250e+14
## TotalBsmtSF:NeighborhoodEdwards 3.250e+14
## TotalBsmtSF:NeighborhoodGilbert -4.702e+14
## TotalBsmtSF:NeighborhoodIDOTRR 3.250e+14
## TotalBsmtSF:NeighborhoodMeadowV 1.418e+15
## TotalBsmtSF:NeighborhoodMitchel 3.250e+14
## TotalBsmtSF:NeighborhoodNAmes 3.250e+14
## TotalBsmtSF:NeighborhoodNoRidge 3.250e+14
## TotalBsmtSF:NeighborhoodNPkVill 2.712e+13
## TotalBsmtSF:NeighborhoodNridgHt 8.574e+14
## TotalBsmtSF:NeighborhoodNWAmes 3.250e+14
## TotalBsmtSF:NeighborhoodOldTown 3.250e+14
## TotalBsmtSF:NeighborhoodSawyer 3.250e+14
## TotalBsmtSF:NeighborhoodSawyerW 3.250e+14
## TotalBsmtSF:NeighborhoodSomerst 6.485e+14
## TotalBsmtSF:NeighborhoodStoneBr 2.267e+13
## TotalBsmtSF:NeighborhoodSWISU 2.708e+15
## TotalBsmtSF:NeighborhoodTimber 3.250e+14
## TotalBsmtSF:NeighborhoodVeenker 1.003e+14
## X1stFlrSF:NeighborhoodBlueste NA
## X1stFlrSF:NeighborhoodBrDale NA
## X1stFlrSF:NeighborhoodBrkSide -1.408e+14
## X1stFlrSF:NeighborhoodClearCr -4.085e+14
## X1stFlrSF:NeighborhoodCollgCr -1.408e+14
## X1stFlrSF:NeighborhoodCrawfor -1.408e+14
## X1stFlrSF:NeighborhoodEdwards -1.408e+14
## X1stFlrSF:NeighborhoodGilbert 3.815e+14
## X1stFlrSF:NeighborhoodIDOTRR -1.408e+14
## X1stFlrSF:NeighborhoodMeadowV 3.489e+14
## X1stFlrSF:NeighborhoodMitchel -3.747e+14
## X1stFlrSF:NeighborhoodNAmes -1.408e+14
## X1stFlrSF:NeighborhoodNoRidge -1.408e+14
## X1stFlrSF:NeighborhoodNPkVill 4.795e+13
## X1stFlrSF:NeighborhoodNridgHt -6.732e+14
## X1stFlrSF:NeighborhoodNWAmes -4.527e+14
## X1stFlrSF:NeighborhoodOldTown -1.408e+14
## X1stFlrSF:NeighborhoodSawyer -1.408e+14
## X1stFlrSF:NeighborhoodSawyerW -1.408e+14
## X1stFlrSF:NeighborhoodSomerst -4.643e+14
## X1stFlrSF:NeighborhoodStoneBr -4.015e+14
## X1stFlrSF:NeighborhoodSWISU 5.797e+14
## X1stFlrSF:NeighborhoodTimber -4.527e+14
## X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars 1.949e+13
## OverallQual:GrLivArea:TotalBsmtSF 4.267e+08
## OverallQual:GarageCars:TotalBsmtSF -3.231e+05
## GrLivArea:GarageCars:TotalBsmtSF -5.194e+02
## OverallQual:GrLivArea:X1stFlrSF -6.540e+02
## OverallQual:GarageCars:X1stFlrSF -1.949e+13
## GrLivArea:GarageCars:X1stFlrSF -7.052e+10
## OverallQual:TotalBsmtSF:X1stFlrSF 1.355e+09
## GrLivArea:TotalBsmtSF:X1stFlrSF -1.850e+00
## GarageCars:TotalBsmtSF:X1stFlrSF -1.734e+03
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale -1.803e+13
## OverallQual:GrLivArea:NeighborhoodBrkSide 2.037e+13
## OverallQual:GrLivArea:NeighborhoodClearCr 6.335e+13
## OverallQual:GrLivArea:NeighborhoodCollgCr 2.037e+13
## OverallQual:GrLivArea:NeighborhoodCrawfor 2.037e+13
## OverallQual:GrLivArea:NeighborhoodEdwards 2.037e+13
## OverallQual:GrLivArea:NeighborhoodGilbert -1.862e+13
## OverallQual:GrLivArea:NeighborhoodIDOTRR 2.037e+13
## OverallQual:GrLivArea:NeighborhoodMeadowV -3.409e+14
## OverallQual:GrLivArea:NeighborhoodMitchel -1.862e+13
## OverallQual:GrLivArea:NeighborhoodNAmes 2.037e+13
## OverallQual:GrLivArea:NeighborhoodNoRidge 2.037e+13
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 2.037e+13
## OverallQual:GrLivArea:NeighborhoodNWAmes -1.862e+13
## OverallQual:GrLivArea:NeighborhoodOldTown 2.037e+13
## OverallQual:GrLivArea:NeighborhoodSawyer 2.037e+13
## OverallQual:GrLivArea:NeighborhoodSawyerW 2.037e+13
## OverallQual:GrLivArea:NeighborhoodSomerst 2.037e+13
## OverallQual:GrLivArea:NeighborhoodStoneBr 2.865e+13
## OverallQual:GrLivArea:NeighborhoodSWISU 3.765e+14
## OverallQual:GrLivArea:NeighborhoodTimber -1.862e+13
## OverallQual:GrLivArea:NeighborhoodVeenker -5.502e+12
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 1.078e+16
## OverallQual:GarageCars:NeighborhoodBrkSide 3.707e+16
## OverallQual:GarageCars:NeighborhoodClearCr 7.923e+16
## OverallQual:GarageCars:NeighborhoodCollgCr 3.707e+16
## OverallQual:GarageCars:NeighborhoodCrawfor 3.707e+16
## OverallQual:GarageCars:NeighborhoodEdwards 3.707e+16
## OverallQual:GarageCars:NeighborhoodGilbert 6.357e+15
## OverallQual:GarageCars:NeighborhoodIDOTRR 3.707e+16
## OverallQual:GarageCars:NeighborhoodMeadowV 1.409e+17
## OverallQual:GarageCars:NeighborhoodMitchel 3.707e+16
## OverallQual:GarageCars:NeighborhoodNAmes 3.707e+16
## OverallQual:GarageCars:NeighborhoodNoRidge 3.707e+16
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt 3.707e+16
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown 3.707e+16
## OverallQual:GarageCars:NeighborhoodSawyer 3.707e+16
## OverallQual:GarageCars:NeighborhoodSawyerW 3.707e+16
## OverallQual:GarageCars:NeighborhoodSomerst 3.707e+16
## OverallQual:GarageCars:NeighborhoodStoneBr 3.517e+16
## OverallQual:GarageCars:NeighborhoodSWISU 1.234e+17
## OverallQual:GarageCars:NeighborhoodTimber 3.707e+16
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide 1.559e+14
## GrLivArea:GarageCars:NeighborhoodClearCr 2.961e+14
## GrLivArea:GarageCars:NeighborhoodCollgCr 1.559e+14
## GrLivArea:GarageCars:NeighborhoodCrawfor 1.559e+14
## GrLivArea:GarageCars:NeighborhoodEdwards 1.559e+14
## GrLivArea:GarageCars:NeighborhoodGilbert 1.949e+13
## GrLivArea:GarageCars:NeighborhoodIDOTRR 1.559e+14
## GrLivArea:GarageCars:NeighborhoodMeadowV 1.784e+14
## GrLivArea:GarageCars:NeighborhoodMitchel 3.899e+13
## GrLivArea:GarageCars:NeighborhoodNAmes 1.559e+14
## GrLivArea:GarageCars:NeighborhoodNoRidge 1.559e+14
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 1.559e+14
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown 1.559e+14
## GrLivArea:GarageCars:NeighborhoodSawyer 1.559e+14
## GrLivArea:GarageCars:NeighborhoodSawyerW 1.559e+14
## GrLivArea:GarageCars:NeighborhoodSomerst 1.559e+14
## GrLivArea:GarageCars:NeighborhoodStoneBr 1.269e+14
## GrLivArea:GarageCars:NeighborhoodSWISU 7.731e+14
## GrLivArea:GarageCars:NeighborhoodTimber 1.664e+05
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodClearCr -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodEdwards -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodGilbert -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV -6.308e+14
## OverallQual:TotalBsmtSF:NeighborhoodMitchel -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodNAmes -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt -1.049e+14
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodOldTown -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodSawyer -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodSomerst -8.686e+13
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr -2.704e+13
## OverallQual:TotalBsmtSF:NeighborhoodSWISU -6.242e+14
## OverallQual:TotalBsmtSF:NeighborhoodTimber -4.642e+13
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV 1.453e+12
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 3.006e+10
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt -1.991e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst -1.487e+11
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 3.412e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU 8.047e+11
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 1.247e+10
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker 5.576e+10
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide -2.588e+06
## GarageCars:TotalBsmtSF:NeighborhoodClearCr -3.927e+12
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr -2.554e+06
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor -2.596e+06
## GarageCars:TotalBsmtSF:NeighborhoodEdwards -2.582e+06
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 3.976e+14
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR -2.282e+06
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV -2.318e+14
## GarageCars:TotalBsmtSF:NeighborhoodMitchel -7.848e+06
## GarageCars:TotalBsmtSF:NeighborhoodNAmes -2.585e+06
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge -5.126e+05
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt -1.775e+14
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown -2.582e+06
## GarageCars:TotalBsmtSF:NeighborhoodSawyer -2.577e+06
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW 1.973e+06
## GarageCars:TotalBsmtSF:NeighborhoodSomerst -1.617e+14
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 7.362e+13
## GarageCars:TotalBsmtSF:NeighborhoodSWISU -1.694e+15
## GarageCars:TotalBsmtSF:NeighborhoodTimber -6.412e+02
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:X1stFlrSF:NeighborhoodBrkSide 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodClearCr 8.022e+13
## OverallQual:X1stFlrSF:NeighborhoodCollgCr 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodCrawfor 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodEdwards 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodGilbert 8.022e+13
## OverallQual:X1stFlrSF:NeighborhoodIDOTRR 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:X1stFlrSF:NeighborhoodMitchel 8.022e+13
## OverallQual:X1stFlrSF:NeighborhoodNAmes 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodNoRidge 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:X1stFlrSF:NeighborhoodNridgHt 9.971e+13
## OverallQual:X1stFlrSF:NeighborhoodNWAmes 8.022e+13
## OverallQual:X1stFlrSF:NeighborhoodOldTown 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodSawyer 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodSawyerW 4.123e+13
## OverallQual:X1stFlrSF:NeighborhoodSomerst 8.167e+13
## OverallQual:X1stFlrSF:NeighborhoodStoneBr 1.034e+14
## OverallQual:X1stFlrSF:NeighborhoodSWISU -6.186e+13
## OverallQual:X1stFlrSF:NeighborhoodTimber 8.022e+13
## OverallQual:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:X1stFlrSF:NeighborhoodBrkSide -4.771e+03
## GrLivArea:X1stFlrSF:NeighborhoodClearCr 1.410e+11
## GrLivArea:X1stFlrSF:NeighborhoodCollgCr -4.822e+03
## GrLivArea:X1stFlrSF:NeighborhoodCrawfor -4.784e+03
## GrLivArea:X1stFlrSF:NeighborhoodEdwards -4.775e+03
## GrLivArea:X1stFlrSF:NeighborhoodGilbert 1.410e+11
## GrLivArea:X1stFlrSF:NeighborhoodIDOTRR -4.345e+03
## GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:X1stFlrSF:NeighborhoodMitchel 7.516e+02
## GrLivArea:X1stFlrSF:NeighborhoodNAmes -4.780e+03
## GrLivArea:X1stFlrSF:NeighborhoodNoRidge -1.374e+03
## GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:X1stFlrSF:NeighborhoodNridgHt 2.116e+11
## GrLivArea:X1stFlrSF:NeighborhoodNWAmes 1.410e+11
## GrLivArea:X1stFlrSF:NeighborhoodOldTown -4.777e+03
## GrLivArea:X1stFlrSF:NeighborhoodSawyer -4.849e+03
## GrLivArea:X1stFlrSF:NeighborhoodSawyerW -1.230e+04
## GrLivArea:X1stFlrSF:NeighborhoodSomerst 1.612e+11
## GrLivArea:X1stFlrSF:NeighborhoodStoneBr -2.015e+10
## GrLivArea:X1stFlrSF:NeighborhoodSWISU -1.297e+12
## GrLivArea:X1stFlrSF:NeighborhoodTimber 4.215e+02
## GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:X1stFlrSF:NeighborhoodBrkSide -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodClearCr -2.207e+13
## GarageCars:X1stFlrSF:NeighborhoodCollgCr -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodCrawfor -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodEdwards -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodGilbert -4.171e+14
## GarageCars:X1stFlrSF:NeighborhoodIDOTRR -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:X1stFlrSF:NeighborhoodMitchel -3.899e+13
## GarageCars:X1stFlrSF:NeighborhoodNAmes -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodNoRidge -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:X1stFlrSF:NeighborhoodNridgHt 2.152e+13
## GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:X1stFlrSF:NeighborhoodOldTown -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodSawyer -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodSawyerW -1.559e+14
## GarageCars:X1stFlrSF:NeighborhoodSomerst 5.800e+12
## GarageCars:X1stFlrSF:NeighborhoodStoneBr -1.117e+14
## GarageCars:X1stFlrSF:NeighborhoodSWISU -1.409e+14
## GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -3.476e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -4.700e+01
## TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -3.480e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -3.483e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -3.474e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -7.955e+00
## TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -3.117e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -6.788e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -3.480e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 1.558e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill -8.131e+09
## TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.721e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -8.523e+00
## TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -3.476e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -1.299e+03
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 3.068e+01
## TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 3.052e+01
## TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr -1.190e+10
## TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU -1.213e+12
## TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 4.900e+01
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 1.007e+10
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 2.382e-01
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 2.183e+02
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 9.434e-01
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr -4.098e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel -1.502e+05
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst -1.949e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr -1.648e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU -3.768e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 1.834e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 1.972e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr -4.139e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU -2.538e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber -4.267e+08
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker -7.230e+11
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 3.243e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 3.200e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 3.251e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 3.231e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 2.511e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 1.381e+06
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 3.238e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 6.538e+04
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 1.949e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 3.231e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 3.223e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -3.332e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 2.022e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU 4.629e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 5.197e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 4.982e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 5.304e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 5.207e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 5.761e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 5.637e+03
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 5.216e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge -6.431e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 7.052e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 5.197e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.619e+03
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -2.838e+03
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 8.059e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU -9.887e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 1.286e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrkSide 6.531e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodClearCr -2.015e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCollgCr 6.594e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCrawfor 6.548e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodEdwards 6.538e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodGilbert -2.015e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 5.561e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMitchel -4.603e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNAmes 6.550e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNoRidge 2.277e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNridgHt -1.877e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNWAmes -2.015e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodOldTown 6.542e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyer 6.688e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyerW 1.813e+03
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSomerst -2.015e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSWISU 3.094e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrkSide 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCollgCr 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCrawfor 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodEdwards 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNAmes 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNoRidge 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodOldTown 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyer 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyerW 1.949e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSomerst -7.250e+11
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst -1.007e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU 1.122e+12
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 7.052e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 3.742e+11
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber -1.355e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 2.376e+11
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 1.846e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -1.340e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.853e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 1.859e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.850e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -3.570e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 1.343e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 2.297e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.854e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -1.001e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.487e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -3.632e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.851e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 1.879e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -3.783e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -5.448e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr -4.391e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 5.046e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber -4.209e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 4.746e+09
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 1.742e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.737e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 1.743e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.734e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 1.373e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 3.369e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.737e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 5.736e+01
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.735e+03
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 6.422e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -1.776e+01
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -1.720e+01
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF -1.187e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide -4.904e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr -4.657e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor -5.056e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards -4.918e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 6.395e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel -1.016e+03
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes -4.949e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 9.590e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt -6.257e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown -4.904e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer -2.690e+02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 4.310e+02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst -1.007e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 2.861e+11
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker 3.535e+11
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt -3.817e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber -1.007e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -2.374e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -4.700e-03
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -2.387e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -2.393e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -2.382e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -8.404e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -1.192e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -3.280e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -2.392e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 1.181e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -1.987e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -8.834e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -2.384e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -2.441e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -6.301e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -3.522e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -2.202e+02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -2.186e+02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -2.194e+02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -2.181e+02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -1.379e+02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -2.190e+02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -8.643e+00
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -2.183e+02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU -1.734e+11
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker -1.192e+11
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -9.449e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -9.450e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -9.514e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -9.437e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -4.356e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -1.167e+00
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -9.457e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 6.345e-03
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -8.211e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -9.439e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -9.546e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 7.284e-03
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker -2.364e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 1.191e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 1.189e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 1.198e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 1.188e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 1.636e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 1.192e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 1.054e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 1.188e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 1.210e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU -8.409e+07
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## Std. Error
## (Intercept) 3.116e+17
## OverallQual 4.452e+16
## GrLivArea 4.017e+14
## GarageCars 1.825e+17
## TotalBsmtSF 2.223e+14
## X1stFlrSF 3.650e+14
## NeighborhoodBlueste 4.857e+16
## NeighborhoodBrDale 7.312e+17
## NeighborhoodBrkSide 3.116e+17
## NeighborhoodClearCr 6.182e+17
## NeighborhoodCollgCr 3.116e+17
## NeighborhoodCrawfor 3.116e+17
## NeighborhoodEdwards 3.116e+17
## NeighborhoodGilbert 2.048e+17
## NeighborhoodIDOTRR 3.116e+17
## NeighborhoodMeadowV 1.233e+18
## NeighborhoodMitchel 3.116e+17
## NeighborhoodNAmes 3.116e+17
## NeighborhoodNoRidge 3.116e+17
## NeighborhoodNPkVill 1.380e+16
## NeighborhoodNridgHt 3.116e+17
## NeighborhoodNWAmes 1.162e+17
## NeighborhoodOldTown 3.116e+17
## NeighborhoodSawyer 3.116e+17
## NeighborhoodSawyerW 3.116e+17
## NeighborhoodSomerst 3.116e+17
## NeighborhoodStoneBr 4.286e+17
## NeighborhoodSWISU 1.376e+18
## NeighborhoodTimber 3.116e+17
## NeighborhoodVeenker 1.412e+19
## OverallQual:GrLivArea 6.054e+13
## OverallQual:GarageCars 2.608e+16
## GrLivArea:GarageCars 1.232e+14
## OverallQual:TotalBsmtSF 3.175e+13
## GrLivArea:TotalBsmtSF 2.481e+11
## GarageCars:TotalBsmtSF 1.021e+06
## OverallQual:X1stFlrSF 6.665e+13
## GrLivArea:X1stFlrSF 1.178e+03
## GarageCars:X1stFlrSF 1.232e+14
## TotalBsmtSF:X1stFlrSF 9.271e+02
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale 1.235e+17
## OverallQual:NeighborhoodBrkSide 4.452e+16
## OverallQual:NeighborhoodClearCr 9.313e+16
## OverallQual:NeighborhoodCollgCr 4.452e+16
## OverallQual:NeighborhoodCrawfor 4.452e+16
## OverallQual:NeighborhoodEdwards 4.452e+16
## OverallQual:NeighborhoodGilbert 2.926e+16
## OverallQual:NeighborhoodIDOTRR 4.452e+16
## OverallQual:NeighborhoodMeadowV 4.366e+17
## OverallQual:NeighborhoodMitchel 4.452e+16
## OverallQual:NeighborhoodNAmes 4.452e+16
## OverallQual:NeighborhoodNoRidge 4.452e+16
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt 4.452e+16
## OverallQual:NeighborhoodNWAmes 1.380e+16
## OverallQual:NeighborhoodOldTown 4.452e+16
## OverallQual:NeighborhoodSawyer 4.452e+16
## OverallQual:NeighborhoodSawyerW 4.452e+16
## OverallQual:NeighborhoodSomerst 4.452e+16
## OverallQual:NeighborhoodStoneBr 6.520e+16
## OverallQual:NeighborhoodSWISU 7.115e+16
## OverallQual:NeighborhoodTimber 4.452e+16
## OverallQual:NeighborhoodVeenker 2.857e+16
## GrLivArea:NeighborhoodBlueste 3.503e+13
## GrLivArea:NeighborhoodBrDale 5.007e+14
## GrLivArea:NeighborhoodBrkSide 4.017e+14
## GrLivArea:NeighborhoodClearCr 4.929e+14
## GrLivArea:NeighborhoodCollgCr 4.017e+14
## GrLivArea:NeighborhoodCrawfor 4.017e+14
## GrLivArea:NeighborhoodEdwards 4.017e+14
## GrLivArea:NeighborhoodGilbert 3.377e+14
## GrLivArea:NeighborhoodIDOTRR 4.017e+14
## GrLivArea:NeighborhoodMeadowV 2.738e+14
## GrLivArea:NeighborhoodMitchel 3.393e+14
## GrLivArea:NeighborhoodNAmes 4.017e+14
## GrLivArea:NeighborhoodNoRidge 4.017e+14
## GrLivArea:NeighborhoodNPkVill 9.026e+13
## GrLivArea:NeighborhoodNridgHt 4.017e+14
## GrLivArea:NeighborhoodNWAmes 3.389e+14
## GrLivArea:NeighborhoodOldTown 4.017e+14
## GrLivArea:NeighborhoodSawyer 4.017e+14
## GrLivArea:NeighborhoodSawyerW 4.017e+14
## GrLivArea:NeighborhoodSomerst 4.017e+14
## GrLivArea:NeighborhoodStoneBr 4.454e+14
## GrLivArea:NeighborhoodSWISU 6.983e+14
## GrLivArea:NeighborhoodTimber 3.389e+14
## GrLivArea:NeighborhoodVeenker 2.847e+14
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale 1.276e+17
## GarageCars:NeighborhoodBrkSide 1.825e+17
## GarageCars:NeighborhoodClearCr 3.421e+17
## GarageCars:NeighborhoodCollgCr 1.825e+17
## GarageCars:NeighborhoodCrawfor 1.825e+17
## GarageCars:NeighborhoodEdwards 1.825e+17
## GarageCars:NeighborhoodGilbert 1.011e+17
## GarageCars:NeighborhoodIDOTRR 1.826e+17
## GarageCars:NeighborhoodMeadowV 4.272e+17
## GarageCars:NeighborhoodMitchel 1.825e+17
## GarageCars:NeighborhoodNAmes 1.825e+17
## GarageCars:NeighborhoodNoRidge 1.825e+17
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 1.825e+17
## GarageCars:NeighborhoodNWAmes 1.242e+16
## GarageCars:NeighborhoodOldTown 1.825e+17
## GarageCars:NeighborhoodSawyer 1.825e+17
## GarageCars:NeighborhoodSawyerW 1.825e+17
## GarageCars:NeighborhoodSomerst 1.825e+17
## GarageCars:NeighborhoodStoneBr 2.330e+17
## GarageCars:NeighborhoodSWISU 1.008e+18
## GarageCars:NeighborhoodTimber 1.825e+17
## GarageCars:NeighborhoodVeenker 7.044e+18
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 1.137e+14
## TotalBsmtSF:NeighborhoodBrkSide 2.223e+14
## TotalBsmtSF:NeighborhoodClearCr 2.276e+14
## TotalBsmtSF:NeighborhoodCollgCr 2.223e+14
## TotalBsmtSF:NeighborhoodCrawfor 2.223e+14
## TotalBsmtSF:NeighborhoodEdwards 2.223e+14
## TotalBsmtSF:NeighborhoodGilbert 3.069e+15
## TotalBsmtSF:NeighborhoodIDOTRR 2.223e+14
## TotalBsmtSF:NeighborhoodMeadowV 1.064e+15
## TotalBsmtSF:NeighborhoodMitchel 2.223e+14
## TotalBsmtSF:NeighborhoodNAmes 2.223e+14
## TotalBsmtSF:NeighborhoodNoRidge 2.223e+14
## TotalBsmtSF:NeighborhoodNPkVill 1.938e+13
## TotalBsmtSF:NeighborhoodNridgHt 6.386e+14
## TotalBsmtSF:NeighborhoodNWAmes 2.223e+14
## TotalBsmtSF:NeighborhoodOldTown 2.223e+14
## TotalBsmtSF:NeighborhoodSawyer 2.223e+14
## TotalBsmtSF:NeighborhoodSawyerW 2.223e+14
## TotalBsmtSF:NeighborhoodSomerst 4.484e+14
## TotalBsmtSF:NeighborhoodStoneBr 1.687e+15
## TotalBsmtSF:NeighborhoodSWISU 1.615e+15
## TotalBsmtSF:NeighborhoodTimber 2.223e+14
## TotalBsmtSF:NeighborhoodVeenker 8.082e+13
## X1stFlrSF:NeighborhoodBlueste NA
## X1stFlrSF:NeighborhoodBrDale NA
## X1stFlrSF:NeighborhoodBrkSide 3.650e+14
## X1stFlrSF:NeighborhoodClearCr 4.006e+14
## X1stFlrSF:NeighborhoodCollgCr 3.650e+14
## X1stFlrSF:NeighborhoodCrawfor 3.650e+14
## X1stFlrSF:NeighborhoodEdwards 3.650e+14
## X1stFlrSF:NeighborhoodGilbert 3.079e+15
## X1stFlrSF:NeighborhoodIDOTRR 3.650e+14
## X1stFlrSF:NeighborhoodMeadowV 2.914e+14
## X1stFlrSF:NeighborhoodMitchel 3.819e+14
## X1stFlrSF:NeighborhoodNAmes 3.650e+14
## X1stFlrSF:NeighborhoodNoRidge 3.650e+14
## X1stFlrSF:NeighborhoodNPkVill 5.109e+13
## X1stFlrSF:NeighborhoodNridgHt 4.878e+14
## X1stFlrSF:NeighborhoodNWAmes 4.065e+14
## X1stFlrSF:NeighborhoodOldTown 3.650e+14
## X1stFlrSF:NeighborhoodSawyer 3.650e+14
## X1stFlrSF:NeighborhoodSawyerW 3.650e+14
## X1stFlrSF:NeighborhoodSomerst 4.831e+14
## X1stFlrSF:NeighborhoodStoneBr 1.921e+15
## X1stFlrSF:NeighborhoodSWISU 2.020e+15
## X1stFlrSF:NeighborhoodTimber 4.065e+14
## X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars 1.540e+13
## OverallQual:GrLivArea:TotalBsmtSF 3.634e+10
## OverallQual:GarageCars:TotalBsmtSF 1.365e+05
## GrLivArea:GarageCars:TotalBsmtSF 3.964e+02
## OverallQual:GrLivArea:X1stFlrSF 1.580e+02
## OverallQual:GarageCars:X1stFlrSF 1.540e+13
## GrLivArea:GarageCars:X1stFlrSF 5.097e+10
## OverallQual:TotalBsmtSF:X1stFlrSF 8.301e+09
## GrLivArea:TotalBsmtSF:X1stFlrSF 5.035e-01
## GarageCars:TotalBsmtSF:X1stFlrSF 4.635e+02
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale 8.424e+13
## OverallQual:GrLivArea:NeighborhoodBrkSide 6.054e+13
## OverallQual:GrLivArea:NeighborhoodClearCr 7.091e+13
## OverallQual:GrLivArea:NeighborhoodCollgCr 6.054e+13
## OverallQual:GrLivArea:NeighborhoodCrawfor 6.054e+13
## OverallQual:GrLivArea:NeighborhoodEdwards 6.054e+13
## OverallQual:GrLivArea:NeighborhoodGilbert 5.844e+13
## OverallQual:GrLivArea:NeighborhoodIDOTRR 6.054e+13
## OverallQual:GrLivArea:NeighborhoodMeadowV 2.459e+14
## OverallQual:GrLivArea:NeighborhoodMitchel 5.844e+13
## OverallQual:GrLivArea:NeighborhoodNAmes 6.054e+13
## OverallQual:GrLivArea:NeighborhoodNoRidge 6.054e+13
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 6.054e+13
## OverallQual:GrLivArea:NeighborhoodNWAmes 5.844e+13
## OverallQual:GrLivArea:NeighborhoodOldTown 6.054e+13
## OverallQual:GrLivArea:NeighborhoodSawyer 6.054e+13
## OverallQual:GrLivArea:NeighborhoodSawyerW 6.054e+13
## OverallQual:GrLivArea:NeighborhoodSomerst 6.054e+13
## OverallQual:GrLivArea:NeighborhoodStoneBr 6.828e+13
## OverallQual:GrLivArea:NeighborhoodSWISU 2.263e+14
## OverallQual:GrLivArea:NeighborhoodTimber 5.844e+13
## OverallQual:GrLivArea:NeighborhoodVeenker 4.088e+13
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 1.817e+16
## OverallQual:GarageCars:NeighborhoodBrkSide 2.608e+16
## OverallQual:GarageCars:NeighborhoodClearCr 5.142e+16
## OverallQual:GarageCars:NeighborhoodCollgCr 2.608e+16
## OverallQual:GarageCars:NeighborhoodCrawfor 2.608e+16
## OverallQual:GarageCars:NeighborhoodEdwards 2.608e+16
## OverallQual:GarageCars:NeighborhoodGilbert 1.445e+16
## OverallQual:GarageCars:NeighborhoodIDOTRR 2.608e+16
## OverallQual:GarageCars:NeighborhoodMeadowV 9.972e+16
## OverallQual:GarageCars:NeighborhoodMitchel 2.608e+16
## OverallQual:GarageCars:NeighborhoodNAmes 2.608e+16
## OverallQual:GarageCars:NeighborhoodNoRidge 2.608e+16
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt 2.608e+16
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown 2.608e+16
## OverallQual:GarageCars:NeighborhoodSawyer 2.608e+16
## OverallQual:GarageCars:NeighborhoodSawyerW 2.608e+16
## OverallQual:GarageCars:NeighborhoodSomerst 2.608e+16
## OverallQual:GarageCars:NeighborhoodStoneBr 2.992e+16
## OverallQual:GarageCars:NeighborhoodSWISU 6.637e+16
## OverallQual:GarageCars:NeighborhoodTimber 2.608e+16
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide 1.232e+14
## GrLivArea:GarageCars:NeighborhoodClearCr 1.950e+14
## GrLivArea:GarageCars:NeighborhoodCollgCr 1.232e+14
## GrLivArea:GarageCars:NeighborhoodCrawfor 1.232e+14
## GrLivArea:GarageCars:NeighborhoodEdwards 1.232e+14
## GrLivArea:GarageCars:NeighborhoodGilbert 1.540e+13
## GrLivArea:GarageCars:NeighborhoodIDOTRR 1.232e+14
## GrLivArea:GarageCars:NeighborhoodMeadowV 1.187e+14
## GrLivArea:GarageCars:NeighborhoodMitchel 3.081e+13
## GrLivArea:GarageCars:NeighborhoodNAmes 1.232e+14
## GrLivArea:GarageCars:NeighborhoodNoRidge 1.232e+14
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 1.232e+14
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown 1.232e+14
## GrLivArea:GarageCars:NeighborhoodSawyer 1.232e+14
## GrLivArea:GarageCars:NeighborhoodSawyerW 1.232e+14
## GrLivArea:GarageCars:NeighborhoodSomerst 1.232e+14
## GrLivArea:GarageCars:NeighborhoodStoneBr 1.047e+14
## GrLivArea:GarageCars:NeighborhoodSWISU 5.787e+14
## GrLivArea:GarageCars:NeighborhoodTimber 7.865e+04
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodClearCr 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodEdwards 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodGilbert 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV 4.846e+14
## OverallQual:TotalBsmtSF:NeighborhoodMitchel 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodNAmes 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt 7.152e+13
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodOldTown 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodSawyer 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodSomerst 5.996e+13
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr 2.743e+14
## OverallQual:TotalBsmtSF:NeighborhoodSWISU 4.816e+14
## OverallQual:TotalBsmtSF:NeighborhoodTimber 3.175e+13
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV 1.107e+12
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 6.495e+10
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 3.255e+11
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst 3.019e+11
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 3.540e+11
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU 6.235e+11
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 2.481e+11
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker 2.112e+11
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide 1.021e+06
## GarageCars:TotalBsmtSF:NeighborhoodClearCr 2.838e+12
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr 1.022e+06
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor 1.021e+06
## GarageCars:TotalBsmtSF:NeighborhoodEdwards 1.021e+06
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 1.527e+15
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 9.541e+05
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV 1.651e+14
## GarageCars:TotalBsmtSF:NeighborhoodMitchel 1.228e+07
## GarageCars:TotalBsmtSF:NeighborhoodNAmes 1.021e+06
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge 6.187e+05
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt 2.010e+14
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown 1.021e+06
## GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.023e+06
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW 3.383e+06
## GarageCars:TotalBsmtSF:NeighborhoodSomerst 1.169e+14
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 2.536e+14
## GarageCars:TotalBsmtSF:NeighborhoodSWISU 1.482e+15
## GarageCars:TotalBsmtSF:NeighborhoodTimber 1.126e+05
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:X1stFlrSF:NeighborhoodBrkSide 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodClearCr 7.480e+13
## OverallQual:X1stFlrSF:NeighborhoodCollgCr 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodCrawfor 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodEdwards 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodGilbert 7.480e+13
## OverallQual:X1stFlrSF:NeighborhoodIDOTRR 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:X1stFlrSF:NeighborhoodMitchel 7.480e+13
## OverallQual:X1stFlrSF:NeighborhoodNAmes 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodNoRidge 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:X1stFlrSF:NeighborhoodNridgHt 8.296e+13
## OverallQual:X1stFlrSF:NeighborhoodNWAmes 7.480e+13
## OverallQual:X1stFlrSF:NeighborhoodOldTown 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodSawyer 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodSawyerW 6.665e+13
## OverallQual:X1stFlrSF:NeighborhoodSomerst 8.130e+13
## OverallQual:X1stFlrSF:NeighborhoodStoneBr 3.237e+14
## OverallQual:X1stFlrSF:NeighborhoodSWISU 1.487e+14
## OverallQual:X1stFlrSF:NeighborhoodTimber 7.480e+13
## OverallQual:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:X1stFlrSF:NeighborhoodBrkSide 1.178e+03
## GrLivArea:X1stFlrSF:NeighborhoodClearCr 1.019e+11
## GrLivArea:X1stFlrSF:NeighborhoodCollgCr 1.178e+03
## GrLivArea:X1stFlrSF:NeighborhoodCrawfor 1.178e+03
## GrLivArea:X1stFlrSF:NeighborhoodEdwards 1.178e+03
## GrLivArea:X1stFlrSF:NeighborhoodGilbert 1.019e+11
## GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 1.093e+03
## GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:X1stFlrSF:NeighborhoodMitchel 1.279e+04
## GrLivArea:X1stFlrSF:NeighborhoodNAmes 1.178e+03
## GrLivArea:X1stFlrSF:NeighborhoodNoRidge 5.882e+02
## GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:X1stFlrSF:NeighborhoodNridgHt 1.529e+11
## GrLivArea:X1stFlrSF:NeighborhoodNWAmes 1.019e+11
## GrLivArea:X1stFlrSF:NeighborhoodOldTown 1.178e+03
## GrLivArea:X1stFlrSF:NeighborhoodSawyer 1.195e+03
## GrLivArea:X1stFlrSF:NeighborhoodSawyerW 8.010e+03
## GrLivArea:X1stFlrSF:NeighborhoodSomerst 1.165e+11
## GrLivArea:X1stFlrSF:NeighborhoodStoneBr 1.456e+10
## GrLivArea:X1stFlrSF:NeighborhoodSWISU 1.083e+12
## GrLivArea:X1stFlrSF:NeighborhoodTimber 1.446e+02
## GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:X1stFlrSF:NeighborhoodBrkSide 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodClearCr 3.943e+13
## GarageCars:X1stFlrSF:NeighborhoodCollgCr 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodCrawfor 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodEdwards 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodGilbert 1.538e+15
## GarageCars:X1stFlrSF:NeighborhoodIDOTRR 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:X1stFlrSF:NeighborhoodMitchel 3.081e+13
## GarageCars:X1stFlrSF:NeighborhoodNAmes 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodNoRidge 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:X1stFlrSF:NeighborhoodNridgHt 2.126e+14
## GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:X1stFlrSF:NeighborhoodOldTown 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodSawyer 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodSawyerW 1.232e+14
## GarageCars:X1stFlrSF:NeighborhoodSomerst 1.173e+14
## GarageCars:X1stFlrSF:NeighborhoodStoneBr 2.807e+14
## GarageCars:X1stFlrSF:NeighborhoodSWISU 1.233e+15
## GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 9.271e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 1.947e+01
## TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 9.271e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 9.273e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 9.271e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 8.973e+00
## TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 8.417e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 4.799e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 9.271e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 4.023e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill 4.981e+10
## TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 4.637e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 8.138e+00
## TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 9.271e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 3.491e+02
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 3.293e+01
## TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 3.391e+01
## TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr 7.936e+10
## TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 1.451e+12
## TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 5.265e+01
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 7.281e+09
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 6.267e-02
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 5.791e+01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 2.508e-01
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr 2.692e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 1.877e+06
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst 1.540e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr 1.400e+13
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 2.272e+14
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 8.473e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 4.365e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 4.148e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU 2.044e+11
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber 3.634e+10
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker 3.653e+11
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 1.365e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 1.366e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 1.365e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 1.365e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 1.217e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 2.463e+06
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 1.365e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 8.764e+04
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 1.540e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 1.365e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.369e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 4.401e+05
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 1.461e+13
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU 5.095e+14
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 3.964e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 3.970e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 3.965e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 3.964e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 3.305e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 8.918e+03
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 3.964e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 3.052e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 5.097e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 3.964e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 6.316e+02
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 3.715e+03
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 5.825e+10
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 7.079e+11
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 6.615e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrkSide 1.580e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodClearCr 1.456e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCollgCr 1.581e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCrawfor 1.580e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodEdwards 1.580e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodGilbert 1.456e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 1.385e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMitchel 2.573e+03
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNAmes 1.580e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNoRidge 8.375e+01
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNridgHt 6.672e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNWAmes 1.456e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodOldTown 1.580e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyer 1.630e+02
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyerW 1.117e+03
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSomerst 1.456e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSWISU 4.968e+10
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrkSide 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCollgCr 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCrawfor 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodEdwards 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNAmes 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNoRidge 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodOldTown 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyer 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyerW 1.540e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSomerst 1.467e+13
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst 7.281e+09
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU 8.146e+11
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 5.097e+10
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 2.480e+11
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber 8.301e+09
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 4.400e+11
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 5.035e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 4.423e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 5.035e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 5.036e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 5.035e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 4.302e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 3.748e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 1.189e+00
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 5.035e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 2.548e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 5.918e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 4.296e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 5.035e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 5.111e-01
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 4.299e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 4.615e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr 4.257e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 6.033e+08
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber 4.255e-02
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 3.972e+09
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 4.635e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 4.635e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 4.637e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 4.635e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 3.800e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 2.398e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 4.636e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 2.735e+01
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 4.635e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 1.745e+02
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 1.580e+01
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 1.674e+01
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 3.133e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 5.265e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 5.272e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 5.268e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 5.265e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 4.454e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 1.751e+03
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 5.265e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 4.320e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 2.224e+10
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 5.265e+01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.003e+02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 5.128e+02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 7.281e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 2.320e+11
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker 1.819e+11
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt 1.929e+10
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 7.281e+09
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 6.268e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 1.943e-03
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 6.267e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 6.272e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 6.267e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 9.222e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 3.150e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 2.250e-01
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 6.268e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 3.135e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 7.157e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 8.487e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 6.268e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 6.509e-02
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 8.854e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 8.975e-04
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 5.791e+01
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 5.791e+01
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 5.795e+01
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 5.791e+01
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 3.824e+01
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 5.791e+01
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 2.802e+00
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 5.791e+01
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 2.630e+11
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 2.191e+11
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 2.508e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 2.508e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 2.509e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 2.508e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 1.268e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 5.943e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 2.508e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 8.440e-03
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 2.714e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 2.508e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 2.547e-01
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 8.738e-03
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 1.985e+09
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 3.134e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 3.133e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 3.136e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 3.133e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 1.125e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 3.134e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 3.338e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 3.134e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 3.257e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 1.005e+08
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## t value
## (Intercept) -1.319
## OverallQual 1.319
## GrLivArea 0.723
## GarageCars 1.421
## TotalBsmtSF -1.462
## X1stFlrSF 0.386
## NeighborhoodBlueste -0.840
## NeighborhoodBrDale 0.097
## NeighborhoodBrkSide 1.319
## NeighborhoodClearCr 1.516
## NeighborhoodCollgCr 1.319
## NeighborhoodCrawfor 1.319
## NeighborhoodEdwards 1.319
## NeighborhoodGilbert -0.093
## NeighborhoodIDOTRR 1.319
## NeighborhoodMeadowV -1.216
## NeighborhoodMitchel 1.319
## NeighborhoodNAmes 1.319
## NeighborhoodNoRidge 1.319
## NeighborhoodNPkVill -1.118
## NeighborhoodNridgHt 1.319
## NeighborhoodNWAmes -1.199
## NeighborhoodOldTown 1.319
## NeighborhoodSawyer 1.319
## NeighborhoodSawyerW 1.319
## NeighborhoodSomerst 1.319
## NeighborhoodStoneBr 1.449
## NeighborhoodSWISU 0.085
## NeighborhoodTimber 1.319
## NeighborhoodVeenker -1.098
## OverallQual:GrLivArea -0.336
## OverallQual:GarageCars -1.421
## GrLivArea:GarageCars -1.265
## OverallQual:TotalBsmtSF 1.462
## GrLivArea:TotalBsmtSF -0.050
## GarageCars:TotalBsmtSF 2.528
## OverallQual:X1stFlrSF -0.619
## GrLivArea:X1stFlrSF 4.055
## GarageCars:X1stFlrSF 1.265
## TotalBsmtSF:X1stFlrSF 3.748
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale -0.068
## OverallQual:NeighborhoodBrkSide -1.319
## OverallQual:NeighborhoodClearCr -1.536
## OverallQual:NeighborhoodCollgCr -1.319
## OverallQual:NeighborhoodCrawfor -1.319
## OverallQual:NeighborhoodEdwards -1.319
## OverallQual:NeighborhoodGilbert 0.093
## OverallQual:NeighborhoodIDOTRR -1.319
## OverallQual:NeighborhoodMeadowV 1.288
## OverallQual:NeighborhoodMitchel -1.319
## OverallQual:NeighborhoodNAmes -1.319
## OverallQual:NeighborhoodNoRidge -1.319
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt -1.319
## OverallQual:NeighborhoodNWAmes 1.118
## OverallQual:NeighborhoodOldTown -1.319
## OverallQual:NeighborhoodSawyer -1.319
## OverallQual:NeighborhoodSawyerW -1.319
## OverallQual:NeighborhoodSomerst -1.319
## OverallQual:NeighborhoodStoneBr -1.479
## OverallQual:NeighborhoodSWISU -1.273
## OverallQual:NeighborhoodTimber -1.319
## OverallQual:NeighborhoodVeenker 1.206
## GrLivArea:NeighborhoodBlueste -0.587
## GrLivArea:NeighborhoodBrDale -0.025
## GrLivArea:NeighborhoodBrkSide -0.723
## GrLivArea:NeighborhoodClearCr -1.158
## GrLivArea:NeighborhoodCollgCr -0.723
## GrLivArea:NeighborhoodCrawfor -0.723
## GrLivArea:NeighborhoodEdwards -0.723
## GrLivArea:NeighborhoodGilbert -0.052
## GrLivArea:NeighborhoodIDOTRR -0.723
## GrLivArea:NeighborhoodMeadowV 0.917
## GrLivArea:NeighborhoodMitchel -0.166
## GrLivArea:NeighborhoodNAmes -0.723
## GrLivArea:NeighborhoodNoRidge -0.723
## GrLivArea:NeighborhoodNPkVill -1.000
## GrLivArea:NeighborhoodNridgHt -0.723
## GrLivArea:NeighborhoodNWAmes 0.063
## GrLivArea:NeighborhoodOldTown -0.723
## GrLivArea:NeighborhoodSawyer -0.723
## GrLivArea:NeighborhoodSawyerW -0.723
## GrLivArea:NeighborhoodSomerst -0.723
## GrLivArea:NeighborhoodStoneBr -0.808
## GrLivArea:NeighborhoodSWISU -1.289
## GrLivArea:NeighborhoodTimber 0.063
## GrLivArea:NeighborhoodVeenker -0.002
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale -0.566
## GarageCars:NeighborhoodBrkSide -1.421
## GarageCars:NeighborhoodClearCr -1.528
## GarageCars:NeighborhoodCollgCr -1.421
## GarageCars:NeighborhoodCrawfor -1.421
## GarageCars:NeighborhoodEdwards -1.421
## GarageCars:NeighborhoodGilbert -0.440
## GarageCars:NeighborhoodIDOTRR -1.421
## GarageCars:NeighborhoodMeadowV -1.473
## GarageCars:NeighborhoodMitchel -1.421
## GarageCars:NeighborhoodNAmes -1.421
## GarageCars:NeighborhoodNoRidge -1.421
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt -1.421
## GarageCars:NeighborhoodNWAmes 1.265
## GarageCars:NeighborhoodOldTown -1.421
## GarageCars:NeighborhoodSawyer -1.421
## GarageCars:NeighborhoodSawyerW -1.421
## GarageCars:NeighborhoodSomerst -1.421
## GarageCars:NeighborhoodStoneBr -0.852
## GarageCars:NeighborhoodSWISU -0.291
## GarageCars:NeighborhoodTimber -1.421
## GarageCars:NeighborhoodVeenker 1.082
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 1.146
## TotalBsmtSF:NeighborhoodBrkSide 1.462
## TotalBsmtSF:NeighborhoodClearCr 1.463
## TotalBsmtSF:NeighborhoodCollgCr 1.462
## TotalBsmtSF:NeighborhoodCrawfor 1.462
## TotalBsmtSF:NeighborhoodEdwards 1.462
## TotalBsmtSF:NeighborhoodGilbert -0.153
## TotalBsmtSF:NeighborhoodIDOTRR 1.462
## TotalBsmtSF:NeighborhoodMeadowV 1.332
## TotalBsmtSF:NeighborhoodMitchel 1.462
## TotalBsmtSF:NeighborhoodNAmes 1.462
## TotalBsmtSF:NeighborhoodNoRidge 1.462
## TotalBsmtSF:NeighborhoodNPkVill 1.399
## TotalBsmtSF:NeighborhoodNridgHt 1.342
## TotalBsmtSF:NeighborhoodNWAmes 1.462
## TotalBsmtSF:NeighborhoodOldTown 1.462
## TotalBsmtSF:NeighborhoodSawyer 1.462
## TotalBsmtSF:NeighborhoodSawyerW 1.462
## TotalBsmtSF:NeighborhoodSomerst 1.446
## TotalBsmtSF:NeighborhoodStoneBr 0.013
## TotalBsmtSF:NeighborhoodSWISU 1.677
## TotalBsmtSF:NeighborhoodTimber 1.462
## TotalBsmtSF:NeighborhoodVeenker 1.241
## X1stFlrSF:NeighborhoodBlueste NA
## X1stFlrSF:NeighborhoodBrDale NA
## X1stFlrSF:NeighborhoodBrkSide -0.386
## X1stFlrSF:NeighborhoodClearCr -1.020
## X1stFlrSF:NeighborhoodCollgCr -0.386
## X1stFlrSF:NeighborhoodCrawfor -0.386
## X1stFlrSF:NeighborhoodEdwards -0.386
## X1stFlrSF:NeighborhoodGilbert 0.124
## X1stFlrSF:NeighborhoodIDOTRR -0.386
## X1stFlrSF:NeighborhoodMeadowV 1.197
## X1stFlrSF:NeighborhoodMitchel -0.981
## X1stFlrSF:NeighborhoodNAmes -0.386
## X1stFlrSF:NeighborhoodNoRidge -0.386
## X1stFlrSF:NeighborhoodNPkVill 0.938
## X1stFlrSF:NeighborhoodNridgHt -1.380
## X1stFlrSF:NeighborhoodNWAmes -1.114
## X1stFlrSF:NeighborhoodOldTown -0.386
## X1stFlrSF:NeighborhoodSawyer -0.386
## X1stFlrSF:NeighborhoodSawyerW -0.386
## X1stFlrSF:NeighborhoodSomerst -0.961
## X1stFlrSF:NeighborhoodStoneBr -0.209
## X1stFlrSF:NeighborhoodSWISU 0.287
## X1stFlrSF:NeighborhoodTimber -1.114
## X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars 1.265
## OverallQual:GrLivArea:TotalBsmtSF 0.012
## OverallQual:GarageCars:TotalBsmtSF -2.367
## GrLivArea:GarageCars:TotalBsmtSF -1.310
## OverallQual:GrLivArea:X1stFlrSF -4.140
## OverallQual:GarageCars:X1stFlrSF -1.265
## GrLivArea:GarageCars:X1stFlrSF -1.384
## OverallQual:TotalBsmtSF:X1stFlrSF 0.163
## GrLivArea:TotalBsmtSF:X1stFlrSF -3.674
## GarageCars:TotalBsmtSF:X1stFlrSF -3.741
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale -0.214
## OverallQual:GrLivArea:NeighborhoodBrkSide 0.336
## OverallQual:GrLivArea:NeighborhoodClearCr 0.893
## OverallQual:GrLivArea:NeighborhoodCollgCr 0.336
## OverallQual:GrLivArea:NeighborhoodCrawfor 0.336
## OverallQual:GrLivArea:NeighborhoodEdwards 0.336
## OverallQual:GrLivArea:NeighborhoodGilbert -0.319
## OverallQual:GrLivArea:NeighborhoodIDOTRR 0.336
## OverallQual:GrLivArea:NeighborhoodMeadowV -1.386
## OverallQual:GrLivArea:NeighborhoodMitchel -0.319
## OverallQual:GrLivArea:NeighborhoodNAmes 0.336
## OverallQual:GrLivArea:NeighborhoodNoRidge 0.336
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 0.336
## OverallQual:GrLivArea:NeighborhoodNWAmes -0.319
## OverallQual:GrLivArea:NeighborhoodOldTown 0.336
## OverallQual:GrLivArea:NeighborhoodSawyer 0.336
## OverallQual:GrLivArea:NeighborhoodSawyerW 0.336
## OverallQual:GrLivArea:NeighborhoodSomerst 0.336
## OverallQual:GrLivArea:NeighborhoodStoneBr 0.420
## OverallQual:GrLivArea:NeighborhoodSWISU 1.663
## OverallQual:GrLivArea:NeighborhoodTimber -0.319
## OverallQual:GrLivArea:NeighborhoodVeenker -0.135
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 0.593
## OverallQual:GarageCars:NeighborhoodBrkSide 1.421
## OverallQual:GarageCars:NeighborhoodClearCr 1.541
## OverallQual:GarageCars:NeighborhoodCollgCr 1.421
## OverallQual:GarageCars:NeighborhoodCrawfor 1.421
## OverallQual:GarageCars:NeighborhoodEdwards 1.421
## OverallQual:GarageCars:NeighborhoodGilbert 0.440
## OverallQual:GarageCars:NeighborhoodIDOTRR 1.421
## OverallQual:GarageCars:NeighborhoodMeadowV 1.413
## OverallQual:GarageCars:NeighborhoodMitchel 1.421
## OverallQual:GarageCars:NeighborhoodNAmes 1.421
## OverallQual:GarageCars:NeighborhoodNoRidge 1.421
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt 1.421
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown 1.421
## OverallQual:GarageCars:NeighborhoodSawyer 1.421
## OverallQual:GarageCars:NeighborhoodSawyerW 1.421
## OverallQual:GarageCars:NeighborhoodSomerst 1.421
## OverallQual:GarageCars:NeighborhoodStoneBr 1.175
## OverallQual:GarageCars:NeighborhoodSWISU 1.860
## OverallQual:GarageCars:NeighborhoodTimber 1.421
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide 1.265
## GrLivArea:GarageCars:NeighborhoodClearCr 1.518
## GrLivArea:GarageCars:NeighborhoodCollgCr 1.265
## GrLivArea:GarageCars:NeighborhoodCrawfor 1.265
## GrLivArea:GarageCars:NeighborhoodEdwards 1.265
## GrLivArea:GarageCars:NeighborhoodGilbert 1.265
## GrLivArea:GarageCars:NeighborhoodIDOTRR 1.265
## GrLivArea:GarageCars:NeighborhoodMeadowV 1.503
## GrLivArea:GarageCars:NeighborhoodMitchel 1.265
## GrLivArea:GarageCars:NeighborhoodNAmes 1.265
## GrLivArea:GarageCars:NeighborhoodNoRidge 1.265
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 1.265
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown 1.265
## GrLivArea:GarageCars:NeighborhoodSawyer 1.265
## GrLivArea:GarageCars:NeighborhoodSawyerW 1.265
## GrLivArea:GarageCars:NeighborhoodSomerst 1.265
## GrLivArea:GarageCars:NeighborhoodStoneBr 1.212
## GrLivArea:GarageCars:NeighborhoodSWISU 1.336
## GrLivArea:GarageCars:NeighborhoodTimber 2.115
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide -1.462
## OverallQual:TotalBsmtSF:NeighborhoodClearCr -1.462
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr -1.462
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor -1.462
## OverallQual:TotalBsmtSF:NeighborhoodEdwards -1.462
## OverallQual:TotalBsmtSF:NeighborhoodGilbert -1.462
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR -1.462
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV -1.302
## OverallQual:TotalBsmtSF:NeighborhoodMitchel -1.462
## OverallQual:TotalBsmtSF:NeighborhoodNAmes -1.462
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge -1.462
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt -1.467
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes -1.462
## OverallQual:TotalBsmtSF:NeighborhoodOldTown -1.462
## OverallQual:TotalBsmtSF:NeighborhoodSawyer -1.462
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW -1.462
## OverallQual:TotalBsmtSF:NeighborhoodSomerst -1.449
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr -0.099
## OverallQual:TotalBsmtSF:NeighborhoodSWISU -1.296
## OverallQual:TotalBsmtSF:NeighborhoodTimber -1.462
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV 1.313
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 0.463
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt -0.612
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst -0.493
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 0.964
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU 1.291
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 0.050
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker 0.264
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide -2.534
## GarageCars:TotalBsmtSF:NeighborhoodClearCr -1.384
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr -2.499
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor -2.542
## GarageCars:TotalBsmtSF:NeighborhoodEdwards -2.529
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 0.260
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR -2.392
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV -1.404
## GarageCars:TotalBsmtSF:NeighborhoodMitchel -0.639
## GarageCars:TotalBsmtSF:NeighborhoodNAmes -2.531
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge -0.829
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt -0.883
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown -2.529
## GarageCars:TotalBsmtSF:NeighborhoodSawyer -2.521
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.583
## GarageCars:TotalBsmtSF:NeighborhoodSomerst -1.384
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 0.290
## GarageCars:TotalBsmtSF:NeighborhoodSWISU -1.143
## GarageCars:TotalBsmtSF:NeighborhoodTimber -0.006
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:X1stFlrSF:NeighborhoodBrkSide 0.619
## OverallQual:X1stFlrSF:NeighborhoodClearCr 1.073
## OverallQual:X1stFlrSF:NeighborhoodCollgCr 0.619
## OverallQual:X1stFlrSF:NeighborhoodCrawfor 0.619
## OverallQual:X1stFlrSF:NeighborhoodEdwards 0.619
## OverallQual:X1stFlrSF:NeighborhoodGilbert 1.073
## OverallQual:X1stFlrSF:NeighborhoodIDOTRR 0.619
## OverallQual:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:X1stFlrSF:NeighborhoodMitchel 1.073
## OverallQual:X1stFlrSF:NeighborhoodNAmes 0.619
## OverallQual:X1stFlrSF:NeighborhoodNoRidge 0.619
## OverallQual:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:X1stFlrSF:NeighborhoodNridgHt 1.202
## OverallQual:X1stFlrSF:NeighborhoodNWAmes 1.073
## OverallQual:X1stFlrSF:NeighborhoodOldTown 0.619
## OverallQual:X1stFlrSF:NeighborhoodSawyer 0.619
## OverallQual:X1stFlrSF:NeighborhoodSawyerW 0.619
## OverallQual:X1stFlrSF:NeighborhoodSomerst 1.004
## OverallQual:X1stFlrSF:NeighborhoodStoneBr 0.319
## OverallQual:X1stFlrSF:NeighborhoodSWISU -0.416
## OverallQual:X1stFlrSF:NeighborhoodTimber 1.073
## OverallQual:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:X1stFlrSF:NeighborhoodBrkSide -4.051
## GrLivArea:X1stFlrSF:NeighborhoodClearCr 1.384
## GrLivArea:X1stFlrSF:NeighborhoodCollgCr -4.091
## GrLivArea:X1stFlrSF:NeighborhoodCrawfor -4.062
## GrLivArea:X1stFlrSF:NeighborhoodEdwards -4.054
## GrLivArea:X1stFlrSF:NeighborhoodGilbert 1.384
## GrLivArea:X1stFlrSF:NeighborhoodIDOTRR -3.974
## GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:X1stFlrSF:NeighborhoodMitchel 0.059
## GrLivArea:X1stFlrSF:NeighborhoodNAmes -4.058
## GrLivArea:X1stFlrSF:NeighborhoodNoRidge -2.337
## GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:X1stFlrSF:NeighborhoodNridgHt 1.384
## GrLivArea:X1stFlrSF:NeighborhoodNWAmes 1.384
## GrLivArea:X1stFlrSF:NeighborhoodOldTown -4.056
## GrLivArea:X1stFlrSF:NeighborhoodSawyer -4.059
## GrLivArea:X1stFlrSF:NeighborhoodSawyerW -1.535
## GrLivArea:X1stFlrSF:NeighborhoodSomerst 1.384
## GrLivArea:X1stFlrSF:NeighborhoodStoneBr -1.384
## GrLivArea:X1stFlrSF:NeighborhoodSWISU -1.198
## GrLivArea:X1stFlrSF:NeighborhoodTimber 2.914
## GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:X1stFlrSF:NeighborhoodBrkSide -1.265
## GarageCars:X1stFlrSF:NeighborhoodClearCr -0.560
## GarageCars:X1stFlrSF:NeighborhoodCollgCr -1.265
## GarageCars:X1stFlrSF:NeighborhoodCrawfor -1.265
## GarageCars:X1stFlrSF:NeighborhoodEdwards -1.265
## GarageCars:X1stFlrSF:NeighborhoodGilbert -0.271
## GarageCars:X1stFlrSF:NeighborhoodIDOTRR -1.265
## GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:X1stFlrSF:NeighborhoodMitchel -1.265
## GarageCars:X1stFlrSF:NeighborhoodNAmes -1.265
## GarageCars:X1stFlrSF:NeighborhoodNoRidge -1.265
## GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:X1stFlrSF:NeighborhoodNridgHt 0.101
## GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:X1stFlrSF:NeighborhoodOldTown -1.265
## GarageCars:X1stFlrSF:NeighborhoodSawyer -1.265
## GarageCars:X1stFlrSF:NeighborhoodSawyerW -1.265
## GarageCars:X1stFlrSF:NeighborhoodSomerst 0.049
## GarageCars:X1stFlrSF:NeighborhoodStoneBr -0.398
## GarageCars:X1stFlrSF:NeighborhoodSWISU -0.114
## GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -3.750
## TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -2.414
## TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -3.754
## TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -3.756
## TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -3.747
## TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -0.887
## TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -3.704
## TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -1.414
## TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -3.754
## TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 3.874
## TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill -0.163
## TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 3.711
## TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -1.047
## TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -3.750
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -3.721
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.932
## TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.900
## TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr -0.150
## TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU -0.836
## TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 0.931
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 1.384
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 3.801
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 3.770
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 3.761
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr -1.522
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel -0.080
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst -1.265
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr -1.177
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU -1.659
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 0.216
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 0.452
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr -0.998
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU -1.242
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber -0.012
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker -1.979
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 2.376
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 2.343
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 2.381
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 2.367
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 2.063
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.561
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 2.372
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.746
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 1.265
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 2.368
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 2.355
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -0.757
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 1.384
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.909
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 1.311
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 1.255
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 1.338
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 1.314
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.174
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.632
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 1.316
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge -2.107
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 1.384
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 1.311
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 2.564
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -0.764
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 1.384
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU -1.397
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 1.944
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrkSide 4.134
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodClearCr -1.384
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCollgCr 4.171
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCrawfor 4.145
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodEdwards 4.139
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodGilbert -1.384
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 4.016
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMitchel -0.179
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNAmes 4.146
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNoRidge 2.719
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNridgHt -0.281
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNWAmes -1.384
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodOldTown 4.141
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyer 4.102
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyerW 1.624
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSomerst -1.384
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSWISU 0.623
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrkSide 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCollgCr 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCrawfor 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodEdwards 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNAmes 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNoRidge 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodOldTown 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyer 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyerW 1.265
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSomerst -0.049
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst -1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU 1.377
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 1.384
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 1.509
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber -0.163
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 0.540
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 3.666
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -0.303
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 3.681
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 3.692
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 3.674
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -0.830
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 3.584
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 1.932
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 3.683
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -3.928
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 2.513
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -0.846
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 3.677
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 3.677
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -0.880
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -1.181
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr -1.032
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 0.836
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber -0.989
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 1.195
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 3.759
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 3.747
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 3.759
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 3.740
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 3.614
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 1.405
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 3.748
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 2.098
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 3.742
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 3.681
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -1.124
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -1.027
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF -3.789
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide -0.931
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr -0.883
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor -0.960
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards -0.934
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 1.436
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel -0.580
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes -0.940
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 2.220
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt -0.281
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown -0.931
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer -2.683
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.840
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst -1.384
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 1.233
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker 1.944
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt -0.198
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber -1.384
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -3.787
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr -2.419
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -3.809
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -3.815
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -3.801
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert -0.911
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -3.783
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -1.458
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -3.816
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 3.768
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -2.777
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes -1.041
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -3.804
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -3.751
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW -0.712
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst -0.392
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -3.802
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -3.775
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -3.786
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -3.767
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -3.607
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -3.781
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge -3.084
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -3.770
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU -0.659
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker -0.544
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide -3.767
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr -3.768
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor -3.791
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards -3.763
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR -3.436
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel -1.964
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes -3.770
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.752
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt -3.026
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown -3.763
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer -3.747
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.834
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker -1.191
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 3.801
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 3.796
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 3.820
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 3.790
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 1.454
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 3.805
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 3.158
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 3.791
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 3.715
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU -0.836
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## Pr(>|t|)
## (Intercept) 0.187601
## OverallQual 0.187601
## GrLivArea 0.469951
## GarageCars 0.155557
## TotalBsmtSF 0.144072
## X1stFlrSF 0.699858
## NeighborhoodBlueste 0.401108
## NeighborhoodBrDale 0.922914
## NeighborhoodBrkSide 0.187605
## NeighborhoodClearCr 0.129785
## NeighborhoodCollgCr 0.187604
## NeighborhoodCrawfor 0.187597
## NeighborhoodEdwards 0.187603
## NeighborhoodGilbert 0.926163
## NeighborhoodIDOTRR 0.187600
## NeighborhoodMeadowV 0.224335
## NeighborhoodMitchel 0.187595
## NeighborhoodNAmes 0.187599
## NeighborhoodNoRidge 0.187603
## NeighborhoodNPkVill 0.264047
## NeighborhoodNridgHt 0.187601
## NeighborhoodNWAmes 0.230701
## NeighborhoodOldTown 0.187589
## NeighborhoodSawyer 0.187595
## NeighborhoodSawyerW 0.187601
## NeighborhoodSomerst 0.187597
## NeighborhoodStoneBr 0.147806
## NeighborhoodSWISU 0.931984
## NeighborhoodTimber 0.187602
## NeighborhoodVeenker 0.272327
## OverallQual:GrLivArea 0.736652
## OverallQual:GarageCars 0.155562
## GrLivArea:GarageCars 0.206041
## OverallQual:TotalBsmtSF 0.144072
## GrLivArea:TotalBsmtSF 0.959918
## GarageCars:TotalBsmtSF 0.011635
## OverallQual:X1stFlrSF 0.536316
## GrLivArea:X1stFlrSF 5.48e-05
## GarageCars:X1stFlrSF 0.206041
## TotalBsmtSF:X1stFlrSF 0.000190
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale 0.945883
## OverallQual:NeighborhoodBrkSide 0.187600
## OverallQual:NeighborhoodClearCr 0.124935
## OverallQual:NeighborhoodCollgCr 0.187603
## OverallQual:NeighborhoodCrawfor 0.187603
## OverallQual:NeighborhoodEdwards 0.187602
## OverallQual:NeighborhoodGilbert 0.926163
## OverallQual:NeighborhoodIDOTRR 0.187603
## OverallQual:NeighborhoodMeadowV 0.198095
## OverallQual:NeighborhoodMitchel 0.187600
## OverallQual:NeighborhoodNAmes 0.187605
## OverallQual:NeighborhoodNoRidge 0.187600
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt 0.187596
## OverallQual:NeighborhoodNWAmes 0.264041
## OverallQual:NeighborhoodOldTown 0.187600
## OverallQual:NeighborhoodSawyer 0.187598
## OverallQual:NeighborhoodSawyerW 0.187604
## OverallQual:NeighborhoodSomerst 0.187601
## OverallQual:NeighborhoodStoneBr 0.139573
## OverallQual:NeighborhoodSWISU 0.203233
## OverallQual:NeighborhoodTimber 0.187607
## OverallQual:NeighborhoodVeenker 0.228042
## GrLivArea:NeighborhoodBlueste 0.557642
## GrLivArea:NeighborhoodBrDale 0.980201
## GrLivArea:NeighborhoodBrkSide 0.469949
## GrLivArea:NeighborhoodClearCr 0.247280
## GrLivArea:NeighborhoodCollgCr 0.469952
## GrLivArea:NeighborhoodCrawfor 0.469954
## GrLivArea:NeighborhoodEdwards 0.469951
## GrLivArea:NeighborhoodGilbert 0.958680
## GrLivArea:NeighborhoodIDOTRR 0.469952
## GrLivArea:NeighborhoodMeadowV 0.359372
## GrLivArea:NeighborhoodMitchel 0.867811
## GrLivArea:NeighborhoodNAmes 0.469952
## GrLivArea:NeighborhoodNoRidge 0.469949
## GrLivArea:NeighborhoodNPkVill 0.317700
## GrLivArea:NeighborhoodNridgHt 0.469953
## GrLivArea:NeighborhoodNWAmes 0.949474
## GrLivArea:NeighborhoodOldTown 0.469951
## GrLivArea:NeighborhoodSawyer 0.469949
## GrLivArea:NeighborhoodSawyerW 0.469950
## GrLivArea:NeighborhoodSomerst 0.469954
## GrLivArea:NeighborhoodStoneBr 0.419154
## GrLivArea:NeighborhoodSWISU 0.197635
## GrLivArea:NeighborhoodTimber 0.949473
## GrLivArea:NeighborhoodVeenker 0.998075
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale 0.571677
## GarageCars:NeighborhoodBrkSide 0.155556
## GarageCars:NeighborhoodClearCr 0.126876
## GarageCars:NeighborhoodCollgCr 0.155557
## GarageCars:NeighborhoodCrawfor 0.155559
## GarageCars:NeighborhoodEdwards 0.155559
## GarageCars:NeighborhoodGilbert 0.660024
## GarageCars:NeighborhoodIDOTRR 0.155565
## GarageCars:NeighborhoodMeadowV 0.141193
## GarageCars:NeighborhoodMitchel 0.155557
## GarageCars:NeighborhoodNAmes 0.155558
## GarageCars:NeighborhoodNoRidge 0.155557
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 0.155555
## GarageCars:NeighborhoodNWAmes 0.206041
## GarageCars:NeighborhoodOldTown 0.155558
## GarageCars:NeighborhoodSawyer 0.155560
## GarageCars:NeighborhoodSawyerW 0.155557
## GarageCars:NeighborhoodSomerst 0.155553
## GarageCars:NeighborhoodStoneBr 0.394550
## GarageCars:NeighborhoodSWISU 0.771465
## GarageCars:NeighborhoodTimber 0.155556
## GarageCars:NeighborhoodVeenker 0.279354
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 0.252187
## TotalBsmtSF:NeighborhoodBrkSide 0.144072
## TotalBsmtSF:NeighborhoodClearCr 0.143962
## TotalBsmtSF:NeighborhoodCollgCr 0.144072
## TotalBsmtSF:NeighborhoodCrawfor 0.144072
## TotalBsmtSF:NeighborhoodEdwards 0.144072
## TotalBsmtSF:NeighborhoodGilbert 0.878281
## TotalBsmtSF:NeighborhoodIDOTRR 0.144072
## TotalBsmtSF:NeighborhoodMeadowV 0.183265
## TotalBsmtSF:NeighborhoodMitchel 0.144072
## TotalBsmtSF:NeighborhoodNAmes 0.144072
## TotalBsmtSF:NeighborhoodNoRidge 0.144072
## TotalBsmtSF:NeighborhoodNPkVill 0.162049
## TotalBsmtSF:NeighborhoodNridgHt 0.179789
## TotalBsmtSF:NeighborhoodNWAmes 0.144072
## TotalBsmtSF:NeighborhoodOldTown 0.144072
## TotalBsmtSF:NeighborhoodSawyer 0.144072
## TotalBsmtSF:NeighborhoodSawyerW 0.144072
## TotalBsmtSF:NeighborhoodSomerst 0.148540
## TotalBsmtSF:NeighborhoodStoneBr 0.989280
## TotalBsmtSF:NeighborhoodSWISU 0.093962
## TotalBsmtSF:NeighborhoodTimber 0.144072
## TotalBsmtSF:NeighborhoodVeenker 0.214786
## X1stFlrSF:NeighborhoodBlueste NA
## X1stFlrSF:NeighborhoodBrDale NA
## X1stFlrSF:NeighborhoodBrkSide 0.699858
## X1stFlrSF:NeighborhoodClearCr 0.308141
## X1stFlrSF:NeighborhoodCollgCr 0.699858
## X1stFlrSF:NeighborhoodCrawfor 0.699858
## X1stFlrSF:NeighborhoodEdwards 0.699858
## X1stFlrSF:NeighborhoodGilbert 0.901448
## X1stFlrSF:NeighborhoodIDOTRR 0.699858
## X1stFlrSF:NeighborhoodMeadowV 0.231447
## X1stFlrSF:NeighborhoodMitchel 0.326793
## X1stFlrSF:NeighborhoodNAmes 0.699858
## X1stFlrSF:NeighborhoodNoRidge 0.699858
## X1stFlrSF:NeighborhoodNPkVill 0.348269
## X1stFlrSF:NeighborhoodNridgHt 0.167946
## X1stFlrSF:NeighborhoodNWAmes 0.265746
## X1stFlrSF:NeighborhoodOldTown 0.699858
## X1stFlrSF:NeighborhoodSawyer 0.699858
## X1stFlrSF:NeighborhoodSawyerW 0.699858
## X1stFlrSF:NeighborhoodSomerst 0.336859
## X1stFlrSF:NeighborhoodStoneBr 0.834450
## X1stFlrSF:NeighborhoodSWISU 0.774217
## X1stFlrSF:NeighborhoodTimber 0.265746
## X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars 0.206042
## OverallQual:GrLivArea:TotalBsmtSF 0.990633
## OverallQual:GarageCars:TotalBsmtSF 0.018141
## GrLivArea:GarageCars:TotalBsmtSF 0.190403
## OverallQual:GrLivArea:X1stFlrSF 3.82e-05
## OverallQual:GarageCars:X1stFlrSF 0.206041
## GrLivArea:GarageCars:X1stFlrSF 0.166864
## OverallQual:TotalBsmtSF:X1stFlrSF 0.870351
## GrLivArea:TotalBsmtSF:X1stFlrSF 0.000253
## GarageCars:TotalBsmtSF:X1stFlrSF 0.000195
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale 0.830569
## OverallQual:GrLivArea:NeighborhoodBrkSide 0.736650
## OverallQual:GrLivArea:NeighborhoodClearCr 0.371932
## OverallQual:GrLivArea:NeighborhoodCollgCr 0.736653
## OverallQual:GrLivArea:NeighborhoodCrawfor 0.736650
## OverallQual:GrLivArea:NeighborhoodEdwards 0.736649
## OverallQual:GrLivArea:NeighborhoodGilbert 0.750096
## OverallQual:GrLivArea:NeighborhoodIDOTRR 0.736651
## OverallQual:GrLivArea:NeighborhoodMeadowV 0.165960
## OverallQual:GrLivArea:NeighborhoodMitchel 0.750099
## OverallQual:GrLivArea:NeighborhoodNAmes 0.736652
## OverallQual:GrLivArea:NeighborhoodNoRidge 0.736652
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 0.736648
## OverallQual:GrLivArea:NeighborhoodNWAmes 0.750100
## OverallQual:GrLivArea:NeighborhoodOldTown 0.736650
## OverallQual:GrLivArea:NeighborhoodSawyer 0.736649
## OverallQual:GrLivArea:NeighborhoodSawyerW 0.736650
## OverallQual:GrLivArea:NeighborhoodSomerst 0.736651
## OverallQual:GrLivArea:NeighborhoodStoneBr 0.674929
## OverallQual:GrLivArea:NeighborhoodSWISU 0.096599
## OverallQual:GrLivArea:NeighborhoodTimber 0.750099
## OverallQual:GrLivArea:NeighborhoodVeenker 0.892971
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 0.553241
## OverallQual:GarageCars:NeighborhoodBrkSide 0.155553
## OverallQual:GarageCars:NeighborhoodClearCr 0.123674
## OverallQual:GarageCars:NeighborhoodCollgCr 0.155558
## OverallQual:GarageCars:NeighborhoodCrawfor 0.155559
## OverallQual:GarageCars:NeighborhoodEdwards 0.155559
## OverallQual:GarageCars:NeighborhoodGilbert 0.660024
## OverallQual:GarageCars:NeighborhoodIDOTRR 0.155559
## OverallQual:GarageCars:NeighborhoodMeadowV 0.158058
## OverallQual:GarageCars:NeighborhoodMitchel 0.155556
## OverallQual:GarageCars:NeighborhoodNAmes 0.155561
## OverallQual:GarageCars:NeighborhoodNoRidge 0.155560
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt 0.155559
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown 0.155559
## OverallQual:GarageCars:NeighborhoodSawyer 0.155560
## OverallQual:GarageCars:NeighborhoodSawyerW 0.155558
## OverallQual:GarageCars:NeighborhoodSomerst 0.155554
## OverallQual:GarageCars:NeighborhoodStoneBr 0.240141
## OverallQual:GarageCars:NeighborhoodSWISU 0.063261
## OverallQual:GarageCars:NeighborhoodTimber 0.155563
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide 0.206042
## GrLivArea:GarageCars:NeighborhoodClearCr 0.129313
## GrLivArea:GarageCars:NeighborhoodCollgCr 0.206041
## GrLivArea:GarageCars:NeighborhoodCrawfor 0.206042
## GrLivArea:GarageCars:NeighborhoodEdwards 0.206041
## GrLivArea:GarageCars:NeighborhoodGilbert 0.206041
## GrLivArea:GarageCars:NeighborhoodIDOTRR 0.206041
## GrLivArea:GarageCars:NeighborhoodMeadowV 0.133156
## GrLivArea:GarageCars:NeighborhoodMitchel 0.206041
## GrLivArea:GarageCars:NeighborhoodNAmes 0.206041
## GrLivArea:GarageCars:NeighborhoodNoRidge 0.206042
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 0.206041
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown 0.206042
## GrLivArea:GarageCars:NeighborhoodSawyer 0.206041
## GrLivArea:GarageCars:NeighborhoodSawyerW 0.206041
## GrLivArea:GarageCars:NeighborhoodSomerst 0.206042
## GrLivArea:GarageCars:NeighborhoodStoneBr 0.225957
## GrLivArea:GarageCars:NeighborhoodSWISU 0.181890
## GrLivArea:GarageCars:NeighborhoodTimber 0.034704
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodClearCr 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodEdwards 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodGilbert 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV 0.193319
## OverallQual:TotalBsmtSF:NeighborhoodMitchel 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodNAmes 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt 0.142791
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodOldTown 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodSawyer 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodSomerst 0.147801
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr 0.921478
## OverallQual:TotalBsmtSF:NeighborhoodSWISU 0.195321
## OverallQual:TotalBsmtSF:NeighborhoodTimber 0.144072
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV 0.189625
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 0.643589
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 0.540922
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst 0.622409
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 0.335429
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU 0.197203
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 0.959918
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker 0.791881
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.011455
## GarageCars:TotalBsmtSF:NeighborhoodClearCr 0.166864
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.012634
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.011209
## GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.011624
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 0.794657
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.016973
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV 0.160789
## GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.523107
## GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.011535
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.407597
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.377522
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.011623
## GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.011893
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.560027
## GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.166864
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 0.771646
## GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.253434
## GarageCars:TotalBsmtSF:NeighborhoodTimber 0.995459
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:X1stFlrSF:NeighborhoodBrkSide 0.536316
## OverallQual:X1stFlrSF:NeighborhoodClearCr 0.283793
## OverallQual:X1stFlrSF:NeighborhoodCollgCr 0.536316
## OverallQual:X1stFlrSF:NeighborhoodCrawfor 0.536316
## OverallQual:X1stFlrSF:NeighborhoodEdwards 0.536316
## OverallQual:X1stFlrSF:NeighborhoodGilbert 0.283793
## OverallQual:X1stFlrSF:NeighborhoodIDOTRR 0.536316
## OverallQual:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:X1stFlrSF:NeighborhoodMitchel 0.283793
## OverallQual:X1stFlrSF:NeighborhoodNAmes 0.536316
## OverallQual:X1stFlrSF:NeighborhoodNoRidge 0.536316
## OverallQual:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:X1stFlrSF:NeighborhoodNridgHt 0.229721
## OverallQual:X1stFlrSF:NeighborhoodNWAmes 0.283792
## OverallQual:X1stFlrSF:NeighborhoodOldTown 0.536316
## OverallQual:X1stFlrSF:NeighborhoodSawyer 0.536316
## OverallQual:X1stFlrSF:NeighborhoodSawyerW 0.536316
## OverallQual:X1stFlrSF:NeighborhoodSomerst 0.315432
## OverallQual:X1stFlrSF:NeighborhoodStoneBr 0.749450
## OverallQual:X1stFlrSF:NeighborhoodSWISU 0.677505
## OverallQual:X1stFlrSF:NeighborhoodTimber 0.283793
## OverallQual:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:X1stFlrSF:NeighborhoodBrkSide 5.56e-05
## GrLivArea:X1stFlrSF:NeighborhoodClearCr 0.166864
## GrLivArea:X1stFlrSF:NeighborhoodCollgCr 4.69e-05
## GrLivArea:X1stFlrSF:NeighborhoodCrawfor 5.32e-05
## GrLivArea:X1stFlrSF:NeighborhoodEdwards 5.49e-05
## GrLivArea:X1stFlrSF:NeighborhoodGilbert 0.166864
## GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 7.65e-05
## GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:X1stFlrSF:NeighborhoodMitchel 0.953158
## GrLivArea:X1stFlrSF:NeighborhoodNAmes 5.39e-05
## GrLivArea:X1stFlrSF:NeighborhoodNoRidge 0.019683
## GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:X1stFlrSF:NeighborhoodNridgHt 0.166864
## GrLivArea:X1stFlrSF:NeighborhoodNWAmes 0.166864
## GrLivArea:X1stFlrSF:NeighborhoodOldTown 5.45e-05
## GrLivArea:X1stFlrSF:NeighborhoodSawyer 5.38e-05
## GrLivArea:X1stFlrSF:NeighborhoodSawyerW 0.125060
## GrLivArea:X1stFlrSF:NeighborhoodSomerst 0.166864
## GrLivArea:X1stFlrSF:NeighborhoodStoneBr 0.166864
## GrLivArea:X1stFlrSF:NeighborhoodSWISU 0.231166
## GrLivArea:X1stFlrSF:NeighborhoodTimber 0.003661
## GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.206041
## GarageCars:X1stFlrSF:NeighborhoodClearCr 0.575853
## GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.206041
## GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.206041
## GarageCars:X1stFlrSF:NeighborhoodEdwards 0.206041
## GarageCars:X1stFlrSF:NeighborhoodGilbert 0.786287
## GarageCars:X1stFlrSF:NeighborhoodIDOTRR 0.206042
## GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:X1stFlrSF:NeighborhoodMitchel 0.206041
## GarageCars:X1stFlrSF:NeighborhoodNAmes 0.206042
## GarageCars:X1stFlrSF:NeighborhoodNoRidge 0.206042
## GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:X1stFlrSF:NeighborhoodNridgHt 0.919406
## GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:X1stFlrSF:NeighborhoodOldTown 0.206041
## GarageCars:X1stFlrSF:NeighborhoodSawyer 0.206041
## GarageCars:X1stFlrSF:NeighborhoodSawyerW 0.206042
## GarageCars:X1stFlrSF:NeighborhoodSomerst 0.960586
## GarageCars:X1stFlrSF:NeighborhoodStoneBr 0.690735
## GarageCars:X1stFlrSF:NeighborhoodSWISU 0.909057
## GarageCars:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.000189
## TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 0.015987
## TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.000186
## TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.000184
## TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.000191
## TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.375569
## TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 0.000226
## TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.157577
## TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.000186
## TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.000115
## TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill 0.870351
## TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.000220
## TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.295250
## TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.000189
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.000211
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.351756
## TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.368433
## TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr 0.880854
## TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 0.403198
## TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 0.352226
## OverallQual:GrLivArea:GarageCars:X1stFlrSF 0.166864
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF 0.000154
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF 0.000175
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 0.000180
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide 0.206042
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr 0.128334
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr 0.206041
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor 0.206041
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards 0.206042
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 0.206041
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 0.936231
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes 0.206041
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 0.206041
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt 0.206041
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown 0.206042
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 0.206042
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 0.206041
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst 0.206042
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr 0.239706
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 0.097569
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 0.828651
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 0.651533
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 0.318733
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU 0.214681
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber 0.990633
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker 0.048118
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.017708
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.019355
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.017473
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.018144
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.039444
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.575160
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.017892
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.455857
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.206041
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.018126
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.018766
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.449176
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.166864
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.363843
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.190169
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.209769
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.181369
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.189268
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.861636
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.527485
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.188504
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.035417
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.166864
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.190128
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.010528
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.445154
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.166864
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.162845
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 0.052250
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrkSide 3.92e-05
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodClearCr 0.166864
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCollgCr 3.33e-05
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCrawfor 3.74e-05
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodEdwards 3.84e-05
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodGilbert 0.166864
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodIDOTRR 6.43e-05
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMitchel 0.858078
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNAmes 3.72e-05
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNoRidge 0.006689
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNridgHt 0.778529
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNWAmes 0.166864
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodOldTown 3.80e-05
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyer 4.48e-05
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyerW 0.104745
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSomerst 0.166864
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSWISU 0.533623
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.206042
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.206042
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.206041
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodEdwards 0.206041
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 0.206042
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNAmes 0.206042
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNoRidge 0.206041
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodOldTown 0.206042
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyer 0.206042
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyerW 0.206041
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSomerst 0.960586
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU 0.168796
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 0.166864
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 0.131688
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber 0.870351
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 0.589267
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.000262
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 0.761963
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.000247
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.000237
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.000253
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.406893
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 0.000357
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.053738
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.000245
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 9.26e-05
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.012161
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.398043
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.000250
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.000251
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.379072
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.238100
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr 0.302549
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 0.403198
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber 0.322784
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 0.232462
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.000182
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.000191
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.000182
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.000196
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 0.000320
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.160462
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.000190
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.036240
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.000195
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.000247
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.261131
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.304742
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF 0.000162
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.351879
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.377274
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.337391
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.350481
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.151457
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.561749
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.347493
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.026676
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.778529
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.351871
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.007435
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.400909
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.166864
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.217841
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker 0.052222
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt 0.843167
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber 0.166864
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.000163
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr 0.015783
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.000150
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.000146
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.000154
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert 0.362392
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 0.000165
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.145222
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.000145
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.000176
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.005613
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes 0.298240
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.000152
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.000188
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW 0.476891
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.694837
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.000154
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.000171
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.000164
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.000176
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 0.000327
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.000167
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.002106
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.000174
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 0.509914
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 0.586517
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.000176
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.000176
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.000160
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.000180
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR 0.000619
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.049852
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.000174
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge 0.452362
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.002553
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.000179
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.000191
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst 0.404699
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker 0.233875
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide 0.000154
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr 0.000157
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor 0.000143
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards 0.000161
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel 0.146180
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes 0.000152
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt 0.001644
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown 0.000160
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer 0.000216
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU 0.403198
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker NA
##
## (Intercept)
## OverallQual
## GrLivArea
## GarageCars
## TotalBsmtSF
## X1stFlrSF
## NeighborhoodBlueste
## NeighborhoodBrDale
## NeighborhoodBrkSide
## NeighborhoodClearCr
## NeighborhoodCollgCr
## NeighborhoodCrawfor
## NeighborhoodEdwards
## NeighborhoodGilbert
## NeighborhoodIDOTRR
## NeighborhoodMeadowV
## NeighborhoodMitchel
## NeighborhoodNAmes
## NeighborhoodNoRidge
## NeighborhoodNPkVill
## NeighborhoodNridgHt
## NeighborhoodNWAmes
## NeighborhoodOldTown
## NeighborhoodSawyer
## NeighborhoodSawyerW
## NeighborhoodSomerst
## NeighborhoodStoneBr
## NeighborhoodSWISU
## NeighborhoodTimber
## NeighborhoodVeenker
## OverallQual:GrLivArea
## OverallQual:GarageCars
## GrLivArea:GarageCars
## OverallQual:TotalBsmtSF
## GrLivArea:TotalBsmtSF
## GarageCars:TotalBsmtSF *
## OverallQual:X1stFlrSF
## GrLivArea:X1stFlrSF ***
## GarageCars:X1stFlrSF
## TotalBsmtSF:X1stFlrSF ***
## OverallQual:NeighborhoodBlueste
## OverallQual:NeighborhoodBrDale
## OverallQual:NeighborhoodBrkSide
## OverallQual:NeighborhoodClearCr
## OverallQual:NeighborhoodCollgCr
## OverallQual:NeighborhoodCrawfor
## OverallQual:NeighborhoodEdwards
## OverallQual:NeighborhoodGilbert
## OverallQual:NeighborhoodIDOTRR
## OverallQual:NeighborhoodMeadowV
## OverallQual:NeighborhoodMitchel
## OverallQual:NeighborhoodNAmes
## OverallQual:NeighborhoodNoRidge
## OverallQual:NeighborhoodNPkVill
## OverallQual:NeighborhoodNridgHt
## OverallQual:NeighborhoodNWAmes
## OverallQual:NeighborhoodOldTown
## OverallQual:NeighborhoodSawyer
## OverallQual:NeighborhoodSawyerW
## OverallQual:NeighborhoodSomerst
## OverallQual:NeighborhoodStoneBr
## OverallQual:NeighborhoodSWISU
## OverallQual:NeighborhoodTimber
## OverallQual:NeighborhoodVeenker
## GrLivArea:NeighborhoodBlueste
## GrLivArea:NeighborhoodBrDale
## GrLivArea:NeighborhoodBrkSide
## GrLivArea:NeighborhoodClearCr
## GrLivArea:NeighborhoodCollgCr
## GrLivArea:NeighborhoodCrawfor
## GrLivArea:NeighborhoodEdwards
## GrLivArea:NeighborhoodGilbert
## GrLivArea:NeighborhoodIDOTRR
## GrLivArea:NeighborhoodMeadowV
## GrLivArea:NeighborhoodMitchel
## GrLivArea:NeighborhoodNAmes
## GrLivArea:NeighborhoodNoRidge
## GrLivArea:NeighborhoodNPkVill
## GrLivArea:NeighborhoodNridgHt
## GrLivArea:NeighborhoodNWAmes
## GrLivArea:NeighborhoodOldTown
## GrLivArea:NeighborhoodSawyer
## GrLivArea:NeighborhoodSawyerW
## GrLivArea:NeighborhoodSomerst
## GrLivArea:NeighborhoodStoneBr
## GrLivArea:NeighborhoodSWISU
## GrLivArea:NeighborhoodTimber
## GrLivArea:NeighborhoodVeenker
## GarageCars:NeighborhoodBlueste
## GarageCars:NeighborhoodBrDale
## GarageCars:NeighborhoodBrkSide
## GarageCars:NeighborhoodClearCr
## GarageCars:NeighborhoodCollgCr
## GarageCars:NeighborhoodCrawfor
## GarageCars:NeighborhoodEdwards
## GarageCars:NeighborhoodGilbert
## GarageCars:NeighborhoodIDOTRR
## GarageCars:NeighborhoodMeadowV
## GarageCars:NeighborhoodMitchel
## GarageCars:NeighborhoodNAmes
## GarageCars:NeighborhoodNoRidge
## GarageCars:NeighborhoodNPkVill
## GarageCars:NeighborhoodNridgHt
## GarageCars:NeighborhoodNWAmes
## GarageCars:NeighborhoodOldTown
## GarageCars:NeighborhoodSawyer
## GarageCars:NeighborhoodSawyerW
## GarageCars:NeighborhoodSomerst
## GarageCars:NeighborhoodStoneBr
## GarageCars:NeighborhoodSWISU
## GarageCars:NeighborhoodTimber
## GarageCars:NeighborhoodVeenker
## TotalBsmtSF:NeighborhoodBlueste
## TotalBsmtSF:NeighborhoodBrDale
## TotalBsmtSF:NeighborhoodBrkSide
## TotalBsmtSF:NeighborhoodClearCr
## TotalBsmtSF:NeighborhoodCollgCr
## TotalBsmtSF:NeighborhoodCrawfor
## TotalBsmtSF:NeighborhoodEdwards
## TotalBsmtSF:NeighborhoodGilbert
## TotalBsmtSF:NeighborhoodIDOTRR
## TotalBsmtSF:NeighborhoodMeadowV
## TotalBsmtSF:NeighborhoodMitchel
## TotalBsmtSF:NeighborhoodNAmes
## TotalBsmtSF:NeighborhoodNoRidge
## TotalBsmtSF:NeighborhoodNPkVill
## TotalBsmtSF:NeighborhoodNridgHt
## TotalBsmtSF:NeighborhoodNWAmes
## TotalBsmtSF:NeighborhoodOldTown
## TotalBsmtSF:NeighborhoodSawyer
## TotalBsmtSF:NeighborhoodSawyerW
## TotalBsmtSF:NeighborhoodSomerst
## TotalBsmtSF:NeighborhoodStoneBr
## TotalBsmtSF:NeighborhoodSWISU .
## TotalBsmtSF:NeighborhoodTimber
## TotalBsmtSF:NeighborhoodVeenker
## X1stFlrSF:NeighborhoodBlueste
## X1stFlrSF:NeighborhoodBrDale
## X1stFlrSF:NeighborhoodBrkSide
## X1stFlrSF:NeighborhoodClearCr
## X1stFlrSF:NeighborhoodCollgCr
## X1stFlrSF:NeighborhoodCrawfor
## X1stFlrSF:NeighborhoodEdwards
## X1stFlrSF:NeighborhoodGilbert
## X1stFlrSF:NeighborhoodIDOTRR
## X1stFlrSF:NeighborhoodMeadowV
## X1stFlrSF:NeighborhoodMitchel
## X1stFlrSF:NeighborhoodNAmes
## X1stFlrSF:NeighborhoodNoRidge
## X1stFlrSF:NeighborhoodNPkVill
## X1stFlrSF:NeighborhoodNridgHt
## X1stFlrSF:NeighborhoodNWAmes
## X1stFlrSF:NeighborhoodOldTown
## X1stFlrSF:NeighborhoodSawyer
## X1stFlrSF:NeighborhoodSawyerW
## X1stFlrSF:NeighborhoodSomerst
## X1stFlrSF:NeighborhoodStoneBr
## X1stFlrSF:NeighborhoodSWISU
## X1stFlrSF:NeighborhoodTimber
## X1stFlrSF:NeighborhoodVeenker
## OverallQual:GrLivArea:GarageCars
## OverallQual:GrLivArea:TotalBsmtSF
## OverallQual:GarageCars:TotalBsmtSF *
## GrLivArea:GarageCars:TotalBsmtSF
## OverallQual:GrLivArea:X1stFlrSF ***
## OverallQual:GarageCars:X1stFlrSF
## GrLivArea:GarageCars:X1stFlrSF
## OverallQual:TotalBsmtSF:X1stFlrSF
## GrLivArea:TotalBsmtSF:X1stFlrSF ***
## GarageCars:TotalBsmtSF:X1stFlrSF ***
## OverallQual:GrLivArea:NeighborhoodBlueste
## OverallQual:GrLivArea:NeighborhoodBrDale
## OverallQual:GrLivArea:NeighborhoodBrkSide
## OverallQual:GrLivArea:NeighborhoodClearCr
## OverallQual:GrLivArea:NeighborhoodCollgCr
## OverallQual:GrLivArea:NeighborhoodCrawfor
## OverallQual:GrLivArea:NeighborhoodEdwards
## OverallQual:GrLivArea:NeighborhoodGilbert
## OverallQual:GrLivArea:NeighborhoodIDOTRR
## OverallQual:GrLivArea:NeighborhoodMeadowV
## OverallQual:GrLivArea:NeighborhoodMitchel
## OverallQual:GrLivArea:NeighborhoodNAmes
## OverallQual:GrLivArea:NeighborhoodNoRidge
## OverallQual:GrLivArea:NeighborhoodNPkVill
## OverallQual:GrLivArea:NeighborhoodNridgHt
## OverallQual:GrLivArea:NeighborhoodNWAmes
## OverallQual:GrLivArea:NeighborhoodOldTown
## OverallQual:GrLivArea:NeighborhoodSawyer
## OverallQual:GrLivArea:NeighborhoodSawyerW
## OverallQual:GrLivArea:NeighborhoodSomerst
## OverallQual:GrLivArea:NeighborhoodStoneBr
## OverallQual:GrLivArea:NeighborhoodSWISU .
## OverallQual:GrLivArea:NeighborhoodTimber
## OverallQual:GrLivArea:NeighborhoodVeenker
## OverallQual:GarageCars:NeighborhoodBlueste
## OverallQual:GarageCars:NeighborhoodBrDale
## OverallQual:GarageCars:NeighborhoodBrkSide
## OverallQual:GarageCars:NeighborhoodClearCr
## OverallQual:GarageCars:NeighborhoodCollgCr
## OverallQual:GarageCars:NeighborhoodCrawfor
## OverallQual:GarageCars:NeighborhoodEdwards
## OverallQual:GarageCars:NeighborhoodGilbert
## OverallQual:GarageCars:NeighborhoodIDOTRR
## OverallQual:GarageCars:NeighborhoodMeadowV
## OverallQual:GarageCars:NeighborhoodMitchel
## OverallQual:GarageCars:NeighborhoodNAmes
## OverallQual:GarageCars:NeighborhoodNoRidge
## OverallQual:GarageCars:NeighborhoodNPkVill
## OverallQual:GarageCars:NeighborhoodNridgHt
## OverallQual:GarageCars:NeighborhoodNWAmes
## OverallQual:GarageCars:NeighborhoodOldTown
## OverallQual:GarageCars:NeighborhoodSawyer
## OverallQual:GarageCars:NeighborhoodSawyerW
## OverallQual:GarageCars:NeighborhoodSomerst
## OverallQual:GarageCars:NeighborhoodStoneBr
## OverallQual:GarageCars:NeighborhoodSWISU .
## OverallQual:GarageCars:NeighborhoodTimber
## OverallQual:GarageCars:NeighborhoodVeenker
## GrLivArea:GarageCars:NeighborhoodBlueste
## GrLivArea:GarageCars:NeighborhoodBrDale
## GrLivArea:GarageCars:NeighborhoodBrkSide
## GrLivArea:GarageCars:NeighborhoodClearCr
## GrLivArea:GarageCars:NeighborhoodCollgCr
## GrLivArea:GarageCars:NeighborhoodCrawfor
## GrLivArea:GarageCars:NeighborhoodEdwards
## GrLivArea:GarageCars:NeighborhoodGilbert
## GrLivArea:GarageCars:NeighborhoodIDOTRR
## GrLivArea:GarageCars:NeighborhoodMeadowV
## GrLivArea:GarageCars:NeighborhoodMitchel
## GrLivArea:GarageCars:NeighborhoodNAmes
## GrLivArea:GarageCars:NeighborhoodNoRidge
## GrLivArea:GarageCars:NeighborhoodNPkVill
## GrLivArea:GarageCars:NeighborhoodNridgHt
## GrLivArea:GarageCars:NeighborhoodNWAmes
## GrLivArea:GarageCars:NeighborhoodOldTown
## GrLivArea:GarageCars:NeighborhoodSawyer
## GrLivArea:GarageCars:NeighborhoodSawyerW
## GrLivArea:GarageCars:NeighborhoodSomerst
## GrLivArea:GarageCars:NeighborhoodStoneBr
## GrLivArea:GarageCars:NeighborhoodSWISU
## GrLivArea:GarageCars:NeighborhoodTimber *
## GrLivArea:GarageCars:NeighborhoodVeenker
## OverallQual:TotalBsmtSF:NeighborhoodBlueste
## OverallQual:TotalBsmtSF:NeighborhoodBrDale
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide
## OverallQual:TotalBsmtSF:NeighborhoodClearCr
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor
## OverallQual:TotalBsmtSF:NeighborhoodEdwards
## OverallQual:TotalBsmtSF:NeighborhoodGilbert
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV
## OverallQual:TotalBsmtSF:NeighborhoodMitchel
## OverallQual:TotalBsmtSF:NeighborhoodNAmes
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes
## OverallQual:TotalBsmtSF:NeighborhoodOldTown
## OverallQual:TotalBsmtSF:NeighborhoodSawyer
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW
## OverallQual:TotalBsmtSF:NeighborhoodSomerst
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr
## OverallQual:TotalBsmtSF:NeighborhoodSWISU
## OverallQual:TotalBsmtSF:NeighborhoodTimber
## OverallQual:TotalBsmtSF:NeighborhoodVeenker
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU
## GrLivArea:TotalBsmtSF:NeighborhoodTimber
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker
## GarageCars:TotalBsmtSF:NeighborhoodBlueste
## GarageCars:TotalBsmtSF:NeighborhoodBrDale
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide *
## GarageCars:TotalBsmtSF:NeighborhoodClearCr
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr *
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor *
## GarageCars:TotalBsmtSF:NeighborhoodEdwards *
## GarageCars:TotalBsmtSF:NeighborhoodGilbert
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR *
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV
## GarageCars:TotalBsmtSF:NeighborhoodMitchel
## GarageCars:TotalBsmtSF:NeighborhoodNAmes *
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes
## GarageCars:TotalBsmtSF:NeighborhoodOldTown *
## GarageCars:TotalBsmtSF:NeighborhoodSawyer *
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW
## GarageCars:TotalBsmtSF:NeighborhoodSomerst
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr
## GarageCars:TotalBsmtSF:NeighborhoodSWISU
## GarageCars:TotalBsmtSF:NeighborhoodTimber
## GarageCars:TotalBsmtSF:NeighborhoodVeenker
## OverallQual:X1stFlrSF:NeighborhoodBlueste
## OverallQual:X1stFlrSF:NeighborhoodBrDale
## OverallQual:X1stFlrSF:NeighborhoodBrkSide
## OverallQual:X1stFlrSF:NeighborhoodClearCr
## OverallQual:X1stFlrSF:NeighborhoodCollgCr
## OverallQual:X1stFlrSF:NeighborhoodCrawfor
## OverallQual:X1stFlrSF:NeighborhoodEdwards
## OverallQual:X1stFlrSF:NeighborhoodGilbert
## OverallQual:X1stFlrSF:NeighborhoodIDOTRR
## OverallQual:X1stFlrSF:NeighborhoodMeadowV
## OverallQual:X1stFlrSF:NeighborhoodMitchel
## OverallQual:X1stFlrSF:NeighborhoodNAmes
## OverallQual:X1stFlrSF:NeighborhoodNoRidge
## OverallQual:X1stFlrSF:NeighborhoodNPkVill
## OverallQual:X1stFlrSF:NeighborhoodNridgHt
## OverallQual:X1stFlrSF:NeighborhoodNWAmes
## OverallQual:X1stFlrSF:NeighborhoodOldTown
## OverallQual:X1stFlrSF:NeighborhoodSawyer
## OverallQual:X1stFlrSF:NeighborhoodSawyerW
## OverallQual:X1stFlrSF:NeighborhoodSomerst
## OverallQual:X1stFlrSF:NeighborhoodStoneBr
## OverallQual:X1stFlrSF:NeighborhoodSWISU
## OverallQual:X1stFlrSF:NeighborhoodTimber
## OverallQual:X1stFlrSF:NeighborhoodVeenker
## GrLivArea:X1stFlrSF:NeighborhoodBlueste
## GrLivArea:X1stFlrSF:NeighborhoodBrDale
## GrLivArea:X1stFlrSF:NeighborhoodBrkSide ***
## GrLivArea:X1stFlrSF:NeighborhoodClearCr
## GrLivArea:X1stFlrSF:NeighborhoodCollgCr ***
## GrLivArea:X1stFlrSF:NeighborhoodCrawfor ***
## GrLivArea:X1stFlrSF:NeighborhoodEdwards ***
## GrLivArea:X1stFlrSF:NeighborhoodGilbert
## GrLivArea:X1stFlrSF:NeighborhoodIDOTRR ***
## GrLivArea:X1stFlrSF:NeighborhoodMeadowV
## GrLivArea:X1stFlrSF:NeighborhoodMitchel
## GrLivArea:X1stFlrSF:NeighborhoodNAmes ***
## GrLivArea:X1stFlrSF:NeighborhoodNoRidge *
## GrLivArea:X1stFlrSF:NeighborhoodNPkVill
## GrLivArea:X1stFlrSF:NeighborhoodNridgHt
## GrLivArea:X1stFlrSF:NeighborhoodNWAmes
## GrLivArea:X1stFlrSF:NeighborhoodOldTown ***
## GrLivArea:X1stFlrSF:NeighborhoodSawyer ***
## GrLivArea:X1stFlrSF:NeighborhoodSawyerW
## GrLivArea:X1stFlrSF:NeighborhoodSomerst
## GrLivArea:X1stFlrSF:NeighborhoodStoneBr
## GrLivArea:X1stFlrSF:NeighborhoodSWISU
## GrLivArea:X1stFlrSF:NeighborhoodTimber **
## GrLivArea:X1stFlrSF:NeighborhoodVeenker
## GarageCars:X1stFlrSF:NeighborhoodBlueste
## GarageCars:X1stFlrSF:NeighborhoodBrDale
## GarageCars:X1stFlrSF:NeighborhoodBrkSide
## GarageCars:X1stFlrSF:NeighborhoodClearCr
## GarageCars:X1stFlrSF:NeighborhoodCollgCr
## GarageCars:X1stFlrSF:NeighborhoodCrawfor
## GarageCars:X1stFlrSF:NeighborhoodEdwards
## GarageCars:X1stFlrSF:NeighborhoodGilbert
## GarageCars:X1stFlrSF:NeighborhoodIDOTRR
## GarageCars:X1stFlrSF:NeighborhoodMeadowV
## GarageCars:X1stFlrSF:NeighborhoodMitchel
## GarageCars:X1stFlrSF:NeighborhoodNAmes
## GarageCars:X1stFlrSF:NeighborhoodNoRidge
## GarageCars:X1stFlrSF:NeighborhoodNPkVill
## GarageCars:X1stFlrSF:NeighborhoodNridgHt
## GarageCars:X1stFlrSF:NeighborhoodNWAmes
## GarageCars:X1stFlrSF:NeighborhoodOldTown
## GarageCars:X1stFlrSF:NeighborhoodSawyer
## GarageCars:X1stFlrSF:NeighborhoodSawyerW
## GarageCars:X1stFlrSF:NeighborhoodSomerst
## GarageCars:X1stFlrSF:NeighborhoodStoneBr
## GarageCars:X1stFlrSF:NeighborhoodSWISU
## GarageCars:X1stFlrSF:NeighborhoodTimber
## GarageCars:X1stFlrSF:NeighborhoodVeenker
## TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale
## TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr *
## TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert
## TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV
## TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel
## TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill
## TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes
## TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer ***
## TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW
## TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst
## TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr
## TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU
## TotalBsmtSF:X1stFlrSF:NeighborhoodTimber
## TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF
## OverallQual:GrLivArea:GarageCars:X1stFlrSF
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF ***
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF ***
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU .
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker *
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide *
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr *
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor *
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards *
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR *
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes *
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown *
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer *
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge *
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer *
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber .
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBlueste
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrDale
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodBrkSide ***
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodClearCr
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCollgCr ***
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodCrawfor ***
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodEdwards ***
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodGilbert
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodIDOTRR ***
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMeadowV
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodMitchel
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNAmes ***
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNoRidge **
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNPkVill
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNridgHt
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodNWAmes
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodOldTown ***
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyer ***
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSawyerW
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSomerst
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodStoneBr
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodSWISU
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodTimber
## OverallQual:GrLivArea:X1stFlrSF:NeighborhoodVeenker
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBlueste
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrDale
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodBrkSide
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodClearCr
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCollgCr
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodCrawfor
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodEdwards
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodGilbert
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodIDOTRR
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMeadowV
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodMitchel
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNAmes
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNoRidge
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNPkVill
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNridgHt
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodNWAmes
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodOldTown
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyer
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSawyerW
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSomerst
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodStoneBr
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodSWISU
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodTimber
## OverallQual:GarageCars:X1stFlrSF:NeighborhoodVeenker
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber
## GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber
## OverallQual:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide ***
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr ***
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor ***
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards ***
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR ***
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel .
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes ***
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge ***
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt *
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown ***
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer ***
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber
## GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide ***
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr ***
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor ***
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards ***
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR ***
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes ***
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge *
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown ***
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer ***
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber
## GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF ***
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge *
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer **
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker .
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBlueste
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrDale
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodBrkSide
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodClearCr
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCollgCr
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodCrawfor
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodEdwards
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodGilbert
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodIDOTRR
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMeadowV
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodMitchel
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNAmes
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNoRidge
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNPkVill
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNridgHt
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodNWAmes
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodOldTown
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyer
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSawyerW
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSomerst
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodStoneBr
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodSWISU
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodTimber
## OverallQual:GrLivArea:GarageCars:X1stFlrSF:NeighborhoodVeenker
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide ***
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr *
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr ***
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor ***
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards ***
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR ***
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes ***
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge ***
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt **
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown ***
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer ***
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber
## OverallQual:GrLivArea:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide ***
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr ***
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor ***
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards ***
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR ***
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes ***
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge **
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown ***
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber
## OverallQual:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel *
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt **
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer ***
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber
## GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBlueste
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrDale
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodBrkSide ***
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodClearCr
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCollgCr ***
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodCrawfor ***
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodEdwards ***
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodGilbert
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodIDOTRR
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMeadowV
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodMitchel
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNAmes ***
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNoRidge
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNPkVill
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNridgHt **
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodNWAmes
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodOldTown ***
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyer ***
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSawyerW
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSomerst
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodStoneBr
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodSWISU
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodTimber
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:X1stFlrSF:NeighborhoodVeenker
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 572707034)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 4.9310e+11 on 861 degrees of freedom
## AIC: 34014
##
## Number of Fisher Scoring iterations: 2
nagelkerke(modx)## $Models
##
## Model: "glm, SalePrice ~ OverallQual * GrLivArea * GarageCars * TotalBsmtSF * X1stFlrSF * Neighborhood, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.115228
## Cox and Snell (ML) 0.946448
## Nagelkerke (Cragg and Uhler) 0.946448
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -598 -2136.8 4273.6 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
mody <- glm(SalePrice ~ OverallQual * GrLivArea * GarageCars * TotalBsmtSF * Neighborhood, data = train)
summary(mody)##
## Call:
## glm(formula = SalePrice ~ OverallQual * GrLivArea * GarageCars *
## TotalBsmtSF * Neighborhood, data = train)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -139809 -10118 0 10379 141628
##
## Coefficients: (64 not defined because of singularities)
## Estimate
## (Intercept) 5.578e+07
## OverallQual -1.172e+06
## GrLivArea -3.879e+04
## GarageCars -2.916e+07
## TotalBsmtSF -3.837e+04
## NeighborhoodBlueste -3.889e+05
## NeighborhoodBrDale 1.088e+08
## NeighborhoodBrkSide -5.573e+07
## NeighborhoodClearCr -4.036e+07
## NeighborhoodCollgCr -5.525e+07
## NeighborhoodCrawfor -5.555e+07
## NeighborhoodEdwards -5.600e+07
## NeighborhoodGilbert -1.838e+08
## NeighborhoodIDOTRR -5.672e+07
## NeighborhoodMeadowV -5.114e+07
## NeighborhoodMitchel -5.399e+07
## NeighborhoodNAmes -5.575e+07
## NeighborhoodNoRidge -4.983e+07
## NeighborhoodNPkVill -7.870e+05
## NeighborhoodNridgHt -3.050e+07
## NeighborhoodNWAmes 4.522e+06
## NeighborhoodOldTown -5.627e+07
## NeighborhoodSawyer -5.242e+07
## NeighborhoodSawyerW -5.711e+07
## NeighborhoodSomerst -4.938e+07
## NeighborhoodStoneBr -3.741e+07
## NeighborhoodSWISU -5.857e+07
## NeighborhoodTimber -4.314e+07
## NeighborhoodVeenker -6.146e+06
## OverallQual:GrLivArea 1.025e+03
## OverallQual:GarageCars 8.834e+05
## GrLivArea:GarageCars 1.986e+04
## OverallQual:TotalBsmtSF 1.079e+02
## GrLivArea:TotalBsmtSF 2.736e+01
## GarageCars:TotalBsmtSF 2.035e+04
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale -2.143e+07
## OverallQual:NeighborhoodBrkSide 1.158e+06
## OverallQual:NeighborhoodClearCr -1.445e+06
## OverallQual:NeighborhoodCollgCr 1.103e+06
## OverallQual:NeighborhoodCrawfor 1.123e+06
## OverallQual:NeighborhoodEdwards 1.240e+06
## OverallQual:NeighborhoodGilbert 2.814e+07
## OverallQual:NeighborhoodIDOTRR 1.353e+06
## OverallQual:NeighborhoodMeadowV 3.950e+06
## OverallQual:NeighborhoodMitchel 9.847e+05
## OverallQual:NeighborhoodNAmes 1.174e+06
## OverallQual:NeighborhoodNoRidge 6.043e+05
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt -1.579e+06
## OverallQual:NeighborhoodNWAmes -7.225e+05
## OverallQual:NeighborhoodOldTown 1.279e+06
## OverallQual:NeighborhoodSawyer 4.998e+05
## OverallQual:NeighborhoodSawyerW 1.382e+06
## OverallQual:NeighborhoodSomerst 8.999e+04
## OverallQual:NeighborhoodStoneBr -1.571e+06
## OverallQual:NeighborhoodSWISU 1.586e+06
## OverallQual:NeighborhoodTimber -4.270e+05
## OverallQual:NeighborhoodVeenker 7.790e+04
## GrLivArea:NeighborhoodBlueste 3.908e+02
## GrLivArea:NeighborhoodBrDale -8.619e+04
## GrLivArea:NeighborhoodBrkSide 3.876e+04
## GrLivArea:NeighborhoodClearCr 2.907e+04
## GrLivArea:NeighborhoodCollgCr 3.829e+04
## GrLivArea:NeighborhoodCrawfor 3.894e+04
## GrLivArea:NeighborhoodEdwards 3.903e+04
## GrLivArea:NeighborhoodGilbert 1.116e+05
## GrLivArea:NeighborhoodIDOTRR 3.964e+04
## GrLivArea:NeighborhoodMeadowV 2.847e+04
## GrLivArea:NeighborhoodMitchel 3.524e+04
## GrLivArea:NeighborhoodNAmes 3.878e+04
## GrLivArea:NeighborhoodNoRidge 3.435e+04
## GrLivArea:NeighborhoodNPkVill 8.555e+02
## GrLivArea:NeighborhoodNridgHt 1.904e+04
## GrLivArea:NeighborhoodNWAmes -1.375e+03
## GrLivArea:NeighborhoodOldTown 3.916e+04
## GrLivArea:NeighborhoodSawyer 3.648e+04
## GrLivArea:NeighborhoodSawyerW 3.960e+04
## GrLivArea:NeighborhoodSomerst 3.610e+04
## GrLivArea:NeighborhoodStoneBr 2.787e+04
## GrLivArea:NeighborhoodSWISU 4.091e+04
## GrLivArea:NeighborhoodTimber 2.793e+04
## GrLivArea:NeighborhoodVeenker 1.707e+03
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale -7.360e+05
## GarageCars:NeighborhoodBrkSide 2.901e+07
## GarageCars:NeighborhoodClearCr 2.147e+07
## GarageCars:NeighborhoodCollgCr 2.917e+07
## GarageCars:NeighborhoodCrawfor 2.903e+07
## GarageCars:NeighborhoodEdwards 2.928e+07
## GarageCars:NeighborhoodGilbert 9.315e+07
## GarageCars:NeighborhoodIDOTRR 3.018e+07
## GarageCars:NeighborhoodMeadowV 2.177e+07
## GarageCars:NeighborhoodMitchel 2.843e+07
## GarageCars:NeighborhoodNAmes 2.910e+07
## GarageCars:NeighborhoodNoRidge 2.758e+07
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 2.249e+07
## GarageCars:NeighborhoodNWAmes -5.215e+05
## GarageCars:NeighborhoodOldTown 2.942e+07
## GarageCars:NeighborhoodSawyer 2.711e+07
## GarageCars:NeighborhoodSawyerW 2.992e+07
## GarageCars:NeighborhoodSomerst 2.603e+07
## GarageCars:NeighborhoodStoneBr 2.513e+07
## GarageCars:NeighborhoodSWISU 3.222e+07
## GarageCars:NeighborhoodTimber 2.326e+07
## GarageCars:NeighborhoodVeenker 1.965e+06
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 2.162e+03
## TotalBsmtSF:NeighborhoodBrkSide 3.837e+04
## TotalBsmtSF:NeighborhoodClearCr 3.390e+04
## TotalBsmtSF:NeighborhoodCollgCr 3.786e+04
## TotalBsmtSF:NeighborhoodCrawfor 3.802e+04
## TotalBsmtSF:NeighborhoodEdwards 3.852e+04
## TotalBsmtSF:NeighborhoodGilbert -8.941e+03
## TotalBsmtSF:NeighborhoodIDOTRR 3.945e+04
## TotalBsmtSF:NeighborhoodMeadowV 2.680e+04
## TotalBsmtSF:NeighborhoodMitchel 3.783e+04
## TotalBsmtSF:NeighborhoodNAmes 3.847e+04
## TotalBsmtSF:NeighborhoodNoRidge 2.739e+04
## TotalBsmtSF:NeighborhoodNPkVill 6.177e+02
## TotalBsmtSF:NeighborhoodNridgHt 2.053e+04
## TotalBsmtSF:NeighborhoodNWAmes -2.897e+03
## TotalBsmtSF:NeighborhoodOldTown 3.896e+04
## TotalBsmtSF:NeighborhoodSawyer 3.548e+04
## TotalBsmtSF:NeighborhoodSawyerW 4.071e+04
## TotalBsmtSF:NeighborhoodSomerst 3.502e+04
## TotalBsmtSF:NeighborhoodStoneBr 2.633e+04
## TotalBsmtSF:NeighborhoodSWISU 4.246e+04
## TotalBsmtSF:NeighborhoodTimber 3.259e+04
## TotalBsmtSF:NeighborhoodVeenker 1.328e+03
## OverallQual:GrLivArea:GarageCars -6.629e+02
## OverallQual:GrLivArea:TotalBsmtSF -3.286e-01
## OverallQual:GarageCars:TotalBsmtSF -3.069e+02
## GrLivArea:GarageCars:TotalBsmtSF -1.419e+01
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale 1.628e+04
## OverallQual:GrLivArea:NeighborhoodBrkSide -9.956e+02
## OverallQual:GrLivArea:NeighborhoodClearCr 5.805e+02
## OverallQual:GrLivArea:NeighborhoodCollgCr -9.469e+02
## OverallQual:GrLivArea:NeighborhoodCrawfor -1.017e+03
## OverallQual:GrLivArea:NeighborhoodEdwards -1.077e+03
## OverallQual:GrLivArea:NeighborhoodGilbert -1.619e+04
## OverallQual:GrLivArea:NeighborhoodIDOTRR -1.177e+03
## OverallQual:GrLivArea:NeighborhoodMeadowV -1.762e+03
## OverallQual:GrLivArea:NeighborhoodMitchel -5.108e+02
## OverallQual:GrLivArea:NeighborhoodNAmes -1.014e+03
## OverallQual:GrLivArea:NeighborhoodNoRidge -5.296e+02
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 1.221e+03
## OverallQual:GrLivArea:NeighborhoodNWAmes 3.735e+02
## OverallQual:GrLivArea:NeighborhoodOldTown -1.088e+03
## OverallQual:GrLivArea:NeighborhoodSawyer -5.488e+02
## OverallQual:GrLivArea:NeighborhoodSawyerW -1.138e+03
## OverallQual:GrLivArea:NeighborhoodSomerst -5.401e+02
## OverallQual:GrLivArea:NeighborhoodStoneBr 5.583e+02
## OverallQual:GrLivArea:NeighborhoodSWISU -1.343e+03
## OverallQual:GrLivArea:NeighborhoodTimber 3.483e+02
## OverallQual:GrLivArea:NeighborhoodVeenker -6.145e+01
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 4.903e+05
## OverallQual:GarageCars:NeighborhoodBrkSide -8.336e+05
## OverallQual:GarageCars:NeighborhoodClearCr 4.326e+05
## OverallQual:GarageCars:NeighborhoodCollgCr -8.870e+05
## OverallQual:GarageCars:NeighborhoodCrawfor -8.635e+05
## OverallQual:GarageCars:NeighborhoodEdwards -9.192e+05
## OverallQual:GarageCars:NeighborhoodGilbert -1.435e+07
## OverallQual:GarageCars:NeighborhoodIDOTRR -1.089e+06
## OverallQual:GarageCars:NeighborhoodMeadowV -1.688e+06
## OverallQual:GarageCars:NeighborhoodMitchel -8.158e+05
## OverallQual:GarageCars:NeighborhoodNAmes -8.678e+05
## OverallQual:GarageCars:NeighborhoodNoRidge -7.539e+05
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt -1.643e+05
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown -9.287e+05
## OverallQual:GarageCars:NeighborhoodSawyer -4.636e+05
## OverallQual:GarageCars:NeighborhoodSawyerW -1.001e+06
## OverallQual:GarageCars:NeighborhoodSomerst -3.523e+05
## OverallQual:GarageCars:NeighborhoodStoneBr -1.962e+05
## OverallQual:GarageCars:NeighborhoodSWISU -1.479e+06
## OverallQual:GarageCars:NeighborhoodTimber -1.156e+05
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide -1.968e+04
## GrLivArea:GarageCars:NeighborhoodClearCr -1.495e+04
## GrLivArea:GarageCars:NeighborhoodCollgCr -1.973e+04
## GrLivArea:GarageCars:NeighborhoodCrawfor -1.991e+04
## GrLivArea:GarageCars:NeighborhoodEdwards -1.995e+04
## GrLivArea:GarageCars:NeighborhoodGilbert -5.623e+04
## GrLivArea:GarageCars:NeighborhoodIDOTRR -2.081e+04
## GrLivArea:GarageCars:NeighborhoodMeadowV -1.517e+04
## GrLivArea:GarageCars:NeighborhoodMitchel -1.823e+04
## GrLivArea:GarageCars:NeighborhoodNAmes -1.979e+04
## GrLivArea:GarageCars:NeighborhoodNoRidge -1.855e+04
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt -1.408e+04
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown -2.004e+04
## GrLivArea:GarageCars:NeighborhoodSawyer -1.841e+04
## GrLivArea:GarageCars:NeighborhoodSawyerW -2.031e+04
## GrLivArea:GarageCars:NeighborhoodSomerst -1.847e+04
## GrLivArea:GarageCars:NeighborhoodStoneBr -1.697e+04
## GrLivArea:GarageCars:NeighborhoodSWISU -2.224e+04
## GrLivArea:GarageCars:NeighborhoodTimber -1.467e+04
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide -7.990e+01
## OverallQual:TotalBsmtSF:NeighborhoodClearCr 4.963e+02
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr -1.560e+01
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor -3.806e+01
## OverallQual:TotalBsmtSF:NeighborhoodEdwards -1.422e+02
## OverallQual:TotalBsmtSF:NeighborhoodGilbert 4.644e+02
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR -3.100e+02
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV -3.556e+03
## OverallQual:TotalBsmtSF:NeighborhoodMitchel -1.097e+02
## OverallQual:TotalBsmtSF:NeighborhoodNAmes -1.124e+02
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge 1.195e+03
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt 1.794e+03
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes 5.911e+02
## OverallQual:TotalBsmtSF:NeighborhoodOldTown -2.201e+02
## OverallQual:TotalBsmtSF:NeighborhoodSawyer 4.849e+02
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW -4.549e+02
## OverallQual:TotalBsmtSF:NeighborhoodSomerst 5.217e+02
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr 1.768e+03
## OverallQual:TotalBsmtSF:NeighborhoodSWISU -7.627e+02
## OverallQual:TotalBsmtSF:NeighborhoodTimber 6.645e+02
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide -2.732e+01
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr -2.327e+01
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr -2.685e+01
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor -2.738e+01
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards -2.742e+01
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 9.227e-01
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR -2.829e+01
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV -4.195e+00
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel -2.514e+01
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes -2.734e+01
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge -2.078e+01
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill -6.811e-01
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt -1.375e+01
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 1.328e+00
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown -2.771e+01
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer -2.550e+01
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW -2.917e+01
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst -2.603e+01
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr -2.015e+01
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU -3.004e+01
## GrLivArea:TotalBsmtSF:NeighborhoodTimber -2.186e+01
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker -9.823e-01
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide -2.021e+04
## GarageCars:TotalBsmtSF:NeighborhoodClearCr -1.808e+04
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr -2.035e+04
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor -1.998e+04
## GarageCars:TotalBsmtSF:NeighborhoodEdwards -2.040e+04
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 3.388e+03
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR -2.148e+04
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV -2.032e+03
## GarageCars:TotalBsmtSF:NeighborhoodMitchel -2.009e+04
## GarageCars:TotalBsmtSF:NeighborhoodNAmes -2.030e+04
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge -1.663e+04
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt -1.552e+04
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown -2.058e+04
## GarageCars:TotalBsmtSF:NeighborhoodSawyer -1.857e+04
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW -2.151e+04
## GarageCars:TotalBsmtSF:NeighborhoodSomerst -1.869e+04
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr -1.769e+04
## GarageCars:TotalBsmtSF:NeighborhoodSWISU -2.413e+04
## GarageCars:TotalBsmtSF:NeighborhoodTimber -1.813e+04
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 3.070e-01
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide 6.096e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr -1.481e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr 6.473e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor 6.643e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards 6.910e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert 8.236e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 8.536e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV 1.472e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 4.377e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes 6.501e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 5.254e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt 7.500e+00
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown 6.924e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 3.696e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 7.307e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst 4.199e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr 2.173e+02
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 1.130e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 2.969e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr -2.685e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 2.482e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 3.180e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 3.505e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert -2.565e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 5.098e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 4.263e-02
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 3.193e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge -4.662e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt -1.176e+00
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes -3.287e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 3.940e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer -4.564e-02
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 5.981e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 6.352e-02
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr -7.536e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU 7.608e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber -3.809e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 2.481e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 3.021e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 2.602e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 3.261e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 5.452e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 3.166e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 2.957e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge -1.248e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt -1.995e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 3.511e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer -5.490e+01
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 4.829e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 1.686e-01
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr -1.688e+02
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU 1.102e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 1.403e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr 1.212e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 1.409e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 1.409e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 1.421e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 1.524e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 1.313e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 1.411e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 1.199e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 1.018e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 1.433e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.303e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 1.510e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 1.350e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr 1.230e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 1.693e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 1.186e+01
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide -2.469e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr -2.898e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor -2.905e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards -3.174e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR -5.251e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel -1.754e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes -2.913e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge -4.414e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 1.361e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown -3.308e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer -7.441e-02
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -4.422e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst -1.707e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU -8.738e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## Std. Error
## (Intercept) 2.323e+07
## OverallQual 1.847e+06
## GrLivArea 2.958e+04
## GarageCars 1.041e+07
## TotalBsmtSF 3.880e+04
## NeighborhoodBlueste 1.476e+06
## NeighborhoodBrDale 4.136e+07
## NeighborhoodBrkSide 2.323e+07
## NeighborhoodClearCr 4.223e+07
## NeighborhoodCollgCr 2.326e+07
## NeighborhoodCrawfor 2.327e+07
## NeighborhoodEdwards 2.323e+07
## NeighborhoodGilbert 8.867e+08
## NeighborhoodIDOTRR 2.326e+07
## NeighborhoodMeadowV 2.042e+07
## NeighborhoodMitchel 2.343e+07
## NeighborhoodNAmes 2.325e+07
## NeighborhoodNoRidge 3.150e+07
## NeighborhoodNPkVill 2.962e+06
## NeighborhoodNridgHt 4.117e+07
## NeighborhoodNWAmes 9.169e+06
## NeighborhoodOldTown 2.324e+07
## NeighborhoodSawyer 2.333e+07
## NeighborhoodSawyerW 2.466e+07
## NeighborhoodSomerst 3.410e+07
## NeighborhoodStoneBr 2.471e+07
## NeighborhoodSWISU 2.352e+07
## NeighborhoodTimber 2.122e+07
## NeighborhoodVeenker 5.871e+06
## OverallQual:GrLivArea 3.760e+03
## OverallQual:GarageCars 7.257e+05
## GrLivArea:GarageCars 1.426e+04
## OverallQual:TotalBsmtSF 5.129e+03
## GrLivArea:TotalBsmtSF 1.124e+01
## GarageCars:TotalBsmtSF 1.901e+04
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale 8.119e+06
## OverallQual:NeighborhoodBrkSide 1.848e+06
## OverallQual:NeighborhoodClearCr 6.953e+06
## OverallQual:NeighborhoodCollgCr 1.857e+06
## OverallQual:NeighborhoodCrawfor 1.861e+06
## OverallQual:NeighborhoodEdwards 1.848e+06
## OverallQual:NeighborhoodGilbert 1.267e+08
## OverallQual:NeighborhoodIDOTRR 1.856e+06
## OverallQual:NeighborhoodMeadowV 1.869e+06
## OverallQual:NeighborhoodMitchel 1.928e+06
## OverallQual:NeighborhoodNAmes 1.857e+06
## OverallQual:NeighborhoodNoRidge 3.241e+06
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt 4.230e+06
## OverallQual:NeighborhoodNWAmes 1.249e+06
## OverallQual:NeighborhoodOldTown 1.848e+06
## OverallQual:NeighborhoodSawyer 1.895e+06
## OverallQual:NeighborhoodSawyerW 2.185e+06
## OverallQual:NeighborhoodSomerst 3.648e+06
## OverallQual:NeighborhoodStoneBr 1.677e+06
## OverallQual:NeighborhoodSWISU 1.935e+06
## OverallQual:NeighborhoodTimber 1.194e+06
## OverallQual:NeighborhoodVeenker 4.443e+05
## GrLivArea:NeighborhoodBlueste 1.209e+03
## GrLivArea:NeighborhoodBrDale 3.848e+04
## GrLivArea:NeighborhoodBrkSide 2.958e+04
## GrLivArea:NeighborhoodClearCr 3.628e+04
## GrLivArea:NeighborhoodCollgCr 2.959e+04
## GrLivArea:NeighborhoodCrawfor 2.959e+04
## GrLivArea:NeighborhoodEdwards 2.958e+04
## GrLivArea:NeighborhoodGilbert 5.070e+05
## GrLivArea:NeighborhoodIDOTRR 2.960e+04
## GrLivArea:NeighborhoodMeadowV 2.905e+04
## GrLivArea:NeighborhoodMitchel 2.973e+04
## GrLivArea:NeighborhoodNAmes 2.959e+04
## GrLivArea:NeighborhoodNoRidge 3.172e+04
## GrLivArea:NeighborhoodNPkVill 2.474e+03
## GrLivArea:NeighborhoodNridgHt 3.678e+04
## GrLivArea:NeighborhoodNWAmes 5.827e+03
## GrLivArea:NeighborhoodOldTown 2.958e+04
## GrLivArea:NeighborhoodSawyer 2.962e+04
## GrLivArea:NeighborhoodSawyerW 3.061e+04
## GrLivArea:NeighborhoodSomerst 3.230e+04
## GrLivArea:NeighborhoodStoneBr 3.401e+04
## GrLivArea:NeighborhoodSWISU 2.967e+04
## GrLivArea:NeighborhoodTimber 1.484e+04
## GrLivArea:NeighborhoodVeenker 3.722e+03
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale 1.171e+07
## GarageCars:NeighborhoodBrkSide 1.041e+07
## GarageCars:NeighborhoodClearCr 2.067e+07
## GarageCars:NeighborhoodCollgCr 1.042e+07
## GarageCars:NeighborhoodCrawfor 1.043e+07
## GarageCars:NeighborhoodEdwards 1.041e+07
## GarageCars:NeighborhoodGilbert 4.433e+08
## GarageCars:NeighborhoodIDOTRR 1.046e+07
## GarageCars:NeighborhoodMeadowV 8.165e+06
## GarageCars:NeighborhoodMitchel 1.051e+07
## GarageCars:NeighborhoodNAmes 1.042e+07
## GarageCars:NeighborhoodNoRidge 1.266e+07
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 1.544e+07
## GarageCars:NeighborhoodNWAmes 4.306e+05
## GarageCars:NeighborhoodOldTown 1.041e+07
## GarageCars:NeighborhoodSawyer 1.047e+07
## GarageCars:NeighborhoodSawyerW 1.122e+07
## GarageCars:NeighborhoodSomerst 1.622e+07
## GarageCars:NeighborhoodStoneBr 1.306e+07
## GarageCars:NeighborhoodSWISU 1.116e+07
## GarageCars:NeighborhoodTimber 9.263e+06
## GarageCars:NeighborhoodVeenker 1.025e+06
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 2.719e+03
## TotalBsmtSF:NeighborhoodBrkSide 3.880e+04
## TotalBsmtSF:NeighborhoodClearCr 1.936e+04
## TotalBsmtSF:NeighborhoodCollgCr 3.881e+04
## TotalBsmtSF:NeighborhoodCrawfor 3.883e+04
## TotalBsmtSF:NeighborhoodEdwards 3.880e+04
## TotalBsmtSF:NeighborhoodGilbert 7.308e+03
## TotalBsmtSF:NeighborhoodIDOTRR 3.882e+04
## TotalBsmtSF:NeighborhoodMeadowV 2.516e+04
## TotalBsmtSF:NeighborhoodMitchel 3.886e+04
## TotalBsmtSF:NeighborhoodNAmes 3.882e+04
## TotalBsmtSF:NeighborhoodNoRidge 4.246e+04
## TotalBsmtSF:NeighborhoodNPkVill 2.171e+03
## TotalBsmtSF:NeighborhoodNridgHt 4.661e+04
## TotalBsmtSF:NeighborhoodNWAmes 7.005e+03
## TotalBsmtSF:NeighborhoodOldTown 3.880e+04
## TotalBsmtSF:NeighborhoodSawyer 3.885e+04
## TotalBsmtSF:NeighborhoodSawyerW 4.050e+04
## TotalBsmtSF:NeighborhoodSomerst 4.213e+04
## TotalBsmtSF:NeighborhoodStoneBr 3.306e+04
## TotalBsmtSF:NeighborhoodSWISU 3.908e+04
## TotalBsmtSF:NeighborhoodTimber 1.703e+04
## TotalBsmtSF:NeighborhoodVeenker 1.987e+03
## OverallQual:GrLivArea:GarageCars 1.846e+03
## OverallQual:GrLivArea:TotalBsmtSF 7.306e-01
## OverallQual:GarageCars:TotalBsmtSF 2.518e+03
## GrLivArea:GarageCars:TotalBsmtSF 5.028e+00
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale 6.851e+03
## OverallQual:GrLivArea:NeighborhoodBrkSide 3.760e+03
## OverallQual:GrLivArea:NeighborhoodClearCr 5.030e+03
## OverallQual:GrLivArea:NeighborhoodCollgCr 3.762e+03
## OverallQual:GrLivArea:NeighborhoodCrawfor 3.762e+03
## OverallQual:GrLivArea:NeighborhoodEdwards 3.760e+03
## OverallQual:GrLivArea:NeighborhoodGilbert 7.243e+04
## OverallQual:GrLivArea:NeighborhoodIDOTRR 3.763e+03
## OverallQual:GrLivArea:NeighborhoodMeadowV 3.813e+03
## OverallQual:GrLivArea:NeighborhoodMitchel 3.792e+03
## OverallQual:GrLivArea:NeighborhoodNAmes 3.763e+03
## OverallQual:GrLivArea:NeighborhoodNoRidge 4.023e+03
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 4.492e+03
## OverallQual:GrLivArea:NeighborhoodNWAmes 7.082e+02
## OverallQual:GrLivArea:NeighborhoodOldTown 3.760e+03
## OverallQual:GrLivArea:NeighborhoodSawyer 3.774e+03
## OverallQual:GrLivArea:NeighborhoodSawyerW 3.921e+03
## OverallQual:GrLivArea:NeighborhoodSomerst 4.099e+03
## OverallQual:GrLivArea:NeighborhoodStoneBr 4.366e+03
## OverallQual:GrLivArea:NeighborhoodSWISU 3.777e+03
## OverallQual:GrLivArea:NeighborhoodTimber 7.118e+02
## OverallQual:GrLivArea:NeighborhoodVeenker 3.412e+02
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 1.752e+06
## OverallQual:GarageCars:NeighborhoodBrkSide 7.269e+05
## OverallQual:GarageCars:NeighborhoodClearCr 3.458e+06
## OverallQual:GarageCars:NeighborhoodCollgCr 7.304e+05
## OverallQual:GarageCars:NeighborhoodCrawfor 7.347e+05
## OverallQual:GarageCars:NeighborhoodEdwards 7.259e+05
## OverallQual:GarageCars:NeighborhoodGilbert 6.335e+07
## OverallQual:GarageCars:NeighborhoodIDOTRR 7.488e+05
## OverallQual:GarageCars:NeighborhoodMeadowV 1.075e+06
## OverallQual:GarageCars:NeighborhoodMitchel 7.706e+05
## OverallQual:GarageCars:NeighborhoodNAmes 7.322e+05
## OverallQual:GarageCars:NeighborhoodNoRidge 1.156e+06
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt 1.471e+06
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown 7.264e+05
## OverallQual:GarageCars:NeighborhoodSawyer 7.612e+05
## OverallQual:GarageCars:NeighborhoodSawyerW 9.363e+05
## OverallQual:GarageCars:NeighborhoodSomerst 1.727e+06
## OverallQual:GarageCars:NeighborhoodStoneBr 9.512e+05
## OverallQual:GarageCars:NeighborhoodSWISU 1.036e+06
## OverallQual:GarageCars:NeighborhoodTimber 1.604e+05
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide 1.426e+04
## GrLivArea:GarageCars:NeighborhoodClearCr 1.779e+04
## GrLivArea:GarageCars:NeighborhoodCollgCr 1.427e+04
## GrLivArea:GarageCars:NeighborhoodCrawfor 1.427e+04
## GrLivArea:GarageCars:NeighborhoodEdwards 1.426e+04
## GrLivArea:GarageCars:NeighborhoodGilbert 2.535e+05
## GrLivArea:GarageCars:NeighborhoodIDOTRR 1.429e+04
## GrLivArea:GarageCars:NeighborhoodMeadowV 1.412e+04
## GrLivArea:GarageCars:NeighborhoodMitchel 1.434e+04
## GrLivArea:GarageCars:NeighborhoodNAmes 1.427e+04
## GrLivArea:GarageCars:NeighborhoodNoRidge 1.477e+04
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 1.602e+04
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown 1.426e+04
## GrLivArea:GarageCars:NeighborhoodSawyer 1.429e+04
## GrLivArea:GarageCars:NeighborhoodSawyerW 1.480e+04
## GrLivArea:GarageCars:NeighborhoodSomerst 1.565e+04
## GrLivArea:GarageCars:NeighborhoodStoneBr 1.588e+04
## GrLivArea:GarageCars:NeighborhoodSWISU 1.451e+04
## GrLivArea:GarageCars:NeighborhoodTimber 6.297e+03
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide 5.129e+03
## OverallQual:TotalBsmtSF:NeighborhoodClearCr 1.001e+03
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr 5.131e+03
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor 5.137e+03
## OverallQual:TotalBsmtSF:NeighborhoodEdwards 5.129e+03
## OverallQual:TotalBsmtSF:NeighborhoodGilbert 9.715e+02
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR 5.133e+03
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV 3.035e+03
## OverallQual:TotalBsmtSF:NeighborhoodMitchel 5.144e+03
## OverallQual:TotalBsmtSF:NeighborhoodNAmes 5.133e+03
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge 5.563e+03
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt 5.876e+03
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes 9.705e+02
## OverallQual:TotalBsmtSF:NeighborhoodOldTown 5.129e+03
## OverallQual:TotalBsmtSF:NeighborhoodSawyer 5.145e+03
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW 5.386e+03
## OverallQual:TotalBsmtSF:NeighborhoodSomerst 5.531e+03
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr 4.317e+03
## OverallQual:TotalBsmtSF:NeighborhoodSWISU 5.185e+03
## OverallQual:TotalBsmtSF:NeighborhoodTimber 9.731e+02
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 1.124e+01
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 1.099e+01
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 1.125e+01
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 1.127e+01
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards 1.124e+01
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 4.025e+00
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 1.129e+01
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV 2.562e+00
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 1.143e+01
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes 1.127e+01
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 1.469e+01
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 1.788e+00
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 2.010e+01
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 4.022e+00
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown 1.124e+01
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer 1.132e+01
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 1.572e+01
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst 1.419e+01
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 1.125e+01
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU 1.155e+01
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 1.070e+01
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker 1.629e+00
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide 1.901e+04
## GarageCars:TotalBsmtSF:NeighborhoodClearCr 8.892e+03
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr 1.901e+04
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor 1.902e+04
## GarageCars:TotalBsmtSF:NeighborhoodEdwards 1.901e+04
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 1.636e+03
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 1.904e+04
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV 4.987e+03
## GarageCars:TotalBsmtSF:NeighborhoodMitchel 1.903e+04
## GarageCars:TotalBsmtSF:NeighborhoodNAmes 1.901e+04
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge 1.987e+04
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt 2.088e+04
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown 1.901e+04
## GarageCars:TotalBsmtSF:NeighborhoodSawyer 1.904e+04
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW 1.988e+04
## GarageCars:TotalBsmtSF:NeighborhoodSomerst 2.068e+04
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 1.731e+04
## GarageCars:TotalBsmtSF:NeighborhoodSWISU 1.969e+04
## GarageCars:TotalBsmtSF:NeighborhoodTimber 7.569e+03
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 2.501e-01
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide 1.847e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr 2.502e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr 1.847e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor 1.847e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards 1.846e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert 3.621e+04
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 1.853e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV 1.862e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 1.862e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes 1.848e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 1.908e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt 2.021e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown 1.846e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 1.854e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 1.930e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst 2.017e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr 2.050e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 1.913e+03
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 7.319e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr 5.549e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 7.374e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 7.464e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 7.307e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert 5.338e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 7.519e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 8.052e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 7.501e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 1.390e+00
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 1.995e+00
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 5.332e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 7.315e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer 7.839e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 1.727e+00
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 1.314e+00
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 7.240e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU 8.529e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber 5.354e-01
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 2.519e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 2.519e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 2.523e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 2.518e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 2.526e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 2.525e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 2.521e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 2.620e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 2.695e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 2.518e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 2.528e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 2.651e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 2.720e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr 2.253e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU 2.699e+03
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 5.033e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr 4.921e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 5.037e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 5.050e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 5.028e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 5.119e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 5.131e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 5.046e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 5.940e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 7.499e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 5.030e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 5.082e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 7.461e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 6.610e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr 4.750e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 5.932e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 4.724e+00
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 2.544e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 2.538e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 2.625e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 2.502e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 3.028e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 2.983e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 2.643e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 4.676e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 6.687e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 2.510e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 2.934e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 8.239e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 5.954e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 6.569e-01
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## t value
## (Intercept) 2.401
## OverallQual -0.634
## GrLivArea -1.311
## GarageCars -2.803
## TotalBsmtSF -0.989
## NeighborhoodBlueste -0.264
## NeighborhoodBrDale 2.630
## NeighborhoodBrkSide -2.398
## NeighborhoodClearCr -0.956
## NeighborhoodCollgCr -2.375
## NeighborhoodCrawfor -2.388
## NeighborhoodEdwards -2.410
## NeighborhoodGilbert -0.207
## NeighborhoodIDOTRR -2.439
## NeighborhoodMeadowV -2.504
## NeighborhoodMitchel -2.304
## NeighborhoodNAmes -2.398
## NeighborhoodNoRidge -1.582
## NeighborhoodNPkVill -0.266
## NeighborhoodNridgHt -0.741
## NeighborhoodNWAmes 0.493
## NeighborhoodOldTown -2.422
## NeighborhoodSawyer -2.247
## NeighborhoodSawyerW -2.315
## NeighborhoodSomerst -1.448
## NeighborhoodStoneBr -1.514
## NeighborhoodSWISU -2.490
## NeighborhoodTimber -2.033
## NeighborhoodVeenker -1.047
## OverallQual:GrLivArea 0.273
## OverallQual:GarageCars 1.217
## GrLivArea:GarageCars 1.393
## OverallQual:TotalBsmtSF 0.021
## GrLivArea:TotalBsmtSF 2.434
## GarageCars:TotalBsmtSF 1.071
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale -2.640
## OverallQual:NeighborhoodBrkSide 0.627
## OverallQual:NeighborhoodClearCr -0.208
## OverallQual:NeighborhoodCollgCr 0.594
## OverallQual:NeighborhoodCrawfor 0.603
## OverallQual:NeighborhoodEdwards 0.671
## OverallQual:NeighborhoodGilbert 0.222
## OverallQual:NeighborhoodIDOTRR 0.729
## OverallQual:NeighborhoodMeadowV 2.114
## OverallQual:NeighborhoodMitchel 0.511
## OverallQual:NeighborhoodNAmes 0.632
## OverallQual:NeighborhoodNoRidge 0.186
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt -0.373
## OverallQual:NeighborhoodNWAmes -0.578
## OverallQual:NeighborhoodOldTown 0.692
## OverallQual:NeighborhoodSawyer 0.264
## OverallQual:NeighborhoodSawyerW 0.632
## OverallQual:NeighborhoodSomerst 0.025
## OverallQual:NeighborhoodStoneBr -0.937
## OverallQual:NeighborhoodSWISU 0.820
## OverallQual:NeighborhoodTimber -0.358
## OverallQual:NeighborhoodVeenker 0.175
## GrLivArea:NeighborhoodBlueste 0.323
## GrLivArea:NeighborhoodBrDale -2.240
## GrLivArea:NeighborhoodBrkSide 1.310
## GrLivArea:NeighborhoodClearCr 0.801
## GrLivArea:NeighborhoodCollgCr 1.294
## GrLivArea:NeighborhoodCrawfor 1.316
## GrLivArea:NeighborhoodEdwards 1.320
## GrLivArea:NeighborhoodGilbert 0.220
## GrLivArea:NeighborhoodIDOTRR 1.339
## GrLivArea:NeighborhoodMeadowV 0.980
## GrLivArea:NeighborhoodMitchel 1.185
## GrLivArea:NeighborhoodNAmes 1.311
## GrLivArea:NeighborhoodNoRidge 1.083
## GrLivArea:NeighborhoodNPkVill 0.346
## GrLivArea:NeighborhoodNridgHt 0.518
## GrLivArea:NeighborhoodNWAmes -0.236
## GrLivArea:NeighborhoodOldTown 1.324
## GrLivArea:NeighborhoodSawyer 1.231
## GrLivArea:NeighborhoodSawyerW 1.294
## GrLivArea:NeighborhoodSomerst 1.118
## GrLivArea:NeighborhoodStoneBr 0.819
## GrLivArea:NeighborhoodSWISU 1.379
## GrLivArea:NeighborhoodTimber 1.882
## GrLivArea:NeighborhoodVeenker 0.459
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale -0.063
## GarageCars:NeighborhoodBrkSide 2.787
## GarageCars:NeighborhoodClearCr 1.039
## GarageCars:NeighborhoodCollgCr 2.800
## GarageCars:NeighborhoodCrawfor 2.784
## GarageCars:NeighborhoodEdwards 2.814
## GarageCars:NeighborhoodGilbert 0.210
## GarageCars:NeighborhoodIDOTRR 2.885
## GarageCars:NeighborhoodMeadowV 2.666
## GarageCars:NeighborhoodMitchel 2.706
## GarageCars:NeighborhoodNAmes 2.793
## GarageCars:NeighborhoodNoRidge 2.179
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 1.457
## GarageCars:NeighborhoodNWAmes -1.211
## GarageCars:NeighborhoodOldTown 2.827
## GarageCars:NeighborhoodSawyer 2.589
## GarageCars:NeighborhoodSawyerW 2.668
## GarageCars:NeighborhoodSomerst 1.605
## GarageCars:NeighborhoodStoneBr 1.925
## GarageCars:NeighborhoodSWISU 2.886
## GarageCars:NeighborhoodTimber 2.511
## GarageCars:NeighborhoodVeenker 1.917
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 0.795
## TotalBsmtSF:NeighborhoodBrkSide 0.989
## TotalBsmtSF:NeighborhoodClearCr 1.751
## TotalBsmtSF:NeighborhoodCollgCr 0.976
## TotalBsmtSF:NeighborhoodCrawfor 0.979
## TotalBsmtSF:NeighborhoodEdwards 0.993
## TotalBsmtSF:NeighborhoodGilbert -1.223
## TotalBsmtSF:NeighborhoodIDOTRR 1.016
## TotalBsmtSF:NeighborhoodMeadowV 1.065
## TotalBsmtSF:NeighborhoodMitchel 0.973
## TotalBsmtSF:NeighborhoodNAmes 0.991
## TotalBsmtSF:NeighborhoodNoRidge 0.645
## TotalBsmtSF:NeighborhoodNPkVill 0.285
## TotalBsmtSF:NeighborhoodNridgHt 0.441
## TotalBsmtSF:NeighborhoodNWAmes -0.414
## TotalBsmtSF:NeighborhoodOldTown 1.004
## TotalBsmtSF:NeighborhoodSawyer 0.913
## TotalBsmtSF:NeighborhoodSawyerW 1.005
## TotalBsmtSF:NeighborhoodSomerst 0.831
## TotalBsmtSF:NeighborhoodStoneBr 0.796
## TotalBsmtSF:NeighborhoodSWISU 1.087
## TotalBsmtSF:NeighborhoodTimber 1.913
## TotalBsmtSF:NeighborhoodVeenker 0.669
## OverallQual:GrLivArea:GarageCars -0.359
## OverallQual:GrLivArea:TotalBsmtSF -0.450
## OverallQual:GarageCars:TotalBsmtSF -0.122
## GrLivArea:GarageCars:TotalBsmtSF -2.822
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale 2.377
## OverallQual:GrLivArea:NeighborhoodBrkSide -0.265
## OverallQual:GrLivArea:NeighborhoodClearCr 0.115
## OverallQual:GrLivArea:NeighborhoodCollgCr -0.252
## OverallQual:GrLivArea:NeighborhoodCrawfor -0.270
## OverallQual:GrLivArea:NeighborhoodEdwards -0.287
## OverallQual:GrLivArea:NeighborhoodGilbert -0.224
## OverallQual:GrLivArea:NeighborhoodIDOTRR -0.313
## OverallQual:GrLivArea:NeighborhoodMeadowV -0.462
## OverallQual:GrLivArea:NeighborhoodMitchel -0.135
## OverallQual:GrLivArea:NeighborhoodNAmes -0.269
## OverallQual:GrLivArea:NeighborhoodNoRidge -0.132
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 0.272
## OverallQual:GrLivArea:NeighborhoodNWAmes 0.527
## OverallQual:GrLivArea:NeighborhoodOldTown -0.289
## OverallQual:GrLivArea:NeighborhoodSawyer -0.145
## OverallQual:GrLivArea:NeighborhoodSawyerW -0.290
## OverallQual:GrLivArea:NeighborhoodSomerst -0.132
## OverallQual:GrLivArea:NeighborhoodStoneBr 0.128
## OverallQual:GrLivArea:NeighborhoodSWISU -0.355
## OverallQual:GrLivArea:NeighborhoodTimber 0.489
## OverallQual:GrLivArea:NeighborhoodVeenker -0.180
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 0.280
## OverallQual:GarageCars:NeighborhoodBrkSide -1.147
## OverallQual:GarageCars:NeighborhoodClearCr 0.125
## OverallQual:GarageCars:NeighborhoodCollgCr -1.214
## OverallQual:GarageCars:NeighborhoodCrawfor -1.175
## OverallQual:GarageCars:NeighborhoodEdwards -1.266
## OverallQual:GarageCars:NeighborhoodGilbert -0.226
## OverallQual:GarageCars:NeighborhoodIDOTRR -1.454
## OverallQual:GarageCars:NeighborhoodMeadowV -1.571
## OverallQual:GarageCars:NeighborhoodMitchel -1.059
## OverallQual:GarageCars:NeighborhoodNAmes -1.185
## OverallQual:GarageCars:NeighborhoodNoRidge -0.652
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt -0.112
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown -1.278
## OverallQual:GarageCars:NeighborhoodSawyer -0.609
## OverallQual:GarageCars:NeighborhoodSawyerW -1.069
## OverallQual:GarageCars:NeighborhoodSomerst -0.204
## OverallQual:GarageCars:NeighborhoodStoneBr -0.206
## OverallQual:GarageCars:NeighborhoodSWISU -1.428
## OverallQual:GarageCars:NeighborhoodTimber -0.721
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide -1.380
## GrLivArea:GarageCars:NeighborhoodClearCr -0.841
## GrLivArea:GarageCars:NeighborhoodCollgCr -1.383
## GrLivArea:GarageCars:NeighborhoodCrawfor -1.396
## GrLivArea:GarageCars:NeighborhoodEdwards -1.399
## GrLivArea:GarageCars:NeighborhoodGilbert -0.222
## GrLivArea:GarageCars:NeighborhoodIDOTRR -1.456
## GrLivArea:GarageCars:NeighborhoodMeadowV -1.074
## GrLivArea:GarageCars:NeighborhoodMitchel -1.271
## GrLivArea:GarageCars:NeighborhoodNAmes -1.387
## GrLivArea:GarageCars:NeighborhoodNoRidge -1.256
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt -0.878
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown -1.405
## GrLivArea:GarageCars:NeighborhoodSawyer -1.289
## GrLivArea:GarageCars:NeighborhoodSawyerW -1.372
## GrLivArea:GarageCars:NeighborhoodSomerst -1.180
## GrLivArea:GarageCars:NeighborhoodStoneBr -1.069
## GrLivArea:GarageCars:NeighborhoodSWISU -1.533
## GrLivArea:GarageCars:NeighborhoodTimber -2.329
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide -0.016
## OverallQual:TotalBsmtSF:NeighborhoodClearCr 0.496
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr -0.003
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor -0.007
## OverallQual:TotalBsmtSF:NeighborhoodEdwards -0.028
## OverallQual:TotalBsmtSF:NeighborhoodGilbert 0.478
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR -0.060
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV -1.172
## OverallQual:TotalBsmtSF:NeighborhoodMitchel -0.021
## OverallQual:TotalBsmtSF:NeighborhoodNAmes -0.022
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge 0.215
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt 0.305
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes 0.609
## OverallQual:TotalBsmtSF:NeighborhoodOldTown -0.043
## OverallQual:TotalBsmtSF:NeighborhoodSawyer 0.094
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW -0.084
## OverallQual:TotalBsmtSF:NeighborhoodSomerst 0.094
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr 0.409
## OverallQual:TotalBsmtSF:NeighborhoodSWISU -0.147
## OverallQual:TotalBsmtSF:NeighborhoodTimber 0.683
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide -2.431
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr -2.117
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr -2.386
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor -2.429
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards -2.441
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 0.229
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR -2.506
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV -1.637
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel -2.200
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes -2.426
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge -1.415
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill -0.381
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt -0.684
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 0.330
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown -2.465
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer -2.254
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW -1.855
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst -1.834
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr -1.791
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU -2.601
## GrLivArea:TotalBsmtSF:NeighborhoodTimber -2.042
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker -0.603
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide -1.063
## GarageCars:TotalBsmtSF:NeighborhoodClearCr -2.033
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr -1.070
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor -1.050
## GarageCars:TotalBsmtSF:NeighborhoodEdwards -1.073
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 2.071
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR -1.128
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV -0.407
## GarageCars:TotalBsmtSF:NeighborhoodMitchel -1.056
## GarageCars:TotalBsmtSF:NeighborhoodNAmes -1.068
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge -0.837
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt -0.743
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown -1.083
## GarageCars:TotalBsmtSF:NeighborhoodSawyer -0.975
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW -1.082
## GarageCars:TotalBsmtSF:NeighborhoodSomerst -0.904
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr -1.022
## GarageCars:TotalBsmtSF:NeighborhoodSWISU -1.226
## GarageCars:TotalBsmtSF:NeighborhoodTimber -2.396
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 1.227
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide 0.330
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr -0.059
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr 0.350
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor 0.360
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards 0.374
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert 0.227
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 0.461
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV 0.791
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 0.235
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes 0.352
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 0.275
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt 0.004
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown 0.375
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 0.199
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 0.379
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst 0.208
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr 0.106
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 0.590
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 0.406
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr -0.484
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 0.337
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 0.426
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 0.480
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert -0.480
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 0.678
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.053
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 0.426
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge -0.335
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt -0.589
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes -0.616
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 0.539
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer -0.058
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 0.346
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 0.048
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr -1.041
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU 0.892
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber -0.711
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.098
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.120
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.103
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.130
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.216
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.125
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.117
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge -0.048
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt -0.074
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.139
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer -0.022
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.182
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.000
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr -0.075
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.408
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 2.787
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr 2.462
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 2.797
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 2.790
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 2.825
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 2.977
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 2.559
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 2.796
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 2.019
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 1.358
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 2.848
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 2.565
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 2.024
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 2.042
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr 2.590
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 2.853
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 2.511
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide -0.970
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr -1.142
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor -1.106
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards -1.269
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR -1.734
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel -0.588
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes -1.102
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge -0.094
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.203
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown -1.318
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer -0.254
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW -0.537
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst -0.287
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU -1.330
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## Pr(>|t|)
## (Intercept) 0.01652
## OverallQual 0.52596
## GrLivArea 0.19003
## GarageCars 0.00516
## TotalBsmtSF 0.32287
## NeighborhoodBlueste 0.79214
## NeighborhoodBrDale 0.00865
## NeighborhoodBrkSide 0.01663
## NeighborhoodClearCr 0.33941
## NeighborhoodCollgCr 0.01770
## NeighborhoodCrawfor 0.01712
## NeighborhoodEdwards 0.01610
## NeighborhoodGilbert 0.83582
## NeighborhoodIDOTRR 0.01490
## NeighborhoodMeadowV 0.01241
## NeighborhoodMitchel 0.02140
## NeighborhoodNAmes 0.01667
## NeighborhoodNoRidge 0.11397
## NeighborhoodNPkVill 0.79055
## NeighborhoodNridgHt 0.45896
## NeighborhoodNWAmes 0.62197
## NeighborhoodOldTown 0.01560
## NeighborhoodSawyer 0.02482
## NeighborhoodSawyerW 0.02077
## NeighborhoodSomerst 0.14779
## NeighborhoodStoneBr 0.13026
## NeighborhoodSWISU 0.01291
## NeighborhoodTimber 0.04231
## NeighborhoodVeenker 0.29544
## OverallQual:GrLivArea 0.78522
## OverallQual:GarageCars 0.22372
## GrLivArea:GarageCars 0.16392
## OverallQual:TotalBsmtSF 0.98322
## GrLivArea:TotalBsmtSF 0.01507
## GarageCars:TotalBsmtSF 0.28449
## OverallQual:NeighborhoodBlueste NA
## OverallQual:NeighborhoodBrDale 0.00841
## OverallQual:NeighborhoodBrkSide 0.53087
## OverallQual:NeighborhoodClearCr 0.83535
## OverallQual:NeighborhoodCollgCr 0.55283
## OverallQual:NeighborhoodCrawfor 0.54635
## OverallQual:NeighborhoodEdwards 0.50224
## OverallQual:NeighborhoodGilbert 0.82431
## OverallQual:NeighborhoodIDOTRR 0.46612
## OverallQual:NeighborhoodMeadowV 0.03473
## OverallQual:NeighborhoodMitchel 0.60962
## OverallQual:NeighborhoodNAmes 0.52759
## OverallQual:NeighborhoodNoRidge 0.85212
## OverallQual:NeighborhoodNPkVill NA
## OverallQual:NeighborhoodNridgHt 0.70908
## OverallQual:NeighborhoodNWAmes 0.56312
## OverallQual:NeighborhoodOldTown 0.48906
## OverallQual:NeighborhoodSawyer 0.79199
## OverallQual:NeighborhoodSawyerW 0.52721
## OverallQual:NeighborhoodSomerst 0.98032
## OverallQual:NeighborhoodStoneBr 0.34893
## OverallQual:NeighborhoodSWISU 0.41255
## OverallQual:NeighborhoodTimber 0.72070
## OverallQual:NeighborhoodVeenker 0.86084
## GrLivArea:NeighborhoodBlueste 0.74650
## GrLivArea:NeighborhoodBrDale 0.02529
## GrLivArea:NeighborhoodBrkSide 0.19036
## GrLivArea:NeighborhoodClearCr 0.42313
## GrLivArea:NeighborhoodCollgCr 0.19589
## GrLivArea:NeighborhoodCrawfor 0.18845
## GrLivArea:NeighborhoodEdwards 0.18727
## GrLivArea:NeighborhoodGilbert 0.82575
## GrLivArea:NeighborhoodIDOTRR 0.18070
## GrLivArea:NeighborhoodMeadowV 0.32740
## GrLivArea:NeighborhoodMitchel 0.23624
## GrLivArea:NeighborhoodNAmes 0.19027
## GrLivArea:NeighborhoodNoRidge 0.27898
## GrLivArea:NeighborhoodNPkVill 0.72962
## GrLivArea:NeighborhoodNridgHt 0.60482
## GrLivArea:NeighborhoodNWAmes 0.81356
## GrLivArea:NeighborhoodOldTown 0.18586
## GrLivArea:NeighborhoodSawyer 0.21845
## GrLivArea:NeighborhoodSawyerW 0.19596
## GrLivArea:NeighborhoodSomerst 0.26387
## GrLivArea:NeighborhoodStoneBr 0.41269
## GrLivArea:NeighborhoodSWISU 0.16813
## GrLivArea:NeighborhoodTimber 0.06011
## GrLivArea:NeighborhoodVeenker 0.64658
## GarageCars:NeighborhoodBlueste NA
## GarageCars:NeighborhoodBrDale 0.94988
## GarageCars:NeighborhoodBrkSide 0.00541
## GarageCars:NeighborhoodClearCr 0.29917
## GarageCars:NeighborhoodCollgCr 0.00520
## GarageCars:NeighborhoodCrawfor 0.00545
## GarageCars:NeighborhoodEdwards 0.00498
## GarageCars:NeighborhoodGilbert 0.83359
## GarageCars:NeighborhoodIDOTRR 0.00398
## GarageCars:NeighborhoodMeadowV 0.00779
## GarageCars:NeighborhoodMitchel 0.00692
## GarageCars:NeighborhoodNAmes 0.00531
## GarageCars:NeighborhoodNoRidge 0.02955
## GarageCars:NeighborhoodNPkVill NA
## GarageCars:NeighborhoodNridgHt 0.14551
## GarageCars:NeighborhoodNWAmes 0.22610
## GarageCars:NeighborhoodOldTown 0.00478
## GarageCars:NeighborhoodSawyer 0.00974
## GarageCars:NeighborhoodSawyerW 0.00774
## GarageCars:NeighborhoodSomerst 0.10874
## GarageCars:NeighborhoodStoneBr 0.05449
## GarageCars:NeighborhoodSWISU 0.00397
## GarageCars:NeighborhoodTimber 0.01219
## GarageCars:NeighborhoodVeenker 0.05553
## TotalBsmtSF:NeighborhoodBlueste NA
## TotalBsmtSF:NeighborhoodBrDale 0.42674
## TotalBsmtSF:NeighborhoodBrkSide 0.32296
## TotalBsmtSF:NeighborhoodClearCr 0.08016
## TotalBsmtSF:NeighborhoodCollgCr 0.32951
## TotalBsmtSF:NeighborhoodCrawfor 0.32780
## TotalBsmtSF:NeighborhoodEdwards 0.32110
## TotalBsmtSF:NeighborhoodGilbert 0.22141
## TotalBsmtSF:NeighborhoodIDOTRR 0.30972
## TotalBsmtSF:NeighborhoodMeadowV 0.28702
## TotalBsmtSF:NeighborhoodMitchel 0.33053
## TotalBsmtSF:NeighborhoodNAmes 0.32182
## TotalBsmtSF:NeighborhoodNoRidge 0.51902
## TotalBsmtSF:NeighborhoodNPkVill 0.77603
## TotalBsmtSF:NeighborhoodNridgHt 0.65964
## TotalBsmtSF:NeighborhoodNWAmes 0.67923
## TotalBsmtSF:NeighborhoodOldTown 0.31554
## TotalBsmtSF:NeighborhoodSawyer 0.36126
## TotalBsmtSF:NeighborhoodSawyerW 0.31502
## TotalBsmtSF:NeighborhoodSomerst 0.40594
## TotalBsmtSF:NeighborhoodStoneBr 0.42592
## TotalBsmtSF:NeighborhoodSWISU 0.27749
## TotalBsmtSF:NeighborhoodTimber 0.05597
## TotalBsmtSF:NeighborhoodVeenker 0.50383
## OverallQual:GrLivArea:GarageCars 0.71964
## OverallQual:GrLivArea:TotalBsmtSF 0.65299
## OverallQual:GarageCars:TotalBsmtSF 0.90303
## GrLivArea:GarageCars:TotalBsmtSF 0.00485
## OverallQual:GrLivArea:NeighborhoodBlueste NA
## OverallQual:GrLivArea:NeighborhoodBrDale 0.01764
## OverallQual:GrLivArea:NeighborhoodBrkSide 0.79122
## OverallQual:GrLivArea:NeighborhoodClearCr 0.90814
## OverallQual:GrLivArea:NeighborhoodCollgCr 0.80129
## OverallQual:GrLivArea:NeighborhoodCrawfor 0.78701
## OverallQual:GrLivArea:NeighborhoodEdwards 0.77452
## OverallQual:GrLivArea:NeighborhoodGilbert 0.82313
## OverallQual:GrLivArea:NeighborhoodIDOTRR 0.75456
## OverallQual:GrLivArea:NeighborhoodMeadowV 0.64416
## OverallQual:GrLivArea:NeighborhoodMitchel 0.89287
## OverallQual:GrLivArea:NeighborhoodNAmes 0.78761
## OverallQual:GrLivArea:NeighborhoodNoRidge 0.89529
## OverallQual:GrLivArea:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:NeighborhoodNridgHt 0.78589
## OverallQual:GrLivArea:NeighborhoodNWAmes 0.59802
## OverallQual:GrLivArea:NeighborhoodOldTown 0.77235
## OverallQual:GrLivArea:NeighborhoodSawyer 0.88439
## OverallQual:GrLivArea:NeighborhoodSawyerW 0.77170
## OverallQual:GrLivArea:NeighborhoodSomerst 0.89518
## OverallQual:GrLivArea:NeighborhoodStoneBr 0.89827
## OverallQual:GrLivArea:NeighborhoodSWISU 0.72230
## OverallQual:GrLivArea:NeighborhoodTimber 0.62477
## OverallQual:GrLivArea:NeighborhoodVeenker 0.85711
## OverallQual:GarageCars:NeighborhoodBlueste NA
## OverallQual:GarageCars:NeighborhoodBrDale 0.77964
## OverallQual:GarageCars:NeighborhoodBrkSide 0.25168
## OverallQual:GarageCars:NeighborhoodClearCr 0.90048
## OverallQual:GarageCars:NeighborhoodCollgCr 0.22487
## OverallQual:GarageCars:NeighborhoodCrawfor 0.24012
## OverallQual:GarageCars:NeighborhoodEdwards 0.20565
## OverallQual:GarageCars:NeighborhoodGilbert 0.82087
## OverallQual:GarageCars:NeighborhoodIDOTRR 0.14618
## OverallQual:GarageCars:NeighborhoodMeadowV 0.11651
## OverallQual:GarageCars:NeighborhoodMitchel 0.29000
## OverallQual:GarageCars:NeighborhoodNAmes 0.23619
## OverallQual:GarageCars:NeighborhoodNoRidge 0.51430
## OverallQual:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GarageCars:NeighborhoodNridgHt 0.91108
## OverallQual:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GarageCars:NeighborhoodOldTown 0.20136
## OverallQual:GarageCars:NeighborhoodSawyer 0.54264
## OverallQual:GarageCars:NeighborhoodSawyerW 0.28509
## OverallQual:GarageCars:NeighborhoodSomerst 0.83839
## OverallQual:GarageCars:NeighborhoodStoneBr 0.83659
## OverallQual:GarageCars:NeighborhoodSWISU 0.15370
## OverallQual:GarageCars:NeighborhoodTimber 0.47108
## OverallQual:GarageCars:NeighborhoodVeenker NA
## GrLivArea:GarageCars:NeighborhoodBlueste NA
## GrLivArea:GarageCars:NeighborhoodBrDale NA
## GrLivArea:GarageCars:NeighborhoodBrkSide 0.16795
## GrLivArea:GarageCars:NeighborhoodClearCr 0.40066
## GrLivArea:GarageCars:NeighborhoodCollgCr 0.16695
## GrLivArea:GarageCars:NeighborhoodCrawfor 0.16306
## GrLivArea:GarageCars:NeighborhoodEdwards 0.16215
## GrLivArea:GarageCars:NeighborhoodGilbert 0.82447
## GrLivArea:GarageCars:NeighborhoodIDOTRR 0.14559
## GrLivArea:GarageCars:NeighborhoodMeadowV 0.28296
## GrLivArea:GarageCars:NeighborhoodMitchel 0.20388
## GrLivArea:GarageCars:NeighborhoodNAmes 0.16560
## GrLivArea:GarageCars:NeighborhoodNoRidge 0.20949
## GrLivArea:GarageCars:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:NeighborhoodNridgHt 0.37989
## GrLivArea:GarageCars:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:NeighborhoodOldTown 0.16032
## GrLivArea:GarageCars:NeighborhoodSawyer 0.19775
## GrLivArea:GarageCars:NeighborhoodSawyerW 0.17026
## GrLivArea:GarageCars:NeighborhoodSomerst 0.23829
## GrLivArea:GarageCars:NeighborhoodStoneBr 0.28534
## GrLivArea:GarageCars:NeighborhoodSWISU 0.12552
## GrLivArea:GarageCars:NeighborhoodTimber 0.02002
## GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide 0.98757
## OverallQual:TotalBsmtSF:NeighborhoodClearCr 0.62004
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr 0.99757
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor 0.99409
## OverallQual:TotalBsmtSF:NeighborhoodEdwards 0.97789
## OverallQual:TotalBsmtSF:NeighborhoodGilbert 0.63276
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR 0.95186
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV 0.24164
## OverallQual:TotalBsmtSF:NeighborhoodMitchel 0.98299
## OverallQual:TotalBsmtSF:NeighborhoodNAmes 0.98254
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge 0.82998
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt 0.76022
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes 0.54255
## OverallQual:TotalBsmtSF:NeighborhoodOldTown 0.96577
## OverallQual:TotalBsmtSF:NeighborhoodSawyer 0.92493
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW 0.93271
## OverallQual:TotalBsmtSF:NeighborhoodSomerst 0.92487
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr 0.68226
## OverallQual:TotalBsmtSF:NeighborhoodSWISU 0.88307
## OverallQual:TotalBsmtSF:NeighborhoodTimber 0.49481
## OverallQual:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 0.01521
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr 0.03448
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 0.01720
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 0.01528
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards 0.01482
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert 0.81870
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 0.01234
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV 0.10184
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.02803
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes 0.01542
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 0.15743
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill 0.70326
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 0.49408
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 0.74133
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown 0.01384
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer 0.02440
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 0.06382
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst 0.06686
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 0.07350
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU 0.00942
## GrLivArea:TotalBsmtSF:NeighborhoodTimber 0.04141
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker 0.54667
## GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.28793
## GarageCars:TotalBsmtSF:NeighborhoodClearCr 0.04227
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.28475
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.29396
## GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.28337
## GarageCars:TotalBsmtSF:NeighborhoodGilbert 0.03855
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.25937
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV 0.68378
## GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.29133
## GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.28582
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.40272
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.45756
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.27905
## GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.32962
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.27947
## GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.36624
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr 0.30720
## GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.22061
## GarageCars:TotalBsmtSF:NeighborhoodTimber 0.01675
## GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF 0.21997
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide 0.74135
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr 0.95280
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr 0.72607
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor 0.71921
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards 0.70828
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert 0.82013
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR 0.64521
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV 0.42932
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel 0.81422
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes 0.72504
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge 0.78305
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt 0.99704
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown 0.70773
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer 0.84207
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW 0.70501
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst 0.83509
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr 0.91560
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU 0.55502
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide 0.68505
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr 0.62857
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr 0.73654
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor 0.67014
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards 0.63157
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert 0.63098
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR 0.49789
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel 0.95778
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes 0.67045
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge 0.73731
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt 0.55572
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes 0.53771
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown 0.59024
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer 0.95359
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW 0.72909
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst 0.96147
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr 0.29812
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU 0.37258
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber 0.47695
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.92157
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.90457
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.91786
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.89697
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.82919
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.90022
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.90664
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.96200
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.94099
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.88915
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.98268
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.85549
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.99995
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr 0.94028
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.68308
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.00541
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr 0.01395
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.00525
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.00537
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.00481
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.00297
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.01063
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.00527
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.04369
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.17487
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.00447
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.01046
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.04324
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.04138
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr 0.00972
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.00441
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber 0.01217
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide 0.33211
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr 0.25379
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor 0.26876
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards 0.20479
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR 0.08314
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel 0.55669
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes 0.27062
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge 0.92480
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt 0.83880
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown 0.18793
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer 0.79986
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW 0.59160
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst 0.77443
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU 0.18373
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber NA
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker NA
##
## (Intercept) *
## OverallQual
## GrLivArea
## GarageCars **
## TotalBsmtSF
## NeighborhoodBlueste
## NeighborhoodBrDale **
## NeighborhoodBrkSide *
## NeighborhoodClearCr
## NeighborhoodCollgCr *
## NeighborhoodCrawfor *
## NeighborhoodEdwards *
## NeighborhoodGilbert
## NeighborhoodIDOTRR *
## NeighborhoodMeadowV *
## NeighborhoodMitchel *
## NeighborhoodNAmes *
## NeighborhoodNoRidge
## NeighborhoodNPkVill
## NeighborhoodNridgHt
## NeighborhoodNWAmes
## NeighborhoodOldTown *
## NeighborhoodSawyer *
## NeighborhoodSawyerW *
## NeighborhoodSomerst
## NeighborhoodStoneBr
## NeighborhoodSWISU *
## NeighborhoodTimber *
## NeighborhoodVeenker
## OverallQual:GrLivArea
## OverallQual:GarageCars
## GrLivArea:GarageCars
## OverallQual:TotalBsmtSF
## GrLivArea:TotalBsmtSF *
## GarageCars:TotalBsmtSF
## OverallQual:NeighborhoodBlueste
## OverallQual:NeighborhoodBrDale **
## OverallQual:NeighborhoodBrkSide
## OverallQual:NeighborhoodClearCr
## OverallQual:NeighborhoodCollgCr
## OverallQual:NeighborhoodCrawfor
## OverallQual:NeighborhoodEdwards
## OverallQual:NeighborhoodGilbert
## OverallQual:NeighborhoodIDOTRR
## OverallQual:NeighborhoodMeadowV *
## OverallQual:NeighborhoodMitchel
## OverallQual:NeighborhoodNAmes
## OverallQual:NeighborhoodNoRidge
## OverallQual:NeighborhoodNPkVill
## OverallQual:NeighborhoodNridgHt
## OverallQual:NeighborhoodNWAmes
## OverallQual:NeighborhoodOldTown
## OverallQual:NeighborhoodSawyer
## OverallQual:NeighborhoodSawyerW
## OverallQual:NeighborhoodSomerst
## OverallQual:NeighborhoodStoneBr
## OverallQual:NeighborhoodSWISU
## OverallQual:NeighborhoodTimber
## OverallQual:NeighborhoodVeenker
## GrLivArea:NeighborhoodBlueste
## GrLivArea:NeighborhoodBrDale *
## GrLivArea:NeighborhoodBrkSide
## GrLivArea:NeighborhoodClearCr
## GrLivArea:NeighborhoodCollgCr
## GrLivArea:NeighborhoodCrawfor
## GrLivArea:NeighborhoodEdwards
## GrLivArea:NeighborhoodGilbert
## GrLivArea:NeighborhoodIDOTRR
## GrLivArea:NeighborhoodMeadowV
## GrLivArea:NeighborhoodMitchel
## GrLivArea:NeighborhoodNAmes
## GrLivArea:NeighborhoodNoRidge
## GrLivArea:NeighborhoodNPkVill
## GrLivArea:NeighborhoodNridgHt
## GrLivArea:NeighborhoodNWAmes
## GrLivArea:NeighborhoodOldTown
## GrLivArea:NeighborhoodSawyer
## GrLivArea:NeighborhoodSawyerW
## GrLivArea:NeighborhoodSomerst
## GrLivArea:NeighborhoodStoneBr
## GrLivArea:NeighborhoodSWISU
## GrLivArea:NeighborhoodTimber .
## GrLivArea:NeighborhoodVeenker
## GarageCars:NeighborhoodBlueste
## GarageCars:NeighborhoodBrDale
## GarageCars:NeighborhoodBrkSide **
## GarageCars:NeighborhoodClearCr
## GarageCars:NeighborhoodCollgCr **
## GarageCars:NeighborhoodCrawfor **
## GarageCars:NeighborhoodEdwards **
## GarageCars:NeighborhoodGilbert
## GarageCars:NeighborhoodIDOTRR **
## GarageCars:NeighborhoodMeadowV **
## GarageCars:NeighborhoodMitchel **
## GarageCars:NeighborhoodNAmes **
## GarageCars:NeighborhoodNoRidge *
## GarageCars:NeighborhoodNPkVill
## GarageCars:NeighborhoodNridgHt
## GarageCars:NeighborhoodNWAmes
## GarageCars:NeighborhoodOldTown **
## GarageCars:NeighborhoodSawyer **
## GarageCars:NeighborhoodSawyerW **
## GarageCars:NeighborhoodSomerst
## GarageCars:NeighborhoodStoneBr .
## GarageCars:NeighborhoodSWISU **
## GarageCars:NeighborhoodTimber *
## GarageCars:NeighborhoodVeenker .
## TotalBsmtSF:NeighborhoodBlueste
## TotalBsmtSF:NeighborhoodBrDale
## TotalBsmtSF:NeighborhoodBrkSide
## TotalBsmtSF:NeighborhoodClearCr .
## TotalBsmtSF:NeighborhoodCollgCr
## TotalBsmtSF:NeighborhoodCrawfor
## TotalBsmtSF:NeighborhoodEdwards
## TotalBsmtSF:NeighborhoodGilbert
## TotalBsmtSF:NeighborhoodIDOTRR
## TotalBsmtSF:NeighborhoodMeadowV
## TotalBsmtSF:NeighborhoodMitchel
## TotalBsmtSF:NeighborhoodNAmes
## TotalBsmtSF:NeighborhoodNoRidge
## TotalBsmtSF:NeighborhoodNPkVill
## TotalBsmtSF:NeighborhoodNridgHt
## TotalBsmtSF:NeighborhoodNWAmes
## TotalBsmtSF:NeighborhoodOldTown
## TotalBsmtSF:NeighborhoodSawyer
## TotalBsmtSF:NeighborhoodSawyerW
## TotalBsmtSF:NeighborhoodSomerst
## TotalBsmtSF:NeighborhoodStoneBr
## TotalBsmtSF:NeighborhoodSWISU
## TotalBsmtSF:NeighborhoodTimber .
## TotalBsmtSF:NeighborhoodVeenker
## OverallQual:GrLivArea:GarageCars
## OverallQual:GrLivArea:TotalBsmtSF
## OverallQual:GarageCars:TotalBsmtSF
## GrLivArea:GarageCars:TotalBsmtSF **
## OverallQual:GrLivArea:NeighborhoodBlueste
## OverallQual:GrLivArea:NeighborhoodBrDale *
## OverallQual:GrLivArea:NeighborhoodBrkSide
## OverallQual:GrLivArea:NeighborhoodClearCr
## OverallQual:GrLivArea:NeighborhoodCollgCr
## OverallQual:GrLivArea:NeighborhoodCrawfor
## OverallQual:GrLivArea:NeighborhoodEdwards
## OverallQual:GrLivArea:NeighborhoodGilbert
## OverallQual:GrLivArea:NeighborhoodIDOTRR
## OverallQual:GrLivArea:NeighborhoodMeadowV
## OverallQual:GrLivArea:NeighborhoodMitchel
## OverallQual:GrLivArea:NeighborhoodNAmes
## OverallQual:GrLivArea:NeighborhoodNoRidge
## OverallQual:GrLivArea:NeighborhoodNPkVill
## OverallQual:GrLivArea:NeighborhoodNridgHt
## OverallQual:GrLivArea:NeighborhoodNWAmes
## OverallQual:GrLivArea:NeighborhoodOldTown
## OverallQual:GrLivArea:NeighborhoodSawyer
## OverallQual:GrLivArea:NeighborhoodSawyerW
## OverallQual:GrLivArea:NeighborhoodSomerst
## OverallQual:GrLivArea:NeighborhoodStoneBr
## OverallQual:GrLivArea:NeighborhoodSWISU
## OverallQual:GrLivArea:NeighborhoodTimber
## OverallQual:GrLivArea:NeighborhoodVeenker
## OverallQual:GarageCars:NeighborhoodBlueste
## OverallQual:GarageCars:NeighborhoodBrDale
## OverallQual:GarageCars:NeighborhoodBrkSide
## OverallQual:GarageCars:NeighborhoodClearCr
## OverallQual:GarageCars:NeighborhoodCollgCr
## OverallQual:GarageCars:NeighborhoodCrawfor
## OverallQual:GarageCars:NeighborhoodEdwards
## OverallQual:GarageCars:NeighborhoodGilbert
## OverallQual:GarageCars:NeighborhoodIDOTRR
## OverallQual:GarageCars:NeighborhoodMeadowV
## OverallQual:GarageCars:NeighborhoodMitchel
## OverallQual:GarageCars:NeighborhoodNAmes
## OverallQual:GarageCars:NeighborhoodNoRidge
## OverallQual:GarageCars:NeighborhoodNPkVill
## OverallQual:GarageCars:NeighborhoodNridgHt
## OverallQual:GarageCars:NeighborhoodNWAmes
## OverallQual:GarageCars:NeighborhoodOldTown
## OverallQual:GarageCars:NeighborhoodSawyer
## OverallQual:GarageCars:NeighborhoodSawyerW
## OverallQual:GarageCars:NeighborhoodSomerst
## OverallQual:GarageCars:NeighborhoodStoneBr
## OverallQual:GarageCars:NeighborhoodSWISU
## OverallQual:GarageCars:NeighborhoodTimber
## OverallQual:GarageCars:NeighborhoodVeenker
## GrLivArea:GarageCars:NeighborhoodBlueste
## GrLivArea:GarageCars:NeighborhoodBrDale
## GrLivArea:GarageCars:NeighborhoodBrkSide
## GrLivArea:GarageCars:NeighborhoodClearCr
## GrLivArea:GarageCars:NeighborhoodCollgCr
## GrLivArea:GarageCars:NeighborhoodCrawfor
## GrLivArea:GarageCars:NeighborhoodEdwards
## GrLivArea:GarageCars:NeighborhoodGilbert
## GrLivArea:GarageCars:NeighborhoodIDOTRR
## GrLivArea:GarageCars:NeighborhoodMeadowV
## GrLivArea:GarageCars:NeighborhoodMitchel
## GrLivArea:GarageCars:NeighborhoodNAmes
## GrLivArea:GarageCars:NeighborhoodNoRidge
## GrLivArea:GarageCars:NeighborhoodNPkVill
## GrLivArea:GarageCars:NeighborhoodNridgHt
## GrLivArea:GarageCars:NeighborhoodNWAmes
## GrLivArea:GarageCars:NeighborhoodOldTown
## GrLivArea:GarageCars:NeighborhoodSawyer
## GrLivArea:GarageCars:NeighborhoodSawyerW
## GrLivArea:GarageCars:NeighborhoodSomerst
## GrLivArea:GarageCars:NeighborhoodStoneBr
## GrLivArea:GarageCars:NeighborhoodSWISU
## GrLivArea:GarageCars:NeighborhoodTimber *
## GrLivArea:GarageCars:NeighborhoodVeenker
## OverallQual:TotalBsmtSF:NeighborhoodBlueste
## OverallQual:TotalBsmtSF:NeighborhoodBrDale
## OverallQual:TotalBsmtSF:NeighborhoodBrkSide
## OverallQual:TotalBsmtSF:NeighborhoodClearCr
## OverallQual:TotalBsmtSF:NeighborhoodCollgCr
## OverallQual:TotalBsmtSF:NeighborhoodCrawfor
## OverallQual:TotalBsmtSF:NeighborhoodEdwards
## OverallQual:TotalBsmtSF:NeighborhoodGilbert
## OverallQual:TotalBsmtSF:NeighborhoodIDOTRR
## OverallQual:TotalBsmtSF:NeighborhoodMeadowV
## OverallQual:TotalBsmtSF:NeighborhoodMitchel
## OverallQual:TotalBsmtSF:NeighborhoodNAmes
## OverallQual:TotalBsmtSF:NeighborhoodNoRidge
## OverallQual:TotalBsmtSF:NeighborhoodNPkVill
## OverallQual:TotalBsmtSF:NeighborhoodNridgHt
## OverallQual:TotalBsmtSF:NeighborhoodNWAmes
## OverallQual:TotalBsmtSF:NeighborhoodOldTown
## OverallQual:TotalBsmtSF:NeighborhoodSawyer
## OverallQual:TotalBsmtSF:NeighborhoodSawyerW
## OverallQual:TotalBsmtSF:NeighborhoodSomerst
## OverallQual:TotalBsmtSF:NeighborhoodStoneBr
## OverallQual:TotalBsmtSF:NeighborhoodSWISU
## OverallQual:TotalBsmtSF:NeighborhoodTimber
## OverallQual:TotalBsmtSF:NeighborhoodVeenker
## GrLivArea:TotalBsmtSF:NeighborhoodBlueste
## GrLivArea:TotalBsmtSF:NeighborhoodBrDale
## GrLivArea:TotalBsmtSF:NeighborhoodBrkSide *
## GrLivArea:TotalBsmtSF:NeighborhoodClearCr *
## GrLivArea:TotalBsmtSF:NeighborhoodCollgCr *
## GrLivArea:TotalBsmtSF:NeighborhoodCrawfor *
## GrLivArea:TotalBsmtSF:NeighborhoodEdwards *
## GrLivArea:TotalBsmtSF:NeighborhoodGilbert
## GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR *
## GrLivArea:TotalBsmtSF:NeighborhoodMeadowV
## GrLivArea:TotalBsmtSF:NeighborhoodMitchel *
## GrLivArea:TotalBsmtSF:NeighborhoodNAmes *
## GrLivArea:TotalBsmtSF:NeighborhoodNoRidge
## GrLivArea:TotalBsmtSF:NeighborhoodNPkVill
## GrLivArea:TotalBsmtSF:NeighborhoodNridgHt
## GrLivArea:TotalBsmtSF:NeighborhoodNWAmes
## GrLivArea:TotalBsmtSF:NeighborhoodOldTown *
## GrLivArea:TotalBsmtSF:NeighborhoodSawyer *
## GrLivArea:TotalBsmtSF:NeighborhoodSawyerW .
## GrLivArea:TotalBsmtSF:NeighborhoodSomerst .
## GrLivArea:TotalBsmtSF:NeighborhoodStoneBr .
## GrLivArea:TotalBsmtSF:NeighborhoodSWISU **
## GrLivArea:TotalBsmtSF:NeighborhoodTimber *
## GrLivArea:TotalBsmtSF:NeighborhoodVeenker
## GarageCars:TotalBsmtSF:NeighborhoodBlueste
## GarageCars:TotalBsmtSF:NeighborhoodBrDale
## GarageCars:TotalBsmtSF:NeighborhoodBrkSide
## GarageCars:TotalBsmtSF:NeighborhoodClearCr *
## GarageCars:TotalBsmtSF:NeighborhoodCollgCr
## GarageCars:TotalBsmtSF:NeighborhoodCrawfor
## GarageCars:TotalBsmtSF:NeighborhoodEdwards
## GarageCars:TotalBsmtSF:NeighborhoodGilbert *
## GarageCars:TotalBsmtSF:NeighborhoodIDOTRR
## GarageCars:TotalBsmtSF:NeighborhoodMeadowV
## GarageCars:TotalBsmtSF:NeighborhoodMitchel
## GarageCars:TotalBsmtSF:NeighborhoodNAmes
## GarageCars:TotalBsmtSF:NeighborhoodNoRidge
## GarageCars:TotalBsmtSF:NeighborhoodNPkVill
## GarageCars:TotalBsmtSF:NeighborhoodNridgHt
## GarageCars:TotalBsmtSF:NeighborhoodNWAmes
## GarageCars:TotalBsmtSF:NeighborhoodOldTown
## GarageCars:TotalBsmtSF:NeighborhoodSawyer
## GarageCars:TotalBsmtSF:NeighborhoodSawyerW
## GarageCars:TotalBsmtSF:NeighborhoodSomerst
## GarageCars:TotalBsmtSF:NeighborhoodStoneBr
## GarageCars:TotalBsmtSF:NeighborhoodSWISU
## GarageCars:TotalBsmtSF:NeighborhoodTimber *
## GarageCars:TotalBsmtSF:NeighborhoodVeenker
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF
## OverallQual:GrLivArea:GarageCars:NeighborhoodBlueste
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrDale
## OverallQual:GrLivArea:GarageCars:NeighborhoodBrkSide
## OverallQual:GrLivArea:GarageCars:NeighborhoodClearCr
## OverallQual:GrLivArea:GarageCars:NeighborhoodCollgCr
## OverallQual:GrLivArea:GarageCars:NeighborhoodCrawfor
## OverallQual:GrLivArea:GarageCars:NeighborhoodEdwards
## OverallQual:GrLivArea:GarageCars:NeighborhoodGilbert
## OverallQual:GrLivArea:GarageCars:NeighborhoodIDOTRR
## OverallQual:GrLivArea:GarageCars:NeighborhoodMeadowV
## OverallQual:GrLivArea:GarageCars:NeighborhoodMitchel
## OverallQual:GrLivArea:GarageCars:NeighborhoodNAmes
## OverallQual:GrLivArea:GarageCars:NeighborhoodNoRidge
## OverallQual:GrLivArea:GarageCars:NeighborhoodNPkVill
## OverallQual:GrLivArea:GarageCars:NeighborhoodNridgHt
## OverallQual:GrLivArea:GarageCars:NeighborhoodNWAmes
## OverallQual:GrLivArea:GarageCars:NeighborhoodOldTown
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyer
## OverallQual:GrLivArea:GarageCars:NeighborhoodSawyerW
## OverallQual:GrLivArea:GarageCars:NeighborhoodSomerst
## OverallQual:GrLivArea:GarageCars:NeighborhoodStoneBr
## OverallQual:GrLivArea:GarageCars:NeighborhoodSWISU
## OverallQual:GrLivArea:GarageCars:NeighborhoodTimber
## OverallQual:GrLivArea:GarageCars:NeighborhoodVeenker
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBlueste
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrDale
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodBrkSide
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodClearCr
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCollgCr
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodCrawfor
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodEdwards
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodGilbert
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodIDOTRR
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMeadowV
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodMitchel
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNAmes
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNoRidge
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNPkVill
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNridgHt
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodNWAmes
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodOldTown
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyer
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSawyerW
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSomerst
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodStoneBr
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodSWISU
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodTimber
## OverallQual:GrLivArea:TotalBsmtSF:NeighborhoodVeenker
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBlueste
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrDale
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodBrkSide
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodClearCr
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCollgCr
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodCrawfor
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodEdwards
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodGilbert
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMeadowV
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodMitchel
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNAmes
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNoRidge
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNPkVill
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNridgHt
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodNWAmes
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodOldTown
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyer
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSawyerW
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSomerst
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodStoneBr
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodSWISU
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodTimber
## OverallQual:GarageCars:TotalBsmtSF:NeighborhoodVeenker
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide **
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr *
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr **
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor **
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards **
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR **
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel *
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes **
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge *
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown **
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer *
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW *
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst *
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr **
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU **
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber *
## GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBlueste
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrDale
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodBrkSide
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodClearCr
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCollgCr
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodCrawfor
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodEdwards
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodGilbert
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodIDOTRR .
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMeadowV
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodMitchel
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNAmes
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNoRidge
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNPkVill
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNridgHt
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodNWAmes
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodOldTown
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyer
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSawyerW
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSomerst
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodStoneBr
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodSWISU
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodTimber
## OverallQual:GrLivArea:GarageCars:TotalBsmtSF:NeighborhoodVeenker
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 580057243)
##
## Null deviance: 9.2079e+12 on 1459 degrees of freedom
## Residual deviance: 6.5198e+11 on 1124 degrees of freedom
## AIC: 33896
##
## Number of Fisher Scoring iterations: 2
nagelkerke(mody)## $Models
##
## Model: "glm, SalePrice ~ OverallQual * GrLivArea * GarageCars * TotalBsmtSF * Neighborhood, train"
## Null: "glm, SalePrice ~ 1, train"
##
## $Pseudo.R.squared.for.model.vs.null
## Pseudo.R.squared
## McFadden 0.104233
## Cox and Snell (ML) 0.929193
## Nagelkerke (Cragg and Uhler) 0.929193
##
## $Likelihood.ratio.test
## Df.diff LogLik.diff Chisq p.value
## -335 -1932.9 3865.8 0
##
## $Messages
## [1] "Note: For models fit with REML, these statistics are based on refitting with ML"
I was finally able to submit a Kaggle entry after figuring out a few things. My first score was 0.59159. This is for my modx, OverallQual * GrLivArea * GarageCars * TotalBsmtSF * X1stFlrSF * Neighborhood. After some study I found that lower scores are better and there is a benchmark of 0.40890. The best score on the leaderboard was 0.07139.
For my second model mody, OverallQual * GrLivArea * GarageCars * TotalBsmtSF * Neighborhood, I got 0.38347 an improvement of 126 positions. At least I made it above the benchmark and just in time because I am out of time.
My Kaggle user name is Rob Godbey and my best score was 0.38347
# I ran my two best models on the Test data and made my submissions below
scorex <- predict(modx, newdata = test, type = "response")## Warning in predict.lm(object, newdata, se.fit, scale = 1, type =
## ifelse(type == : prediction from a rank-deficient fit may be misleading
scorey <- predict(mody, newdata = test, type = "response")## Warning in predict.lm(object, newdata, se.fit, scale = 1, type =
## ifelse(type == : prediction from a rank-deficient fit may be misleading
response1 <- data.frame(Id = test$Id, SalePrice = scorex)
response2 <- data.frame(Id = test$Id, SalePrice = scorey)
# write.csv(response1, file = "C:/CUNY/2016-2-Fall-IS605-Comp-Math/WeekFinal/submit1.csv", row.names = FALSE)
# write.csv(response2, file = "C:/CUNY/2016-2-Fall-IS605-Comp-Math/WeekFinal/submit2.csv", row.names = FALSE)