#required packages

library(MASS)
library(car)
library(corrplot)
library(PerformanceAnalytics)
library(GGally)
library(RColorBrewer)
library(VIM)
library(dplyr)
library(mice)
library(pROC)
library(caret)
library(pscl)
library(ResourceSelection)
library(stringr)
library(vcd)
library(rcompanion)
library(lmtest)
library(fitdistrplus)

INTRODUCTION

This project analyses the dataset that contains information on approximately 1,460 residential homes in Ames, Iowa. The objective of the project is to build a regression model on the training data set to predict final price of each home.

DATA EXPLORATION

The dataset contains 79 explanatory variables describing (almost) every aspect of residential homes in Ames, Iowa:

‘SalePrice’ - the property’s sale price in dollars. This is the target variable that you’re trying to predict.

‘MSSubClass’ - The building class

‘MSZoning’ - The general zoning classification

‘LotFrontage’ - Linear feet of street connected to property

‘LotArea’ - Lot size in square feet

‘Street’ - Type of road access

‘Alley’ - Type of alley access

‘LotShape’ - General shape of property

‘LandContour’ - Flatness of the property

‘Utilities’ - Type of utilities available

‘LotConfig’ - Lot configuration

‘LandSlope’ - Slope of property

‘Neighborhood’ - Physical locations within Ames city limits

‘Condition1’ - Proximity to main road or railroad

‘Condition2’ - Proximity to main road or railroad (if a second is present)

‘BldgType’- Type of dwelling

‘HouseStyle’ - Style of dwelling

‘OverallQual’ - Overall material and finish quality

‘OverallCond’ - Overall condition rating

‘YearBuilt’ - Original construction date

‘YearRemodAdd’ - Remodel date

‘RoofStyle’ - Type of roof

‘RoofMatl’ - Roof material

‘Exterior1st’ - Exterior covering on house

‘Exterior2nd’ - Exterior covering on house (if more than one material)

‘MasVnrType’ - Masonry veneer type

‘MasVnrArea’ - Masonry veneer area in square feet

‘ExterQual’ - Exterior material quality

‘ExterCond’ - Present condition of the material on the exterior

‘Foundation’- Type of foundation

‘BsmtQual’ - Height of the basement

‘BsmtCond’ - General condition of the basement

‘BsmtExposure’ - Walkout or garden level basement walls

‘BsmtFinType1’ - Quality of basement finished area

‘BsmtFinSF1’ - Type 1 finished square feet

‘BsmtFinType2’ - Quality of second finished area (if present)

‘BsmtFinSF2’ - Type 2 finished square feet

‘BsmtUnfSF’ - Unfinished square feet of basement area

‘TotalBsmtSF’ - Total square feet of basement area

‘Heating’ - Type of heating

‘HeatingQC’ - Heating quality and condition

‘CentralAir’ - Central air conditioning

‘Electrical’ - Electrical system

‘1stFlrSF’ - First Floor square feet

‘2ndFlrSF’ - Second floor square feet

‘LowQualFinSF’ - Low quality finished square feet (all floors)

‘GrLivArea’ - Above grade (ground) living area square feet

‘BsmtFullBath’ - Basement full bathrooms

‘BsmtHalfBath’ - Basement half bathrooms

‘FullBath’ - Full bathrooms above grade

‘HalfBath’ - Half baths above grade

‘Bedroom’ - Number of bedrooms above basement level

‘Kitchen’ - Number of kitchens

‘KitchenQual’ - Kitchen quality

‘TotRmsAbvGrd’ - Total rooms above grade (does not include bathrooms)

‘Functional’ - Home functionality rating

‘Fireplaces’ - Number of fireplaces

‘FireplaceQu’ - Fireplace quality

‘GarageType’ - Garage location

‘GarageYrBlt’ - Year garage was built

‘GarageFinish’ - Interior finish of the garage

‘GarageCars’ - Size of garage in car capacity

‘GarageArea’ - Size of garage in square feet

‘GarageQual’ - Garage quality

‘GarageCond’ - Garage condition

‘PavedDrive’ - Paved driveway

WoodDeckSF: Wood deck area in square feet

OpenPorchSF: Open porch area in square feet

EnclosedPorch: Enclosed porch area in square feet

3SsnPorch: Three season porch area in square feet

ScreenPorch: Screen porch area in square feet

PoolArea: Pool area in square feet

PoolQC: Pool quality

Fence: Fence quality

MiscFeature: Miscellaneous feature not covered in other categories

MiscVal: $Value of miscellaneous feature

MoSold: Month Sold

YrSold: Year Sold

SaleType: Type of sale

‘SaleCondition’ - Condition of sale

#read training data set
data <- read.csv(file=
"https://raw.githubusercontent.com/olga0503/DATA-605/master/train.csv",
stringsAsFactors=T, header=T)

#read testing data set
data_testing <- read.csv(file=
"https://raw.githubusercontent.com/olga0503/DATA-605/master/test.csv",
stringsAsFactors=T, header=T)

#display first six entries
#head(data)
#head(data_testing)

#find dimentions
dim(data)
## [1] 1460   81

The dataset the variables of different types. The response variable ‘SalePrices’ is contineus quanatitive variable. For example, the variables ‘Neighborhood’ and ‘RoofStyle’ are nominal categorical variables.

levels(factor(data$RoofStyle))
## [1] "Flat"    "Gable"   "Gambrel" "Hip"     "Mansard" "Shed"

Whereas the variable ‘SaleCondition’ and ‘GarageQual’ are ordinal categorical variables.

levels(factor(data$SaleCondition))
## [1] "Abnorml" "AdjLand" "Alloca"  "Family"  "Normal"  "Partial"

While the variables ‘CentralAir’ is a binary categorical variables that can take only “Y” or “N”.

levels(factor(data$CentralAir))
## [1] "N" "Y"
#convert the variables 'GarageYrBlt','GarageYrBlt' and 'YrSold' from integer to factor
data <- data %>% mutate(GarageYrBlt= as.factor(GarageYrBlt),YrSold=as.factor(YrSold))
## Warning: package 'bindrcpp' was built under R version 3.4.4

Before performing summary statistics let’s start out by getting a high level view of what data is missing. The graph below depicts missing values for each variable in the data set.

#build function that counts missing values
count_nas <- function(data){
  
variable_name_column <- c()
number_missing_column <- c()

for (i in 2:ncol(data)){
  variable_name <- colnames(data[i])
  number_missing <- sum(is.na(data[i]))
  variable_name_column <- c(variable_name_column,variable_name)
  number_missing_column <- c(number_missing_column,number_missing)
}

missing_table <- data.frame(variable_name_column,number_missing_column)
missing_table <- missing_table %>% mutate(percentage=round(number_missing_column*100/nrow(data),2)) %>% arrange(desc(percentage))
missing_table
}


#chart for missing values
aggr(data[-1], prop = T, numbers = T, cex.axis=.5, cex.numbers = 0.1,
     ylab=c("Proportion of missingness","Missingness Pattern"),
     labels=names(data[-1]))

#count missing values
count_nas(data[2:length(data)-1])
##    variable_name_column number_missing_column percentage
## 1                PoolQC                  1453      99.52
## 2           MiscFeature                  1406      96.30
## 3                 Alley                  1369      93.77
## 4                 Fence                  1179      80.75
## 5           FireplaceQu                   690      47.26
## 6           LotFrontage                   259      17.74
## 7            GarageType                    81       5.55
## 8           GarageYrBlt                    81       5.55
## 9          GarageFinish                    81       5.55
## 10           GarageQual                    81       5.55
## 11           GarageCond                    81       5.55
## 12         BsmtExposure                    38       2.60
## 13         BsmtFinType2                    38       2.60
## 14             BsmtQual                    37       2.53
## 15             BsmtCond                    37       2.53
## 16         BsmtFinType1                    37       2.53
## 17           MasVnrType                     8       0.55
## 18           MasVnrArea                     8       0.55
## 19           Electrical                     1       0.07
## 20           MSSubClass                     0       0.00
## 21             MSZoning                     0       0.00
## 22              LotArea                     0       0.00
## 23               Street                     0       0.00
## 24             LotShape                     0       0.00
## 25          LandContour                     0       0.00
## 26            Utilities                     0       0.00
## 27            LotConfig                     0       0.00
## 28            LandSlope                     0       0.00
## 29         Neighborhood                     0       0.00
## 30           Condition1                     0       0.00
## 31           Condition2                     0       0.00
## 32             BldgType                     0       0.00
## 33           HouseStyle                     0       0.00
## 34          OverallQual                     0       0.00
## 35          OverallCond                     0       0.00
## 36            YearBuilt                     0       0.00
## 37         YearRemodAdd                     0       0.00
## 38            RoofStyle                     0       0.00
## 39             RoofMatl                     0       0.00
## 40          Exterior1st                     0       0.00
## 41          Exterior2nd                     0       0.00
## 42            ExterQual                     0       0.00
## 43            ExterCond                     0       0.00
## 44           Foundation                     0       0.00
## 45           BsmtFinSF1                     0       0.00
## 46           BsmtFinSF2                     0       0.00
## 47            BsmtUnfSF                     0       0.00
## 48          TotalBsmtSF                     0       0.00
## 49              Heating                     0       0.00
## 50            HeatingQC                     0       0.00
## 51           CentralAir                     0       0.00
## 52            X1stFlrSF                     0       0.00
## 53            X2ndFlrSF                     0       0.00
## 54         LowQualFinSF                     0       0.00
## 55            GrLivArea                     0       0.00
## 56         BsmtFullBath                     0       0.00
## 57         BsmtHalfBath                     0       0.00
## 58             FullBath                     0       0.00
## 59             HalfBath                     0       0.00
## 60         BedroomAbvGr                     0       0.00
## 61         KitchenAbvGr                     0       0.00
## 62          KitchenQual                     0       0.00
## 63         TotRmsAbvGrd                     0       0.00
## 64           Functional                     0       0.00
## 65           Fireplaces                     0       0.00
## 66           GarageCars                     0       0.00
## 67           GarageArea                     0       0.00
## 68           PavedDrive                     0       0.00
## 69           WoodDeckSF                     0       0.00
## 70          OpenPorchSF                     0       0.00
## 71        EnclosedPorch                     0       0.00
## 72           X3SsnPorch                     0       0.00
## 73          ScreenPorch                     0       0.00
## 74             PoolArea                     0       0.00
## 75              MiscVal                     0       0.00
## 76               MoSold                     0       0.00
## 77               YrSold                     0       0.00
## 78             SaleType                     0       0.00
## 79        SaleCondition                     0       0.00
count_nas(data_testing[2:length(data)-1])
##    variable_name_column number_missing_column percentage
## 1                PoolQC                  1456      99.79
## 2           MiscFeature                  1408      96.50
## 3                 Alley                  1352      92.67
## 4                 Fence                  1169      80.12
## 5           FireplaceQu                   730      50.03
## 6           LotFrontage                   227      15.56
## 7           GarageYrBlt                    78       5.35
## 8          GarageFinish                    78       5.35
## 9            GarageQual                    78       5.35
## 10           GarageCond                    78       5.35
## 11           GarageType                    76       5.21
## 12             BsmtCond                    45       3.08
## 13             BsmtQual                    44       3.02
## 14         BsmtExposure                    44       3.02
## 15         BsmtFinType1                    42       2.88
## 16         BsmtFinType2                    42       2.88
## 17           MasVnrType                    16       1.10
## 18           MasVnrArea                    15       1.03
## 19             MSZoning                     4       0.27
## 20            Utilities                     2       0.14
## 21         BsmtFullBath                     2       0.14
## 22         BsmtHalfBath                     2       0.14
## 23           Functional                     2       0.14
## 24          Exterior1st                     1       0.07
## 25          Exterior2nd                     1       0.07
## 26           BsmtFinSF1                     1       0.07
## 27           BsmtFinSF2                     1       0.07
## 28            BsmtUnfSF                     1       0.07
## 29          TotalBsmtSF                     1       0.07
## 30          KitchenQual                     1       0.07
## 31           GarageCars                     1       0.07
## 32           GarageArea                     1       0.07
## 33             SaleType                     1       0.07
## 34           MSSubClass                     0       0.00
## 35              LotArea                     0       0.00
## 36               Street                     0       0.00
## 37             LotShape                     0       0.00
## 38          LandContour                     0       0.00
## 39            LotConfig                     0       0.00
## 40            LandSlope                     0       0.00
## 41         Neighborhood                     0       0.00
## 42           Condition1                     0       0.00
## 43           Condition2                     0       0.00
## 44             BldgType                     0       0.00
## 45           HouseStyle                     0       0.00
## 46          OverallQual                     0       0.00
## 47          OverallCond                     0       0.00
## 48            YearBuilt                     0       0.00
## 49         YearRemodAdd                     0       0.00
## 50            RoofStyle                     0       0.00
## 51             RoofMatl                     0       0.00
## 52            ExterQual                     0       0.00
## 53            ExterCond                     0       0.00
## 54           Foundation                     0       0.00
## 55              Heating                     0       0.00
## 56            HeatingQC                     0       0.00
## 57           CentralAir                     0       0.00
## 58           Electrical                     0       0.00
## 59            X1stFlrSF                     0       0.00
## 60            X2ndFlrSF                     0       0.00
## 61         LowQualFinSF                     0       0.00
## 62            GrLivArea                     0       0.00
## 63             FullBath                     0       0.00
## 64             HalfBath                     0       0.00
## 65         BedroomAbvGr                     0       0.00
## 66         KitchenAbvGr                     0       0.00
## 67         TotRmsAbvGrd                     0       0.00
## 68           Fireplaces                     0       0.00
## 69           PavedDrive                     0       0.00
## 70           WoodDeckSF                     0       0.00
## 71          OpenPorchSF                     0       0.00
## 72        EnclosedPorch                     0       0.00
## 73           X3SsnPorch                     0       0.00
## 74          ScreenPorch                     0       0.00
## 75             PoolArea                     0       0.00
## 76              MiscVal                     0       0.00
## 77               MoSold                     0       0.00
## 78               YrSold                     0       0.00
## 79        SaleCondition                     0       0.00

The chart shows that the variable ‘PoolQC’, ‘MiscFeature’ and ‘Alley’ are missing more than 90% of data while the variable ‘Fence’ is missing about 80% of data. The variable ‘FireplaceQu’ is missing a liitle bit less than 50% of its data whereas the variable ‘LotFrontage’ is missing about 18% of its data. All other variables are either missing less that 5% of the data or don’t contain missing vallues.

DATA PREPARATION

Since the variable ‘PoolQC’, ‘MiscFeature’ and ‘Alley’ are missing more than 90% of the data they lost their statistical power. The variables were removed from dataset.

#remove the variables 'PoolQC', 'MiscFeature' and 'Alley' from the dataset
data <- data %>% dplyr::select(-PoolQC,-MiscFeature,-Alley)

The missing values of the variable ‘Fence’, that is missing about 80% of its data, can be predictive of outcome. So that, it was decided to replace missing values of ‘Fence’ with “NONE”.

data <- data %>% mutate(Fence = as.factor(ifelse(is.na(Fence),"NONE",Fence)))

Instead of throwing out missing values of the remaining variables containing missing data they should be reasonably imputed. So that, there is a lot more data to feed to a model. In order to restore the missing data the concept of multiple imputations was implemented. The method cart’ (classification and regression trees) that is also known as decision trees was chosen for imputation.

Apply multiple imputation.

#apply multiple imputation for training data set
#exclude variable'INDEX' and 'TARGET'
exclude <- c('Id')
index <- data[1]
include <- setdiff(names(data), exclude)
data_include <- data[include]

#imputation with mean
imp.data <- mice(data_include, m=5, method='cart', printFlag=FALSE)

#merge imputed values with data frame
data <- mice::complete(imp.data)
data <- data.frame(index,data)

#confirm no NAs
count_nas(data)
##    variable_name_column number_missing_column percentage
## 1            MSSubClass                     0          0
## 2              MSZoning                     0          0
## 3           LotFrontage                     0          0
## 4               LotArea                     0          0
## 5                Street                     0          0
## 6              LotShape                     0          0
## 7           LandContour                     0          0
## 8             Utilities                     0          0
## 9             LotConfig                     0          0
## 10            LandSlope                     0          0
## 11         Neighborhood                     0          0
## 12           Condition1                     0          0
## 13           Condition2                     0          0
## 14             BldgType                     0          0
## 15           HouseStyle                     0          0
## 16          OverallQual                     0          0
## 17          OverallCond                     0          0
## 18            YearBuilt                     0          0
## 19         YearRemodAdd                     0          0
## 20            RoofStyle                     0          0
## 21             RoofMatl                     0          0
## 22          Exterior1st                     0          0
## 23          Exterior2nd                     0          0
## 24           MasVnrType                     0          0
## 25           MasVnrArea                     0          0
## 26            ExterQual                     0          0
## 27            ExterCond                     0          0
## 28           Foundation                     0          0
## 29             BsmtQual                     0          0
## 30             BsmtCond                     0          0
## 31         BsmtExposure                     0          0
## 32         BsmtFinType1                     0          0
## 33           BsmtFinSF1                     0          0
## 34         BsmtFinType2                     0          0
## 35           BsmtFinSF2                     0          0
## 36            BsmtUnfSF                     0          0
## 37          TotalBsmtSF                     0          0
## 38              Heating                     0          0
## 39            HeatingQC                     0          0
## 40           CentralAir                     0          0
## 41           Electrical                     0          0
## 42            X1stFlrSF                     0          0
## 43            X2ndFlrSF                     0          0
## 44         LowQualFinSF                     0          0
## 45            GrLivArea                     0          0
## 46         BsmtFullBath                     0          0
## 47         BsmtHalfBath                     0          0
## 48             FullBath                     0          0
## 49             HalfBath                     0          0
## 50         BedroomAbvGr                     0          0
## 51         KitchenAbvGr                     0          0
## 52          KitchenQual                     0          0
## 53         TotRmsAbvGrd                     0          0
## 54           Functional                     0          0
## 55           Fireplaces                     0          0
## 56          FireplaceQu                     0          0
## 57           GarageType                     0          0
## 58          GarageYrBlt                     0          0
## 59         GarageFinish                     0          0
## 60           GarageCars                     0          0
## 61           GarageArea                     0          0
## 62           GarageQual                     0          0
## 63           GarageCond                     0          0
## 64           PavedDrive                     0          0
## 65           WoodDeckSF                     0          0
## 66          OpenPorchSF                     0          0
## 67        EnclosedPorch                     0          0
## 68           X3SsnPorch                     0          0
## 69          ScreenPorch                     0          0
## 70             PoolArea                     0          0
## 71                Fence                     0          0
## 72              MiscVal                     0          0
## 73               MoSold                     0          0
## 74               YrSold                     0          0
## 75             SaleType                     0          0
## 76        SaleCondition                     0          0
## 77            SalePrice                     0          0
#read data set to csv file and read it back
write.csv(data, file = "/Users/olga/downloads/house_prices.csv", row.names = FALSE)
data <- read.csv(file="/Users/olga/downloads/house_prices.csv", header=T)
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.

Let’s define the independent variable ‘GrLivArea’ as X and the dependent variable ‘SalePrice’ as Y.

X <- data$GrLivArea
Y <- data$SalePrice

XY_df <- data.frame(X,Y)

#analyse distribution of X
par(mfrow=c(1,2))
plotNormalHistogram(X,main="GrLivArea")
qqnorm(X)
qqline(X)

#analyse distribution of Y
par(mfrow=c(1,2))
plotNormalHistogram(Y,main="SalePrice")
qqnorm(Y)
qqline(Y)

Based on histograms it can be concluded that the distrubitions of both variables are bell-shaped and unimodal. However, they are not symmetric and skewed to the right. It means that the means of both distributions are greater that their medians.

summary(XY_df)
##        X              Y         
##  Min.   : 334   Min.   : 34900  
##  1st Qu.:1130   1st Qu.:129975  
##  Median :1464   Median :163000  
##  Mean   :1515   Mean   :180921  
##  3rd Qu.:1777   3rd Qu.:214000  
##  Max.   :5642   Max.   :755000

Summary statistics confirmed that the mean is greater than the median for both distributions. According Q-Q plots, most of the points on the top and the bottom deviates from the line. The points form a curve instead of a straight line.

Probability. Calculate as a minimum the below probabilities a through c. Assume the small letter “x” is estimated as the 1st quartile of the X variable, and the small letter “y” is estimated as the 1st quartile of the Y variable. Interpret the meaning of all probabilities.
  1. \(P(X>x | Y>y)\)
#calculate 3rd quartile of X 
X_3d_quantile <- quantile(X, probs=0.75) 
X_3d_quantile
##     75% 
## 1776.75
#calculate 2nd quartile of Y
Y_2d_quantile <- quantile(Y, probs=0.50) 


P1 <- nrow(subset(XY_df, X > X_3d_quantile && Y > Y_2d_quantile))/nrow(subset(XY_df, Y > Y_2d_quantile))
P1
## [1] 0
  1. \(P(X>x, Y>y)\)
#calculate 3rd quartile of X 
X_3d_quantile <- quantile(X, probs=0.75) 
X_3d_quantile
##     75% 
## 1776.75
#calculate 2nd quartile of Y
Y_2d_quantile <- quantile(Y, probs=0.50) 


P2 <- nrow(subset(XY_df, X > X_3d_quantile,data=data && Y > Y_2d_quantile,data=data))/nrow(data)
P2
## [1] 0.25
  1. \(P(X<x | Y>y)\)
#calculate 3rd quartile of X 
X_3d_quantile <- quantile(X, probs=0.75) 
X_3d_quantile
##     75% 
## 1776.75
#calculate 2nd quartile of Y
Y_2d_quantile <- quantile(Y, probs=0.50) 


P3 <- nrow(subset(XY_df, X < X_3d_quantile && Y > Y_2d_quantile))/nrow(subset(XY_df, Y > Y_2d_quantile))
P3
## [1] 2.005495
#find P(X<=x,Y<=y)
P4 <- nrow(subset(XY_df, X <= X_3d_quantile,data=data && Y <= Y_2d_quantile,data=data))/nrow(data)

#find P(X>x,Y<=y)
P5 <- nrow(subset(XY_df, X > X_3d_quantile,data=data && Y <= Y_2d_quantile,data=data))/nrow(data)

#find P(X<=x,Y>y)
P6 <- nrow(subset(XY_df, X <= X_3d_quantile,data=data && Y > Y_2d_quantile,data=data))/nrow(data)

first.column <- c("<=3rd quartile",">3rd quartile","Total")
second.column <- c(P4,P5, P4+P5)
third.column <- c(P6,P2,P6+P2)
forth.column <- c(P4+P6,P2+P5,P4+P6+P2+P5)

table <- data.frame(first.column,second.column,third.column,forth.column)
colnames(table) <- c("x/y","<=2d quartile",">2d quartile","Total")
table
##              x/y <=2d quartile >2d quartile Total
## 1 <=3rd quartile          0.75         0.75   1.5
## 2  >3rd quartile          0.25         0.25   0.5
## 3          Total          1.00         1.00   2.0
Does splitting the training data in this fashion make them independent? Let A be the new variable counting those observations above the 1st quartile for X, and let B be the new variable counting those observations above the 1st quartile for Y. Does P(A|B)=P(A)P(B)? Check mathematically, and then evaluate by running a Chi Square test for association.

Two discrete random variables A and B are called independent if: \(P(A,B) = P(A)P(B)\) \(P(A|B)=\frac{P(A,B)}{P(B)}=\frac{P(A)P(B)}{P(B)}=P(A)\)

#calculate 1st quartile of X 
X_1st_quantile <- quantile(X, probs=0.25) 
X_1st_quantile
##    25% 
## 1129.5
#calculate 1st quartile of Y
Y_1st_quantile <- quantile(Y, probs=0.25) 
Y_1st_quantile
##    25% 
## 129975
#define variables A and B
A <- subset(XY_df, X > X_1st_quantile)
B <- subset(XY_df, Y > Y_1st_quantile)

P_A <- nrow(A)/nrow(data)
P_B <- nrow(B)/nrow(data)
P_A_and_P_B <-nrow(subset(XY_df, X > X_3d_quantile && Y > Y_2d_quantile))/nrow(data)

cat("P(A)*P(B) =",P_A*P_B,"\n")
## P(A)*P(B) = 0.5625
P_A_given_P_B = P1

cat("P(A)|P(B) =",P_A_given_P_B,"\n")
## P(A)|P(B) = 0
cat("Does P(A,B) = P(A)P(B)?",P_A*P_B==P_A_and_P_B,"\n")
## Does P(A,B) = P(A)P(B)? FALSE
cat("Does P(A)|P(B)=P(A)?",P_A_given_P_B==P_A)
## Does P(A)|P(B)=P(A)? FALSE

Two variables are NOT independent as the condition \(P(A,B) = P(A)P(B)\) is not met.

Let’s state the following hypothesis for a Chi Square test.

H0 : Variable A is independent of variable B HA : Variable A is NOT independent of variable B.

chisq.test(A,B) 
## 
##  Pearson's Chi-squared test
## 
## data:  A
## X-squared = 179460, df = 1094, p-value < 2.2e-16

Since p-value is less that the level of significance of 5% the null hypothesis is rejected. The variables A and B are NOT independent.

Descriptive and Inferential Statistics. Provide univariate descriptive statistics and appropriate plots for the training data set. Provide a scatterplot of X and Y. Derive a correlation matrix for any THREE quantitative variables in the dataset. Test the hypotheses that the correlations between each pairwise set of variables is 0 and provide a 92% confidence interval. Discuss the meaning of your analysis. Would you be worried about familywise error? Why or why not?

Let’s select three independent variables - ‘OpenPorchSF’,‘WoodDeckSF’ and ‘Garage Area’.

#create data set that contains one dependent variable and three independent variables
data_set <- data %>% dplyr::select(SalePrice,OpenPorchSF,WoodDeckSF,GarageArea)

#create scatterplots
par(mfrow=c(1,3))
for (i in 2:ncol(data_set)) {
  if (is.numeric(data_set[,i]) == "TRUE"){
    plot(data_set$SalePrice ~ data_set[,i],main=names(data_set)[i], xlab=names(data_set)[i],col="blue")
    reg_line <- lm(data_set$SalePrice ~ data_set[,i])
    abline(reg_line,col="red")
    
    
}
}

The explanatory variable ‘Garage Area’ has strong linear relationships with response variable ‘SalePrice’ while two other variables ‘OpenPorchSF’ and ‘WoodDeckSF’ are in week linear relationships with response variable.

#create histograms and Q-Q plots
for (i in 2:ncol(data_set)) {
par(mfrow=c(1,2))
plotNormalHistogram(data_set[,i],main=names(data_set)[i])
qqnorm(data_set[,i],main=names(data_set)[i])
qqline(data_set[,i])
}

Based on histograms it can be concluded that the distrubitions of both variables are bell-shaped and unimodal. However, they are not symmetric and skewed to the right. It means that the means of both distributions are greater that their medians.

summary(data_set)
##    SalePrice       OpenPorchSF       WoodDeckSF       GarageArea    
##  Min.   : 34900   Min.   :  0.00   Min.   :  0.00   Min.   :   0.0  
##  1st Qu.:129975   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.: 334.5  
##  Median :163000   Median : 25.00   Median :  0.00   Median : 480.0  
##  Mean   :180921   Mean   : 46.66   Mean   : 94.24   Mean   : 473.0  
##  3rd Qu.:214000   3rd Qu.: 68.00   3rd Qu.:168.00   3rd Qu.: 576.0  
##  Max.   :755000   Max.   :547.00   Max.   :857.00   Max.   :1418.0

Summary statistics confirmed that the mean is greater than the median for both distributions. According Q-Q plots, most of the points on the top and the bottom deviates from the line. The points form a curve instead of a straight line.

#correlation between variables
correlation <- corrplot(cor(data_set), type = "upper", method = "number", tl.cex = 0.7, tl.col="black",number.cex = 0.5)

correlation
##             SalePrice OpenPorchSF WoodDeckSF GarageArea
## SalePrice   1.0000000  0.31585623 0.32441344  0.6234314
## OpenPorchSF 0.3158562  1.00000000 0.05866061  0.2414347
## WoodDeckSF  0.3244134  0.05866061 1.00000000  0.2246663
## GarageArea  0.6234314  0.24143467 0.22466631  1.0000000

In order to test verify the correlation between independent variables let’s state the following hypothesis:

H0: There is no correlation \(\beta_1 = 0\) H_a: There is a correlation \(\beta_1 \neq 0\)

t.test(data_set$OpenPorchSF,data_set$WoodDeckSF,conf.level = 0.92,data=data_set)
## 
##  Welch Two Sample t-test
## 
## data:  data_set$OpenPorchSF and data_set$WoodDeckSF
## t = -12.825, df = 2215.3, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 92 percent confidence interval:
##  -54.08293 -41.08556
## sample estimates:
## mean of x mean of y 
##  46.66027  94.24452
t.test(data_set$OpenPorchSF,data_set$GarageArea,conf.level = 0.92,data=data_set)
## 
##  Welch Two Sample t-test
## 
## data:  data_set$OpenPorchSF and data_set$GarageArea
## t = -72.775, df = 1736.7, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 92 percent confidence interval:
##  -436.5815 -416.0583
## sample estimates:
## mean of x mean of y 
##  46.66027 472.98014
t.test(data_set$WoodDeckSF,data_set$GarageArea,conf.level = 0.92,data=data_set)
## 
##  Welch Two Sample t-test
## 
## data:  data_set$WoodDeckSF and data_set$GarageArea
## t = -58.391, df = 2355.9, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 92 percent confidence interval:
##  -390.0957 -367.3755
## sample estimates:
## mean of x mean of y 
##  94.24452 472.98014

The T-test showed that the p-values of all three test is less that the level of signifinance of 5%. So that, the null hypothesis is rejected. There are correlation between all three pairs of independent variables.

Linear Algebra and Correlation. Invert your 3 x 3 correlation matrix from above. (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 LU decomposition on the matrix.
cotrelation_matrix <- matrix(c(correlation[2,2], correlation[2,3], correlation[2,4], 
                            correlation[3,2], correlation[3,3], correlation[3,4],
                            correlation[4,2], correlation[4,3], correlation[4,4]),
                            nrow=3,  ncol=3, byrow = TRUE)

cotrelation_matrix
##            [,1]       [,2]      [,3]
## [1,] 1.00000000 0.05866061 0.2414347
## [2,] 0.05866061 1.00000000 0.2246663
## [3,] 0.24143467 0.22466631 1.0000000
#inverse matrix
precision_matrix <- ginv(cotrelation_matrix)

#identity matrix
round(precision_matrix %*% cotrelation_matrix,2)
##      [,1] [,2] [,3]
## [1,]    1    0    0
## [2,]    0    1    0
## [3,]    0    0    1
round(cotrelation_matrix %*% precision_matrix,2)
##      [,1] [,2] [,3]
## [1,]    1    0    0
## [2,]    0    1    0
## [3,]    0    0    1
#create LU decomposition function
LU <- function(A,row_num,col_num) {

#create matrix L that consist of 0s    
L = matrix(c(0:0),nrow=row_num,  ncol=col_num, byrow = TRUE)

#assign 1s to the main diaginal
i=1

for (i in  1:3){
L[i,i]=1
} 

#assign matrix A to initial matrix U
U <- A
print("matrix A")
print(A)

#start from the first column
col=1

#iterate until col_num-1
for (col in  1:(col_num-1)){

#start to iterate from the second row  until final row 
row=col+1

  for (row in  (col+1):row_num){
    #U[row,col] = U[row,col]+x*U[col,col]    
    x=-U[row,col]/U[col,col]
    U[row,col] = 0
    
    #multiply the remaining elements of a current row by x 
    col2=col+1
    for (col2 in  (col+1):col_num){

    U[row,col2] = U[row,col2]+x*U[col,col2] 
    print("matrix U")
    print(U)   
    
  }
    
    #assign x to a corresponding cell in matrix L
    L[row,col] = -x
    
  } 
   
  
}

print("matrix L")
print(L)
#dot product of L and U should produce A
print("matrix LU=A")
print(L %*% U)
  
}

LU(cotrelation_matrix,3,3)
## [1] "matrix A"
##            [,1]       [,2]      [,3]
## [1,] 1.00000000 0.05866061 0.2414347
## [2,] 0.05866061 1.00000000 0.2246663
## [3,] 0.24143467 0.22466631 1.0000000
## [1] "matrix U"
##           [,1]       [,2]      [,3]
## [1,] 1.0000000 0.05866061 0.2414347
## [2,] 0.0000000 0.99655893 0.2246663
## [3,] 0.2414347 0.22466631 1.0000000
## [1] "matrix U"
##           [,1]       [,2]      [,3]
## [1,] 1.0000000 0.05866061 0.2414347
## [2,] 0.0000000 0.99655893 0.2105036
## [3,] 0.2414347 0.22466631 1.0000000
## [1] "matrix U"
##      [,1]       [,2]      [,3]
## [1,]    1 0.05866061 0.2414347
## [2,]    0 0.99655893 0.2105036
## [3,]    0 0.21050360 1.0000000
## [1] "matrix U"
##      [,1]       [,2]      [,3]
## [1,]    1 0.05866061 0.2414347
## [2,]    0 0.99655893 0.2105036
## [3,]    0 0.21050360 0.9417093
## [1] "matrix U"
##      [,1]       [,2]      [,3]
## [1,]    1 0.05866061 0.2414347
## [2,]    0 0.99655893 0.2105036
## [3,]    0 0.00000000 0.8972445
## [1] "matrix L"
##            [,1]      [,2] [,3]
## [1,] 1.00000000 0.0000000    0
## [2,] 0.05866061 1.0000000    0
## [3,] 0.24143467 0.2112305    1
## [1] "matrix LU=A"
##            [,1]       [,2]      [,3]
## [1,] 1.00000000 0.05866061 0.2414347
## [2,] 0.05866061 1.00000000 0.2246663
## [3,] 0.24143467 0.22466631 1.0000000
Calculus-Based Probability & Statistics. Many times, it makes sense to fit a closed form distribution to data. For the first variable that you selected which is skewed to the right, shift it so that the minimum value is above zero as necessary. Then load the MASS package and run fitdistr to fit an exponential probability density function. (See https://stat.ethz.ch/R-manual/R- devel/library/MASS/html/fitdistr.html ). Find the optimal value of λ for this distribution, and then take 1000 samples from this exponential distribution using this value (e.g., rexp(1000, λ)). Plot a histogram and compare it with a histogram of your original variable. 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.
fit_exp <- fitdistr(data$GrLivArea, "exponential")

#optimal value of λ for this distribution
lambda <- fit_exp$estimate
sample <- rexp(1000, lambda)
lambda
##        rate 
## 0.000659864
#histogram

sample<-data.frame(as.numeric(sample))
colnames(sample)[1] <- "sample"
str(sample)
## 'data.frame':    1000 obs. of  1 variable:
##  $ sample: num  1730 1183 116 1965 1720 ...
hist(sample$sample, main="Histogram of Exponential Distribution", xlab = "GrLivArea", breaks=30)

qexp(.05,rate = lambda)
## [1] 77.73313

BUILD MODELS

The following assumptions must be verified for linear regression.

  1. Independence of observations. It was assumed that all observations are independent.

  2. Linearity assumption. Linear regression needs the relationship between the independent and dependent variables to be linear. Also, outliers need to be checked.

par(mfrow=c(2,2))
#colnames <- dimnames(data)[[2]]
for (i in 2:(ncol(data)-1)) {
  if (is.numeric(data[,i]) == "TRUE"){
    plot(data$SalePrice ~ data[,i],main=names(data)[i], xlab=names(data)[i],col="blue")
    reg_line <- lm(data$SalePrice ~ data[,i])
    abline(reg_line,col="red")
    
    
}
}    

#ggplot(data, aes(SalePrice,LotFrontage)) + stat_smooth(method="loess") + stat_smooth(method="lm", color="red", fill="red", alpha=.25) + geom_point()

The variables ‘MSSubClass’, ‘OverallCond’, ‘BsmtFinSF1’,‘LowQualFinSF’, ‘BsmtHalfBath’ are in non-linear relationships with the response variable ‘SalePrice’. Thus, these variables need to be transformed.

  1. Normal distribution of explanatory variables. The linear regression analysis requires all predictor variables to be multivariate normal.
# histograms, density lines and normal probability plots
for (i in 2:ncol(data)) {
  if (is.numeric(data[,i]) == "TRUE"){
par(mfrow=c(1,2))
plotNormalHistogram(data[,i],main=names(data)[i])
qqnorm(data[,i],main=names(data)[i])
qqline(data[,i])
}}

Only variables are close to normal distribution. All other variables are either skewed to the right or skewed to the left. The variables that don’t meet normality assumption must be transformed.

  1. Multicollinearity assumption. Generilized linear regression model assumes that there is little or no multicollinearity in the data. Multicollinearity occurs when the independent variables are too highly correlated with each other.
#correlation between variables
corrplot(cor(data[2:ncol(data)] %>% select_if(is.numeric)), type = "upper", method = "number", tl.cex = 0.7, tl.col="black",number.cex = 0.5)

  1. Homoscedasticity assumption. The residuals should be equal across the regression line.
model = glm(SalePrice ~., data = data)
#Breush Pagan Test
bptest(model)
## 
##  studentized Breusch-Pagan test
## 
## data:  model
## BP = 862.77, df = 238, p-value < 2.2e-16

Breush Pagan Test a p-value is less than a significance level of 5%, therefore we can reject the null hypothesis that the variance of the residuals is constant and infer that heteroscedasticity is present.

Transforming data using Box-Cox approach.

All variables that don’t meet either of the assumption requirments were transformed.

#resolve problem with non-negative values
for (i in 2:(ncol(data)-1)){
  
  for (j in 1:nrow(data)){
if (is.numeric(data[j,i])==TRUE && data[j,i] == 0 ) {
  data[j,i]=data[j,i]+0.01}
  }
}

#data transformation
for (i in 2:(ncol(data)-1)) {
  
  if (colnames(data[i])!="OverallQual" || colnames(data[i])!="GarageCars" || colnames(data[i])!="SalePrice"){
  
  if (is.numeric(data[,i])==TRUE){
    
    
  
Box = boxcox(data[,i] ~ 1,               # Transform Turbidity as a single vector
             lambda = seq(-10,10,1)      # Try values -10 to 10 by 0.1
             )
Cox = data.frame(Box$x, Box$y)            # Create a data frame with the results
Cox2 = Cox[with(Cox, order(-Cox$Box.y)),] # Order the new data frame by decreasing y
#Cox2[1,]                                  # Display the lambda with the greatest
                                          #    log likelihood
lambda = Cox2[1, "Box.x"]                 # Extract that lambda

data[,i] = (data[,i] ^ lambda - 1)/lambda   # Transform the original data
#plotNormalHistogram(data[,i],main=names(data)[i])
#qqnorm(data[,i],main=names(data)[i])
#qqline(data[,i])
  }
  }

}

head(data)
##   Id MSSubClass MSZoning LotFrontage  LotArea Street LotShape LandContour
## 1  1   2.345710       RL    8.391807 5.928240   Pave      Reg         Lvl
## 2  2   1.968741       RL    9.151104 5.979102   Pave      Reg         Lvl
## 3  3   2.345710       RL    8.552765 6.041417   Pave      IR1         Lvl
## 4  4   2.389262       RL    8.111629 5.977033   Pave      IR1         Lvl
## 5  5   2.345710       RL    9.336560 6.132726   Pave      IR1         Lvl
## 6  6   2.291503       RL    9.381959 6.128835   Pave      IR1         Lvl
##   Utilities LotConfig LandSlope Neighborhood Condition1 Condition2
## 1    AllPub    Inside       Gtl      CollgCr       Norm       Norm
## 2    AllPub       FR2       Gtl      Veenker      Feedr       Norm
## 3    AllPub    Inside       Gtl      CollgCr       Norm       Norm
## 4    AllPub    Corner       Gtl      Crawfor       Norm       Norm
## 5    AllPub       FR2       Gtl      NoRidge       Norm       Norm
## 6    AllPub    Inside       Gtl      Mitchel       Norm       Norm
##   BldgType HouseStyle OverallQual OverallCond    YearBuilt YearRemodAdd
## 1     1Fam     2Story    4.184337    2.483549 1.039464e+32 1.039464e+32
## 2     1Fam     1Story    3.606193    3.679411 9.075476e+31 9.075476e+31
## 3     1Fam     2Story    4.184337    2.483549 1.029132e+32 1.034286e+32
## 4     1Fam     2Story    4.184337    2.483549 6.632661e+31 8.803640e+31
## 5     1Fam     2Story    4.738696    2.483549 1.024000e+32 1.024000e+32
## 6     1Fam     1.5Fin    2.998963    2.483549 9.887192e+31 9.986861e+31
##   RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType MasVnrArea
## 1     Gable  CompShg     VinylSd     VinylSd    BrkFace   4.091096
## 2     Gable  CompShg     MetalSd     MetalSd       None  -5.863600
## 3     Gable  CompShg     VinylSd     VinylSd    BrkFace   3.978226
## 4     Gable  CompShg     Wd Sdng     Wd Shng       None  -5.863600
## 5     Gable  CompShg     VinylSd     VinylSd    BrkFace   4.421538
## 6     Gable  CompShg     VinylSd     VinylSd       None  -5.863600
##   ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure
## 1        Gd        TA      PConc       Gd       TA           No
## 2        TA        TA     CBlock       Gd       TA           Gd
## 3        Gd        TA      PConc       Gd       TA           Mn
## 4        TA        TA     BrkTil       TA       Gd           No
## 5        Gd        TA      PConc       Gd       TA           Av
## 6        TA        TA       Wood       Gd       TA           No
##   BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF
## 1          GLQ   9.304068          Unf  -35.28677  22.89145    166.0813
## 2          ALQ   9.946760          Unf  -35.28677  32.35325    218.9826
## 3          GLQ   8.593223          Unf  -35.28677  40.55346    174.8420
## 4          ALQ   7.138784          Unf  -35.28677  45.51655    151.9964
## 5          GLQ   9.159171          Unf  -35.28677  43.24203    204.3305
## 6          GLQ   9.374350          Unf  -35.28677  14.19623    157.6922
##   Heating HeatingQC CentralAir Electrical X1stFlrSF X2ndFlrSF LowQualFinSF
## 1    GasA        Ex          Y      SBrkr  4.894751  4.893568 -23247893970
## 2    GasA        Ex          Y      SBrkr  5.087210 -5.863600 -23247893970
## 3    GasA        Ex          Y      SBrkr  4.931072  4.900619 -23247893970
## 4    GasA        Gd          Y      SBrkr  4.952908  4.831547 -23247893970
## 5    GasA        Ex          Y      SBrkr  5.039679  4.998383 -23247893970
## 6    GasA        Ex          Y      SBrkr  4.857874  4.681173 -23247893970
##   GrLivArea BsmtFullBath BsmtHalfBath  FullBath  HalfBath BedroomAbvGr
## 1  11.09909      0.00000    -19202530 0.8299626   0.00000     1.661072
## 2  10.46449    -10.02216            0 0.8299626 -10.02216     1.661072
## 3  11.19153      0.00000    -19202530 0.8299626   0.00000     1.661072
## 4  11.10776      0.00000    -19202530 0.0000000 -10.02216     1.661072
## 5  11.63842      0.00000    -19202530 0.8299626   0.00000     2.354801
## 6  10.62196      0.00000    -19202530 0.0000000   0.00000     0.000000
##   KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu
## 1            0          Gd     2.896944        Typ  -3.682511          Gd
## 2            0          TA     2.379595        Typ   0.000000          TA
## 3            0          Gd     2.379595        Typ   0.000000          TA
## 4            0          Gd     2.651196        Typ   0.000000          Gd
## 5            0          Gd     3.122119        Typ   0.000000          TA
## 6            0          TA     2.074314        Typ  -3.682511          TA
##   GarageType  GarageYrBlt GarageFinish GarageCars GarageArea GarageQual
## 1     Attchd 1.039464e+32          RFn   0.965648   120.7794         TA
## 2     Attchd 9.075476e+31          RFn   0.965648   106.5538         TA
## 3     Attchd 1.029132e+32          RFn   0.965648   130.0942         TA
## 4     Detchd 1.013806e+32          Unf   1.886340   135.2525         TA
## 5     Attchd 1.024000e+32          RFn   1.886340   163.3047         TA
## 6     Attchd 9.887192e+31          Unf   0.965648   109.8522         TA
##   GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch    X3SsnPorch
## 1         TA          Y  -5.863600    5.095866    -35.286771 -3.416156e+11
## 2         TA          Y   4.331806   -3.682511    -35.286771 -3.416156e+11
## 3         TA          Y  -5.863600    4.541083    -35.286771 -3.416156e+11
## 4         TA          Y  -5.863600    4.277566      1.387425 -3.416156e+11
## 5         TA          Y   4.078985    5.588410    -35.286771 -3.416156e+11
## 6         TA          Y   3.079583    4.058520    -35.286771  1.622951e-01
##   ScreenPorch PoolArea Fence    MiscVal    MoSold YrSold SaleType
## 1   -321.3116   -1e+19  NONE -44483.236 0.8945161    0.1       WD
## 2   -321.3116   -1e+19  NONE -44483.236 2.9989627    0.1       WD
## 3   -321.3116   -1e+19  NONE -44483.236 5.2730647    0.1       WD
## 4   -321.3116   -1e+19  NONE -44483.236 0.8945161    0.1       WD
## 5   -321.3116   -1e+19  NONE -44483.236 6.7815756    0.1       WD
## 6   -321.3116   -1e+19     3      0.396 5.7902809    0.1       WD
##   SaleCondition SalePrice
## 1        Normal    208500
## 2        Normal    181500
## 3        Normal    223500
## 4       Abnorml    140000
## 5        Normal    250000
## 6        Normal    143000

In order to find the best regression model I was decided to implement the stepwise approach that analyses all combination of variables and selects the best regression model based on lowest AIC (Akaike’s criterion) value. Lower values of AIC indicate the preferred model, that is, the one with the fewest parameters that still provides an adequate fit to the data.

#build glm model using stepwise approach
linear_model.null = glm(SalePrice ~ 1, data = data)
#linear_model.null <- glm(SalePrice ~ 1, family=gaussian(link="log"), data = data)

linear_model.full = glm(SalePrice ~ ., data = data)
#linear_model.full <- glm(SalePrice ~ ., data = data, family=gaussian(link="log"))
     
step(linear_model.null,
     scope = list(upper=linear_model.full),
             direction = "both",
             data = data)
## Start:  AIC=37092.04
## SalePrice ~ 1
## 
##                 Df   Deviance   AIC
## + OverallQual    1 3.6266e+12 35734
## + Neighborhood  24 4.1843e+12 35989
## + GrLivArea      1 4.7109e+12 36116
## + ExterQual      3 4.8122e+12 36151
## + BsmtQual       3 4.9664e+12 36197
## + KitchenQual    3 5.0036e+12 36208
## + GarageCars     1 5.5335e+12 36351
## + TotalBsmtSF    1 5.9224e+12 36450
## + GarageArea     1 5.9548e+12 36458
## + X1stFlrSF      1 6.0307e+12 36476
## + YearBuilt      1 6.5074e+12 36587
## + FullBath       1 6.6301e+12 36615
## + TotRmsAbvGrd   1 6.6639e+12 36622
## + GarageFinish   2 6.7256e+12 36637
## + YearRemodAdd   1 6.8213e+12 36656
## + GarageYrBlt    1 6.8339e+12 36659
## + Foundation     5 6.8473e+12 36670
## + Fireplaces     1 7.0918e+12 36713
## + GarageType     5 7.2298e+12 36749
## + HeatingQC      4 7.4078e+12 36782
## + BsmtFinType1   5 7.4151e+12 36786
## + MasVnrType     3 7.4903e+12 36797
## + OpenPorchSF    1 7.5259e+12 36800
## + LotArea        1 7.8519e+12 36861
## + MasVnrArea     1 7.8581e+12 36863
## + Exterior1st   14 7.8012e+12 36878
## + Exterior2nd   15 7.7915e+12 36878
## + SaleCondition  5 7.9603e+12 36889
## + SaleType       8 7.9438e+12 36892
## + BsmtExposure   3 8.0124e+12 36895
## + LotFrontage    1 8.1483e+12 36916
## + MSZoning       4 8.2175e+12 36934
## + WoodDeckSF     1 8.3444e+12 36950
## + HalfBath       1 8.3878e+12 36958
## + HouseStyle     7 8.4132e+12 36974
## + FireplaceQu    4 8.4896e+12 36981
## + LotShape       3 8.5047e+12 36982
## + CentralAir     1 8.6263e+12 36999
## + Electrical     4 8.6587e+12 37010
## + BsmtFullBath   1 8.7168e+12 37014
## + PavedDrive     2 8.7057e+12 37014
## + RoofStyle      5 8.6766e+12 37015
## + BsmtUnfSF      1 8.8344e+12 37034
## + BsmtFinSF1     1 8.8903e+12 37043
## + EnclosedPorch  1 8.8983e+12 37044
## + Fence          4 8.8800e+12 37047
## + BldgType       4 8.8899e+12 37049
## + BsmtCond       3 8.9329e+12 37054
## + BedroomAbvGr   1 8.9688e+12 37056
## + GarageQual     4 8.9526e+12 37059
## + RoofMatl       7 8.9187e+12 37059
## + Condition1     8 8.9075e+12 37060
## + LandContour    3 8.9704e+12 37060
## + GarageCond     4 8.9599e+12 37060
## + X2ndFlrSF      1 9.0080e+12 37062
## + ExterCond      4 8.9904e+12 37065
## + LotConfig      4 9.0144e+12 37069
## + KitchenAbvGr   1 9.0679e+12 37072
## + Functional     6 9.0562e+12 37080
## + Heating        5 9.0750e+12 37081
## + PoolArea       1 9.1271e+12 37081
## + ScreenPorch    1 9.1380e+12 37083
## + MiscVal        1 9.1649e+12 37087
## + OverallCond    1 9.1700e+12 37088
## + BsmtFinSF2     1 9.1821e+12 37090
## + BsmtFinType2   5 9.1366e+12 37091
## + LowQualFinSF   1 9.1868e+12 37091
## + X3SsnPorch     1 9.1884e+12 37091
## + MoSold         1 9.1905e+12 37091
## + Condition2     7 9.1168e+12 37092
## + Street         1 9.1924e+12 37092
## <none>             9.2079e+12 37092
## + LandSlope      2 9.1832e+12 37092
## + MSSubClass     1 9.2033e+12 37093
## + Id             1 9.2035e+12 37093
## + BsmtHalfBath   1 9.2056e+12 37094
## + Utilities      1 9.2060e+12 37094
## 
## Step:  AIC=35733.68
## SalePrice ~ OverallQual
## 
##                 Df   Deviance   AIC
## + Neighborhood  24 2.7325e+12 35368
## + GrLivArea      1 2.9001e+12 35409
## + X1stFlrSF      1 2.9682e+12 35443
## + LotArea        1 3.0351e+12 35476
## + BsmtQual       3 3.1019e+12 35512
## + KitchenQual    3 3.1329e+12 35526
## + TotalBsmtSF    1 3.1797e+12 35544
## + ExterQual      3 3.1948e+12 35555
## + GarageCars     1 3.2151e+12 35560
## + TotRmsAbvGrd   1 3.2210e+12 35563
## + GarageArea     1 3.2462e+12 35574
## + LotFrontage    1 3.3134e+12 35604
## + BsmtExposure   3 3.3549e+12 35626
## + Fireplaces     1 3.4029e+12 35643
## + MSZoning       4 3.4157e+12 35654
## + BsmtFullBath   1 3.4415e+12 35659
## + BsmtFinSF1     1 3.4453e+12 35661
## + GarageFinish   2 3.4496e+12 35665
## + BldgType       4 3.4403e+12 35665
## + FullBath       1 3.4640e+12 35669
## + BsmtFinType1   5 3.4548e+12 35673
## + GarageType     5 3.4574e+12 35674
## + LotShape       3 3.4871e+12 35682
## + SaleCondition  5 3.4907e+12 35688
## + LandSlope      2 3.5201e+12 35694
## + SaleType       8 3.4928e+12 35695
## + RoofStyle      5 3.5140e+12 35698
## + RoofMatl       7 3.5087e+12 35699
## + LandContour    3 3.5304e+12 35700
## + YearBuilt      1 3.5424e+12 35701
## + YearRemodAdd   1 3.5439e+12 35702
## + WoodDeckSF     1 3.5439e+12 35702
## + MSSubClass     1 3.5472e+12 35703
## + MasVnrType     3 3.5408e+12 35705
## + OpenPorchSF    1 3.5511e+12 35705
## + Foundation     5 3.5374e+12 35707
## + HeatingQC      4 3.5484e+12 35710
## + GarageYrBlt    1 3.5678e+12 35712
## + MasVnrArea     1 3.5689e+12 35712
## + LotConfig      4 3.5573e+12 35713
## + BedroomAbvGr   1 3.5745e+12 35715
## + HouseStyle     7 3.5461e+12 35715
## + HalfBath       1 3.5755e+12 35715
## + Exterior2nd   15 3.5158e+12 35718
## + Exterior1st   14 3.5218e+12 35719
## + FireplaceQu    4 3.5771e+12 35722
## + EnclosedPorch  1 3.5972e+12 35724
## + ScreenPorch    1 3.6031e+12 35726
## + PavedDrive     2 3.6003e+12 35727
## + PoolArea       1 3.6130e+12 35730
## + BsmtUnfSF      1 3.6164e+12 35732
## + CentralAir     1 3.6178e+12 35732
## + Heating        5 3.5983e+12 35732
## + GarageQual     4 3.6050e+12 35733
## + LowQualFinSF   1 3.6207e+12 35733
## + BsmtFinSF2     1 3.6209e+12 35733
## + X3SsnPorch     1 3.6212e+12 35733
## <none>             3.6266e+12 35734
## + OverallCond    1 3.6232e+12 35734
## + Electrical     4 3.6092e+12 35735
## + Condition1     8 3.5895e+12 35735
## + BsmtHalfBath   1 3.6247e+12 35735
## + Utilities      1 3.6250e+12 35735
## + KitchenAbvGr   1 3.6252e+12 35735
## + MoSold         1 3.6257e+12 35735
## + Functional     6 3.6010e+12 35735
## + Street         1 3.6264e+12 35736
## + X2ndFlrSF      1 3.6266e+12 35736
## + MiscVal        1 3.6266e+12 35736
## + Id             1 3.6266e+12 35736
## + Fence          4 3.6137e+12 35736
## + BsmtFinType2   5 3.6094e+12 35737
## + BsmtCond       3 3.6193e+12 35737
## + GarageCond     4 3.6173e+12 35738
## + ExterCond      4 3.6200e+12 35739
## + Condition2     7 3.6083e+12 35740
## - OverallQual    1 9.2079e+12 37092
## 
## Step:  AIC=35368.35
## SalePrice ~ OverallQual + Neighborhood
## 
##                 Df   Deviance   AIC
## + GrLivArea      1 2.1489e+12 35020
## + LotArea        1 2.2736e+12 35102
## + X1stFlrSF      1 2.3137e+12 35127
## + TotRmsAbvGrd   1 2.3706e+12 35163
## + KitchenQual    3 2.4056e+12 35188
## + BsmtQual       3 2.4075e+12 35189
## + TotalBsmtSF    1 2.4784e+12 35228
## + ExterQual      3 2.4802e+12 35233
## + BldgType       4 2.4896e+12 35240
## + GarageCars     1 2.5016e+12 35241
## + GarageArea     1 2.5153e+12 35249
## + LotFrontage    1 2.5396e+12 35263
## + BsmtExposure   3 2.5463e+12 35271
## + Fireplaces     1 2.6084e+12 35303
## + FullBath       1 2.6182e+12 35308
## + GarageFinish   2 2.6249e+12 35314
## + BsmtFinSF1     1 2.6393e+12 35320
## + SaleCondition  5 2.6255e+12 35320
## + RoofMatl       7 2.6255e+12 35324
## + SaleType       8 2.6257e+12 35326
## + BsmtFullBath   1 2.6522e+12 35327
## + BedroomAbvGr   1 2.6663e+12 35335
## + Exterior1st   14 2.6196e+12 35335
## + GarageType     5 2.6592e+12 35339
## + BsmtFinType1   5 2.6633e+12 35341
## + OpenPorchSF    1 2.6794e+12 35342
## + YearRemodAdd   1 2.6818e+12 35343
## + HalfBath       1 2.6831e+12 35344
## + WoodDeckSF     1 2.6874e+12 35346
## + LandSlope      2 2.6839e+12 35346
## + MSSubClass     1 2.6879e+12 35346
## + RoofStyle      5 2.6740e+12 35347
## + LotShape       3 2.6852e+12 35349
## + Exterior2nd   15 2.6415e+12 35349
## + LotConfig      4 2.6872e+12 35352
## + MSZoning       4 2.6903e+12 35354
## + HouseStyle     7 2.6799e+12 35354
## + MasVnrType     3 2.6986e+12 35356
## + FireplaceQu    4 2.6981e+12 35358
## + HeatingQC      4 2.6982e+12 35358
## + PoolArea       1 2.7098e+12 35358
## + ScreenPorch    1 2.7106e+12 35359
## + LandContour    3 2.7037e+12 35359
## + GarageYrBlt    1 2.7129e+12 35360
## + YearBuilt      1 2.7144e+12 35361
## + EnclosedPorch  1 2.7153e+12 35361
## + MasVnrArea     1 2.7164e+12 35362
## + X2ndFlrSF      1 2.7190e+12 35363
## + GarageQual     4 2.7105e+12 35365
## + Foundation     5 2.7117e+12 35367
## + OverallCond    1 2.7269e+12 35367
## + X3SsnPorch     1 2.7271e+12 35367
## + Utilities      1 2.7276e+12 35368
## + CentralAir     1 2.7280e+12 35368
## <none>             2.7325e+12 35368
## + BsmtUnfSF      1 2.7288e+12 35368
## + PavedDrive     2 2.7256e+12 35369
## + Heating        5 2.7145e+12 35369
## + BsmtHalfBath   1 2.7296e+12 35369
## + MoSold         1 2.7297e+12 35369
## + BsmtFinSF2     1 2.7301e+12 35369
## + KitchenAbvGr   1 2.7311e+12 35370
## + MiscVal        1 2.7322e+12 35370
## + LowQualFinSF   1 2.7322e+12 35370
## + Street         1 2.7324e+12 35370
## + Id             1 2.7325e+12 35370
## + Functional     6 2.7151e+12 35371
## + Electrical     4 2.7238e+12 35372
## + BsmtFinType2   5 2.7204e+12 35372
## + BsmtCond       3 2.7289e+12 35372
## + ExterCond      4 2.7265e+12 35373
## + Condition1     8 2.7123e+12 35374
## + GarageCond     4 2.7289e+12 35374
## + Condition2     7 2.7209e+12 35376
## + Fence          4 2.7322e+12 35376
## - Neighborhood  24 3.6266e+12 35734
## - OverallQual    1 4.1843e+12 35989
## 
## Step:  AIC=35019.6
## SalePrice ~ OverallQual + Neighborhood + GrLivArea
## 
##                 Df   Deviance   AIC
## + BsmtQual       3 1.8714e+12 34824
## + KitchenQual    3 1.8863e+12 34835
## + ExterQual      3 1.9391e+12 34876
## + LotArea        1 1.9501e+12 34880
## + BsmtExposure   3 1.9502e+12 34884
## + MSSubClass     1 1.9743e+12 34898
## + TotalBsmtSF    1 1.9941e+12 34912
## + X2ndFlrSF      1 2.0040e+12 34920
## + HouseStyle     7 1.9881e+12 34920
## + BldgType       4 2.0037e+12 34925
## + BsmtFinSF1     1 2.0136e+12 34927
## + X1stFlrSF      1 2.0143e+12 34927
## + BsmtFullBath   1 2.0289e+12 34938
## + BsmtFinType1   5 2.0327e+12 34948
## + RoofMatl       7 2.0287e+12 34950
## + GarageCars     1 2.0521e+12 34954
## + GarageArea     1 2.0593e+12 34959
## + SaleCondition  5 2.0591e+12 34967
## + GarageFinish   2 2.0746e+12 34972
## + SaleType       8 2.0576e+12 34972
## + LotFrontage    1 2.0882e+12 34980
## + YearRemodAdd   1 2.1023e+12 34990
## + BedroomAbvGr   1 2.1024e+12 34990
## + YearBuilt      1 2.1029e+12 34990
## + RoofStyle      5 2.0990e+12 34995
## + KitchenAbvGr   1 2.1122e+12 34996
## + OverallCond    1 2.1133e+12 34997
## + LandContour    3 2.1089e+12 34998
## + Exterior2nd   15 2.0760e+12 34999
## + Exterior1st   14 2.0816e+12 35001
## + LandSlope      2 2.1183e+12 35003
## + WoodDeckSF     1 2.1215e+12 35003
## + Fireplaces     1 2.1217e+12 35003
## + MasVnrType     3 2.1180e+12 35004
## + BsmtUnfSF      1 2.1238e+12 35004
## + FireplaceQu    4 2.1152e+12 35004
## + LotConfig      4 2.1159e+12 35005
## + GarageYrBlt    1 2.1261e+12 35006
## + LotShape       3 2.1219e+12 35007
## + MSZoning       4 2.1212e+12 35009
## + HeatingQC      4 2.1213e+12 35009
## + GarageQual     4 2.1242e+12 35011
## + EnclosedPorch  1 2.1343e+12 35012
## + ScreenPorch    1 2.1381e+12 35014
## + Foundation     5 2.1268e+12 35014
## + LowQualFinSF   1 2.1393e+12 35015
## + Functional     6 2.1250e+12 35015
## + CentralAir     1 2.1401e+12 35016
## + GarageType     5 2.1286e+12 35016
## + OpenPorchSF    1 2.1406e+12 35016
## + PavedDrive     2 2.1388e+12 35017
## + PoolArea       1 2.1429e+12 35018
## + MoSold         1 2.1439e+12 35018
## + X3SsnPorch     1 2.1440e+12 35018
## + BsmtHalfBath   1 2.1447e+12 35019
## + MasVnrArea     1 2.1448e+12 35019
## + Utilities      1 2.1450e+12 35019
## <none>             2.1489e+12 35020
## + ExterCond      4 2.1376e+12 35020
## + HalfBath       1 2.1464e+12 35020
## + BsmtCond       3 2.1411e+12 35020
## + BsmtFinSF2     1 2.1472e+12 35020
## + FullBath       1 2.1479e+12 35021
## + Heating        5 2.1362e+12 35021
## + Condition1     8 2.1278e+12 35021
## + Street         1 2.1485e+12 35021
## + Condition2     7 2.1311e+12 35021
## + BsmtFinType2   5 2.1369e+12 35021
## + Id             1 2.1488e+12 35022
## + MiscVal        1 2.1489e+12 35022
## + TotRmsAbvGrd   1 2.1489e+12 35022
## + GarageCond     4 2.1406e+12 35022
## + Electrical     4 2.1423e+12 35023
## + Fence          4 2.1465e+12 35026
## - OverallQual    1 2.5909e+12 35291
## - GrLivArea      1 2.7325e+12 35368
## - Neighborhood  24 2.9001e+12 35409
## 
## Step:  AIC=34823.73
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual
## 
##                 Df   Deviance   AIC
## + LotArea        1 1.7030e+12 34688
## + BsmtExposure   3 1.7262e+12 34712
## + KitchenQual    3 1.7273e+12 34713
## + MSSubClass     1 1.7464e+12 34725
## + BsmtFinSF1     1 1.7575e+12 34734
## + RoofMatl       7 1.7468e+12 34737
## + BldgType       4 1.7590e+12 34741
## + TotalBsmtSF    1 1.7676e+12 34742
## + HouseStyle     7 1.7611e+12 34749
## + X2ndFlrSF      1 1.7761e+12 34749
## + X1stFlrSF      1 1.7805e+12 34753
## + BsmtFinType1   5 1.7713e+12 34753
## + BsmtFullBath   1 1.7851e+12 34757
## + ExterQual      3 1.7851e+12 34761
## + GarageCars     1 1.8026e+12 34771
## + GarageArea     1 1.8058e+12 34774
## + OverallCond    1 1.8129e+12 34779
## + KitchenAbvGr   1 1.8360e+12 34798
## + LotFrontage    1 1.8367e+12 34798
## + YearRemodAdd   1 1.8376e+12 34799
## + GarageFinish   2 1.8396e+12 34803
## + LandContour    3 1.8373e+12 34803
## + SaleCondition  5 1.8330e+12 34803
## + LandSlope      2 1.8414e+12 34804
## + Fireplaces     1 1.8445e+12 34805
## + LotConfig      4 1.8386e+12 34806
## + Exterior1st   14 1.8161e+12 34808
## + BedroomAbvGr   1 1.8495e+12 34809
## + GarageQual     4 1.8427e+12 34809
## + WoodDeckSF     1 1.8514e+12 34810
## + MSZoning       4 1.8440e+12 34810
## + BsmtUnfSF      1 1.8521e+12 34811
## + SaleType       8 1.8348e+12 34811
## + LotShape       3 1.8475e+12 34811
## + YearBuilt      1 1.8541e+12 34812
## + Exterior2nd   15 1.8203e+12 34813
## + CentralAir     1 1.8587e+12 34816
## + Functional     6 1.8462e+12 34816
## + Condition2     7 1.8441e+12 34816
## + RoofStyle      5 1.8499e+12 34817
## + HeatingQC      4 1.8529e+12 34817
## + ExterCond      4 1.8531e+12 34817
## + ScreenPorch    1 1.8609e+12 34818
## + EnclosedPorch  1 1.8624e+12 34819
## + Foundation     5 1.8522e+12 34819
## + LowQualFinSF   1 1.8628e+12 34819
## + GarageType     5 1.8534e+12 34820
## + GarageYrBlt    1 1.8642e+12 34820
## + MasVnrType     3 1.8594e+12 34820
## + FireplaceQu    4 1.8573e+12 34821
## + PavedDrive     2 1.8634e+12 34821
## + X3SsnPorch     1 1.8663e+12 34822
## + OpenPorchSF    1 1.8675e+12 34823
## + PoolArea       1 1.8677e+12 34823
## + BsmtFinSF2     1 1.8680e+12 34823
## + BsmtHalfBath   1 1.8688e+12 34824
## <none>             1.8714e+12 34824
## + Utilities      1 1.8693e+12 34824
## + BsmtCond       3 1.8645e+12 34824
## + MoSold         1 1.8697e+12 34824
## + HalfBath       1 1.8699e+12 34825
## + Heating        5 1.8598e+12 34825
## + GarageCond     4 1.8627e+12 34825
## + MasVnrArea     1 1.8704e+12 34825
## + Street         1 1.8707e+12 34825
## + Condition1     8 1.8532e+12 34825
## + MiscVal        1 1.8711e+12 34825
## + FullBath       1 1.8714e+12 34826
## + TotRmsAbvGrd   1 1.8714e+12 34826
## + Id             1 1.8714e+12 34826
## + Electrical     4 1.8638e+12 34826
## + BsmtFinType2   5 1.8615e+12 34826
## + Fence          4 1.8696e+12 34830
## - OverallQual    1 2.1224e+12 35005
## - BsmtQual       3 2.1489e+12 35020
## - Neighborhood  24 2.3780e+12 35125
## - GrLivArea      1 2.4075e+12 35189
## 
## Step:  AIC=34688.02
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea
## 
##                 Df   Deviance   AIC
## + KitchenQual    3 1.5730e+12 34578
## + RoofMatl       7 1.5812e+12 34594
## + BsmtFinSF1     1 1.5968e+12 34596
## + BsmtExposure   3 1.6037e+12 34606
## + BsmtFinType1   5 1.6027e+12 34609
## + BsmtFullBath   1 1.6258e+12 34622
## + ExterQual      3 1.6270e+12 34627
## + TotalBsmtSF    1 1.6448e+12 34639
## + OverallCond    1 1.6468e+12 34641
## + HouseStyle     7 1.6377e+12 34645
## + MSSubClass     1 1.6525e+12 34646
## + YearRemodAdd   1 1.6547e+12 34648
## + X2ndFlrSF      1 1.6547e+12 34648
## + GarageCars     1 1.6613e+12 34654
## + X1stFlrSF      1 1.6617e+12 34654
## + YearBuilt      1 1.6622e+12 34655
## + GarageArea     1 1.6720e+12 34663
## + BedroomAbvGr   1 1.6772e+12 34668
## + GarageFinish   2 1.6757e+12 34668
## + KitchenAbvGr   1 1.6789e+12 34669
## + BsmtUnfSF      1 1.6794e+12 34670
## + BldgType       4 1.6739e+12 34671
## + Exterior1st   14 1.6531e+12 34673
## + HeatingQC      4 1.6760e+12 34673
## + Condition2     7 1.6704e+12 34674
## + GarageQual     4 1.6782e+12 34675
## + GarageYrBlt    1 1.6870e+12 34676
## + SaleCondition  5 1.6787e+12 34677
## + LandContour    3 1.6843e+12 34678
## + WoodDeckSF     1 1.6900e+12 34679
## + CentralAir     1 1.6900e+12 34679
## + Fireplaces     1 1.6907e+12 34679
## + Functional     6 1.6795e+12 34680
## + LotConfig      4 1.6842e+12 34680
## + LandSlope      2 1.6888e+12 34680
## + Foundation     5 1.6821e+12 34680
## + PavedDrive     2 1.6895e+12 34680
## + MasVnrType     3 1.6884e+12 34681
## + Exterior2nd   15 1.6619e+12 34682
## + EnclosedPorch  1 1.6944e+12 34683
## + ScreenPorch    1 1.6946e+12 34683
## + SaleType       8 1.6789e+12 34683
## + ExterCond      4 1.6883e+12 34683
## + LowQualFinSF   1 1.6970e+12 34685
## + Condition1     8 1.6830e+12 34687
## + MasVnrArea     1 1.6993e+12 34687
## + RoofStyle      5 1.6902e+12 34687
## + X3SsnPorch     1 1.6996e+12 34687
## + LotShape       3 1.6955e+12 34688
## + OpenPorchSF    1 1.7002e+12 34688
## + GarageType     5 1.6910e+12 34688
## + FireplaceQu    4 1.6933e+12 34688
## + Utilities      1 1.7006e+12 34688
## <none>             1.7030e+12 34688
## + BsmtHalfBath   1 1.7009e+12 34688
## + TotRmsAbvGrd   1 1.7013e+12 34689
## + PoolArea       1 1.7014e+12 34689
## + BsmtCond       3 1.6968e+12 34689
## + GarageCond     4 1.6945e+12 34689
## + BsmtFinSF2     1 1.7016e+12 34689
## + Electrical     4 1.6948e+12 34689
## + Street         1 1.7018e+12 34689
## + Heating        5 1.6927e+12 34689
## + MoSold         1 1.7021e+12 34689
## + FullBath       1 1.7024e+12 34690
## + LotFrontage    1 1.7028e+12 34690
## + MiscVal        1 1.7028e+12 34690
## + Id             1 1.7028e+12 34690
## + HalfBath       1 1.7029e+12 34690
## + BsmtFinType2   5 1.6952e+12 34691
## + MSZoning       4 1.6988e+12 34692
## + Fence          4 1.7005e+12 34694
## - LotArea        1 1.8714e+12 34824
## - BsmtQual       3 1.9501e+12 34880
## - OverallQual    1 1.9665e+12 34896
## - GrLivArea      1 2.0083e+12 34927
## - Neighborhood  24 2.1501e+12 34980
## 
## Step:  AIC=34578.06
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual
## 
##                 Df   Deviance   AIC
## + RoofMatl       7 1.4455e+12 34469
## + BsmtExposure   3 1.4752e+12 34490
## + BsmtFinSF1     1 1.4800e+12 34491
## + BsmtFinType1   5 1.4937e+12 34513
## + BsmtFullBath   1 1.5121e+12 34522
## + TotalBsmtSF    1 1.5256e+12 34535
## + MSSubClass     1 1.5321e+12 34542
## + OverallCond    1 1.5329e+12 34542
## + X2ndFlrSF      1 1.5333e+12 34543
## + HouseStyle     7 1.5234e+12 34545
## + GarageCars     1 1.5378e+12 34547
## + X1stFlrSF      1 1.5405e+12 34550
## + YearBuilt      1 1.5446e+12 34554
## + GarageArea     1 1.5470e+12 34556
## + Condition2     7 1.5345e+12 34556
## + ExterQual      3 1.5439e+12 34557
## + BsmtUnfSF      1 1.5520e+12 34560
## + YearRemodAdd   1 1.5524e+12 34561
## + KitchenAbvGr   1 1.5540e+12 34562
## + BldgType       4 1.5502e+12 34565
## + GarageQual     4 1.5506e+12 34565
## + LandContour    3 1.5534e+12 34566
## + BedroomAbvGr   1 1.5586e+12 34567
## + SaleCondition  5 1.5506e+12 34567
## + GarageFinish   2 1.5579e+12 34568
## + LotConfig      4 1.5544e+12 34569
## + LandSlope      2 1.5593e+12 34569
## + CentralAir     1 1.5620e+12 34570
## + Fireplaces     1 1.5624e+12 34570
## + Functional     6 1.5520e+12 34571
## + GarageYrBlt    1 1.5631e+12 34571
## + WoodDeckSF     1 1.5633e+12 34571
## + PavedDrive     2 1.5613e+12 34571
## + Foundation     5 1.5552e+12 34572
## + EnclosedPorch  1 1.5653e+12 34573
## + MasVnrType     3 1.5610e+12 34573
## + HeatingQC      4 1.5594e+12 34573
## + ScreenPorch    1 1.5663e+12 34574
## + LowQualFinSF   1 1.5673e+12 34575
## + Exterior1st   14 1.5401e+12 34575
## + ExterCond      4 1.5617e+12 34576
## + MasVnrArea     1 1.5686e+12 34576
## + RoofStyle      5 1.5611e+12 34577
## + Utilities      1 1.5700e+12 34577
## + GarageCond     4 1.5636e+12 34577
## + X3SsnPorch     1 1.5706e+12 34578
## <none>             1.5730e+12 34578
## + SaleType       8 1.5558e+12 34578
## + GarageType     5 1.5626e+12 34578
## + Condition1     8 1.5562e+12 34578
## + OpenPorchSF    1 1.5713e+12 34578
## + LotShape       3 1.5670e+12 34578
## + BsmtHalfBath   1 1.5716e+12 34579
## + TotRmsAbvGrd   1 1.5716e+12 34579
## + BsmtCond       3 1.5674e+12 34579
## + BsmtFinSF2     1 1.5717e+12 34579
## + MoSold         1 1.5720e+12 34579
## + Street         1 1.5723e+12 34579
## + FullBath       1 1.5724e+12 34580
## + PoolArea       1 1.5725e+12 34580
## + BsmtFinType2   5 1.5639e+12 34580
## + LotFrontage    1 1.5725e+12 34580
## + Id             1 1.5728e+12 34580
## + HalfBath       1 1.5729e+12 34580
## + MiscVal        1 1.5729e+12 34580
## + Electrical     4 1.5666e+12 34580
## + FireplaceQu    4 1.5675e+12 34581
## + Heating        5 1.5659e+12 34582
## + MSZoning       4 1.5692e+12 34583
## + Fence          4 1.5705e+12 34584
## + Exterior2nd   15 1.5491e+12 34586
## - KitchenQual    3 1.7030e+12 34688
## - BsmtQual       3 1.7216e+12 34704
## - LotArea        1 1.7273e+12 34713
## - OverallQual    1 1.7279e+12 34713
## - GrLivArea      1 1.8551e+12 34817
## - Neighborhood  24 1.9549e+12 34847
## 
## Step:  AIC=34468.72
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl
## 
##                 Df   Deviance   AIC
## + BsmtFinSF1     1 1.3460e+12 34367
## + BsmtExposure   3 1.3454e+12 34370
## + TotalBsmtSF    1 1.3696e+12 34392
## + BsmtFinType1   5 1.3632e+12 34393
## + BsmtFullBath   1 1.3835e+12 34407
## + YearBuilt      1 1.4039e+12 34428
## + OverallCond    1 1.4049e+12 34429
## + HouseStyle     7 1.3949e+12 34431
## + MSSubClass     1 1.4064e+12 34431
## + X2ndFlrSF      1 1.4072e+12 34432
## + X1stFlrSF      1 1.4104e+12 34435
## + ExterQual      3 1.4072e+12 34435
## + GarageArea     1 1.4138e+12 34438
## + GarageCars     1 1.4153e+12 34440
## + Condition2     7 1.4044e+12 34441
## + YearRemodAdd   1 1.4208e+12 34446
## + BsmtUnfSF      1 1.4220e+12 34447
## + KitchenAbvGr   1 1.4249e+12 34450
## + PoolArea       1 1.4259e+12 34451
## + SaleCondition  5 1.4181e+12 34451
## + BedroomAbvGr   1 1.4293e+12 34454
## + BldgType       4 1.4241e+12 34455
## + MasVnrType     3 1.4274e+12 34456
## + GarageFinish   2 1.4296e+12 34457
## + Foundation     5 1.4248e+12 34458
## + Functional     6 1.4233e+12 34458
## + GarageYrBlt    1 1.4331e+12 34458
## + LotConfig      4 1.4274e+12 34458
## + CentralAir     1 1.4339e+12 34459
## + Fireplaces     1 1.4348e+12 34460
## + HeatingQC      4 1.4291e+12 34460
## + PavedDrive     2 1.4332e+12 34460
## + SaleType       8 1.4215e+12 34460
## + LandSlope      2 1.4337e+12 34461
## + WoodDeckSF     1 1.4364e+12 34462
## + LowQualFinSF   1 1.4365e+12 34462
## + RoofStyle      5 1.4288e+12 34462
## + LandContour    3 1.4333e+12 34462
## + GarageQual     4 1.4316e+12 34463
## + EnclosedPorch  1 1.4384e+12 34464
## + MasVnrArea     1 1.4389e+12 34464
## + ScreenPorch    1 1.4397e+12 34465
## + ExterCond      4 1.4341e+12 34465
## + Exterior1st   14 1.4146e+12 34465
## + GarageCond     4 1.4365e+12 34468
## + GarageType     5 1.4348e+12 34468
## + Utilities      1 1.4427e+12 34468
## + Condition1     8 1.4292e+12 34468
## + MoSold         1 1.4433e+12 34468
## + X3SsnPorch     1 1.4433e+12 34468
## + BsmtFinType2   5 1.4355e+12 34469
## + BsmtCond       3 1.4395e+12 34469
## <none>             1.4455e+12 34469
## + OpenPorchSF    1 1.4438e+12 34469
## + TotRmsAbvGrd   1 1.4439e+12 34469
## + BsmtHalfBath   1 1.4444e+12 34470
## + BsmtFinSF2     1 1.4444e+12 34470
## + FullBath       1 1.4447e+12 34470
## + LotFrontage    1 1.4448e+12 34470
## + Street         1 1.4449e+12 34470
## + Electrical     4 1.4393e+12 34470
## + HalfBath       1 1.4453e+12 34471
## + Id             1 1.4455e+12 34471
## + MiscVal        1 1.4455e+12 34471
## + LotShape       3 1.4419e+12 34471
## + Heating        5 1.4384e+12 34472
## + FireplaceQu    4 1.4416e+12 34473
## + MSZoning       4 1.4416e+12 34473
## + Fence          4 1.4420e+12 34473
## + Exterior2nd   15 1.4227e+12 34475
## - RoofMatl       7 1.5730e+12 34578
## - KitchenQual    3 1.5812e+12 34594
## - OverallQual    1 1.5883e+12 34604
## - BsmtQual       3 1.6002e+12 34611
## - LotArea        1 1.5979e+12 34613
## - Neighborhood  24 1.7990e+12 34740
## - GrLivArea      1 1.7489e+12 34745
## 
## Step:  AIC=34366.58
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1
## 
##                 Df   Deviance   AIC
## + BsmtExposure   3 1.2767e+12 34295
## + TotalBsmtSF    1 1.3073e+12 34326
## + MSSubClass     1 1.3090e+12 34328
## + YearBuilt      1 1.3094e+12 34328
## + Condition2     7 1.3001e+12 34330
## + OverallCond    1 1.3130e+12 34332
## + ExterQual      3 1.3096e+12 34333
## + SaleCondition  5 1.3101e+12 34337
## + GarageCars     1 1.3184e+12 34338
## + YearRemodAdd   1 1.3191e+12 34339
## + HouseStyle     7 1.3091e+12 34340
## + X2ndFlrSF      1 1.3204e+12 34341
## + GarageArea     1 1.3222e+12 34342
## + X1stFlrSF      1 1.3242e+12 34345
## + SaleType       8 1.3118e+12 34345
## + PoolArea       1 1.3278e+12 34349
## + BldgType       4 1.3224e+12 34349
## + GarageYrBlt    1 1.3324e+12 34354
## + LotConfig      4 1.3275e+12 34354
## + Functional     6 1.3240e+12 34354
## + KitchenAbvGr   1 1.3337e+12 34355
## + BsmtFinType1   5 1.3269e+12 34356
## + HeatingQC      4 1.3299e+12 34357
## + MasVnrType     3 1.3324e+12 34358
## + LandContour    3 1.3330e+12 34358
## + LowQualFinSF   1 1.3377e+12 34360
## + BedroomAbvGr   1 1.3383e+12 34360
## + BsmtFullBath   1 1.3383e+12 34360
## + WoodDeckSF     1 1.3386e+12 34361
## + GarageFinish   2 1.3368e+12 34361
## + Exterior1st   14 1.3155e+12 34361
## + CentralAir     1 1.3394e+12 34361
## + Fireplaces     1 1.3396e+12 34362
## + Foundation     5 1.3326e+12 34362
## + LandSlope      2 1.3388e+12 34363
## + RoofStyle      5 1.3336e+12 34363
## + EnclosedPorch  1 1.3416e+12 34364
## + GarageQual     4 1.3361e+12 34364
## + FullBath       1 1.3417e+12 34364
## + ScreenPorch    1 1.3421e+12 34364
## + GarageType     5 1.3349e+12 34365
## + Condition1     8 1.3295e+12 34365
## + ExterCond      4 1.3375e+12 34365
## + Utilities      1 1.3431e+12 34365
## + PavedDrive     2 1.3418e+12 34366
## + MasVnrArea     1 1.3439e+12 34366
## <none>             1.3460e+12 34367
## + BsmtFinType2   5 1.3368e+12 34367
## + MoSold         1 1.3446e+12 34367
## + OpenPorchSF    1 1.3446e+12 34367
## + Heating        5 1.3373e+12 34367
## + Street         1 1.3451e+12 34368
## + LotFrontage    1 1.3451e+12 34368
## + X3SsnPorch     1 1.3452e+12 34368
## + BsmtCond       3 1.3420e+12 34368
## + BsmtUnfSF      1 1.3457e+12 34368
## + Id             1 1.3458e+12 34368
## + HalfBath       1 1.3459e+12 34368
## + BsmtFinSF2     1 1.3459e+12 34368
## + MiscVal        1 1.3459e+12 34369
## + BsmtHalfBath   1 1.3459e+12 34369
## + TotRmsAbvGrd   1 1.3460e+12 34369
## + GarageCond     4 1.3414e+12 34370
## + LotShape       3 1.3435e+12 34370
## + MSZoning       4 1.3420e+12 34370
## + Electrical     4 1.3425e+12 34371
## + Exterior2nd   15 1.3230e+12 34371
## + Fence          4 1.3437e+12 34372
## + FireplaceQu    4 1.3442e+12 34373
## - BsmtFinSF1     1 1.4455e+12 34469
## - KitchenQual    3 1.4683e+12 34488
## - RoofMatl       7 1.4800e+12 34491
## - OverallQual    1 1.4848e+12 34508
## - BsmtQual       3 1.4896e+12 34509
## - LotArea        1 1.4934e+12 34516
## - Neighborhood  24 1.6557e+12 34621
## - GrLivArea      1 1.6791e+12 34687
## 
## Step:  AIC=34295.35
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure
## 
##                 Df   Deviance   AIC
## + MSSubClass     1 1.2246e+12 34237
## + Condition2     7 1.2283e+12 34253
## + OverallCond    1 1.2419e+12 34257
## + TotalBsmtSF    1 1.2445e+12 34260
## + YearBuilt      1 1.2456e+12 34261
## + BldgType       4 1.2415e+12 34263
## + ExterQual      3 1.2449e+12 34265
## + SaleCondition  5 1.2416e+12 34265
## + YearRemodAdd   1 1.2520e+12 34269
## + GarageCars     1 1.2526e+12 34270
## + GarageArea     1 1.2545e+12 34272
## + PoolArea       1 1.2554e+12 34273
## + SaleType       8 1.2449e+12 34275
## + X2ndFlrSF      1 1.2589e+12 34277
## + HouseStyle     7 1.2488e+12 34277
## + KitchenAbvGr   1 1.2607e+12 34279
## + HeatingQC      4 1.2568e+12 34281
## + X1stFlrSF      1 1.2622e+12 34281
## + LotConfig      4 1.2581e+12 34282
## + GarageYrBlt    1 1.2642e+12 34283
## + Functional     6 1.2588e+12 34287
## + Exterior1st   14 1.2453e+12 34287
## + BsmtFinType1   5 1.2622e+12 34289
## + LowQualFinSF   1 1.2693e+12 34289
## + CentralAir     1 1.2693e+12 34289
## + LandContour    3 1.2660e+12 34289
## + GarageFinish   2 1.2682e+12 34290
## + GarageQual     4 1.2654e+12 34290
## + Fireplaces     1 1.2711e+12 34291
## + ExterCond      4 1.2660e+12 34291
## + RoofStyle      5 1.2643e+12 34291
## + GarageType     5 1.2643e+12 34291
## + MasVnrType     3 1.2679e+12 34291
## + BedroomAbvGr   1 1.2721e+12 34292
## + FullBath       1 1.2721e+12 34292
## + EnclosedPorch  1 1.2725e+12 34293
## + Condition1     8 1.2605e+12 34293
## + ScreenPorch    1 1.2728e+12 34293
## + Foundation     5 1.2661e+12 34293
## + BsmtFullBath   1 1.2733e+12 34294
## + PavedDrive     2 1.2716e+12 34294
## + Street         1 1.2738e+12 34294
## + BsmtUnfSF      1 1.2740e+12 34294
## + WoodDeckSF     1 1.2741e+12 34294
## + OpenPorchSF    1 1.2744e+12 34295
## + Utilities      1 1.2747e+12 34295
## <none>             1.2767e+12 34295
## + LandSlope      2 1.2732e+12 34295
## + MoSold         1 1.2755e+12 34296
## + X3SsnPorch     1 1.2755e+12 34296
## + LotFrontage    1 1.2755e+12 34296
## + BsmtCond       3 1.2721e+12 34296
## + MasVnrArea     1 1.2759e+12 34297
## + Heating        5 1.2690e+12 34297
## + GarageCond     4 1.2710e+12 34297
## + TotRmsAbvGrd   1 1.2763e+12 34297
## + BsmtFinSF2     1 1.2764e+12 34297
## + HalfBath       1 1.2766e+12 34297
## + BsmtHalfBath   1 1.2766e+12 34297
## + MiscVal        1 1.2767e+12 34297
## + Id             1 1.2767e+12 34297
## + MSZoning       4 1.2718e+12 34298
## + LotShape       3 1.2744e+12 34299
## + Electrical     4 1.2745e+12 34301
## + BsmtFinType2   5 1.2728e+12 34301
## + FireplaceQu    4 1.2748e+12 34301
## + Fence          4 1.2749e+12 34301
## + Exterior2nd   15 1.2560e+12 34302
## - BsmtExposure   3 1.3460e+12 34367
## - BsmtFinSF1     1 1.3454e+12 34370
## - BsmtQual       3 1.3950e+12 34419
## - LotArea        1 1.3936e+12 34421
## - OverallQual    1 1.3967e+12 34425
## - KitchenQual    3 1.4007e+12 34425
## - RoofMatl       7 1.4120e+12 34428
## - Neighborhood  24 1.5931e+12 34571
## - GrLivArea      1 1.6238e+12 34644
## 
## Step:  AIC=34236.59
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass
## 
##                 Df   Deviance   AIC
## + Condition2     7 1.1762e+12 34192
## + OverallCond    1 1.1872e+12 34193
## + ExterQual      3 1.1941e+12 34206
## + PoolArea       1 1.2010e+12 34210
## + YearBuilt      1 1.2019e+12 34211
## + SaleCondition  5 1.1963e+12 34212
## + YearRemodAdd   1 1.2039e+12 34214
## + GarageCars     1 1.2043e+12 34214
## + GarageArea     1 1.2073e+12 34218
## + SaleType       8 1.1987e+12 34221
## + Functional     6 1.2021e+12 34222
## + LotConfig      4 1.2066e+12 34223
## + HeatingQC      4 1.2083e+12 34225
## + GarageYrBlt    1 1.2134e+12 34225
## + BsmtFinType1   5 1.2081e+12 34227
## + TotalBsmtSF    1 1.2159e+12 34228
## + GarageQual     4 1.2115e+12 34229
## + KitchenAbvGr   1 1.2179e+12 34231
## + LandContour    3 1.2147e+12 34231
## + GarageFinish   2 1.2168e+12 34231
## + LowQualFinSF   1 1.2185e+12 34231
## + ExterCond      4 1.2139e+12 34232
## + GarageType     5 1.2127e+12 34232
## + BedroomAbvGr   1 1.2197e+12 34233
## + Exterior1st   14 1.1984e+12 34233
## + FullBath       1 1.2200e+12 34233
## + Fireplaces     1 1.2203e+12 34233
## + HalfBath       1 1.2206e+12 34234
## + EnclosedPorch  1 1.2206e+12 34234
## + BsmtFullBath   1 1.2209e+12 34234
## + CentralAir     1 1.2209e+12 34234
## + ScreenPorch    1 1.2211e+12 34234
## + Condition1     8 1.2096e+12 34235
## + MasVnrType     3 1.2186e+12 34235
## + WoodDeckSF     1 1.2223e+12 34236
## + Utilities      1 1.2226e+12 34236
## + Heating        5 1.2162e+12 34237
## <none>             1.2246e+12 34237
## + PavedDrive     2 1.2214e+12 34237
## + MoSold         1 1.2231e+12 34237
## + Foundation     5 1.2164e+12 34237
## + BsmtCond       3 1.2198e+12 34237
## + Street         1 1.2232e+12 34237
## + OpenPorchSF    1 1.2233e+12 34237
## + HouseStyle     7 1.2134e+12 34237
## + X3SsnPorch     1 1.2240e+12 34238
## + TotRmsAbvGrd   1 1.2241e+12 34238
## + MasVnrArea     1 1.2241e+12 34238
## + BsmtFinSF2     1 1.2242e+12 34238
## + LandSlope      2 1.2226e+12 34238
## + BldgType       4 1.2193e+12 34238
## + BsmtUnfSF      1 1.2243e+12 34238
## + MSZoning       4 1.2193e+12 34238
## + X2ndFlrSF      1 1.2244e+12 34238
## + LotFrontage    1 1.2244e+12 34238
## + GarageCond     4 1.2195e+12 34238
## + X1stFlrSF      1 1.2246e+12 34239
## + BsmtHalfBath   1 1.2246e+12 34239
## + MiscVal        1 1.2246e+12 34239
## + Id             1 1.2246e+12 34239
## + LotShape       3 1.2213e+12 34239
## + RoofStyle      5 1.2187e+12 34239
## + Electrical     4 1.2216e+12 34241
## + BsmtFinType2   5 1.2207e+12 34242
## + FireplaceQu    4 1.2232e+12 34243
## + Fence          4 1.2238e+12 34244
## + Exterior2nd   15 1.2083e+12 34247
## - MSSubClass     1 1.2767e+12 34295
## - LotArea        1 1.2792e+12 34298
## - BsmtFinSF1     1 1.2876e+12 34308
## - BsmtExposure   3 1.3090e+12 34328
## - BsmtQual       3 1.3240e+12 34344
## - KitchenQual    3 1.3376e+12 34359
## - OverallQual    1 1.3356e+12 34361
## - RoofMatl       7 1.3574e+12 34373
## - Neighborhood  24 1.5453e+12 34528
## - GrLivArea      1 1.6233e+12 34646
## 
## Step:  AIC=34191.69
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2
## 
##                 Df   Deviance   AIC
## + OverallCond    1 1.1411e+12 34149
## + ExterQual      3 1.1413e+12 34154
## + YearBuilt      1 1.1491e+12 34160
## + SaleCondition  5 1.1432e+12 34160
## + PoolArea       1 1.1535e+12 34165
## + YearRemodAdd   1 1.1551e+12 34167
## + SaleType       8 1.1445e+12 34168
## + GarageCars     1 1.1558e+12 34168
## + GarageArea     1 1.1583e+12 34171
## + Functional     6 1.1522e+12 34174
## + HeatingQC      4 1.1588e+12 34178
## + LotConfig      4 1.1589e+12 34178
## + BsmtFinType1   5 1.1575e+12 34178
## + GarageYrBlt    1 1.1639e+12 34178
## + Exterior1st   14 1.1447e+12 34180
## + TotalBsmtSF    1 1.1654e+12 34180
## + GarageType     5 1.1624e+12 34184
## + GarageFinish   2 1.1677e+12 34185
## + GarageQual     4 1.1649e+12 34186
## + BedroomAbvGr   1 1.1698e+12 34186
## + KitchenAbvGr   1 1.1699e+12 34186
## + LowQualFinSF   1 1.1709e+12 34187
## + FullBath       1 1.1719e+12 34188
## + HouseStyle     7 1.1624e+12 34188
## + LandContour    3 1.1691e+12 34189
## + CentralAir     1 1.1725e+12 34189
## + BsmtFullBath   1 1.1725e+12 34189
## + EnclosedPorch  1 1.1726e+12 34189
## + Fireplaces     1 1.1729e+12 34190
## + Foundation     5 1.1666e+12 34190
## + HalfBath       1 1.1730e+12 34190
## + MasVnrType     3 1.1700e+12 34190
## + Condition1     8 1.1621e+12 34190
## + ScreenPorch    1 1.1734e+12 34190
## + WoodDeckSF     1 1.1740e+12 34191
## + Heating        5 1.1679e+12 34191
## + Utilities      1 1.1743e+12 34191
## <none>             1.1762e+12 34192
## + Street         1 1.1746e+12 34192
## + BsmtCond       3 1.1715e+12 34192
## + MoSold         1 1.1751e+12 34192
## + PavedDrive     2 1.1735e+12 34192
## + RoofStyle      5 1.1687e+12 34192
## + OpenPorchSF    1 1.1751e+12 34192
## + ExterCond      4 1.1705e+12 34193
## + MasVnrArea     1 1.1756e+12 34193
## + X3SsnPorch     1 1.1757e+12 34193
## + LandSlope      2 1.1741e+12 34193
## + BsmtFinSF2     1 1.1757e+12 34193
## + X2ndFlrSF      1 1.1758e+12 34193
## + MSZoning       4 1.1711e+12 34193
## + BsmtUnfSF      1 1.1760e+12 34193
## + TotRmsAbvGrd   1 1.1760e+12 34193
## + LotFrontage    1 1.1761e+12 34194
## + X1stFlrSF      1 1.1761e+12 34194
## + MiscVal        1 1.1762e+12 34194
## + BsmtHalfBath   1 1.1762e+12 34194
## + Id             1 1.1762e+12 34194
## + BldgType       4 1.1714e+12 34194
## + LotShape       3 1.1733e+12 34194
## + GarageCond     4 1.1717e+12 34194
## + Electrical     4 1.1731e+12 34196
## + Exterior2nd   15 1.1558e+12 34196
## + BsmtFinType2   5 1.1723e+12 34197
## + FireplaceQu    4 1.1753e+12 34199
## + Fence          4 1.1755e+12 34199
## - Condition2     7 1.2246e+12 34237
## - MSSubClass     1 1.2283e+12 34253
## - LotArea        1 1.2333e+12 34259
## - BsmtFinSF1     1 1.2422e+12 34269
## - BsmtExposure   3 1.2636e+12 34290
## - BsmtQual       3 1.2823e+12 34312
## - OverallQual    1 1.2845e+12 34318
## - KitchenQual    3 1.2964e+12 34328
## - RoofMatl       7 1.3128e+12 34338
## - Neighborhood  24 1.4867e+12 34486
## - GrLivArea      1 1.5848e+12 34625
## 
## Step:  AIC=34149.42
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond
## 
##                 Df   Deviance   AIC
## + YearBuilt      1 1.0950e+12 34091
## + ExterQual      3 1.1078e+12 34112
## + GarageCars     1 1.1162e+12 34119
## + SaleCondition  5 1.1102e+12 34119
## + PoolArea       1 1.1169e+12 34120
## + SaleType       8 1.1072e+12 34121
## + GarageArea     1 1.1209e+12 34125
## + TotalBsmtSF    1 1.1245e+12 34130
## + GarageYrBlt    1 1.1256e+12 34131
## + Exterior1st   14 1.1089e+12 34136
## + LotConfig      4 1.1247e+12 34136
## + BsmtFinType1   5 1.1235e+12 34137
## + Functional     6 1.1230e+12 34138
## + HeatingQC      4 1.1274e+12 34140
## + BedroomAbvGr   1 1.1324e+12 34140
## + GarageFinish   2 1.1313e+12 34141
## + YearRemodAdd   1 1.1331e+12 34141
## + Foundation     5 1.1275e+12 34142
## + BsmtFullBath   1 1.1356e+12 34144
## + LowQualFinSF   1 1.1358e+12 34145
## + HouseStyle     7 1.1267e+12 34145
## + FullBath       1 1.1366e+12 34146
## + Fireplaces     1 1.1366e+12 34146
## + GarageType     5 1.1305e+12 34146
## + Condition1     8 1.1259e+12 34146
## + MasVnrType     3 1.1337e+12 34146
## + KitchenAbvGr   1 1.1370e+12 34146
## + LandContour    3 1.1340e+12 34146
## + GarageQual     4 1.1330e+12 34147
## + EnclosedPorch  1 1.1384e+12 34148
## + HalfBath       1 1.1386e+12 34148
## + X2ndFlrSF      1 1.1386e+12 34148
## + ScreenPorch    1 1.1387e+12 34148
## + Utilities      1 1.1390e+12 34149
## + RoofStyle      5 1.1329e+12 34149
## + Heating        5 1.1332e+12 34149
## + PavedDrive     2 1.1379e+12 34149
## + MasVnrArea     1 1.1395e+12 34149
## <none>             1.1411e+12 34149
## + WoodDeckSF     1 1.1396e+12 34150
## + Street         1 1.1398e+12 34150
## + X1stFlrSF      1 1.1398e+12 34150
## + Exterior2nd   15 1.1183e+12 34150
## + MoSold         1 1.1401e+12 34150
## + OpenPorchSF    1 1.1402e+12 34150
## + BsmtFinSF2     1 1.1403e+12 34150
## + CentralAir     1 1.1405e+12 34151
## + X3SsnPorch     1 1.1408e+12 34151
## + LandSlope      2 1.1392e+12 34151
## + BsmtHalfBath   1 1.1409e+12 34151
## + LotFrontage    1 1.1410e+12 34151
## + MiscVal        1 1.1410e+12 34151
## + Id             1 1.1411e+12 34151
## + TotRmsAbvGrd   1 1.1411e+12 34151
## + BsmtUnfSF      1 1.1411e+12 34151
## + LotShape       3 1.1385e+12 34152
## + MSZoning       4 1.1377e+12 34153
## + BsmtCond       3 1.1396e+12 34154
## + GarageCond     4 1.1383e+12 34154
## + BldgType       4 1.1388e+12 34154
## + BsmtFinType2   5 1.1380e+12 34155
## + FireplaceQu    4 1.1398e+12 34156
## + Fence          4 1.1402e+12 34156
## + Electrical     4 1.1402e+12 34156
## + ExterCond      4 1.1405e+12 34157
## - OverallCond    1 1.1762e+12 34192
## - Condition2     7 1.1872e+12 34193
## - LotArea        1 1.1955e+12 34215
## - MSSubClass     1 1.1957e+12 34216
## - BsmtFinSF1     1 1.2006e+12 34222
## - OverallQual    1 1.2264e+12 34253
## - BsmtExposure   3 1.2305e+12 34254
## - KitchenQual    3 1.2487e+12 34275
## - BsmtQual       3 1.2589e+12 34287
## - RoofMatl       7 1.2778e+12 34301
## - Neighborhood  24 1.4730e+12 34474
## - GrLivArea      1 1.5763e+12 34619
## 
## Step:  AIC=34091.23
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt
## 
##                 Df   Deviance   AIC
## + PoolArea       1 1.0673e+12 34056
## + ExterQual      3 1.0671e+12 34060
## + SaleCondition  5 1.0734e+12 34072
## + TotalBsmtSF    1 1.0795e+12 34073
## + GarageCars     1 1.0802e+12 34073
## + SaleType       8 1.0713e+12 34075
## + Exterior1st   14 1.0645e+12 34078
## + GarageArea     1 1.0838e+12 34078
## + LotConfig      4 1.0800e+12 34079
## + BedroomAbvGr   1 1.0865e+12 34082
## + Functional     6 1.0792e+12 34082
## + BsmtFinType1   5 1.0815e+12 34083
## + Condition1     8 1.0788e+12 34085
## + Fireplaces     1 1.0892e+12 34086
## + BsmtFullBath   1 1.0894e+12 34086
## + KitchenAbvGr   1 1.0902e+12 34087
## + GarageFinish   2 1.0899e+12 34088
## + ScreenPorch    1 1.0915e+12 34089
## + HeatingQC      4 1.0872e+12 34089
## + LowQualFinSF   1 1.0917e+12 34089
## + Street         1 1.0925e+12 34090
## + LandContour    3 1.0897e+12 34090
## + GarageType     5 1.0872e+12 34091
## + GarageQual     4 1.0887e+12 34091
## + FullBath       1 1.0934e+12 34091
## <none>             1.0950e+12 34091
## + YearRemodAdd   1 1.0935e+12 34091
## + MasVnrType     3 1.0907e+12 34092
## + Utilities      1 1.0938e+12 34092
## + X2ndFlrSF      1 1.0938e+12 34092
## + Exterior2nd   15 1.0730e+12 34092
## + BldgType       4 1.0894e+12 34092
## + RoofStyle      5 1.0879e+12 34092
## + GarageYrBlt    1 1.0940e+12 34092
## + MoSold         1 1.0940e+12 34092
## + X1stFlrSF      1 1.0941e+12 34092
## + WoodDeckSF     1 1.0943e+12 34092
## + HalfBath       1 1.0943e+12 34092
## + BsmtFinSF2     1 1.0945e+12 34093
## + CentralAir     1 1.0945e+12 34093
## + LandSlope      2 1.0933e+12 34093
## + BsmtHalfBath   1 1.0949e+12 34093
## + MiscVal        1 1.0949e+12 34093
## + LotFrontage    1 1.0949e+12 34093
## + Heating        5 1.0889e+12 34093
## + Id             1 1.0949e+12 34093
## + X3SsnPorch     1 1.0949e+12 34093
## + TotRmsAbvGrd   1 1.0949e+12 34093
## + EnclosedPorch  1 1.0950e+12 34093
## + MasVnrArea     1 1.0950e+12 34093
## + OpenPorchSF    1 1.0950e+12 34093
## + BsmtUnfSF      1 1.0950e+12 34093
## + HouseStyle     7 1.0862e+12 34093
## + MSZoning       4 1.0912e+12 34094
## + PavedDrive     2 1.0943e+12 34094
## + LotShape       3 1.0928e+12 34094
## + BsmtCond       3 1.0943e+12 34096
## + Foundation     5 1.0916e+12 34097
## + Fence          4 1.0938e+12 34098
## + GarageCond     4 1.0939e+12 34098
## + Electrical     4 1.0940e+12 34098
## + BsmtFinType2   5 1.0926e+12 34098
## + FireplaceQu    4 1.0943e+12 34098
## + ExterCond      4 1.0947e+12 34099
## - Condition2     7 1.1462e+12 34144
## - MSSubClass     1 1.1382e+12 34146
## - YearBuilt      1 1.1411e+12 34149
## - OverallCond    1 1.1491e+12 34160
## - BsmtFinSF1     1 1.1504e+12 34161
## - OverallQual    1 1.1591e+12 34172
## - LotArea        1 1.1678e+12 34183
## - BsmtExposure   3 1.1747e+12 34188
## - BsmtQual       3 1.1889e+12 34205
## - KitchenQual    3 1.1945e+12 34212
## - RoofMatl       7 1.2464e+12 34266
## - Neighborhood  24 1.4039e+12 34406
## - GrLivArea      1 1.5444e+12 34591
## 
## Step:  AIC=34055.83
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea
## 
##                 Df   Deviance   AIC
## + ExterQual      3 1.0382e+12 34021
## + SaleCondition  5 1.0433e+12 34033
## + GarageCars     1 1.0516e+12 34036
## + TotalBsmtSF    1 1.0524e+12 34037
## + SaleType       8 1.0433e+12 34039
## + Exterior1st   14 1.0364e+12 34041
## + GarageArea     1 1.0558e+12 34042
## + LotConfig      4 1.0527e+12 34044
## + BedroomAbvGr   1 1.0583e+12 34045
## + Condition1     8 1.0494e+12 34047
## + BsmtFinType1   5 1.0549e+12 34049
## + Functional     6 1.0536e+12 34049
## + Fireplaces     1 1.0619e+12 34051
## + LowQualFinSF   1 1.0624e+12 34051
## + HeatingQC      4 1.0583e+12 34051
## + KitchenAbvGr   1 1.0627e+12 34052
## + BsmtFullBath   1 1.0628e+12 34052
## + GarageFinish   2 1.0623e+12 34053
## + ScreenPorch    1 1.0638e+12 34053
## + Street         1 1.0647e+12 34054
## + GarageType     5 1.0595e+12 34055
## + LandContour    3 1.0624e+12 34055
## + YearRemodAdd   1 1.0657e+12 34056
## + FullBath       1 1.0657e+12 34056
## + MasVnrType     3 1.0629e+12 34056
## <none>             1.0673e+12 34056
## + GarageYrBlt    1 1.0659e+12 34056
## + Utilities      1 1.0661e+12 34056
## + BsmtFinSF2     1 1.0662e+12 34056
## + GarageQual     4 1.0619e+12 34056
## + X2ndFlrSF      1 1.0663e+12 34056
## + RoofStyle      5 1.0605e+12 34057
## + BldgType       4 1.0620e+12 34057
## + X1stFlrSF      1 1.0664e+12 34057
## + HalfBath       1 1.0664e+12 34057
## + MoSold         1 1.0666e+12 34057
## + WoodDeckSF     1 1.0666e+12 34057
## + CentralAir     1 1.0667e+12 34057
## + Heating        5 1.0611e+12 34057
## + MiscVal        1 1.0670e+12 34057
## + BsmtHalfBath   1 1.0671e+12 34058
## + MasVnrArea     1 1.0671e+12 34058
## + LandSlope      2 1.0657e+12 34058
## + LotFrontage    1 1.0671e+12 34058
## + TotRmsAbvGrd   1 1.0671e+12 34058
## + X3SsnPorch     1 1.0672e+12 34058
## + BsmtUnfSF      1 1.0672e+12 34058
## + Exterior2nd   15 1.0470e+12 34058
## + EnclosedPorch  1 1.0673e+12 34058
## + OpenPorchSF    1 1.0673e+12 34058
## + Id             1 1.0673e+12 34058
## + LotShape       3 1.0648e+12 34058
## + HouseStyle     7 1.0591e+12 34059
## + MSZoning       4 1.0635e+12 34059
## + PavedDrive     2 1.0666e+12 34059
## + Fence          4 1.0645e+12 34060
## + BsmtFinType2   5 1.0632e+12 34060
## + Foundation     5 1.0637e+12 34061
## + BsmtCond       3 1.0669e+12 34061
## + Electrical     4 1.0661e+12 34062
## + GarageCond     4 1.0663e+12 34062
## + FireplaceQu    4 1.0670e+12 34063
## + ExterCond      4 1.0670e+12 34063
## - PoolArea       1 1.0950e+12 34091
## - Condition2     7 1.1177e+12 34109
## - MSSubClass     1 1.1126e+12 34114
## - YearBuilt      1 1.1169e+12 34120
## - BsmtFinSF1     1 1.1208e+12 34125
## - OverallCond    1 1.1242e+12 34130
## - OverallQual    1 1.1283e+12 34135
## - LotArea        1 1.1377e+12 34147
## - BsmtExposure   3 1.1504e+12 34159
## - BsmtQual       3 1.1594e+12 34171
## - KitchenQual    3 1.1648e+12 34178
## - RoofMatl       7 1.2458e+12 34268
## - Neighborhood  24 1.3828e+12 34386
## - GrLivArea      1 1.5095e+12 34560
## 
## Step:  AIC=34021.42
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual
## 
##                 Df   Deviance   AIC
## + GarageCars     1 1.0227e+12 34002
## + SaleCondition  5 1.0177e+12 34002
## + TotalBsmtSF    1 1.0251e+12 34005
## + GarageArea     1 1.0264e+12 34007
## + SaleType       8 1.0177e+12 34008
## + Exterior1st   14 1.0106e+12 34010
## + LotConfig      4 1.0250e+12 34011
## + Functional     6 1.0224e+12 34011
## + BedroomAbvGr   1 1.0296e+12 34011
## + Condition1     8 1.0205e+12 34012
## + BsmtFinType1   5 1.0255e+12 34013
## + Fireplaces     1 1.0327e+12 34016
## + BsmtFullBath   1 1.0330e+12 34016
## + KitchenAbvGr   1 1.0330e+12 34016
## + LowQualFinSF   1 1.0334e+12 34017
## + HeatingQC      4 1.0301e+12 34018
## + Street         1 1.0350e+12 34019
## + ScreenPorch    1 1.0351e+12 34019
## + GarageFinish   2 1.0341e+12 34020
## + GarageQual     4 1.0321e+12 34021
## + GarageType     5 1.0308e+12 34021
## + MasVnrType     3 1.0338e+12 34021
## + LandContour    3 1.0338e+12 34021
## <none>             1.0382e+12 34021
## + YearRemodAdd   1 1.0368e+12 34021
## + BsmtFinSF2     1 1.0368e+12 34022
## + BldgType       4 1.0326e+12 34022
## + FullBath       1 1.0369e+12 34022
## + Utilities      1 1.0370e+12 34022
## + GarageYrBlt    1 1.0370e+12 34022
## + HalfBath       1 1.0372e+12 34022
## + MiscVal        1 1.0372e+12 34022
## + WoodDeckSF     1 1.0375e+12 34022
## + X2ndFlrSF      1 1.0375e+12 34023
## + X1stFlrSF      1 1.0375e+12 34023
## + MoSold         1 1.0376e+12 34023
## + BsmtHalfBath   1 1.0379e+12 34023
## + CentralAir     1 1.0379e+12 34023
## + Heating        5 1.0323e+12 34023
## + LandSlope      2 1.0367e+12 34023
## + LotFrontage    1 1.0381e+12 34023
## + MasVnrArea     1 1.0381e+12 34023
## + OpenPorchSF    1 1.0381e+12 34023
## + Id             1 1.0381e+12 34023
## + TotRmsAbvGrd   1 1.0381e+12 34023
## + EnclosedPorch  1 1.0381e+12 34023
## + X3SsnPorch     1 1.0382e+12 34023
## + BsmtUnfSF      1 1.0382e+12 34023
## + MSZoning       4 1.0341e+12 34024
## + HouseStyle     7 1.0302e+12 34024
## + PavedDrive     2 1.0376e+12 34025
## + LotShape       3 1.0366e+12 34025
## + Exterior2nd   15 1.0199e+12 34026
## + RoofStyle      5 1.0340e+12 34026
## + Fence          4 1.0356e+12 34026
## + BsmtFinType2   5 1.0346e+12 34026
## + BsmtCond       3 1.0375e+12 34027
## + Foundation     5 1.0348e+12 34027
## + Electrical     4 1.0371e+12 34028
## + GarageCond     4 1.0372e+12 34028
## + ExterCond      4 1.0378e+12 34029
## + FireplaceQu    4 1.0378e+12 34029
## - ExterQual      3 1.0673e+12 34056
## - PoolArea       1 1.0671e+12 34060
## - YearBuilt      1 1.0822e+12 34080
## - MSSubClass     1 1.0829e+12 34081
## - Condition2     7 1.0922e+12 34081
## - OverallQual    1 1.0897e+12 34090
## - OverallCond    1 1.0909e+12 34092
## - BsmtFinSF1     1 1.0912e+12 34092
## - KitchenQual    3 1.0951e+12 34093
## - BsmtQual       3 1.1021e+12 34103
## - LotArea        1 1.1068e+12 34113
## - BsmtExposure   3 1.1152e+12 34120
## - RoofMatl       7 1.2257e+12 34250
## - Neighborhood  24 1.3204e+12 34325
## - GrLivArea      1 1.4751e+12 34532
## 
## Step:  AIC=34001.51
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars
## 
##                 Df   Deviance   AIC
## + SaleCondition  5 1.0023e+12 33982
## + TotalBsmtSF    1 1.0096e+12 33985
## + SaleType       8 1.0015e+12 33987
## + LotConfig      4 1.0094e+12 33990
## + Exterior1st   14 9.9568e+11 33990
## + Functional     6 1.0069e+12 33991
## + Condition1     8 1.0042e+12 33991
## + BsmtFinType1   5 1.0097e+12 33993
## + BedroomAbvGr   1 1.0156e+12 33993
## + KitchenAbvGr   1 1.0168e+12 33995
## + Fireplaces     1 1.0178e+12 33996
## + HeatingQC      4 1.0141e+12 33997
## + BsmtFullBath   1 1.0184e+12 33997
## + Street         1 1.0185e+12 33997
## + LowQualFinSF   1 1.0188e+12 33998
## + GarageType     5 1.0140e+12 33999
## + GarageFinish   2 1.0186e+12 34000
## + ScreenPorch    1 1.0200e+12 34000
## + BldgType       4 1.0165e+12 34001
## + MSZoning       4 1.0167e+12 34001
## + YearRemodAdd   1 1.0210e+12 34001
## + LandContour    3 1.0182e+12 34001
## + GarageQual     4 1.0170e+12 34001
## + FullBath       1 1.0213e+12 34001
## <none>             1.0227e+12 34002
## + BsmtFinSF2     1 1.0214e+12 34002
## + Utilities      1 1.0214e+12 34002
## + MasVnrType     3 1.0189e+12 34002
## + HalfBath       1 1.0217e+12 34002
## + MiscVal        1 1.0218e+12 34002
## + WoodDeckSF     1 1.0220e+12 34002
## + MoSold         1 1.0222e+12 34003
## + BsmtHalfBath   1 1.0224e+12 34003
## + X1stFlrSF      1 1.0224e+12 34003
## + CentralAir     1 1.0224e+12 34003
## + X2ndFlrSF      1 1.0224e+12 34003
## + GarageYrBlt    1 1.0226e+12 34003
## + Id             1 1.0226e+12 34003
## + LotFrontage    1 1.0226e+12 34003
## + MasVnrArea     1 1.0226e+12 34003
## + GarageArea     1 1.0227e+12 34003
## + TotRmsAbvGrd   1 1.0227e+12 34003
## + EnclosedPorch  1 1.0227e+12 34003
## + BsmtUnfSF      1 1.0227e+12 34003
## + OpenPorchSF    1 1.0227e+12 34004
## + X3SsnPorch     1 1.0227e+12 34004
## + LandSlope      2 1.0216e+12 34004
## + PavedDrive     2 1.0219e+12 34004
## + Heating        5 1.0182e+12 34005
## + LotShape       3 1.0211e+12 34005
## + Fence          4 1.0197e+12 34005
## + Exterior2nd   15 1.0047e+12 34006
## + HouseStyle     7 1.0162e+12 34006
## + BsmtCond       3 1.0218e+12 34006
## + RoofStyle      5 1.0192e+12 34006
## + BsmtFinType2   5 1.0192e+12 34007
## + Foundation     5 1.0198e+12 34007
## + GarageCond     4 1.0217e+12 34008
## + Electrical     4 1.0217e+12 34008
## + ExterCond      4 1.0222e+12 34009
## + FireplaceQu    4 1.0225e+12 34009
## - GarageCars     1 1.0382e+12 34021
## - ExterQual      3 1.0516e+12 34036
## - PoolArea       1 1.0526e+12 34042
## - YearBuilt      1 1.0569e+12 34048
## - MSSubClass     1 1.0656e+12 34060
## - Condition2     7 1.0762e+12 34062
## - OverallQual    1 1.0699e+12 34065
## - BsmtFinSF1     1 1.0752e+12 34073
## - KitchenQual    3 1.0796e+12 34075
## - OverallCond    1 1.0775e+12 34076
## - BsmtQual       3 1.0832e+12 34079
## - LotArea        1 1.0803e+12 34080
## - BsmtExposure   3 1.0967e+12 34098
## - RoofMatl       7 1.2044e+12 34226
## - Neighborhood  24 1.2948e+12 34298
## - GrLivArea      1 1.4150e+12 34474
## 
## Step:  AIC=33982.09
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition
## 
##                 Df   Deviance   AIC
## + TotalBsmtSF    1 9.8896e+11 33965
## + LotConfig      4 9.8813e+11 33969
## + Condition1     8 9.8294e+11 33970
## + BsmtFinType1   5 9.8825e+11 33972
## + Functional     6 9.8759e+11 33973
## + Exterior1st   14 9.7753e+11 33974
## + BedroomAbvGr   1 9.9515e+11 33974
## + KitchenAbvGr   1 9.9718e+11 33977
## + Fireplaces     1 9.9763e+11 33977
## + BsmtFullBath   1 9.9775e+11 33977
## + HeatingQC      4 9.9406e+11 33978
## + Street         1 9.9851e+11 33979
## + LowQualFinSF   1 9.9869e+11 33979
## + GarageFinish   2 9.9795e+11 33980
## + ScreenPorch    1 9.9963e+11 33980
## + GarageType     5 9.9429e+11 33980
## + WoodDeckSF     1 1.0008e+12 33982
## <none>             1.0023e+12 33982
## + FullBath       1 1.0011e+12 33982
## + GarageQual     4 9.9699e+11 33982
## + BsmtFinSF2     1 1.0011e+12 33982
## + MSZoning       4 9.9704e+11 33982
## + MoSold         1 1.0012e+12 33982
## + BldgType       4 9.9709e+11 33983
## + YearRemodAdd   1 1.0013e+12 33983
## + LandContour    3 9.9864e+11 33983
## + MiscVal        1 1.0014e+12 33983
## + Utilities      1 1.0015e+12 33983
## + HalfBath       1 1.0016e+12 33983
## + X2ndFlrSF      1 1.0018e+12 33983
## + X1stFlrSF      1 1.0018e+12 33983
## + BsmtHalfBath   1 1.0020e+12 33984
## + LotFrontage    1 1.0021e+12 33984
## + CentralAir     1 1.0022e+12 33984
## + MasVnrArea     1 1.0022e+12 33984
## + Id             1 1.0022e+12 33984
## + GarageYrBlt    1 1.0022e+12 33984
## + GarageArea     1 1.0023e+12 33984
## + X3SsnPorch     1 1.0023e+12 33984
## + EnclosedPorch  1 1.0023e+12 33984
## + OpenPorchSF    1 1.0023e+12 33984
## + BsmtUnfSF      1 1.0023e+12 33984
## + TotRmsAbvGrd   1 1.0023e+12 33984
## + LandSlope      2 1.0012e+12 33985
## + MasVnrType     3 9.9998e+11 33985
## + PavedDrive     2 1.0014e+12 33985
## + LotShape       3 1.0003e+12 33985
## + Heating        5 9.9770e+11 33985
## + SaleType       8 9.9386e+11 33986
## + Fence          4 9.9939e+11 33986
## + HouseStyle     7 9.9538e+11 33986
## + BsmtCond       3 1.0010e+12 33986
## + BsmtFinType2   5 9.9850e+11 33987
## + RoofStyle      5 9.9881e+11 33987
## + Exterior2nd   15 9.8584e+11 33988
## + Foundation     5 9.9953e+11 33988
## + GarageCond     4 1.0013e+12 33989
## + Electrical     4 1.0015e+12 33989
## + FireplaceQu    4 1.0019e+12 33989
## + ExterCond      4 1.0019e+12 33989
## - SaleCondition  5 1.0227e+12 34002
## - GarageCars     1 1.0177e+12 34002
## - ExterQual      3 1.0278e+12 34013
## - YearBuilt      1 1.0306e+12 34021
## - PoolArea       1 1.0347e+12 34027
## - MSSubClass     1 1.0414e+12 34036
## - OverallQual    1 1.0498e+12 34048
## - Condition2     7 1.0592e+12 34049
## - BsmtQual       3 1.0535e+12 34049
## - OverallCond    1 1.0530e+12 34052
## - LotArea        1 1.0543e+12 34054
## - KitchenQual    3 1.0592e+12 34057
## - BsmtFinSF1     1 1.0595e+12 34061
## - BsmtExposure   3 1.0768e+12 34081
## - RoofMatl       7 1.1909e+12 34220
## - Neighborhood  24 1.2692e+12 34279
## - GrLivArea      1 1.3938e+12 34462
## 
## Step:  AIC=33964.54
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF
## 
##                 Df   Deviance   AIC
## + BsmtUnfSF      1 9.7870e+11 33951
## + LotConfig      4 9.7554e+11 33953
## + Condition1     8 9.7064e+11 33953
## + Exterior1st   14 9.6449e+11 33956
## + BedroomAbvGr   1 9.8264e+11 33957
## + Functional     6 9.7595e+11 33957
## + GarageType     5 9.7745e+11 33957
## + KitchenAbvGr   1 9.8299e+11 33958
## + BldgType       4 9.7920e+11 33958
## + Fireplaces     1 9.8434e+11 33960
## + Street         1 9.8455e+11 33960
## + HeatingQC      4 9.8088e+11 33961
## + BsmtFinType1   5 9.7975e+11 33961
## + GarageFinish   2 9.8400e+11 33961
## + BsmtFullBath   1 9.8571e+11 33962
## + LowQualFinSF   1 9.8574e+11 33962
## + MSZoning       4 9.8216e+11 33962
## + HalfBath       1 9.8663e+11 33963
## + ScreenPorch    1 9.8671e+11 33963
## + GarageQual     4 9.8298e+11 33964
## + BsmtFinSF2     1 9.8712e+11 33964
## + X1stFlrSF      1 9.8755e+11 33964
## + WoodDeckSF     1 9.8758e+11 33965
## + FullBath       1 9.8761e+11 33965
## <none>             9.8896e+11 33965
## + YearRemodAdd   1 9.8794e+11 33965
## + MoSold         1 9.8797e+11 33965
## + X2ndFlrSF      1 9.8802e+11 33965
## + LandContour    3 9.8543e+11 33965
## + Utilities      1 9.8830e+11 33966
## + Foundation     5 9.8296e+11 33966
## + MiscVal        1 9.8838e+11 33966
## + BsmtHalfBath   1 9.8869e+11 33966
## + CentralAir     1 9.8872e+11 33966
## + MasVnrArea     1 9.8880e+11 33966
## + LandSlope      2 9.8747e+11 33966
## + LotFrontage    1 9.8886e+11 33966
## + Id             1 9.8890e+11 33966
## + TotRmsAbvGrd   1 9.8891e+11 33966
## + GarageYrBlt    1 9.8891e+11 33966
## + OpenPorchSF    1 9.8895e+11 33967
## + X3SsnPorch     1 9.8896e+11 33967
## + EnclosedPorch  1 9.8896e+11 33967
## + GarageArea     1 9.8896e+11 33967
## + Heating        5 9.8370e+11 33967
## + PavedDrive     2 9.8785e+11 33967
## + LotShape       3 9.8669e+11 33967
## + MasVnrType     3 9.8679e+11 33967
## + SaleType       8 9.8027e+11 33968
## + BsmtFinType2   5 9.8471e+11 33968
## + HouseStyle     7 9.8218e+11 33968
## + Fence          4 9.8636e+11 33969
## + BsmtCond       3 9.8789e+11 33969
## + RoofStyle      5 9.8602e+11 33970
## + GarageCond     4 9.8763e+11 33971
## + Electrical     4 9.8765e+11 33971
## + FireplaceQu    4 9.8827e+11 33972
## + ExterCond      4 9.8852e+11 33972
## + Exterior2nd   15 9.7416e+11 33973
## - TotalBsmtSF    1 1.0023e+12 33982
## - SaleCondition  5 1.0096e+12 33985
## - GarageCars     1 1.0042e+12 33985
## - MSSubClass     1 1.0065e+12 33988
## - ExterQual      3 1.0129e+12 33993
## - YearBuilt      1 1.0168e+12 34003
## - PoolArea       1 1.0206e+12 34008
## - OverallQual    1 1.0267e+12 34017
## - BsmtFinSF1     1 1.0282e+12 34019
## - BsmtQual       3 1.0408e+12 34033
## - LotArea        1 1.0394e+12 34035
## - Condition2     7 1.0483e+12 34036
## - KitchenQual    3 1.0455e+12 34040
## - OverallCond    1 1.0449e+12 34043
## - BsmtExposure   3 1.0546e+12 34052
## - RoofMatl       7 1.1886e+12 34219
## - Neighborhood  24 1.2465e+12 34254
## - GrLivArea      1 1.3269e+12 34392
## 
## Step:  AIC=33951.31
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF
## 
##                 Df   Deviance   AIC
## + Condition1     8 9.5980e+11 33939
## + BldgType       4 9.6544e+11 33939
## + LotConfig      4 9.6588e+11 33940
## + Functional     6 9.6385e+11 33941
## + Exterior1st   14 9.5414e+11 33942
## + GarageType     5 9.6633e+11 33943
## + KitchenAbvGr   1 9.7169e+11 33943
## + BsmtFinSF2     1 9.7203e+11 33943
## + Street         1 9.7371e+11 33946
## + HeatingQC      4 9.7003e+11 33946
## + Fireplaces     1 9.7404e+11 33946
## + BedroomAbvGr   1 9.7450e+11 33947
## + BsmtFinType2   5 9.6959e+11 33948
## + BsmtFinType1   5 9.6960e+11 33948
## + LowQualFinSF   1 9.7504e+11 33948
## + MSZoning       4 9.7162e+11 33949
## + HalfBath       1 9.7569e+11 33949
## + X1stFlrSF      1 9.7573e+11 33949
## + GarageFinish   2 9.7452e+11 33949
## + X2ndFlrSF      1 9.7640e+11 33950
## + ScreenPorch    1 9.7658e+11 33950
## + GarageQual     4 9.7270e+11 33950
## + LandContour    3 9.7443e+11 33951
## + FullBath       1 9.7712e+11 33951
## <none>             9.7870e+11 33951
## + MoSold         1 9.7764e+11 33952
## + YearRemodAdd   1 9.7772e+11 33952
## + WoodDeckSF     1 9.7779e+11 33952
## + BsmtFullBath   1 9.7804e+11 33952
## + Utilities      1 9.7809e+11 33952
## + MiscVal        1 9.7822e+11 33953
## + BsmtHalfBath   1 9.7837e+11 33953
## + TotRmsAbvGrd   1 9.7842e+11 33953
## + CentralAir     1 9.7854e+11 33953
## + LandSlope      2 9.7726e+11 33953
## + Id             1 9.7860e+11 33953
## + MasVnrArea     1 9.7863e+11 33953
## + GarageYrBlt    1 9.7863e+11 33953
## + GarageArea     1 9.7866e+11 33953
## + LotFrontage    1 9.7867e+11 33953
## + X3SsnPorch     1 9.7869e+11 33953
## + EnclosedPorch  1 9.7870e+11 33953
## + OpenPorchSF    1 9.7870e+11 33953
## + SaleType       8 9.6982e+11 33954
## + Foundation     5 9.7391e+11 33954
## + PavedDrive     2 9.7792e+11 33954
## + LotShape       3 9.7675e+11 33954
## + MasVnrType     3 9.7687e+11 33955
## + BsmtCond       3 9.7703e+11 33955
## + Heating        5 9.7454e+11 33955
## + HouseStyle     7 9.7189e+11 33955
## - BsmtFinSF1     1 9.8261e+11 33955
## + Fence          4 9.7598e+11 33955
## + Electrical     4 9.7720e+11 33957
## + GarageCond     4 9.7731e+11 33957
## + RoofStyle      5 9.7656e+11 33958
## + ExterCond      4 9.7815e+11 33958
## + FireplaceQu    4 9.7835e+11 33959
## + Exterior2nd   15 9.6414e+11 33959
## - BsmtUnfSF      1 9.8896e+11 33965
## - GarageCars     1 9.9316e+11 33971
## - SaleCondition  5 1.0001e+12 33973
## - MSSubClass     1 9.9641e+11 33975
## - ExterQual      3 1.0030e+12 33981
## - TotalBsmtSF    1 1.0023e+12 33984
## - YearBuilt      1 1.0053e+12 33988
## - PoolArea       1 1.0074e+12 33992
## - OverallQual    1 1.0184e+12 34007
## - BsmtQual       3 1.0271e+12 34016
## - LotArea        1 1.0262e+12 34018
## - BsmtExposure   3 1.0298e+12 34020
## - KitchenQual    3 1.0332e+12 34024
## - Condition2     7 1.0395e+12 34025
## - OverallCond    1 1.0356e+12 34032
## - RoofMatl       7 1.1870e+12 34219
## - Neighborhood  24 1.2321e+12 34239
## - GrLivArea      1 1.3175e+12 34383
## 
## Step:  AIC=33938.85
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1
## 
##                 Df   Deviance   AIC
## + LotConfig      4 9.4732e+11 33928
## + Exterior1st   14 9.3445e+11 33928
## + Functional     6 9.4493e+11 33928
## + BldgType       4 9.4782e+11 33929
## + GarageType     5 9.4733e+11 33930
## + HeatingQC      4 9.4912e+11 33931
## + BsmtFinSF2     1 9.5307e+11 33931
## + KitchenAbvGr   1 9.5396e+11 33932
## + Street         1 9.5492e+11 33933
## + Fireplaces     1 9.5553e+11 33934
## + BsmtFinType1   5 9.5069e+11 33935
## + LowQualFinSF   1 9.5596e+11 33935
## + BsmtFinType2   5 9.5091e+11 33935
## + BedroomAbvGr   1 9.5667e+11 33936
## + HalfBath       1 9.5690e+11 33936
## + X1stFlrSF      1 9.5691e+11 33936
## + LandContour    3 9.5447e+11 33937
## + GarageFinish   2 9.5578e+11 33937
## + X2ndFlrSF      1 9.5733e+11 33937
## + GarageQual     4 9.5350e+11 33937
## + MSZoning       4 9.5384e+11 33938
## + ScreenPorch    1 9.5813e+11 33938
## + MoSold         1 9.5813e+11 33938
## + FullBath       1 9.5843e+11 33939
## <none>             9.5980e+11 33939
## + BsmtFullBath   1 9.5891e+11 33939
## + YearRemodAdd   1 9.5891e+11 33939
## + MiscVal        1 9.5912e+11 33940
## + Utilities      1 9.5917e+11 33940
## + TotRmsAbvGrd   1 9.5933e+11 33940
## + WoodDeckSF     1 9.5937e+11 33940
## + LandSlope      2 9.5806e+11 33940
## + BsmtHalfBath   1 9.5940e+11 33940
## + CentralAir     1 9.5965e+11 33941
## + LotFrontage    1 9.5970e+11 33941
## + MasVnrArea     1 9.5971e+11 33941
## + Id             1 9.5971e+11 33941
## + X3SsnPorch     1 9.5974e+11 33941
## + GarageArea     1 9.5974e+11 33941
## + GarageYrBlt    1 9.5975e+11 33941
## + OpenPorchSF    1 9.5979e+11 33941
## + EnclosedPorch  1 9.5980e+11 33941
## + Foundation     5 9.5475e+11 33941
## + LotShape       3 9.5763e+11 33942
## + PavedDrive     2 9.5898e+11 33942
## + MasVnrType     3 9.5779e+11 33942
## + SaleType       8 9.5134e+11 33942
## + Heating        5 9.5529e+11 33942
## + HouseStyle     7 9.5280e+11 33942
## + BsmtCond       3 9.5804e+11 33942
## + Fence          4 9.5674e+11 33942
## - BsmtFinSF1     1 9.6357e+11 33943
## + Electrical     4 9.5765e+11 33944
## + Exterior2nd   15 9.4408e+11 33945
## + GarageCond     4 9.5848e+11 33945
## + ExterCond      4 9.5936e+11 33946
## + FireplaceQu    4 9.5939e+11 33946
## + RoofStyle      5 9.5826e+11 33946
## - Condition1     8 9.7870e+11 33951
## - BsmtUnfSF      1 9.7064e+11 33953
## - GarageCars     1 9.7518e+11 33960
## - SaleCondition  5 9.8199e+11 33962
## - MSSubClass     1 9.7713e+11 33963
## - ExterQual      3 9.8399e+11 33969
## - TotalBsmtSF    1 9.8292e+11 33972
## - YearBuilt      1 9.8707e+11 33978
## - PoolArea       1 9.9041e+11 33983
## - OverallQual    1 9.9998e+11 33997
## - BsmtQual       3 1.0080e+12 34004
## - BsmtExposure   3 1.0117e+12 34010
## - LotArea        1 1.0095e+12 34011
## - KitchenQual    3 1.0131e+12 34012
## - Condition2     7 1.0188e+12 34012
## - OverallCond    1 1.0188e+12 34024
## - RoofMatl       7 1.1644e+12 34207
## - Neighborhood  24 1.2028e+12 34220
## - GrLivArea      1 1.2944e+12 34374
## 
## Step:  AIC=33927.74
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig
## 
##                 Df   Deviance   AIC
## + Functional     6 9.3241e+11 33917
## + Exterior1st   14 9.2235e+11 33917
## + HeatingQC      4 9.3598e+11 33918
## + GarageType     5 9.3488e+11 33918
## + BldgType       4 9.3634e+11 33919
## + BsmtFinSF2     1 9.4053e+11 33919
## + KitchenAbvGr   1 9.4235e+11 33922
## + BsmtFinType1   5 9.3742e+11 33922
## + Street         1 9.4275e+11 33923
## + LowQualFinSF   1 9.4324e+11 33923
## + Fireplaces     1 9.4357e+11 33924
## + BsmtFinType2   5 9.3844e+11 33924
## + X1stFlrSF      1 9.4410e+11 33925
## + GarageFinish   2 9.4284e+11 33925
## + X2ndFlrSF      1 9.4450e+11 33925
## + HalfBath       1 9.4472e+11 33926
## + LandContour    3 9.4214e+11 33926
## + GarageQual     4 9.4092e+11 33926
## + BedroomAbvGr   1 9.4507e+11 33926
## + FullBath       1 9.4511e+11 33926
## + MSZoning       4 9.4169e+11 33927
## + MoSold         1 9.4570e+11 33927
## + ScreenPorch    1 9.4584e+11 33927
## <none>             9.4732e+11 33928
## + Utilities      1 9.4627e+11 33928
## + YearRemodAdd   1 9.4632e+11 33928
## + BsmtFullBath   1 9.4653e+11 33929
## + TotRmsAbvGrd   1 9.4659e+11 33929
## + MiscVal        1 9.4671e+11 33929
## + LandSlope      2 9.4543e+11 33929
## + WoodDeckSF     1 9.4683e+11 33929
## + Foundation     5 9.4178e+11 33929
## + BsmtHalfBath   1 9.4696e+11 33929
## + LotFrontage    1 9.4717e+11 33930
## + GarageArea     1 9.4718e+11 33930
## + LotShape       3 9.4461e+11 33930
## + X3SsnPorch     1 9.4722e+11 33930
## + MasVnrArea     1 9.4722e+11 33930
## + CentralAir     1 9.4725e+11 33930
## + GarageYrBlt    1 9.4729e+11 33930
## + Id             1 9.4729e+11 33930
## + OpenPorchSF    1 9.4732e+11 33930
## + EnclosedPorch  1 9.4732e+11 33930
## + MasVnrType     3 9.4517e+11 33930
## + PavedDrive     2 9.4649e+11 33930
## + BsmtCond       3 9.4528e+11 33931
## + Fence          4 9.4422e+11 33931
## + Heating        5 9.4305e+11 33931
## + HouseStyle     7 9.4111e+11 33932
## + Exterior2nd   15 9.3090e+11 33932
## - BsmtFinSF1     1 9.5164e+11 33932
## + Electrical     4 9.4534e+11 33933
## + SaleType       8 9.4041e+11 33933
## + GarageCond     4 9.4574e+11 33933
## + RoofStyle      5 9.4548e+11 33935
## + ExterCond      4 9.4684e+11 33935
## + FireplaceQu    4 9.4710e+11 33935
## - LotConfig      4 9.5980e+11 33939
## - Condition1     8 9.6588e+11 33940
## - BsmtUnfSF      1 9.5737e+11 33941
## - GarageCars     1 9.6288e+11 33950
## - MSSubClass     1 9.6474e+11 33952
## - SaleCondition  5 9.7044e+11 33953
## - ExterQual      3 9.6995e+11 33956
## - TotalBsmtSF    1 9.6904e+11 33959
## - YearBuilt      1 9.7387e+11 33966
## - PoolArea       1 9.7799e+11 33972
## - OverallQual    1 9.8668e+11 33985
## - LotArea        1 9.8994e+11 33990
## - BsmtQual       3 9.9569e+11 33994
## - Condition2     7 1.0044e+12 33999
## - BsmtExposure   3 1.0001e+12 34001
## - KitchenQual    3 1.0025e+12 34004
## - OverallCond    1 1.0042e+12 34011
## - RoofMatl       7 1.1529e+12 34201
## - Neighborhood  24 1.1875e+12 34210
## - GrLivArea      1 1.2812e+12 34367
## 
## Step:  AIC=33916.58
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional
## 
##                 Df   Deviance   AIC
## + Exterior1st   14 9.0763e+11 33905
## + BldgType       4 9.2070e+11 33906
## + HeatingQC      4 9.2120e+11 33907
## + GarageType     5 9.2098e+11 33909
## + KitchenAbvGr   1 9.2642e+11 33909
## + Street         1 9.2753e+11 33911
## + BsmtFinSF2     1 9.2756e+11 33911
## + Fireplaces     1 9.2814e+11 33912
## + LowQualFinSF   1 9.2871e+11 33913
## + BedroomAbvGr   1 9.2880e+11 33913
## + GarageFinish   2 9.2804e+11 33914
## + LandContour    3 9.2721e+11 33914
## + GarageQual     4 9.2603e+11 33915
## + BsmtFinType1   5 9.2487e+11 33915
## + FullBath       1 9.3017e+11 33915
## + MSZoning       4 9.2640e+11 33915
## + YearRemodAdd   1 9.3024e+11 33915
## + BsmtFinType2   5 9.2521e+11 33915
## + MoSold         1 9.3047e+11 33916
## + HalfBath       1 9.3065e+11 33916
## + X2ndFlrSF      1 9.3066e+11 33916
## + X1stFlrSF      1 9.3075e+11 33916
## <none>             9.3241e+11 33917
## + ScreenPorch    1 9.3115e+11 33917
## + Utilities      1 9.3133e+11 33917
## + BsmtFullBath   1 9.3170e+11 33917
## + LandSlope      2 9.3051e+11 33918
## + WoodDeckSF     1 9.3185e+11 33918
## + BsmtCond       3 9.2941e+11 33918
## + TotRmsAbvGrd   1 9.3202e+11 33918
## + BsmtHalfBath   1 9.3210e+11 33918
## + MiscVal        1 9.3212e+11 33918
## + MasVnrArea     1 9.3226e+11 33918
## + X3SsnPorch     1 9.3233e+11 33918
## + GarageArea     1 9.3234e+11 33918
## + Id             1 9.3236e+11 33918
## + LotFrontage    1 9.3237e+11 33919
## + GarageYrBlt    1 9.3239e+11 33919
## + OpenPorchSF    1 9.3240e+11 33919
## + CentralAir     1 9.3240e+11 33919
## + EnclosedPorch  1 9.3240e+11 33919
## + Foundation     5 9.2745e+11 33919
## + PavedDrive     2 9.3134e+11 33919
## + LotShape       3 9.3013e+11 33919
## + Fence          4 9.2910e+11 33919
## + Heating        5 9.2798e+11 33920
## + MasVnrType     3 9.3081e+11 33920
## - BsmtFinSF1     1 9.3619e+11 33920
## + SaleType       8 9.2481e+11 33921
## + HouseStyle     7 9.2608e+11 33921
## + GarageCond     4 9.3052e+11 33922
## + Electrical     4 9.3063e+11 33922
## + Exterior2nd   15 9.1696e+11 33922
## + RoofStyle      5 9.3023e+11 33923
## + ExterCond      4 9.3163e+11 33923
## + FireplaceQu    4 9.3197e+11 33924
## - Functional     6 9.4732e+11 33928
## - LotConfig      4 9.4493e+11 33928
## - Condition1     8 9.5092e+11 33929
## - BsmtUnfSF      1 9.4431e+11 33933
## - GarageCars     1 9.4776e+11 33938
## - SaleCondition  5 9.5451e+11 33941
## - MSSubClass     1 9.5261e+11 33946
## - TotalBsmtSF    1 9.5422e+11 33948
## - ExterQual      3 9.5734e+11 33949
## - YearBuilt      1 9.5655e+11 33952
## - PoolArea       1 9.6053e+11 33958
## - OverallQual    1 9.6653e+11 33967
## - LotArea        1 9.7169e+11 33975
## - BsmtQual       3 9.8041e+11 33984
## - BsmtExposure   3 9.8178e+11 33986
## - OverallCond    1 9.7964e+11 33987
## - Condition2     7 9.8954e+11 33989
## - KitchenQual    3 9.8573e+11 33992
## - RoofMatl       7 1.1340e+12 34188
## - Neighborhood  24 1.1651e+12 34194
## - GrLivArea      1 1.2739e+12 34370
## 
## Step:  AIC=33905.25
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st
## 
##                 Df   Deviance   AIC
## + BldgType       4 8.9573e+11 33894
## + KitchenAbvGr   1 9.0189e+11 33898
## + GarageType     5 8.9753e+11 33899
## + HeatingQC      4 8.9891e+11 33899
## + Street         1 9.0294e+11 33900
## + Fireplaces     1 9.0322e+11 33900
## + BsmtFinSF2     1 9.0347e+11 33901
## + BsmtFinType1   5 8.9916e+11 33902
## + MSZoning       4 9.0069e+11 33902
## + GarageQual     4 9.0072e+11 33902
## + BedroomAbvGr   1 9.0458e+11 33902
## + LandContour    3 9.0217e+11 33902
## + YearRemodAdd   1 9.0478e+11 33903
## + LowQualFinSF   1 9.0485e+11 33903
## + GarageFinish   2 9.0394e+11 33903
## + X2ndFlrSF      1 9.0555e+11 33904
## + MoSold         1 9.0557e+11 33904
## + X1stFlrSF      1 9.0568e+11 33904
## + HalfBath       1 9.0570e+11 33904
## + FullBath       1 9.0571e+11 33904
## <none>             9.0763e+11 33905
## + ScreenPorch    1 9.0647e+11 33905
## + BsmtCond       3 9.0414e+11 33906
## + BsmtFullBath   1 9.0670e+11 33906
## + BsmtFinType2   5 9.0175e+11 33906
## + Utilities      1 9.0675e+11 33906
## + WoodDeckSF     1 9.0697e+11 33906
## + TotRmsAbvGrd   1 9.0718e+11 33907
## + BsmtHalfBath   1 9.0720e+11 33907
## + LandSlope      2 9.0603e+11 33907
## + LotFrontage    1 9.0746e+11 33907
## + MiscVal        1 9.0749e+11 33907
## + MasVnrArea     1 9.0749e+11 33907
## + GarageYrBlt    1 9.0755e+11 33907
## + X3SsnPorch     1 9.0757e+11 33907
## + Id             1 9.0758e+11 33907
## + PavedDrive     2 9.0637e+11 33907
## + OpenPorchSF    1 9.0763e+11 33907
## + GarageArea     1 9.0763e+11 33907
## + EnclosedPorch  1 9.0763e+11 33907
## + CentralAir     1 9.0763e+11 33907
## + HouseStyle     7 9.0049e+11 33908
## + Fence          4 9.0428e+11 33908
## + LotShape       3 9.0605e+11 33909
## + MasVnrType     3 9.0624e+11 33909
## - BsmtFinSF1     1 9.1134e+11 33909
## + Foundation     5 9.0449e+11 33910
## + Heating        5 9.0467e+11 33910
## + GarageCond     4 9.0601e+11 33911
## + SaleType       8 9.0116e+11 33911
## + FireplaceQu    4 9.0628e+11 33911
## + Electrical     4 9.0671e+11 33912
## + ExterCond      4 9.0707e+11 33912
## + RoofStyle      5 9.0615e+11 33913
## - Exterior1st   14 9.3241e+11 33917
## - LotConfig      4 9.1981e+11 33917
## - Functional     6 9.2235e+11 33917
## + Exterior2nd   14 8.9796e+11 33918
## - Condition1     8 9.2734e+11 33921
## - BsmtUnfSF      1 9.1983e+11 33923
## - SaleCondition  5 9.2680e+11 33926
## - GarageCars     1 9.2244e+11 33927
## - MSSubClass     1 9.2502e+11 33931
## - ExterQual      3 9.2999e+11 33935
## - TotalBsmtSF    1 9.2973e+11 33938
## - YearBuilt      1 9.3057e+11 33940
## - PoolArea       1 9.3675e+11 33949
## - OverallQual    1 9.3927e+11 33953
## - LotArea        1 9.4870e+11 33968
## - BsmtQual       3 9.5413e+11 33972
## - KitchenQual    3 9.5695e+11 33977
## - BsmtExposure   3 9.5848e+11 33979
## - Condition2     7 9.6429e+11 33980
## - OverallCond    1 9.5690e+11 33980
## - RoofMatl       7 1.1105e+12 34186
## - Neighborhood  24 1.1391e+12 34189
## - GrLivArea      1 1.2325e+12 34350
## 
## Step:  AIC=33893.97
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType
## 
##                 Df   Deviance   AIC
## + BsmtFinSF2     1 8.9059e+11 33888
## + BsmtFinType1   5 8.8622e+11 33888
## + Street         1 8.9180e+11 33890
## + HeatingQC      4 8.8815e+11 33890
## + GarageQual     4 8.8815e+11 33890
## + FullBath       1 8.9204e+11 33890
## + YearRemodAdd   1 8.9225e+11 33890
## + BedroomAbvGr   1 8.9230e+11 33890
## + GarageFinish   2 8.9132e+11 33891
## + MSZoning       4 8.8896e+11 33891
## + Fireplaces     1 8.9273e+11 33891
## + LandContour    3 8.9032e+11 33891
## + GarageType     5 8.8812e+11 33892
## + LowQualFinSF   1 8.9314e+11 33892
## + MoSold         1 8.9361e+11 33893
## + BsmtFinType2   5 8.8900e+11 33893
## + Foundation     5 8.8939e+11 33894
## <none>             8.9573e+11 33894
## + ScreenPorch    1 8.9466e+11 33894
## + BsmtFullBath   1 8.9481e+11 33894
## - MSSubClass     1 8.9742e+11 33895
## + Utilities      1 8.9507e+11 33895
## + BsmtCond       3 8.9274e+11 33895
## + PavedDrive     2 8.9397e+11 33895
## - BsmtFinSF1     1 8.9771e+11 33895
## + KitchenAbvGr   1 8.9527e+11 33895
## + BsmtHalfBath   1 8.9530e+11 33895
## + WoodDeckSF     1 8.9530e+11 33895
## + TotRmsAbvGrd   1 8.9533e+11 33895
## + MasVnrArea     1 8.9533e+11 33895
## + GarageYrBlt    1 8.9547e+11 33896
## + CentralAir     1 8.9557e+11 33896
## + HalfBath       1 8.9558e+11 33896
## + X3SsnPorch     1 8.9558e+11 33896
## + MiscVal        1 8.9560e+11 33896
## + EnclosedPorch  1 8.9561e+11 33896
## + GarageArea     1 8.9564e+11 33896
## + Id             1 8.9570e+11 33896
## + X2ndFlrSF      1 8.9571e+11 33896
## + LandSlope      2 8.9449e+11 33896
## + LotFrontage    1 8.9572e+11 33896
## + X1stFlrSF      1 8.9572e+11 33896
## + OpenPorchSF    1 8.9573e+11 33896
## + LotShape       3 8.9361e+11 33897
## + Fence          4 8.9252e+11 33897
## + MasVnrType     3 8.9380e+11 33897
## + HouseStyle     7 8.8954e+11 33898
## + GarageCond     4 8.9344e+11 33898
## + Heating        5 8.9223e+11 33898
## + SaleType       8 8.8951e+11 33900
## + FireplaceQu    4 8.9450e+11 33900
## + Electrical     4 8.9464e+11 33900
## + RoofStyle      5 8.9390e+11 33901
## + ExterCond      4 8.9514e+11 33901
## - LotConfig      4 9.0679e+11 33904
## - BldgType       4 9.0763e+11 33905
## - Exterior1st   14 9.2070e+11 33906
## - Functional     6 9.1095e+11 33907
## - Condition1     8 9.1372e+11 33907
## + Exterior2nd   14 8.8704e+11 33908
## - SaleCondition  5 9.1379e+11 33913
## - BsmtUnfSF      1 9.1104e+11 33917
## - GarageCars     1 9.1109e+11 33917
## - ExterQual      3 9.1890e+11 33925
## - OverallQual    1 9.2146e+11 33933
## - YearBuilt      1 9.2200e+11 33934
## - PoolArea       1 9.2257e+11 33935
## - LotArea        1 9.2495e+11 33939
## - TotalBsmtSF    1 9.2497e+11 33939
## - BsmtQual       3 9.4161e+11 33961
## - OverallCond    1 9.4109e+11 33964
## - KitchenQual    3 9.4412e+11 33965
## - BsmtExposure   3 9.4605e+11 33968
## - Condition2     7 9.5181e+11 33969
## - Neighborhood  24 1.1232e+12 34176
## - RoofMatl       7 1.1030e+12 34184
## - GrLivArea      1 1.1663e+12 34277
## 
## Step:  AIC=33887.57
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2
## 
##                 Df   Deviance   AIC
## + GarageQual     4 8.8241e+11 33882
## + FullBath       1 8.8651e+11 33883
## + HeatingQC      4 8.8296e+11 33883
## + BsmtFinType1   5 8.8188e+11 33883
## + Street         1 8.8696e+11 33884
## + MSZoning       4 8.8339e+11 33884
## + LandContour    3 8.8472e+11 33884
## + YearRemodAdd   1 8.8729e+11 33884
## + GarageType     5 8.8263e+11 33884
## + GarageFinish   2 8.8644e+11 33885
## + Fireplaces     1 8.8778e+11 33885
## + BedroomAbvGr   1 8.8786e+11 33885
## + LowQualFinSF   1 8.8804e+11 33885
## + MoSold         1 8.8836e+11 33886
## - BsmtFinSF1     1 8.9146e+11 33887
## + Foundation     5 8.8432e+11 33887
## <none>             8.9059e+11 33888
## + ScreenPorch    1 8.8947e+11 33888
## - MSSubClass     1 8.9204e+11 33888
## + BsmtFullBath   1 8.8981e+11 33888
## + WoodDeckSF     1 8.8999e+11 33889
## + PavedDrive     2 8.8882e+11 33889
## + TotRmsAbvGrd   1 8.9007e+11 33889
## + KitchenAbvGr   1 8.9017e+11 33889
## + Utilities      1 8.9019e+11 33889
## + GarageYrBlt    1 8.9026e+11 33889
## + BsmtHalfBath   1 8.9034e+11 33889
## + MasVnrArea     1 8.9036e+11 33889
## + HalfBath       1 8.9043e+11 33889
## + X3SsnPorch     1 8.9045e+11 33889
## + CentralAir     1 8.9045e+11 33889
## + MiscVal        1 8.9047e+11 33889
## + BsmtCond       3 8.8805e+11 33889
## + GarageArea     1 8.9051e+11 33889
## + EnclosedPorch  1 8.9052e+11 33889
## + Id             1 8.9053e+11 33889
## + LotFrontage    1 8.9057e+11 33890
## + X1stFlrSF      1 8.9058e+11 33890
## + OpenPorchSF    1 8.9058e+11 33890
## + X2ndFlrSF      1 8.9059e+11 33890
## + LotShape       3 8.8821e+11 33890
## + LandSlope      2 8.8947e+11 33890
## + Fence          4 8.8731e+11 33890
## + MasVnrType     3 8.8909e+11 33891
## + GarageCond     4 8.8817e+11 33892
## + Heating        5 8.8723e+11 33892
## + HouseStyle     7 8.8508e+11 33893
## + BsmtFinType2   5 8.8777e+11 33893
## + FireplaceQu    4 8.8917e+11 33893
## + Electrical     4 8.8952e+11 33894
## - BsmtFinSF2     1 8.9573e+11 33894
## + SaleType       8 8.8482e+11 33894
## + ExterCond      4 8.9004e+11 33895
## + RoofStyle      5 8.8905e+11 33895
## - Functional     6 9.0401e+11 33897
## - LotConfig      4 9.0160e+11 33898
## - Exterior1st   14 9.1471e+11 33899
## - BldgType       4 9.0347e+11 33901
## - Condition1     8 9.0853e+11 33901
## + Exterior2nd   14 8.8209e+11 33902
## - SaleCondition  5 9.0865e+11 33907
## - GarageCars     1 9.0579e+11 33910
## - BsmtUnfSF      1 9.1035e+11 33918
## - ExterQual      3 9.1441e+11 33920
## - OverallQual    1 9.1572e+11 33926
## - YearBuilt      1 9.1642e+11 33927
## - PoolArea       1 9.1831e+11 33930
## - LotArea        1 9.2000e+11 33933
## - TotalBsmtSF    1 9.2458e+11 33940
## - BsmtQual       3 9.3461e+11 33952
## - KitchenQual    3 9.3791e+11 33957
## - BsmtExposure   3 9.3899e+11 33959
## - OverallCond    1 9.3754e+11 33961
## - Condition2     7 9.4724e+11 33964
## - Neighborhood  24 1.1134e+12 34166
## - RoofMatl       7 1.1021e+12 34185
## - GrLivArea      1 1.1607e+12 34272
## 
## Step:  AIC=33882.1
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual
## 
##                 Df   Deviance   AIC
## + BsmtFinType1   5 8.7317e+11 33877
## + YearRemodAdd   1 8.7864e+11 33878
## + FullBath       1 8.7867e+11 33878
## + Street         1 8.7899e+11 33878
## + LowQualFinSF   1 8.7903e+11 33878
## + LandContour    3 8.7671e+11 33879
## + MSZoning       4 8.7558e+11 33879
## + HeatingQC      4 8.7567e+11 33879
## + GarageFinish   2 8.7814e+11 33879
## + GarageCond     4 8.7579e+11 33879
## + GarageType     5 8.7484e+11 33880
## + BedroomAbvGr   1 8.7978e+11 33880
## + Fireplaces     1 8.8006e+11 33880
## + MoSold         1 8.8031e+11 33881
## - BsmtFinSF1     1 8.8310e+11 33881
## + Foundation     5 8.7627e+11 33882
## <none>             8.8241e+11 33882
## - MSSubClass     1 8.8366e+11 33882
## + BsmtFullBath   1 8.8139e+11 33882
## + PavedDrive     2 8.8019e+11 33882
## + ScreenPorch    1 8.8151e+11 33883
## + WoodDeckSF     1 8.8159e+11 33883
## + TotRmsAbvGrd   1 8.8186e+11 33883
## + GarageArea     1 8.8197e+11 33883
## + KitchenAbvGr   1 8.8201e+11 33883
## + Utilities      1 8.8203e+11 33883
## + MasVnrArea     1 8.8212e+11 33884
## + BsmtCond       3 8.7973e+11 33884
## + MiscVal        1 8.8216e+11 33884
## + CentralAir     1 8.8219e+11 33884
## + Fence          4 8.7862e+11 33884
## + HalfBath       1 8.8224e+11 33884
## + BsmtHalfBath   1 8.8225e+11 33884
## + X3SsnPorch     1 8.8227e+11 33884
## + Id             1 8.8238e+11 33884
## + OpenPorchSF    1 8.8238e+11 33884
## + LandSlope      2 8.8117e+11 33884
## + X1stFlrSF      1 8.8239e+11 33884
## + EnclosedPorch  1 8.8239e+11 33884
## + X2ndFlrSF      1 8.8240e+11 33884
## + GarageYrBlt    1 8.8241e+11 33884
## + LotFrontage    1 8.8241e+11 33884
## + LotShape       3 8.8031e+11 33885
## + MasVnrType     3 8.8082e+11 33885
## + HouseStyle     7 8.7678e+11 33887
## + Heating        5 8.7933e+11 33887
## + Electrical     4 8.8082e+11 33887
## - GarageQual     4 8.9059e+11 33888
## + FireplaceQu    4 8.8121e+11 33888
## + BsmtFinType2   5 8.8001e+11 33888
## + SaleType       8 8.7674e+11 33889
## + ExterCond      4 8.8183e+11 33889
## - BsmtFinSF2     1 8.8815e+11 33890
## + RoofStyle      5 8.8100e+11 33890
## - Functional     6 8.9583e+11 33892
## - LotConfig      4 8.9342e+11 33892
## - Exterior1st   14 9.0717e+11 33895
## - Condition1     8 9.0082e+11 33896
## + Exterior2nd   14 8.7419e+11 33896
## - BldgType       4 8.9607e+11 33897
## - SaleCondition  5 9.0004e+11 33901
## - GarageCars     1 8.9705e+11 33904
## - BsmtUnfSF      1 9.0246e+11 33913
## - ExterQual      3 9.0689e+11 33916
## - OverallQual    1 9.0575e+11 33918
## - YearBuilt      1 9.0654e+11 33920
## - PoolArea       1 9.0942e+11 33924
## - LotArea        1 9.1099e+11 33927
## - TotalBsmtSF    1 9.1793e+11 33938
## - BsmtQual       3 9.2741e+11 33949
## - KitchenQual    3 9.2816e+11 33950
## - OverallCond    1 9.2634e+11 33951
## - BsmtExposure   3 9.3183e+11 33956
## - Condition2     7 9.3855e+11 33958
## - Neighborhood  24 1.1063e+12 34164
## - RoofMatl       7 1.0853e+12 34170
## - GrLivArea      1 1.1523e+12 34270
## 
## Step:  AIC=33876.74
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1
## 
##                 Df   Deviance   AIC
## + GarageType     5 8.6432e+11 33872
## + FullBath       1 8.6940e+11 33872
## + MSZoning       4 8.6611e+11 33873
## + LowQualFinSF   1 8.6986e+11 33873
## + YearRemodAdd   1 8.6997e+11 33873
## + Street         1 8.7003e+11 33873
## + GarageFinish   2 8.6896e+11 33874
## + GarageCond     4 8.6671e+11 33874
## + HeatingQC      4 8.6687e+11 33874
## + LandContour    3 8.6821e+11 33874
## + Fireplaces     1 8.7095e+11 33875
## - MSSubClass     1 8.7362e+11 33875
## + MoSold         1 8.7135e+11 33876
## - BsmtFinSF1     1 8.7392e+11 33876
## + BedroomAbvGr   1 8.7161e+11 33876
## <none>             8.7317e+11 33877
## + ScreenPorch    1 8.7202e+11 33877
## + PavedDrive     2 8.7121e+11 33877
## + X1stFlrSF      1 8.7244e+11 33878
## + HalfBath       1 8.7252e+11 33878
## + Utilities      1 8.7255e+11 33878
## + TotRmsAbvGrd   1 8.7256e+11 33878
## + KitchenAbvGr   1 8.7258e+11 33878
## + WoodDeckSF     1 8.7260e+11 33878
## + GarageArea     1 8.7263e+11 33878
## + X2ndFlrSF      1 8.7275e+11 33878
## + MasVnrArea     1 8.7279e+11 33878
## + MiscVal        1 8.7286e+11 33878
## + Fence          4 8.6932e+11 33878
## + BsmtFullBath   1 8.7297e+11 33878
## + LandSlope      2 8.7180e+11 33878
## + BsmtHalfBath   1 8.7304e+11 33879
## + OpenPorchSF    1 8.7307e+11 33879
## + BsmtCond       3 8.7072e+11 33879
## + X3SsnPorch     1 8.7312e+11 33879
## + CentralAir     1 8.7313e+11 33879
## + EnclosedPorch  1 8.7315e+11 33879
## + Id             1 8.7315e+11 33879
## + GarageYrBlt    1 8.7317e+11 33879
## + LotFrontage    1 8.7317e+11 33879
## + LotShape       3 8.7079e+11 33879
## + Foundation     5 8.6871e+11 33879
## + MasVnrType     3 8.7177e+11 33880
## + BsmtFinType2   5 8.6994e+11 33881
## + HouseStyle     7 8.6783e+11 33882
## - BsmtFinType1   5 8.8241e+11 33882
## + Electrical     4 8.7170e+11 33882
## + FireplaceQu    4 8.7196e+11 33883
## - BsmtFinSF2     1 8.7807e+11 33883
## - GarageQual     4 8.8188e+11 33883
## + SaleType       8 8.6768e+11 33884
## + ExterCond      4 8.7253e+11 33884
## + Heating        5 8.7136e+11 33884
## + RoofStyle      5 8.7168e+11 33884
## - Functional     6 8.8494e+11 33884
## - LotConfig      4 8.8461e+11 33888
## - Exterior1st   14 8.9686e+11 33888
## + Exterior2nd   14 8.6424e+11 33890
## - Condition1     8 8.9149e+11 33891
## - BldgType       4 8.8900e+11 33895
## - SaleCondition  5 8.9091e+11 33896
## - GarageCars     1 8.8768e+11 33899
## - BsmtUnfSF      1 8.9332e+11 33908
## - ExterQual      3 8.9653e+11 33909
## - OverallQual    1 8.9467e+11 33910
## - YearBuilt      1 8.9498e+11 33911
## - PoolArea       1 8.9916e+11 33918
## - LotArea        1 9.0032e+11 33919
## - TotalBsmtSF    1 9.0378e+11 33925
## - KitchenQual    3 9.1764e+11 33943
## - BsmtExposure   3 9.1824e+11 33944
## - BsmtQual       3 9.1830e+11 33944
## - OverallCond    1 9.1800e+11 33948
## - Condition2     7 9.3016e+11 33955
## - Neighborhood  24 1.0911e+12 34154
## - RoofMatl       7 1.0770e+12 34169
## - GrLivArea      1 1.1342e+12 34257
## 
## Step:  AIC=33871.87
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType
## 
##                 Df   Deviance   AIC
## + FullBath       1 8.6006e+11 33867
## + MSZoning       4 8.5722e+11 33868
## + LowQualFinSF   1 8.6087e+11 33868
## + YearRemodAdd   1 8.6112e+11 33868
## + GarageCond     4 8.5770e+11 33869
## + LandContour    3 8.5916e+11 33869
## + HeatingQC      4 8.5824e+11 33870
## + Fireplaces     1 8.6193e+11 33870
## + Street         1 8.6194e+11 33870
## + MoSold         1 8.6238e+11 33871
## + BedroomAbvGr   1 8.6263e+11 33871
## - MSSubClass     1 8.6507e+11 33871
## + GarageFinish   2 8.6173e+11 33871
## - BsmtFinSF1     1 8.6539e+11 33872
## + ScreenPorch    1 8.6307e+11 33872
## <none>             8.6432e+11 33872
## + PavedDrive     2 8.6231e+11 33872
## + HalfBath       1 8.6369e+11 33873
## + KitchenAbvGr   1 8.6373e+11 33873
## + LandSlope      2 8.6257e+11 33873
## + Utilities      1 8.6376e+11 33873
## + MasVnrArea     1 8.6378e+11 33873
## + WoodDeckSF     1 8.6382e+11 33873
## + TotRmsAbvGrd   1 8.6382e+11 33873
## + GarageArea     1 8.6393e+11 33873
## + X2ndFlrSF      1 8.6404e+11 33873
## + MiscVal        1 8.6410e+11 33873
## + BsmtFullBath   1 8.6411e+11 33874
## + X1stFlrSF      1 8.6413e+11 33874
## + BsmtHalfBath   1 8.6417e+11 33874
## + X3SsnPorch     1 8.6419e+11 33874
## + Foundation     5 8.5947e+11 33874
## + BsmtCond       3 8.6186e+11 33874
## + OpenPorchSF    1 8.6426e+11 33874
## + CentralAir     1 8.6427e+11 33874
## + GarageYrBlt    1 8.6428e+11 33874
## + EnclosedPorch  1 8.6430e+11 33874
## + Id             1 8.6431e+11 33874
## + LotFrontage    1 8.6431e+11 33874
## + Fence          4 8.6102e+11 33874
## + LotShape       3 8.6243e+11 33875
## + BsmtFinType2   5 8.6038e+11 33875
## + MasVnrType     3 8.6288e+11 33875
## + HouseStyle     7 8.5870e+11 33876
## - GarageType     5 8.7317e+11 33877
## + Electrical     4 8.6282e+11 33877
## + FireplaceQu    4 8.6314e+11 33878
## - GarageQual     4 8.7265e+11 33878
## + ExterCond      4 8.6349e+11 33878
## - Functional     6 8.7548e+11 33879
## + Heating        5 8.6245e+11 33879
## + SaleType       8 8.5896e+11 33879
## - BsmtFinSF2     1 8.6968e+11 33879
## - BsmtFinType1   5 8.7484e+11 33880
## + RoofStyle      5 8.6295e+11 33880
## - Exterior1st   14 8.8643e+11 33881
## - LotConfig      4 8.7620e+11 33884
## + Exterior2nd   14 8.5573e+11 33885
## - BldgType       4 8.7801e+11 33887
## - Condition1     8 8.8305e+11 33887
## - SaleCondition  5 8.8194e+11 33891
## - GarageCars     1 8.7852e+11 33894
## - YearBuilt      1 8.8386e+11 33902
## - ExterQual      3 8.8655e+11 33903
## - BsmtUnfSF      1 8.8507e+11 33905
## - OverallQual    1 8.8694e+11 33908
## - PoolArea       1 8.9031e+11 33913
## - LotArea        1 8.9262e+11 33917
## - TotalBsmtSF    1 8.9811e+11 33926
## - KitchenQual    3 9.0732e+11 33937
## - BsmtQual       3 9.0867e+11 33939
## - BsmtExposure   3 9.0910e+11 33940
## - OverallCond    1 9.0721e+11 33941
## - Condition2     7 9.2342e+11 33954
## - Neighborhood  24 1.0767e+12 34145
## - RoofMatl       7 1.0688e+12 34168
## - GrLivArea      1 1.1059e+12 34230
## 
## Step:  AIC=33866.66
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath
## 
##                 Df   Deviance   AIC
## + LowQualFinSF   1 8.5655e+11 33863
## + MSZoning       4 8.5314e+11 33863
## + BedroomAbvGr   1 8.5668e+11 33863
## + YearRemodAdd   1 8.5711e+11 33864
## + GarageCond     4 8.5361e+11 33864
## + Fireplaces     1 8.5717e+11 33864
## + HalfBath       1 8.5717e+11 33864
## + HeatingQC      4 8.5416e+11 33865
## + Street         1 8.5773e+11 33865
## + LandContour    3 8.5554e+11 33865
## + MoSold         1 8.5794e+11 33865
## + GarageFinish   2 8.5703e+11 33866
## - MSSubClass     1 8.6065e+11 33866
## - BsmtFinSF1     1 8.6092e+11 33866
## + ScreenPorch    1 8.5863e+11 33866
## <none>             8.6006e+11 33867
## + KitchenAbvGr   1 8.5914e+11 33867
## + BsmtCond       3 8.5689e+11 33867
## + MasVnrArea     1 8.5956e+11 33868
## + PavedDrive     2 8.5841e+11 33868
## + WoodDeckSF     1 8.5960e+11 33868
## + BsmtFullBath   1 8.5962e+11 33868
## + X2ndFlrSF      1 8.5962e+11 33868
## + Utilities      1 8.5964e+11 33868
## + GarageArea     1 8.5976e+11 33868
## + X1stFlrSF      1 8.5982e+11 33868
## + TotRmsAbvGrd   1 8.5984e+11 33868
## + MiscVal        1 8.5986e+11 33868
## + GarageYrBlt    1 8.5993e+11 33868
## + X3SsnPorch     1 8.5994e+11 33868
## + BsmtHalfBath   1 8.5995e+11 33868
## + OpenPorchSF    1 8.5998e+11 33869
## + EnclosedPorch  1 8.5999e+11 33869
## + LandSlope      2 8.5882e+11 33869
## + Id             1 8.6004e+11 33869
## + CentralAir     1 8.6006e+11 33869
## + LotFrontage    1 8.6006e+11 33869
## + Foundation     5 8.5552e+11 33869
## + Fence          4 8.5699e+11 33869
## + LotShape       3 8.5819e+11 33869
## + BsmtFinType2   5 8.5585e+11 33869
## + MasVnrType     3 8.5867e+11 33870
## + HouseStyle     7 8.5461e+11 33871
## - FullBath       1 8.6432e+11 33872
## + Electrical     4 8.5853e+11 33872
## - GarageQual     4 8.6803e+11 33872
## - GarageType     5 8.6940e+11 33872
## + FireplaceQu    4 8.5911e+11 33873
## + ExterCond      4 8.5918e+11 33873
## + RoofStyle      5 8.5824e+11 33874
## + SaleType       8 8.5481e+11 33874
## - Functional     6 8.7144e+11 33874
## + Heating        5 8.5843e+11 33874
## - BsmtFinSF2     1 8.6570e+11 33874
## - BsmtFinType1   5 8.7062e+11 33874
## - Exterior1st   14 8.8172e+11 33875
## + Exterior2nd   14 8.5113e+11 33879
## - LotConfig      4 8.7308e+11 33881
## - Condition1     8 8.7830e+11 33881
## - BldgType       4 8.7564e+11 33885
## - SaleCondition  5 8.7755e+11 33886
## - GarageCars     1 8.7442e+11 33889
## - YearBuilt      1 8.7781e+11 33894
## - ExterQual      3 8.8205e+11 33898
## - BsmtUnfSF      1 8.8170e+11 33901
## - OverallQual    1 8.8269e+11 33903
## - PoolArea       1 8.8549e+11 33907
## - LotArea        1 8.8881e+11 33913
## - TotalBsmtSF    1 8.9475e+11 33922
## - KitchenQual    3 9.0422e+11 33934
## - OverallCond    1 9.0234e+11 33935
## - BsmtExposure   3 9.0501e+11 33935
## - BsmtQual       3 9.0545e+11 33936
## - Condition2     7 9.1865e+11 33949
## - Neighborhood  24 1.0748e+12 34144
## - GrLivArea      1 1.0450e+12 34149
## - RoofMatl       7 1.0653e+12 34165
## 
## Step:  AIC=33862.67
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF
## 
##                 Df   Deviance   AIC
## + GarageCond     4 8.4868e+11 33857
## + MSZoning       4 8.4945e+11 33859
## + BedroomAbvGr   1 8.5297e+11 33859
## + YearRemodAdd   1 8.5352e+11 33860
## + Fireplaces     1 8.5392e+11 33860
## + HalfBath       1 8.5395e+11 33860
## + HeatingQC      4 8.5045e+11 33860
## + Street         1 8.5403e+11 33860
## + LandContour    3 8.5178e+11 33861
## + MoSold         1 8.5440e+11 33861
## + GarageFinish   2 8.5358e+11 33862
## - MSSubClass     1 8.5718e+11 33862
## - BsmtFinSF1     1 8.5750e+11 33862
## + ScreenPorch    1 8.5523e+11 33862
## + KitchenAbvGr   1 8.5534e+11 33863
## <none>             8.5655e+11 33863
## + BsmtCond       3 8.5351e+11 33863
## + WoodDeckSF     1 8.5606e+11 33864
## + Utilities      1 8.5608e+11 33864
## + BsmtFullBath   1 8.5610e+11 33864
## + MasVnrArea     1 8.5617e+11 33864
## + GarageArea     1 8.5618e+11 33864
## + X1stFlrSF      1 8.5620e+11 33864
## + Foundation     5 8.5159e+11 33864
## + X3SsnPorch     1 8.5635e+11 33864
## + TotRmsAbvGrd   1 8.5635e+11 33864
## + MiscVal        1 8.5637e+11 33864
## + LandSlope      2 8.5520e+11 33864
## + EnclosedPorch  1 8.5640e+11 33864
## + PavedDrive     2 8.5525e+11 33864
## + BsmtHalfBath   1 8.5644e+11 33864
## + X2ndFlrSF      1 8.5647e+11 33865
## + OpenPorchSF    1 8.5647e+11 33865
## + Id             1 8.5652e+11 33865
## + LotFrontage    1 8.5653e+11 33865
## + GarageYrBlt    1 8.5653e+11 33865
## + CentralAir     1 8.5655e+11 33865
## + LotShape       3 8.5454e+11 33865
## + BsmtFinType2   5 8.5224e+11 33865
## + Fence          4 8.5343e+11 33865
## + MasVnrType     3 8.5523e+11 33866
## - LowQualFinSF   1 8.6006e+11 33867
## + HouseStyle     7 8.5077e+11 33867
## - FullBath       1 8.6087e+11 33868
## + Electrical     4 8.5523e+11 33868
## - GarageType     5 8.6606e+11 33869
## + FireplaceQu    4 8.5548e+11 33869
## + ExterCond      4 8.5555e+11 33869
## - Exterior1st   14 8.7711e+11 33869
## + SaleType       8 8.5124e+11 33870
## - GarageQual     4 8.6536e+11 33870
## + RoofStyle      5 8.5478e+11 33870
## - Functional     6 8.6791e+11 33870
## - BsmtFinType1   5 8.6697e+11 33870
## - BsmtFinSF2     1 8.6228e+11 33870
## + Heating        5 8.5541e+11 33871
## + Exterior2nd   14 8.4758e+11 33875
## - LotConfig      4 8.6989e+11 33877
## - Condition1     8 8.7498e+11 33878
## - BldgType       4 8.7227e+11 33881
## - SaleCondition  5 8.7386e+11 33882
## - GarageCars     1 8.7007e+11 33884
## - YearBuilt      1 8.7362e+11 33889
## - ExterQual      3 8.7864e+11 33894
## - BsmtUnfSF      1 8.7880e+11 33898
## - OverallQual    1 8.7917e+11 33899
## - PoolArea       1 8.8321e+11 33905
## - LotArea        1 8.8540e+11 33909
## - TotalBsmtSF    1 8.9130e+11 33919
## - BsmtExposure   3 9.0102e+11 33931
## - KitchenQual    3 9.0104e+11 33931
## - OverallCond    1 8.9887e+11 33931
## - BsmtQual       3 9.0216e+11 33932
## - Condition2     7 9.1456e+11 33944
## - Neighborhood  24 1.0673e+12 34136
## - GrLivArea      1 1.0448e+12 34151
## - RoofMatl       7 1.0641e+12 34165
## 
## Step:  AIC=33857.2
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF + GarageCond
## 
##                 Df   Deviance   AIC
## + MSZoning       4 8.4113e+11 33852
## + BedroomAbvGr   1 8.4484e+11 33853
## + YearRemodAdd   1 8.4590e+11 33854
## + Street         1 8.4595e+11 33854
## + Fireplaces     1 8.4611e+11 33855
## + HeatingQC      4 8.4272e+11 33855
## + HalfBath       1 8.4646e+11 33855
## + LandContour    3 8.4420e+11 33855
## + MoSold         1 8.4668e+11 33856
## + GarageFinish   2 8.4556e+11 33856
## - MSSubClass     1 8.4920e+11 33856
## - BsmtFinSF1     1 8.4965e+11 33857
## <none>             8.4868e+11 33857
## + KitchenAbvGr   1 8.4770e+11 33858
## + Foundation     5 8.4323e+11 33858
## + ScreenPorch    1 8.4788e+11 33858
## + WoodDeckSF     1 8.4809e+11 33858
## + BsmtCond       3 8.4589e+11 33858
## + Utilities      1 8.4822e+11 33858
## + BsmtFullBath   1 8.4829e+11 33859
## + MasVnrArea     1 8.4830e+11 33859
## + LandSlope      2 8.4714e+11 33859
## + X1stFlrSF      1 8.4836e+11 33859
## + X3SsnPorch     1 8.4846e+11 33859
## + GarageArea     1 8.4846e+11 33859
## + Fence          4 8.4505e+11 33859
## + TotRmsAbvGrd   1 8.4854e+11 33859
## + EnclosedPorch  1 8.4855e+11 33859
## + OpenPorchSF    1 8.4856e+11 33859
## + BsmtHalfBath   1 8.4859e+11 33859
## + MiscVal        1 8.4860e+11 33859
## + X2ndFlrSF      1 8.4860e+11 33859
## + GarageYrBlt    1 8.4861e+11 33859
## + PavedDrive     2 8.4748e+11 33859
## + Id             1 8.4866e+11 33859
## + LotFrontage    1 8.4867e+11 33859
## + CentralAir     1 8.4867e+11 33859
## + BsmtFinType2   5 8.4423e+11 33860
## + LotShape       3 8.4695e+11 33860
## + MasVnrType     3 8.4731e+11 33861
## + HouseStyle     7 8.4339e+11 33862
## - FullBath       1 8.5283e+11 33862
## - GarageCond     4 8.5655e+11 33863
## + Electrical     4 8.4745e+11 33863
## + ExterCond      4 8.4751e+11 33863
## - LowQualFinSF   1 8.5361e+11 33864
## + RoofStyle      5 8.4673e+11 33864
## - GarageType     5 8.5845e+11 33864
## + FireplaceQu    4 8.4795e+11 33864
## + SaleType       8 8.4340e+11 33864
## - BsmtFinSF2     1 8.5387e+11 33864
## - Exterior1st   14 8.6930e+11 33864
## - BsmtFinType1   5 8.5897e+11 33865
## - Functional     6 8.6029e+11 33865
## + Heating        5 8.4753e+11 33865
## + Exterior2nd   14 8.3986e+11 33870
## - LotConfig      4 8.6253e+11 33873
## - GarageQual     4 8.6273e+11 33873
## - Condition1     8 8.6818e+11 33874
## - SaleCondition  5 8.6597e+11 33877
## - GarageCars     1 8.6151e+11 33877
## - BldgType       4 8.6512e+11 33877
## - YearBuilt      1 8.6591e+11 33885
## - ExterQual      3 8.7142e+11 33890
## - OverallQual    1 8.7045e+11 33892
## - BsmtUnfSF      1 8.7106e+11 33893
## - PoolArea       1 8.7633e+11 33902
## - LotArea        1 8.7688e+11 33903
## - TotalBsmtSF    1 8.8396e+11 33915
## - KitchenQual    3 8.8933e+11 33920
## - OverallCond    1 8.8890e+11 33923
## - BsmtExposure   3 8.9364e+11 33927
## - BsmtQual       3 8.9635e+11 33931
## - Condition2     7 9.0697e+11 33940
## - Neighborhood  24 1.0621e+12 34137
## - GrLivArea      1 1.0343e+12 34144
## - RoofMatl       7 1.0442e+12 34146
## 
## Step:  AIC=33852.16
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF + GarageCond + MSZoning
## 
##                 Df   Deviance   AIC
## + BedroomAbvGr   1 8.3727e+11 33847
## + YearRemodAdd   1 8.3820e+11 33849
## + Fireplaces     1 8.3850e+11 33850
## + LandContour    3 8.3655e+11 33850
## + HeatingQC      4 8.3556e+11 33850
## + Street         1 8.3935e+11 33851
## - MSSubClass     1 8.4170e+11 33851
## + GarageFinish   2 8.3828e+11 33851
## + MoSold         1 8.3953e+11 33851
## + HalfBath       1 8.3953e+11 33851
## <none>             8.4113e+11 33852
## - BsmtFinSF1     1 8.4231e+11 33852
## + ScreenPorch    1 8.4028e+11 33853
## + LandSlope      2 8.3915e+11 33853
## + KitchenAbvGr   1 8.4035e+11 33853
## + Foundation     5 8.3576e+11 33853
## + MasVnrArea     1 8.4050e+11 33853
## + WoodDeckSF     1 8.4054e+11 33853
## + Utilities      1 8.4062e+11 33853
## + Fence          4 8.3731e+11 33854
## + BsmtFullBath   1 8.4082e+11 33854
## + PavedDrive     2 8.3972e+11 33854
## + X1stFlrSF      1 8.4089e+11 33854
## + TotRmsAbvGrd   1 8.4089e+11 33854
## + X3SsnPorch     1 8.4094e+11 33854
## + GarageArea     1 8.4096e+11 33854
## + OpenPorchSF    1 8.4103e+11 33854
## + EnclosedPorch  1 8.4105e+11 33854
## + X2ndFlrSF      1 8.4106e+11 33854
## + CentralAir     1 8.4107e+11 33854
## + GarageYrBlt    1 8.4109e+11 33854
## + BsmtHalfBath   1 8.4111e+11 33854
## + MasVnrType     3 8.3881e+11 33854
## + MiscVal        1 8.4112e+11 33854
## + LotFrontage    1 8.4112e+11 33854
## + Id             1 8.4113e+11 33854
## + BsmtCond       3 8.3886e+11 33854
## + BsmtFinType2   5 8.3662e+11 33854
## + LotShape       3 8.3930e+11 33855
## - FullBath       1 8.4512e+11 33857
## - MSZoning       4 8.4868e+11 33857
## + HouseStyle     7 8.3639e+11 33858
## + ExterCond      4 8.4003e+11 33858
## + Electrical     4 8.4018e+11 33859
## - GarageCond     4 8.4945e+11 33859
## + RoofStyle      5 8.3910e+11 33859
## + SaleType       8 8.3568e+11 33859
## - GarageType     5 8.5095e+11 33859
## - LowQualFinSF   1 8.4630e+11 33859
## + FireplaceQu    4 8.4053e+11 33859
## - BsmtFinSF2     1 8.4672e+11 33860
## + Heating        5 8.3994e+11 33860
## - BsmtFinType1   5 8.5165e+11 33860
## - Exterior1st   14 8.6232e+11 33860
## - Functional     6 8.5337e+11 33861
## + Exterior2nd   14 8.3191e+11 33864
## - LotConfig      4 8.5459e+11 33867
## - GarageQual     4 8.5535e+11 33869
## - Condition1     8 8.6036e+11 33869
## - SaleCondition  5 8.5753e+11 33870
## - BldgType       4 8.5761e+11 33872
## - GarageCars     1 8.5577e+11 33875
## - YearBuilt      1 8.5770e+11 33879
## - OverallQual    1 8.6122e+11 33885
## - ExterQual      3 8.6484e+11 33887
## - BsmtUnfSF      1 8.6442e+11 33890
## - PoolArea       1 8.6864e+11 33897
## - LotArea        1 8.6904e+11 33898
## - TotalBsmtSF    1 8.7819e+11 33913
## - OverallCond    1 8.7970e+11 33916
## - KitchenQual    3 8.8212e+11 33916
## - BsmtExposure   3 8.8609e+11 33922
## - BsmtQual       3 8.8908e+11 33927
## - Condition2     7 9.0012e+11 33937
## - Neighborhood  24 1.0496e+12 34127
## - GrLivArea      1 1.0257e+12 34140
## - RoofMatl       7 1.0381e+12 34145
## 
## Step:  AIC=33847.44
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF + GarageCond + MSZoning + BedroomAbvGr
## 
##                 Df   Deviance   AIC
## + YearRemodAdd   1 8.3468e+11 33845
## + LandContour    3 8.3252e+11 33845
## + Fireplaces     1 8.3523e+11 33846
## + GarageFinish   2 8.3410e+11 33846
## + TotRmsAbvGrd   1 8.3538e+11 33846
## + Street         1 8.3549e+11 33846
## + HeatingQC      4 8.3215e+11 33846
## - MSSubClass     1 8.3787e+11 33846
## - BsmtFinSF1     1 8.3795e+11 33847
## + HalfBath       1 8.3571e+11 33847
## + MoSold         1 8.3577e+11 33847
## <none>             8.3727e+11 33847
## + LandSlope      2 8.3506e+11 33848
## + KitchenAbvGr   1 8.3622e+11 33848
## + Foundation     5 8.3188e+11 33848
## + ScreenPorch    1 8.3646e+11 33848
## + MasVnrArea     1 8.3658e+11 33848
## + Fence          4 8.3316e+11 33848
## + WoodDeckSF     1 8.3667e+11 33848
## + Utilities      1 8.3674e+11 33849
## + X1stFlrSF      1 8.3683e+11 33849
## + GarageArea     1 8.3689e+11 33849
## + BsmtFullBath   1 8.3692e+11 33849
## + PavedDrive     2 8.3585e+11 33849
## + OpenPorchSF    1 8.3711e+11 33849
## + MasVnrType     3 8.3483e+11 33849
## + X3SsnPorch     1 8.3714e+11 33849
## + X2ndFlrSF      1 8.3714e+11 33849
## + EnclosedPorch  1 8.3719e+11 33849
## + GarageYrBlt    1 8.3719e+11 33849
## + CentralAir     1 8.3723e+11 33849
## + LotFrontage    1 8.3724e+11 33849
## + MiscVal        1 8.3725e+11 33849
## + BsmtHalfBath   1 8.3727e+11 33849
## + Id             1 8.3727e+11 33849
## + BsmtCond       3 8.3504e+11 33850
## + LotShape       3 8.3550e+11 33850
## + BsmtFinType2   5 8.3334e+11 33851
## - BedroomAbvGr   1 8.4113e+11 33852
## - MSZoning       4 8.4484e+11 33853
## - BsmtFinType1   5 8.4604e+11 33853
## + HouseStyle     7 8.3254e+11 33853
## + SaleType       8 8.3144e+11 33853
## + ExterCond      4 8.3618e+11 33854
## - BsmtFinSF2     1 8.4196e+11 33854
## + RoofStyle      5 8.3518e+11 33854
## + Electrical     4 8.3650e+11 33854
## - GarageCond     4 8.4586e+11 33854
## + FireplaceQu    4 8.3668e+11 33854
## - LowQualFinSF   1 8.4274e+11 33855
## - GarageType     5 8.4744e+11 33855
## - Exterior1st   14 8.5801e+11 33855
## - FullBath       1 8.4306e+11 33856
## + Heating        5 8.3618e+11 33856
## - Functional     6 8.5053e+11 33858
## + Exterior2nd   14 8.2789e+11 33859
## - LotConfig      4 8.4980e+11 33861
## - Condition1     8 8.5530e+11 33863
## - GarageQual     4 8.5151e+11 33864
## - SaleCondition  5 8.5302e+11 33865
## - BldgType       4 8.5341e+11 33867
## - GarageCars     1 8.5073e+11 33869
## - YearBuilt      1 8.5416e+11 33875
## - BsmtUnfSF      1 8.5673e+11 33879
## - OverallQual    1 8.5704e+11 33880
## - ExterQual      3 8.6102e+11 33882
## - LotArea        1 8.6517e+11 33893
## - PoolArea       1 8.6540e+11 33894
## - TotalBsmtSF    1 8.6997e+11 33901
## - KitchenQual    3 8.7618e+11 33908
## - OverallCond    1 8.7621e+11 33912
## - BsmtExposure   3 8.8124e+11 33916
## - BsmtQual       3 8.8344e+11 33920
## - Condition2     7 8.9768e+11 33935
## - Neighborhood  24 1.0438e+12 34121
## - GrLivArea      1 1.0117e+12 34122
## - RoofMatl       7 1.0334e+12 34141
## 
## Step:  AIC=33844.92
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF + GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd
## 
##                 Df   Deviance   AIC
## + LandContour    3 8.2982e+11 33842
## + Fireplaces     1 8.3236e+11 33843
## + GarageFinish   2 8.3152e+11 33843
## - MSSubClass     1 8.3508e+11 33844
## + TotRmsAbvGrd   1 8.3301e+11 33844
## + Street         1 8.3301e+11 33844
## + MoSold         1 8.3317e+11 33844
## - BsmtFinSF1     1 8.3546e+11 33844
## + HalfBath       1 8.3328e+11 33844
## + LandSlope      2 8.3233e+11 33845
## + HeatingQC      4 8.3005e+11 33845
## + Foundation     5 8.2893e+11 33845
## <none>             8.3468e+11 33845
## + KitchenAbvGr   1 8.3360e+11 33845
## + Fence          4 8.3038e+11 33845
## + MasVnrArea     1 8.3385e+11 33845
## + ScreenPorch    1 8.3389e+11 33846
## + WoodDeckSF     1 8.3417e+11 33846
## + X1stFlrSF      1 8.3417e+11 33846
## + Utilities      1 8.3431e+11 33846
## + MasVnrType     3 8.3209e+11 33846
## + BsmtFullBath   1 8.3439e+11 33846
## + GarageYrBlt    1 8.3440e+11 33846
## + GarageArea     1 8.3441e+11 33846
## + OpenPorchSF    1 8.3450e+11 33847
## + X2ndFlrSF      1 8.3452e+11 33847
## + EnclosedPorch  1 8.3458e+11 33847
## + X3SsnPorch     1 8.3459e+11 33847
## + CentralAir     1 8.3461e+11 33847
## + LotFrontage    1 8.3464e+11 33847
## + BsmtHalfBath   1 8.3467e+11 33847
## + MiscVal        1 8.3467e+11 33847
## + Id             1 8.3468e+11 33847
## + BsmtCond       3 8.3245e+11 33847
## + PavedDrive     2 8.3367e+11 33847
## - YearRemodAdd   1 8.3727e+11 33847
## + LotShape       3 8.3311e+11 33848
## + BsmtFinType2   5 8.3097e+11 33848
## - BedroomAbvGr   1 8.3820e+11 33849
## - BsmtFinType1   5 8.4311e+11 33850
## + HouseStyle     7 8.2975e+11 33850
## - MSZoning       4 8.4240e+11 33850
## + Electrical     4 8.3358e+11 33851
## - BsmtFinSF2     1 8.3943e+11 33851
## + ExterCond      4 8.3372e+11 33851
## + RoofStyle      5 8.3267e+11 33851
## + SaleType       8 8.2927e+11 33851
## - GarageCond     4 8.4303e+11 33851
## + FireplaceQu    4 8.3402e+11 33852
## - FullBath       1 8.4012e+11 33852
## - GarageType     5 8.4482e+11 33853
## - LowQualFinSF   1 8.4022e+11 33853
## + Heating        5 8.3345e+11 33853
## - Exterior1st   14 8.5635e+11 33854
## + Exterior2nd   14 8.2505e+11 33856
## - Functional     6 8.4920e+11 33858
## - LotConfig      4 8.4721e+11 33859
## - Condition1     8 8.5253e+11 33860
## - SaleCondition  5 8.4921e+11 33860
## - GarageQual     4 8.4880e+11 33861
## - BldgType       4 8.5151e+11 33866
## - GarageCars     1 8.4862e+11 33867
## - YearBuilt      1 8.4880e+11 33867
## - BsmtUnfSF      1 8.5440e+11 33877
## - OverallQual    1 8.5475e+11 33878
## - ExterQual      3 8.5846e+11 33880
## - OverallCond    1 8.6171e+11 33889
## - PoolArea       1 8.6267e+11 33891
## - LotArea        1 8.6306e+11 33892
## - TotalBsmtSF    1 8.6813e+11 33900
## - KitchenQual    3 8.7293e+11 33904
## - BsmtExposure   3 8.7807e+11 33913
## - BsmtQual       3 8.8061e+11 33917
## - Condition2     7 8.9480e+11 33932
## - GrLivArea      1 1.0031e+12 34111
## - Neighborhood  24 1.0433e+12 34123
## - RoofMatl       7 1.0314e+12 34140
## 
## Step:  AIC=33842.4
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF + GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + 
##     LandContour
## 
##                 Df   Deviance   AIC
## + Fireplaces     1 8.2747e+11 33840
## + GarageFinish   2 8.2648e+11 33841
## + LandSlope      2 8.2665e+11 33841
## + Street         1 8.2797e+11 33841
## - MSSubClass     1 8.3026e+11 33841
## + MoSold         1 8.2824e+11 33842
## + HalfBath       1 8.2824e+11 33842
## + TotRmsAbvGrd   1 8.2825e+11 33842
## - BsmtFinSF1     1 8.3055e+11 33842
## + Foundation     5 8.2392e+11 33842
## <none>             8.2982e+11 33842
## + HeatingQC      4 8.2538e+11 33843
## + KitchenAbvGr   1 8.2884e+11 33843
## + ScreenPorch    1 8.2894e+11 33843
## + MasVnrArea     1 8.2895e+11 33843
## + Fence          4 8.2564e+11 33843
## + X1stFlrSF      1 8.2937e+11 33844
## + WoodDeckSF     1 8.2941e+11 33844
## + Utilities      1 8.2945e+11 33844
## + GarageArea     1 8.2954e+11 33844
## + BsmtFullBath   1 8.2960e+11 33844
## + GarageYrBlt    1 8.2961e+11 33844
## + MasVnrType     3 8.2737e+11 33844
## + X2ndFlrSF      1 8.2967e+11 33844
## + EnclosedPorch  1 8.2970e+11 33844
## + OpenPorchSF    1 8.2971e+11 33844
## + X3SsnPorch     1 8.2974e+11 33844
## + CentralAir     1 8.2975e+11 33844
## + BsmtHalfBath   1 8.2980e+11 33844
## + MiscVal        1 8.2981e+11 33844
## + LotFrontage    1 8.2982e+11 33844
## + Id             1 8.2982e+11 33844
## + BsmtCond       3 8.2755e+11 33844
## + PavedDrive     2 8.2882e+11 33845
## - LandContour    3 8.3468e+11 33845
## - YearRemodAdd   1 8.3252e+11 33845
## + LotShape       3 8.2809e+11 33845
## + BsmtFinType2   5 8.2618e+11 33846
## - BsmtFinType1   5 8.3773e+11 33846
## - BedroomAbvGr   1 8.3351e+11 33847
## + HouseStyle     7 8.2496e+11 33848
## - MSZoning       4 8.3757e+11 33848
## - GarageCond     4 8.3788e+11 33849
## + RoofStyle      5 8.2767e+11 33849
## + Electrical     4 8.2885e+11 33849
## - FullBath       1 8.3460e+11 33849
## + ExterCond      4 8.2894e+11 33849
## + FireplaceQu    4 8.2910e+11 33849
## - BsmtFinSF2     1 8.3488e+11 33849
## + SaleType       8 8.2469e+11 33849
## + Heating        5 8.2864e+11 33850
## - LowQualFinSF   1 8.3563e+11 33851
## - GarageType     5 8.4028e+11 33851
## - Exterior1st   14 8.5165e+11 33852
## + Exterior2nd   14 8.2053e+11 33854
## - LotConfig      4 8.4218e+11 33856
## - Functional     6 8.4462e+11 33856
## - SaleCondition  5 8.4365e+11 33857
## - GarageQual     4 8.4345e+11 33858
## - Condition1     8 8.4867e+11 33859
## - BldgType       4 8.4638e+11 33863
## - YearBuilt      1 8.4345e+11 33864
## - GarageCars     1 8.4364e+11 33865
## - OverallQual    1 8.4859e+11 33873
## - BsmtUnfSF      1 8.5079e+11 33877
## - ExterQual      3 8.5395e+11 33878
## - OverallCond    1 8.5652e+11 33887
## - PoolArea       1 8.5720e+11 33888
## - LotArea        1 8.6063e+11 33894
## - TotalBsmtSF    1 8.6366e+11 33899
## - KitchenQual    3 8.6764e+11 33901
## - BsmtExposure   3 8.7231e+11 33909
## - BsmtQual       3 8.7510e+11 33914
## - Condition2     7 8.8847e+11 33928
## - GrLivArea      1 9.9958e+11 34112
## - Neighborhood  24 1.0388e+12 34122
## - RoofMatl       7 1.0215e+12 34132
## 
## Step:  AIC=33840.25
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF + GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + 
##     LandContour + Fireplaces
## 
##                 Df   Deviance   AIC
## + GarageFinish   2 8.2430e+11 33839
## + LandSlope      2 8.2436e+11 33839
## + Street         1 8.2560e+11 33839
## - MSSubClass     1 8.2792e+11 33839
## + MoSold         1 8.2574e+11 33839
## + HalfBath       1 8.2581e+11 33839
## + TotRmsAbvGrd   1 8.2592e+11 33840
## - BsmtFinSF1     1 8.2821e+11 33840
## <none>             8.2747e+11 33840
## + KitchenAbvGr   1 8.2656e+11 33841
## + Foundation     5 8.2214e+11 33841
## + Fence          4 8.2330e+11 33841
## + HeatingQC      4 8.2335e+11 33841
## + X1stFlrSF      1 8.2675e+11 33841
## + MasVnrArea     1 8.2681e+11 33841
## + ScreenPorch    1 8.2686e+11 33841
## + Utilities      1 8.2704e+11 33841
## + X2ndFlrSF      1 8.2717e+11 33842
## + WoodDeckSF     1 8.2718e+11 33842
## + GarageArea     1 8.2724e+11 33842
## + BsmtFullBath   1 8.2728e+11 33842
## + CentralAir     1 8.2730e+11 33842
## + OpenPorchSF    1 8.2732e+11 33842
## + GarageYrBlt    1 8.2734e+11 33842
## + EnclosedPorch  1 8.2737e+11 33842
## + X3SsnPorch     1 8.2738e+11 33842
## + BsmtCond       3 8.2513e+11 33842
## + PavedDrive     2 8.2629e+11 33842
## + BsmtHalfBath   1 8.2744e+11 33842
## + LotFrontage    1 8.2745e+11 33842
## + MiscVal        1 8.2746e+11 33842
## + Id             1 8.2747e+11 33842
## + MasVnrType     3 8.2527e+11 33842
## - Fireplaces     1 8.2982e+11 33842
## - LandContour    3 8.3236e+11 33843
## + LotShape       3 8.2565e+11 33843
## - YearRemodAdd   1 8.3044e+11 33843
## - BedroomAbvGr   1 8.3051e+11 33844
## + BsmtFinType2   5 8.2383e+11 33844
## - BsmtFinType1   5 8.3544e+11 33844
## + HouseStyle     7 8.2241e+11 33845
## - MSZoning       4 8.3529e+11 33846
## - GarageCond     4 8.3546e+11 33846
## + RoofStyle      5 8.2522e+11 33846
## + Electrical     4 8.2638e+11 33846
## + ExterCond      4 8.2663e+11 33847
## - BsmtFinSF2     1 8.3239e+11 33847
## + FireplaceQu    4 8.2683e+11 33847
## - FullBath       1 8.3253e+11 33847
## + SaleType       8 8.2236e+11 33847
## - LowQualFinSF   1 8.3292e+11 33848
## + Heating        5 8.2625e+11 33848
## - GarageType     5 8.3821e+11 33849
## - Exterior1st   14 8.4928e+11 33850
## + Exterior2nd   14 8.1808e+11 33852
## - LotConfig      4 8.3969e+11 33854
## - Functional     6 8.4231e+11 33854
## - SaleCondition  5 8.4131e+11 33854
## - GarageQual     4 8.4069e+11 33855
## - Condition1     8 8.4646e+11 33857
## - BldgType       4 8.4277e+11 33859
## - GarageCars     1 8.4107e+11 33862
## - YearBuilt      1 8.4118e+11 33862
## - OverallQual    1 8.4454e+11 33868
## - BsmtUnfSF      1 8.4849e+11 33875
## - ExterQual      3 8.5153e+11 33876
## - PoolArea       1 8.5461e+11 33885
## - OverallCond    1 8.5472e+11 33886
## - LotArea        1 8.5704e+11 33890
## - TotalBsmtSF    1 8.6121e+11 33897
## - KitchenQual    3 8.6494e+11 33899
## - BsmtExposure   3 8.6922e+11 33906
## - BsmtQual       3 8.7298e+11 33912
## - Condition2     7 8.8521e+11 33925
## - GrLivArea      1 9.8163e+11 34088
## - Neighborhood  24 1.0338e+12 34117
## - RoofMatl       7 1.0186e+12 34130
## 
## Step:  AIC=33838.65
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF + GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + 
##     LandContour + Fireplaces + GarageFinish
## 
##                 Df   Deviance   AIC
## + LandSlope      2 8.2100e+11 33837
## - MSSubClass     1 8.2467e+11 33837
## + Street         1 8.2244e+11 33837
## + MoSold         1 8.2250e+11 33837
## + HalfBath       1 8.2259e+11 33838
## - BsmtFinSF1     1 8.2504e+11 33838
## + TotRmsAbvGrd   1 8.2292e+11 33838
## <none>             8.2430e+11 33839
## + Foundation     5 8.1884e+11 33839
## + KitchenAbvGr   1 8.2343e+11 33839
## + HeatingQC      4 8.2011e+11 33839
## + MasVnrArea     1 8.2353e+11 33839
## + Fence          4 8.2024e+11 33839
## + X1stFlrSF      1 8.2364e+11 33839
## + ScreenPorch    1 8.2377e+11 33840
## + Utilities      1 8.2399e+11 33840
## + BsmtCond       3 8.2174e+11 33840
## + WoodDeckSF     1 8.2403e+11 33840
## + BsmtFullBath   1 8.2405e+11 33840
## - GarageFinish   2 8.2747e+11 33840
## + X2ndFlrSF      1 8.2409e+11 33840
## + X3SsnPorch     1 8.2410e+11 33840
## + CentralAir     1 8.2414e+11 33840
## + GarageYrBlt    1 8.2414e+11 33840
## + GarageArea     1 8.2417e+11 33840
## - Fireplaces     1 8.2648e+11 33841
## + OpenPorchSF    1 8.2423e+11 33841
## + EnclosedPorch  1 8.2423e+11 33841
## + LotFrontage    1 8.2425e+11 33841
## + BsmtHalfBath   1 8.2425e+11 33841
## + PavedDrive     2 8.2314e+11 33841
## + MasVnrType     3 8.2204e+11 33841
## + Id             1 8.2430e+11 33841
## + MiscVal        1 8.2430e+11 33841
## + LotShape       3 8.2248e+11 33841
## - LandContour    3 8.2936e+11 33842
## - YearRemodAdd   1 8.2724e+11 33842
## + BsmtFinType2   5 8.2051e+11 33842
## - BsmtFinType1   5 8.3214e+11 33842
## - BedroomAbvGr   1 8.2765e+11 33843
## - GarageType     5 8.3283e+11 33844
## - MSZoning       4 8.3179e+11 33844
## + HouseStyle     7 8.1935e+11 33844
## - BsmtFinSF2     1 8.2888e+11 33845
## + Electrical     4 8.2323e+11 33845
## - GarageCond     4 8.3246e+11 33845
## + RoofStyle      5 8.2227e+11 33845
## + ExterCond      4 8.2346e+11 33845
## + FireplaceQu    4 8.2370e+11 33846
## + SaleType       8 8.1938e+11 33846
## - LowQualFinSF   1 8.2973e+11 33846
## + Heating        5 8.2308e+11 33846
## - FullBath       1 8.2988e+11 33846
## - Exterior1st   14 8.4580e+11 33848
## + Exterior2nd   14 8.1469e+11 33850
## - LotConfig      4 8.3681e+11 33853
## - Functional     6 8.3948e+11 33853
## - SaleCondition  5 8.3835e+11 33853
## - GarageQual     4 8.3778e+11 33854
## - Condition1     8 8.4320e+11 33856
## - BldgType       4 8.4021e+11 33859
## - GarageCars     1 8.3778e+11 33860
## - YearBuilt      1 8.3799e+11 33861
## - OverallQual    1 8.4125e+11 33866
## - BsmtUnfSF      1 8.4474e+11 33872
## - ExterQual      3 8.4791e+11 33874
## - PoolArea       1 8.5127e+11 33884
## - OverallCond    1 8.5138e+11 33884
## - LotArea        1 8.5380e+11 33888
## - KitchenQual    3 8.5929e+11 33893
## - TotalBsmtSF    1 8.5781e+11 33895
## - BsmtExposure   3 8.6708e+11 33907
## - BsmtQual       3 8.6748e+11 33907
## - Condition2     7 8.8203e+11 33923
## - GrLivArea      1 9.7938e+11 34088
## - Neighborhood  24 1.0317e+12 34118
## - RoofMatl       7 1.0150e+12 34128
## 
## Step:  AIC=33836.79
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF + GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + 
##     LandContour + Fireplaces + GarageFinish + LandSlope
## 
##                 Df   Deviance   AIC
## + Street         1 8.1892e+11 33835
## - MSSubClass     1 8.2128e+11 33835
## + MoSold         1 8.1938e+11 33836
## + TotRmsAbvGrd   1 8.1946e+11 33836
## + HalfBath       1 8.1960e+11 33836
## - BsmtFinSF1     1 8.2190e+11 33836
## <none>             8.2100e+11 33837
## + BsmtCond       3 8.1786e+11 33837
## + HeatingQC      4 8.1677e+11 33837
## + Foundation     5 8.1566e+11 33837
## + MasVnrArea     1 8.2022e+11 33837
## + KitchenAbvGr   1 8.2022e+11 33837
## + X1stFlrSF      1 8.2031e+11 33838
## + Fence          4 8.1702e+11 33838
## + ScreenPorch    1 8.2054e+11 33838
## + Utilities      1 8.2067e+11 33838
## + X3SsnPorch     1 8.2073e+11 33838
## + BsmtFullBath   1 8.2075e+11 33838
## + X2ndFlrSF      1 8.2077e+11 33838
## + CentralAir     1 8.2081e+11 33838
## + WoodDeckSF     1 8.2081e+11 33838
## + GarageYrBlt    1 8.2083e+11 33838
## + OpenPorchSF    1 8.2085e+11 33839
## - Fireplaces     1 8.2312e+11 33839
## + GarageArea     1 8.2089e+11 33839
## - LandSlope      2 8.2430e+11 33839
## + EnclosedPorch  1 8.2095e+11 33839
## + BsmtHalfBath   1 8.2096e+11 33839
## - GarageFinish   2 8.2436e+11 33839
## + LotFrontage    1 8.2098e+11 33839
## + MiscVal        1 8.2100e+11 33839
## + Id             1 8.2100e+11 33839
## + PavedDrive     2 8.1989e+11 33839
## + MasVnrType     3 8.1882e+11 33839
## + LotShape       3 8.1890e+11 33839
## + BsmtFinType2   5 8.1689e+11 33839
## - YearRemodAdd   1 8.2414e+11 33840
## - BedroomAbvGr   1 8.2442e+11 33841
## - BsmtFinType1   5 8.2912e+11 33841
## - LandContour    3 8.2694e+11 33841
## - GarageType     5 8.2980e+11 33842
## + HouseStyle     7 8.1638e+11 33843
## + RoofStyle      5 8.1863e+11 33843
## + Electrical     4 8.1992e+11 33843
## - MSZoning       4 8.2901e+11 33843
## - BsmtFinSF2     1 8.2562e+11 33843
## - FullBath       1 8.2573e+11 33843
## + ExterCond      4 8.2015e+11 33843
## - GarageCond     4 8.2940e+11 33844
## + FireplaceQu    4 8.2039e+11 33844
## + SaleType       8 8.1613e+11 33844
## + Heating        5 8.1974e+11 33845
## - LowQualFinSF   1 8.2669e+11 33845
## - Exterior1st   14 8.4167e+11 33845
## + Exterior2nd   14 8.1227e+11 33849
## - LotConfig      4 8.3345e+11 33851
## - Functional     6 8.3631e+11 33852
## - SaleCondition  5 8.3537e+11 33852
## - GarageQual     4 8.3457e+11 33853
## - BldgType       4 8.3589e+11 33855
## - Condition1     8 8.4050e+11 33855
## - YearBuilt      1 8.3415e+11 33858
## - GarageCars     1 8.3426e+11 33858
## - OverallQual    1 8.3833e+11 33865
## - BsmtUnfSF      1 8.4118e+11 33870
## - ExterQual      3 8.4436e+11 33872
## - OverallCond    1 8.4759e+11 33881
## - PoolArea       1 8.4828e+11 33883
## - LotArea        1 8.5102e+11 33887
## - KitchenQual    3 8.5674e+11 33893
## - TotalBsmtSF    1 8.5504e+11 33894
## - BsmtExposure   3 8.6066e+11 33900
## - BsmtQual       3 8.6408e+11 33905
## - Condition2     7 8.7841e+11 33921
## - GrLivArea      1 9.7339e+11 34083
## - Neighborhood  24 1.0269e+12 34116
## - RoofMatl       7 1.0107e+12 34126
## 
## Step:  AIC=33835.08
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     MSSubClass + Condition2 + OverallCond + YearBuilt + PoolArea + 
##     ExterQual + GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + 
##     Condition1 + LotConfig + Functional + Exterior1st + BldgType + 
##     BsmtFinSF2 + GarageQual + BsmtFinType1 + GarageType + FullBath + 
##     LowQualFinSF + GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + 
##     LandContour + Fireplaces + GarageFinish + LandSlope + Street
## 
##                 Df   Deviance   AIC
## - MSSubClass     1 8.1916e+11 33834
## + MoSold         1 8.1740e+11 33834
## + HalfBath       1 8.1748e+11 33835
## + TotRmsAbvGrd   1 8.1752e+11 33835
## - BsmtFinSF1     1 8.1983e+11 33835
## + KitchenAbvGr   1 8.1773e+11 33835
## <none>             8.1892e+11 33835
## + HeatingQC      4 8.1461e+11 33835
## + BsmtCond       3 8.1579e+11 33835
## + Foundation     5 8.1368e+11 33836
## + MasVnrArea     1 8.1817e+11 33836
## + X1stFlrSF      1 8.1827e+11 33836
## + Fence          4 8.1493e+11 33836
## + ScreenPorch    1 8.1840e+11 33836
## + Utilities      1 8.1853e+11 33836
## + X2ndFlrSF      1 8.1861e+11 33837
## + BsmtFullBath   1 8.1863e+11 33837
## + X3SsnPorch     1 8.1868e+11 33837
## + WoodDeckSF     1 8.1875e+11 33837
## + CentralAir     1 8.1875e+11 33837
## - Street         1 8.2100e+11 33837
## + GarageYrBlt    1 8.1877e+11 33837
## + OpenPorchSF    1 8.1881e+11 33837
## - Fireplaces     1 8.2106e+11 33837
## + GarageArea     1 8.1882e+11 33837
## + EnclosedPorch  1 8.1884e+11 33837
## + MiscVal        1 8.1885e+11 33837
## + BsmtHalfBath   1 8.1886e+11 33837
## + LotFrontage    1 8.1889e+11 33837
## - GarageFinish   2 8.2226e+11 33837
## + Id             1 8.1892e+11 33837
## + LotShape       3 8.1680e+11 33837
## + PavedDrive     2 8.1792e+11 33837
## - LandSlope      2 8.2244e+11 33837
## + MasVnrType     3 8.1683e+11 33837
## + BsmtFinType2   5 8.1486e+11 33838
## - YearRemodAdd   1 8.2194e+11 33838
## - BedroomAbvGr   1 8.2230e+11 33839
## - BsmtFinType1   5 8.2685e+11 33839
## - GarageType     5 8.2697e+11 33839
## - MSZoning       4 8.2584e+11 33839
## - LandContour    3 8.2531e+11 33840
## + HouseStyle     7 8.1410e+11 33840
## + RoofStyle      5 8.1659e+11 33841
## - BsmtFinSF2     1 8.2340e+11 33841
## + Electrical     4 8.1793e+11 33841
## - FullBath       1 8.2362e+11 33841
## + SaleType       8 8.1364e+11 33842
## + ExterCond      4 8.1823e+11 33842
## + FireplaceQu    4 8.1832e+11 33842
## - GarageCond     4 8.2743e+11 33842
## + Heating        5 8.1778e+11 33843
## - Exterior1st   14 8.3940e+11 33843
## - LowQualFinSF   1 8.2482e+11 33844
## + Exterior2nd   14 8.1016e+11 33847
## - LotConfig      4 8.3133e+11 33849
## - Functional     6 8.3454e+11 33851
## - SaleCondition  5 8.3353e+11 33851
## - GarageQual     4 8.3250e+11 33851
## - BldgType       4 8.3314e+11 33852
## - Condition1     8 8.3850e+11 33854
## - GarageCars     1 8.3232e+11 33857
## - YearBuilt      1 8.3266e+11 33857
## - OverallQual    1 8.3663e+11 33864
## - BsmtUnfSF      1 8.3933e+11 33869
## - ExterQual      3 8.4360e+11 33872
## - PoolArea       1 8.4621e+11 33881
## - OverallCond    1 8.4626e+11 33881
## - LotArea        1 8.5065e+11 33889
## - KitchenQual    3 8.5415e+11 33891
## - TotalBsmtSF    1 8.5322e+11 33893
## - BsmtExposure   3 8.5895e+11 33899
## - BsmtQual       3 8.6145e+11 33903
## - Condition2     7 8.7671e+11 33921
## - GrLivArea      1 9.6858e+11 34078
## - Neighborhood  24 1.0252e+12 34115
## - RoofMatl       7 1.0092e+12 34126
## 
## Step:  AIC=33833.52
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     Condition2 + OverallCond + YearBuilt + PoolArea + ExterQual + 
##     GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + 
##     LotConfig + Functional + Exterior1st + BldgType + BsmtFinSF2 + 
##     GarageQual + BsmtFinType1 + GarageType + FullBath + LowQualFinSF + 
##     GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + 
##     Fireplaces + GarageFinish + LandSlope + Street
## 
##                 Df   Deviance   AIC
## + MoSold         1 8.1761e+11 33833
## + TotRmsAbvGrd   1 8.1785e+11 33833
## + KitchenAbvGr   1 8.1802e+11 33833
## <none>             8.1916e+11 33834
## + HalfBath       1 8.1806e+11 33834
## + Foundation     5 8.1371e+11 33834
## + HeatingQC      4 8.1488e+11 33834
## + BsmtCond       3 8.1604e+11 33834
## - BsmtFinSF1     1 8.2059e+11 33834
## + MasVnrArea     1 8.1838e+11 33834
## + Fence          4 8.1512e+11 33834
## + ScreenPorch    1 8.1864e+11 33835
## + Utilities      1 8.1881e+11 33835
## + BsmtFullBath   1 8.1886e+11 33835
## + X1stFlrSF      1 8.1889e+11 33835
## + X3SsnPorch     1 8.1890e+11 33835
## + MSSubClass     1 8.1892e+11 33835
## + WoodDeckSF     1 8.1899e+11 33835
## + CentralAir     1 8.1901e+11 33835
## + GarageYrBlt    1 8.1902e+11 33835
## - Street         1 8.2128e+11 33835
## - Fireplaces     1 8.2129e+11 33835
## + OpenPorchSF    1 8.1906e+11 33835
## + GarageArea     1 8.1907e+11 33835
## + EnclosedPorch  1 8.1908e+11 33835
## + MiscVal        1 8.1909e+11 33835
## + BsmtHalfBath   1 8.1909e+11 33835
## + X2ndFlrSF      1 8.1910e+11 33835
## + LotFrontage    1 8.1913e+11 33835
## + Id             1 8.1916e+11 33836
## - GarageFinish   2 8.2257e+11 33836
## + MasVnrType     3 8.1700e+11 33836
## + LotShape       3 8.1700e+11 33836
## + PavedDrive     2 8.1816e+11 33836
## - LandSlope      2 8.2279e+11 33836
## + BsmtFinType2   5 8.1517e+11 33836
## - YearRemodAdd   1 8.2237e+11 33837
## - BedroomAbvGr   1 8.2253e+11 33838
## - GarageType     5 8.2705e+11 33838
## - MSZoning       4 8.2604e+11 33838
## + HouseStyle     7 8.1412e+11 33839
## - BsmtFinType1   5 8.2773e+11 33839
## - LandContour    3 8.2555e+11 33839
## + RoofStyle      5 8.1675e+11 33839
## + Electrical     4 8.1814e+11 33840
## - FullBath       1 8.2396e+11 33840
## - BsmtFinSF2     1 8.2401e+11 33840
## + ExterCond      4 8.1846e+11 33840
## + SaleType       8 8.1403e+11 33840
## + FireplaceQu    4 8.1858e+11 33840
## - GarageCond     4 8.2775e+11 33841
## + Heating        5 8.1809e+11 33842
## - Exterior1st   14 8.3971e+11 33842
## - LowQualFinSF   1 8.2502e+11 33842
## + Exterior2nd   14 8.1052e+11 33846
## - LotConfig      4 8.3146e+11 33847
## - Functional     6 8.3463e+11 33849
## - SaleCondition  5 8.3381e+11 33849
## - GarageQual     4 8.3285e+11 33850
## - Condition1     8 8.3877e+11 33852
## - GarageCars     1 8.3271e+11 33855
## - YearBuilt      1 8.3329e+11 33856
## - OverallQual    1 8.3667e+11 33862
## - BsmtUnfSF      1 8.4085e+11 33870
## - ExterQual      3 8.4395e+11 33871
## - BldgType       4 8.4622e+11 33873
## - PoolArea       1 8.4633e+11 33879
## - OverallCond    1 8.4654e+11 33880
## - LotArea        1 8.5128e+11 33888
## - KitchenQual    3 8.5432e+11 33889
## - BsmtExposure   3 8.5921e+11 33897
## - BsmtQual       3 8.6272e+11 33903
## - TotalBsmtSF    1 8.6729e+11 33915
## - Condition2     7 8.7708e+11 33919
## - Neighborhood  24 1.0253e+12 34113
## - GrLivArea      1 9.9393e+11 34114
## - RoofMatl       7 1.0154e+12 34133
## 
## Step:  AIC=33832.74
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     Condition2 + OverallCond + YearBuilt + PoolArea + ExterQual + 
##     GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + 
##     LotConfig + Functional + Exterior1st + BldgType + BsmtFinSF2 + 
##     GarageQual + BsmtFinType1 + GarageType + FullBath + LowQualFinSF + 
##     GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + 
##     Fireplaces + GarageFinish + LandSlope + Street + MoSold
## 
##                 Df   Deviance   AIC
## + TotRmsAbvGrd   1 8.1643e+11 33833
## <none>             8.1761e+11 33833
## + KitchenAbvGr   1 8.1650e+11 33833
## + HalfBath       1 8.1659e+11 33833
## + HeatingQC      4 8.1329e+11 33833
## + BsmtCond       3 8.1453e+11 33833
## + MasVnrArea     1 8.1680e+11 33833
## - BsmtFinSF1     1 8.1908e+11 33833
## + Foundation     5 8.1241e+11 33833
## + Fence          4 8.1357e+11 33834
## - MoSold         1 8.1916e+11 33834
## + ScreenPorch    1 8.1707e+11 33834
## + Utilities      1 8.1717e+11 33834
## + X3SsnPorch     1 8.1730e+11 33834
## + BsmtFullBath   1 8.1730e+11 33834
## - Street         1 8.1962e+11 33834
## + WoodDeckSF     1 8.1738e+11 33834
## + X1stFlrSF      1 8.1739e+11 33834
## + MSSubClass     1 8.1740e+11 33834
## + GarageYrBlt    1 8.1745e+11 33834
## + CentralAir     1 8.1745e+11 33834
## + EnclosedPorch  1 8.1749e+11 33835
## + GarageArea     1 8.1750e+11 33835
## + MiscVal        1 8.1753e+11 33835
## + OpenPorchSF    1 8.1754e+11 33835
## + BsmtHalfBath   1 8.1756e+11 33835
## + X2ndFlrSF      1 8.1756e+11 33835
## + LotFrontage    1 8.1758e+11 33835
## + Id             1 8.1760e+11 33835
## - Fireplaces     1 8.1988e+11 33835
## + MasVnrType     3 8.1541e+11 33835
## - LandSlope      2 8.2105e+11 33835
## - GarageFinish   2 8.2106e+11 33835
## + LotShape       3 8.1547e+11 33835
## + PavedDrive     2 8.1663e+11 33835
## + BsmtFinType2   5 8.1359e+11 33836
## - MSZoning       4 8.2413e+11 33836
## - YearRemodAdd   1 8.2084e+11 33837
## - BedroomAbvGr   1 8.2086e+11 33837
## - GarageType     5 8.2562e+11 33837
## - BsmtFinType1   5 8.2596e+11 33838
## + HouseStyle     7 8.1269e+11 33838
## - LandContour    3 8.2403e+11 33838
## + RoofStyle      5 8.1513e+11 33838
## + Electrical     4 8.1654e+11 33839
## + SaleType       8 8.1214e+11 33839
## + ExterCond      4 8.1690e+11 33839
## - FullBath       1 8.2257e+11 33840
## - BsmtFinSF2     1 8.2261e+11 33840
## - GarageCond     4 8.2600e+11 33840
## + FireplaceQu    4 8.1700e+11 33840
## + Heating        5 8.1653e+11 33841
## - Exterior1st   14 8.3812e+11 33841
## - LowQualFinSF   1 8.2343e+11 33841
## + Exterior2nd   14 8.0880e+11 33845
## - LotConfig      4 8.2985e+11 33846
## - Functional     6 8.3323e+11 33848
## - GarageQual     4 8.3107e+11 33849
## - SaleCondition  5 8.3286e+11 33850
## - Condition1     8 8.3795e+11 33853
## - GarageCars     1 8.3108e+11 33855
## - YearBuilt      1 8.3179e+11 33856
## - OverallQual    1 8.3568e+11 33863
## - ExterQual      3 8.4185e+11 33869
## - BsmtUnfSF      1 8.3965e+11 33870
## - BldgType       4 8.4501e+11 33873
## - PoolArea       1 8.4457e+11 33878
## - OverallCond    1 8.4479e+11 33878
## - LotArea        1 8.4913e+11 33886
## - KitchenQual    3 8.5268e+11 33888
## - BsmtExposure   3 8.5740e+11 33896
## - BsmtQual       3 8.6014e+11 33901
## - TotalBsmtSF    1 8.6600e+11 33915
## - Condition2     7 8.7546e+11 33919
## - Neighborhood  24 1.0241e+12 34113
## - GrLivArea      1 9.9251e+11 34114
## - RoofMatl       7 1.0148e+12 34134
## 
## Step:  AIC=33832.65
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     Condition2 + OverallCond + YearBuilt + PoolArea + ExterQual + 
##     GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + 
##     LotConfig + Functional + Exterior1st + BldgType + BsmtFinSF2 + 
##     GarageQual + BsmtFinType1 + GarageType + FullBath + LowQualFinSF + 
##     GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + 
##     Fireplaces + GarageFinish + LandSlope + Street + MoSold + 
##     TotRmsAbvGrd
## 
##                 Df   Deviance   AIC
## + KitchenAbvGr   1 8.1478e+11 33832
## <none>             8.1643e+11 33833
## - TotRmsAbvGrd   1 8.1761e+11 33833
## + Foundation     5 8.1097e+11 33833
## + HalfBath       1 8.1543e+11 33833
## + Fence          4 8.1219e+11 33833
## - MoSold         1 8.1785e+11 33833
## + HeatingQC      4 8.1227e+11 33833
## + BsmtCond       3 8.1338e+11 33833
## + MasVnrArea     1 8.1563e+11 33833
## - BsmtFinSF1     1 8.1796e+11 33833
## + ScreenPorch    1 8.1582e+11 33834
## + Utilities      1 8.1596e+11 33834
## + X3SsnPorch     1 8.1608e+11 33834
## - Street         1 8.1833e+11 33834
## + MSSubClass     1 8.1615e+11 33834
## + BsmtFullBath   1 8.1618e+11 33834
## + X1stFlrSF      1 8.1620e+11 33834
## + WoodDeckSF     1 8.1624e+11 33834
## + GarageYrBlt    1 8.1625e+11 33834
## + CentralAir     1 8.1629e+11 33834
## + EnclosedPorch  1 8.1634e+11 33834
## + GarageArea     1 8.1635e+11 33835
## + MiscVal        1 8.1637e+11 33835
## + OpenPorchSF    1 8.1637e+11 33835
## - GarageFinish   2 8.1975e+11 33835
## + X2ndFlrSF      1 8.1639e+11 33835
## + BsmtHalfBath   1 8.1639e+11 33835
## + LotFrontage    1 8.1640e+11 33835
## + LotShape       3 8.1419e+11 33835
## + Id             1 8.1643e+11 33835
## - Fireplaces     1 8.1868e+11 33835
## + MasVnrType     3 8.1433e+11 33835
## + PavedDrive     2 8.1556e+11 33835
## - LandSlope      2 8.2006e+11 33835
## + BsmtFinType2   5 8.1245e+11 33836
## - YearRemodAdd   1 8.1950e+11 33836
## - GarageType     5 8.2432e+11 33837
## - MSZoning       4 8.2323e+11 33837
## - BsmtFinType1   5 8.2466e+11 33837
## + HouseStyle     7 8.1131e+11 33837
## + RoofStyle      5 8.1390e+11 33838
## - LandContour    3 8.2288e+11 33838
## - BedroomAbvGr   1 8.2078e+11 33838
## + Electrical     4 8.1541e+11 33839
## + SaleType       8 8.1107e+11 33839
## - GarageCond     4 8.2469e+11 33839
## - FullBath       1 8.2133e+11 33839
## + ExterCond      4 8.1573e+11 33839
## + FireplaceQu    4 8.1575e+11 33839
## - BsmtFinSF2     1 8.2156e+11 33840
## + Heating        5 8.1535e+11 33841
## - Exterior1st   14 8.3688e+11 33841
## - LowQualFinSF   1 8.2216e+11 33841
## + Exterior2nd   14 8.0736e+11 33844
## - LotConfig      4 8.2875e+11 33847
## - GarageQual     4 8.2955e+11 33848
## - Functional     6 8.3207e+11 33848
## - SaleCondition  5 8.3155e+11 33849
## - Condition1     8 8.3644e+11 33852
## - GarageCars     1 8.2972e+11 33854
## - YearBuilt      1 8.3098e+11 33856
## - OverallQual    1 8.3453e+11 33863
## - ExterQual      3 8.3987e+11 33868
## - BsmtUnfSF      1 8.3882e+11 33870
## - BldgType       4 8.4370e+11 33873
## - PoolArea       1 8.4387e+11 33879
## - OverallCond    1 8.4388e+11 33879
## - LotArea        1 8.4748e+11 33885
## - KitchenQual    3 8.5130e+11 33888
## - BsmtExposure   3 8.5662e+11 33897
## - BsmtQual       3 8.5834e+11 33900
## - TotalBsmtSF    1 8.6569e+11 33916
## - Condition2     7 8.7310e+11 33917
## - GrLivArea      1 9.2191e+11 34008
## - Neighborhood  24 1.0233e+12 34114
## - RoofMatl       7 1.0143e+12 34135
## 
## Step:  AIC=33831.7
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     Condition2 + OverallCond + YearBuilt + PoolArea + ExterQual + 
##     GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + 
##     LotConfig + Functional + Exterior1st + BldgType + BsmtFinSF2 + 
##     GarageQual + BsmtFinType1 + GarageType + FullBath + LowQualFinSF + 
##     GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + 
##     Fireplaces + GarageFinish + LandSlope + Street + MoSold + 
##     TotRmsAbvGrd + KitchenAbvGr
## 
##                 Df   Deviance   AIC
## + Foundation     5 8.0921e+11 33832
## <none>             8.1478e+11 33832
## + Fence          4 8.1052e+11 33832
## + HalfBath       1 8.1389e+11 33832
## + BsmtCond       3 8.1166e+11 33832
## - MoSold         1 8.1613e+11 33832
## + HeatingQC      4 8.1076e+11 33832
## + ScreenPorch    1 8.1414e+11 33833
## + MasVnrArea     1 8.1415e+11 33833
## - KitchenAbvGr   1 8.1643e+11 33833
## - TotRmsAbvGrd   1 8.1650e+11 33833
## + Utilities      1 8.1430e+11 33833
## - BsmtFinSF1     1 8.1656e+11 33833
## + MSSubClass     1 8.1441e+11 33833
## + X3SsnPorch     1 8.1445e+11 33833
## + BsmtFullBath   1 8.1449e+11 33833
## + GarageYrBlt    1 8.1455e+11 33833
## + X1stFlrSF      1 8.1458e+11 33833
## + WoodDeckSF     1 8.1458e+11 33833
## + CentralAir     1 8.1458e+11 33833
## - GarageFinish   2 8.1800e+11 33833
## - Fireplaces     1 8.1692e+11 33834
## + EnclosedPorch  1 8.1469e+11 33834
## + GarageArea     1 8.1470e+11 33834
## + MiscVal        1 8.1471e+11 33834
## + OpenPorchSF    1 8.1471e+11 33834
## + BsmtHalfBath   1 8.1474e+11 33834
## + LotFrontage    1 8.1475e+11 33834
## + X2ndFlrSF      1 8.1476e+11 33834
## + LotShape       3 8.1255e+11 33834
## + Id             1 8.1478e+11 33834
## - Street         1 8.1715e+11 33834
## + PavedDrive     2 8.1380e+11 33834
## - LandSlope      2 8.1837e+11 33834
## + MasVnrType     3 8.1280e+11 33834
## + BsmtFinType2   5 8.1080e+11 33835
## - YearRemodAdd   1 8.1781e+11 33835
## - MSZoning       4 8.2133e+11 33835
## - GarageType     5 8.2263e+11 33836
## + HouseStyle     7 8.0978e+11 33837
## - BsmtFinType1   5 8.2338e+11 33837
## - LandContour    3 8.2112e+11 33837
## + RoofStyle      5 8.1221e+11 33837
## + Electrical     4 8.1342e+11 33837
## - GarageCond     4 8.2271e+11 33838
## + SaleType       8 8.0953e+11 33838
## + FireplaceQu    4 8.1413e+11 33839
## + ExterCond      4 8.1414e+11 33839
## - BedroomAbvGr   1 8.1981e+11 33839
## - BsmtFinSF2     1 8.1990e+11 33839
## - FullBath       1 8.2022e+11 33839
## + Heating        5 8.1370e+11 33840
## - Exterior1st   14 8.3516e+11 33840
## - LowQualFinSF   1 8.2090e+11 33841
## + Exterior2nd   14 8.0623e+11 33844
## - LotConfig      4 8.2683e+11 33845
## - GarageQual     4 8.2771e+11 33847
## - Functional     6 8.3010e+11 33847
## - SaleCondition  5 8.2951e+11 33848
## - BldgType       4 8.2861e+11 33848
## - Condition1     8 8.3446e+11 33851
## - GarageCars     1 8.2813e+11 33853
## - YearBuilt      1 8.2841e+11 33854
## - OverallQual    1 8.3224e+11 33861
## - ExterQual      3 8.3844e+11 33867
## - BsmtUnfSF      1 8.3690e+11 33869
## - OverallCond    1 8.4179e+11 33877
## - PoolArea       1 8.4241e+11 33878
## - LotArea        1 8.4493e+11 33883
## - KitchenQual    3 8.4940e+11 33886
## - BsmtExposure   3 8.5372e+11 33894
## - BsmtQual       3 8.5714e+11 33900
## - Condition2     7 8.7052e+11 33914
## - TotalBsmtSF    1 8.6430e+11 33916
## - GrLivArea      1 9.2023e+11 34007
## - Neighborhood  24 1.0195e+12 34111
## - RoofMatl       7 1.0130e+12 34136
## 
## Step:  AIC=33831.67
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtFinSF1 + BsmtExposure + 
##     Condition2 + OverallCond + YearBuilt + PoolArea + ExterQual + 
##     GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + 
##     LotConfig + Functional + Exterior1st + BldgType + BsmtFinSF2 + 
##     GarageQual + BsmtFinType1 + GarageType + FullBath + LowQualFinSF + 
##     GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + 
##     Fireplaces + GarageFinish + LandSlope + Street + MoSold + 
##     TotRmsAbvGrd + KitchenAbvGr + Foundation
## 
##                 Df   Deviance   AIC
## - BsmtFinSF1     1 8.0954e+11 33830
## + HalfBath       1 8.0760e+11 33831
## + BsmtCond       3 8.0552e+11 33831
## - MoSold         1 8.1029e+11 33832
## <none>             8.0921e+11 33832
## - Foundation     5 8.1478e+11 33832
## + HeatingQC      4 8.0489e+11 33832
## + Fence          4 8.0499e+11 33832
## - BsmtFinType1   5 8.1522e+11 33832
## - Fireplaces     1 8.1077e+11 33832
## + X1stFlrSF      1 8.0859e+11 33833
## + ScreenPorch    1 8.0859e+11 33833
## + X3SsnPorch     1 8.0865e+11 33833
## + Utilities      1 8.0867e+11 33833
## + MasVnrArea     1 8.0875e+11 33833
## - KitchenAbvGr   1 8.1097e+11 33833
## + X2ndFlrSF      1 8.0892e+11 33833
## + WoodDeckSF     1 8.0893e+11 33833
## + CentralAir     1 8.0897e+11 33833
## + BsmtFullBath   1 8.0902e+11 33833
## + GarageYrBlt    1 8.0903e+11 33833
## - TotRmsAbvGrd   1 8.1125e+11 33833
## + MSSubClass     1 8.0911e+11 33833
## + MiscVal        1 8.0913e+11 33834
## + EnclosedPorch  1 8.0914e+11 33834
## - GarageFinish   2 8.1248e+11 33834
## + OpenPorchSF    1 8.0916e+11 33834
## + GarageArea     1 8.0916e+11 33834
## + BsmtHalfBath   1 8.0916e+11 33834
## + LotFrontage    1 8.0918e+11 33834
## + Id             1 8.0921e+11 33834
## - Street         1 8.1145e+11 33834
## - LandSlope      2 8.1266e+11 33834
## + LotShape       3 8.0712e+11 33834
## + PavedDrive     2 8.0833e+11 33834
## + MasVnrType     3 8.0750e+11 33835
## + BsmtFinType2   5 8.0533e+11 33835
## - YearRemodAdd   1 8.1244e+11 33835
## - MSZoning       4 8.1579e+11 33835
## + HouseStyle     7 8.0428e+11 33837
## - GarageType     5 8.1779e+11 33837
## + Electrical     4 8.0783e+11 33837
## - LandContour    3 8.1569e+11 33837
## - BsmtFinSF2     1 8.1362e+11 33838
## + RoofStyle      5 8.0698e+11 33838
## + SaleType       8 8.0400e+11 33838
## + ExterCond      4 8.0851e+11 33838
## + FireplaceQu    4 8.0851e+11 33838
## - GarageCond     4 8.1753e+11 33839
## - FullBath       1 8.1422e+11 33839
## - Exterior1st   14 8.2887e+11 33839
## - BedroomAbvGr   1 8.1454e+11 33839
## + Heating        5 8.0792e+11 33839
## - LowQualFinSF   1 8.1600e+11 33842
## + Exterior2nd   14 8.0040e+11 33844
## - LotConfig      4 8.2076e+11 33844
## - GarageQual     4 8.2263e+11 33848
## - Functional     6 8.2491e+11 33848
## - YearBuilt      1 8.1943e+11 33848
## - SaleCondition  5 8.2419e+11 33848
## - BldgType       4 8.2356e+11 33849
## - Condition1     8 8.2866e+11 33850
## - GarageCars     1 8.2244e+11 33853
## - BsmtUnfSF      1 8.2743e+11 33862
## - OverallQual    1 8.2783e+11 33863
## - ExterQual      3 8.3143e+11 33865
## - OverallCond    1 8.3564e+11 33877
## - PoolArea       1 8.3668e+11 33878
## - LotArea        1 8.4038e+11 33885
## - KitchenQual    3 8.4286e+11 33885
## - BsmtExposure   3 8.4709e+11 33892
## - BsmtQual       3 8.4915e+11 33896
## - Condition2     7 8.6537e+11 33916
## - TotalBsmtSF    1 8.5950e+11 33918
## - GrLivArea      1 9.1203e+11 34004
## - Neighborhood  24 1.0104e+12 34108
## - RoofMatl       7 1.0087e+12 34139
## 
## Step:  AIC=33830.27
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtExposure + Condition2 + 
##     OverallCond + YearBuilt + PoolArea + ExterQual + GarageCars + 
##     SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + LotConfig + 
##     Functional + Exterior1st + BldgType + BsmtFinSF2 + GarageQual + 
##     BsmtFinType1 + GarageType + FullBath + LowQualFinSF + GarageCond + 
##     MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + Fireplaces + 
##     GarageFinish + LandSlope + Street + MoSold + TotRmsAbvGrd + 
##     KitchenAbvGr + Foundation
## 
##                 Df   Deviance   AIC
## + BsmtCond       3 8.0589e+11 33830
## + HalfBath       1 8.0816e+11 33830
## - MoSold         1 8.1059e+11 33830
## <none>             8.0954e+11 33830
## + HeatingQC      4 8.0518e+11 33830
## + Fence          4 8.0524e+11 33831
## - Fireplaces     1 8.1106e+11 33831
## + ScreenPorch    1 8.0893e+11 33831
## + X3SsnPorch     1 8.0896e+11 33831
## - KitchenAbvGr   1 8.1122e+11 33831
## + Utilities      1 8.0901e+11 33831
## + MasVnrArea     1 8.0910e+11 33831
## + BsmtFinSF1     1 8.0921e+11 33832
## + WoodDeckSF     1 8.0925e+11 33832
## + CentralAir     1 8.0926e+11 33832
## + X1stFlrSF      1 8.0926e+11 33832
## + MSSubClass     1 8.0933e+11 33832
## - TotRmsAbvGrd   1 8.1155e+11 33832
## + GarageYrBlt    1 8.0935e+11 33832
## + BsmtFullBath   1 8.0941e+11 33832
## + X2ndFlrSF      1 8.0943e+11 33832
## + EnclosedPorch  1 8.0946e+11 33832
## + MiscVal        1 8.0947e+11 33832
## + BsmtHalfBath   1 8.0949e+11 33832
## + GarageArea     1 8.0949e+11 33832
## + OpenPorchSF    1 8.0950e+11 33832
## + LotFrontage    1 8.0951e+11 33832
## - Street         1 8.1173e+11 33832
## - GarageFinish   2 8.1286e+11 33832
## + Id             1 8.0954e+11 33832
## - LandSlope      2 8.1289e+11 33832
## - BsmtFinType1   5 8.1625e+11 33832
## + LotShape       3 8.0746e+11 33833
## + PavedDrive     2 8.0860e+11 33833
## - Foundation     5 8.1656e+11 33833
## + MasVnrType     3 8.0787e+11 33833
## + BsmtFinType2   5 8.0581e+11 33834
## - MSZoning       4 8.1601e+11 33834
## - YearRemodAdd   1 8.1276e+11 33834
## + HouseStyle     7 8.0445e+11 33835
## - GarageType     5 8.1797e+11 33835
## - BsmtFinSF2     1 8.1363e+11 33836
## + Electrical     4 8.0808e+11 33836
## - LandContour    3 8.1603e+11 33836
## + RoofStyle      5 8.0728e+11 33836
## + SaleType       8 8.0441e+11 33837
## + ExterCond      4 8.0885e+11 33837
## + FireplaceQu    4 8.0886e+11 33837
## - GarageCond     4 8.1790e+11 33837
## - FullBath       1 8.1467e+11 33837
## + Heating        5 8.0814e+11 33838
## - BedroomAbvGr   1 8.1520e+11 33838
## - Exterior1st   14 8.2989e+11 33839
## - LowQualFinSF   1 8.1630e+11 33840
## + Exterior2nd   14 8.0076e+11 33842
## - LotConfig      4 8.2113e+11 33843
## - Functional     6 8.2509e+11 33846
## - GarageQual     4 8.2299e+11 33846
## - YearBuilt      1 8.1996e+11 33847
## - SaleCondition  5 8.2466e+11 33847
## - BldgType       4 8.2383e+11 33848
## - Condition1     8 8.2899e+11 33849
## - GarageCars     1 8.2276e+11 33852
## - OverallQual    1 8.2810e+11 33861
## - ExterQual      3 8.3179e+11 33864
## - BsmtUnfSF      1 8.3252e+11 33869
## - OverallCond    1 8.3572e+11 33875
## - PoolArea       1 8.3713e+11 33877
## - KitchenQual    3 8.4307e+11 33884
## - LotArea        1 8.4188e+11 33885
## - BsmtExposure   3 8.4827e+11 33892
## - BsmtQual       3 8.4940e+11 33894
## - Condition2     7 8.6565e+11 33914
## - TotalBsmtSF    1 8.8337e+11 33956
## - GrLivArea      1 9.1297e+11 34004
## - Neighborhood  24 1.0112e+12 34107
## - RoofMatl       7 1.0099e+12 34139
## 
## Step:  AIC=33829.68
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtExposure + Condition2 + 
##     OverallCond + YearBuilt + PoolArea + ExterQual + GarageCars + 
##     SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + LotConfig + 
##     Functional + Exterior1st + BldgType + BsmtFinSF2 + GarageQual + 
##     BsmtFinType1 + GarageType + FullBath + LowQualFinSF + GarageCond + 
##     MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + Fireplaces + 
##     GarageFinish + LandSlope + Street + MoSold + TotRmsAbvGrd + 
##     KitchenAbvGr + Foundation + BsmtCond
## 
##                 Df   Deviance   AIC
## + HalfBath       1 8.0467e+11 33829
## - MoSold         1 8.0690e+11 33830
## <none>             8.0589e+11 33830
## + Fence          4 8.0158e+11 33830
## + HeatingQC      4 8.0163e+11 33830
## - BsmtCond       3 8.0954e+11 33830
## - Fireplaces     1 8.0748e+11 33831
## - BsmtFinType1   5 8.1195e+11 33831
## + Utilities      1 8.0534e+11 33831
## + ScreenPorch    1 8.0539e+11 33831
## + X3SsnPorch     1 8.0540e+11 33831
## - KitchenAbvGr   1 8.0766e+11 33831
## + CentralAir     1 8.0549e+11 33831
## + MasVnrArea     1 8.0551e+11 33831
## + BsmtFinSF1     1 8.0552e+11 33831
## + X1stFlrSF      1 8.0557e+11 33831
## + WoodDeckSF     1 8.0560e+11 33831
## - TotRmsAbvGrd   1 8.0788e+11 33831
## + MSSubClass     1 8.0568e+11 33831
## + LotShape       3 8.0354e+11 33831
## + GarageYrBlt    1 8.0575e+11 33831
## + BsmtFullBath   1 8.0578e+11 33831
## + X2ndFlrSF      1 8.0579e+11 33831
## - Street         1 8.0802e+11 33832
## + MiscVal        1 8.0582e+11 33832
## + GarageArea     1 8.0585e+11 33832
## + OpenPorchSF    1 8.0586e+11 33832
## + EnclosedPorch  1 8.0587e+11 33832
## + BsmtHalfBath   1 8.0587e+11 33832
## + LotFrontage    1 8.0588e+11 33832
## + Id             1 8.0589e+11 33832
## + PavedDrive     2 8.0493e+11 33832
## - GarageFinish   2 8.0956e+11 33832
## - MSZoning       4 8.1185e+11 33832
## + BsmtFinType2   5 8.0194e+11 33833
## - LandSlope      2 8.0970e+11 33833
## + MasVnrType     3 8.0430e+11 33833
## + HouseStyle     7 8.0028e+11 33833
## - YearRemodAdd   1 8.0913e+11 33834
## - Foundation     5 8.1360e+11 33834
## - BsmtFinSF2     1 8.0950e+11 33834
## - GarageType     5 8.1427e+11 33835
## + Electrical     4 8.0442e+11 33835
## + RoofStyle      5 8.0343e+11 33835
## - LandContour    3 8.1237e+11 33835
## + SaleType       8 8.0057e+11 33836
## - GarageCond     4 8.1384e+11 33836
## + FireplaceQu    4 8.0519e+11 33836
## + ExterCond      4 8.0544e+11 33837
## + Heating        5 8.0442e+11 33837
## - BedroomAbvGr   1 8.1164e+11 33838
## - FullBath       1 8.1179e+11 33838
## - Exterior1st   14 8.2679e+11 33839
## - LowQualFinSF   1 8.1243e+11 33839
## + Exterior2nd   14 7.9724e+11 33842
## - LotConfig      4 8.1789e+11 33843
## - BldgType       4 8.1921e+11 33846
## - GarageQual     4 8.1926e+11 33846
## - YearBuilt      1 8.1616e+11 33846
## - Functional     6 8.2255e+11 33848
## - SaleCondition  5 8.2171e+11 33848
## - Condition1     8 8.2545e+11 33849
## - GarageCars     1 8.1941e+11 33852
## - ExterQual      3 8.2711e+11 33862
## - OverallQual    1 8.2533e+11 33862
## - BsmtUnfSF      1 8.2966e+11 33870
## - OverallCond    1 8.3252e+11 33875
## - PoolArea       1 8.3256e+11 33875
## - KitchenQual    3 8.3969e+11 33884
## - LotArea        1 8.3954e+11 33887
## - BsmtExposure   3 8.4314e+11 33890
## - BsmtQual       3 8.4589e+11 33894
## - Condition2     7 8.6227e+11 33914
## - TotalBsmtSF    1 8.8020e+11 33956
## - GrLivArea      1 9.0730e+11 34001
## - Neighborhood  24 1.0074e+12 34108
## - RoofMatl       7 1.0061e+12 34140
## 
## Step:  AIC=33829.45
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtExposure + Condition2 + 
##     OverallCond + YearBuilt + PoolArea + ExterQual + GarageCars + 
##     SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + LotConfig + 
##     Functional + Exterior1st + BldgType + BsmtFinSF2 + GarageQual + 
##     BsmtFinType1 + GarageType + FullBath + LowQualFinSF + GarageCond + 
##     MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + Fireplaces + 
##     GarageFinish + LandSlope + Street + MoSold + TotRmsAbvGrd + 
##     KitchenAbvGr + Foundation + BsmtCond + HalfBath
## 
##                 Df   Deviance   AIC
## - MoSold         1 8.0558e+11 33829
## + Fence          4 8.0021e+11 33829
## <none>             8.0467e+11 33829
## + HeatingQC      4 8.0030e+11 33830
## - HalfBath       1 8.0589e+11 33830
## - BsmtCond       3 8.0816e+11 33830
## + BsmtFinSF1     1 8.0406e+11 33830
## - Fireplaces     1 8.0627e+11 33830
## - KitchenAbvGr   1 8.0629e+11 33830
## + MSSubClass     1 8.0410e+11 33830
## + X3SsnPorch     1 8.0412e+11 33830
## + Utilities      1 8.0415e+11 33831
## + ScreenPorch    1 8.0424e+11 33831
## + MasVnrArea     1 8.0426e+11 33831
## + CentralAir     1 8.0434e+11 33831
## + WoodDeckSF     1 8.0437e+11 33831
## - BsmtFinType1   5 8.1104e+11 33831
## - TotRmsAbvGrd   1 8.0663e+11 33831
## + LotShape       3 8.0229e+11 33831
## - MSZoning       4 8.1005e+11 33831
## + BsmtFullBath   1 8.0454e+11 33831
## + GarageYrBlt    1 8.0455e+11 33831
## - Street         1 8.0677e+11 33831
## + MiscVal        1 8.0459e+11 33831
## + OpenPorchSF    1 8.0460e+11 33831
## + X1stFlrSF      1 8.0464e+11 33831
## + EnclosedPorch  1 8.0465e+11 33831
## + LotFrontage    1 8.0465e+11 33831
## + BsmtHalfBath   1 8.0466e+11 33831
## + GarageArea     1 8.0466e+11 33831
## + X2ndFlrSF      1 8.0466e+11 33831
## + Id             1 8.0467e+11 33831
## + PavedDrive     2 8.0367e+11 33832
## - LandSlope      2 8.0817e+11 33832
## + MasVnrType     3 8.0285e+11 33832
## - GarageFinish   2 8.0844e+11 33832
## + BsmtFinType2   5 8.0080e+11 33832
## - YearRemodAdd   1 8.0784e+11 33833
## + HouseStyle     7 7.9931e+11 33834
## - BsmtFinSF2     1 8.0831e+11 33834
## - GarageType     5 8.1309e+11 33835
## + Electrical     4 8.0323e+11 33835
## + RoofStyle      5 8.0213e+11 33835
## - Foundation     5 8.1331e+11 33835
## - LandContour    3 8.1121e+11 33835
## - GarageCond     4 8.1242e+11 33835
## + SaleType       8 7.9925e+11 33836
## + FireplaceQu    4 8.0400e+11 33836
## + ExterCond      4 8.0422e+11 33837
## + Heating        5 8.0322e+11 33837
## - BedroomAbvGr   1 8.1043e+11 33838
## - Exterior1st   14 8.2541e+11 33839
## - LowQualFinSF   1 8.1087e+11 33839
## - FullBath       1 8.1176e+11 33840
## + Exterior2nd   14 7.9628e+11 33842
## - LotConfig      4 8.1674e+11 33843
## - YearBuilt      1 8.1369e+11 33844
## - BldgType       4 8.1775e+11 33845
## - Functional     6 8.2017e+11 33845
## - GarageQual     4 8.1795e+11 33845
## - SaleCondition  5 8.2006e+11 33847
## - Condition1     8 8.2426e+11 33849
## - GarageCars     1 8.1819e+11 33852
## - ExterQual      3 8.2524e+11 33860
## - OverallQual    1 8.2431e+11 33863
## - BsmtUnfSF      1 8.2819e+11 33870
## - PoolArea       1 8.3148e+11 33875
## - OverallCond    1 8.3153e+11 33875
## - KitchenQual    3 8.3724e+11 33881
## - LotArea        1 8.3902e+11 33888
## - BsmtExposure   3 8.4239e+11 33890
## - BsmtQual       3 8.4497e+11 33895
## - Condition2     7 8.6107e+11 33914
## - TotalBsmtSF    1 8.7763e+11 33954
## - GrLivArea      1 8.8095e+11 33960
## - Neighborhood  24 1.0041e+12 34105
## - RoofMatl       7 1.0056e+12 34141
## 
## Step:  AIC=33829.12
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtExposure + Condition2 + 
##     OverallCond + YearBuilt + PoolArea + ExterQual + GarageCars + 
##     SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + LotConfig + 
##     Functional + Exterior1st + BldgType + BsmtFinSF2 + GarageQual + 
##     BsmtFinType1 + GarageType + FullBath + LowQualFinSF + GarageCond + 
##     MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + Fireplaces + 
##     GarageFinish + LandSlope + Street + TotRmsAbvGrd + KitchenAbvGr + 
##     Foundation + BsmtCond + HalfBath
## 
##                 Df   Deviance   AIC
## + Fence          4 8.0112e+11 33829
## <none>             8.0558e+11 33829
## + HeatingQC      4 8.0125e+11 33829
## + MoSold         1 8.0467e+11 33829
## - HalfBath       1 8.0690e+11 33830
## - BsmtCond       3 8.0912e+11 33830
## - Fireplaces     1 8.0709e+11 33830
## + MSSubClass     1 8.0497e+11 33830
## + BsmtFinSF1     1 8.0501e+11 33830
## - KitchenAbvGr   1 8.0728e+11 33830
## + X3SsnPorch     1 8.0509e+11 33830
## + Utilities      1 8.0514e+11 33830
## + ScreenPorch    1 8.0517e+11 33830
## + MasVnrArea     1 8.0520e+11 33830
## + CentralAir     1 8.0527e+11 33831
## + WoodDeckSF     1 8.0533e+11 33831
## + LotShape       3 8.0319e+11 33831
## + BsmtFullBath   1 8.0546e+11 33831
## + GarageYrBlt    1 8.0548e+11 33831
## + OpenPorchSF    1 8.0549e+11 33831
## - TotRmsAbvGrd   1 8.0771e+11 33831
## + MiscVal        1 8.0551e+11 33831
## - BsmtFinType1   5 8.1219e+11 33831
## + X1stFlrSF      1 8.0555e+11 33831
## + LotFrontage    1 8.0556e+11 33831
## + BsmtHalfBath   1 8.0557e+11 33831
## - Street         1 8.0778e+11 33831
## + EnclosedPorch  1 8.0557e+11 33831
## + GarageArea     1 8.0558e+11 33831
## + Id             1 8.0558e+11 33831
## + X2ndFlrSF      1 8.0558e+11 33831
## - MSZoning       4 8.1119e+11 33831
## + PavedDrive     2 8.0458e+11 33831
## - LandSlope      2 8.0922e+11 33832
## - GarageFinish   2 8.0931e+11 33832
## + MasVnrType     3 8.0379e+11 33832
## + BsmtFinType2   5 8.0172e+11 33832
## - YearRemodAdd   1 8.0873e+11 33833
## + HouseStyle     7 8.0016e+11 33833
## - BsmtFinSF2     1 8.0912e+11 33834
## - GarageType     5 8.1392e+11 33834
## + Electrical     4 8.0411e+11 33834
## + RoofStyle      5 8.0311e+11 33835
## - LandContour    3 8.1211e+11 33835
## - Foundation     5 8.1454e+11 33835
## - GarageCond     4 8.1346e+11 33835
## + SaleType       8 8.0042e+11 33836
## + FireplaceQu    4 8.0492e+11 33836
## + ExterCond      4 8.0514e+11 33836
## + Heating        5 8.0414e+11 33837
## - BedroomAbvGr   1 8.1156e+11 33838
## - Exterior1st   14 8.2638e+11 33838
## - LowQualFinSF   1 8.1183e+11 33838
## - FullBath       1 8.1259e+11 33840
## + Exterior2nd   14 7.9733e+11 33842
## - LotConfig      4 8.1769e+11 33843
## - YearBuilt      1 8.1454e+11 33843
## - BldgType       4 8.1836e+11 33844
## - Functional     6 8.2091e+11 33845
## - GarageQual     4 8.1901e+11 33845
## - SaleCondition  5 8.2052e+11 33846
## - Condition1     8 8.2465e+11 33847
## - GarageCars     1 8.1915e+11 33852
## - ExterQual      3 8.2645e+11 33860
## - OverallQual    1 8.2481e+11 33862
## - BsmtUnfSF      1 8.2884e+11 33869
## - PoolArea       1 8.3256e+11 33875
## - OverallCond    1 8.3267e+11 33875
## - KitchenQual    3 8.3816e+11 33881
## - LotArea        1 8.4041e+11 33889
## - BsmtExposure   3 8.4351e+11 33890
## - BsmtQual       3 8.4665e+11 33896
## - Condition2     7 8.6200e+11 33914
## - TotalBsmtSF    1 8.7887e+11 33954
## - GrLivArea      1 8.8124e+11 33958
## - Neighborhood  24 1.0047e+12 34104
## - RoofMatl       7 1.0060e+12 34139
## 
## Step:  AIC=33829
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtExposure + Condition2 + 
##     OverallCond + YearBuilt + PoolArea + ExterQual + GarageCars + 
##     SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + LotConfig + 
##     Functional + Exterior1st + BldgType + BsmtFinSF2 + GarageQual + 
##     BsmtFinType1 + GarageType + FullBath + LowQualFinSF + GarageCond + 
##     MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + Fireplaces + 
##     GarageFinish + LandSlope + Street + TotRmsAbvGrd + KitchenAbvGr + 
##     Foundation + BsmtCond + HalfBath + Fence
## 
##                 Df   Deviance   AIC
## + HeatingQC      4 7.9667e+11 33829
## <none>             8.0112e+11 33829
## - Fence          4 8.0558e+11 33829
## + MoSold         1 8.0021e+11 33829
## - BsmtCond       3 8.0466e+11 33829
## - HalfBath       1 8.0257e+11 33830
## - Fireplaces     1 8.0265e+11 33830
## + MSSubClass     1 8.0059e+11 33830
## + BsmtFinSF1     1 8.0063e+11 33830
## + X3SsnPorch     1 8.0064e+11 33830
## + Utilities      1 8.0064e+11 33830
## + MasVnrArea     1 8.0068e+11 33830
## - KitchenAbvGr   1 8.0288e+11 33830
## + LotShape       3 7.9858e+11 33830
## + ScreenPorch    1 8.0080e+11 33830
## + WoodDeckSF     1 8.0080e+11 33830
## + CentralAir     1 8.0082e+11 33830
## + PavedDrive     2 7.9985e+11 33831
## + GarageYrBlt    1 8.0097e+11 33831
## + BsmtFullBath   1 8.0098e+11 33831
## + MiscVal        1 8.0104e+11 33831
## + OpenPorchSF    1 8.0106e+11 33831
## + X1stFlrSF      1 8.0106e+11 33831
## + LotFrontage    1 8.0110e+11 33831
## - Street         1 8.0330e+11 33831
## + EnclosedPorch  1 8.0111e+11 33831
## + GarageArea     1 8.0111e+11 33831
## + BsmtHalfBath   1 8.0111e+11 33831
## + Id             1 8.0112e+11 33831
## + X2ndFlrSF      1 8.0112e+11 33831
## - TotRmsAbvGrd   1 8.0350e+11 33831
## - BsmtFinType1   5 8.0793e+11 33831
## - LandSlope      2 8.0465e+11 33831
## - GarageFinish   2 8.0470e+11 33832
## + BsmtFinType2   5 7.9704e+11 33832
## - MSZoning       4 8.0694e+11 33832
## + MasVnrType     3 7.9957e+11 33832
## + HouseStyle     7 7.9538e+11 33833
## - YearRemodAdd   1 8.0442e+11 33833
## - GarageType     5 8.0903e+11 33833
## - BsmtFinSF2     1 8.0465e+11 33833
## + Electrical     4 7.9937e+11 33834
## - LandContour    3 8.0747e+11 33835
## + RoofStyle      5 7.9884e+11 33835
## - Foundation     5 8.1004e+11 33835
## + FireplaceQu    4 8.0042e+11 33836
## + SaleType       8 7.9614e+11 33836
## + ExterCond      4 8.0075e+11 33836
## + Heating        5 7.9976e+11 33837
## - GarageCond     4 8.0971e+11 33837
## - Exterior1st   14 8.2173e+11 33838
## - LowQualFinSF   1 8.0756e+11 33839
## - BedroomAbvGr   1 8.0757e+11 33839
## - FullBath       1 8.0798e+11 33839
## - YearBuilt      1 8.0982e+11 33843
## - LotConfig      4 8.1320e+11 33843
## + Exterior2nd   14 7.9341e+11 33843
## - BldgType       4 8.1325e+11 33843
## - Functional     6 8.1623e+11 33844
## - SaleCondition  5 8.1591e+11 33846
## - GarageQual     4 8.1564e+11 33847
## - Condition1     8 8.2086e+11 33849
## - GarageCars     1 8.1488e+11 33852
## - ExterQual      3 8.2194e+11 33860
## - OverallQual    1 8.2155e+11 33864
## - BsmtUnfSF      1 8.2430e+11 33869
## - OverallCond    1 8.2825e+11 33876
## - PoolArea       1 8.3052e+11 33880
## - KitchenQual    3 8.3313e+11 33880
## - LotArea        1 8.3624e+11 33890
## - BsmtExposure   3 8.3866e+11 33890
## - BsmtQual       3 8.4130e+11 33894
## - Condition2     7 8.5784e+11 33915
## - TotalBsmtSF    1 8.7325e+11 33953
## - GrLivArea      1 8.7661e+11 33958
## - Neighborhood  24 9.9675e+11 34100
## - RoofMatl       7 1.0039e+12 34144
## 
## Step:  AIC=33828.87
## SalePrice ~ OverallQual + Neighborhood + GrLivArea + BsmtQual + 
##     LotArea + KitchenQual + RoofMatl + BsmtExposure + Condition2 + 
##     OverallCond + YearBuilt + PoolArea + ExterQual + GarageCars + 
##     SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + LotConfig + 
##     Functional + Exterior1st + BldgType + BsmtFinSF2 + GarageQual + 
##     BsmtFinType1 + GarageType + FullBath + LowQualFinSF + GarageCond + 
##     MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + Fireplaces + 
##     GarageFinish + LandSlope + Street + TotRmsAbvGrd + KitchenAbvGr + 
##     Foundation + BsmtCond + HalfBath + Fence + HeatingQC
## 
##                 Df   Deviance   AIC
## <none>             7.9667e+11 33829
## - HeatingQC      4 8.0112e+11 33829
## - BsmtCond       3 8.0009e+11 33829
## + MoSold         1 7.9572e+11 33829
## - Fireplaces     1 7.9794e+11 33829
## - Fence          4 8.0125e+11 33829
## - HalfBath       1 7.9825e+11 33830
## - KitchenAbvGr   1 7.9825e+11 33830
## + MSSubClass     1 7.9612e+11 33830
## + BsmtFinSF1     1 7.9620e+11 33830
## + MasVnrArea     1 7.9623e+11 33830
## + Utilities      1 7.9627e+11 33830
## + ScreenPorch    1 7.9628e+11 33830
## + LotShape       3 7.9412e+11 33830
## + X3SsnPorch     1 7.9630e+11 33830
## + WoodDeckSF     1 7.9633e+11 33830
## + CentralAir     1 7.9634e+11 33830
## + GarageYrBlt    1 7.9650e+11 33831
## + BsmtFullBath   1 7.9659e+11 33831
## + MiscVal        1 7.9660e+11 33831
## - TotRmsAbvGrd   1 7.9879e+11 33831
## + X1stFlrSF      1 7.9661e+11 33831
## + OpenPorchSF    1 7.9662e+11 33831
## + LotFrontage    1 7.9664e+11 33831
## + EnclosedPorch  1 7.9666e+11 33831
## + Id             1 7.9666e+11 33831
## + BsmtHalfBath   1 7.9666e+11 33831
## + X2ndFlrSF      1 7.9667e+11 33831
## + GarageArea     1 7.9667e+11 33831
## - MSZoning       4 8.0216e+11 33831
## - Street         1 7.9889e+11 33831
## + PavedDrive     2 7.9567e+11 33831
## - BsmtFinType1   5 8.0335e+11 33831
## - LandSlope      2 8.0023e+11 33831
## - GarageFinish   2 8.0036e+11 33832
## - YearRemodAdd   1 7.9945e+11 33832
## + BsmtFinType2   5 7.9294e+11 33832
## + MasVnrType     3 7.9531e+11 33832
## - GarageType     5 8.0428e+11 33833
## + HouseStyle     7 7.9139e+11 33833
## - BsmtFinSF2     1 8.0032e+11 33834
## - LandContour    3 8.0275e+11 33834
## + Electrical     4 7.9522e+11 33834
## + RoofStyle      5 7.9449e+11 33835
## + SaleType       8 7.9127e+11 33835
## + FireplaceQu    4 7.9600e+11 33836
## - Foundation     5 8.0588e+11 33836
## + Heating        5 7.9521e+11 33836
## + ExterCond      4 7.9642e+11 33836
## - GarageCond     4 8.0522e+11 33836
## - Exterior1st   14 8.1643e+11 33837
## - BedroomAbvGr   1 8.0255e+11 33838
## - LowQualFinSF   1 8.0328e+11 33839
## - FullBath       1 8.0339e+11 33839
## - YearBuilt      1 8.0410e+11 33840
## + Exterior2nd   14 7.8872e+11 33842
## - BldgType       4 8.0874e+11 33843
## - LotConfig      4 8.0922e+11 33844
## - Functional     6 8.1185e+11 33844
## - GarageQual     4 8.1070e+11 33846
## - SaleCondition  5 8.1195e+11 33847
## - Condition1     8 8.1758e+11 33851
## - GarageCars     1 8.1031e+11 33852
## - ExterQual      3 8.1747e+11 33861
## - OverallQual    1 8.1718e+11 33864
## - BsmtUnfSF      1 8.2081e+11 33870
## - OverallCond    1 8.2208e+11 33873
## - KitchenQual    3 8.2873e+11 33880
## - PoolArea       1 8.2692e+11 33881
## - LotArea        1 8.3224e+11 33891
## - BsmtExposure   3 8.3498e+11 33891
## - BsmtQual       3 8.3559e+11 33893
## - Condition2     7 8.5364e+11 33916
## - TotalBsmtSF    1 8.6862e+11 33953
## - GrLivArea      1 8.7183e+11 33959
## - Neighborhood  24 9.9172e+11 34101
## - RoofMatl       7 1.0008e+12 34148
## 
## Call:  glm(formula = SalePrice ~ OverallQual + Neighborhood + GrLivArea + 
##     BsmtQual + LotArea + KitchenQual + RoofMatl + BsmtExposure + 
##     Condition2 + OverallCond + YearBuilt + PoolArea + ExterQual + 
##     GarageCars + SaleCondition + TotalBsmtSF + BsmtUnfSF + Condition1 + 
##     LotConfig + Functional + Exterior1st + BldgType + BsmtFinSF2 + 
##     GarageQual + BsmtFinType1 + GarageType + FullBath + LowQualFinSF + 
##     GarageCond + MSZoning + BedroomAbvGr + YearRemodAdd + LandContour + 
##     Fireplaces + GarageFinish + LandSlope + Street + TotRmsAbvGrd + 
##     KitchenAbvGr + Foundation + BsmtCond + HalfBath + Fence + 
##     HeatingQC, data = data)
## 
## Coefficients:
##          (Intercept)           OverallQual   NeighborhoodBlueste  
##           -1.133e+06             1.013e+04             2.479e+04  
##   NeighborhoodBrDale   NeighborhoodBrkSide   NeighborhoodClearCr  
##            1.105e+04            -7.656e+02            -1.371e+04  
##  NeighborhoodCollgCr   NeighborhoodCrawfor   NeighborhoodEdwards  
##           -1.106e+04             8.456e+03            -2.118e+04  
##  NeighborhoodGilbert    NeighborhoodIDOTRR   NeighborhoodMeadowV  
##           -1.904e+04            -1.194e+04             9.398e+03  
##  NeighborhoodMitchel     NeighborhoodNAmes   NeighborhoodNoRidge  
##           -2.514e+04            -1.792e+04             4.557e+04  
##  NeighborhoodNPkVill   NeighborhoodNridgHt    NeighborhoodNWAmes  
##            1.216e+04             1.555e+04            -2.057e+04  
##  NeighborhoodOldTown    NeighborhoodSawyer   NeighborhoodSawyerW  
##           -1.469e+04            -1.580e+04            -6.577e+03  
##  NeighborhoodSomerst   NeighborhoodStoneBr     NeighborhoodSWISU  
##           -1.652e+03             3.766e+04            -9.157e+03  
##   NeighborhoodTimber   NeighborhoodVeenker             GrLivArea  
##           -1.731e+04            -5.005e+03             3.163e+04  
##           BsmtQualFa            BsmtQualGd            BsmtQualTA  
##           -2.295e+04            -2.722e+04            -2.433e+04  
##              LotArea         KitchenQualFa         KitchenQualGd  
##            5.109e+04            -2.072e+04            -2.630e+04  
##        KitchenQualTA       RoofMatlCompShg       RoofMatlMembran  
##           -2.560e+04             5.103e+05             5.483e+05  
##        RoofMatlMetal          RoofMatlRoll       RoofMatlTar&Grv  
##            5.097e+05             5.041e+05             4.934e+05  
##      RoofMatlWdShake       RoofMatlWdShngl        BsmtExposureGd  
##            5.293e+05             5.804e+05             1.829e+04  
##       BsmtExposureMn        BsmtExposureNo       Condition2Feedr  
##           -2.716e+03            -5.138e+03             7.727e+03  
##       Condition2Norm        Condition2PosA        Condition2PosN  
##            2.787e+03             5.929e+04            -1.806e+05  
##       Condition2RRAe        Condition2RRAn        Condition2RRNn  
##           -1.124e+04            -1.903e+04             1.362e+04  
##          OverallCond             YearBuilt              PoolArea  
##            1.330e+04             6.422e-28             7.872e-15  
##          ExterQualFa           ExterQualGd           ExterQualTA  
##           -4.575e+03            -2.636e+04            -2.720e+04  
##           GarageCars  SaleConditionAdjLand   SaleConditionAlloca  
##            6.602e+03             1.777e+04             3.465e+03  
##  SaleConditionFamily   SaleConditionNormal  SaleConditionPartial  
##           -4.765e+03             4.839e+03             1.710e+04  
##          TotalBsmtSF             BsmtUnfSF       Condition1Feedr  
##            2.621e+02            -3.567e+02             8.344e+03  
##       Condition1Norm        Condition1PosA        Condition1PosN  
##            1.367e+04             5.985e+03             1.514e+04  
##       Condition1RRAe        Condition1RRAn        Condition1RRNe  
##           -2.254e+04             3.068e+03            -3.266e+03  
##       Condition1RRNn      LotConfigCulDSac          LotConfigFR2  
##            1.041e+04             4.959e+03            -1.429e+04  
##         LotConfigFR3       LotConfigInside        FunctionalMaj2  
##           -2.226e+04            -2.433e+03            -1.987e+03  
##       FunctionalMin1        FunctionalMin2         FunctionalMod  
##            4.028e+03             4.402e+03            -1.137e+01  
##        FunctionalSev         FunctionalTyp    Exterior1stAsphShn  
##           -3.443e+04             1.701e+04            -2.851e+02  
##   Exterior1stBrkComm    Exterior1stBrkFace     Exterior1stCBlock  
##           -7.453e+02             1.150e+04            -2.879e+04  
##   Exterior1stCemntBd    Exterior1stHdBoard    Exterior1stImStucc  
##           -3.662e+03            -8.079e+03            -3.680e+04  
##   Exterior1stMetalSd    Exterior1stPlywood      Exterior1stStone  
##           -5.293e+03            -1.126e+04            -2.103e+04  
##    Exterior1stStucco    Exterior1stVinylSd    Exterior1stWd Sdng  
##            1.339e+03            -5.298e+03            -7.345e+03  
##   Exterior1stWdShing        BldgType2fmCon        BldgTypeDuplex  
##           -9.197e+03            -1.140e+04            -1.606e+04  
##        BldgTypeTwnhs        BldgTypeTwnhsE            BsmtFinSF2  
##           -1.184e+04            -1.360e+04            -1.639e+02  
##         GarageQualFa          GarageQualGd          GarageQualPo  
##           -1.362e+05            -1.302e+05            -1.528e+05  
##         GarageQualTA       BsmtFinType1BLQ       BsmtFinType1GLQ  
##           -1.356e+05             1.125e+03             5.108e+03  
##      BsmtFinType1LwQ       BsmtFinType1Rec       BsmtFinType1Unf  
##           -4.968e+03            -3.010e+02            -1.320e+03  
##     GarageTypeAttchd     GarageTypeBasment     GarageTypeBuiltIn  
##            1.101e+04             1.339e+04             1.925e+04  
##    GarageTypeCarPort      GarageTypeDetchd              FullBath  
##            8.052e+03             1.567e+04             8.332e+03  
##         LowQualFinSF          GarageCondFa          GarageCondGd  
##           -7.901e-07             1.171e+05             1.220e+05  
##         GarageCondPo          GarageCondTA            MSZoningFV  
##            1.141e+05             1.224e+05             3.704e+04  
##           MSZoningRH            MSZoningRL            MSZoningRM  
##            2.684e+04             2.724e+04             2.449e+04  
##         BedroomAbvGr          YearRemodAdd        LandContourHLS  
##           -5.781e+03             2.558e-28             8.733e+03  
##       LandContourLow        LandContourLvl            Fireplaces  
##           -9.195e+03             5.902e+03             6.771e+02  
##      GarageFinishRFn       GarageFinishUnf          LandSlopeMod  
##           -4.163e+03             3.441e+01             8.884e+03  
##         LandSlopeSev            StreetPave          TotRmsAbvGrd  
##           -5.454e+03             2.370e+04             6.796e+03  
##         KitchenAbvGr      FoundationCBlock       FoundationPConc  
##           -1.057e+04             6.313e+03             5.847e+03  
##       FoundationSlab       FoundationStone        FoundationWood  
##            2.593e+04             1.643e+04            -1.462e+04  
##           BsmtCondGd            BsmtCondPo            BsmtCondTA  
##           -2.664e+03             4.028e+04             2.596e+03  
##             HalfBath                Fence2                Fence3  
##            3.324e+02             9.922e+03             1.103e+04  
##               Fence4             FenceNONE           HeatingQCFa  
##            4.670e+03             8.852e+03            -4.113e+03  
##          HeatingQCGd           HeatingQCPo           HeatingQCTA  
##           -4.993e+03             2.093e+04            -4.383e+03  
## 
## Degrees of Freedom: 1459 Total (i.e. Null);  1304 Residual
## Null Deviance:       9.208e+12 
## Residual Deviance: 7.967e+11     AIC: 33830
final_model <- glm(formula = SalePrice ~ OverallQual + GrLivArea + Neighborhood + 
    BsmtFinSF1 + OverallCond + GarageCars + TotalBsmtSF + RoofMatl + 
    YearBuilt + LotArea + MSZoning + Condition2 + KitchenQual + 
    SaleCondition + Functional + BsmtUnfSF + Condition1 + CentralAir + 
    Fireplaces + Heating + HeatingQC + BsmtExposure + BsmtQual + 
    LotConfig + PoolArea + Foundation + ScreenPorch + Exterior1st + 
    YearRemodAdd + KitchenAbvGr + GarageArea + SaleType + BsmtFullBath + 
    GarageQual + GarageCond + LandSlope + LowQualFinSF + WoodDeckSF + 
    Street + BsmtFinSF2 + EnclosedPorch + MSSubClass, data = data)

summary(final_model)
## 
## Call:
## glm(formula = SalePrice ~ OverallQual + GrLivArea + Neighborhood + 
##     BsmtFinSF1 + OverallCond + GarageCars + TotalBsmtSF + RoofMatl + 
##     YearBuilt + LotArea + MSZoning + Condition2 + KitchenQual + 
##     SaleCondition + Functional + BsmtUnfSF + Condition1 + CentralAir + 
##     Fireplaces + Heating + HeatingQC + BsmtExposure + BsmtQual + 
##     LotConfig + PoolArea + Foundation + ScreenPorch + Exterior1st + 
##     YearRemodAdd + KitchenAbvGr + GarageArea + SaleType + BsmtFullBath + 
##     GarageQual + GarageCond + LandSlope + LowQualFinSF + WoodDeckSF + 
##     Street + BsmtFinSF2 + EnclosedPorch + MSSubClass, data = data)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -142997   -11652      100    11107   189504  
## 
## Coefficients:
##                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          -1.071e+06  7.335e+04 -14.601  < 2e-16 ***
## OverallQual           1.095e+04  1.768e+03   6.193 7.87e-10 ***
## GrLivArea             3.835e+04  1.910e+03  20.079  < 2e-16 ***
## NeighborhoodBlueste   9.348e+03  2.026e+04   0.461 0.644607    
## NeighborhoodBrDale    1.586e+04  1.082e+04   1.465 0.143153    
## NeighborhoodBrkSide   5.552e+03  9.160e+03   0.606 0.544557    
## NeighborhoodClearCr  -1.196e+04  9.423e+03  -1.269 0.204770    
## NeighborhoodCollgCr  -8.317e+03  7.413e+03  -1.122 0.262127    
## NeighborhoodCrawfor   1.312e+04  8.684e+03   1.511 0.131095    
## NeighborhoodEdwards  -1.891e+04  8.129e+03  -2.327 0.020142 *  
## NeighborhoodGilbert  -1.041e+04  7.764e+03  -1.341 0.180142    
## NeighborhoodIDOTRR   -1.797e+03  1.068e+04  -0.168 0.866336    
## NeighborhoodMeadowV   3.036e+03  1.142e+04   0.266 0.790465    
## NeighborhoodMitchel  -2.546e+04  8.348e+03  -3.050 0.002338 ** 
## NeighborhoodNAmes    -1.546e+04  7.917e+03  -1.953 0.051046 .  
## NeighborhoodNoRidge   5.206e+04  8.383e+03   6.210 7.08e-10 ***
## NeighborhoodNPkVill   1.166e+04  1.153e+04   1.011 0.312271    
## NeighborhoodNridgHt   2.203e+04  7.595e+03   2.901 0.003785 ** 
## NeighborhoodNWAmes   -1.608e+04  8.234e+03  -1.953 0.050994 .  
## NeighborhoodOldTown  -7.602e+03  9.418e+03  -0.807 0.419687    
## NeighborhoodSawyer   -1.239e+04  8.315e+03  -1.490 0.136471    
## NeighborhoodSawyerW  -3.371e+03  8.108e+03  -0.416 0.677667    
## NeighborhoodSomerst  -1.229e+03  9.242e+03  -0.133 0.894252    
## NeighborhoodStoneBr   3.956e+04  8.678e+03   4.558 5.63e-06 ***
## NeighborhoodSWISU    -6.678e+03  9.760e+03  -0.684 0.493964    
## NeighborhoodTimber   -1.305e+04  8.441e+03  -1.546 0.122341    
## NeighborhoodVeenker  -1.071e+04  1.121e+04  -0.955 0.339693    
## BsmtFinSF1            3.315e+02  2.143e+02   1.547 0.122077    
## OverallCond           1.403e+04  2.068e+03   6.785 1.75e-11 ***
## GarageCars            7.043e+03  2.634e+03   2.674 0.007592 ** 
## TotalBsmtSF           1.887e+02  2.891e+01   6.529 9.43e-11 ***
## RoofMatlCompShg       4.740e+05  3.153e+04  15.033  < 2e-16 ***
## RoofMatlMembran       4.847e+05  4.295e+04  11.287  < 2e-16 ***
## RoofMatlMetal         4.696e+05  4.192e+04  11.204  < 2e-16 ***
## RoofMatlRoll          4.680e+05  4.162e+04  11.244  < 2e-16 ***
## RoofMatlTar&Grv       4.524e+05  3.258e+04  13.886  < 2e-16 ***
## RoofMatlWdShake       4.953e+05  3.398e+04  14.575  < 2e-16 ***
## RoofMatlWdShngl       5.447e+05  3.333e+04  16.341  < 2e-16 ***
## YearBuilt             7.298e-28  1.837e-28   3.973 7.49e-05 ***
## LotArea               4.810e+04  6.280e+03   7.660 3.58e-14 ***
## MSZoningFV            3.974e+04  1.275e+04   3.116 0.001871 ** 
## MSZoningRH            2.778e+04  1.273e+04   2.183 0.029235 *  
## MSZoningRL            2.731e+04  1.080e+04   2.528 0.011589 *  
## MSZoningRM            2.305e+04  1.015e+04   2.270 0.023347 *  
## Condition2Feedr       7.109e+03  2.378e+04   0.299 0.765016    
## Condition2Norm        4.690e+03  2.038e+04   0.230 0.818013    
## Condition2PosA        1.037e+05  3.330e+04   3.115 0.001881 ** 
## Condition2PosN       -1.602e+05  2.873e+04  -5.576 2.98e-08 ***
## Condition2RRAe       -5.415e+03  3.338e+04  -0.162 0.871157    
## Condition2RRAn       -1.298e+04  3.336e+04  -0.389 0.697291    
## Condition2RRNn        1.712e+04  2.840e+04   0.603 0.546694    
## KitchenQualFa        -2.926e+04  6.350e+03  -4.608 4.47e-06 ***
## KitchenQualGd        -3.656e+04  3.536e+03 -10.337  < 2e-16 ***
## KitchenQualTA        -3.492e+04  4.035e+03  -8.654  < 2e-16 ***
## SaleConditionAdjLand  1.215e+04  1.441e+04   0.843 0.399337    
## SaleConditionAlloca   3.001e+03  8.974e+03   0.334 0.738155    
## SaleConditionFamily  -3.643e+03  6.662e+03  -0.547 0.584634    
## SaleConditionNormal   6.241e+03  3.109e+03   2.007 0.044938 *  
## SaleConditionPartial -1.498e+04  1.629e+04  -0.920 0.357897    
## FunctionalMaj2        4.156e+02  1.453e+04   0.029 0.977181    
## FunctionalMin1        2.996e+02  8.823e+03   0.034 0.972913    
## FunctionalMin2        1.222e+03  8.680e+03   0.141 0.888095    
## FunctionalMod         1.091e+03  1.045e+04   0.104 0.916872    
## FunctionalSev        -3.225e+04  2.889e+04  -1.116 0.264466    
## FunctionalTyp         1.405e+04  7.481e+03   1.878 0.060630 .  
## BsmtUnfSF            -2.966e+02  6.874e+01  -4.314 1.72e-05 ***
## Condition1Feedr       9.241e+03  5.339e+03   1.731 0.083710 .  
## Condition1Norm        1.422e+04  4.384e+03   3.243 0.001212 ** 
## Condition1PosA        8.263e+03  1.062e+04   0.778 0.436807    
## Condition1PosN        1.295e+04  7.851e+03   1.650 0.099278 .  
## Condition1RRAe       -2.042e+04  9.901e+03  -2.063 0.039322 *  
## Condition1RRAn        2.664e+03  7.250e+03   0.367 0.713308    
## Condition1RRNe        8.000e+01  1.932e+04   0.004 0.996696    
## Condition1RRNn        1.147e+04  1.351e+04   0.849 0.396180    
## CentralAirY          -4.322e+03  3.927e+03  -1.101 0.271270    
## Fireplaces            6.860e+02  4.824e+02   1.422 0.155298    
## HeatingGasA          -1.179e+04  2.734e+04  -0.431 0.666357    
## HeatingGasW          -1.249e+04  2.819e+04  -0.443 0.657801    
## HeatingGrav          -3.150e+03  2.962e+04  -0.106 0.915342    
## HeatingOthW          -3.814e+04  3.404e+04  -1.121 0.262655    
## HeatingWall          -6.788e+03  3.128e+04  -0.217 0.828210    
## HeatingQCFa          -5.147e+03  4.915e+03  -1.047 0.295169    
## HeatingQCGd          -5.521e+03  2.238e+03  -2.467 0.013761 *  
## HeatingQCPo           1.903e+04  2.818e+04   0.675 0.499549    
## HeatingQCTA          -5.979e+03  2.215e+03  -2.699 0.007044 ** 
## BsmtExposureGd        1.919e+04  3.187e+03   6.020 2.26e-09 ***
## BsmtExposureMn       -3.499e+03  3.178e+03  -1.101 0.271091    
## BsmtExposureNo       -5.561e+03  2.265e+03  -2.455 0.014220 *  
## BsmtQualFa           -2.659e+04  6.485e+03  -4.099 4.40e-05 ***
## BsmtQualGd           -3.252e+04  3.453e+03  -9.417  < 2e-16 ***
## BsmtQualTA           -3.139e+04  4.311e+03  -7.281 5.68e-13 ***
## LotConfigCulDSac      6.762e+03  3.388e+03   1.996 0.046146 *  
## LotConfigFR2         -1.076e+04  4.310e+03  -2.496 0.012672 *  
## LotConfigFR3         -2.501e+04  1.386e+04  -1.805 0.071344 .  
## LotConfigInside      -1.687e+03  1.886e+03  -0.895 0.371212    
## PoolArea              7.630e-15  1.130e-15   6.755 2.14e-11 ***
## FoundationCBlock      4.291e+03  3.347e+03   1.282 0.200024    
## FoundationPConc       4.505e+03  3.699e+03   1.218 0.223469    
## FoundationSlab        1.691e+04  8.122e+03   2.082 0.037578 *  
## FoundationStone       1.347e+04  1.154e+04   1.167 0.243368    
## FoundationWood       -1.943e+04  1.569e+04  -1.239 0.215708    
## ScreenPorch           9.595e+00  8.382e+00   1.145 0.252511    
## Exterior1stAsphShn   -8.948e+03  2.721e+04  -0.329 0.742360    
## Exterior1stBrkComm    1.093e+03  2.132e+04   0.051 0.959101    
## Exterior1stBrkFace    9.643e+03  7.670e+03   1.257 0.208888    
## Exterior1stCBlock    -2.655e+03  2.756e+04  -0.096 0.923271    
## Exterior1stCemntBd    8.560e+02  8.025e+03   0.107 0.915069    
## Exterior1stHdBoard   -8.690e+03  7.000e+03  -1.241 0.214651    
## Exterior1stImStucc   -4.624e+04  2.707e+04  -1.708 0.087839 .  
## Exterior1stMetalSd   -5.085e+03  6.791e+03  -0.749 0.454166    
## Exterior1stPlywood   -1.167e+04  7.368e+03  -1.583 0.113594    
## Exterior1stStone     -2.659e+04  2.111e+04  -1.260 0.208070    
## Exterior1stStucco     1.352e+03  8.544e+03   0.158 0.874259    
## Exterior1stVinylSd   -5.038e+03  6.838e+03  -0.737 0.461459    
## Exterior1stWd Sdng   -8.625e+03  6.788e+03  -1.271 0.204065    
## Exterior1stWdShing   -6.979e+03  8.494e+03  -0.822 0.411409    
## YearRemodAdd          2.363e-28  1.226e-28   1.927 0.054175 .  
## KitchenAbvGr         -1.646e+04  5.158e+03  -3.191 0.001451 ** 
## GarageArea           -2.910e+00  4.762e+01  -0.061 0.951277    
## SaleTypeCon           2.895e+04  1.946e+04   1.487 0.137172    
## SaleTypeConLD         1.673e+04  1.036e+04   1.615 0.106594    
## SaleTypeConLI         1.180e+04  1.255e+04   0.941 0.347102    
## SaleTypeConLw         1.810e+03  1.296e+04   0.140 0.888971    
## SaleTypeCWD           8.499e+03  1.414e+04   0.601 0.547877    
## SaleTypeNew           3.720e+04  1.686e+04   2.207 0.027519 *  
## SaleTypeOth           1.451e+04  1.600e+04   0.907 0.364528    
## SaleTypeWD            9.572e+02  4.501e+03   0.213 0.831632    
## BsmtFullBath          1.294e+02  1.969e+02   0.657 0.511066    
## GarageQualFa         -1.186e+05  3.024e+04  -3.924 9.16e-05 ***
## GarageQualGd         -1.127e+05  3.108e+04  -3.628 0.000297 ***
## GarageQualPo         -1.280e+05  3.682e+04  -3.476 0.000525 ***
## GarageQualTA         -1.190e+05  2.994e+04  -3.974 7.45e-05 ***
## GarageCondFa          9.674e+04  3.582e+04   2.700 0.007014 ** 
## GarageCondGd          9.488e+04  3.671e+04   2.584 0.009860 ** 
## GarageCondPo          9.695e+04  3.795e+04   2.555 0.010739 *  
## GarageCondTA          1.017e+05  3.536e+04   2.877 0.004082 ** 
## LandSlopeMod          5.855e+03  3.741e+03   1.565 0.117857    
## LandSlopeSev         -5.959e+03  9.197e+03  -0.648 0.517129    
## LowQualFinSF         -6.978e-07  2.473e-07  -2.822 0.004842 ** 
## WoodDeckSF            1.676e+02  1.629e+02   1.029 0.303891    
## StreetPave            2.606e+04  1.195e+04   2.180 0.029403 *  
## BsmtFinSF2           -1.536e+02  6.868e+01  -2.237 0.025439 *  
## EnclosedPorch         1.999e+01  6.518e+01   0.307 0.759123    
## MSSubClass           -1.708e+04  4.878e+03  -3.502 0.000478 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 655597048)
## 
##     Null deviance: 9.2079e+12  on 1459  degrees of freedom
## Residual deviance: 8.6277e+11  on 1316  degrees of freedom
## AIC: 33921
## 
## Number of Fisher Scoring iterations: 2

Create dummy variables for categorical variables.

data$Neighborhood_Crawfor <- ifelse(data$Neighborhood == "Crawfor",1,0)
data$Neighborhood_Edwards <- ifelse(data$Neighborhood == "Edwards",1,0)
data$Neighborhood_MeadowV <- ifelse(data$Neighborhood == "MeadowV",1,0)
data$Neighborhood_Mitchel <- ifelse(data$Neighborhood == "Mitchel",1,0)
data$Neighborhood_NWAmes <- ifelse(data$Neighborhood == "NWAmes",1,0)
data$Neighborhood_StoneBr <- ifelse(data$Neighborhood == "StoneBr",1,0)
data$RoofMatl_CompShg <- ifelse(data$RoofMatl == "CompShg",1,0)
data$RoofMatl_Membran <- ifelse(data$RoofMatl == "Membran",1,0)
data$RoofMatl_Metal <- ifelse(data$RoofMatl == "Metal",1,0)
data$RoofMatl_Roll  <- ifelse(data$RoofMatl == "Roll",1,0)
data$RoofMatl_Tar_Grv <- ifelse(data$RoofMatl == "Tar&Grv",1,0)
data$RoofMatl_WdShake <- ifelse(data$RoofMatl == "WdShake",1,0)
data$RoofMatl_WdShngl <- ifelse(data$RoofMatl == "WdShngl",1,0)
data$MSZoning_FV <- ifelse(data$MSZoning == "FV",1,0)
data$MSZoning_RH <- ifelse(data$MSZoning == "RH",1,0)
data$MSZoning_RL <- ifelse(data$MSZoning == "RL",1,0)
data$MSZoning_RM <- ifelse(data$MSZoning == "RM",1,0)
data$Condition2_PosA <- ifelse(data$Condition2 == "PosA",1,0)
data$Condition2_PosN <- ifelse(data$Condition2 == "PosN",1,0)
data$KitchenQual_Fa <- ifelse(data$KitchenQual == "Fa",1,0)
data$KitchenQual_Gd <- ifelse(data$KitchenQual == "Gd",1,0)
data$KitchenQual_TA <- ifelse(data$KitchenQual == "Fa",1,0)
data$SaleCondition_Normal <- ifelse(data$SaleCondition == "Normal",1,0)
data$Functional_Maj2 <- ifelse(data$Functional == "Maj2",1,0)
data$KitchenQual_TA <- ifelse(data$KitchenQual == "Fa",1,0)
data$Functional_Sev <- ifelse(data$Functional == "Sev",1,0)
data$Functional_Typ <- ifelse(data$Functional == "Typ",1,0)
data$GarageQual_Fa <- ifelse(data$GarageQual == "Fa",1,0)
data$GarageQual_Gd <- ifelse(data$GarageQual == "Gd",1,0)
data$GarageQual_Po <- ifelse(data$GarageQual == "Po",1,0)
data$GarageQual_TA <- ifelse(data$GarageQual == "TA",1,0)
data$Condition1_Feedr <- ifelse(data$Condition1 == "Feedr",1,0)
data$Condition1_Norm <- ifelse(data$Condition1 == "Norm",1,0)
data$Condition1_PosN <- ifelse(data$Condition1 == "PosN",1,0)
data$CentralAir_Y <- ifelse(data$CentralAir == "Y",1,0)
data$KitchenQual_TA <- ifelse(data$KitchenQual == "Fa",1,0)
data$Heating_QCGd <- ifelse(data$Heating == "QCGd",1,0)
data$Heating_QCTA <- ifelse(data$Heating == "QCTA",1,0)   
data$BsmtExposure_Gd <- ifelse(data$BsmtExposure == "Gd",1,0)
data$BsmtQual_Gd <- ifelse(data$BsmtQual == "Gd",1,0)
data$BsmtQual_TA <- ifelse(data$BsmtQual == "TA",1,0)
data$LotConfig_FR2 <- ifelse(data$LotConfig == "FR2",1,0)
data$LotConfig_Inside <- ifelse(data$LotConfig == "Inside",1,0)
data$Foundation_Stone <- ifelse(data$Foundation == "Stone",1,0)
data$Foundation_Wood <- ifelse(data$Foundation == "Wood",1,0)
data$Foundation_PConc <- ifelse(data$Foundation == "PConc",1,0)
data$LotConfig_FR2 <- ifelse(data$LotConfig == "FR2",1,0)
data$LotConfig_Inside <- ifelse(data$LotConfig == "Inside",1,0)
data$Exterior1st_BrkComm <- ifelse(data$Exterior1st == "BrkComm",1,0)
data$Exterior1st_BrkFace <- ifelse(data$Exterior1st == "BrkFace",1,0)
data$SaleType_ConLD <- ifelse(data$SaleType == "ConLD",1,0)
data$SaleType_New <- ifelse(data$SaleType == "New",1,0)
data$GarageQual_Gd <- ifelse(data$GarageQual  == "Gd",1,0)  
data$GarageQual_Po <- ifelse(data$GarageQual  == "Po",1,0) 
data$GarageQual_TA <- ifelse(data$GarageQual  == "TA",1,0) 
data$GarageQual_Fa <- ifelse(data$GarageQual  == "Fa",1,0) 
data$GarageCond_Gd <- ifelse(data$GarageCond  == "Gd",1,0) 
data$GarageCond_Po <- ifelse(data$GarageCond  == "Po",1,0) 
data$GarageCond_TA <- ifelse(data$GarageCond  == "TA",1,0) 
data$GarageCond_Fa <- ifelse(data$GarageCond  == "Fa",1,0)

Calculate Sale Price for training dataset.

data$SalePrice_pred <- c()

data$SalePrice_pred <- 4.812e+00  +  1.987e-02*data$OverallQual + 6.032e-02*data$GrLivArea + 2.197e-02*data$Neighborhood_Crawfor -3.178e-02*data$Neighborhood_Edwards -3.584e-02*data$Neighborhood_MeadowV - 2.869e-02*data$Neighborhood_Mitchel -1.983e-02*data$Neighborhood_NWAmes + 2.507e-02*data$Neighborhood_StoneBr + 7.424e-04*data$BsmtFinSF1 + 2.858e-02*data$OverallCond + 8.768e-03*data$GarageCars+ 2.605e-04*data$TotalBsmtSF + 5.642e-01*data$RoofMatl_CompShg + 6.200e-01*data$RoofMatl_Membran + 5.920e-01*data$RoofMatl_Metal + 5.627e-01*data$RoofMatl_Roll + 5.591e-01*data$RoofMatl_Tar_Grv + 5.777e-01*data$RoofMatl_WdShake + 1.500e-33*data$YearBuilt + 6.803e-02*data$LotArea + 1.448e-01*data$MSZoning_FV + 1.353e-01*data$MSZoning_RH + 1.330e-01*data$MSZoning_RL + 1.233e-01*data$MSZoning_RM + 1.228e-01*data$Condition2_PosA - 1.899e-01*data$Condition2_PosN + 1.808e-02*data$CentralAir_Y + 2.049e-03*data$Fireplaces - 7.198e-03*data$Heating_QCGd -1.150e-02*data$Heating_QCTA + 1.137e-02*data$BsmtExposure_Gd -1.314e-02*data$BsmtQual_Gd - 1.576e-02*data$BsmtQual_TA -1.385e-02*data$LotConfig_FR2 -5.077e-03*data$LotConfig_Inside + 4.552e-21*data$PoolArea + 1.025e-02*data$Foundation_PConc+3.376e-02*data$Foundation_Stone -3.673e-02*data$Foundation_Wood +3.488e-05*data$ScreenPorch -5.394e-02*data$Exterior1st_BrkComm +2.736e-02*data$Exterior1st_BrkFace + 4.605e-34*data$YearRemodAdd - 1.709e-02*data$KitchenAbvGr + 1.261e-04*data$GarageArea + 3.937e-02*data$SaleType_ConLD + 4.157e-02*data$SaleType_New +6.439e-04*data$BsmtFullBath -1.267e-01*data$GarageQual_Fa -1.081e-01*data$GarageQual_Gd -1.081e-01*data$GarageQual_Po -1.187e-01*data$GarageQual_TA 
+ 8.607e-02*data$GarageCond_Fa + 9.526e-02*data$GarageCond_Gd +9.526e-02*data$GarageCond_Gd +9.219e-02*data$GarageCond_Po + 9.146e-02*data$GarageCond_TA -6.769e-13*data$LowQualFinSF + 4.514e-04*data$WoodDeckSF
##    [1] 0.10454967 0.10915188 0.10454967 0.10454967 0.10903775 0.10858662
##    [7] 0.10911200 0.10909085 0.10882876 0.10454967 0.10454967 0.10896591
##   [13] 0.10895257 0.10898891 0.10454967 0.10864280 0.10454967 0.10454967
##   [19] 0.10454967 0.10454967 0.10909632 0.10454967 0.10900683 0.10885879
##   [25] 0.10922918 0.10454967 0.10907601 0.10454967 0.10914320 0.10864909
##   [31] 0.09915967 0.10454967 0.10454967 0.10454967 0.10905250 0.10889322
##   [37] 0.10922053 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
##   [43] 0.20815632 0.10896217 0.10454967 0.10904322 0.10900207 0.10454967
##   [49] 0.10527967 0.10454967 0.10454967 0.09315423 0.10887526 0.10940626
##   [55] 0.10454967 0.10454967 0.10889813 0.10454967 0.10903775 0.10904322
##   [61] 0.10454967 0.10454967 0.10891000 0.10818849 0.10931374 0.10903775
##   [67] 0.10915442 0.10896028 0.10454967 0.10454967 0.10915357 0.10454967
##   [73] 0.10454967 0.10454967 0.10454967 0.10891000 0.10454967 0.10454967
##   [79] 0.10454967 0.10877211 0.10454967 0.10454967 0.10896028 0.10877211
##   [85] 0.10891000 0.10892573 0.10885879 0.10454967 0.08342317 0.10454967
##   [91] 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967 0.10908750
##   [97] 0.10898551 0.10891000 0.10454967 0.10919380 0.10900207 0.10903775
##  [103] 0.10454967 0.10454967 0.10454967 0.10895257 0.09915967 0.10454967
##  [109] 0.10454967 0.10454967 0.10902352 0.10902057 0.10891000 0.10899885
##  [115] 0.10907835 0.10454967 0.10454967 0.10879481 0.10920420 0.10454967
##  [121] 0.10454967 0.10454967 0.10454967 0.10454967 0.10903775 0.09293641
##  [127] 0.10454967 0.10454967 0.10903216 0.10454967 0.10887258 0.10842359
##  [133] 0.10454967 0.10903775 0.10454967 0.10885305 0.10454967 0.10454967
##  [139] 0.10907835 0.10913233 0.10454967 0.10898891 0.10454967 0.10896028
##  [145] 0.10454967 0.10454967 0.10864280 0.10896028 0.10454967 0.10904857
##  [151] 0.10454967 0.10454967 0.10454967 0.10923099 0.09915967 0.10454967
##  [157] 0.10454967 0.10454967 0.10454967 0.10909523 0.10454967 0.10922551
##  [163] 0.10454967 0.10454967 0.10454967 0.10895257 0.10926801 0.10901758
##  [169] 0.10885879 0.10931292 0.09335655 0.10906143 0.10924944 0.10454967
##  [175] 0.10903775 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
##  [181] 0.10454967 0.10454967 0.10890055 0.10913601 0.10886988 0.08881317
##  [187] 0.10900207 0.08342317 0.10891000 0.10454967 0.10454967 0.10454967
##  [193] 0.10454967 0.10454967 0.10454967 0.10881903 0.10900683 0.08881317
##  [199] 0.08881317 0.10454967 0.10893640 0.10909414 0.10454967 0.10896959
##  [205] 0.10454967 0.10454967 0.10454967 0.10919592 0.10871017 0.20360967
##  [211] 0.10454967 0.10885879 0.10900207 0.10907835 0.10454967 0.10454967
##  [217] 0.10895060 0.10454967 0.10454967 0.10888052 0.10919309 0.10891000
##  [223] 0.10906017 0.10906883 0.10910481 0.10454967 0.10907835 0.10454967
##  [229] 0.10454967 0.10895837 0.10454967 0.10454967 0.10454967 0.10920284
##  [235] 0.10914320 0.10454967 0.10893640 0.10920622 0.10900207 0.10454967
##  [241] 0.10896028 0.10870003 0.10454967 0.10454967 0.10454967 0.10904457
##  [247] 0.10527967 0.10454967 0.10896028 0.10454967 0.10911996 0.10891686
##  [253] 0.10894862 0.10917991 0.10910689 0.10903775 0.10906883 0.10891686
##  [259] 0.10454967 0.10454967 0.10454967 0.10454967 0.10914671 0.08881317
##  [265] 0.10454967 0.10913233 0.10884421 0.09338248 0.01308967 0.20826622
##  [271] 0.10903775 0.10879841 0.10893640 0.10914408 0.10900207 0.10877211
##  [277] 0.10885879 0.10454967 0.10891911 0.10914320 0.10454967 0.10454967
##  [283] 0.10900839 0.10906143 0.10454967 0.10454967 0.10454967 0.10454967
##  [289] 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
##  [295] 0.10888568 0.10891000 0.10914408 0.10454967 0.10907835 0.10454967
##  [301] 0.10454967 0.10905891 0.10926390 0.10911301 0.10915526 0.10900207
##  [307] 0.10892573 0.10454967 0.10898551 0.10905891 0.10903497 0.10454967
##  [313] 0.10454967 0.10454967 0.10454967 0.10885879 0.10914320 0.10905891
##  [319] 0.10918513 0.10908862 0.10909632 0.10902643 0.10904988 0.10895645
##  [325] 0.10909632 0.10454967 0.10891460 0.10454967 0.10454967 0.09915967
##  [331] 0.10898032 0.10454967 0.10454967 0.10903775 0.10885879 0.10934938
##  [337] 0.10901758 0.10903775 0.10888052 0.10454967 0.10894259 0.10910689
##  [343] 0.10454967 0.10927747 0.10902352 0.10454967 0.10454967 0.10454967
##  [349] 0.10454967 0.10454967 0.10906143 0.10454967 0.10325280 0.10887526
##  [355] 0.10454967 0.10454967 0.10891000 0.10929659 0.10900207 0.10905891
##  [361] 0.10454967 0.10454967 0.10454967 0.10910689 0.10915859 0.09915967
##  [367] 0.10454967 0.10872937 0.10454967 0.10920216 0.10885879 0.10454967
##  [373] 0.10919451 0.10873848 0.10885879 0.10454967 0.10454967 0.10898722
##  [379] 0.10889322 0.10885879 0.10454967 0.10906883 0.10896028 0.09915967
##  [385] 0.10906883 0.10896404 0.10454967 0.10915017 0.10891000 0.10904322
##  [391] 0.10454967 0.10892134 0.10454967 0.10454967 0.10454967 0.10861612
##  [397] 0.10906761 0.10454967 0.10527967 0.10454967 0.10891000 0.10454967
##  [403] 0.10900207 0.10896028 0.10454967 0.10891000 0.08881317 0.10454967
##  [409] 0.10903775 0.10454967 0.10454967 0.10912093 0.10454967 0.10454967
##  [415] 0.10904322 0.10885879 0.10454967 0.10454967 0.10454967 0.10454967
##  [421] 0.10454967 0.10909632 0.10454967 0.10454967 0.10454967 0.10454967
##  [427] 0.10879481 0.10454967 0.10887258 0.10454967 0.10454967 0.10454967
##  [433] 0.10909632 0.10454967 0.10882231 0.10898551 0.10454967 0.10454967
##  [439] 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967 0.10896028
##  [445] 0.10896028 0.10454967 0.10454967 0.10882555 0.10454967 0.10454967
##  [451] 0.09915967 0.10904857 0.10896028 0.10454967 0.10454967 0.10454967
##  [457] 0.09915967 0.10907835 0.10903775 0.10454967 0.10454967 0.10911301
##  [463] 0.10454967 0.10454967 0.09915967 0.10896028 0.10454967 0.10900207
##  [469] 0.10454967 0.10896028 0.10454967 0.10454967 0.10454967 0.10910689
##  [475] 0.10884719 0.10454967 0.10895257 0.10923398 0.10905891 0.10454967
##  [481] 0.10928886 0.10905637 0.09915967 0.10454967 0.10454967 0.10454967
##  [487] 0.10454967 0.10907835 0.10356645 0.10454967 0.10895452 0.10454967
##  [493] 0.10454967 0.10454967 0.10896028 0.10454967 0.10912093 0.10454967
##  [499] 0.10872937 0.10818849 0.10896028 0.10454967 0.09915967 0.10454967
##  [505] 0.10911700 0.10454967 0.10902352 0.10454967 0.10454967 0.10907835
##  [511] 0.10917302 0.10893640 0.10454967 0.10891000 0.10527967 0.10898206
##  [517] 0.10454967 0.10907364 0.10454967 0.10454967 0.10907364 0.10454967
##  [523] 0.10454967 0.10905891 0.10909523 0.10857063 0.10911799 0.10892354
##  [529] 0.10454967 0.10454967 0.10907835 0.09915967 0.10454967 0.10454967
##  [535] 0.10885879 0.10881233 0.10891000 0.10906883 0.10926286 0.10902057
##  [541] 0.10912670 0.10454967 0.10878746 0.10891000 0.10885879 0.10454967
##  [547] 0.10454967 0.10886988 0.10895257 0.10902352 0.10454967 0.10454967
##  [553] 0.10900367 0.10454967 0.10916990 0.10454967 0.10912479 0.10454967
##  [559] 0.10912093 0.10895837 0.10454967 0.10909632 0.10896028 0.10876409
##  [565] 0.10454967 0.10454967 0.10896028 0.10454967 0.10919167 0.10860176
##  [571] 0.10454967 0.10900207 0.10905891 0.10885879 0.10854482 0.10898551
##  [577] 0.10454967 0.10898891 0.10454967 0.10454967 0.10906883 0.10454967
##  [583] 0.10454967 0.10887258 0.10454967 0.10917457 0.10454967 0.10454967
##  [589] 0.10454967 0.08881317 0.10454967 0.10921414 0.10454967 0.10895257
##  [595] 0.10454967 0.10902057 0.09915967 0.10891000 0.10454967 0.10899060
##  [601] 0.10901908 0.10454967 0.10891000 0.10454967 0.10903775 0.10454967
##  [607] 0.10900207 0.10886715 0.10454967 0.10872937 0.10910997 0.10454967
##  [613] 0.10898891 0.10454967 0.10884719 0.10891000 0.10885879 0.10454967
##  [619] 0.10454967 0.10900207 0.10454967 0.10857063 0.10903775 0.10454967
##  [625] 0.10896775 0.10454967 0.10454967 0.10454967 0.10918142 0.10901456
##  [631] 0.10527967 0.10898206 0.10903775 0.10921927 0.10912093 0.08881317
##  [637] 0.10454967 0.10454967 0.10917611 0.10916351 0.10902788 0.10454967
##  [643] 0.10912575 0.10905891 0.10904187 0.10454967 0.10454967 0.10454967
##  [649] 0.10454967 0.10454967 0.10454967 0.10964000 0.10454967 0.10869482
##  [655] 0.10909195 0.10454967 0.10454967 0.10454967 0.10903775 0.10454967
##  [661] 0.10454967 0.10928793 0.10454967 0.10454967 0.10903775 0.10903216
##  [667] 0.10454967 0.10907835 0.10915693 0.09915967 0.10885879 0.10896591
##  [673] 0.10904591 0.10454967 0.10924098 0.10847368 0.09915967 0.10377672
##  [679] 0.10917147 0.10454967 0.10879481 0.10454967 0.10915942 0.10911401
##  [685] 0.10454967 0.10907244 0.10896028 0.10454967 0.10895257 0.10903775
##  [691] 0.10896959 0.10921414 0.10916990 0.10454967 0.10889073 0.10892134
##  [697] 0.10454967 0.10454967 0.10923516 0.10898206 0.10912670 0.10454967
##  [703] 0.10917302 0.10918806 0.10454967 0.10454967 0.10921284 0.10903775
##  [709] 0.10885879 0.10454967 0.10454967 0.10874730 0.10900207 0.10454967
##  [715] 0.10454967 0.10454967 0.10454967 0.10907835 0.10910689 0.10454967
##  [721] 0.10889569 0.10898891 0.10454967 0.10454967 0.10917534 0.10884719
##  [727] 0.10914671 0.10893640 0.10454967 0.08881317 0.10909305 0.10898891
##  [733] 0.10903775 0.10899722 0.10896591 0.10454967 0.10454967 0.10454967
##  [739] 0.10891000 0.10903074 0.20818670 0.10900207 0.10891000 0.10915526
##  [745] 0.10884719 0.10454967 0.10907835 0.10902205 0.10909632 0.10883505
##  [751] 0.10454967 0.10454967 0.10900207 0.10903775 0.10900683 0.10454967
##  [757] 0.10896028 0.10918142 0.10454967 0.10907601 0.01308967 0.10454967
##  [763] 0.10900367 0.10454967 0.10454967 0.10454967 0.10908297 0.10910166
##  [769] 0.10891000 0.10928133 0.10891000 0.10454967 0.10896028 0.10454967
##  [775] 0.10916592 0.10454967 0.10896028 0.10909740 0.10454967 0.10454967
##  [781] 0.10907364 0.10454967 0.10454967 0.10915610 0.10454967 0.10454967
##  [787] 0.10454967 0.10454967 0.10454967 0.10893848 0.10885879 0.10891000
##  [793] 0.10902057 0.10900207 0.10895837 0.10454967 0.10894862 0.10454967
##  [799] 0.10896028 0.10454967 0.10922735 0.10454967 0.10855368 0.10866714
##  [805] 0.10454967 0.10454967 0.10874730 0.10454967 0.10454967 0.10931662
##  [811] 0.10912190 0.10895257 0.10454967 0.10454967 0.10905764 0.10454967
##  [817] 0.10454967 0.10897141 0.10454967 0.10903775 0.10454967 0.10454967
##  [823] 0.10885879 0.10918142 0.10454967 0.10903216 0.10454967 0.10914496
##  [829] 0.10927304 0.08881317 0.10454967 0.08881317 0.10903775 0.10454967
##  [835] 0.10454967 0.10914496 0.10454967 0.10454967 0.10913418 0.10454967
##  [841] 0.10454967 0.10875583 0.20360967 0.10454967 0.10923634 0.10454967
##  [847] 0.10908974 0.10454967 0.10927304 0.10889322 0.10895257 0.10895837
##  [853] 0.10454967 0.10902057 0.10454967 0.10454967 0.09915967 0.10454967
##  [859] 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
##  [865] 0.10454967 0.10454967 0.10903775 0.10900207 0.09317350 0.10898206
##  [871] 0.10454967 0.10454967 0.10904322 0.08881317 0.10844970 0.10905891
##  [877] 0.10454967 0.10902643 0.10903775 0.10454967 0.10454967 0.10900207
##  [883] 0.10918660 0.18787317 0.10454967 0.10885014 0.10912859 0.10891231
##  [889] 0.10879841 0.10454967 0.10454967 0.10909954 0.10903775 0.10928513
##  [895] 0.10454967 0.10454967 0.10454967 0.10897856 0.10454967 0.10454967
##  [901] 0.10454967 0.10454967 0.10454967 0.10896028 0.10454967 0.10454967
##  [907] 0.10454967 0.10454967 0.10899558 0.10855368 0.10454967 0.10900995
##  [913] 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
##  [919] 0.10876409 0.10454967 0.10915357 0.10454967 0.10885879 0.10454967
##  [925] 0.10921543 0.10902057 0.10886988 0.10454967 0.10905119 0.10454967
##  [931] 0.10885879 0.10454967 0.10454967 0.10903775 0.10454967 0.10454967
##  [937] 0.10454967 0.10454967 0.10454967 0.10868950 0.10858662 0.10454967
##  [943] 0.10917068 0.10454967 0.10454967 0.09290630 0.10881570 0.10454967
##  [949] 0.10896028 0.10454967 0.10904050 0.10923809 0.10903775 0.10915776
##  [955] 0.10454967 0.10454967 0.10897141 0.10454967 0.10454967 0.10454967
##  [961] 0.10890294 0.10930275 0.10864280 0.10914320 0.10454967 0.10454967
##  [967] 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
##  [973] 0.10847368 0.10454967 0.10928419 0.10897679 0.10454967 0.10454967
##  [979] 0.10454967 0.10454967 0.10896028 0.10910689 0.10885879 0.10454967
##  [985] 0.10454967 0.10454967 0.10922179 0.10900207 0.10454967 0.10454967
##  [991] 0.10454967 0.10454967 0.10909523 0.10454967 0.10906883 0.10454967
##  [997] 0.10454967 0.10920689 0.09915967 0.10887258 0.09915967 0.10454967
## [1003] 0.10896028 0.10454967 0.10898206 0.10906143 0.10454967 0.10909414
## [1009] 0.10885879 0.08881317 0.10454967 0.10454967 0.10884719 0.10454967
## [1015] 0.10454967 0.10454967 0.10889813 0.10872470 0.10899558 0.10895645
## [1021] 0.10910895 0.10887258 0.09915967 0.10898206 0.10454967 0.10884719
## [1027] 0.10454967 0.10903775 0.10454967 0.10454967 0.10454967 0.09320812
## [1033] 0.10906017 0.10454967 0.10454967 0.10902931 0.10908297 0.10454967
## [1039] 0.09915967 0.10454967 0.10454967 0.10454967 0.10900525 0.10903775
## [1045] 0.10926699 0.10454967 0.10906639 0.10454967 0.10454967 0.10454967
## [1051] 0.10454967 0.10454967 0.10454967 0.10890055 0.10904724 0.10454967
## [1057] 0.10903775 0.10900207 0.10454967 0.09915967 0.10454967 0.10454967
## [1063] 0.10454967 0.10899885 0.10454967 0.10915017 0.10454967 0.10917611
## [1069] 0.10936872 0.10454967 0.10454967 0.10454967 0.10454967 0.10910895
## [1075] 0.10895257 0.10454967 0.10924666 0.10909632 0.10895257 0.10454967
## [1081] 0.10868408 0.10454967 0.10903775 0.10454967 0.10916592 0.10891000
## [1087] 0.10891000 0.10898891 0.10454967 0.10454967 0.10454967 0.10454967
## [1093] 0.10918660 0.10454967 0.10454967 0.10454967 0.10894461 0.10454967
## [1099] 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
## [1105] 0.10454967 0.10902931 0.10454967 0.10454967 0.10885879 0.10892134
## [1111] 0.10907835 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
## [1117] 0.10891000 0.10454967 0.10913601 0.10895257 0.10454967 0.10896028
## [1123] 0.10872937 0.10454967 0.10885879 0.09915967 0.10895837 0.10896028
## [1129] 0.10885879 0.10864909 0.10924384 0.10454967 0.10454967 0.10454967
## [1135] 0.10885879 0.10454967 0.10454967 0.09915967 0.10912093 0.10454967
## [1141] 0.10454967 0.10925328 0.10892134 0.10454967 0.10454967 0.10454967
## [1147] 0.10899722 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
## [1153] 0.10454967 0.10454967 0.10871017 0.10454967 0.10454967 0.10900839
## [1159] 0.10454967 0.10454967 0.10844970 0.10888052 0.10454967 0.10891000
## [1165] 0.10900207 0.10454967 0.10898891 0.10454967 0.10454967 0.10920010
## [1171] 0.10905250 0.10454967 0.10454967 0.09317810 0.10454967 0.10454967
## [1177] 0.10920079 0.10454967 0.10903775 0.10454967 0.10454967 0.10899227
## [1183] 0.10900683 0.10908411 0.10454967 0.10454967 0.09915967 0.10454967
## [1189] 0.10896028 0.10895257 0.10924833 0.10905637 0.09915967 0.10454967
## [1195] 0.10921219 0.10885879 0.10885879 0.10454967 0.10919662 0.10454967
## [1201] 0.10454967 0.10904591 0.10454967 0.10877211 0.10454967 0.10880892
## [1207] 0.10454967 0.10903775 0.10454967 0.10917147 0.10933679 0.10917380
## [1213] 0.10454967 0.10882231 0.10897141 0.10454967 0.10454967 0.10894259
## [1219] 0.10454967 0.10904988 0.10454967 0.10454967 0.10454967 0.10454967
## [1225] 0.10885879 0.10907835 0.10885879 0.10454967 0.10454967 0.10454967
## [1231] 0.10898032 0.10454967 0.10454967 0.10454967 0.10454967 0.10366250
## [1237] 0.10454967 0.10885879 0.10454967 0.10891000 0.10454967 0.10454967
## [1243] 0.10454967 0.10906883 0.10454967 0.10912479 0.10454967 0.10454967
## [1249] 0.09915967 0.10454967 0.10454967 0.10896775 0.10852621 0.10907364
## [1255] 0.10901758 0.10454967 0.10911898 0.10454967 0.10906392 0.10902057
## [1261] 0.10454967 0.10454967 0.10891000 0.10454967 0.10896028 0.10454967
## [1267] 0.10454967 0.10896028 0.10916512 0.10454967 0.10912479 0.10454967
## [1273] 0.10902057 0.10454967 0.10909847 0.09915967 0.10914844 0.10454967
## [1279] 0.10454967 0.10849585 0.10454967 0.20360967 0.10454967 0.10892790
## [1285] 0.10912859 0.10862303 0.10454967 0.10900207 0.10906392 0.10901607
## [1291] 0.10908182 0.10902788 0.10454967 0.10454967 0.10454967 0.10919662
## [1297] 0.10903775 0.10454967 0.10906639 0.10907125 0.10454967 0.10454967
## [1303] 0.10916106 0.10905891 0.10454967 0.10922796 0.10893640 0.10454967
## [1309] 0.10454967 0.10889073 0.10454967 0.10912093 0.20833989 0.10934868
## [1315] 0.10454967 0.10913601 0.10900839 0.10454967 0.10904591 0.10454967
## [1321] 0.10889569 0.09915967 0.10909632 0.10899558 0.10454967 0.09915967
## [1327] 0.10454967 0.10454967 0.10454967 0.10454967 0.10896028 0.10454967
## [1333] 0.09915967 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
## [1339] 0.10896404 0.10454967 0.10454967 0.10454967 0.10903775 0.09915967
## [1345] 0.10454967 0.10454967 0.10454967 0.10454967 0.10922674 0.08881317
## [1351] 0.10454967 0.10454967 0.10906143 0.10913873 0.10454967 0.10454967
## [1357] 0.10454967 0.10454967 0.10454967 0.10904050 0.10902498 0.10900207
## [1363] 0.10868408 0.10454967 0.08881317 0.10454967 0.10454967 0.10886988
## [1369] 0.10895257 0.10454967 0.10454967 0.10454967 0.10910997 0.10916512
## [1375] 0.10897856 0.10885879 0.10454967 0.10454967 0.10876409 0.10885879
## [1381] 0.09915967 0.10454967 0.10855368 0.10454967 0.10454967 0.10454967
## [1387] 0.10454967 0.10882231 0.10904988 0.10454967 0.10907244 0.10454967
## [1393] 0.10901303 0.10454967 0.10899060 0.10896028 0.10454967 0.10303359
## [1399] 0.10454967 0.10896591 0.10454967 0.10885879 0.10900207 0.10900207
## [1405] 0.10906883 0.10892790 0.10870003 0.10454967 0.10454967 0.10920216
## [1411] 0.10454967 0.10454967 0.10454967 0.10899722 0.10454967 0.10895837
## [1417] 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
## [1423] 0.10895257 0.20837783 0.10916672 0.10454967 0.10900683 0.10454967
## [1429] 0.10454967 0.10454967 0.10885879 0.10454967 0.09915967 0.10454967
## [1435] 0.10914931 0.10454967 0.10454967 0.10454967 0.10454967 0.10454967
## [1441] 0.09350734 0.10896959 0.10900207 0.10527967 0.10903775 0.10454967
## [1447] 0.10911799 0.10454967 0.10900207 0.10454967 0.10851644 0.10454967
## [1453] 0.10454967 0.10855368 0.10454967 0.10454967 0.10919167 0.10454967
## [1459] 0.10920352 0.10937126

SELECT MODELS

Select optimal model.

#optimal model
#final_model <- glm(formula = TARGET ~ STARS + LabelAppeal + AcidIndex + VolatileAcidity + 
  #  TotalSulfurDioxide + CitricAcid + Alcohol + Chlorides + FreeSulfurDioxide + 
  #  Sulphates + Density + pH, family="gaussian",data = data)
#summary(final_model)

Perform residual analysis.

#linearity
plot(final_model$residuals ~ data$SalePrice,
     main="Residuals vs TARGET")
abline(h = 0, lty = 3)  # adds a horizontal dashed line at y = 0

#normal residuals
par(mfrow=c(1,2))
hist(final_model$residuals, probability=TRUE,col="gray", border="white", main="Distribution of residuals")
d <- density(final_model$residuals)
    lines(d, col="red")

#normal probability plot 
qqnorm(final_model$residuals)
qqline(final_model$residuals) 

#constant variability
plot(final_model)
## Warning: not plotting observations with leverage one:
##   186, 272, 326, 584, 667, 1004, 1012, 1188, 1231, 1276, 1299, 1322, 1371

## Warning: not plotting observations with leverage one:
##   186, 272, 326, 584, 667, 1004, 1012, 1188, 1231, 1276, 1299, 1322, 1371
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced

## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced

Run likelihood ratio test.

#alternative model
#alternative_model <- glm(formula = TARGET ~ STARS + LabelAppeal + AcidIndex + VolatileAcidity + 
    #TotalSulfurDioxide + CitricAcid + Alcohol + Chlorides + FreeSulfurDioxide, data = data)

#Likelihood Ratio Test
#anova(final_model, alternative_model, test ="Chisq")

Analize deviance.

#residual deviance test
#p_value = 1 - pchisq(final_model$deviance,final_model$df.residual)
#p_value

Hosmer-Lemeshow Test.

hoslem.test(data$SalePrice, fitted(final_model))
## 
##  Hosmer and Lemeshow goodness of fit (GOF) test
## 
## data:  data$SalePrice, fitted(final_model)
## X-squared = -3.8723, df = 8, p-value = 1

Calculate sales for testing data set.

data
##        Id MSSubClass MSZoning LotFrontage  LotArea Street LotShape
## 1       1   2.345710       RL    8.391807 5.928240   Pave      Reg
## 2       2   1.968741       RL    9.151104 5.979102   Pave      Reg
## 3       3   2.345710       RL    8.552765 6.041417   Pave      IR1
## 4       4   2.389262       RL    8.111629 5.977033   Pave      IR1
## 5       5   2.345710       RL    9.336560 6.132726   Pave      IR1
## 6       6   2.291503       RL    9.381959 6.128835   Pave      IR1
## 7       7   1.968741       RL    8.909962 5.998534   Pave      Reg
## 8       8   2.345710       RL    9.151104 6.009994   Pave      IR1
## 9       9   2.291503       RM    7.563242 5.796683   Pave      Reg
## 10     10   2.627050       RL    7.498249 5.875747   Pave      Reg
## 11     11   1.968741       RL    8.657339 6.039680   Pave      Reg
## 12     12   2.345710       RL    9.381959 6.064028   Pave      IR1
## 13     13   1.968741       RL    9.055944 6.096412   Pave      IR2
## 14     14   1.968741       RL    9.646812 6.020069   Pave      IR1
## 15     15   1.968741       RL    9.471651 6.029795   Pave      IR1
## 16     16   2.258785       RM    7.563242 5.796683   Pave      Reg
## 17     17   1.968741       RL    6.475090 6.041105   Pave      IR1
## 18     18   2.456045       RL    8.759852 6.025147   Pave      Reg
## 19     19   1.968741       RL    8.446024 6.117311   Pave      Reg
## 20     20   1.968741       RL    8.657339 5.883338   Pave      Reg
## 21     21   2.345710       RL   10.062387 6.131523   Pave      IR1
## 22     22   2.258785       RM    7.935625 5.877332   Pave      Reg
## 23     23   1.968741       RL    8.909962 5.984913   Pave      Reg
## 24     24   2.526502       RM    7.087951 5.640090   Pave      Reg
## 25     25   1.968741       RL    7.814670 5.918424   Pave      IR1
## 26     26   1.968741       RL   10.412536 6.131925   Pave      Reg
## 27     27   1.968741       RL    8.111629 5.863494   Pave      Reg
## 28     28   1.968741       RL    9.940847 6.049229   Pave      Reg
## 29     29   1.968741       RL    7.297667 6.183747   Pave      IR1
## 30     30   2.122661       RM    8.111629 5.810251   Pave      IR1
## 31     31   2.389262  C (all)    7.498249 5.930606   Pave      Reg
## 32     32   1.968741       RL    9.381959 5.932676   Pave      IR1
## 33     33   1.968741       RL    9.381959 6.034384   Pave      Reg
## 34     34   1.968741       RL    8.657339 6.016371   Pave      IR1
## 35     35   2.526502       RL    8.111629 5.869838   Pave      Reg
## 36     36   2.345710       RL   10.336501 6.109495   Pave      Reg
## 37     37   1.968741       RL   10.487613 6.027605   Pave      Reg
## 38     38   1.968741       RL    8.860398 5.932112   Pave      Reg
## 39     39   1.968741       RL    8.552765 5.902270   Pave      Reg
## 40     40   2.456045       RL    8.391807 5.791226   Pave      Reg
## 41     41   1.968741       RL    9.336560 5.937984   Pave      Reg
## 42     42   1.968741       RL   10.598497 6.196921   Pave      Reg
## 43     43   2.441300       RL    6.132352 5.961344   Pave      IR1
## 44     44   1.968741       RL    8.860398 5.962210   Pave      IR1
## 45     45   1.968741       RL    8.657339 5.903440   Pave      Reg
## 46     46   2.526502       RL    8.168932 5.888560   Pave      Reg
## 47     47   2.291503       RL    7.365494 6.092059   Pave      IR1
## 48     48   1.968741       FV    9.336560 6.036041   Pave      Reg
## 49     49   2.627050       RM    6.220718 5.663035   Pave      Reg
## 50     50   1.968741       RL    8.446024 5.892978   Pave      Reg
## 51     51   2.345710       RL    9.559918 6.122132   Pave      IR2
## 52     52   2.291503       RM    7.627353 5.804724   Pave      Reg
## 53     53   2.456045       RM   10.412536 5.929283   Grvl      IR2
## 54     54   1.968741       RL    8.552765 6.582930   Pave      IR1
## 55     55   2.425379       RL    8.111629 5.859737   Pave      Reg
## 56     56   1.968741       RL   10.022157 6.002073   Pave      IR1
## 57     57   2.591077       FV    5.344896 5.433826   Pave      Reg
## 58     58   2.345710       RL    9.559918 6.054843   Pave      IR1
## 59     59   2.345710       RL    8.446024 6.116948   Pave      IR2
## 60     60   1.968741       RL    8.111629 5.863494   Pave      Reg
## 61     61   1.968741       RL    8.281602 6.099480   Pave      Reg
## 62     62   2.408105       RM    8.111629 5.863494   Pave      Reg
## 63     63   2.526502       RL    7.087951 5.817881   Pave      IR1
## 64     64   2.389262       RM    7.498249 6.006877   Pave      IR1
## 65     65   2.345710       RL    9.103734 5.969698   Pave      Reg
## 66     66   2.345710       RL    8.959068 5.978730   Pave      Reg
## 67     67   1.968741       RL   10.298115 6.257432   Pave      Reg
## 68     68   1.968741       RL    8.759852 6.020547   Pave      IR1
## 69     69   2.122661       RM    7.297667 5.677366   Pave      Reg
## 70     70   2.291503       RL    9.198064 6.166579   Pave      Reg
## 71     71   1.968741       RL    9.816686 6.116081   Pave      IR1
## 72     72   1.968741       RL    8.605316 5.885425   Pave      Reg
## 73     73   2.345710       RL    8.860398 6.000755   Pave      IR1
## 74     74   1.968741       RL    9.381959 6.003039   Pave      Reg
## 75     75   2.291503       RM    8.111629 5.773644   Pave      Reg
## 76     76   2.615934       RM    5.002071 5.200014   Pave      Reg
## 77     77   1.968741       RL    7.935625 5.929425   Pave      IR1
## 78     78   2.291503       RM    7.498249 5.936919   Pave      Reg
## 79     79   2.456045       RL    8.759852 6.024675   Pave      Reg
## 80     80   2.291503       RM    8.111629 6.012183   Pave      Reg
## 81     81   2.345710       RL   10.022157 6.097359   Pave      Reg
## 82     82   2.526502       RM    6.132352 5.667238   Pave      Reg
## 83     83   1.968741       RL    9.055944 6.003270   Pave      Reg
## 84     84   1.968741       RL    9.151104 5.948642   Pave      IR1
## 85     85   2.425379       RL    8.391807 5.932019   Pave      IR1
## 86     86   2.345710       RL   10.814355 6.177668   Pave      Reg
## 87     87   2.345710       RL   10.849601 6.063606   Pave      IR2
## 88     88   2.591077       FV    6.792219 5.611243   Pave      Reg
## 89     89   2.291503  C (all)   10.220587 5.929188   Pave      IR1
## 90     90   1.968741       RL    8.111629 5.909737   Pave      Reg
## 91     91   1.968741       RL    8.111629 5.863494   Pave      Reg
## 92     92   1.968741       RL    9.381959 5.930606   Pave      Reg
## 93     93   2.122661       RL    9.151104 6.107836   Pave      IR1
## 94     94   2.627050  C (all)    8.111629 5.863494   Pave      Reg
## 95     95   2.345710       RL    8.605316 5.968085   Pave      IR1
## 96     96   2.345710       RL    8.708847 5.985845   Pave      IR2
## 97     97   1.968741       RL    9.055944 6.005500   Pave      IR1
## 98     98   1.968741       RL    8.810365 6.029831   Pave      Reg
## 99     99   2.122661       RL    9.381959 6.019075   Pave      Reg
## 100   100   1.968741       RL    9.007725 5.967361   Pave      IR1
## 101   101   1.968741       RL    8.657339 6.018262   Pave      IR1
## 102   102   2.345710       RL    9.007725 5.962469   Pave      Reg
## 103   103   2.456045       RL    8.337005 5.853041   Pave      Reg
## 104   104   1.968741       RL    9.774692 6.010750   Pave      IR1
## 105   105   2.291503       RM    7.563242 5.893813   Pave      Reg
## 106   106   2.345710       FV    8.909962 5.969698   Pave      Reg
## 107   107   2.122661       RM    8.111629 6.025473   Pave      Reg
## 108   108   1.968741       RM    7.498249 5.788467   Pave      Reg
## 109   109   2.291503       RM    9.381959 5.930606   Pave      Reg
## 110   110   1.968741       RL   10.220587 6.058361   Pave      IR1
## 111   111   2.291503       RL    8.909962 5.975994   Pave      Reg
## 112   112   2.425379       RL    8.281602 5.893396   Pave      IR1
## 113   113   2.345710       RL    9.007725 5.993853   Pave      Reg
## 114   114   1.968741       RL   11.124569 6.277175   Pave      Reg
## 115   115   2.389262       RL    8.168932 5.866820   Pave      IR1
## 116   116   2.591077       FV    6.307236 5.523063   Pave      Reg
## 117   117   1.968741       RL    8.446024 6.053875   Pave      Reg
## 118   118   1.968741       RL    8.860398 5.932300   Pave      Reg
## 119   119   2.345710       RL    9.603533 6.078417   Pave      Reg
## 120   120   2.345710       RL    8.391807 5.928762   Pave      Reg
## 121   121   2.425379       RL    6.792219 6.284976   Pave      IR1
## 122   122   2.291503       RM    7.498249 5.792598   Pave      Reg
## 123   123   1.968741       RL    8.909962 5.973447   Pave      Reg
## 124   124   2.526502       RL    7.814670 5.900737   Pave      Reg
## 125   125   1.968741       RL    7.365494 6.199961   Pave      IR1
## 126   126   2.627050       RM    8.111629 5.838913   Pave      Reg
## 127   127   2.526502       RL    8.053657 5.705906   Pave      IR1
## 128   128   2.258785       RM    7.814670 5.656449   Pave      IR1
## 129   129   2.345710       RL    8.605316 5.884944   Pave      Reg
## 130   130   1.968741       RL    8.605316 5.952260   Pave      Reg
## 131   131   2.345710       RL    9.515959 6.131122   Pave      Reg
## 132   132   2.345710       RL    9.899758 6.073644   Pave      IR1
## 133   133   1.968741       RL    8.909962 5.873990   Pave      Reg
## 134   134   1.968741       RL    8.657339 5.843304   Pave      IR1
## 135   135   1.968741       RL    9.055944 6.008211   Pave      IR1
## 136   136   1.968741       RL    9.151104 6.010675   Pave      Reg
## 137   137   1.968741       RL    9.774692 6.008971   Pave      IR1
## 138   138   2.456045       RL    9.244621 6.035125   Pave      Reg
## 139   139   2.345710       RL    8.810365 5.956369   Pave      IR1
## 140   140   2.345710       RL    8.391807 6.162516   Pave      IR1
## 141   141   1.968741       RL    8.657339 6.014433   Pave      Reg
## 142   142   1.968741       RL    9.055944 6.054843   Pave      Reg
## 143   143   2.291503       RL    8.708847 5.931548   Pave      Reg
## 144   144   1.968741       RL    9.055944 6.008211   Pave      IR1
## 145   145   2.456045       RM    8.657339 5.957860   Pave      Reg
## 146   146   2.591077       RM    5.344896 5.412292   Pave      Reg
## 147   147   2.122661       RM    7.563242 5.796683   Pave      Reg
## 148   148   2.345710       RL    8.759852 5.975161   Pave      IR1
## 149   149   1.968741       RL    8.281602 5.880104   Pave      Reg
## 150   150   2.291503       RM    6.391999 5.804724   Pave      Reg
## 151   151   1.968741       RL   10.778904 6.009009   Pave      Reg
## 152   152   1.968741       RL   10.298115 6.122737   Pave      Reg
## 153   153   2.345710       RL    7.627353 6.146921   Pave      IR1
## 154   154   1.968741       RL    9.381959 6.111827   Pave      Reg
## 155   155   2.122661       RM    9.336560 6.044521   Pave      Reg
## 156   156   2.291503       RL    8.111629 5.979102   Pave      Reg
## 157   157   1.968741       RL    8.111629 5.863494   Pave      Reg
## 158   158   2.345710       RL    9.689761 6.066586   Pave      Reg
## 159   159   2.345710       FV   10.022157 6.083864   Pave      Reg
## 160   160   2.345710       RL   11.257646 6.247639   Pave      IR1
## 161   161   1.968741       RL    7.015835 6.036884   Pave      IR1
## 162   162   2.345710       RL   10.412536 6.117116   Pave      IR1
## 163   163   1.968741       RL    9.816686 6.072314   Pave      Reg
## 164   164   2.258785       RL    7.814670 5.752172   Pave      Reg
## 165   165   2.220951       RM    6.792219 5.744477   Pave      Reg
## 166   166   2.627050       RL    8.225584 5.999393   Pave      Reg
## 167   167   1.968741       RL    8.909962 6.022124   Pave      IR1
## 168   168   2.345710       RL    9.426987 6.016743   Pave      Reg
## 169   169   2.345710       RL    8.225584 5.918326   Pave      IR1
## 170   170   1.968741       RL   10.450193 6.191659   Pave      IR1
## 171   171   2.291503       RM   10.022157 6.077856   Pave      IR1
## 172   172   1.968741       RL   11.484017 6.425551   Pave      IR1
## 173   173   2.591077       RL    7.087951 5.737099   Pave      IR1
## 174   174   1.968741       RL    9.151104 6.002923   Pave      IR1
## 175   175   1.968741       RL    7.297667 6.079663   Pave      IR1
## 176   176   1.968741       RL    9.336560 6.085794   Pave      Reg
## 177   177   2.345710       RL    9.899758 5.996378   Pave      IR1
## 178   178   2.291503       RL    7.753040 6.116053   Pave      Reg
## 179   179   1.968741       RL    8.281602 6.208193   Pave      IR1
## 180   180   2.122661       RM    8.111629 5.931548   Pave      Reg
## 181   181   2.591077       FV    5.344896 5.332235   Pave      Reg
## 182   182   2.389262       RL    7.753040 5.884837   Pave      Reg
## 183   183   1.968741       RL    8.111629 5.956106   Pave      Reg
## 184   184   2.291503       RM    8.281602 6.047462   Pave      Reg
## 185   185   2.291503       RL    9.689761 5.876732   Pave      IR1
## 186   186   2.408105       RM    9.603533 6.309523   Pave      IR2
## 187   187   2.425379       RL    9.689761 5.993139   Pave      IR1
## 188   188   2.291503       RL    8.111629 6.011052   Pave      Reg
## 189   189   2.456045       RL    8.337005 5.853041   Pave      Reg
## 190   190   2.526502       RL    6.868018 5.705476   Pave      Reg
## 191   191   2.389262       RL    8.657339 6.017039   Pave      Reg
## 192   192   2.345710       RL    9.244621 5.878585   Pave      IR1
## 193   193   1.968741       RL    8.552765 5.954210   Pave      IR1
## 194   194   2.591077       RM    5.344896 5.412292   Pave      Reg
## 195   195   1.968741       RL    8.111629 5.862359   Pave      IR1
## 196   196   2.591077       RL    5.344896 5.366331   Pave      Reg
## 197   197   1.968741       RL    9.103734 5.971430   Pave      Reg
## 198   198   2.408105       RL   12.456809 6.346391   Pave      Reg
## 199   199   2.408105       RM    9.689761 5.753692   Pave      Reg
## 200   200   1.968741       RL    8.959068 5.978730   Pave      Reg
## 201   201   1.968741       RM    9.151104 5.932770   Pave      Reg
## 202   202   1.968741       RL    8.909962 6.000133   Pave      Reg
## 203   203   2.291503       RL    7.498249 5.851991   Pave      Reg
## 204   204   2.526502       RM    6.391999 5.661302   Pave      Reg
## 205   205   2.291503       RM    7.498249 5.558413   Pave      Reg
## 206   206   1.968741       RL    9.981645 6.061648   Pave      Reg
## 207   207   1.968741       RL    6.792219 6.116697   Pave      IR1
## 208   208   1.968741       RL    9.858373 6.082048   Pave      IR1
## 209   209   2.345710       RL   10.022157 6.135491   Pave      IR1
## 210   210   1.968741       RL    8.909962 5.918619   Pave      Reg
## 211   211   2.122661       RL    8.499672 5.760013   Pave      Reg
## 212   212   1.968741       RL    9.290783 6.011430   Pave      Reg
## 213   213   2.345710       FV    8.759852 5.937151   Pave      Reg
## 214   214   1.968741       RL    7.015835 6.113749   Pave      IR2
## 215   215   2.345710       RL    7.365494 6.029079   Pave      IR1
## 216   216   1.968741       RL    8.759852 5.995670   Pave      IR1
## 217   217   1.968741       RL    8.391807 5.928240   Pave      Reg
## 218   218   2.389262       RM    7.935625 5.991509   Pave      Reg
## 219   219   2.291503       RL    9.940847 6.168196   Pave      IR1
## 220   220   2.526502       RL    7.015835 5.491764   Pave      Reg
## 221   221   1.968741       RL    8.810365 5.953015   Pave      IR1
## 222   222   2.345710       RL    8.391807 5.909637   Pave      IR1
## 223   223   2.345710       RL    9.381959 6.049127   Pave      Reg
## 224   224   1.968741       RL    8.657339 6.014433   Pave      Reg
## 225   225   1.968741       RL   10.142022 6.111033   Pave      Reg
## 226   226   2.591077       RM    5.002071 5.224303   Pave      Reg
## 227   227   2.345710       RL    9.244621 5.993258   Pave      IR1
## 228   228   2.591077       RM    5.002071 5.274384   Pave      Reg
## 229   229   1.968741       RL    8.657339 5.931595   Pave      Reg
## 230   230   2.526502       RL    7.015835 5.516439   Pave      Reg
## 231   231   1.968741       RL    8.810365 5.942668   Pave      Reg
## 232   232   2.345710       RL   12.456809 6.155395   Pave      IR1
## 233   233   2.591077       RM    5.002071 5.224303   Pave      Reg
## 234   234   1.968741       RL    8.909962 6.019996   Pave      Reg
## 235   235   2.345710       RL    8.657339 5.898633   Pave      Reg
## 236   236   2.591077       RM    5.002071 5.224303   Pave      Reg
## 237   237   1.968741       RL    8.391807 5.943261   Pave      Reg
## 238   238   2.345710       RL    5.949674 5.972986   Pave      IR1
## 239   239   1.968741       RL    9.732386 6.067456   Pave      Reg
## 240   240   2.291503       RL    7.627353 5.941800   Pave      Reg
## 241   241   1.968741       FV    8.909962 5.953458   Pave      Reg
## 242   242   2.122661       RM    6.792219 5.603380   Pave      Reg
## 243   243   2.291503       RM    8.281602 5.712046   Pave      Reg
## 244   244   2.591077       RL    8.909962 6.024094   Pave      Reg
## 245   245   2.345710       RL    8.446024 5.948103   Pave      IR1
## 246   246   1.968741       RL    9.151104 6.010675   Pave      Reg
## 247   247   2.627050       RM    8.605316 5.959693   Pave      Reg
## 248   248   1.968741       RL    8.909962 6.043489   Pave      Reg
## 249   249   2.345710       RL    8.759852 6.043730   Pave      Reg
## 250   250   2.291503       RL    7.365494 6.947149   Pave      IR2
## 251   251   2.122661       RL    7.814670 5.740570   Pave      IR1
## 252   252   2.526502       RM    7.087951 5.690292   Pave      IR1
## 253   253   2.345710       RL    8.391807 5.924230   Pave      IR1
## 254   254   2.425379       RL    9.381959 5.968637   Pave      Reg
## 255   255   1.968741       RL    8.657339 5.925858   Pave      Reg
## 256   256   2.345710       RL    8.446024 5.941663   Pave      IR1
## 257   257   2.345710       FV    8.337005 5.944080   Pave      IR1
## 258   258   1.968741       RL    8.552765 5.945124   Pave      Reg
## 259   259   2.345710       RL    9.151104 6.080253   Pave      Reg
## 260   260   1.968741       RM    8.657339 6.088441   Pave      Reg
## 261   261   2.425379       RL   10.778904 6.246074   Pave      Reg
## 262   262   2.345710       RL    8.605316 5.978606   Pave      IR1
## 263   263   2.425379       RL    9.515959 5.929236   Pave      IR1
## 264   264   2.291503       RM    7.498249 5.752172   Pave      Reg
## 265   265   2.122661       RM    5.949674 5.731189   Pave      IR3
## 266   266   1.968741       RL    9.055944 6.069382   Pave      IR1
## 267   267   2.345710       RL    8.657339 6.039924   Pave      IR1
## 268   268   2.408105       RL    8.111629 5.925858   Pave      Reg
## 269   269   2.122661       RM    8.708847 5.846103   Pave      Reg
## 270   270   1.968741       RL    8.111629 5.902015   Pave      IR1
## 271   271   2.345710       FV    9.336560 6.022855   Pave      Reg
## 272   272   1.968741       RL    8.810365 6.497685   Pave      IR1
## 273   273   2.345710       RL    9.689761 6.058790   Pave      IR1
## 274   274   1.968741       RL    9.151104 5.979102   Pave      Reg
## 275   275   1.968741       RL    8.959068 5.921725   Pave      Reg
## 276   276   2.291503       RL    7.814670 5.867100   Pave      Reg
## 277   277   1.968741       RL   11.090854 5.962037   Pave      IR1
## 278   278   1.968741       RL   11.452165 6.243038   Pave      Reg
## 279   279   1.968741       RL   10.298115 6.137760   Pave      Reg
## 280   280   2.345710       RL    9.290783 5.995433   Pave      Reg
## 281   281   2.345710       RL    9.244621 6.042696   Pave      Reg
## 282   282   1.968741       FV    8.111629 5.863494   Pave      Reg
## 283   283   2.526502       RL    6.307236 5.717340   Pave      Reg
## 284   284   1.968741       RL    8.860398 5.979596   Pave      Reg
## 285   285   2.526502       RL    7.498249 5.906829   Pave      Reg
## 286   286   2.591077       FV    6.391999 5.642831   Pave      IR1
## 287   287   2.291503       RL    9.007725 5.986694   Pave      IR1
## 288   288   1.968741       RL    8.111629 5.912474   Pave      IR1
## 289   289   1.968741       RL    9.007725 5.988025   Pave      IR1
## 290   290   2.389262       RL    8.111629 5.941297   Pave      Reg
## 291   291   2.345710       RL   10.778904 6.167014   Pave      Reg
## 292   292   2.627050       RL    7.814670 5.766156   Pave      Reg
## 293   293   2.291503       RL    8.111629 6.046883   Pave      Reg
## 294   294   2.345710       RL   11.257646 6.191434   Pave      IR1
## 295   295   1.968741       RL    9.151104 5.979102   Pave      Reg
## 296   296   2.425379       RL    6.556588 5.903033   Pave      IR1
## 297   297   2.291503       RM    8.909962 6.117729   Pave      Reg
## 298   298   2.345710       FV    8.446024 5.874594   Pave      IR1
## 299   299   2.345710       RL    9.603533 6.056673   Pave      Reg
## 300   300   1.968741       RL    9.151104 6.125718   Pave      Reg
## 301   301   2.627050       RL    9.603533 6.170355   Pave      Reg
## 302   302   2.345710       RL    8.446024 6.181555   Pave      IR3
## 303   303   1.968741       RL   10.707382 6.117562   Pave      IR1
## 304   304   1.968741       RL    8.657339 5.987260   Pave      Reg
## 305   305   2.408105       RM    9.471651 6.228201   Pave      Reg
## 306   306   1.968741       RL    9.151104 6.010146   Pave      Reg
## 307   307   2.345710       RL   10.635010 6.111090   Pave      Reg
## 308   308   2.291503       RM    8.552765 5.902168   Pave      IR1
## 309   309   2.122661       RL    8.111629 6.077355   Pave      IR1
## 310   310   1.968741       RL    9.603533 6.078480   Pave      IR1
## 311   311   2.345710       RL    8.391807 5.889986   Pave      IR1
## 312   312   1.968741       RL    7.498249 5.906224   Pave      Reg
## 313   313   2.627050       RM    8.391807 5.895998   Pave      Reg
## 314   314   1.968741       RL   11.763834 7.036118   Pave      IR3
## 315   315   2.389262       RM    8.111629 5.979102   Pave      Reg
## 316   316   2.345710       RL    8.708847 5.895738   Pave      IR1
## 317   317   2.345710       RL    9.774692 6.097506   Pave      IR1
## 318   318   2.345710       FV    8.909962 5.953458   Pave      Reg
## 319   319   2.345710       RL    9.603533 5.991270   Pave      Reg
## 320   320   2.425379       RL    9.381959 6.128835   Pave      Reg
## 321   321   2.345710       RL   10.450193 6.182318   Pave      Reg
## 322   322   2.345710       RL    9.981645 6.069669   Pave      IR1
## 323   323   2.345710       RL    9.426987 6.009919   Pave      IR1
## 324   324   1.968741       RM    7.432344 5.775798   Pave      Reg
## 325   325   2.425379       RL    9.858373 6.042282   Pave      Reg
## 326   326   2.258785       RM    7.498249 5.712046   Pave      Reg
## 327   327   2.526502       RL    6.132352 6.027136   Pave      IR1
## 328   328   1.968741       RL    9.151104 6.053339   Pave      Reg
## 329   329   2.408105       RL    8.909962 6.062856   Pave      IR1
## 330   330   2.389262       RM    8.111629 5.815312   Pave      Reg
## 331   331   2.456045       RL    9.559918 6.019038   Pave      IR1
## 332   332   1.968741       RL    8.657339 5.914993   Pave      Reg
## 333   333   1.968741       RL    9.381959 6.020180   Pave      IR1
## 334   334   2.526502       RM    8.053657 5.916075   Pave      Reg
## 335   335   2.345710       RL    8.053657 5.955313   Pave      IR1
## 336   336   2.627050       RL   10.778904 6.957563   Grvl      IR1
## 337   337   1.968741       RL    9.426987 6.129967   Pave      IR1
## 338   338   1.968741       RL    8.657339 5.959388   Pave      Reg
## 339   339   1.968741       RL    9.646812 6.129644   Pave      Reg
## 340   340   1.968741       RL    8.446024 6.079165   Pave      IR1
## 341   341   2.345710       RL    9.381959 6.130880   Pave      Reg
## 342   342   1.968741       RH    8.111629 5.925858   Pave      Reg
## 343   343   2.456045       RL    8.111629 5.932676   Pave      Reg
## 344   344   2.526502       RL    8.281602 5.946707   Pave      IR1
## 345   345   2.591077       RM    6.475090 5.424685   Pave      Reg
## 346   346   2.291503       RL    8.391807 5.817433   Pave      Reg
## 347   347   1.968741       RL    7.228826 6.090556   Pave      IR1
## 348   348   1.968741       RL    8.909962 6.211961   Pave      IR1
## 349   349   2.591077       RL    6.475090 5.398772   Pave      Reg
## 350   350   2.345710       RL    7.875524 6.267109   Pave      IR2
## 351   351   2.526502       RL    8.552765 5.897033   Pave      IR1
## 352   352   2.526502       RL    6.868018 5.734315   Pave      IR1
## 353   353   2.291503       RL    8.111629 5.957159   Pave      Reg
## 354   354   2.122661       RM    8.111629 5.931548   Pave      Reg
## 355   355   2.291503       RL    8.111629 5.925858   Pave      Reg
## 356   356   1.968741       RL   10.220587 6.041382   Pave      IR2
## 357   357   1.968741       RL    8.810365 5.964279   Pave      IR1
## 358   358   2.526502       RM    7.087951 5.640090   Pave      Reg
## 359   359   2.425379       RL    9.689761 5.847880   Pave      IR1
## 360   360   2.345710       RL    9.055944 6.066844   Pave      IR1
## 361   361   2.441300       RL    8.708847 5.882263   Pave      IR1
## 362   362   2.291503       RL    8.111629 5.959780   Pave      Reg
## 363   363   2.441300       RL    8.337005 5.869169   Pave      Reg
## 364   364   2.591077       RM    5.002071 5.224303   Pave      Reg
## 365   365   2.345710       RL   10.814355 6.236450   Pave      IR1
## 366   366   2.389262       RM    8.053657 6.021465   Pave      Reg
## 367   367   1.968741       RL    9.381959 5.974952   Pave      IR1
## 368   368   2.425379       RL   10.062387 5.960041   Pave      IR1
## 369   369   1.968741       RL    9.055944 5.895998   Pave      Reg
## 370   370   1.968741       RL    9.559918 5.988467   Pave      IR1
## 371   371   2.345710       RL    7.563242 5.912276   Pave      IR1
## 372   372   2.291503       RL    9.151104 6.201645   Pave      Reg
## 373   373   2.526502       RL    7.498249 5.862075   Pave      Reg
## 374   374   1.968741       RL    9.103734 6.019406   Pave      Reg
## 375   375   2.345710       RL    8.391807 5.916173   Pave      Reg
## 376   376   2.122661       RL    8.111629 5.996024   Pave      IR1
## 377   377   2.441300       RL    7.935625 5.946572   Pave      IR1
## 378   378   2.345710       FV   10.102341 6.037690   Pave      IR1
## 379   379   1.968741       RL    9.515959 6.046371   Pave      Reg
## 380   380   2.345710       RL    8.111629 5.912375   Pave      IR1
## 381   381   2.291503       RL    7.498249 5.712046   Pave      Reg
## 382   382   1.968741       FV    8.111629 5.863494   Pave      Reg
## 383   383   2.345710       RL    9.103734 5.964150   Pave      IR1
## 384   384   2.258785       RH    8.111629 5.953458   Pave      Reg
## 385   385   2.345710       RL    7.935625 6.601267   Pave      IR2
## 386   386   2.526502       RL    7.015835 5.516439   Pave      Reg
## 387   387   2.291503       RL    7.994995 5.926336   Pave      Reg
## 388   388   2.425379       RL    8.759852 5.863494   Pave      Reg
## 389   389   1.968741       RL    9.732386 5.969994   Pave      IR1
## 390   390   2.345710       RL    9.858373 6.081461   Pave      Reg
## 391   391   2.291503       RL    7.498249 5.926097   Pave      Reg
## 392   392   2.345710       RL    8.708847 6.073170   Pave      IR1
## 393   393   1.968741       RL    8.446024 5.922931   Pave      IR1
## 394   394   2.122661       RL    6.556588 5.877168   Pave      Reg
## 395   395   2.291503       RL    8.111629 6.000483   Pave      Reg
## 396   396   1.968741       RL    8.552765 5.977903   Pave      Reg
## 397   397   1.968741       RL    8.111629 5.863494   Pave      Reg
## 398   398   2.345710       RL    8.605316 5.884944   Pave      Reg
## 399   399   2.122661       RM    8.111629 5.951993   Pave      Reg
## 400   400   2.345710       FV    8.391807 5.912474   Pave      Reg
## 401   401   2.526502       RL    6.636564 6.150994   Pave      IR2
## 402   402   1.968741       RL    8.391807 5.942988   Pave      IR1
## 403   403   2.122661       RL    8.111629 6.003039   Pave      Reg
## 404   404   2.345710       RL    9.732386 6.069382   Pave      Reg
## 405   405   2.345710       RL    8.959068 6.009312   Pave      IR1
## 406   406   1.968741       RL    9.151104 5.994881   Pave      IR1
## 407   407   2.291503       RL    7.563242 6.013684   Pave      Reg
## 408   408   2.389262       RL    8.281602 6.166168   Pave      Reg
## 409   409   2.345710       RL   10.374640 6.129886   Pave      Reg
## 410   410   2.345710       FV    9.381959 6.025473   Pave      Reg
## 411   411   1.968741       RL    8.552765 5.977903   Pave      Reg
## 412   412   2.627050       RL   10.022157 6.455872   Pave      Reg
## 413   413   1.968741       FV    7.935625 5.657911   Pave      IR2
## 414   414   2.122661       RM    7.875524 5.951682   Pave      Reg
## 415   415   2.345710       RL    8.053657 6.040654   Pave      IR2
## 416   416   1.968741       RL    8.810365 5.948956   Pave      IR1
## 417   417   2.345710       RL    8.860398 5.898272   Pave      Reg
## 418   418   2.389262       RL    9.426987 6.301040   Pave      IR1
## 419   419   2.291503       RL    8.111629 5.914205   Pave      Reg
## 420   420   1.968741       RL    8.391807 5.928240   Pave      Reg
## 421   421   2.456045       RM    9.055944 5.855479   Pave      Reg
## 422   422   1.968741       RL   11.090854 6.190894   Pave      IR1
## 423   423   1.968741       RL   10.022157 6.289993   Pave      Reg
## 424   424   2.345710       RL    9.151104 5.962210   Pave      Reg
## 425   425   1.968741       RL    8.759852 5.953458   Pave      Reg
## 426   426   2.345710       RM    8.111629 5.542826   Pave      Reg
## 427   427   2.425379       RL    9.515959 6.091399   Pave      Reg
## 428   428   1.968741       RL    9.007725 5.934967   Pave      IR1
## 429   429   1.968741       RL    8.337005 5.837822   Pave      Reg
## 430   430   1.968741       RL   11.124569 6.048517   Pave      IR1
## 431   431   2.591077       RM    5.002071 5.224303   Pave      Reg
## 432   432   2.291503       RM    8.111629 5.758667   Pave      IR1
## 433   433   2.591077       RM    5.344896 5.286945   Pave      Reg
## 434   434   2.345710       RL   10.022157 6.026884   Pave      IR1
## 435   435   2.615934       RM    5.002071 5.279601   Pave      Reg
## 436   436   2.345710       RL    7.015835 6.020621   Pave      IR2
## 437   437   2.291503       RM    6.792219 5.657619   Pave      Reg
## 438   438   2.258785       RM    7.498249 5.788467   Pave      Reg
## 439   439   2.122661       RL    6.792219 5.645753   Pave      Reg
## 440   440   2.291503       RL    8.499672 6.077731   Pave      Reg
## 441   441   1.968741       RL   10.220587 6.162639   Pave      Reg
## 442   442   2.456045       RL    9.689761 6.069957   Pave      Reg
## 443   443   2.291503       RM    7.627353 5.804724   Pave      Reg
## 444   444   2.526502       RL    7.690610 5.608050   Pave      Reg
## 445   445   2.345710       RL    8.657339 5.942212   Pave      Reg
## 446   446   1.968741       RL    8.810365 5.989471   Pave      Reg
## 447   447   1.968741       RL   11.355648 6.187658   Pave      IR1
## 448   448   2.345710       RL    9.381959 6.040167   Pave      IR1
## 449   449   2.291503       RM    7.498249 5.935293   Pave      Reg
## 450   450   2.291503       RM    7.498249 5.788467   Pave      Reg
## 451   451   2.122661       RM    8.657339 5.765936   Pave      Reg
## 452   452   1.968741       RL    8.225584 6.695524   Pave      IR1
## 453   453   2.345710       RL    9.151104 5.966636   Pave      IR1
## 454   454   2.345710       FV    8.909962 5.953458   Pave      Reg
## 455   455   2.456045       RL    8.281602 5.966379   Pave      Reg
## 456   456   1.968741       RL    9.151104 5.979102   Pave      Reg
## 457   457   2.389262       RM    6.307236 5.673926   Pave      Reg
## 458   458   1.968741       RL    7.432344 6.602019   Pave      IR1
## 459   459   2.389262       RM    6.792219 5.720415   Pave      Reg
## 460   460   2.291503       RL    7.498249 5.852866   Pave      IR1
## 461   461   2.345710       FV    8.909962 5.906426   Pave      IR1
## 462   462   2.389262       RL    8.111629 5.863494   Pave      Reg
## 463   463   1.968741       RL    8.111629 5.920127   Pave      IR1
## 464   464   2.389262       RL    8.860398 6.066102   Pave      IR1
## 465   465   1.968741       RL    8.111629 5.927289   Pave      Reg
## 466   466   2.526502       RM    7.015835 5.500833   Pave      Reg
## 467   467   1.968741       RL    9.381959 6.019185   Pave      Reg
## 468   468   2.389262       RL    9.103734 5.974117   Pave      Reg
## 469   469   1.968741       RL    9.940847 6.047530   Pave      IR1
## 470   470   2.345710       RL    8.959068 5.966123   Pave      IR1
## 471   471   2.526502       RL    8.657339 5.841325   Pave      IR1
## 472   472   2.345710       RL    9.689761 6.064937   Pave      Reg
## 473   473   2.615934       RM    6.391999 5.579757   Pave      Reg
## 474   474   1.968741       RL   10.412536 6.151348   Pave      IR1
## 475   475   2.526502       RL    6.868018 5.738996   Pave      Reg
## 476   476   1.968741       RL    9.151104 5.929662   Pave      Reg
## 477   477   1.968741       RL    8.909962 6.101033   Pave      Reg
## 478   478   2.345710       RL   10.220587 6.117255   Pave      Reg
## 479   479   1.968741       RL    9.103734 6.019517   Pave      Reg
## 480   480   2.122661       RM    7.498249 5.783240   Pave      Reg
## 481   481   1.968741       RL    9.940847 6.177058   Pave      IR1
## 482   482   1.968741       RL    8.759852 6.061484   Pave      IR1
## 483   483   2.389262       RM    7.498249 5.408319   Pave      Reg
## 484   484   2.526502       RM    6.132352 5.667238   Pave      Reg
## 485   485   1.968741       RL    8.708847 5.893813   Pave      IR1
## 486   486   1.968741       RL    9.151104 5.979102   Pave      Reg
## 487   487   1.968741       RL    9.103734 6.006457   Pave      Reg
## 488   488   1.968741       RL    8.657339 6.074244   Pave      IR1
## 489   489   2.627050       RL    8.111629 6.025473   Pave      Reg
## 490   490   2.615934       RM    5.002071 5.178674   Pave      Reg
## 491   491   2.591077       RM    5.949674 5.437223   Pave      Reg
## 492   492   2.291503       RL    9.103734 5.974535   Pave      Reg
## 493   493   2.345710       RL   10.220587 6.166216   Pave      IR1
## 494   494   1.968741       RL    8.657339 5.902728   Pave      Reg
## 495   495   2.122661       RM    7.498249 5.773212   Pave      Reg
## 496   496   2.122661  C (all)    8.111629 5.900071   Pave      Reg
## 497   497   1.968741       RL   10.181436 6.088138   Pave      IR1
## 498   498   2.291503       RL    8.111629 5.958734   Pave      Reg
## 499   499   1.968741       RL    8.391807 5.895998   Pave      Reg
## 500   500   1.968741       RL    8.657339 5.881994   Pave      IR1
## 501   501   2.591077       RM    5.002071 5.279601   Pave      Reg
## 502   502   2.345710       FV    8.909962 5.987380   Pave      Reg
## 503   503   1.968741       RL    8.657339 5.960910   Pave      Reg
## 504   504   1.968741       RL   10.022157 6.166797   Pave      IR1
## 505   505   2.591077       RL    5.344896 5.371917   Pave      Reg
## 506   506   2.456045       RM    8.111629 5.885265   Pave      Reg
## 507   507   2.345710       RL    9.151104 5.977199   Pave      IR1
## 508   508   1.968741       FV    8.909962 5.899198   Pave      IR1
## 509   509   2.389262       RM    8.111629 5.979102   Pave      Reg
## 510   510   1.968741       RL    9.151104 5.979102   Pave      Reg
## 511   511   1.968741       RL    8.909962 6.140615   Pave      Reg
## 512   512   2.526502       RL    6.792219 5.839638   Pave      IR1
## 513   513   1.968741       RL    8.657339 5.957860   Pave      Reg
## 514   514   1.968741       RL    8.708847 5.961647   Pave      Reg
## 515   515   2.258785       RL    7.814670 6.017929   Pave      Reg
## 516   516   1.968741       RL    9.774692 6.073518   Pave      Reg
## 517   517   2.425379       RL   10.022157 6.012483   Pave      IR1
## 518   518   2.345710       RL    9.103734 6.003347   Pave      IR1
## 519   519   2.345710       RL    6.132352 5.976244   Pave      IR1
## 520   520   2.389262       RL    7.690610 6.029724   Pave      Reg
## 521   521   2.627050       RL    8.111629 6.025473   Pave      Reg
## 522   522   1.968741       RL    9.603533 6.066102   Pave      IR1
## 523   523   2.291503       RM    7.498249 5.712046   Pave      Reg
## 524   524   2.345710       RL   11.124569 6.506267   Pave      IR1
## 525   525   2.345710       RL    9.816686 6.059548   Pave      IR1
## 526   526   1.968741       FV    8.225584 5.880104   Pave      Reg
## 527   527   1.968741       RL    8.657339 6.106112   Pave      Reg
## 528   528   2.345710       RL    8.499672 6.150614   Pave      IR1
## 529   529   2.122661       RL    7.994995 5.957773   Pave      IR1
## 530   530   1.968741       RL    6.475090 6.435319   Pave      IR1
## 531   531   2.425379       RL    9.381959 6.003039   Pave      Reg
## 532   532   2.389262       RM    8.111629 5.799046   Pave      IR1
## 533   533   1.968741       RL    8.111629 5.863494   Pave      Reg
## 534   534   1.968741       RL    7.498249 5.712046   Pave      Reg
## 535   535   2.345710       RL    8.860398 5.955930   Pave      IR1
## 536   536   2.627050       RL    8.657339 5.851991   Pave      Reg
## 537   537   2.345710       RL    7.935625 5.950076   Pave      IR1
## 538   538   1.968741       RL    9.151104 6.089440   Pave      IR1
## 539   539   1.968741       RL    8.909962 6.051761   Pave      IR1
## 540   540   1.968741       RL    9.007725 6.047360   Pave      Reg
## 541   541   1.968741       RL    9.381959 6.141708   Pave      Reg
## 542   542   2.345710       RL    9.151104 6.032648   Pave      Reg
## 543   543   1.968741       RL    9.055944 6.000716   Pave      Reg
## 544   544   2.526502       RH    6.307236 5.622803   Pave      Reg
## 545   545   2.345710       RL    7.994995 6.201296   Pave      IR1
## 546   546   2.291503       RL    9.515959 6.121250   Pave      IR1
## 547   547   2.291503       RL    8.657339 5.941617   Pave      IR1
## 548   548   2.441300       RL    7.753040 5.865977   Pave      Reg
## 549   549   1.968741       RM    7.432344 5.917887   Pave      IR1
## 550   550   2.345710       FV    8.909962 5.969698   Pave      Reg
## 551   551   2.526502       RL    7.690610 5.621203   Pave      Reg
## 552   552   1.968741       RM    7.498249 5.788467   Pave      Reg
## 553   553   1.968741       RL    9.471651 6.037795   Pave      IR1
## 554   554   1.968741       RL    8.499672 5.943443   Pave      Reg
## 555   555   2.345710       RL    9.381959 6.019075   Pave      Reg
## 556   556   2.258785       RM    7.994995 5.813892   Pave      Reg
## 557   557   1.968741       RL    8.605316 6.148122   Pave      IR1
## 558   558   2.291503  C (all)    8.111629 6.034066   Pave      Reg
## 559   559   2.345710       RL    7.935625 6.292032   Pave      IR2
## 560   560   2.526502       RL    7.015835 5.518382   Pave      Reg
## 561   561   1.968741       RL    7.814670 6.044556   Pave      IR1
## 562   562   1.968741       RL    9.007725 5.995630   Pave      Reg
## 563   563   2.122661       RL    8.281602 6.123176   Pave      Reg
## 564   564   2.291503       RL    8.446024 6.290496   Pave      Reg
## 565   565   2.345710       RL    8.708847 6.107435   Pave      IR1
## 566   566   2.389262       RL    8.446024 5.843603   Pave      Reg
## 567   567   2.345710       RL    9.007725 6.039611   Pave      IR1
## 568   568   1.968741       RL    8.657339 6.001918   Pave      IR1
## 569   569   2.291503       RL    9.103734 6.076886   Pave      IR1
## 570   570   2.456045       RL    8.111629 5.853856   Pave      IR1
## 571   571   2.456045       RL    8.860398 6.100330   Pave      IR1
## 572   572   1.968741       RL    8.111629 5.870894   Pave      Reg
## 573   573   2.345710       RL    9.290783 6.102025   Pave      IR1
## 574   574   2.425379       RL    8.959068 5.993932   Pave      IR1
## 575   575   2.425379       RL    8.657339 6.014433   Pave      Reg
## 576   576   2.291503       RL    9.151104 5.929662   Pave      Reg
## 577   577   2.291503       RL    7.627353 5.808155   Pave      Reg
## 578   578   2.425379       RL    9.858373 6.059219   Pave      IR1
## 579   579   2.591077       FV    6.307236 5.571235   Pave      Reg
## 580   580   2.291503       RM    9.198064 6.071297   Pave      Reg
## 581   581   1.968741       RL    7.228826 6.141292   Pave      IR1
## 582   582   1.968741       RL    9.940847 6.088502   Pave      Reg
## 583   583   2.456045       RL    9.198064 6.061321   Grvl      Reg
## 584   584   2.408105       RM    8.909962 6.111827   Pave      Reg
## 585   585   2.291503       RM    7.563242 5.796683   Pave      Reg
## 586   586   1.968741       RL    9.515959 6.048041   Pave      Reg
## 587   587   2.122661       RL    7.814670 6.005615   Pave      Reg
## 588   588   2.441300       RL    8.860398 5.941755   Pave      IR1
## 589   589   1.968741       RL    8.391807 6.341783   Pave      IR1
## 590   590   2.220951       RM    7.498249 5.957860   Pave      Reg
## 591   591   2.345710       RL    8.337005 5.922015   Pave      Reg
## 592   592   2.345710       RL    9.899758 6.111203   Pave      IR1
## 593   593   1.968741       RL    8.111629 5.827860   Pave      Reg
## 594   594   2.526502       RM    6.391999 5.661013   Pave      Reg
## 595   595   1.968741       RL    9.515959 5.905720   Pave      IR1
## 596   596   1.968741       RL    8.605316 6.043214   Pave      IR1
## 597   597   2.389262       RM    8.111629 5.570749   Pave      Reg
## 598   598   2.526502       RL    7.690610 5.608050   Pave      Reg
## 599   599   1.968741       RL    9.151104 6.096886   Pave      Reg
## 600   600   2.591077       RM    5.344896 5.294164   Pave      Reg
## 601   601   2.345710       RL    8.860398 6.030046   Pave      Reg
## 602   602   2.291503       RM    7.498249 5.953458   Pave      Reg
## 603   603   2.345710       RL    9.151104 5.996849   Pave      IR1
## 604   604   2.591077       FV    5.949674 5.516439   Pave      Reg
## 605   605   1.968741       RL    9.515959 6.091489   Pave      IR1
## 606   606   2.345710       RL    9.381959 6.114650   Pave      Reg
## 607   607   1.968741       RL    9.244621 6.081152   Pave      IR2
## 608   608   1.968741       RL    9.055944 5.895998   Pave      Reg
## 609   609   2.389262       RL    9.055944 6.071869   Pave      Reg
## 610   610   1.968741       RL    8.168932 5.903339   Pave      Reg
## 611   611   2.345710       RL    9.603533 6.034419   Pave      Reg
## 612   612   2.425379       RL    8.657339 6.010486   Pave      IR1
## 613   613   2.345710       RL    8.909962 6.062759   Pave      Reg
## 614   614   1.968741       RL    8.657339 5.925954   Pave      Reg
## 615   615   2.615934       RM    5.002071 5.167595   Pave      Reg
## 616   616   2.441300       RL    9.151104 5.944489   Pave      Reg
## 617   617   2.345710       RL    8.281602 5.899147   Pave      IR1
## 618   618   2.258785       RL    8.053657 5.865019   Pave      Reg
## 619   619   1.968741       RL    9.603533 6.056474   Pave      Reg
## 620   620   2.345710       RL    9.381959 6.074276   Pave      Reg
## 621   621   2.122661       RL    7.158934 5.918521   Pave      Reg
## 622   622   2.345710       RL    9.603533 6.025473   Pave      Reg
## 623   623   1.968741       RL    8.708847 5.855711   Pave      Reg
## 624   624   2.591077       FV    5.344896 5.332235   Pave      Reg
## 625   625   2.345710       RL    9.151104 6.010675   Pave      Reg
## 626   626   1.968741       RL    9.471651 5.995236   Pave      IR1
## 627   627   1.968741       RL    9.426987 6.077355   Pave      IR1
## 628   628   2.425379       RL    9.151104 5.979102   Pave      Reg
## 629   629   2.345710       RL    8.657339 6.053540   Pave      IR1
## 630   630   2.425379       RL    9.244621 5.954343   Pave      Reg
## 631   631   2.389262       RM    7.498249 5.953458   Pave      Reg
## 632   632   2.526502       RL    6.307236 5.675696   Pave      Reg
## 633   633   1.968741       RL    9.381959 6.063248   Pave      Reg
## 634   634   1.968741       RL    9.151104 5.964365   Pave      Reg
## 635   635   2.456045       RL    8.337005 5.850762   Pave      Reg
## 636   636   2.627050       RH    8.111629 6.028935   Pave      Reg
## 637   637   2.122661       RM    7.563242 5.796683   Pave      Reg
## 638   638   2.627050       RM    7.498249 5.788467   Pave      Reg
## 639   639   2.122661       RL    8.499672 5.943443   Pave      Reg
## 640   640   2.526502       RL    7.690610 5.614627   Pave      Reg
## 641   641   2.526502       RL    8.225584 6.087682   Pave      IR1
## 642   642   2.345710       FV    8.657339 5.854900   Pave      Reg
## 643   643   2.425379       RL    8.909962 6.121884   Pave      Reg
## 644   644   2.345710       RL    9.151104 6.025220   Pave      Reg
## 645   645   1.968741       FV    9.381959 5.961647   Pave      Reg
## 646   646   1.968741       RL    8.657339 6.015552   Pave      IR1
## 647   647   1.968741       RL    8.111629 5.863494   Pave      Reg
## 648   648   1.968741       RL    9.381959 6.012634   Pave      IR1
## 649   649   2.345710       RL    8.657339 5.890776   Pave      Reg
## 650   650   2.615934       RM    5.002071 5.290811   Pave      Reg
## 651   651   2.345710       FV    8.391807 5.912474   Pave      Reg
## 652   652   2.389262       RL    8.111629 5.957159   Pave      Reg
## 653   653   2.345710       RL    8.657339 5.942212   Pave      Reg
## 654   654   2.291503       RM    8.111629 6.007640   Pave      Reg
## 655   655   1.968741       RL    9.646812 6.012070   Pave      IR1
## 656   656   2.591077       RM    5.002071 5.224303   Pave      Reg
## 657   657   1.968741       RL    8.759852 5.995512   Pave      IR1
## 658   658   2.389262       RL    8.111629 5.863494   Pave      Reg
## 659   659   2.291503       RL    9.055944 6.209901   Pave      Reg
## 660   660   1.968741       RL    8.909962 5.992742   Pave      Reg
## 661   661   2.345710       RL    9.603533 6.078667   Pave      Reg
## 662   662   2.345710       RL    7.627353 6.557346   Pave      IR2
## 663   663   1.968741       RL   10.778904 6.113524   Pave      Reg
## 664   664   2.441300       RL    9.603533 5.995709   Pave      Reg
## 665   665   1.968741       RL    7.432344 6.275357   Pave      IR2
## 666   666   2.345710       RL   10.259479 6.039471   Pave      IR1
## 667   667   2.345710       RL    9.603533 6.229490   Pave      IR1
## 668   668   1.968741       RL    8.391807 5.912474   Pave      Reg
## 669   669   1.968741       RL    9.816686 6.130451   Pave      Reg
## 670   670   2.122661       RL    9.151104 6.053339   Pave      Reg
## 671   671   2.345710       RL    8.337005 5.936826   Pave      Reg
## 672   672   2.389262       RH    7.753040 5.829663   Pave      Reg
## 673   673   1.968741       RL    8.909962 6.041417   Pave      IR1
## 674   674   1.968741       RL   10.412536 6.137549   Pave      Reg
## 675   675   1.968741       RL    9.151104 5.962210   Pave      Reg
## 676   676   2.591077       RL    5.344896 5.368134   Pave      Reg
## 677   677   2.389262       RM    8.111629 5.979102   Pave      Reg
## 678   678   2.122661       RL    7.627353 5.954431   Pave      Reg
## 679   679   1.968741       RL    9.151104 6.061419   Pave      IR1
## 680   680   1.968741       RL    8.860398 5.993060   Pave      IR1
## 681   681   2.526502       RL    7.498249 5.906829   Pave      Reg
## 682   682   2.291503       RH    7.814670 5.667238   Pave      IR2
## 683   683   2.526502       RL    6.556588 5.473147   Pave      Reg
## 684   684   1.968741       RL    9.603533 6.041348   Pave      IR1
## 685   685   2.345710       RL    7.994995 6.193921   Pave      IR2
## 686   686   2.591077       RL    6.942540 5.717256   Pave      IR1
## 687   687   2.345710       FV    9.336560 6.003309   Pave      Reg
## 688   688   2.591077       FV    6.307236 5.720829   Pave      IR2
## 689   689   1.968741       RL    8.111629 5.910685   Pave      Reg
## 690   690   2.526502       RL    8.168932 5.884249   Pave      IR1
## 691   691   2.526502       RM    6.556588 5.660143   Pave      Reg
## 692   692   2.345710       RL   10.181436 6.286369   Pave      IR1
## 693   693   2.345710       RL    6.942540 6.356936   Pave      IR1
## 694   694   2.122661       RL    8.111629 5.744477   Pave      Reg
## 695   695   2.291503       RM    7.563242 5.796683   Pave      Reg
## 696   696   1.968741       RL    7.753040 6.120532   Pave      IR1
## 697   697   2.122661       RM    7.498249 5.788467   Pave      Reg
## 698   698   1.968741       RL    7.935625 5.816471   Pave      IR1
## 699   699   1.968741       RL    8.391807 5.928240   Pave      Reg
## 700   700   2.526502       FV    8.053657 5.645954   Pave      IR2
## 701   701   1.968741       RL    9.381959 6.134616   Pave      Reg
## 702   702   1.968741       RL    9.151104 5.979102   Pave      Reg
## 703   703   2.345710       RL    9.244621 6.080346   Pave      IR1
## 704   704   2.627050       RM    8.959068 5.887075   Pave      Reg
## 705   705   1.968741       RL    8.657339 5.925858   Pave      Reg
## 706   706   2.627050       RM    8.657339 5.759714   Pave      Reg
## 707   707   1.968741       RL    8.281602 6.849319   Pave      IR2
## 708   708   2.526502       RL    7.365494 5.804724   Pave      Reg
## 709   709   2.345710       RL    8.391807 5.954254   Pave      IR1
## 710   710   1.968741       RL    8.446024 5.861335   Pave      IR1
## 711   711   2.122661       RL    7.875524 5.630395   Pave      IR1
## 712   712   2.291503  C (all)    8.446024 5.940471   Pave      Reg
## 713   713   2.526502       RL    6.792219 5.683154   Pave      IR1
## 714   714   2.627050       RL    8.111629 5.990192   Pave      Reg
## 715   715   2.345710       RL    8.281602 6.112309   Pave      IR1
## 716   716   1.968741       RL    9.055944 6.000716   Pave      Reg
## 717   717   2.389262       RM    8.111629 6.025473   Pave      Reg
## 718   718   1.968741       RL    9.151104 5.995236   Pave      Reg
## 719   719   2.345710       RL    9.858373 6.015999   Pave      Reg
## 720   720   1.968741       RL    8.605316 5.992067   Pave      IR1
## 721   721   2.526502       RL    6.792219 5.825547   Pave      IR1
## 722   722   2.526502       RM    7.087951 5.660143   Pave      Reg
## 723   723   1.968741       RL    8.657339 5.912226   Pave      Reg
## 724   724   2.291503       RL    8.111629 5.914796   Pave      Reg
## 725   725   1.968741       RL    9.426987 6.105708   Pave      IR1
## 726   726   1.968741       RL    8.111629 5.849647   Pave      Reg
## 727   727   1.968741       RL   10.450193 6.289070   Pave      IR1
## 728   728   1.968741       RL    8.337005 5.869894   Pave      Reg
## 729   729   2.456045       RL    9.381959 6.049127   Pave      Reg
## 730   730   2.122661       RM    7.627353 5.804724   Pave      Reg
## 731   731   2.526502       RL    6.715087 5.743621   Pave      IR1
## 732   732   2.425379       RL    8.810365 5.978689   Pave      IR1
## 733   733   2.345710       RL    8.909962 6.046712   Pave      IR1
## 734   734   1.968741       RL    9.151104 5.995236   Pave      Reg
## 735   735   1.968741       RL    9.151104 5.952482   Pave      IR1
## 736   736   2.408105       RM    8.111629 6.025473   Pave      Reg
## 737   737   2.456045       RL    8.111629 5.932676   Pave      Reg
## 738   738   2.345710       RL    8.759852 6.013047   Pave      IR1
## 739   739   2.456045       RL    8.111629 6.025473   Pave      Reg
## 740   740   2.345710       RL    8.391807 5.967062   Pave      IR1
## 741   741   2.389262       RM    8.111629 5.979102   Pave      Reg
## 742   742   1.968741       RL    8.391807 5.838186   Pave      IR1
## 743   743   1.968741       RL    8.391807 5.928240   Pave      Reg
## 744   744   2.425379       RL    8.657339 6.093974   Pave      IR1
## 745   745   2.526502       RL    6.868018 5.744088   Pave      IR1
## 746   746   2.345710       RL    8.657339 5.951815   Pave      IR1
## 747   747   2.345710       RL    8.552765 5.944262   Pave      IR1
## 748   748   2.389262       RM    8.391807 6.056673   Pave      IR1
## 749   749   1.968741       RL    8.053657 6.017892   Pave      IR1
## 750   750   2.291503       RL    7.498249 5.926097   Pave      Reg
## 751   751   2.291503       RM    7.814670 5.944489   Pave      Reg
## 752   752   2.345710       RL    8.391807 5.893396   Pave      Reg
## 753   753   1.968741       RL    9.103734 5.963763   Pave      IR1
## 754   754   2.345710       RL    9.151104 6.004579   Pave      Reg
## 755   755   1.968741       RL    8.168932 5.902677   Pave      Reg
## 756   756   2.591077       FV    6.307236 5.523063   Pave      Reg
## 757   757   2.345710       RL    8.552765 6.024348   Pave      IR1
## 758   758   2.345710       RL    9.055944 6.053875   Pave      IR1
## 759   759   2.591077       FV    5.344896 5.366331   Pave      Reg
## 760   760   2.345710       RL    8.391807 6.074686   Pave      IR1
## 761   761   1.968741       RL    8.657339 5.957860   Pave      Reg
## 762   762   2.122661       RM    8.111629 5.846756   Pave      Reg
## 763   763   2.345710       FV    8.759852 5.937151   Pave      Reg
##      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
## 7            Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 8            Lvl    AllPub    Corner       Gtl       NWAmes       PosN
## 9            Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 10           Lvl    AllPub    Corner       Gtl      BrkSide     Artery
## 11           Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 12           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 13           Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 14           Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 15           Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 16           Lvl    AllPub    Corner       Gtl      BrkSide       Norm
## 17           Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 18           Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 19           Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 20           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 21           Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 22           Bnk    AllPub    Inside       Gtl       IDOTRR       Norm
## 23           Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 24           Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 25           Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 26           Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 27           Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 28           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 29           Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 30           Lvl    AllPub    Inside       Gtl      BrkSide      Feedr
## 31           Lvl    AllPub    Inside       Gtl       IDOTRR      Feedr
## 32           Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm
## 33           Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 34           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 35           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 36           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 37           Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 38           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 39           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 40           Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 41           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 42           Lvl    AllPub    Inside       Gtl       Timber       Norm
## 43           Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 44           Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 45           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 46           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 47           Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm
## 48           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 49           Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 50           Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 51           Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 52           Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 53           Bnk    AllPub    Corner       Mod       IDOTRR       RRNn
## 54           Low    AllPub    Inside       Gtl      Veenker       Norm
## 55           Bnk    AllPub    Inside       Mod        NAmes       Norm
## 56           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 57           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 58           Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 59           HLS    AllPub   CulDSac       Gtl      StoneBr       Norm
## 60           Bnk    AllPub    Inside       Gtl      CollgCr       Norm
## 61           Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 62           Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 63           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 64           Bnk    AllPub    Inside       Gtl      OldTown       RRAn
## 65           Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 66           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 67           Lvl    AllPub    Inside       Gtl        NAmes       PosA
## 68           Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 69           Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 70           Lvl    AllPub    Corner       Gtl      ClearCr       Norm
## 71           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 72           Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 73           Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 74           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 75           Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 76           Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 77           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 78           Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 79           Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 80           Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 81           Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 82           Lvl    AllPub       FR2       Gtl      Mitchel       Norm
## 83           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 84           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 85           Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 86           Lvl    AllPub    Corner       Gtl      NoRidge       Norm
## 87           Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 88           Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 89           Lvl    AllPub    Corner       Gtl       IDOTRR      Feedr
## 90           Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 91           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 92           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 93           HLS    AllPub    Inside       Gtl      Crawfor       Norm
## 94           Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 95           Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 96           Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 97           Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 98           HLS    AllPub    Inside       Gtl      Edwards       Norm
## 99           Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 100          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 101          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 102          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 103          Bnk    AllPub    Inside       Gtl      SawyerW       Norm
## 104          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 105          Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 106          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 107          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 108          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 109          Lvl    AllPub    Corner       Gtl       IDOTRR     Artery
## 110          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 111          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 112          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 113          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 114          Bnk    AllPub    Corner       Gtl      Crawfor       Norm
## 115          Lvl    AllPub    Inside       Mod      Crawfor       Norm
## 116          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 117          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 118          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 119          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 120          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 121          Low    AllPub   CulDSac       Sev      ClearCr       Norm
## 122          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 123          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 124          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 125          Lvl    AllPub   CulDSac       Gtl       NWAmes       Norm
## 126          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 127          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 128          Bnk    AllPub    Inside       Gtl      OldTown      Feedr
## 129          Lvl    AllPub    Inside       Gtl        NAmes       PosN
## 130          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 131          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 132          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 133          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 134          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 135          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 136          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 137          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 138          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 139          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 140          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 141          Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 142          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 143          Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 144          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 145          Lvl    AllPub    Inside       Gtl       Sawyer       RRAe
## 146          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 147          Lvl    AllPub    Corner       Gtl      BrkSide       Norm
## 148          Lvl    AllPub   CulDSac       Gtl      Gilbert       Norm
## 149          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 150          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 151          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 152          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 153          Lvl    AllPub   CulDSac       Gtl       NWAmes       Norm
## 154          Lvl    AllPub    Inside       Gtl      ClearCr       Norm
## 155          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 156          Lvl    AllPub    Corner       Gtl      Edwards     Artery
## 157          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 158          Lvl    AllPub    Corner       Gtl       Timber       Norm
## 159          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 160          HLS    AllPub    Corner       Gtl      Gilbert       Norm
## 161          Lvl    AllPub   CulDSac       Gtl      Veenker       Norm
## 162          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 163          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 164          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 165          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 166          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 167          Lvl    AllPub    Inside       Gtl      ClearCr       Norm
## 168          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 169          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 170          Lvl    AllPub    Corner       Gtl       Timber       Norm
## 171          Lvl    AllPub    Inside       Gtl      OldTown      Feedr
## 172          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 173          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 174          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 175          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 176          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 177          Lvl    AllPub    Corner       Gtl      ClearCr       Norm
## 178          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 179          Lvl    AllPub   CulDSac       Gtl      StoneBr       Norm
## 180          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 181          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 182          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 183          Lvl    AllPub    Inside       Gtl      Edwards     Artery
## 184          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 185          Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 186          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 187          Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm
## 188          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 189          Bnk    AllPub    Inside       Gtl      SawyerW      Feedr
## 190          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 191          Bnk    AllPub    Inside       Mod      Crawfor       Norm
## 192          Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 193          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 194          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 195          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 196          Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 197          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 198          Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 199          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 200          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 201          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 202          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 203          Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 204          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 205          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 206          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 207          Lvl    AllPub   CulDSac       Gtl       Sawyer       RRAe
## 208          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 209          Low    AllPub    Inside       Mod      SawyerW       Norm
## 210          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 211          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 212          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 213          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 214          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 215          Lvl    AllPub       FR2       Gtl      CollgCr       Norm
## 216          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 217          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 218          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 219          Lvl    AllPub    Corner       Gtl      Crawfor       Norm
## 220          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 221          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 222          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 223          Lvl    AllPub    Inside       Gtl       NWAmes       RRAn
## 224          Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 225          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 226          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 227          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 228          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 229          Lvl    AllPub       FR2       Gtl       Sawyer      Feedr
## 230          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 231          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 232          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 233          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 234          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 235          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 236          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 237          Lvl    AllPub       FR2       Gtl      CollgCr       Norm
## 238          Lvl    AllPub   CulDSac       Gtl      SawyerW       RRNe
## 239          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 240          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 241          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 242          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 243          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 244          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 245          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 246          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 247          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 248          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 249          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 250          Low    AllPub   CulDSac       Sev      ClearCr       Norm
## 251          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 252          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 253          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 254          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 255          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 256          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 257          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 258          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 259          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 260          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 261          Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 262          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 263          Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 264          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 265          Bnk    AllPub    Inside       Gtl      OldTown     Artery
## 266          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 267          HLS    AllPub       FR2       Gtl      Gilbert       Norm
## 268          Bnk    AllPub    Inside       Mod        SWISU       Norm
## 269          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 270          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 271          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 272          Low    AllPub   CulDSac       Sev      ClearCr       Norm
## 273          Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 274          Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 275          Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 276          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 277          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 278          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 279          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 280          Lvl    AllPub    Inside       Gtl      ClearCr       Norm
## 281          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 282          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 283          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 284          Lvl    AllPub    Inside       Gtl      Somerst      Feedr
## 285          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 286          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 287          Bnk    AllPub    Inside       Gtl        NAmes       Norm
## 288          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 289          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 290          Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 291          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 292          Bnk    AllPub    Inside       Gtl        SWISU       Norm
## 293          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 294          Lvl    AllPub    Corner       Gtl       NWAmes       PosA
## 295          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 296          Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm
## 297          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 298          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 299          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 300          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 301          Lvl    AllPub    Corner       Gtl      Crawfor       Norm
## 302          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 303          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 304          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 305          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 306          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 307          Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 308          Lvl    AllPub    Inside       Gtl       IDOTRR     Artery
## 309          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 310          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 311          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 312          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 313          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 314          Low    AllPub    Inside       Sev       Timber       Norm
## 315          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 316          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 317          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 318          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 319          Low    AllPub    Inside       Mod      NoRidge       Norm
## 320          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 321          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 322          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 323          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 324          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 325          Lvl    AllPub    Corner       Gtl        NAmes       PosN
## 326          Lvl    AllPub    Inside       Gtl       IDOTRR       RRAe
## 327          Lvl    AllPub   CulDSac       Gtl      Veenker       Norm
## 328          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 329          Bnk    AllPub    Inside       Gtl      BrkSide       PosN
## 330          Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 331          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 332          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 333          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 334          Lvl    AllPub       FR3       Gtl      NridgHt       Norm
## 335          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 336          HLS    AllPub    Corner       Sev       Timber       Norm
## 337          HLS    AllPub    Corner       Gtl      StoneBr       Norm
## 338          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 339          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 340          Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 341          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 342          Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 343          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 344          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 345          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 346          Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 347          Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 348          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 349          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 350          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 351          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 352          Low    AllPub    Inside       Mod      ClearCr       Norm
## 353          Lvl    AllPub    Inside       Gtl      Edwards     Artery
## 354          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 355          Bnk    AllPub    Inside       Gtl        SWISU       Norm
## 356          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 357          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 358          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 359          Lvl    AllPub    Inside       Gtl      ClearCr       Norm
## 360          Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 361          Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm
## 362          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 363          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 364          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 365          Lvl    AllPub       FR2       Gtl       NWAmes       Norm
## 366          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 367          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 368          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 369          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 370          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 371          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 372          Lvl    AllPub    Inside       Gtl      ClearCr      Feedr
## 373          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 374          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 375          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 376          Low    AllPub    Inside       Sev      Edwards       Norm
## 377          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 378          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 379          Lvl    AllPub    Corner       Gtl      StoneBr       Norm
## 380          Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 381          Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 382          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 383          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 384          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 385          Low    AllPub    Corner       Mod      ClearCr      Feedr
## 386          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 387          Lvl    AllPub       FR2       Gtl      Edwards      Feedr
## 388          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 389          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 390          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 391          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 392          Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm
## 393          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 394          Lvl    AllPub    Corner       Gtl      BrkSide      Feedr
## 395          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 396          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 397          Low    AllPub    Inside       Gtl      CollgCr       Norm
## 398          Lvl    AllPub    Inside       Gtl        NAmes       PosN
## 399          Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 400          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 401          Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 402          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 403          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 404          Lvl    AllPub    Corner       Gtl      NoRidge       Norm
## 405          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 406          Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 407          Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 408          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 409          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 410          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 411          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 412          Bnk    AllPub    Inside       Gtl      Gilbert       Norm
## 413          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 414          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 415          Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 416          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 417          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 418          Lvl    AllPub    Inside       Gtl      Crawfor      Feedr
## 419          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 420          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 421          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 422          Lvl    AllPub       FR2       Gtl       NWAmes       Norm
## 423          HLS    AllPub    Inside       Mod      Mitchel     Artery
## 424          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 425          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 426          HLS    AllPub    Inside       Gtl      OldTown       Norm
## 427          Low    AllPub    Inside       Mod      SawyerW       Norm
## 428          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 429          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 430          Lvl    AllPub    Corner       Gtl       Timber       Norm
## 431          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 432          Bnk    AllPub    Inside       Gtl      OldTown      Feedr
## 433          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 434          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 435          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 436          Lvl    AllPub   CulDSac       Gtl      CollgCr       PosN
## 437          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 438          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 439          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 440          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 441          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 442          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 443          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 444          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 445          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 446          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 447          Lvl    AllPub    Corner       Gtl        NAmes       PosA
## 448          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 449          Bnk    AllPub    Inside       Gtl       IDOTRR       Norm
## 450          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 451          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 452          Low    AllPub    Inside       Mod      ClearCr       Norm
## 453          Lvl    AllPub    Corner       Gtl       Timber       Norm
## 454          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 455          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 456          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 457          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 458          Low    AllPub   CulDSac       Mod      ClearCr       Norm
## 459          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 460          Bnk    AllPub    Corner       Gtl      BrkSide       Norm
## 461          Lvl    AllPub    Inside       Gtl      Somerst       RRAn
## 462          Lvl    AllPub    Inside       Gtl        SWISU      Feedr
## 463          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 464          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 465          HLS    AllPub    Inside       Mod      CollgCr       Norm
## 466          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 467          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 468          Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 469          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 470          Lvl    AllPub    Corner       Gtl      SawyerW       RRNe
## 471          Lvl    AllPub    Corner       Gtl      StoneBr       Norm
## 472          Lvl    AllPub    Inside       Gtl       NWAmes       PosA
## 473          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 474          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 475          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 476          Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 477          Lvl    AllPub    Inside       Mod      CollgCr       Norm
## 478          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 479          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 480          Bnk    AllPub    Inside       Gtl      OldTown       Norm
## 481          Lvl    AllPub       FR2       Gtl      NridgHt       Norm
## 482          HLS    AllPub    Inside       Gtl      NridgHt       Norm
## 483          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 484          Lvl    AllPub       FR2       Gtl      Mitchel       Norm
## 485          Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 486          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 487          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 488          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 489          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 490          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 491          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 492          Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 493          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 494          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 495          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 496          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 497          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 498          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 499          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 500          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 501          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 502          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 503          Lvl    AllPub    Corner       Gtl      Edwards      Feedr
## 504          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 505          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 506          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 507          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 508          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 509          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 510          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 511          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 512          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 513          Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 514          Bnk    AllPub    Corner       Gtl      Mitchel       Norm
## 515          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 516          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 517          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 518          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 519          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 520          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 521          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 522          Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 523          Lvl    AllPub    Corner       Gtl      BrkSide      Feedr
## 524          Bnk    AllPub    Inside       Gtl      Edwards       PosN
## 525          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 526          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 527          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 528          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 529          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 530          Lvl    AllPub   CulDSac       Gtl      Crawfor       Norm
## 531          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 532          Lvl    AllPub       FR3       Gtl      BrkSide       RRNn
## 533          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 534          Low    AllPub    Inside       Mod      BrkSide       Norm
## 535          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 536          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 537          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 538          Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 539          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 540          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 541          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 542          Lvl    AllPub       FR2       Gtl      NoRidge       Norm
## 543          Lvl    AllPub    Inside       Gtl       NWAmes       RRAn
## 544          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 545          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 546          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 547          Bnk    AllPub    Inside       Gtl      BrkSide       Norm
## 548          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 549          HLS    AllPub    Inside       Gtl      OldTown      Feedr
## 550          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 551          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 552          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 553          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 554          Lvl    AllPub    Inside       Gtl      Edwards      Feedr
## 555          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 556          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 557          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 558          Low    AllPub    Inside       Mod       IDOTRR       Norm
## 559          HLS    AllPub       FR2       Gtl      Gilbert       Norm
## 560          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 561          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 562          Lvl    AllPub    Inside       Mod      Mitchel       Norm
## 563          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 564          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 565          Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 566          Bnk    AllPub    Corner       Gtl        SWISU       Norm
## 567          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 568          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 569          Low    AllPub    Inside       Mod      SawyerW       Norm
## 570          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 571          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 572          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 573          HLS    AllPub    Corner       Gtl       Timber       Norm
## 574          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 575          Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 576          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 577          Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 578          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 579          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 580          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 581          Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 582          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 583          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 584          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 585          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 586          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 587          Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 588          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 589          Low    AllPub    Inside       Sev      ClearCr       Norm
## 590          Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 591          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 592          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 593          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 594          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 595          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 596          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 597          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 598          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 599          Bnk    AllPub    Inside       Gtl      Crawfor       Norm
## 600          Lvl    AllPub    Inside       Gtl      Blueste       Norm
## 601          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 602          Bnk    AllPub    Inside       Gtl       IDOTRR       Norm
## 603          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 604          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 605          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 606          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 607          Low    AllPub    Corner       Mod      CollgCr       Norm
## 608          Bnk    AllPub    Inside       Mod      Edwards       Norm
## 609          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 610          Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 611          Lvl    AllPub    Inside       Gtl      CollgCr       PosN
## 612          Lvl    AllPub       FR2       Gtl       NWAmes       Norm
## 613          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 614          Lvl    AllPub    Inside       Gtl      Mitchel      Feedr
## 615          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 616          Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 617          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 618          HLS    AllPub    Corner       Mod        NAmes     Artery
## 619          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 620          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 621          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 622          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 623          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 624          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 625          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 626          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 627          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 628          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 629          HLS    AllPub    Inside       Sev        NAmes       Norm
## 630          Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 631          Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 632          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 633          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 634          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 635          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 636          Bnk    AllPub    Inside       Gtl        SWISU      Feedr
## 637          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 638          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 639          Lvl    AllPub    Inside       Gtl      Edwards      Feedr
## 640          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 641          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 642          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 643          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 644          Lvl    AllPub    Inside       Gtl       NWAmes       RRAn
## 645          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 646          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 647          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 648          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 649          Lvl    AllPub    Inside       Gtl        NAmes       PosN
## 650          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 651          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 652          Lvl    AllPub    Inside       Gtl      Edwards     Artery
## 653          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 654          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 655          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 656          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 657          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 658          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 659          Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 660          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 661          Lvl    AllPub   CulDSac       Gtl       NWAmes       Norm
## 662          Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 663          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 664          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 665          Lvl    AllPub   CulDSac       Gtl      Somerst       RRAn
## 666          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 667          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 668          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 669          Bnk    AllPub    Corner       Mod       Sawyer       Norm
## 670          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 671          Lvl    AllPub       FR2       Gtl      CollgCr       Norm
## 672          Lvl    AllPub    Inside       Gtl      Edwards     Artery
## 673          Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 674          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 675          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 676          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 677          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 678          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 679          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 680          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 681          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 682          Bnk    AllPub    Inside       Gtl        SWISU       Norm
## 683          HLS    AllPub    Inside       Gtl      ClearCr       Norm
## 684          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 685          Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 686          Lvl    AllPub   CulDSac       Gtl      StoneBr       Norm
## 687          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 688          Lvl    AllPub       FR2       Gtl      Somerst       Norm
## 689          HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 690          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 691          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 692          Lvl    AllPub    Corner       Gtl      NoRidge       Norm
## 693          Lvl    AllPub    Inside       Mod       Timber       Norm
## 694          Lvl    AllPub    Corner       Sev      OldTown       Norm
## 695          Lvl    AllPub    Corner       Gtl      BrkSide       Norm
## 696          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 697          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 698          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 699          Lvl    AllPub    Inside       Gtl       Sawyer       RRAe
## 700          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 701          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 702          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 703          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 704          Lvl    AllPub    Inside       Gtl      OldTown      Feedr
## 705          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 706          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 707          Low    AllPub   CulDSac       Sev      ClearCr       Norm
## 708          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 709          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 710          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 711          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 712          HLS    AllPub    Inside       Mod       IDOTRR       Norm
## 713          HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 714          Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 715          Lvl    AllPub   CulDSac       Gtl       Sawyer       RRAe
## 716          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 717          Bnk    AllPub    Inside       Gtl      OldTown       Norm
## 718          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 719          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 720          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 721          Low    AllPub   CulDSac       Mod      StoneBr       Norm
## 722          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 723          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 724          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 725          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 726          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 727          Lvl    AllPub    Corner       Gtl      Crawfor       Norm
## 728          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 729          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 730          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 731          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 732          Lvl    AllPub    Corner       Gtl       Timber       Norm
## 733          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 734          Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 735          Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 736          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 737          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 738          HLS    AllPub   CulDSac       Gtl      Gilbert       Norm
## 739          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 740          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 741          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 742          Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 743          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 744          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 745          HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 746          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 747          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 748          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 749          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 750          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 751          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 752          Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 753          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 754          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 755          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 756          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 757          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 758          Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm
## 759          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 760          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 761          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 762          Lvl    AllPub       FR2       Gtl      BrkSide      Feedr
## 763          Lvl    AllPub    Inside       Gtl      Somerst       Norm
##      Condition2 BldgType HouseStyle OverallQual OverallCond    YearBuilt
## 1          Norm     1Fam     2Story   4.1843373   2.4835494 1.039464e+32
## 2          Norm     1Fam     1Story   3.6061928   3.6794111 9.075476e+31
## 3          Norm     1Fam     2Story   4.1843373   2.4835494 1.029132e+32
## 4          Norm     1Fam     2Story   4.1843373   2.4835494 6.632661e+31
## 5          Norm     1Fam     2Story   4.7386961   2.4835494 1.024000e+32
## 6          Norm     1Fam     1.5Fin   2.9989627   2.4835494 9.887192e+31
## 7          Norm     1Fam     1Story   4.7386961   2.4835494 1.044665e+32
## 8          Norm     1Fam     2Story   4.1843373   2.9140778 8.938628e+31
## 9          Norm     1Fam     1.5Fin   4.1843373   2.4835494 7.208132e+31
## 10       Artery   2fmCon     1.5Unf   2.9989627   2.9140778 7.512389e+31
## 11         Norm     1Fam     1Story   2.9989627   2.4835494 8.582732e+31
## 12         Norm     1Fam     2Story   5.2730647   2.4835494 1.049890e+32
## 13         Norm     1Fam     1Story   2.9989627   2.9140778 8.452594e+31
## 14         Norm     1Fam     1Story   4.1843373   2.4835494 1.055138e+32
## 15         Norm     1Fam     1Story   3.6061928   2.4835494 8.366826e+31
## 16         Norm     1Fam     1.5Unf   4.1843373   3.6794111 7.133822e+31
## 17         Norm     1Fam     1Story   3.6061928   3.3103254 8.803640e+31
## 18         Norm   Duplex     1Story   2.3548011   2.4835494 8.670489e+31
## 19         Norm     1Fam     1Story   2.9989627   2.4835494 1.044665e+32
## 20         Norm     1Fam     1Story   2.9989627   2.9140778 8.281841e+31
## 21         Norm     1Fam     2Story   4.7386961   2.4835494 1.049890e+32
## 22         Norm     1Fam     1.5Unf   4.1843373   3.3103254 7.170890e+31
## 23         Norm     1Fam     1Story   4.7386961   2.4835494 1.034286e+32
## 24         Norm   TwnhsE     1Story   2.9989627   3.3103254 9.075476e+31
## 25         Norm     1Fam     1Story   2.9989627   3.6794111 8.714670e+31
## 26         Norm     1Fam     1Story   4.7386961   2.4835494 1.060410e+32
## 27         Norm     1Fam     1Story   2.9989627   3.3103254 7.990477e+31
## 28         Norm     1Fam     1Story   4.7386961   2.4835494 1.060410e+32
## 29         Norm     1Fam     1Story   2.9989627   2.9140778 8.239640e+31
## 30         RRNn     1Fam     1Story   2.3548011   2.9140778 7.060202e+31
## 31         Norm     1Fam     2Story   2.3548011   2.0078232 6.807886e+31
## 32         Norm     1Fam     1Story   2.9989627   2.9140778 8.626510e+31
## 33         Norm     1Fam     1Story   4.7386961   2.4835494 1.060410e+32
## 34         Norm     1Fam     1Story   2.9989627   2.4835494 8.324236e+31
## 35         Norm   TwnhsE     1Story   5.2730647   2.4835494 1.049890e+32
## 36         Norm     1Fam     2Story   4.7386961   2.4835494 1.044665e+32
## 37         Norm     1Fam     1Story   2.9989627   2.4835494 9.936914e+31
## 38         Norm     1Fam     1Story   2.9989627   2.9140778 8.114198e+31
## 39         Norm     1Fam     1Story   2.9989627   3.3103254 8.072767e+31
## 40         Norm   Duplex     1Story   2.3548011   2.4835494 8.155820e+31
## 41         Norm     1Fam     1Story   3.6061928   2.4835494 8.582732e+31
## 42         Norm     1Fam     1Story   2.9989627   2.9140778 8.324236e+31
## 43         Norm     1Fam     SFoyer   2.9989627   3.3103254 9.402149e+31
## 44         Norm     1Fam     1Story   2.9989627   2.9140778 9.029652e+31
## 45         Norm     1Fam     1Story   2.9989627   2.9140778 8.324236e+31
## 46         Norm   TwnhsE     1Story   5.2730647   2.4835494 1.049890e+32
## 47         Norm     1Fam     1.5Fin   4.1843373   2.4835494 1.039464e+32
## 48         Norm     1Fam     1Story   4.7386961   2.4835494 1.055138e+32
## 49         Norm   2fmCon     2Story   2.3548011   2.4835494 6.807886e+31
## 50         Norm     1Fam     1Story   2.9989627   3.3103254 8.626510e+31
## 51         Norm     1Fam     2Story   3.6061928   2.9140778 1.008743e+32
## 52         Norm     1Fam     1.5Fin   3.6061928   2.9140778 7.320904e+31
## 53         Norm   Duplex     1Story   2.9989627   2.4835494 8.495775e+31
## 54         Norm     1Fam     1Story   5.2730647   2.4835494 9.307751e+31
## 55         Norm     1Fam       SLvl   2.9989627   2.4835494 8.155820e+31
## 56         Norm     1Fam     1Story   3.6061928   2.4835494 8.539154e+31
## 57         Norm    Twnhs     2Story   4.7386961   2.4835494 1.018892e+32
## 58         Norm     1Fam     2Story   4.1843373   2.4835494 1.044665e+32
## 59         Norm     1Fam     2Story   5.7902809   2.4835494 1.055138e+32
## 60         Norm     1Fam     1Story   2.9989627   3.3103254 8.893426e+31
## 61         Norm     1Fam     1Story   3.6061928   2.4835494 1.044665e+32
## 62         Norm     1Fam     2.5Unf   2.9989627   3.3103254 6.807886e+31
## 63         Norm   TwnhsE     1Story   4.7386961   2.4835494 1.055138e+32
## 64        Feedr     1Fam     2Story   4.1843373   2.9140778 6.843427e+31
## 65         Norm     1Fam     2Story   4.1843373   2.4835494 1.008743e+32
## 66         Norm     1Fam     2Story   4.7386961   2.4835494 1.044665e+32
## 67         Norm     1Fam     1Story   4.1843373   2.4835494 8.803640e+31
## 68         Norm     1Fam     1Story   4.1843373   2.4835494 1.039464e+32
## 69         Norm     1Fam     1Story   2.3548011   2.9140778 7.748115e+31
## 70         Norm     1Fam     1.5Fin   4.1843373   2.0078232 8.072767e+31
## 71         Norm     1Fam     1Story   4.1843373   2.9140778 8.938628e+31
## 72         Norm     1Fam     1Story   2.3548011   2.9140778 9.354843e+31
## 73         Norm     1Fam     2Story   4.1843373   2.4835494 1.013806e+32
## 74         Norm     1Fam     1Story   2.9989627   3.3103254 8.114198e+31
## 75         Norm     1Fam     2Story   1.6610719   2.9140778 6.632661e+31
## 76         Norm    Twnhs       SLvl   2.3548011   2.4835494 8.938628e+31
## 77         Norm     1Fam     1Story   2.3548011   3.3103254 8.197634e+31
## 78         Norm     1Fam     1.5Fin   2.9989627   2.4835494 7.868456e+31
## 79         Norm   Duplex     1Story   2.3548011   2.4835494 8.714670e+31
## 80         Norm     1Fam     2Story   2.9989627   2.9140778 6.461505e+31
## 81         Norm     1Fam     2Story   3.6061928   2.9140778 8.714670e+31
## 82         Norm   TwnhsE     1Story   3.6061928   2.4835494 1.013806e+32
## 83         Norm     1Fam     1Story   4.7386961   2.4835494 1.060410e+32
## 84         Norm     1Fam     1Story   2.9989627   2.4835494 8.366826e+31
## 85         Norm     1Fam       SLvl   4.1843373   2.4835494 9.986861e+31
## 86         Norm     1Fam     2Story   4.7386961   2.4835494 9.788420e+31
## 87         Norm     1Fam     2Story   3.6061928   2.4835494 1.049890e+32
## 88         Norm   TwnhsE     2Story   3.6061928   2.4835494 1.071024e+32
## 89        Feedr     1Fam     1.5Fin   1.6610719   0.8299626 6.632661e+31
## 90         Norm     1Fam     1Story   2.3548011   2.4835494 9.936914e+31
## 91         Norm     1Fam     1Story   2.3548011   2.4835494 7.949615e+31
## 92         Norm     1Fam     1Story   2.9989627   1.4685420 8.409612e+31
## 93         Norm     1Fam     1Story   2.9989627   3.3103254 6.843427e+31
## 94         Norm   2fmCon     2.5Unf   3.6061928   2.9140778 6.461505e+31
## 95         Norm     1Fam     2Story   3.6061928   2.4835494 1.008743e+32
## 96         Norm     1Fam     2Story   3.6061928   3.6794111 9.887192e+31
## 97         Norm     1Fam     1Story   4.1843373   2.4835494 1.018892e+32
## 98         Norm     1Fam     1Story   2.3548011   2.4835494 8.582732e+31
## 99         Norm     1Fam     1Story   2.9989627   2.4835494 6.807886e+31
## 100        Norm     1Fam     1Story   2.3548011   2.4835494 8.324236e+31
## 101        Norm     1Fam     1Story   3.6061928   3.3103254 9.121509e+31
## 102        Norm     1Fam     2Story   3.6061928   2.4835494 9.497408e+31
## 103        Norm   Duplex     1Story   2.9989627   2.4835494 9.214207e+31
## 104        Norm     1Fam     1Story   4.1843373   2.4835494 1.071024e+32
## 105        Norm     1Fam     1.5Fin   4.1843373   2.0078232 7.208132e+31
## 106        Norm     1Fam     2Story   4.7386961   2.4835494 1.039464e+32
## 107        Norm     1Fam     1Story   2.3548011   3.3103254 5.663874e+31
## 108        Norm     1Fam     1Story   2.9989627   2.4835494 7.868456e+31
## 109        Norm     1Fam     1.5Fin   2.9989627   3.3103254 6.772511e+31
## 110        Norm     1Fam     1Story   3.6061928   2.9140778 9.121509e+31
## 111        Norm     1Fam     1.5Fin   3.6061928   2.0078232 8.114198e+31
## 112        Norm     1Fam       SLvl   4.1843373   2.4835494 1.024000e+32
## 113        Norm     1Fam     2Story   4.1843373   2.4835494 1.060410e+32
## 114        Norm     1Fam     1Story   3.6061928   2.4835494 8.072767e+31
## 115        Norm     1Fam     2Story   3.6061928   3.6794111 7.748115e+31
## 116        Norm   TwnhsE     2Story   3.6061928   2.4835494 1.018892e+32
## 117        Norm     1Fam     1Story   2.9989627   2.4835494 8.452594e+31
## 118        Norm     1Fam     1Story   2.9989627   2.4835494 1.055138e+32
## 119        Norm     1Fam     2Story   4.1843373   2.4835494 9.739368e+31
## 120        Norm     1Fam     2Story   3.6061928   2.4835494 1.049890e+32
## 121        Norm     1Fam       SLvl   3.6061928   2.4835494 8.759053e+31
## 122        Norm     1Fam     1.5Fin   2.3548011   2.4835494 7.512389e+31
## 123        Norm     1Fam     1Story   3.6061928   3.3103254 8.281841e+31
## 124        Norm   TwnhsE     1Story   3.6061928   2.4835494 9.887192e+31
## 125        Norm     1Fam     1Story   3.6061928   2.4835494 9.214207e+31
## 126        Norm   2fmCon     1.5Fin   3.6061928   3.6794111 7.358846e+31
## 127        Norm   TwnhsE     1Story   3.6061928   2.4835494 9.075476e+31
## 128        Norm     1Fam     1.5Unf   2.9989627   3.3103254 7.170890e+31
## 129        Norm     1Fam     2Story   3.6061928   2.4835494 8.626510e+31
## 130        Norm     1Fam     1Story   2.9989627   3.3103254 8.281841e+31
## 131        Norm     1Fam     2Story   4.1843373   2.9140778 8.626510e+31
## 132        Norm     1Fam     2Story   3.6061928   2.4835494 1.024000e+32
## 133        Norm     1Fam     1Story   2.9989627   2.9140778 8.324236e+31
## 134        Norm     1Fam     1Story   4.7386961   2.4835494 1.029132e+32
## 135        Norm     1Fam     1Story   2.9989627   2.9140778 8.714670e+31
## 136        Norm     1Fam     1Story   4.1843373   2.9140778 8.803640e+31
## 137        Norm     1Fam     1Story   2.9989627   2.4835494 8.670489e+31
## 138        Norm   Duplex     1Story   4.1843373   2.4835494 9.641926e+31
## 139        Norm     1Fam     2Story   4.7386961   2.4835494 1.018892e+32
## 140        Norm     1Fam     2Story   3.6061928   2.4835494 1.008743e+32
## 141        Norm     1Fam     1Story   2.3548011   2.4835494 8.848430e+31
## 142        Norm     1Fam     1Story   4.1843373   2.4835494 1.049890e+32
## 143        Norm     1Fam     1.5Fin   2.9989627   2.0078232 8.031527e+31
## 144        Norm     1Fam     1Story   4.1843373   2.4835494 1.018892e+32
## 145        Norm   Duplex     1Story   2.9989627   2.4835494 8.495775e+31
## 146        Norm    Twnhs     2Story   3.6061928   2.4835494 1.044665e+32
## 147        Norm     1Fam     1Story   2.9989627   3.3103254 7.208132e+31
## 148        Norm     1Fam     2Story   4.1843373   2.4835494 1.029132e+32
## 149        Norm     1Fam     1Story   4.1843373   2.4835494 1.044665e+32
## 150        Norm     1Fam     1.5Fin   2.9989627   2.0078232 7.396964e+31
## 151        Norm     1Fam     1Story   2.9989627   2.9140778 9.029652e+31
## 152        Norm     1Fam     1Story   4.7386961   2.4835494 1.060410e+32
## 153        Norm     1Fam     2Story   3.6061928   2.4835494 8.848430e+31
## 154        Norm     1Fam     1Story   3.6061928   3.3103254 8.366826e+31
## 155        Norm     1Fam     1Story   3.6061928   2.4835494 6.915010e+31
## 156        Norm     1Fam     1.5Fin   3.6061928   2.4835494 6.951054e+31
## 157        Norm     1Fam     1Story   2.9989627   3.3103254 7.949615e+31
## 158        Norm     1Fam     2Story   4.7386961   2.4835494 1.071024e+32
## 159        Norm     1Fam     2Story   4.1843373   2.4835494 1.044665e+32
## 160        Norm     1Fam     2Story   4.1843373   2.4835494 1.049890e+32
## 161        Norm     1Fam     1Story   3.6061928   2.9140778 9.449671e+31
## 162        Norm     1Fam     2Story   5.2730647   2.4835494 1.039464e+32
## 163        Norm     1Fam     1Story   4.1843373   2.4835494 1.049890e+32
## 164        Norm     1Fam     1.5Unf   2.3548011   2.9140778 8.197634e+31
## 165        Norm     1Fam     1Story   3.6061928   3.3103254 7.023649e+31
## 166        Norm   2fmCon     1.5Fin   2.9989627   3.3103254 7.551223e+31
## 167        Norm     1Fam     1Story   2.9989627   2.4835494 8.155820e+31
## 168        Norm     1Fam     2Story   4.7386961   2.4835494 1.060410e+32
## 169        Norm     1Fam     2Story   4.1843373   2.4835494 1.044665e+32
## 170        Norm     1Fam     1Story   4.7386961   2.9140778 9.307751e+31
## 171        Norm     1Fam     1.5Fin   2.9989627   2.9140778 7.590237e+31
## 172        Norm     1Fam     1Story   3.6061928   2.4835494 8.366826e+31
## 173        Norm   TwnhsE     2Story   4.1843373   3.3103254 9.593535e+31
## 174        Norm     1Fam     1Story   3.6061928   2.4835494 8.409612e+31
## 175        Norm     1Fam     1Story   3.6061928   2.4835494 9.545363e+31
## 176        Norm     1Fam     1Story   3.6061928   3.3103254 7.949615e+31
## 177        Norm     1Fam     2Story   3.6061928   2.4835494 9.641926e+31
## 178        Norm     1Fam     1.5Fin   2.9989627   2.4835494 8.281841e+31
## 179        Norm     1Fam     1Story   5.2730647   2.4835494 1.065705e+32
## 180        Norm     1Fam     1Story   2.9989627   2.9140778 6.915010e+31
## 181        Norm    Twnhs     2Story   3.6061928   2.4835494 1.024000e+32
## 182        Norm     1Fam     2Story   4.1843373   2.9140778 6.807886e+31
## 183        Norm     1Fam     1Story   2.9989627   2.9140778 8.239640e+31
## 184        Norm     1Fam     1.5Fin   4.1843373   2.4835494 1.039464e+32
## 185       Feedr     1Fam     1.5Fin   2.9989627   3.6794111 6.394163e+31
## 186        Norm     1Fam     2.5Fin   5.7902809   4.0262838 5.877753e+31
## 187        Norm     1Fam       SLvl   4.1843373   2.4835494 9.739368e+31
## 188        Norm     1Fam     1.5Fin   2.9989627   3.3103254 6.667378e+31
## 189        Norm   Duplex     SFoyer   2.9989627   2.4835494 9.214207e+31
## 190        Norm   TwnhsE     1Story   4.7386961   2.4835494 1.029132e+32
## 191        Norm     1Fam     2Story   4.7386961   3.6794111 7.245548e+31
## 192        Norm     1Fam     2Story   4.1843373   4.0262838 8.893426e+31
## 193        Norm     1Fam     1Story   4.1843373   2.4835494 1.018892e+32
## 194        Norm    Twnhs     2Story   4.1843373   2.4835494 1.044665e+32
## 195        Norm     1Fam     1Story   2.9989627   3.3103254 8.893426e+31
## 196        Norm    Twnhs     2Story   3.6061928   2.9140778 9.075476e+31
## 197        Norm     1Fam     1Story   4.1843373   2.4835494 1.060410e+32
## 198        Norm     1Fam     2Story   4.7386961   2.0078232 6.737302e+31
## 199        Norm     1Fam     2.5Fin   3.6061928   2.9140778 6.529484e+31
## 200        Norm     1Fam     1Story   4.7386961   2.4835494 1.044665e+32
## 201        Norm     1Fam     1Story   2.3548011   2.4835494 1.039464e+32
## 202        Norm     1Fam     1Story   3.6061928   2.9140778 9.121509e+31
## 203        Norm     1Fam     1.5Fin   3.6061928   2.9140778 6.951054e+31
## 204        Norm   TwnhsE     1Story   3.6061928   2.4835494 1.044665e+32
## 205        Norm     1Fam     1.5Fin   2.9989627   3.3103254 7.828157e+31
## 206        Norm     1Fam     1Story   4.1843373   2.4835494 9.739368e+31
## 207        Norm     1Fam     1Story   2.9989627   2.4835494 8.452594e+31
## 208        Norm     1Fam     1Story   2.3548011   2.4835494 8.366826e+31
## 209        Norm     1Fam     2Story   4.1843373   2.4835494 9.641926e+31
## 210        Norm     1Fam     1Story   3.6061928   3.3103254 8.539154e+31
## 211        Norm     1Fam     1Story   2.9989627   2.9140778 6.987267e+31
## 212        Norm     1Fam     1Story   3.6061928   2.4835494 1.071024e+32
## 213        Norm     1Fam     2Story   4.1843373   2.4835494 1.071024e+32
## 214        Norm     1Fam     1Story   2.9989627   2.4835494 9.986861e+31
## 215        Norm     1Fam     2Story   3.6061928   3.3103254 9.121509e+31
## 216        Norm     1Fam     1Story   2.9989627   2.9140778 8.239640e+31
## 217        Norm     1Fam     1Story   4.1843373   2.4835494 1.044665e+32
## 218        Norm     1Fam     2Story   2.3548011   2.0078232 6.987267e+31
## 219        Norm     1Fam     1.5Fin   4.1843373   4.0262838 7.512389e+31
## 220        Norm   TwnhsE     1Story   4.1843373   2.4835494 1.049890e+32
## 221        Norm     1Fam     1Story   4.1843373   2.4835494 1.055138e+32
## 222        Norm     1Fam     2Story   3.6061928   2.4835494 1.034286e+32
## 223        Norm     1Fam     2Story   3.6061928   2.9140778 9.029652e+31
## 224        Norm     1Fam     1Story   2.3548011   2.9140778 8.848430e+31
## 225        Norm     1Fam     1Story   5.7902809   2.4835494 1.039464e+32
## 226        Norm    Twnhs     2Story   2.9989627   2.4835494 8.848430e+31
## 227        Norm     1Fam     2Story   4.1843373   2.4835494 9.986861e+31
## 228        Norm    Twnhs     2Story   3.6061928   2.9140778 8.803640e+31
## 229        Norm     1Fam     1Story   2.9989627   2.4835494 8.670489e+31
## 230        Norm   TwnhsE     1Story   4.1843373   2.4835494 1.049890e+32
## 231        Norm     1Fam     1Story   3.6061928   2.9140778 8.324236e+31
## 232        Norm     1Fam     2Story   4.7386961   2.4835494 9.986861e+31
## 233        Norm    Twnhs     2Story   3.6061928   2.4835494 8.893426e+31
## 234        Norm     1Fam     1Story   2.9989627   2.9140778 9.075476e+31
## 235        Norm     1Fam     2Story   3.6061928   2.4835494 1.034286e+32
## 236        Norm   TwnhsE     2Story   3.6061928   1.4685420 8.848430e+31
## 237        Norm     1Fam     1Story   4.1843373   2.4835494 1.044665e+32
## 238        Norm     1Fam     2Story   4.1843373   3.3103254 9.887192e+31
## 239        Norm     1Fam     1Story   4.7386961   2.4835494 1.060410e+32
## 240        Norm     1Fam     1.5Fin   3.6061928   2.0078232 7.748115e+31
## 241        Norm     1Fam     1Story   4.7386961   2.4835494 1.065705e+32
## 242        Norm     1Fam     1Story   2.9989627   4.0262838 7.748115e+31
## 243        Norm     1Fam     1.5Fin   2.9989627   2.0078232 6.131066e+31
## 244        Norm   TwnhsE     2Story   3.6061928   2.9140778 9.260872e+31
## 245        Norm     1Fam     2Story   4.1843373   2.4835494 9.936914e+31
## 246        Norm     1Fam     1Story   4.1843373   2.4835494 9.641926e+31
## 247        Norm   2fmCon     2Story   3.6061928   3.6794111 6.461505e+31
## 248        Norm     1Fam     1Story   3.6061928   2.4835494 8.114198e+31
## 249        Norm     1Fam     2Story   4.1843373   2.4835494 1.039464e+32
## 250        Norm     1Fam     1.5Fin   3.6061928   3.3103254 8.281841e+31
## 251        Norm     1Fam     1Story   1.6610719   0.8299626 7.551223e+31
## 252        Norm   TwnhsE     1Story   4.7386961   2.4835494 1.055138e+32
## 253        Norm     1Fam     2Story   3.6061928   2.4835494 1.044665e+32
## 254        Norm     1Fam       SLvl   3.6061928   3.3103254 8.539154e+31
## 255        Norm     1Fam     1Story   2.9989627   2.9140778 8.239640e+31
## 256        Norm     1Fam     2Story   4.1843373   2.4835494 1.018892e+32
## 257        Norm     1Fam     2Story   3.6061928   2.4835494 1.039464e+32
## 258        Norm     1Fam     1Story   4.1843373   2.4835494 1.055138e+32
## 259        Norm     1Fam     2Story   4.1843373   2.4835494 1.029132e+32
## 260        Norm     1Fam     1Story   2.9989627   2.4835494 8.197634e+31
## 261        Norm     1Fam       SLvl   3.6061928   2.4835494 8.452594e+31
## 262        Norm     1Fam     2Story   4.7386961   2.4835494 1.060410e+32
## 263        Norm     1Fam       SLvl   3.6061928   3.3103254 9.121509e+31
## 264        Norm     1Fam     1.5Fin   2.9989627   3.3103254 7.133822e+31
## 265        Norm     1Fam     1Story   2.9989627   2.4835494 6.987267e+31
## 266        Norm     1Fam     1Story   3.6061928   2.9140778 9.307751e+31
## 267        Norm     1Fam     2Story   3.6061928   2.4835494 1.008743e+32
## 268        Norm     1Fam     2.5Fin   2.9989627   3.6794111 7.512389e+31
## 269        Norm     1Fam     1Story   2.9989627   2.9140778 7.551223e+31
## 270        Norm     1Fam     1Story   3.6061928   3.3103254 9.075476e+31
## 271        Norm     1Fam     2Story   4.7386961   2.4835494 1.055138e+32
## 272        Norm     1Fam     1Story   4.1843373   3.3103254 8.114198e+31
## 273        Norm     1Fam     2Story   4.7386961   3.3103254 1.018892e+32
## 274        Norm     1Fam     1Story   3.6061928   2.9140778 8.281841e+31
## 275        Norm     1Fam     1Story   2.9989627   3.3103254 9.354843e+31
## 276        Norm     1Fam     1.5Fin   4.1843373   3.3103254 6.987267e+31
## 277        Norm     1Fam     1Story   4.1843373   2.4835494 1.039464e+32
## 278        Norm     1Fam     1Story   2.3548011   2.4835494 7.990477e+31
## 279        Norm     1Fam     1Story   5.2730647   2.4835494 1.055138e+32
## 280        Norm     1Fam     2Story   4.1843373   2.4835494 9.121509e+31
## 281        Norm     1Fam     2Story   4.1843373   2.9140778 9.690537e+31
## 282        Norm     1Fam     1Story   3.6061928   2.4835494 1.055138e+32
## 283        Norm    Twnhs     1Story   4.1843373   2.4835494 1.060410e+32
## 284        Norm     1Fam     1Story   4.7386961   2.4835494 1.065705e+32
## 285        Norm   TwnhsE     1Story   3.6061928   2.4835494 9.837695e+31
## 286        Norm   TwnhsE     2Story   4.1843373   2.4835494 1.055138e+32
## 287        Norm     1Fam     1.5Fin   3.6061928   3.3103254 8.452594e+31
## 288        Norm     1Fam     1Story   2.3548011   2.0078232 8.848430e+31
## 289        Norm     1Fam     1Story   2.9989627   2.4835494 8.670489e+31
## 290        Norm     1Fam     2Story   3.6061928   3.3103254 6.632661e+31
## 291        Norm     1Fam     2Story   4.7386961   2.4835494 1.055138e+32
## 292        Norm   2fmCon     2Story   2.9989627   2.9140778 6.529484e+31
## 293        Norm     1Fam     1.5Fin   2.9989627   2.0078232 7.908942e+31
## 294        Norm     1Fam     2Story   4.1843373   3.3103254 9.121509e+31
## 295        Norm     1Fam     1Story   3.6061928   2.4835494 8.072767e+31
## 296        Norm     1Fam       SLvl   3.6061928   2.9140778 9.449671e+31
## 297        Norm     1Fam     1.5Fin   2.9989627   2.4835494 7.949615e+31
## 298        Norm     1Fam     2Story   4.1843373   2.4835494 1.008743e+32
## 299        Norm     1Fam     2Story   3.6061928   2.9140778 8.714670e+31
## 300        Norm     1Fam     1Story   3.6061928   3.6794111 7.949615e+31
## 301        Norm   2fmCon     1Story   2.9989627   2.4835494 8.072767e+31
## 302        Norm     1Fam     2Story   4.7386961   2.4835494 1.013806e+32
## 303        Norm     1Fam     1Story   4.1843373   2.4835494 1.029132e+32
## 304        Norm     1Fam     1Story   2.9989627   3.3103254 8.893426e+31
## 305        Norm     1Fam     2.5Fin   4.1843373   4.0262838 5.515419e+31
## 306        Norm     1Fam     1Story   4.7386961   2.4835494 1.044665e+32
## 307        Norm     1Fam     2Story   4.1843373   2.4835494 9.739368e+31
## 308        Norm     1Fam     1.5Fin   3.6061928   3.3103254 6.807886e+31
## 309        Norm     1Fam     1Story   2.3548011   2.4835494 7.551223e+31
## 310        Norm     1Fam     1Story   5.2730647   2.4835494 1.039464e+32
## 311        Norm     1Fam     2Story   3.6061928   2.4835494 9.887192e+31
## 312        Norm     1Fam     1Story   3.6061928   2.9140778 7.868456e+31
## 313        Norm   2fmCon     1.5Fin   2.9989627   3.3103254 7.512389e+31
## 314        Norm     1Fam     1Story   4.1843373   2.4835494 8.582732e+31
## 315        Norm     1Fam     2Story   4.1843373   3.3103254 6.987267e+31
## 316        Norm     1Fam     2Story   4.1843373   2.4835494 1.044665e+32
## 317        Norm     1Fam     2Story   4.1843373   3.3103254 9.260872e+31
## 318        Norm     1Fam     2Story   4.7386961   2.4835494 1.055138e+32
## 319        Norm     1Fam     2Story   4.1843373   2.4835494 9.887192e+31
## 320        Norm     1Fam       SLvl   4.1843373   2.4835494 9.260872e+31
## 321        Norm     1Fam     2Story   5.2730647   2.4835494 1.055138e+32
## 322        Norm     1Fam     2Story   4.7386961   2.4835494 1.044665e+32
## 323        Norm     1Fam     2Story   4.1843373   2.4835494 9.545363e+31
## 324        Norm     1Fam     1Story   1.6610719   3.6794111 8.155820e+31
## 325        Norm     1Fam       SLvl   4.1843373   3.3103254 8.670489e+31
## 326        Norm     1Fam     1.5Unf   2.9989627   2.9140778 7.590237e+31
## 327        Norm   TwnhsE     1Story   4.7386961   2.4835494 9.887192e+31
## 328        Norm     1Fam     1Story   3.6061928   2.4835494 8.366826e+31
## 329        Norm     1Fam     2.5Unf   3.6061928   2.9140778 6.667378e+31
## 330        Norm     1Fam     2Story   2.9989627   2.4835494 6.807886e+31
## 331        Norm   Duplex     1Story   2.9989627   2.0078232 8.539154e+31
## 332        Norm     1Fam     1Story   2.9989627   2.9140778 8.281841e+31
## 333        Norm     1Fam     1Story   4.7386961   2.4835494 1.039464e+32
## 334        Norm   TwnhsE     1Story   4.1843373   2.4835494 1.044665e+32
## 335        Norm     1Fam     2Story   3.6061928   2.4835494 1.013806e+32
## 336        Norm   2fmCon     1.5Fin   2.9989627   2.9140778 8.582732e+31
## 337        Norm     1Fam     1Story   5.2730647   2.4835494 1.049890e+32
## 338        Norm     1Fam     1Story   4.1843373   2.4835494 1.034286e+32
## 339        Norm     1Fam     1Story   4.1843373   3.3103254 9.449671e+31
## 340        Norm     1Fam     1Story   3.6061928   3.3103254 8.281841e+31
## 341        Norm     1Fam     2Story   4.7386961   2.4835494 1.034286e+32
## 342        Norm     1Fam     1Story   2.3548011   2.0078232 7.949615e+31
## 343        Norm   Duplex     1Story   1.6610719   2.0078232 7.908942e+31
## 344        Norm   TwnhsE     1Story   5.2730647   2.4835494 1.049890e+32
## 345        Norm   TwnhsE     2Story   2.9989627   1.4685420 9.075476e+31
## 346        Norm     1Fam     1.5Fin   3.6061928   2.4835494 7.512389e+31
## 347        Norm     1Fam     1Story   3.6061928   3.6794111 8.366826e+31
## 348        Norm     1Fam     1Story   3.6061928   2.4835494 8.366826e+31
## 349        Norm    Twnhs     2Story   4.1843373   2.4835494 1.039464e+32
## 350        Norm     1Fam     2Story   5.2730647   2.4835494 1.049890e+32
## 351        Norm   TwnhsE     1Story   5.2730647   2.4835494 1.060410e+32
## 352        Norm     1Fam     1Story   4.1843373   2.4835494 9.545363e+31
## 353        Norm     1Fam     1.5Fin   2.9989627   2.9140778 7.590237e+31
## 354        Norm     1Fam     1Story   3.6061928   3.6794111 7.096926e+31
## 355        Norm     1Fam     1.5Fin   3.6061928   2.4835494 7.551223e+31
## 356        Norm     1Fam     1Story   3.6061928   2.4835494 9.986861e+31
## 357        Norm     1Fam     1Story   3.6061928   2.9140778 9.837695e+31
## 358        Norm   TwnhsE     1Story   2.9989627   2.4835494 9.075476e+31
## 359        Norm     1Fam       SLvl   2.9989627   2.0078232 8.281841e+31
## 360        Norm     1Fam     2Story   4.7386961   2.4835494 1.013806e+32
## 361        Norm     1Fam     SFoyer   3.6061928   2.9140778 9.167752e+31
## 362        Norm     1Fam     1.5Fin   2.9989627   2.4835494 7.551223e+31
## 363        Norm     1Fam     SFoyer   4.1843373   2.4835494 1.039464e+32
## 364        Norm    Twnhs     2Story   3.6061928   3.6794111 8.893426e+31
## 365        Norm     1Fam     2Story   3.6061928   2.4835494 9.075476e+31
## 366        Norm     1Fam     2Story   2.9989627   3.3103254 6.807886e+31
## 367        Norm     1Fam     1Story   3.6061928   2.4835494 8.495775e+31
## 368        Norm     1Fam       SLvl   3.6061928   2.4835494 8.452594e+31
## 369        Norm     1Fam     1Story   2.9989627   2.9140778 8.114198e+31
## 370        Norm     1Fam     1Story   2.9989627   3.3103254 8.324236e+31
## 371        Norm     1Fam     2Story   3.6061928   2.4835494 1.024000e+32
## 372        Norm     1Fam     1.5Fin   2.3548011   2.0078232 8.324236e+31
## 373        Norm   TwnhsE     1Story   3.6061928   2.4835494 9.449671e+31
## 374        Norm     1Fam     1Story   2.9989627   2.9140778 8.072767e+31
## 375        Norm     1Fam     2Story   4.1843373   2.4835494 1.039464e+32
## 376        Norm     1Fam     1Story   0.0000000   0.0000000 6.879135e+31
## 377        Norm     1Fam     SFoyer   2.9989627   2.4835494 1.003703e+32
## 378        Norm     1Fam     2Story   4.7386961   2.4835494 1.044665e+32
## 379        Norm     1Fam     1Story   5.2730647   0.8299626 1.076367e+32
## 380        Norm     1Fam     2Story   3.6061928   2.4835494 1.024000e+32
## 381        Norm     1Fam     1.5Fin   2.9989627   2.9140778 6.951054e+31
## 382        Norm     1Fam     1Story   4.1843373   2.4835494 1.055138e+32
## 383        Norm     1Fam     2Story   4.1843373   2.4835494 1.055138e+32
## 384        Norm     1Fam     1.5Unf   3.6061928   1.4685420 7.096926e+31
## 385        Norm     1Fam     2Story   3.6061928   2.4835494 9.837695e+31
## 386        Norm   TwnhsE     1Story   4.7386961   2.4835494 1.044665e+32
## 387        Norm     1Fam     1.5Fin   2.9989627   1.4685420 6.461505e+31
## 388        Norm     1Fam       SLvl   3.6061928   2.9140778 9.075476e+31
## 389        Norm     1Fam     1Story   4.1843373   2.4835494 1.018892e+32
## 390        Norm     1Fam     2Story   5.7902809   2.4835494 1.060410e+32
## 391        Norm     1Fam     1.5Fin   2.9989627   3.6794111 6.131066e+31
## 392        Norm     1Fam     2Story   3.6061928   2.4835494 1.029132e+32
## 393        Norm     1Fam     1Story   2.9989627   3.3103254 8.324236e+31
## 394        Norm     1Fam     1Story   2.3548011   2.4835494 7.590237e+31
## 395        Norm     1Fam     1.5Fin   2.9989627   2.9140778 7.551223e+31
## 396        Norm     1Fam     1Story   2.9989627   2.9140778 8.197634e+31
## 397        Norm     1Fam     1Story   2.9989627   2.4835494 8.893426e+31
## 398        Norm     1Fam     2Story   2.9989627   2.4835494 8.452594e+31
## 399        Norm     1Fam     1Story   2.9989627   0.8299626 6.807886e+31
## 400        Norm     1Fam     2Story   4.1843373   2.4835494 1.055138e+32
## 401        Norm   TwnhsE     1Story   4.7386961   2.4835494 1.003703e+32
## 402        Norm     1Fam     1Story   4.1843373   2.4835494 1.049890e+32
## 403        Norm     1Fam     1Story   2.9989627   3.6794111 7.551223e+31
## 404        Norm     1Fam     2Story   4.7386961   2.4835494 1.013806e+32
## 405        Norm     1Fam     2Story   3.6061928   2.4835494 9.986861e+31
## 406        Norm     1Fam     1Story   2.3548011   2.0078232 9.075476e+31
## 407        Norm     1Fam     1.5Fin   3.6061928   2.4835494 7.396964e+31
## 408        Norm     1Fam     2Story   3.6061928   3.3103254 6.632661e+31
## 409        Norm     1Fam     2Story   4.1843373   2.4835494 1.055138e+32
## 410        Norm     1Fam     2Story   4.7386961   2.4835494 1.060410e+32
## 411        Norm     1Fam     1Story   2.9989627   1.4685420 8.281841e+31
## 412        Norm   2fmCon     1Story   2.9989627   2.4835494 8.155820e+31
## 413        Norm     1Fam     1Story   4.1843373   2.4835494 1.071024e+32
## 414        Norm     1Fam     1Story   2.9989627   2.9140778 7.060202e+31
## 415        Norm     1Fam     2Story   4.1843373   2.4835494 9.887192e+31
## 416        Norm     1Fam     1Story   4.1843373   2.4835494 1.060410e+32
## 417        Norm     1Fam     2Story   3.6061928   3.3103254 9.167752e+31
## 418        Norm     1Fam     2Story   3.6061928   2.9140778 6.737302e+31
## 419        Norm     1Fam     1.5Fin   2.9989627   2.9140778 7.551223e+31
## 420        Norm     1Fam     1Story   2.9989627   2.9140778 8.714670e+31
## 421        Norm   Duplex     SFoyer   4.1843373   2.4835494 1.008743e+32
## 422        Norm     1Fam     1Story   3.6061928   3.3103254 9.121509e+31
## 423        Norm     1Fam     1Story   2.9989627   2.4835494 8.114198e+31
## 424        Norm     1Fam     2Story   4.7386961   2.4835494 1.013806e+32
## 425        Norm     1Fam     1Story   3.6061928   2.4835494 8.197634e+31
## 426        Norm     1Fam     2Story   4.1843373   3.6794111 7.788043e+31
## 427        Norm     1Fam       SLvl   4.1843373   2.4835494 9.690537e+31
## 428        Norm     1Fam     1Story   2.3548011   2.9140778 8.239640e+31
## 429        Norm     1Fam     1Story   4.1843373   2.4835494 1.060410e+32
## 430        Norm     1Fam     1Story   3.6061928   2.4835494 9.641926e+31
## 431        Norm    Twnhs     2Story   3.6061928   2.4835494 8.848430e+31
## 432        Norm     1Fam     1.5Fin   3.6061928   3.3103254 6.807886e+31
## 433        Norm   TwnhsE     2Story   2.9989627   2.4835494 8.848430e+31
## 434        Norm     1Fam     2Story   3.6061928   2.4835494 1.008743e+32
## 435        Norm    Twnhs     SFoyer   2.3548011   3.3103254 8.893426e+31
## 436        Norm     1Fam     2Story   4.1843373   2.9140778 1.003703e+32
## 437        Norm     1Fam     1.5Fin   3.6061928   3.6794111 6.807886e+31
## 438        Norm     1Fam     1.5Unf   3.6061928   3.3103254 7.023649e+31
## 439        Norm     1Fam     1Story   2.9989627   2.9140778 6.563715e+31
## 440        Norm     1Fam     1.5Fin   3.6061928   3.6794111 6.807886e+31
## 441        Norm     1Fam     1Story   5.7902809   2.4835494 1.065705e+32
## 442        Norm   Duplex     1Story   2.3548011   2.0078232 8.155820e+31
## 443        Norm     1Fam     1.5Fin   2.9989627   3.3103254 7.170890e+31
## 444        Norm   TwnhsE     1Story   4.1843373   2.4835494 1.055138e+32
## 445        Norm     1Fam     2Story   4.1843373   2.4835494 9.936914e+31
## 446        Norm     1Fam     1Story   3.6061928   2.4835494 8.197634e+31
## 447        Norm     1Fam     1Story   3.6061928   2.9140778 8.626510e+31
## 448        Norm     1Fam     2Story   4.1843373   2.4835494 1.013806e+32
## 449        Norm     1Fam     1.5Fin   3.6061928   2.9140778 7.435261e+31
## 450        Norm     1Fam     1.5Fin   1.6610719   3.3103254 7.868456e+31
## 451        Norm     1Fam     1Story   3.6061928   3.6794111 7.170890e+31
## 452        Norm     1Fam     1Story   4.1843373   2.4835494 9.029652e+31
## 453        Norm     1Fam     2Story   3.6061928   2.4835494 1.003703e+32
## 454        Norm     1Fam     2Story   4.7386961   2.4835494 1.065705e+32
## 455        Norm   Duplex     1Story   2.9989627   2.4835494 9.075476e+31
## 456        Norm     1Fam     1Story   4.1843373   2.9140778 8.938628e+31
## 457        Norm     1Fam     2Story   2.9989627   2.4835494 6.667378e+31
## 458        Norm     1Fam     1Story   2.3548011   2.9140778 8.114198e+31
## 459        Norm     1Fam     2Story   4.7386961   3.3103254 6.987267e+31
## 460        Norm     1Fam     1.5Fin   2.9989627   2.0078232 7.949615e+31
## 461        Norm     1Fam     2Story   4.7386961   2.4835494 1.071024e+32
## 462        Norm     1Fam     2Story   4.1843373   4.0262838 7.396964e+31
## 463        Norm     1Fam     1Story   2.9989627   2.4835494 8.582732e+31
## 464        Norm     1Fam     2Story   3.6061928   3.3103254 7.320904e+31
## 465        Norm     1Fam     1Story   2.9989627   2.4835494 9.167752e+31
## 466        Norm   TwnhsE     1Story   4.1843373   2.4835494 1.044665e+32
## 467        Norm     1Fam     1Story   4.1843373   2.4835494 8.803640e+31
## 468        Norm     1Fam     2Story   2.9989627   3.3103254 7.629433e+31
## 469        Norm     1Fam     1Story   4.7386961   2.4835494 1.055138e+32
## 470        Norm     1Fam     2Story   3.6061928   2.4835494 9.887192e+31
## 471        Norm   TwnhsE     1Story   4.7386961   2.4835494 9.497408e+31
## 472        Norm     1Fam     2Story   4.1843373   2.9140778 9.121509e+31
## 473        Norm   TwnhsE       SLvl   3.6061928   2.4835494 1.049890e+32
## 474        Norm     1Fam     1Story   4.7386961   2.4835494 1.055138e+32
## 475        Norm   TwnhsE     1Story   4.7386961   2.4835494 1.024000e+32
## 476        Norm     1Fam     1Story   2.9989627   2.9140778 8.495775e+31
## 477        Norm     1Fam     1Story   3.6061928   2.4835494 1.008743e+32
## 478        Norm     1Fam     2Story   5.2730647   2.4835494 1.055138e+32
## 479        Norm     1Fam     1Story   4.7386961   2.4835494 1.060410e+32
## 480        Norm     1Fam     1Story   2.3548011   3.3103254 7.435261e+31
## 481        Norm     1Fam     1Story   5.2730647   2.4835494 1.044665e+32
## 482        Norm     1Fam     1Story   5.2730647   2.4835494 1.039464e+32
## 483        Norm     1Fam     2Story   4.1843373   3.6794111 6.632661e+31
## 484        Norm    Twnhs     1Story   3.6061928   2.4835494 1.013806e+32
## 485        Norm     1Fam     1Story   2.9989627   3.3103254 8.452594e+31
## 486        Norm     1Fam     1Story   2.9989627   3.3103254 7.949615e+31
## 487        Norm     1Fam     1Story   2.9989627   3.3103254 8.582732e+31
## 488        Norm     1Fam     1Story   2.9989627   2.9140778 8.848430e+31
## 489        Norm   2fmCon     1.5Fin   2.9989627   2.0078232 6.131066e+31
## 490        Norm    Twnhs     SFoyer   2.3548011   3.6794111 8.803640e+31
## 491        Norm   TwnhsE     2Story   2.9989627   2.9140778 9.075476e+31
## 492        Norm     1Fam     1.5Fin   3.6061928   3.3103254 7.590237e+31
## 493        Norm     1Fam     2Story   3.6061928   2.4835494 1.055138e+32
## 494        Norm     1Fam     1Story   2.9989627   2.9140778 8.366826e+31
## 495        Norm     1Fam     1Story   2.9989627   3.6794111 7.473736e+31
## 496        Norm     1Fam     1Story   2.3548011   2.4835494 6.807886e+31
## 497        Norm     1Fam     1Story   4.7386961   2.4835494 9.837695e+31
## 498        Norm     1Fam     1.5Fin   4.1843373   2.9140778 6.987267e+31
## 499        Norm     1Fam     1Story   2.9989627   3.3103254 8.670489e+31
## 500        Norm     1Fam     1Story   2.9989627   3.3103254 8.281841e+31
## 501        Norm    Twnhs     2Story   3.6061928   2.4835494 8.938628e+31
## 502        Norm     1Fam     2Story   4.1843373   2.4835494 1.049890e+32
## 503        Norm     1Fam     1Story   2.9989627   3.3103254 8.582732e+31
## 504        Norm     1Fam     1Story   4.1843373   3.6794111 8.324236e+31
## 505        Norm   TwnhsE     2Story   3.6061928   2.4835494 8.984036e+31
## 506        Norm   Duplex     2Story   2.9989627   2.4835494 8.031527e+31
## 507        Norm     1Fam     2Story   4.7386961   2.4835494 9.887192e+31
## 508        Norm     1Fam     1Story   3.6061928   2.4835494 1.071024e+32
## 509        Norm     1Fam     2Story   4.1843373   4.0262838 7.096926e+31
## 510        Norm     1Fam     1Story   2.9989627   2.9140778 8.324236e+31
## 511        Norm     1Fam     1Story   2.9989627   3.3103254 7.990477e+31
## 512        Norm   TwnhsE     1Story   4.1843373   2.4835494 1.049890e+32
## 513        Norm     1Fam     1Story   2.9989627   2.4835494 8.281841e+31
## 514        Norm     1Fam     1Story   3.6061928   2.4835494 9.402149e+31
## 515        Norm     1Fam     1.5Unf   2.9989627   2.4835494 7.023649e+31
## 516        Norm     1Fam     1Story   5.7902809   2.4835494 1.071024e+32
## 517        Norm     1Fam       SLvl   3.6061928   2.9140778 8.893426e+31
## 518        Norm     1Fam     2Story   4.1843373   2.4835494 1.003703e+32
## 519        Norm     1Fam     2Story   3.6061928   2.4835494 1.013806e+32
## 520        Norm     1Fam     2Story   4.1843373   4.0262838 7.023649e+31
## 521        Norm   2fmCon     2Story   2.3548011   3.3103254 6.131066e+31
## 522        Norm     1Fam     1Story   3.6061928   2.9140778 8.239640e+31
## 523        Norm     1Fam     1.5Fin   3.6061928   3.3103254 7.828157e+31
## 524        PosN     1Fam     2Story   5.7902809   2.4835494 1.060410e+32
## 525        Norm     1Fam     2Story   4.1843373   2.4835494 1.003703e+32
## 526        Norm     1Fam     1Story   4.1843373   2.4835494 1.049890e+32
## 527        Norm     1Fam     1Story   2.9989627   3.3103254 8.197634e+31
## 528        Norm     1Fam     2Story   5.2730647   2.4835494 1.065705e+32
## 529        Norm     1Fam     1Story   2.3548011   3.3103254 6.807886e+31
## 530        Norm     1Fam     1Story   3.6061928   1.4685420 8.239640e+31
## 531        Norm     1Fam       SLvl   3.6061928   2.4835494 9.641926e+31
## 532       Feedr     1Fam     2Story   3.6061928   3.6794111 6.807886e+31
## 533        Norm     1Fam     1Story   2.9989627   3.3103254 8.155820e+31
## 534        Norm     1Fam     1Story   0.0000000   1.4685420 7.788043e+31
## 535        Norm     1Fam     2Story   4.7386961   2.4835494 1.044665e+32
## 536        Norm   2fmCon     2Story   2.9989627   3.3103254 6.461505e+31
## 537        Norm     1Fam     2Story   4.1843373   2.4835494 1.013806e+32
## 538        Norm     1Fam     1Story   2.3548011   2.4835494 8.893426e+31
## 539        Norm     1Fam     1Story   2.9989627   2.4835494 8.714670e+31
## 540        Norm     1Fam     1Story   4.7386961   2.4835494 1.029132e+32
## 541        Norm     1Fam     1Story   5.2730647   2.4835494 1.055138e+32
## 542        Norm     1Fam     2Story   4.7386961   2.4835494 1.024000e+32
## 543        Norm     1Fam     1Story   4.1843373   2.4835494 1.013806e+32
## 544        Norm   TwnhsE     SFoyer   4.1843373   2.4835494 1.013806e+32
## 545        Norm     1Fam     2Story   4.1843373   2.4835494 1.055138e+32
## 546        Norm     1Fam     1.5Fin   4.1843373   2.4835494 9.641926e+31
## 547        Norm     1Fam     1.5Fin   3.6061928   3.3103254 6.915010e+31
## 548        Norm     1Fam     SFoyer   2.9989627   3.3103254 8.803640e+31
## 549        RRNn     1Fam     1Story   2.9989627   3.3103254 8.155820e+31
## 550        Norm     1Fam     2Story   4.1843373   2.4835494 1.039464e+32
## 551        Norm   TwnhsE     1Story   3.6061928   2.9140778 9.121509e+31
## 552        Norm     1Fam     1Story   2.9989627   2.9140778 8.239640e+31
## 553        Norm     1Fam     1Story   4.7386961   2.4835494 1.055138e+32
## 554        Norm     1Fam     1Story   2.3548011   2.4835494 7.908942e+31
## 555        Norm     1Fam     2Story   4.1843373   2.4835494 1.039464e+32
## 556        Norm     1Fam     1.5Unf   2.9989627   2.9140778 6.879135e+31
## 557        Norm     1Fam     1Story   2.9989627   2.4835494 8.239640e+31
## 558        Norm     1Fam     1.5Fin   2.3548011   2.9140778 6.807886e+31
## 559        Norm     1Fam     2Story   4.1843373   2.4835494 1.003703e+32
## 560        Norm   TwnhsE     1Story   4.1843373   2.4835494 1.039464e+32
## 561        Norm     1Fam     1Story   2.9989627   2.9140778 8.239640e+31
## 562        Norm     1Fam     1Story   2.9989627   2.4835494 8.984036e+31
## 563        Norm     1Fam     1Story   2.9989627   2.9140778 7.551223e+31
## 564        Norm     1Fam     1.5Fin   3.6061928   3.3103254 6.737302e+31
## 565        Norm     1Fam     2Story   4.1843373   2.4835494 9.837695e+31
## 566        Norm     1Fam     2Story   3.6061928   2.0078232 6.632661e+31
## 567        Norm     1Fam     2Story   5.2730647   2.4835494 1.049890e+32
## 568        Norm     1Fam     1Story   4.1843373   2.4835494 1.044665e+32
## 569        Norm     1Fam     1.5Fin   4.7386961   3.6794111 9.402149e+31
## 570        Norm   Duplex     SFoyer   2.9989627   2.4835494 9.214207e+31
## 571        Norm   Duplex     1Story   2.9989627   2.4835494 8.582732e+31
## 572        Norm     1Fam     1Story   3.6061928   2.9140778 8.324236e+31
## 573        Norm     1Fam     2Story   4.1843373   2.4835494 1.071024e+32
## 574        Norm     1Fam       SLvl   4.1843373   2.4835494 1.024000e+32
## 575        Norm     1Fam       SLvl   2.9989627   3.3103254 8.848430e+31
## 576        Norm     1Fam     1.5Fin   2.9989627   2.4835494 7.828157e+31
## 577        Norm     1Fam     1.5Fin   4.1843373   3.3103254 7.096926e+31
## 578        Norm     1Fam       SLvl   2.9989627   2.9140778 8.626510e+31
## 579        Norm   TwnhsE     2Story   4.1843373   2.4835494 1.060410e+32
## 580        Norm     1Fam     1.5Fin   2.9989627   2.4835494 8.114198e+31
## 581        Norm     1Fam     1Story   3.6061928   2.9140778 8.366826e+31
## 582        Norm     1Fam     1Story   4.7386961   2.4835494 1.065705e+32
## 583        Norm   Duplex     SFoyer   3.6061928   2.4835494 9.739368e+31
## 584        PosA     1Fam     2.5Unf   5.7902809   4.0262838 5.908893e+31
## 585        Norm     1Fam     1.5Fin   2.3548011   3.3103254 7.358846e+31
## 586        Norm     1Fam     1Story   4.7386961   2.4835494 1.049890e+32
## 587        Norm     1Fam     1Story   3.6061928   3.3103254 6.737302e+31
## 588        Norm     1Fam     SFoyer   2.9989627   2.9140778 9.354843e+31
## 589        Norm     1Fam     1Story   2.9989627   3.6794111 8.714670e+31
## 590       Feedr     1Fam     1Story   2.9989627   2.9140778 7.170890e+31
## 591        Norm     1Fam     2Story   4.1843373   2.4835494 1.044665e+32
## 592        Norm     1Fam     2Story   5.7902809   2.4835494 1.065705e+32
## 593        Norm     1Fam     1Story   2.9989627   3.6794111 9.354843e+31
## 594        Norm   TwnhsE     1Story   3.6061928   2.4835494 1.039464e+32
## 595        Norm     1Fam     1Story   2.9989627   2.9140778 9.029652e+31
## 596        Norm     1Fam     1Story   4.7386961   2.4835494 1.049890e+32
## 597        Norm     1Fam     2Story   3.6061928   3.3103254 6.461505e+31
## 598        Norm   TwnhsE     1Story   4.1843373   2.4835494 1.055138e+32
## 599        Norm     1Fam     1Story   2.9989627   2.9140778 9.121509e+31
## 600        Norm    Twnhs     2Story   3.6061928   2.9140778 9.260872e+31
## 601        Norm     1Fam     2Story   4.7386961   2.4835494 1.049890e+32
## 602        Norm     1Fam     1.5Fin   3.6061928   2.9140778 7.435261e+31
## 603        Norm     1Fam     2Story   4.7386961   2.4835494 9.837695e+31
## 604        Norm   TwnhsE     2Story   4.1843373   2.4835494 1.044665e+32
## 605        Norm     1Fam     1Story   4.1843373   2.4835494 1.034286e+32
## 606        Norm     1Fam     2Story   4.1843373   2.9140778 8.582732e+31
## 607        Norm     1Fam     1Story   2.9989627   2.4835494 1.003703e+32
## 608        Norm     1Fam     2Story   2.9989627   3.6794111 7.868456e+31
## 609        Norm     1Fam     2Story   4.7386961   2.9140778 7.320904e+31
## 610        Norm     1Fam     1Story   2.3548011   2.4835494 8.409612e+31
## 611        Norm     1Fam     2Story   5.2730647   2.4835494 1.024000e+32
## 612        Norm     1Fam       SLvl   3.6061928   2.9140778 9.167752e+31
## 613        Norm     1Fam     2Story   4.7386961   2.4835494 1.029132e+32
## 614        Norm     1Fam     1Story   2.9989627   2.4835494 1.060410e+32
## 615        Norm   TwnhsE     SFoyer   2.3548011   2.9140778 8.893426e+31
## 616        Norm     1Fam     SFoyer   3.6061928   3.3103254 8.495775e+31
## 617        Norm     1Fam     2Story   3.6061928   2.4835494 1.034286e+32
## 618        Norm     1Fam     1.5Unf   3.6061928   2.9140778 8.114198e+31
## 619        Norm     1Fam     1Story   5.2730647   2.4835494 1.060410e+32
## 620        Norm     1Fam     2Story   4.7386961   2.4835494 1.039464e+32
## 621        Norm     1Fam     1Story   1.6610719   1.4685420 6.598107e+31
## 622        Norm     1Fam     2Story   3.6061928   3.3103254 8.984036e+31
## 623        Norm     1Fam     1Story   2.9989627   2.9140778 9.121509e+31
## 624        Norm   TwnhsE     2Story   3.6061928   2.4835494 1.024000e+32
## 625        Norm     1Fam     2Story   3.6061928   2.4835494 8.893426e+31
## 626        Norm     1Fam     1Story   3.6061928   2.9140778 8.452594e+31
## 627        Norm     1Fam     1Story   2.9989627   2.4835494 8.366826e+31
## 628        Norm     1Fam       SLvl   3.6061928   2.9140778 8.155820e+31
## 629        Norm     1Fam     2Story   2.9989627   2.4835494 8.759053e+31
## 630        Norm     1Fam       SLvl   3.6061928   2.4835494 8.539154e+31
## 631        Norm     1Fam     2Story   2.9989627   2.9140778 5.515419e+31
## 632        Norm    Twnhs     1Story   4.7386961   2.4835494 1.055138e+32
## 633        Norm     1Fam     1Story   4.1843373   2.4835494 9.121509e+31
## 634        Norm     1Fam     1Story   2.9989627   3.3103254 8.114198e+31
## 635        Norm   Duplex     SFoyer   3.6061928   2.4835494 9.260872e+31
## 636        Norm   2fmCon     2.5Fin   3.6061928   3.3103254 6.598107e+31
## 637        Norm     1Fam     1Story   0.8945161   1.4685420 7.396964e+31
## 638        Norm   2fmCon     1.5Fin   2.9989627   2.0078232 8.114198e+31
## 639        Norm     1Fam     1Story   2.9989627   3.3103254 6.461505e+31
## 640        Norm   TwnhsE     1Story   4.7386961   2.4835494 1.055138e+32
## 641        Norm   TwnhsE     1Story   4.7386961   2.4835494 1.039464e+32
## 642        Norm     1Fam     2Story   4.1843373   2.4835494 1.029132e+32
## 643        Norm     1Fam       SLvl   4.7386961   3.3103254 8.893426e+31
## 644        Norm     1Fam     2Story   2.9989627   2.4835494 8.759053e+31
## 645        Norm     1Fam     1Story   5.2730647   2.4835494 1.071024e+32
## 646        Norm     1Fam     1Story   3.6061928   2.4835494 8.848430e+31
## 647        Norm     1Fam     1Story   2.9989627   2.4835494 7.949615e+31
## 648        Norm     1Fam     1Story   3.6061928   2.4835494 8.072767e+31
## 649        Norm     1Fam     2Story   3.6061928   2.4835494 8.626510e+31
## 650        Norm    Twnhs     SFoyer   2.3548011   2.9140778 8.803640e+31
## 651        Norm     1Fam     2Story   4.1843373   2.9140778 1.060410e+32
## 652        Norm     1Fam     2Story   2.3548011   2.4835494 7.551223e+31
## 653        Norm     1Fam     2Story   4.1843373   2.4835494 1.003703e+32
## 654        Norm     1Fam     1.5Fin   3.6061928   3.3103254 6.327454e+31
## 655        Norm     1Fam     1Story   4.7386961   2.9140778 9.986861e+31
## 656        Norm    Twnhs     2Story   3.6061928   2.4835494 8.848430e+31
## 657        Norm     1Fam     1Story   2.9989627   3.3103254 8.324236e+31
## 658        Norm     1Fam     2Story   4.1843373   2.9140778 7.208132e+31
## 659        Norm     1Fam     1.5Fin   3.6061928   2.4835494 7.868456e+31
## 660        Norm     1Fam     1Story   2.9989627   3.3103254 8.539154e+31
## 661        Norm     1Fam     2Story   4.1843373   3.3103254 9.075476e+31
## 662        Norm     1Fam     2Story   4.7386961   3.3103254 9.936914e+31
## 663        Norm     1Fam     1Story   3.6061928   1.4685420 8.714670e+31
## 664        Norm     1Fam     SFoyer   2.3548011   2.4835494 8.893426e+31
## 665        Norm     1Fam     1Story   4.7386961   2.4835494 1.049890e+32
## 666        Norm     1Fam     2Story   4.7386961   2.4835494 1.024000e+32
## 667        Norm     1Fam     2Story   3.6061928   2.4835494 8.582732e+31
## 668        Norm     1Fam     1Story   3.6061928   2.4835494 9.936914e+31
## 669        Norm     1Fam     1Story   2.9989627   2.9140778 8.197634e+31
## 670        Norm     1Fam     1Story   2.3548011   2.4835494 6.879135e+31
## 671        Norm     1Fam     2Story   3.6061928   2.4835494 1.049890e+32
## 672        Norm     1Fam     2Story   3.6061928   2.9140778 6.987267e+31
## 673        Norm     1Fam     1Story   3.6061928   2.9140778 9.121509e+31
## 674        Norm     1Fam     1Story   3.6061928   3.3103254 8.239640e+31
## 675        Norm     1Fam     1Story   3.6061928   2.9140778 8.582732e+31
## 676        Norm    Twnhs     2Story   3.6061928   2.9140778 9.167752e+31
## 677        Norm     1Fam     2Story   2.3548011   0.8299626 6.131066e+31
## 678        Norm     1Fam     1Story   2.9989627   3.6794111 6.951054e+31
## 679        Norm     1Fam     1Story   4.7386961   2.4835494 1.065705e+32
## 680        Norm     1Fam     1Story   2.9989627   2.4835494 8.409612e+31
## 681        Norm   TwnhsE     1Story   3.6061928   2.4835494 9.260872e+31
## 682        Norm     1Fam     1.5Fin   2.9989627   2.4835494 7.245548e+31
## 683        Norm     1Fam     1Story   3.6061928   2.4835494 1.003703e+32
## 684        Norm     1Fam     1Story   5.2730647   2.4835494 1.034286e+32
## 685        Norm     1Fam     2Story   4.1843373   2.4835494 1.013806e+32
## 686        Norm   TwnhsE     2Story   4.1843373   2.4835494 9.449671e+31
## 687        Norm     1Fam     2Story   4.1843373   2.9140778 1.060410e+32
## 688        Norm   TwnhsE     2Story   4.1843373   2.4835494 1.044665e+32
## 689        Norm     1Fam     1Story   4.7386961   2.9140778 1.060410e+32
## 690        Norm   TwnhsE     1Story   3.6061928   2.4835494 1.049890e+32
## 691        Norm   TwnhsE     1Story   3.6061928   2.4835494 1.044665e+32
## 692        Norm     1Fam     2Story   5.7902809   2.9140778 9.936914e+31
## 693        Norm     1Fam     2Story   4.1843373   2.4835494 9.690537e+31
## 694        Norm     1Fam     1Story   2.9989627   2.9140778 6.843427e+31
## 695        Norm     1Fam     1.5Fin   2.9989627   2.9140778 7.396964e+31
## 696        Norm     1Fam     1Story   3.6061928   2.9140778 9.593535e+31
## 697        Norm     1Fam     1Story   2.9989627   3.3103254 6.843427e+31
## 698        Norm     1Fam     1Story   2.9989627   3.3103254 8.031527e+31
## 699        Norm     1Fam     1Story   2.9989627   3.6794111 8.582732e+31
## 700        Norm   TwnhsE     1Story   4.1843373   2.4835494 1.044665e+32
## 701        Norm     1Fam     1Story   4.7386961   2.4835494 1.034286e+32
## 702        Norm     1Fam     1Story   4.1843373   2.4835494 8.759053e+31
## 703        Norm     1Fam     2Story   4.7386961   2.4835494 1.055138e+32
## 704        Norm   2fmCon     2Story   2.9989627   4.0262838 6.131066e+31
## 705        Norm     1Fam     1Story   4.1843373   2.4835494 1.044665e+32
## 706        Norm   2fmCon     2Story   2.3548011   2.4835494 7.170890e+31
## 707        Norm     1Fam     1Story   4.1843373   2.4835494 8.848430e+31
## 708        Norm   TwnhsE     1Story   4.7386961   2.4835494 1.055138e+32
## 709        Norm     1Fam     2Story   4.1843373   2.4835494 1.060410e+32
## 710        Norm     1Fam     1Story   2.9989627   3.3103254 8.626510e+31
## 711        Norm     1Fam     1Story   1.6610719   2.9140778 7.358846e+31
## 712        Norm     1Fam     1.5Fin   2.3548011   3.3103254 6.131066e+31
## 713        Norm   TwnhsE     1Story   4.7386961   2.4835494 9.641926e+31
## 714        Norm   2fmCon     1Story   2.3548011   2.4835494 8.803640e+31
## 715        Norm     1Fam     2Story   3.6061928   3.6794111 9.075476e+31
## 716        Norm     1Fam     1Story   3.6061928   2.4835494 8.984036e+31
## 717        Norm     1Fam     2Story   4.1843373   3.6794111 5.815915e+31
## 718        Norm     1Fam     1Story   2.9989627   2.9140778 8.938628e+31
## 719        Norm     1Fam     2Story   4.1843373   2.4835494 9.887192e+31
## 720        Norm     1Fam     1Story   2.9989627   2.9140778 8.759053e+31
## 721        Norm     1Fam     1Story   4.7386961   2.4835494 9.497408e+31
## 722        Norm   TwnhsE     1Story   3.6061928   2.4835494 1.044665e+32
## 723        Norm     1Fam     1Story   2.3548011   3.3103254 8.803640e+31
## 724        Norm     1Fam     1.5Fin   2.3548011   2.9140778 8.114198e+31
## 725        Norm     1Fam     1Story   5.2730647   2.4835494 1.060410e+32
## 726        Norm     1Fam     1Story   2.3548011   2.9140778 8.803640e+31
## 727        Norm     1Fam     1Story   3.6061928   4.0262838 9.641926e+31
## 728        Norm     1Fam     1Story   4.1843373   2.4835494 1.060410e+32
## 729        Norm   Duplex     1Story   2.9989627   2.4835494 8.281841e+31
## 730        Norm     1Fam     1.5Fin   2.3548011   2.4835494 6.987267e+31
## 731        Norm   TwnhsE     1Story   4.7386961   2.4835494 9.986861e+31
## 732        Norm     1Fam       SLvl   4.1843373   2.4835494 1.039464e+32
## 733        Norm     1Fam     2Story   4.1843373   2.4835494 1.013806e+32
## 734        Norm     1Fam     1Story   2.9989627   2.9140778 8.409612e+31
## 735        Norm     1Fam     1Story   2.9989627   2.4835494 8.714670e+31
## 736        Norm     1Fam     2.5Unf   4.1843373   3.3103254 6.598107e+31
## 737        Norm   Duplex     1Story   1.6610719   2.0078232 7.949615e+31
## 738        Norm     1Fam     2Story   4.7386961   2.4835494 1.049890e+32
## 739        Norm   Duplex     1Story   2.9989627   2.4835494 9.593535e+31
## 740        Norm     1Fam     2Story   4.1843373   2.4835494 1.044665e+32
## 741        Norm     1Fam     2Story   2.9989627   3.3103254 6.461505e+31
## 742        Norm     1Fam     1Story   3.6061928   3.6794111 8.409612e+31
## 743        Norm     1Fam     1Story   4.1843373   2.4835494 1.024000e+32
## 744        Norm     1Fam       SLvl   2.9989627   2.9140778 8.495775e+31
## 745        Norm   TwnhsE     1Story   4.7386961   2.4835494 9.887192e+31
## 746        Norm     1Fam     2Story   4.7386961   4.0262838 9.075476e+31
## 747        Norm     1Fam     2Story   4.1843373   2.4835494 1.024000e+32
## 748        Norm     1Fam     2Story   4.1843373   3.3103254 5.515419e+31
## 749        Norm     1Fam     1Story   4.1843373   2.4835494 1.003703e+32
## 750        Norm     1Fam     1.5Fin   2.3548011   1.4685420 7.748115e+31
## 751        Norm     1Fam     1.5Fin   2.3548011   3.3103254 6.461505e+31
## 752        Norm     1Fam     2Story   4.1843373   2.4835494 1.039464e+32
## 753        Norm     1Fam     1Story   3.6061928   2.4835494 1.008743e+32
## 754        Norm     1Fam     2Story   4.7386961   2.4835494 1.049890e+32
## 755        Norm     1Fam     1Story   3.6061928   3.6794111 8.759053e+31
## 756        Norm   TwnhsE     2Story   3.6061928   2.4835494 1.018892e+32
## 757        Norm     1Fam     2Story   4.7386961   2.4835494 1.060410e+32
## 758        Norm     1Fam     2Story   3.6061928   2.4835494 9.167752e+31
## 759        Norm    Twnhs     2Story   4.1843373   2.4835494 1.018892e+32
## 760        Norm     1Fam     2Story   4.7386961   2.4835494 9.986861e+31
## 761        Norm     1Fam     1Story   3.6061928   2.9140778 8.324236e+31
## 762        Norm     1Fam     1Story   2.9989627   2.4835494 6.951054e+31
## 763        Norm     1Fam     2Story   4.1843373   2.4835494 1.071024e+32
##      YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType
## 1    1.039464e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2    9.075476e+31     Gable  CompShg     MetalSd     MetalSd       None
## 3    1.034286e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 4    8.803640e+31     Gable  CompShg     Wd Sdng     Wd Shng       None
## 5    1.024000e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 6    9.986861e+31     Gable  CompShg     VinylSd     VinylSd       None
## 7    1.049890e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 8    8.938628e+31     Gable  CompShg     HdBoard     HdBoard      Stone
## 9    7.949615e+31     Gable  CompShg     BrkFace     Wd Shng       None
## 10   7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 11   8.582732e+31       Hip  CompShg     HdBoard     HdBoard       None
## 12   1.055138e+32       Hip  CompShg     WdShing     Wd Shng      Stone
## 13   8.452594e+31       Hip  CompShg     HdBoard     Plywood       None
## 14   1.060410e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 15   8.366826e+31       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 16   1.029132e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 17   8.803640e+31     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 18   8.670489e+31     Gable  CompShg     MetalSd     MetalSd       None
## 19   1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 20   8.582732e+31       Hip  CompShg     BrkFace     Plywood       None
## 21   1.055138e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 22   7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 23   1.034286e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 24   9.075476e+31     Gable  CompShg     CemntBd     CmentBd       None
## 25   1.029132e+32     Gable  CompShg     Plywood     Plywood       None
## 26   1.060410e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 27   1.024000e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 28   1.065705e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 29   1.008743e+32     Gable  CompShg     MetalSd     MetalSd       None
## 30   7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 31   7.949615e+31   Gambrel  CompShg     BrkFace     BrkFace       None
## 32   1.055138e+32     Gable  CompShg     HdBoard     HdBoard       None
## 33   1.060410e+32     Gable  CompShg     VinylSd     VinylSd       None
## 34   8.324236e+31       Hip  CompShg     BrkFace     BrkFace       None
## 35   1.049890e+32       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 36   1.049890e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 37   9.986861e+31     Gable  CompShg     VinylSd     VinylSd       None
## 38   9.739368e+31       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 39   1.060410e+32     Gable  CompShg     VinylSd     VinylSd       None
## 40   8.155820e+31     Gable  CompShg     AsbShng     Plywood       None
## 41   8.582732e+31     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 42   8.324236e+31     Gable  CompShg     VinylSd     VinylSd       None
## 43   9.402149e+31     Gable  CompShg     HdBoard     HdBoard       None
## 44   9.260872e+31       Hip  CompShg     VinylSd     VinylSd       None
## 45   8.324236e+31     Gable  CompShg     BrkFace     Wd Sdng       None
## 46   1.049890e+32       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 47   1.039464e+32     Gable  CompShg     VinylSd     VinylSd       None
## 48   1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 49   1.065705e+32     Gable  CompShg     MetalSd     MetalSd       None
## 50   8.626510e+31     Gable  CompShg     HdBoard     HdBoard       None
## 51   1.008743e+32     Gable  CompShg     VinylSd     VinylSd       None
## 52   7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 53   8.495775e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 54   9.593535e+31     Gable  WdShngl     WdShing     Wd Shng       None
## 55   8.155820e+31     Gable  CompShg     MetalSd     MetalSd       None
## 56   8.539154e+31     Gable  CompShg     HdBoard     Plywood    BrkFace
## 57   1.024000e+32     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 58   1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 59   1.055138e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 60   8.893426e+31     Gable  CompShg     HdBoard     HdBoard       None
## 61   1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 62   1.003703e+32     Gable  CompShg     MetalSd     MetalSd       None
## 63   1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 64   7.949615e+31     Gable  CompShg      Stucco      Stucco       None
## 65   1.013806e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 66   1.049890e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 67   9.690537e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 68   1.039464e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 69   7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 70   8.072767e+31     Gable  CompShg     BrkFace     AsbShng       None
## 71   8.938628e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 72   1.055138e+32     Gable  CompShg     HdBoard     Plywood       None
## 73   1.013806e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 74   1.039464e+32     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 75   7.949615e+31   Gambrel  CompShg     VinylSd     VinylSd       None
## 76   8.938628e+31     Gable  CompShg     CemntBd     CmentBd       None
## 77   8.197634e+31     Gable  CompShg     VinylSd     VinylSd       None
## 78   1.029132e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 79   8.714670e+31       Hip  CompShg     HdBoard     HdBoard       None
## 80   9.307751e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 81   8.714670e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 82   1.013806e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 83   1.060410e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 84   8.366826e+31     Gable  CompShg     MetalSd     MetalSd     BrkCmn
## 85   1.003703e+32     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 86   9.837695e+31       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 87   1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 88   1.071024e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 89   9.354843e+31       Hip  CompShg     Plywood     Plywood       None
## 90   9.986861e+31     Gable  CompShg     VinylSd     VinylSd       None
## 91   7.949615e+31     Gable  CompShg     BrkFace     Wd Sdng       None
## 92   8.409612e+31       Hip  CompShg     HdBoard     HdBoard     BrkCmn
## 93   1.055138e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 94   1.013806e+32       Hip  CompShg     MetalSd     MetalSd       None
## 95   1.008743e+32     Gable  CompShg     VinylSd     VinylSd       None
## 96   9.887192e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 97   1.018892e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 98   8.582732e+31       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 99   7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 100  8.324236e+31     Gable  CompShg     Plywood     Plywood       None
## 101  1.029132e+32     Gable  CompShg     Plywood     Plywood    BrkFace
## 102  9.497408e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 103  9.214207e+31     Gable  CompShg     HdBoard     HdBoard       None
## 104  1.071024e+32     Gable  CompShg     VinylSd     VinylSd       None
## 105  7.949615e+31     Gable  CompShg      Stucco      Stucco    BrkFace
## 106  1.044665e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 107  9.986861e+31   Mansard  CompShg     VinylSd     VinylSd       None
## 108  7.949615e+31     Gable  CompShg     VinylSd     VinylSd       None
## 109  1.049890e+32     Gable  CompShg     CemntBd     CmentBd       None
## 110  9.121509e+31       Hip  CompShg     Plywood     Plywood    BrkFace
## 111  8.893426e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 112  1.024000e+32     Gable  CompShg     VinylSd     VinylSd       None
## 113  1.060410e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 114  8.072767e+31       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 115  1.034286e+32   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 116  1.018892e+32     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 117  8.452594e+31     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 118  1.060410e+32     Gable  CompShg     VinylSd     VinylSd       None
## 119  9.739368e+31       Hip  CompShg     Plywood     Plywood       None
## 120  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 121  8.759053e+31      Flat    Metal     Plywood     Plywood       None
## 122  7.949615e+31     Gable  CompShg     AsbShng     AsbShng       None
## 123  8.281841e+31       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 124  9.887192e+31     Gable  CompShg     Plywood     Plywood       None
## 125  1.013806e+32     Gable  CompShg     HdBoard     HdBoard       None
## 126  9.354843e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 127  9.075476e+31     Gable  CompShg     Plywood     Plywood       None
## 128  7.949615e+31     Gable  CompShg     WdShing     Wd Sdng       None
## 129  8.626510e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 130  9.788420e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 131  8.626510e+31     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 132  1.024000e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 133  1.034286e+32     Gable  CompShg     MetalSd     MetalSd       None
## 134  1.034286e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 135  9.887192e+31     Gable  CompShg     Plywood     Plywood       None
## 136  8.803640e+31       Hip  CompShg     Plywood     Plywood    BrkFace
## 137  8.670489e+31     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 138  9.690537e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 139  1.024000e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 140  1.008743e+32     Gable  CompShg     VinylSd     VinylSd       None
## 141  8.848430e+31     Gable  CompShg     HdBoard     HdBoard       None
## 142  1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 143  8.031527e+31     Gable  CompShg     BrkFace     Wd Sdng       None
## 144  1.018892e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 145  8.495775e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 146  1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 147  9.887192e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 148  1.029132e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 149  1.049890e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 150  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 151  9.029652e+31     Gable  CompShg     HdBoard     HdBoard       None
## 152  1.065705e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 153  8.848430e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 154  9.029652e+31      Flat  CompShg     BrkFace     Plywood       None
## 155  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 156  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 157  7.949615e+31       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 158  1.076367e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 159  1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 160  1.055138e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 161  9.449671e+31     Gable  CompShg     Plywood     Plywood       None
## 162  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 163  1.049890e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 164  8.197634e+31     Gable  CompShg     MetalSd     MetalSd       None
## 165  1.044665e+32     Gable  CompShg     MetalSd     MetalSd       None
## 166  1.018892e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 167  9.887192e+31       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 168  1.060410e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 169  1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 170  9.307751e+31       Hip  WdShake     Plywood     Plywood    BrkFace
## 171  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 172  8.366826e+31       Hip  CompShg     BrkFace     Plywood      Stone
## 173  9.593535e+31     Gable  CompShg     HdBoard     HdBoard       None
## 174  8.409612e+31     Gable  CompShg     WdShing     Wd Shng     BrkCmn
## 175  9.545363e+31     Gable  CompShg     VinylSd     Plywood      Stone
## 176  1.029132e+32     Gable  CompShg     WdShing     Wd Shng       None
## 177  9.690537e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 178  8.281841e+31     Gable  CompShg     MetalSd     MetalSd       None
## 179  1.071024e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 180  1.055138e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 181  1.024000e+32     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 182  7.949615e+31     Gable  CompShg      Stucco      Stucco       None
## 183  1.055138e+32       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 184  1.039464e+32     Gable  CompShg     VinylSd     VinylSd       None
## 185  9.788420e+31     Gable  CompShg     AsbShng     Plywood       None
## 186  9.887192e+31     Gable  WdShngl     Wd Sdng     Wd Sdng       None
## 187  9.788420e+31     Gable  CompShg     HdBoard     HdBoard       None
## 188  9.593535e+31     Gable  CompShg     HdBoard     HdBoard       None
## 189  9.214207e+31     Gable  CompShg     Plywood     Plywood      Stone
## 190  1.034286e+32     Gable  CompShg     CemntBd     CmentBd       None
## 191  9.936914e+31       Hip  CompShg     BrkFace     BrkFace       None
## 192  1.044665e+32     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 193  1.018892e+32     Gable  CompShg     VinylSd     VinylSd       None
## 194  1.044665e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 195  8.893426e+31       Hip  CompShg     HdBoard     HdBoard       None
## 196  9.075476e+31     Gable  CompShg     Plywood     Brk Cmn       None
## 197  1.060410e+32       Hip  CompShg     CemntBd     CmentBd      Stone
## 198  9.739368e+31     Gable  CompShg      Stucco      Stucco       None
## 199  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 200  1.049890e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 201  1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 202  9.121509e+31     Gable  CompShg     Plywood     Plywood       None
## 203  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 204  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 205  7.949615e+31     Gable  CompShg     AsbShng     AsbShng       None
## 206  9.739368e+31     Gable  CompShg     HdBoard     HdBoard       None
## 207  8.452594e+31     Gable  CompShg     HdBoard     HdBoard       None
## 208  8.366826e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 209  9.690537e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 210  8.539154e+31       Hip  CompShg     HdBoard     HdBoard      Stone
## 211  7.949615e+31     Gable  CompShg      Stucco      Stucco       None
## 212  1.071024e+32     Gable  CompShg     VinylSd     VinylSd       None
## 213  1.071024e+32     Gable  CompShg     VinylSd     VinylSd       None
## 214  9.986861e+31     Gable  CompShg     VinylSd     VinylSd       None
## 215  9.121509e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 216  1.003703e+32     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 217  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 218  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 219  1.055138e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 220  1.055138e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 221  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 222  1.034286e+32     Gable  CompShg     VinylSd     VinylSd       None
## 223  9.029652e+31     Gable  CompShg     VinylSd     VinylSd       None
## 224  8.848430e+31     Gable  CompShg     HdBoard     HdBoard       None
## 225  1.039464e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 226  8.848430e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 227  9.986861e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 228  8.803640e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 229  8.670489e+31     Gable  CompShg     HdBoard     HdBoard       None
## 230  1.055138e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 231  8.324236e+31       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 232  1.003703e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 233  8.893426e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 234  9.075476e+31     Gable  CompShg     HdBoard     HdBoard       None
## 235  1.034286e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 236  8.848430e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 237  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 238  1.039464e+32     Gable  CompShg     HdBoard     HdBoard       None
## 239  1.060410e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 240  7.949615e+31     Gable  CompShg     VinylSd     VinylSd       None
## 241  1.065705e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 242  1.008743e+32     Gable  CompShg     VinylSd     VinylSd       None
## 243  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 244  9.260872e+31     Gable  CompShg     Plywood     Plywood       None
## 245  1.034286e+32     Gable  CompShg     VinylSd     VinylSd       None
## 246  9.641926e+31     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 247  7.949615e+31     Gable  CompShg     AsbShng     AsbShng       None
## 248  8.114198e+31       Hip  CompShg     Wd Sdng     BrkFace       None
## 249  1.039464e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 250  1.055138e+32     Gable  CompShg     Wd Sdng     HdBoard     BrkCmn
## 251  8.626510e+31     Gable  CompShg     Wd Sdng     Plywood       None
## 252  1.060410e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 253  1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 254  9.788420e+31       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 255  8.239640e+31     Gable  CompShg     MetalSd     MetalSd       None
## 256  1.018892e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 257  1.039464e+32     Gable  CompShg     VinylSd     VinylSd       None
## 258  1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 259  1.029132e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 260  8.197634e+31     Gable  CompShg     BrkFace     BrkFace       None
## 261  8.452594e+31     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 262  1.060410e+32     Gable  CompShg     CemntBd     CmentBd      Stone
## 263  9.986861e+31     Gable  CompShg     HdBoard     Plywood    BrkFace
## 264  1.029132e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 265  1.044665e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 266  9.307751e+31     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 267  1.008743e+32     Gable  CompShg     VinylSd     VinylSd       None
## 268  1.008743e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 269  8.155820e+31     Gable  CompShg     VinylSd     VinylSd       None
## 270  9.075476e+31       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 271  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 272  1.049890e+32      Flat  Membran     Plywood     Plywood       None
## 273  1.060410e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 274  9.641926e+31       Hip  CompShg     Wd Sdng     Wd Sdng     BrkCmn
## 275  9.354843e+31     Gable  CompShg     HdBoard     ImStucc       None
## 276  1.060410e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 277  1.039464e+32     Gable  CompShg     VinylSd     VinylSd       None
## 278  7.990477e+31     Gable  CompShg     VinylSd     VinylSd       None
## 279  1.060410e+32     Gable  CompShg     CemntBd     CmentBd    BrkFace
## 280  9.121509e+31       Hip  CompShg     Plywood     Plywood    BrkFace
## 281  9.690537e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 282  1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 283  1.065705e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 284  1.071024e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 285  9.837695e+31     Gable  CompShg     Plywood     ImStucc       None
## 286  1.060410e+32     Gable  CompShg     MetalSd     MetalSd       None
## 287  9.307751e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 288  8.848430e+31     Gable  CompShg     HdBoard     HdBoard       None
## 289  8.670489e+31     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 290  1.039464e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 291  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 292  1.024000e+32     Gable  CompShg     VinylSd     VinylSd       None
## 293  1.065705e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 294  9.936914e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 295  8.072767e+31       Hip  CompShg     HdBoard     HdBoard      Stone
## 296  9.449671e+31     Gable  CompShg     HdBoard     HdBoard       None
## 297  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 298  1.013806e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 299  8.714670e+31   Mansard  CompShg     HdBoard     AsphShn    BrkFace
## 300  1.044665e+32     Gable  CompShg     HdBoard     HdBoard       None
## 301  8.072767e+31       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 302  1.018892e+32     Gable  CompShg     VinylSd     VinylSd       None
## 303  1.034286e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 304  8.893426e+31     Gable  CompShg     VinylSd     VinylSd       None
## 305  1.034286e+32     Gable  CompShg     CemntBd     CmentBd       None
## 306  1.049890e+32     Gable  CompShg     CemntBd     CmentBd      Stone
## 307  9.788420e+31     Gable  CompShg     HdBoard     Plywood    BrkFace
## 308  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 309  7.949615e+31     Gable  CompShg     VinylSd     VinylSd       None
## 310  1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 311  9.936914e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 312  1.034286e+32     Gable  CompShg     VinylSd     VinylSd       None
## 313  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 314  8.582732e+31       Hip  CompShg     BrkFace     BrkFace       None
## 315  9.739368e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 316  1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 317  9.260872e+31     Gable  CompShg     CemntBd     CmentBd    BrkFace
## 318  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 319  9.887192e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 320  9.260872e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 321  1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 322  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 323  9.593535e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 324  1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 325  1.060410e+32   Mansard  WdShake     Wd Sdng     Wd Sdng    BrkFace
## 326  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 327  9.887192e+31     Gable  CompShg     BrkFace     BrkFace       None
## 328  8.366826e+31       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 329  9.936914e+31     Gable  CompShg     Wd Sdng     Wd Shng       None
## 330  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Shng       None
## 331  8.539154e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 332  9.837695e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 333  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 334  1.044665e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 335  1.013806e+32     Gable  CompShg     VinylSd     VinylSd       None
## 336  8.582732e+31     Gable  CompShg     Plywood     Plywood       None
## 337  1.055138e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 338  1.039464e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 339  1.013806e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 340  1.013806e+32       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 341  1.034286e+32     Gable  CompShg     VinylSd     VinylSd       None
## 342  7.949615e+31     Gable  CompShg     Wd Sdng     AsbShng       None
## 343  7.949615e+31     Gable  CompShg      Stucco      Stucco    BrkFace
## 344  1.049890e+32       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 345  9.075476e+31     Gable  CompShg     CemntBd     CmentBd       None
## 346  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 347  1.013806e+32       Hip  CompShg     MetalSd     MetalSd       None
## 348  8.366826e+31     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 349  1.044665e+32     Gable  CompShg     VinylSd     Wd Shng      Stone
## 350  1.055138e+32       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 351  1.060410e+32       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 352  9.545363e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 353  7.949615e+31     Gable  CompShg     VinylSd     VinylSd       None
## 354  1.039464e+32     Gable  CompShg     VinylSd     VinylSd       None
## 355  1.024000e+32     Gable  CompShg     Wd Sdng     MetalSd       None
## 356  9.986861e+31     Gable  CompShg     VinylSd     VinylSd       None
## 357  9.837695e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 358  9.075476e+31     Gable  CompShg     CemntBd     CmentBd       None
## 359  8.281841e+31       Hip  CompShg     Wd Sdng     ImStucc    BrkFace
## 360  1.013806e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 361  9.167752e+31     Gable  CompShg     VinylSd     VinylSd       None
## 362  9.354843e+31     Gable  CompShg     MetalSd     MetalSd       None
## 363  1.039464e+32     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 364  1.060410e+32     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 365  9.075476e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 366  1.008743e+32       Hip  CompShg     VinylSd     VinylSd       None
## 367  8.495775e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 368  8.452594e+31     Gable  Tar&Grv     Plywood     Plywood    BrkFace
## 369  8.114198e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 370  1.055138e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 371  1.024000e+32     Gable  CompShg     VinylSd     VinylSd       None
## 372  8.324236e+31     Gable  CompShg     WdShing     Plywood       None
## 373  9.449671e+31     Gable  CompShg     Plywood     Plywood       None
## 374  8.072767e+31     Gable  CompShg     MetalSd     MetalSd       None
## 375  1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 376  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 377  1.003703e+32     Gable  CompShg     VinylSd     VinylSd       None
## 378  1.049890e+32     Gable  CompShg     CemntBd     CmentBd       None
## 379  1.076367e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 380  1.024000e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 381  7.949615e+31     Gable  CompShg     BrkFace     Wd Sdng       None
## 382  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 383  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 384  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 385  9.837695e+31     Gable  CompShg     HdBoard     HdBoard       None
## 386  1.049890e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 387  1.003703e+32   Gambrel  CompShg     Wd Sdng     VinylSd       None
## 388  9.075476e+31       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 389  1.024000e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 390  1.065705e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 391  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 392  1.034286e+32     Gable  CompShg     VinylSd     VinylSd       None
## 393  8.324236e+31     Gable  CompShg     MetalSd     MetalSd       None
## 394  7.949615e+31     Gable  CompShg     WdShing     Wd Shng       None
## 395  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 396  8.197634e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 397  8.893426e+31       Hip  CompShg     MetalSd     MetalSd       None
## 398  8.452594e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 399  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 400  1.060410e+32     Gable  CompShg     CemntBd     CmentBd      Stone
## 401  1.003703e+32     Gable  CompShg     BrkFace     BrkFace       None
## 402  1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 403  1.008743e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 404  1.013806e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 405  1.003703e+32     Gable  CompShg     MetalSd     MetalSd       None
## 406  9.887192e+31     Gable  CompShg     Plywood     Plywood       None
## 407  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 408  9.075476e+31     Gable  CompShg     Wd Sdng     Plywood       None
## 409  1.055138e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 410  1.065705e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 411  8.281841e+31     Gable  CompShg     BrkComm     Brk Cmn       None
## 412  8.155820e+31       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 413  1.071024e+32     Gable  CompShg     MetalSd     MetalSd      Stone
## 414  7.949615e+31     Gable  CompShg     WdShing     Wd Shng       None
## 415  9.887192e+31     Gable  CompShg     VinylSd     VinylSd       None
## 416  1.060410e+32     Gable  CompShg     VinylSd     VinylSd       None
## 417  9.167752e+31       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 418  7.949615e+31       Hip  CompShg     Wd Sdng      Stucco       None
## 419  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 420  8.714670e+31     Gable  CompShg     VinylSd     VinylSd       None
## 421  1.013806e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 422  1.024000e+32     Gable  CompShg     CemntBd     CmentBd      Stone
## 423  8.114198e+31       Hip  CompShg     HdBoard     HdBoard       None
## 424  1.013806e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 425  8.197634e+31     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 426  9.837695e+31     Gable  CompShg     HdBoard     HdBoard       None
## 427  9.690537e+31     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 428  8.239640e+31       Hip  CompShg     MetalSd     MetalSd       None
## 429  1.060410e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 430  9.641926e+31     Gable  CompShg     HdBoard     HdBoard       None
## 431  8.848430e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 432  1.013806e+32     Gable  CompShg     MetalSd     MetalSd       None
## 433  8.848430e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 434  1.013806e+32     Gable  CompShg     VinylSd     VinylSd       None
## 435  8.893426e+31     Gable  CompShg     CemntBd     CmentBd       None
## 436  1.003703e+32     Gable  CompShg     VinylSd     VinylSd       None
## 437  7.949615e+31     Gable  CompShg      Stucco      Stucco       None
## 438  1.044665e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 439  1.034286e+32     Gable  CompShg     WdShing      Stucco       None
## 440  1.024000e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 441  1.065705e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 442  8.155820e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 443  9.837695e+31     Gable  CompShg     MetalSd     MetalSd       None
## 444  1.060410e+32     Gable  CompShg     WdShing     Wd Shng    BrkFace
## 445  9.986861e+31     Gable  CompShg     VinylSd     VinylSd       None
## 446  8.197634e+31       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 447  1.034286e+32     Gable  CompShg     BrkFace     Plywood       None
## 448  1.018892e+32     Gable  CompShg     VinylSd     VinylSd       None
## 449  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 450  1.034286e+32     Gable  CompShg     MetalSd     MetalSd       None
## 451  1.049890e+32       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 452  9.029652e+31     Gable  WdShngl     Plywood     Plywood       None
## 453  1.008743e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 454  1.065705e+32     Gable  CompShg     VinylSd     VinylSd       None
## 455  9.075476e+31     Gable  CompShg     Plywood     Plywood       None
## 456  8.938628e+31       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 457  7.949615e+31     Gable  CompShg     AsbShng     AsbShng       None
## 458  9.936914e+31      Flat  Tar&Grv     Plywood     Plywood       None
## 459  1.003703e+32       Hip  CompShg      Stucco     Wd Shng       None
## 460  7.949615e+31     Gable  CompShg     MetalSd     MetalSd     BrkCmn
## 461  1.071024e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 462  1.060410e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 463  8.582732e+31     Gable  CompShg     MetalSd     MetalSd       None
## 464  9.986861e+31       Hip  CompShg      Stucco      Stucco       None
## 465  9.167752e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 466  1.044665e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 467  8.803640e+31      Flat  Tar&Grv     Plywood     Plywood       None
## 468  9.986861e+31     Gable  CompShg     MetalSd     MetalSd      Stone
## 469  1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 470  9.887192e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 471  9.497408e+31     Gable  CompShg     HdBoard     HdBoard       None
## 472  9.121509e+31   Mansard  WdShake     WdShing     Plywood       None
## 473  1.049890e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 474  1.060410e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 475  1.024000e+32     Gable  CompShg     CemntBd     CmentBd       None
## 476  8.495775e+31       Hip  CompShg     HdBoard     HdBoard       None
## 477  1.013806e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 478  1.055138e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 479  1.065705e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 480  1.024000e+32       Hip  CompShg      Stucco      Stucco     BrkCmn
## 481  1.049890e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 482  1.044665e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 483  1.049890e+32     Gable  CompShg      Stucco      Stucco       None
## 484  1.013806e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 485  1.029132e+32     Gable  CompShg     HdBoard     Plywood       None
## 486  1.060410e+32     Gable  CompShg     MetalSd     MetalSd       None
## 487  8.582732e+31       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 488  8.848430e+31     Gable  CompShg     Plywood     Plywood       None
## 489  8.803640e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 490  1.034286e+32     Gable  CompShg     CemntBd     CmentBd       None
## 491  9.075476e+31     Gable  CompShg     CemntBd     CmentBd       None
## 492  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 493  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 494  8.366826e+31     Gable  CompShg     BrkFace     Wd Sdng       None
## 495  1.003703e+32     Gable  CompShg     MetalSd     MetalSd       None
## 496  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 497  9.887192e+31       Hip  CompShg     BrkFace     BrkFace       None
## 498  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 499  1.044665e+32       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 500  9.497408e+31     Gable  CompShg     MetalSd     MetalSd       None
## 501  8.938628e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 502  1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 503  8.582732e+31       Hip  CompShg     MetalSd     MetalSd       None
## 504  1.008743e+32     Gable  CompShg     BrkFace     Wd Sdng       None
## 505  8.984036e+31     Gable  CompShg     Plywood     Brk Cmn       None
## 506  8.031527e+31       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 507  9.936914e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 508  1.071024e+32     Gable  CompShg     VinylSd     VinylSd       None
## 509  1.049890e+32   Gambrel  CompShg     MetalSd     MetalSd       None
## 510  8.324236e+31     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 511  1.024000e+32       Hip  CompShg     Wd Sdng     Wd Sdng     BrkCmn
## 512  1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 513  8.281841e+31     Gable  CompShg     VinylSd     VinylSd       None
## 514  9.402149e+31     Gable  CompShg     VinylSd     VinylSd       None
## 515  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 516  1.071024e+32       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 517  8.893426e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 518  1.008743e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 519  1.013806e+32     Gable  CompShg     VinylSd     VinylSd       None
## 520  1.044665e+32   Gambrel  CompShg     MetalSd     MetalSd       None
## 521  1.024000e+32     Gable  CompShg     MetalSd     MetalSd       None
## 522  8.239640e+31     Gable  CompShg     VinylSd     VinylSd       None
## 523  7.949615e+31     Gable  CompShg     CemntBd     CmentBd       None
## 524  1.065705e+32       Hip  CompShg     CemntBd     CmentBd      Stone
## 525  1.008743e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 526  1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 527  1.024000e+32       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 528  1.065705e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 529  1.034286e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 530  9.029652e+31       Hip  CompShg     Wd Sdng       Stone       None
## 531  9.690537e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 532  1.018892e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 533  1.060410e+32     Gable  CompShg     VinylSd     VinylSd       None
## 534  7.949615e+31     Gable  CompShg     VinylSd     VinylSd       None
## 535  1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 536  9.788420e+31     Gable  CompShg     MetalSd     MetalSd       None
## 537  1.018892e+32     Gable  CompShg     VinylSd     VinylSd       None
## 538  8.893426e+31       Hip  CompShg     MetalSd     MetalSd       None
## 539  8.714670e+31       Hip  CompShg     Plywood     Plywood    BrkFace
## 540  1.034286e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 541  1.055138e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 542  1.024000e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 543  1.018892e+32       Hip  CompShg     VinylSd     VinylSd       None
## 544  1.013806e+32     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 545  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 546  9.641926e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 547  7.949615e+31     Gable  CompShg     BrkFace     Wd Sdng       None
## 548  8.803640e+31     Gable  CompShg     VinylSd     VinylSd       None
## 549  9.986861e+31     Gable  CompShg     MetalSd     MetalSd       None
## 550  1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 551  9.121509e+31     Gable  CompShg     Plywood     Plywood       None
## 552  8.239640e+31       Hip  CompShg     BrkFace     BrkFace       None
## 553  1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 554  1.039464e+32     Gable  CompShg     VinylSd     VinylSd       None
## 555  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 556  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 557  8.239640e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 558  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 559  1.008743e+32     Gable  CompShg     HdBoard     HdBoard       None
## 560  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 561  1.003703e+32       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 562  9.029652e+31     Gable  CompShg     HdBoard     HdBoard       None
## 563  8.759053e+31     Gable  CompShg     WdShing     Wd Shng       None
## 564  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 565  1.024000e+32     Gable  CompShg     HdBoard     HdBoard       None
## 566  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 567  1.060410e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 568  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 569  1.071024e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 570  9.214207e+31     Gable  CompShg     MetalSd     MetalSd       None
## 571  8.582732e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 572  8.324236e+31     Gable  CompShg     WdShing     Wd Shng    BrkFace
## 573  1.071024e+32     Gable  CompShg     VinylSd     VinylSd       None
## 574  1.024000e+32     Gable  CompShg     VinylSd     VinylSd       None
## 575  1.049890e+32   Gambrel  CompShg     MetalSd     AsphShn    BrkFace
## 576  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 577  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 578  8.626510e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 579  1.060410e+32     Gable  CompShg     VinylSd     VinylSd       None
## 580  8.114198e+31     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 581  9.593535e+31     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 582  1.071024e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 583  9.739368e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 584  1.024000e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 585  9.986861e+31     Gable  CompShg     AsbShng     AsbShng       None
## 586  1.055138e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 587  1.024000e+32     Gable  CompShg      Stucco     Wd Shng       None
## 588  9.354843e+31       Hip  CompShg     HdBoard     HdBoard       None
## 589  1.039464e+32      Flat  Tar&Grv     Wd Sdng     Wd Sdng       None
## 590  8.366826e+31     Gable  CompShg     VinylSd     VinylSd       None
## 591  1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 592  1.065705e+32     Gable  CompShg     CemntBd     CmentBd      Stone
## 593  1.039464e+32     Gable  CompShg     HdBoard     HdBoard       None
## 594  1.039464e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 595  9.029652e+31       Hip  CompShg     HdBoard     HdBoard       None
## 596  1.055138e+32     Gable  CompShg     VinylSd       Other    BrkFace
## 597  9.887192e+31     Gable  CompShg     VinylSd     VinylSd       None
## 598  1.060410e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 599  9.121509e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 600  9.260872e+31     Gable  CompShg     MetalSd     MetalSd       None
## 601  1.049890e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 602  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 603  9.837695e+31     Gable  CompShg     HdBoard     HdBoard       None
## 604  1.049890e+32     Gable  CompShg     MetalSd     MetalSd       None
## 605  1.034286e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 606  9.739368e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 607  1.003703e+32     Gable  CompShg     VinylSd     VinylSd       None
## 608  1.034286e+32     Gable  CompShg     MetalSd     MetalSd       None
## 609  1.013806e+32     Gable  CompShg     BrkFace     Wd Sdng       None
## 610  8.409612e+31     Gable  CompShg     VinylSd     VinylSd     BrkCmn
## 611  1.024000e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 612  9.167752e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 613  1.029132e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 614  1.060410e+32     Gable  CompShg     VinylSd     VinylSd       None
## 615  8.893426e+31     Gable  CompShg     CemntBd     CmentBd       None
## 616  8.495775e+31     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 617  1.039464e+32     Gable  CompShg     VinylSd     VinylSd       None
## 618  8.114198e+31     Gable  CompShg     MetalSd     MetalSd       None
## 619  1.060410e+32       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 620  1.039464e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 621  7.949615e+31     Gable  CompShg      Stucco      Stucco       None
## 622  1.008743e+32     Gable  CompShg     HdBoard     HdBoard       None
## 623  9.121509e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 624  1.024000e+32     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 625  8.893426e+31     Gable  CompShg     VinylSd     VinylSd       None
## 626  8.452594e+31       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 627  9.167752e+31       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 628  8.893426e+31     Gable  CompShg     AsbShng     AsbShng    BrkFace
## 629  8.759053e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 630  8.539154e+31     Gable  WdShngl     Plywood     Wd Sdng    BrkFace
## 631  9.788420e+31     Gable  CompShg     VinylSd     VinylSd       None
## 632  1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 633  9.121509e+31       Hip  CompShg     Plywood     Plywood    BrkFace
## 634  1.049890e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 635  9.260872e+31     Gable  CompShg     Plywood     Plywood       None
## 636  9.986861e+31       Hip  CompShg     VinylSd     VinylSd       None
## 637  7.949615e+31     Gable  CompShg     AsbShng     AsbShng       None
## 638  8.114198e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 639  7.949615e+31     Gable  CompShg     MetalSd     Wd Sdng       None
## 640  1.055138e+32       Hip  CompShg     VinylSd     VinylSd       None
## 641  1.044665e+32       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 642  1.029132e+32     Gable  CompShg     VinylSd     VinylSd       None
## 643  9.986861e+31     Gable  CompShg     Plywood     Wd Sdng       None
## 644  8.759053e+31   Mansard  CompShg     WdShing     HdBoard    BrkFace
## 645  1.071024e+32     Gable  CompShg     CemntBd     CmentBd      Stone
## 646  8.848430e+31       Hip  CompShg     Plywood     Plywood       None
## 647  7.949615e+31       Hip  CompShg     MetalSd     MetalSd       None
## 648  8.072767e+31       Hip  CompShg     Wd Sdng     Wd Sdng      Stone
## 649  8.626510e+31     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 650  8.803640e+31     Gable  CompShg     CemntBd     CmentBd       None
## 651  1.060410e+32     Gable  CompShg     CemntBd     CmentBd       None
## 652  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 653  1.003703e+32     Gable  CompShg     VinylSd     VinylSd       None
## 654  9.986861e+31     Gable  CompShg     MetalSd     MetalSd       None
## 655  9.986861e+31       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 656  8.848430e+31     Gable  CompShg     HdBoard     ImStucc    BrkFace
## 657  1.055138e+32     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 658  1.024000e+32     Gable  CompShg      Stucco     Wd Shng       None
## 659  7.949615e+31     Gable  CompShg     VinylSd     VinylSd       None
## 660  1.018892e+32       Hip  CompShg     MetalSd     MetalSd       None
## 661  9.075476e+31     Gable  CompShg     Plywood     Plywood    BrkFace
## 662  1.049890e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 663  8.714670e+31       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 664  8.893426e+31     Gable  CompShg     Plywood     Plywood       None
## 665  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 666  1.024000e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 667  9.214207e+31      Flat  Tar&Grv     Plywood     Plywood     BrkCmn
## 668  1.013806e+32     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 669  9.593535e+31     Gable  CompShg     CemntBd     Wd Sdng       None
## 670  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 671  1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 672  7.949615e+31   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 673  9.121509e+31     Gable  CompShg     Plywood     Plywood       None
## 674  1.044665e+32       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 675  8.582732e+31     Gable  CompShg     HdBoard     HdBoard       None
## 676  9.167752e+31     Gable  CompShg     Plywood     Brk Cmn       None
## 677  7.949615e+31     Gable  CompShg     AsbShng      Stucco       None
## 678  1.055138e+32     Gable  CompShg     VinylSd     VinylSd       None
## 679  1.065705e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 680  8.409612e+31       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 681  9.260872e+31     Gable  CompShg     Plywood     Plywood       None
## 682  1.024000e+32     Gable  CompShg     VinylSd      Stucco       None
## 683  1.008743e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 684  1.034286e+32       Hip  CompShg     VinylSd     VinylSd      Stone
## 685  1.013806e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 686  9.449671e+31     Gable  CompShg     HdBoard     HdBoard       None
## 687  1.060410e+32     Gable  CompShg     VinylSd     VinylSd       None
## 688  1.044665e+32     Gable  CompShg     MetalSd     MetalSd       None
## 689  1.060410e+32     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 690  1.055138e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 691  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 692  9.986861e+31     Gable  WdShngl     HdBoard     HdBoard    BrkFace
## 693  9.739368e+31       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 694  8.714670e+31     Gable  CompShg     MetalSd     MetalSd       None
## 695  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 696  9.593535e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 697  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Shng       None
## 698  8.031527e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 699  1.071024e+32     Gable  CompShg     MetalSd     MetalSd       None
## 700  1.044665e+32     Gable  CompShg     MetalSd     MetalSd       None
## 701  1.034286e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 702  8.759053e+31       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 703  1.055138e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 704  1.003703e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 705  1.049890e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 706  7.949615e+31       Hip  CompShg     VinylSd     Wd Shng       None
## 707  1.034286e+32     Gable  CompShg     Plywood     Plywood      Stone
## 708  1.055138e+32       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 709  1.060410e+32       Hip  CompShg     VinylSd     VinylSd       None
## 710  8.626510e+31     Gable  CompShg     HdBoard     HdBoard     BrkCmn
## 711  1.039464e+32     Gable  CompShg     VinylSd     VinylSd       None
## 712  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 713  9.690537e+31     Gable  CompShg     HdBoard     HdBoard       None
## 714  8.803640e+31     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 715  1.049890e+32     Gable  CompShg     HdBoard     Plywood    BrkFace
## 716  8.984036e+31       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 717  1.013806e+32     Gable  CompShg     Wd Sdng     VinylSd       None
## 718  1.024000e+32     Gable  CompShg     HdBoard     HdBoard       None
## 719  9.936914e+31       Hip  CompShg     Wd Sdng     ImStucc    BrkFace
## 720  8.759053e+31     Gable  CompShg     HdBoard     Plywood       None
## 721  9.497408e+31     Gable  CompShg     HdBoard     HdBoard       None
## 722  1.044665e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 723  8.803640e+31     Gable  CompShg     MetalSd     MetalSd       None
## 724  8.893426e+31     Gable  CompShg     MetalSd     MetalSd       None
## 725  1.065705e+32       Hip  CompShg     CemntBd     CmentBd      Stone
## 726  8.803640e+31     Gable  CompShg     HdBoard     Plywood       None
## 727  1.060410e+32       Hip  CompShg     Wd Sdng     Plywood    BrkFace
## 728  1.060410e+32     Gable  CompShg     VinylSd     VinylSd      Stone
## 729  8.281841e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 730  7.949615e+31     Gable  CompShg     MetalSd     MetalSd       None
## 731  1.003703e+32     Gable  CompShg     CemntBd     CmentBd       None
## 732  1.039464e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 733  1.018892e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 734  9.402149e+31       Hip  CompShg     HdBoard     HdBoard       None
## 735  8.714670e+31     Gable  CompShg     Plywood     Plywood       None
## 736  8.803640e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 737  7.949615e+31     Gable  CompShg      Stucco       Stone       None
## 738  1.049890e+32     Gable  CompShg     VinylSd     VinylSd       None
## 739  9.641926e+31     Gable  CompShg     Plywood     Plywood       None
## 740  1.044665e+32     Gable  CompShg     VinylSd     VinylSd       None
## 741  1.034286e+32     Gable  CompShg     Wd Sdng     Wd Shng       None
## 742  1.003703e+32       Hip  CompShg     HdBoard     HdBoard       None
## 743  1.029132e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 744  1.018892e+32     Gable  CompShg     HdBoard     HdBoard       None
## 745  9.887192e+31     Gable  CompShg     HdBoard     HdBoard       None
## 746  1.003703e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 747  1.024000e+32     Gable  CompShg     VinylSd     VinylSd       None
## 748  1.039464e+32   Mansard  CompShg      Stucco      Stucco       None
## 749  1.003703e+32       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 750  7.949615e+31     Gable  CompShg     WdShing     Wd Shng       None
## 751  1.044665e+32     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 752  1.039464e+32     Gable  CompShg     VinylSd     VinylSd       None
## 753  1.008743e+32     Gable  CompShg     VinylSd     VinylSd       None
## 754  1.049890e+32     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 755  1.049890e+32     Gable  CompShg     Plywood     Plywood       None
## 756  1.018892e+32     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 757  1.060410e+32     Gable  CompShg     VinylSd     VinylSd       None
## 758  9.167752e+31       Hip  CompShg     HdBoard     HdBoard     BrkCmn
## 759  1.018892e+32     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 760  9.986861e+31     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 761  8.324236e+31       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 762  7.949615e+31     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 763  1.071024e+32     Gable  CompShg     VinylSd     VinylSd       None
##      MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond
## 1      4.091096        Gd        TA      PConc       Gd       TA
## 2     -5.863600        TA        TA     CBlock       Gd       TA
## 3      3.978226        Gd        TA      PConc       Gd       TA
## 4     -5.863600        TA        TA     BrkTil       TA       Gd
## 5      4.421538        Gd        TA      PConc       Gd       TA
## 6     -5.863600        TA        TA       Wood       Gd       TA
## 7      4.060288        Gd        TA      PConc       Ex       TA
## 8      4.208722        TA        TA     CBlock       Gd       TA
## 9     -5.863600        TA        TA     BrkTil       TA       TA
## 10    -5.863600        TA        TA     BrkTil       TA       TA
## 11    -5.863600        TA        TA     CBlock       TA       TA
## 12     4.308641        Ex        TA      PConc       Ex       TA
## 13    -5.863600        TA        TA     CBlock       TA       TA
## 14     4.346686        Gd        TA      PConc       Gd       TA
## 15     4.136958        TA        TA     CBlock       TA       TA
## 16    -5.863600        TA        TA     BrkTil       TA       TA
## 17     4.040914        TA        TA     CBlock       TA       TA
## 18    -5.863600        TA        TA       Slab       Fa       TA
## 19    -5.863600        TA        TA      PConc       TA       TA
## 20    -5.863600        TA        TA     CBlock       TA       TA
## 21     4.466859        Gd        TA      PConc       Ex       TA
## 22    -5.863600        TA        TA      PConc       TA       TA
## 23     4.298670        Gd        TA      PConc       Gd       TA
## 24    -5.863600        TA        TA      PConc       Gd       TA
## 25    -5.863600        TA        Gd     CBlock       TA       TA
## 26     4.745546        Gd        TA      PConc       Gd       TA
## 27    -5.863600        TA        TA     CBlock       TA       TA
## 28     4.102938        Gd        TA      PConc       Ex       TA
## 29    -5.863600        TA        TA     CBlock       TA       TA
## 30    -5.863600        TA        TA     BrkTil       TA       TA
## 31    -5.863600        TA        Fa     BrkTil       TA       TA
## 32    -5.863600        TA        TA     CBlock       TA       TA
## 33    -5.863600        Gd        TA      PConc       Ex       TA
## 34    -5.863600        TA        TA     CBlock       TA       TA
## 35     4.222899        Ex        TA      PConc       Ex       TA
## 36     3.854450        Gd        TA      PConc       Ex       TA
## 37    -5.863600        TA        TA      PConc       Gd       TA
## 38     4.753612        TA        TA     CBlock       TA       TA
## 39    -5.863600        TA        Gd     CBlock       TA       TA
## 40    -5.863600        TA        TA      PConc       TA       Gd
## 41     3.688757        TA        TA     CBlock       TA       TA
## 42    -5.863600        TA        Gd     CBlock       TA       TA
## 43    -5.863600        TA        TA     CBlock       Gd       TA
## 44    -5.863600        TA        TA     CBlock       Gd       TA
## 45    -5.863600        TA        TA     CBlock       TA       TA
## 46     4.511050        Ex        TA      PConc       Ex       TA
## 47    -5.863600        Gd        TA      PConc       Ex       TA
## 48    -5.863600        Gd        TA      PConc       Gd       TA
## 49    -5.863600        TA        TA     BrkTil       TA       TA
## 50    -5.863600        TA        TA     CBlock       TA       TA
## 51    -5.863600        TA        TA      PConc       Gd       TA
## 52    -5.863600        TA        TA      PConc       TA       TA
## 53    -5.863600        Fa        TA     CBlock       Gd       TA
## 54    -5.863600        Gd        TA     CBlock       Ex       TA
## 55    -5.863600        TA        TA     CBlock       TA       TA
## 56     4.280222        TA        TA     CBlock       TA       TA
## 57     4.566002        Gd        TA      PConc       Gd       TA
## 58    -5.863600        Gd        TA      PConc       Gd       TA
## 59     4.987918        Ex        TA      PConc       Ex       TA
## 60    -5.863600        TA        TA     CBlock       TA       TA
## 61    -5.863600        TA        TA      PConc       Gd       TA
## 62    -5.863600        TA        TA     BrkTil       TA       Fa
## 63     4.034297        Gd        TA      PConc       Gd       Gd
## 64    -5.863600        TA        TA     BrkTil       TA       TA
## 65     4.687648        TA        TA      PConc       Gd       TA
## 66     4.411961        Gd        TA      PConc       Ex       TA
## 67     4.310612        TA        TA     CBlock       Gd       TA
## 68     3.996380        Gd        TA      PConc       Gd       TA
## 69    -5.863600        TA        Gd     CBlock       TA       TA
## 70    -5.863600        Gd        TA     CBlock       TA       TA
## 71     5.026627        TA        Gd     CBlock       Gd       TA
## 72    -5.863600        TA        TA     CBlock       TA       TA
## 73     3.079583        TA        TA      PConc       Gd       TA
## 74     3.707094        TA        TA     CBlock       TA       TA
## 75    -5.863600        Gd        Gd     CBlock       Fa       TA
## 76    -5.863600        TA        TA     CBlock       Gd       TA
## 77    -5.863600        TA        TA     CBlock       TA       TA
## 78    -5.863600        TA        TA     CBlock       TA       TA
## 79    -5.863600        TA        TA     CBlock       TA       TA
## 80    -5.863600        TA        TA      PConc       TA       TA
## 81     4.690397        TA        Gd     CBlock       Gd       TA
## 82     4.550395        TA        Gd      PConc       Ex       Gd
## 83     4.579978        TA        TA      PConc       Gd       TA
## 84     3.416002        TA        TA     CBlock       TA       TA
## 85     2.655024        TA        TA      PConc       Gd       TA
## 86     4.304676        Gd        TA     CBlock       Gd       TA
## 87    -5.863600        Gd        TA      PConc       Gd       TA
## 88     3.507746        Gd        TA      PConc       Gd       TA
## 89    -5.863600        Fa        Fa     CBlock       TA       Fa
## 90    -5.863600        TA        TA      PConc       Gd       TA
## 91    -5.863600        TA        TA       Slab       TA       TA
## 92     4.111650        TA        TA     CBlock       TA       TA
## 93    -5.863600        TA        Gd     BrkTil       Gd       TA
## 94    -5.863600        TA        TA     BrkTil       TA       Fa
## 95    -5.863600        TA        Gd      PConc       Gd       TA
## 96     3.435525        Ex        Gd      PConc       Gd       Gd
## 97     4.050688        Gd        TA      PConc       Gd       TA
## 98     3.204040        TA        TA     CBlock       TA       TA
## 99    -5.863600        TA        TA     BrkTil       TA       TA
## 100   -5.863600        TA        TA     CBlock       TA       TA
## 101    2.829378        TA        TA      PConc       TA       TA
## 102    4.398902        Gd        TA     CBlock       Gd       TA
## 103   -5.863600        TA        Fa       Slab       TA       Gd
## 104   -5.863600        TA        TA      PConc       Gd       TA
## 105    4.711834        TA        Fa      PConc       TA       TA
## 106    4.839603        Gd        TA      PConc       Ex       TA
## 107   -5.863600        TA        TA     BrkTil       Fa       TA
## 108   -5.863600        TA        TA     CBlock       TA       TA
## 109   -5.863600        TA        TA     CBlock       TA       TA
## 110    4.593566        TA        TA     CBlock       Gd       TA
## 111   -5.863600        TA        TA     CBlock       TA       Fa
## 112   -5.863600        TA        TA      PConc       Gd       TA
## 113    4.158481        Gd        TA      PConc       Ex       TA
## 114    4.053907        TA        Gd     CBlock       Gd       TA
## 115   -5.863600        TA        TA     CBlock       TA       TA
## 116    5.032765        TA        TA      PConc       Gd       TA
## 117    3.775028        TA        TA     CBlock       TA       TA
## 118   -5.863600        TA        TA      PConc       Gd       TA
## 119   -5.863600        TA        TA      PConc       Gd       TA
## 120   -5.863600        Gd        TA      PConc       Gd       TA
## 121   -5.863600        TA        TA     CBlock       TA       TA
## 122   -5.863600        TA        TA      PConc       TA       TA
## 123    3.868158        TA        Gd     CBlock       TA       TA
## 124   -5.863600        Gd        TA      PConc       Gd       TA
## 125   -5.863600        TA        Gd     CBlock       Gd       Fa
## 126   -5.863600        TA        Fa     CBlock       TA       TA
## 127   -5.863600        TA        TA     CBlock       Gd       TA
## 128   -5.863600        TA        Gd     BrkTil       TA       TA
## 129    4.267546        TA        TA     CBlock       TA       TA
## 130    3.579602        TA        TA     CBlock       TA       TA
## 131    4.352156        TA        TA     CBlock       TA       TA
## 132    3.079583        Gd        TA      PConc       Gd       TA
## 133   -5.863600        TA        TA     CBlock       TA       TA
## 134    3.872653        Gd        TA      PConc       Ex       TA
## 135   -5.863600        TA        TA     CBlock       TA       TA
## 136    4.312575        TA        TA      PConc       TA       TA
## 137    4.091096        TA        TA     CBlock       TA       TA
## 138    3.454425        TA        TA     CBlock       TA       TA
## 139    4.371724        Gd        TA      PConc       Gd       TA
## 140   -5.863600        TA        TA      PConc       Gd       TA
## 141   -5.863600        TA        TA     CBlock       TA       TA
## 142   -5.863600        Gd        TA      PConc       Gd       TA
## 143   -5.863600        TA        Fa     CBlock       TA       TA
## 144    4.050688        Gd        TA      PConc       Gd       TA
## 145    4.398902        TA        TA     CBlock       TA       TA
## 146    3.231594        Gd        TA      PConc       Gd       TA
## 147   -5.863600        TA        TA     BrkTil       TA       TA
## 148    4.040914        Gd        TA      PConc       Gd       TA
## 149    3.795967        TA        TA      PConc       Gd       TA
## 150   -5.863600        TA        TA     BrkTil       Gd       TA
## 151   -5.863600        TA        TA     CBlock       TA       TA
## 152    4.541782        Gd        TA      PConc       Ex       TA
## 153    4.236701        TA        TA     CBlock       TA       TA
## 154   -5.863600        TA        TA     CBlock       Gd       TA
## 155   -5.863600        TA        TA     BrkTil       TA       TA
## 156   -5.863600        TA        TA     BrkTil       TA       TA
## 157   -5.863600        TA        TA     CBlock       TA       TA
## 158    3.572043        Gd        TA      PConc       Ex       TA
## 159   -5.863600        Gd        TA      PConc       Gd       TA
## 160    4.566002        Gd        TA      PConc       Gd       TA
## 161   -5.863600        TA        TA      PConc       Gd       TA
## 162    4.764678        Gd        TA      PConc       Ex       TA
## 163    4.174064        Gd        TA      PConc       Gd       TA
## 164   -5.863600        TA        TA     CBlock       TA       TA
## 165   -5.863600        TA        Gd     BrkTil       TA       TA
## 166   -5.863600        TA        Gd     BrkTil       TA       TA
## 167   -5.863600        Gd        TA     CBlock       TA       TA
## 168    4.335567        Gd        TA      PConc       Ex       TA
## 169   -5.863600        Gd        TA      PConc       Gd       TA
## 170    4.756005        Gd        TA     CBlock       Gd       TA
## 171   -5.863600        TA        TA     CBlock       TA       TA
## 172    3.753279        TA        TA     CBlock       TA       Gd
## 173   -5.863600        Gd        Gd      PConc       Gd       Gd
## 174    4.605697        TA        TA     CBlock       TA       TA
## 175    3.854450        TA        TA     CBlock       Gd       Fa
## 176   -5.863600        TA        TA     CBlock       TA       Gd
## 177    4.271806        Gd        TA      PConc       Gd       TA
## 178   -5.863600        Gd        Gd     CBlock       TA       TA
## 179    4.826098        Ex        TA      PConc       Ex       TA
## 180   -5.863600        Gd        TA     CBlock       TA       TA
## 181    4.566002        Gd        TA      PConc       Gd       TA
## 182   -5.863600        TA        TA     BrkTil       Fa       TA
## 183    3.669811        TA        TA      PConc       TA       TA
## 184   -5.863600        TA        TA      PConc       Gd       TA
## 185   -5.863600        TA        TA      PConc       Fa       TA
## 186   -5.863600        Gd        Gd     BrkTil       TA       TA
## 187   -5.863600        TA        TA      PConc       Gd       TA
## 188   -5.863600        TA        TA     CBlock       Fa       TA
## 189    4.286445        TA        TA     CBlock       Gd       TA
## 190   -5.863600        Gd        TA      PConc       Ex       TA
## 191   -5.863600        Gd        TA     CBlock       Gd       Gd
## 192    3.881534        TA        TA     CBlock       TA       TA
## 193   -5.863600        Gd        TA      PConc       Gd       TA
## 194    3.231594        Gd        TA      PConc       Gd       TA
## 195   -5.863600        TA        TA     CBlock       TA       TA
## 196   -5.863600        TA        TA     CBlock       Gd       TA
## 197    4.117379        Ex        TA      PConc       Ex       TA
## 198   -5.863600        Gd        Gd      PConc       TA       TA
## 199   -5.863600        TA        TA     CBlock       TA       TA
## 200    4.258919        Gd        TA      PConc       Ex       TA
## 201   -5.863600        TA        TA      PConc       Gd       TA
## 202   -5.863600        TA        TA     CBlock       TA       TA
## 203   -5.863600        TA        Gd     BrkTil       Fa       TA
## 204    4.117379        Gd        TA      PConc       Gd       TA
## 205   -5.863600        TA        TA     CBlock       TA       TA
## 206   -5.863600        TA        TA      PConc       Gd       TA
## 207   -5.863600        TA        Gd     CBlock       TA       TA
## 208   -5.863600        TA        TA      PConc       TA       TA
## 209    3.835630        Gd        TA     CBlock       Gd       TA
## 210    4.254551        TA        TA     CBlock       Gd       TA
## 211   -5.863600        TA        TA     CBlock       TA       TA
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## 353   -5.863600        TA        TA     CBlock       TA       Fa
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## 505   -5.863600        TA        TA     CBlock       TA       TA
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## 522   -5.863600        TA        TA     CBlock       TA       TA
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## 526   -5.863600        Gd        TA      PConc       Gd       TA
## 527   -5.863600        TA        TA     CBlock       Gd       TA
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## 531    4.155838        Gd        TA     CBlock       Gd       TA
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## 538   -5.863600        TA        TA     CBlock       TA       TA
## 539    4.066593        TA        TA     CBlock       TA       TA
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## 541    4.697650        Ex        TA      PConc       Ex       TA
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## 543   -5.863600        Gd        TA      PConc       Ex       TA
## 544    4.047450        TA        TA      PConc       Gd       TA
## 545   -5.863600        Gd        TA      PConc       Gd       Gd
## 546    4.034297        Gd        Gd      PConc       Gd       Gd
## 547   -5.863600        TA        TA     BrkTil       Gd       TA
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## 551   -5.863600        TA        TA     CBlock       Gd       TA
## 552   -5.863600        TA        TA     CBlock       TA       TA
## 553    4.232141        Gd        TA      PConc       Ex       TA
## 554   -5.863600        TA        TA     CBlock       TA       TA
## 555    4.320354        Gd        TA      PConc       Gd       TA
## 556   -5.863600        TA        TA     BrkTil       TA       Fa
## 557   -5.863600        TA        TA     CBlock       TA       TA
## 558   -5.863600        TA        TA     CBlock       TA       TA
## 559   -5.863600        TA        TA      PConc       Gd       TA
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## 561    4.040914        TA        TA     CBlock       Gd       TA
## 562   -5.863600        TA        TA     CBlock       Gd       TA
## 563   -5.863600        TA        TA     CBlock       TA       TA
## 564   -5.863600        TA        TA     BrkTil       Gd       TA
## 565   -5.863600        Gd        TA      PConc       Gd       TA
## 566   -5.863600        TA        TA      PConc       Gd       TA
## 567    4.220563        Gd        TA      PConc       Gd       Gd
## 568    3.999939        Gd        TA      PConc       Gd       TA
## 569   -5.863600        Gd        TA     CBlock       Gd       TA
## 570   -5.863600        TA        TA     CBlock       Gd       TA
## 571    3.730658        TA        TA     CBlock       TA       TA
## 572    4.123048        TA        TA     CBlock       TA       TA
## 573   -5.863600        TA        TA      PConc       Ex       TA
## 574   -5.863600        TA        TA      PConc       Gd       TA
## 575    3.556621        TA        TA     CBlock       TA       TA
## 576   -5.863600        TA        TA     CBlock       TA       TA
## 577   -5.863600        TA        TA     BrkTil       TA       TA
## 578    3.663353        TA        TA     CBlock       TA       TA
## 579   -5.863600        Gd        TA      PConc       Gd       TA
## 580    4.397245        TA        TA     BrkTil       TA       TA
## 581    3.579602        TA        TA     CBlock       TA       TA
## 582    4.346686        Ex        TA      PConc       Ex       TA
## 583    3.707094        TA        Gd     CBlock       Gd       TA
## 584   -5.863600        Ex        Ex     BrkTil       TA       TA
## 585   -5.863600        TA        TA     BrkTil       TA       TA
## 586    4.125859        Gd        TA      PConc       Ex       TA
## 587   -5.863600        TA        Gd     BrkTil       TA       Gd
## 588   -5.863600        TA        TA     CBlock       TA       TA
## 589   -5.863600        TA        TA     CBlock       TA       TA
## 590   -5.863600        TA        TA     BrkTil       TA       TA
## 591   -5.863600        Gd        TA      PConc       Gd       TA
## 592    4.521508        Ex        TA      PConc       Ex       TA
## 593   -5.863600        TA        Gd      PConc       TA       Gd
## 594    4.006988        Gd        TA      PConc       Gd       TA
## 595   -5.863600        TA        TA     CBlock       Gd       TA
## 596    4.203909        Gd        TA      PConc       Gd       TA
## 597   -5.863600        TA        TA     CBlock       TA       TA
## 598    3.472740        Gd        TA      PConc       Ex       TA
## 599    4.569533        TA        TA     CBlock       Gd       TA
## 600   -5.863600        TA        Gd     CBlock       Gd       TA
## 601    4.296653        Gd        TA      PConc       Gd       TA
## 602   -5.863600        TA        Gd      PConc       TA       TA
## 603   -5.863600        Gd        TA      PConc       Gd       TA
## 604   -5.863600        Gd        TA      PConc       Gd       TA
## 605    3.676196        Gd        TA      PConc       Gd       TA
## 606    4.027599        TA        TA     CBlock       TA       TA
## 607   -5.863600        TA        Gd      PConc       Gd       TA
## 608   -5.863600        TA        Gd     CBlock       TA       Gd
## 609   -5.863600        TA        TA      PConc       Gd       TA
## 610    4.078985        TA        Fa     CBlock       TA       TA
## 611    4.114522        Gd        TA      PConc       Ex       TA
## 612    4.191680        TA        TA     CBlock       Gd       TA
## 613    3.730658        Gd        TA      PConc       Gd       TA
## 614   -5.863600        TA        TA      PConc       Gd       TA
## 615   -5.863600        TA        TA     CBlock       Gd       TA
## 616    3.955608        TA        Gd      PConc       TA       TA
## 617   -5.863600        Gd        TA      PConc       Gd       TA
## 618   -5.863600        TA        TA     CBlock       TA       TA
## 619    4.561252        Ex        TA      PConc       Ex       TA
## 620    4.174064        Gd        TA      PConc       Gd       TA
## 621   -5.863600        TA        TA     BrkTil       TA       TA
## 622   -5.863600        TA        TA     CBlock       TA       TA
## 623    3.943937        TA        TA     CBlock       TA       TA
## 624    4.629086        Gd        TA      PConc       Gd       TA
## 625    4.312575        TA        TA     CBlock       TA       TA
## 626    4.256740        TA        TA     CBlock       TA       TA
## 627   -5.863600        TA        TA     CBlock       TA       TA
## 628    3.985560        TA        TA     CBlock       TA       TA
## 629    4.078985        TA        TA      PConc       Gd       TA
## 630    4.252353        TA        TA     CBlock       TA       TA
## 631   -5.863600        TA        TA     BrkTil       Fa       Fa
## 632    3.730658        Gd        TA      PConc       Gd       Gd
## 633    4.128656        TA        Gd     CBlock       TA       TA
## 634   -5.863600        TA        TA     CBlock       TA       TA
## 635   -5.863600        TA        TA     CBlock       TA       TA
## 636   -5.863600        Fa        TA     CBlock       TA       Fa
## 637   -5.863600        Fa        Fa     BrkTil       TA       Fa
## 638   -5.863600        TA        TA     CBlock       TA       TA
## 639   -5.863600        TA        TA     CBlock       Fa       TA
## 640   -5.863600        Gd        TA      PConc       Gd       Gd
## 641    4.584550        Ex        TA      PConc       Ex       TA
## 642   -5.863600        Gd        TA      PConc       Gd       TA
## 643   -5.863600        Gd        TA     CBlock       Gd       TA
## 644    4.261089        TA        TA     CBlock       TA       TA
## 645    3.978226        Ex        TA      PConc       Ex       TA
## 646   -5.863600        TA        TA     CBlock       TA       TA
## 647   -5.863600        TA        TA     CBlock       TA       TA
## 648    4.147829        TA        TA     CBlock       TA       TA
## 649    4.423117        TA        TA     CBlock       TA       TA
## 650   -5.863600        TA        TA     CBlock       Gd       TA
## 651   -5.863600        Gd        TA      PConc       Gd       TA
## 652   -5.863600        TA        TA     CBlock       TA       TA
## 653   -5.863600        Gd        TA      PConc       Gd       TA
## 654   -5.863600        TA        TA     CBlock       TA       TA
## 655    4.761542        Gd        Gd      PConc       Gd       TA
## 656    4.468301        TA        TA     CBlock       TA       TA
## 657    3.283232        Gd        TA     CBlock       TA       TA
## 658   -5.863600        TA        Fa     BrkTil       Gd       TA
## 659   -5.863600        TA        TA     CBlock       TA       TA
## 660   -5.863600        TA        Gd      PConc       TA       TA
## 661    4.191680        TA        TA     CBlock       Gd       TA
## 662    4.644408        Gd        TA      PConc       Gd       Gd
## 663    4.147829        TA        TA     CBlock       Fa       Fa
## 664   -5.863600        TA        TA     CBlock       Gd       TA
## 665   -5.863600        Gd        TA      PConc       Ex       TA
## 666    3.079583        Gd        TA      PConc       Gd       TA
## 667    3.758796        TA        Gd     CBlock       Gd       TA
## 668    4.250146        TA        TA      PConc       Gd       TA
## 669   -5.863600        TA        TA     CBlock       TA       TA
## 670   -5.863600        TA        TA     BrkTil       Fa       TA
## 671   -5.863600        Gd        TA      PConc       Gd       TA
## 672   -5.863600        TA        Gd     BrkTil       TA       TA
## 673   -5.863600        Gd        TA     CBlock       Gd       TA
## 674    3.718999        TA        TA      PConc       TA       TA
## 675   -5.863600        TA        TA     CBlock       TA       TA
## 676   -5.863600        TA        TA     CBlock       TA       TA
## 677   -5.863600        TA        TA     BrkTil       TA       Fa
## 678   -5.863600        Gd        TA     BrkTil       TA       TA
## 679    4.575364        Gd        TA      PConc       Ex       TA
## 680    3.319270        TA        TA     CBlock       TA       TA
## 681   -5.863600        TA        TA     CBlock       Gd       TA
## 682   -5.863600        TA        TA     BrkTil       TA       TA
## 683   -5.863600        TA        TA      PConc       Gd       TA
## 684    4.145132        Gd        TA      PConc       Gd       TA
## 685    2.878482        Gd        TA      PConc       Gd       TA
## 686   -5.863600        Gd        TA     CBlock       Gd       TA
## 687   -5.863600        Gd        TA      PConc       Gd       TA
## 688   -5.863600        Gd        TA      PConc       Gd       TA
## 689   -5.863600        Gd        TA      PConc       Gd       TA
## 690    4.245703        Gd        TA      PConc       Gd       TA
## 691    3.919820        Gd        TA      PConc       Gd       TA
## 692    5.050271        Ex        TA      PConc       Ex       TA
## 693    4.322281        Gd        TA      PConc       Gd       TA
## 694   -5.863600        TA        TA     BrkTil       TA       TA
## 695   -5.863600        TA        Fa     BrkTil       TA       TA
## 696    3.472740        TA        TA     CBlock       Gd       Gd
## 697   -5.863600        TA        TA     CBlock       TA       TA
## 698   -5.863600        TA        TA      PConc       Ex       Gd
## 699   -5.863600        TA        Gd     CBlock       TA       TA
## 700   -5.863600        Gd        TA      PConc       Gd       TA
## 701    4.737340        Gd        TA      PConc       Ex       TA
## 702    3.999939        TA        TA     CBlock       TA       TA
## 703    4.577677        Ex        TA      PConc       Ex       Gd
## 704   -5.863600        TA        Gd     BrkTil       Gd       TA
## 705    3.736399        Gd        TA      PConc       Gd       TA
## 706   -5.863600        Fa        Fa       Slab       TA       TA
## 707    4.423117        TA        TA     CBlock       Gd       TA
## 708    4.027599        Gd        TA      PConc       Gd       TA
## 709   -5.863600        Gd        TA      PConc       Gd       TA
## 710    3.096573        TA        TA      PConc       TA       TA
## 711   -5.863600        Gd        TA     CBlock       TA       TA
## 712   -5.863600        TA        TA      Stone       TA       TA
## 713   -5.863600        Gd        TA      PConc       Gd       TA
## 714    3.970790        TA        TA     CBlock       TA       TA
## 715    4.314531        Gd        TA     CBlock       TA       TA
## 716    4.020816        TA        TA     CBlock       Gd       TA
## 717   -5.863600        TA        Gd     BrkTil       TA       TA
## 718   -5.863600        TA        TA     CBlock       Gd       TA
## 719    4.754411        Gd        TA      PConc       Gd       TA
## 720   -5.863600        TA        TA     CBlock       Gd       TA
## 721   -5.863600        Gd        TA      PConc       Gd       TA
## 722    4.003475        Gd        TA      PConc       Gd       TA
## 723   -5.863600        TA        Gd     CBlock       TA       TA
## 724   -5.863600        TA        TA      PConc       TA       TA
## 725    4.405474        Ex        TA      PConc       Ex       TA
## 726   -5.863600        TA        TA     CBlock       TA       TA
## 727    4.254551        Gd        Gd     CBlock       Gd       TA
## 728    3.556621        Gd        TA      PConc       Gd       TA
## 729    3.650214        TA        TA     CBlock       TA       TA
## 730   -5.863600        TA        TA     CBlock       TA       TA
## 731   -5.863600        Gd        TA      PConc       Gd       TA
## 732    4.549174        Gd        TA      PConc       Ex       TA
## 733    4.108762        Gd        TA      PConc       Gd       TA
## 734   -5.863600        TA        TA     CBlock       TA       TA
## 735   -5.863600        TA        TA      PConc       TA       TA
## 736   -5.863600        TA        TA     BrkTil       Gd       TA
## 737   -5.863600        TA        TA     CBlock       TA       TA
## 738   -5.863600        Gd        TA      PConc       Gd       TA
## 739   -5.863600        TA        TA     CBlock       Gd       Gd
## 740   -5.863600        Gd        TA      PConc       Gd       TA
## 741   -5.863600        TA        Gd     BrkTil       Fa       Fa
## 742   -5.863600        TA        Gd     CBlock       TA       TA
## 743    3.730658        TA        TA      PConc       Gd       TA
## 744   -5.863600        TA        TA     CBlock       Gd       TA
## 745   -5.863600        Gd        TA      PConc       Gd       TA
## 746    4.314531        Ex        Gd     CBlock       TA       Gd
## 747   -5.863600        Gd        TA      PConc       Gd       TA
## 748   -5.863600        Gd        TA      Stone       TA       Fa
## 749    4.402198        Gd        TA      PConc       Gd       TA
## 750   -5.863600        TA        TA       Slab       TA       TA
## 751   -5.863600        TA        TA     BrkTil       TA       Fa
## 752   -5.863600        Gd        TA      PConc       Gd       TA
## 753   -5.863600        TA        Gd      PConc       Gd       TA
## 754    4.034297        Gd        TA      PConc       Gd       TA
## 755   -5.863600        TA        TA     CBlock       TA       TA
## 756    4.916663        TA        TA      PConc       Gd       TA
## 757   -5.863600        Gd        TA      PConc       Gd       TA
## 758    4.385495        TA        TA     CBlock       TA       TA
## 759    4.437105        TA        TA      PConc       Gd       TA
## 760    4.629086        Gd        TA      PConc       Gd       TA
## 761   -5.863600        TA        TA     CBlock       TA       TA
## 762   -5.863600        TA        TA      PConc       TA       TA
## 763   -5.863600        TA        TA      PConc       Gd       TA
##      BsmtExposure BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2
## 1              No          GLQ  9.3040684          Unf -35.286771
## 2              Gd          ALQ  9.9467603          Unf -35.286771
## 3              Mn          GLQ  8.5932225          Unf -35.286771
## 4              No          ALQ  7.1387843          Unf -35.286771
## 5              Av          GLQ  9.1591713          Unf -35.286771
## 6              No          GLQ  9.3743503          Unf -35.286771
## 7              Av          GLQ 10.6325847          Unf -35.286771
## 8              Mn          ALQ  9.6883629          BLQ   1.292305
## 9              No          Unf -3.6825115          Unf -35.286771
## 10             No          GLQ  9.6698580          Unf -35.286771
## 11             No          Rec  9.7940489          Unf -35.286771
## 12             No          GLQ  9.9873846          Unf -35.286771
## 13             No          ALQ  9.3876082          Unf -35.286771
## 14             Av          Unf -3.6825115          Unf -35.286771
## 15             No          BLQ  9.3770084          Unf -35.286771
## 16             No          Unf -3.6825115          Unf -35.286771
## 17             No          ALQ  8.9199214          Unf -35.286771
## 18             No          ALQ -3.6825115          Unf -35.286771
## 19             No          GLQ  9.1325538          Unf -35.286771
## 20             No          LwQ  8.6612823          Unf -35.286771
## 21             Av          Unf -3.6825115          Unf -35.286771
## 22             No          Unf -3.6825115          Unf -35.286771
## 23             No          Unf -3.6825115          Unf -35.286771
## 24             No          GLQ  9.6441569          Unf -35.286771
## 25             Mn          Rec  6.9015020          ALQ   1.400055
## 26             No          Unf -3.6825115          Unf -35.286771
## 27             Mn          BLQ  7.2771033          Rec   1.396466
## 28             No          GLQ 10.3916208          Unf -35.286771
## 29             Gd          BLQ 10.4888087          Unf -35.286771
## 30             No          Unf -3.6825115          Unf -35.286771
## 31             No          Unf -3.6825115          Unf -35.286771
## 32             No          Unf -3.6825115          Unf -35.286771
## 33             Av          Unf -3.6825115          Unf -35.286771
## 34             No          Rec 10.0272836          Unf -35.286771
## 35             No          GLQ 10.2795223          Unf -35.286771
## 36             Av          Unf -3.6825115          Unf -35.286771
## 37             No          Unf -3.6825115          Unf -35.286771
## 38             No          Rec 10.3831912          Unf -35.286771
## 39             No          GLQ  9.3716890          Unf -35.286771
## 40             No          Rec -3.6825115          Unf -35.286771
## 41             No          Rec  9.1236071          Unf -35.286771
## 42             Gd          BLQ  9.9240975          Unf -35.286771
## 43             Av          ALQ  9.4138831          LwQ   1.356916
## 44             Av          LwQ  7.5913317          BLQ   1.396595
## 45             No          ALQ  6.8184537          BLQ   1.396967
## 46             No          GLQ  8.4745834          Unf -35.286771
## 47             No          GLQ 10.6051527          Unf -35.286771
## 48             Av          GLQ  3.7474173          Unf -35.286771
## 49             No          Unf -3.6825115          Unf -35.286771
## 50             No          BLQ  9.4552725          Unf -35.286771
## 51             Av          GLQ  6.8465455          Unf -35.286771
## 52             No          Unf -3.6825115          Unf -35.286771
## 53             Gd          LwQ  5.9261740          GLQ   1.400683
## 54             Gd          GLQ 11.2199865          Unf -35.286771
## 55             No          ALQ  8.1583785          Unf -35.286771
## 56             No          BLQ  8.6085404          Unf -35.286771
## 57             No          GLQ  9.1414631          Unf -35.286771
## 58             No          Unf -3.6825115          Unf -35.286771
## 59             Gd          Unf -3.6825115          Unf -35.286771
## 60             Av          ALQ  9.0904786          Unf -35.286771
## 61             No          ALQ  9.8695955          Unf -35.286771
## 62             No          Unf -3.6825115          Unf -35.286771
## 63             Mn          GLQ  3.7474173          Unf -35.286771
## 64             No          Unf -3.6825115          Unf -35.286771
## 65             No          GLQ  9.3928887          Unf -35.286771
## 66             Av          Unf -3.6825115          Unf -35.286771
## 67             Gd          GLQ  9.8071840          Unf -35.286771
## 68             Av          GLQ 10.0173754          Unf -35.286771
## 69             No          Unf -3.6825115          Unf -35.286771
## 70             No          BLQ  9.0005885          Unf -35.286771
## 71             Gd          ALQ 11.3010910          Unf -35.286771
## 72             No          ALQ  8.8767268          Unf -35.286771
## 73             No          Unf -3.6825115          Unf -35.286771
## 74             No          ALQ  7.8288533          BLQ   1.392340
## 75             No          Unf -3.6825115          Unf -35.286771
## 76             Gd          GLQ  8.4988615          Unf -35.286771
## 77             No          ALQ  7.2320933          Unf -35.286771
## 78             No          BLQ  7.9164421          GLQ   1.311913
## 79             No          Unf -3.6825115          Unf -35.286771
## 80             No          Unf -3.6825115          Unf -35.286771
## 81             No          Rec  8.4417620          Unf -35.286771
## 82             No          GLQ 10.3628321          Unf -35.286771
## 83             No          GLQ  4.1935513          Unf -35.286771
## 84             No          Unf -3.6825115          Unf -35.286771
## 85             No          Unf -3.6825115          Unf -35.286771
## 86             No          Unf -3.6825115          Unf -35.286771
## 87             Av          Unf -3.6825115          Unf -35.286771
## 88             Av          Unf -3.6825115          Unf -35.286771
## 89             No          Unf -3.6825115          Unf -35.286771
## 90             No          GLQ  8.9525577          Unf -35.286771
## 91             No          BLQ -3.6825115          Unf -35.286771
## 92             No          Rec  8.9910689          Unf -35.286771
## 93             No          ALQ  9.3232165          Unf -35.286771
## 94             Mn          Rec 10.0819743          Unf -35.286771
## 95             No          GLQ  9.1384974          Unf -35.286771
## 96             No          ALQ  7.7720890          Unf -35.286771
## 97             Av          ALQ 10.2953775          Unf -35.286771
## 98             No          Rec  8.7199696          Unf -35.286771
## 99             No          ALQ  5.9866210          Unf -35.286771
## 100            No          ALQ  8.8901117          Unf -35.286771
## 101            Mn          ALQ 10.3611272          Unf -35.286771
## 102            No          Unf -3.6825115          Unf -35.286771
## 103            No          Unf -3.6825115          Unf -35.286771
## 104            No          Unf -3.6825115          Unf -35.286771
## 105            No          LwQ  7.2014913          Unf -35.286771
## 106            No          Unf -3.6825115          Unf -35.286771
## 107            No          Unf -3.6825115          Unf -35.286771
## 108            No          ALQ  5.9261740          BLQ   1.376679
## 109            No          Unf -3.6825115          Unf -35.286771
## 110            No          BLQ  9.3013191          Unf -35.286771
## 111            No          Rec  8.4251533          Unf -35.286771
## 112            No          GLQ  7.3922441          Unf -35.286771
## 113            Av          GLQ  9.9590254          Unf -35.286771
## 114            Mn          ALQ  4.2775655          Rec   1.402470
## 115            No          ALQ  9.4832774          LwQ   1.373370
## 116            No          GLQ  8.3181930          Unf -35.286771
## 117            No          LwQ  6.7315630          BLQ   1.400085
## 118            No          Unf -3.6825115          Unf -35.286771
## 119            Mn          GLQ 10.7807478          Unf -35.286771
## 120            No          Unf -3.6825115          Unf -35.286771
## 121            Gd          ALQ  9.8632199          Unf -35.286771
## 122            No          Unf -3.6825115          Unf -35.286771
## 123            No          BLQ  8.8934448          Unf -35.286771
## 124            No          GLQ  7.7136541          Unf -35.286771
## 125            No          Unf -3.6825115          Unf -35.286771
## 126            Av          GLQ  8.6085404          Unf -35.286771
## 127            No          ALQ  6.1565968          Unf -35.286771
## 128            No          LwQ  6.1017067          Unf -35.286771
## 129            No          BLQ  8.6908320          Unf -35.286771
## 130            No          Rec  8.8834299          BLQ   1.280227
## 131            No          Rec  8.4293180          Unf -35.286771
## 132            No          GLQ  9.2736311          Unf -35.286771
## 133            No          Rec  8.2557624          Unf -35.286771
## 134            No          GLQ 10.0014304          Unf -35.286771
## 135            No          Rec  8.8934448          Unf -35.286771
## 136            No          Unf -3.6825115          Unf -35.286771
## 137            No          BLQ  9.2736311          Unf -35.286771
## 138            No          Unf -3.6825115          Unf -35.286771
## 139            Mn          GLQ  9.1970441          Unf -35.286771
## 140            No          GLQ  9.5990427          Unf -35.286771
## 141            No          ALQ  8.3745072          Unf -35.286771
## 142            Av          GLQ 10.5256049          Unf -35.286771
## 143            No          Rec  8.6724125          Unf -35.286771
## 144            Gd          GLQ  9.2285763          Unf -35.286771
## 145            No          Rec 10.5758379          Unf -35.286771
## 146            No          Unf -3.6825115          Unf -35.286771
## 147            No          BLQ  7.0821787          Unf -35.286771
## 148            No          Unf -3.6825115          Unf -35.286771
## 149            No          GLQ  9.2314200          Unf -35.286771
## 150            No          Unf -3.6825115          Unf -35.286771
## 151            Av          BLQ  9.3313711          Unf -35.286771
## 152            Gd          GLQ 10.6790776          Unf -35.286771
## 153            No          Rec  8.3049746          Unf -35.286771
## 154            Gd          BLQ  8.3616482          ALQ   1.404154
## 155            No          Unf -3.6825115          Unf -35.286771
## 156            No          Unf -3.6825115          Unf -35.286771
## 157            No          BLQ -3.6825115          Unf -35.286771
## 158            No          Unf -3.6825115          Unf -35.286771
## 159            No          GLQ  7.1860056          Unf -35.286771
## 160            Mn          GLQ  4.9934836          Unf -35.286771
## 161            No          BLQ  9.1738170          Unf -35.286771
## 162            Av          GLQ 10.0233256          Unf -35.286771
## 163            Mn          BLQ 10.3628321          Unf -35.286771
## 164            No          Unf -3.6825115          Unf -35.286771
## 165            Mn          LwQ  8.0907600          Unf -35.286771
## 166            No          ALQ  7.9952151          Rec   1.378460
## 167            No          LwQ  8.1344874          BLQ   1.401392
## 168            No          GLQ 10.5064806          Unf -35.286771
## 169            No          Unf -3.6825115          Unf -35.286771
## 170            No          Unf -3.6825115          Unf -35.286771
## 171            No          Rec  8.0410381          Unf -35.286771
## 172            Gd          BLQ  9.1116198          Unf -35.286771
## 173            No          GLQ  8.6275305          Rec   1.382565
## 174            No          ALQ  7.6411749          Rec   1.392840
## 175            No          ALQ 10.6761061          LwQ   1.381814
## 176            Av          ALQ  8.5583385          Unf -35.286771
## 177            No          GLQ  9.6229027          Unf -35.286771
## 178            No          ALQ  4.9934836          BLQ   1.395199
## 179            No          GLQ 11.3282740          Unf -35.286771
## 180            No          Unf -3.6825115          Unf -35.286771
## 181            No          GLQ  8.3915282          Unf -35.286771
## 182            No          LwQ  8.0003584          Unf -35.286771
## 183            No          ALQ -3.6825115          Unf -35.286771
## 184            No          Unf -3.6825115          Unf -35.286771
## 185            No          Unf -3.6825115          Unf -35.286771
## 186            Mn          Unf -3.6825115          Unf -35.286771
## 187            Av          GLQ  9.0257674          Unf -35.286771
## 188            No          Unf -3.6825115          Unf -35.286771
## 189            Av          GLQ 10.1578635          Unf -35.286771
## 190            Av          GLQ 10.2795223          Unf -35.286771
## 191            No          Rec  7.6957820          Unf -35.286771
## 192            No          ALQ  9.0721894          Unf -35.286771
## 193            Av          GLQ  8.8598752          Unf -35.286771
## 194            No          Unf -3.6825115          Unf -35.286771
## 195            Av          ALQ  8.1866816          Unf -35.286771
## 196            No          ALQ  8.8800810          Unf -35.286771
## 197            No          GLQ 10.2312803          Unf -35.286771
## 198            No          GLQ 10.0625946          LwQ   1.378874
## 199            No          Unf -3.6825115          Unf -35.286771
## 200            Av          GLQ 10.1615916          Unf -35.286771
## 201            No          Unf -3.6825115          Unf -35.286771
## 202            No          ALQ  9.1176219          LwQ   1.387903
## 203            No          LwQ  9.0444578          Unf -35.286771
## 204            Av          GLQ  9.1796474          Unf -35.286771
## 205            No          LwQ  7.7835723          Unf -35.286771
## 206            No          Unf -3.6825115          Unf -35.286771
## 207            No          Unf -3.6825115          Unf -35.286771
## 208            No          ALQ  8.3181930          Rec   1.389571
## 209            Gd          GLQ 10.1183411          Unf -35.286771
## 210            No          Rec  9.5159165          Unf -35.286771
## 211            No          Rec  8.5228577          Unf -35.286771
## 212            Mn          GLQ  4.3179659          Unf -35.286771
## 213            No          GLQ  9.6014405          Unf -35.286771
## 214            No          ALQ  9.3313711          Unf -35.286771
## 215            No          GLQ  8.1296751          Unf -35.286771
## 216            No          BLQ  8.0410381          Unf -35.286771
## 217            Mn          GLQ  9.8801809          Unf -35.286771
## 218            No          Unf -3.6825115          Unf -35.286771
## 219            No          BLQ  7.9430450          Unf -35.286771
## 220            Av          GLQ  3.1997641          Unf -35.286771
## 221            Mn          Unf -3.6825115          Unf -35.286771
## 222            No          Unf -3.6825115          Unf -35.286771
## 223            No          ALQ  8.8257623          Unf -35.286771
## 224            No          ALQ  8.7343875          LwQ   1.378319
## 225            Gd          GLQ  4.9668803          Unf -35.286771
## 226            No          Unf -3.6825115          Unf -35.286771
## 227            No          GLQ  8.8767268          Unf -35.286771
## 228            No          Rec  7.8344417          Unf -35.286771
## 229            No          ALQ  9.6488523          Unf -35.286771
## 230            Av          GLQ  3.1997641          Unf -35.286771
## 231            No          Unf -3.6825115          Unf -35.286771
## 232            No          GLQ  9.2568459          Unf -35.286771
## 233            No          Unf -3.6825115          Unf -35.286771
## 234            Av          LwQ  6.8465455          ALQ   1.400683
## 235            No          GLQ  9.0691258          Unf -35.286771
## 236            No          ALQ  8.0309449          Unf -35.286771
## 237            Av          GLQ  3.7474173          Unf -35.286771
## 238            No          BLQ  8.2421324          Unf -35.286771
## 239            No          Unf -3.6825115          Unf -35.286771
## 240            No          LwQ  5.7653838          Unf -35.286771
## 241            Av          GLQ 10.1428890          Unf -35.286771
## 242            No          ALQ  7.8785938          Unf -35.286771
## 243            No          Unf -3.6825115          Unf -35.286771
## 244            No          Unf -3.6825115          Unf -35.286771
## 245            No          GLQ  9.2736311          Unf -35.286771
## 246            Av          GLQ  9.8439827          Unf -35.286771
## 247            No          Unf -3.6825115          Unf -35.286771
## 248            No          Unf -3.6825115          Unf -35.286771
## 249            No          Unf -3.6825115          Unf -35.286771
## 250            Gd          Rec  9.2791972          Unf -35.286771
## 251            No          Unf -3.6825115          Unf -35.286771
## 252            Gd          GLQ 10.9227021          Unf -35.286771
## 253            No          Unf -3.6825115          Unf -35.286771
## 254            Gd          LwQ  7.5271951          ALQ   1.398560
## 255            No          Rec  9.8289042          Unf -35.286771
## 256            No          Unf -3.6825115          Unf -35.286771
## 257            No          Rec  8.6575590          Unf -35.286771
## 258            No          GLQ 10.5789413          Unf -35.286771
## 259            No          GLQ  8.0460658          Unf -35.286771
## 260            No          GLQ -3.6825115          Unf -35.286771
## 261            Gd          Rec  9.2085640          ALQ   1.400378
## 262            No          Unf -3.6825115          Unf -35.286771
## 263            Av          ALQ  8.6687091          Unf -35.286771
## 264            No          LwQ  7.2771033          ALQ   1.400406
## 265            No          Unf -3.6825115          Unf -35.286771
## 266            No          GLQ  8.9525577          LwQ   1.383855
## 267            Av          GLQ  9.3259381          Unf -35.286771
## 268            No          LwQ  8.1296751          Unf -35.286771
## 269            No          ALQ  8.2466858          Rec   1.367741
## 270            No          BLQ  9.4243046          Unf -35.286771
## 271            Mn          Unf -3.6825115          Unf -35.286771
## 272            Gd          LwQ  7.2168532          GLQ   1.404039
## 273            No          GLQ  8.7343875          Unf -35.286771
## 274            No          Rec  9.0537418          LwQ   1.399285
## 275            Gd          ALQ  8.8119608          Unf -35.286771
## 276            No          Unf -3.6825115          Unf -35.286771
## 277            No          Unf -3.6825115          Unf -35.286771
## 278            No          LwQ  6.1565968          Unf -35.286771
## 279            Gd          Unf -3.6825115          Unf -35.286771
## 280            No          BLQ  8.1960289          Unf -35.286771
## 281            Av          GLQ  8.3269581          Unf -35.286771
## 282            No          GLQ  9.7918521          Unf -35.286771
## 283            No          GLQ  9.7896532          Unf -35.286771
## 284            No          Unf -3.6825115          Unf -35.286771
## 285            No          GLQ  8.3659435          Unf -35.286771
## 286            No          Unf -3.6825115          Unf -35.286771
## 287            No          Rec  8.9910689          Unf -35.286771
## 288            No          BLQ  9.0351332          Unf -35.286771
## 289            No          BLQ  8.4500165          Unf -35.286771
## 290            No          Unf -3.6825115          Unf -35.286771
## 291            Av          Unf -3.6825115          Unf -35.286771
## 292            No          Rec  7.0903686          Unf -35.286771
## 293            No          LwQ  7.6656314          Unf -35.286771
## 294            No          ALQ  9.5357620          Unf -35.286771
## 295            No          GLQ 10.5016745          Unf -35.286771
## 296            Av          GLQ  9.5942394          Unf -35.286771
## 297            No          BLQ  8.3225802          Unf -35.286771
## 298            No          BLQ  9.1414631          Unf -35.286771
## 299            No          ALQ  8.1583785          Rec   1.377595
## 300            No          Unf -3.6825115          Unf -35.286771
## 301            Mn          BLQ  9.6465058          Unf -35.286771
## 302            No          GLQ  7.5976316          Unf -35.286771
## 303            No          Unf -3.6825115          Unf -35.286771
## 304            No          ALQ  9.7675424          Unf -35.286771
## 305            No          Unf -3.6825115          Unf -35.286771
## 306            No          GLQ 10.7722057          Unf -35.286771
## 307            No          ALQ  9.2875195          Unf -35.286771
## 308            No          Unf -3.6825115          Unf -35.286771
## 309            No          BLQ  7.4743295          Unf -35.286771
## 310            Gd          GLQ 10.4839653          Unf -35.286771
## 311            No          ALQ  8.7127232          Unf -35.286771
## 312            No          ALQ  9.2314200          Unf -35.286771
## 313            Mn          Rec  8.6724125          Unf -35.286771
## 314            Gd          ALQ 10.4217120          Rec   1.401976
## 315            No          LwQ  3.1997641          Unf -35.286771
## 316            No          GLQ  8.3443765          Unf -35.286771
## 317            No          GLQ  9.2652548          Unf -35.286771
## 318            Av          Unf -3.6825115          Unf -35.286771
## 319            Gd          GLQ  9.9651328          Unf -35.286771
## 320            Av          GLQ 10.0625946          Unf -35.286771
## 321            Av          Unf -3.6825115          Unf -35.286771
## 322            Av          GLQ  9.9303011          Unf -35.286771
## 323            Gd          LwQ  3.9615812          ALQ   1.406154
## 324            No          ALQ  7.4337192          Unf -35.286771
## 325            No          Unf -3.6825115          Unf -35.286771
## 326            Av          BLQ  6.1017067          Unf -35.286771
## 327            Gd          GLQ 10.9834162          Unf -35.286771
## 328            No          Rec  8.8767268          Unf -35.286771
## 329            No          Unf -3.6825115          Unf -35.286771
## 330            Mn          Unf -3.6825115          Unf -35.286771
## 331            No          GLQ  4.4700883          Rec   1.386852
## 332            No          Rec  9.6582130          Unf -35.286771
## 333            No          GLQ 10.2276656          LwQ   1.396282
## 334            Av          GLQ  9.3421962          Unf -35.286771
## 335            Gd          GLQ  9.6157719          Unf -35.286771
## 336            Gd          ALQ 10.4432005          BLQ   1.372782
## 337            Gd          GLQ 10.4432005          Unf -35.286771
## 338            Av          GLQ  9.5724932          Unf -35.286771
## 339            Mn          ALQ  7.1147297          Unf -35.286771
## 340            No          Rec  8.9428195          Unf -35.286771
## 341            No          Unf -3.6825115          Unf -35.286771
## 342            No          Unf -3.6825115          Unf -35.286771
## 343            No          BLQ -3.6825115          Unf -35.286771
## 344            No          GLQ  3.9615812          Unf -35.286771
## 345            No          Rec  6.2743216          BLQ   1.384227
## 346            No          Unf -3.6825115          Unf -35.286771
## 347            Mn          BLQ  8.6388420          Unf -35.286771
## 348            No          BLQ 10.4774916          Unf -35.286771
## 349            No          GLQ  8.9034124          Unf -35.286771
## 350            No          GLQ 10.6938780          Unf -35.286771
## 351            No          Unf -3.6825115          Unf -35.286771
## 352            Gd          GLQ 10.1503887          Unf -35.286771
## 353            Mn          LwQ  7.2918762          Rec   1.393080
## 354            No          Unf -3.6825115          Unf -35.286771
## 355            No          LwQ  8.1772910          Unf -35.286771
## 356            No          ALQ  7.9057012          BLQ   1.397832
## 357            No          GLQ  8.8598752          Unf -35.286771
## 358            No          ALQ  9.7226457          Unf -35.286771
## 359            Av          BLQ  7.7136541          Rec   1.388862
## 360            Av          GLQ  9.9012017          Unf -35.286771
## 361            Av          GLQ  9.4807463          Unf -35.286771
## 362            No          Rec  8.2284106          Unf -35.286771
## 363            No          Unf -3.6825115          Unf -35.286771
## 364            No          ALQ  6.6507824          Unf -35.286771
## 365            Mn          GLQ  9.3204914          Unf -35.286771
## 366            No          Rec  8.4745834          Unf -35.286771
## 367            No          BLQ  9.0195006          Unf -35.286771
## 368            Gd          GLQ  8.0956655          Unf -35.286771
## 369            No          LwQ  8.7910872          Unf -35.286771
## 370            No          ALQ  5.3491114          Rec   1.386402
## 371            No          Unf -3.6825115          Unf -35.286771
## 372            No          ALQ -3.6825115          Unf -35.286771
## 373            No          ALQ  9.0629856          LwQ   1.366658
## 374            No          BLQ  8.3573439          LwQ   1.378319
## 375            No          Unf -3.6825115          Unf -35.286771
## 376            Gd          BLQ  7.9900587          Unf -35.286771
## 377            Av          GLQ  7.7017573          Unf -35.286771
## 378            No          Unf -3.6825115          Unf -35.286771
## 379            Av          GLQ 10.7449467          Unf -35.286771
## 380            No          Unf -3.6825115          Unf -35.286771
## 381            No          LwQ  7.1546543          Unf -35.286771
## 382            No          Unf -3.6825115          Unf -35.286771
## 383            Av          Unf -3.6825115          Unf -35.286771
## 384            No          Unf -3.6825115          Unf -35.286771
## 385            Av          GLQ  9.9610631          Unf -35.286771
## 386            No          GLQ  3.7474173          Unf -35.286771
## 387            No          Unf -3.6825115          Unf -35.286771
## 388            Av          ALQ  9.0874412          Unf -35.286771
## 389            No          Unf -3.6825115          Unf -35.286771
## 390            Av          GLQ 10.4936418          Unf -35.286771
## 391            No          Rec  7.3283219          BLQ   1.393504
## 392            No          ALQ  9.2596525          Unf -35.286771
## 393            Mn          GLQ -3.6825115          Unf -35.286771
## 394            No          Rec  7.5009410          Unf -35.286771
## 395            No          Unf -3.6825115          Unf -35.286771
## 396            Av          BLQ  9.3928887          Unf -35.286771
## 397            Av          Rec  9.4908530          Unf -35.286771
## 398            No          ALQ  8.7910872          Unf -35.286771
## 399            No          Unf -3.6825115          Unf -35.286771
## 400            No          GLQ  9.5773444          Unf -35.286771
## 401            No          GLQ  9.5134230          Unf -35.286771
## 402            Av          GLQ  3.7474173          Unf -35.286771
## 403            No          Unf -3.6825115          Unf -35.286771
## 404            No          Unf -3.6825115          Unf -35.286771
## 405            No          Unf -3.6825115          Unf -35.286771
## 406            No          BLQ 10.2131486          Unf -35.286771
## 407            No          Unf -3.6825115          Unf -35.286771
## 408            No          Unf -3.6825115          Unf -35.286771
## 409            No          Unf -3.6825115          Unf -35.286771
## 410            No          GLQ  9.5208948          Unf -35.286771
## 411            No          Unf -3.6825115          Unf -35.286771
## 412            Mn          Rec 10.1011880          Unf -35.286771
## 413            Av          GLQ  8.9199214          Unf -35.286771
## 414            No          Unf -3.6825115          Unf -35.286771
## 415            No          BLQ  4.7976644          GLQ   1.397548
## 416            Av          GLQ  3.7474173          Unf -35.286771
## 417            No          ALQ  7.0821787          Unf -35.286771
## 418            No          BLQ 10.2348892          Unf -35.286771
## 419            No          ALQ  7.7835723          Unf -35.286771
## 420            No          BLQ  9.4858055          Unf -35.286771
## 421            Gd          GLQ 10.5398443          Unf -35.286771
## 422            No          ALQ 10.4382595          Unf -35.286771
## 423            No          Unf -3.6825115          Unf -35.286771
## 424            No          GLQ  9.9630989          Unf -35.286771
## 425            No          LwQ  9.0413541          Unf -35.286771
## 426            No          Unf -3.6825115          Unf -35.286771
## 427            Gd          GLQ 10.8479779          Unf -35.286771
## 428            No          Rec  7.6411749          Unf -35.286771
## 429            No          GLQ  9.1854620          Unf -35.286771
## 430            Mn          GLQ 10.0014304          Unf -35.286771
## 431            No          ALQ  8.1725794          Unf -35.286771
## 432            No          Unf -3.6825115          Unf -35.286771
## 433            No          ALQ  8.5347523          Unf -35.286771
## 434            No          Unf -3.6825115          Unf -35.286771
## 435            Av          ALQ  8.6275305          Unf -35.286771
## 436            Av          GLQ  8.1631232          ALQ   1.391534
## 437            No          Unf -3.6825115          Unf -35.286771
## 438            No          Unf -3.6825115          Unf -35.286771
## 439            No          LwQ  8.0660521          Unf -35.286771
## 440            Mn          Unf -3.6825115          Unf -35.286771
## 441            Gd          GLQ 11.1687557          ALQ   1.397724
## 442            No          ALQ  6.3242886          Unf -35.286771
## 443            No          Unf -3.6825115          Unf -35.286771
## 444            Av          Unf -3.6825115          Unf -35.286771
## 445            No          GLQ  9.1206166          Unf -35.286771
## 446            No          Unf -3.6825115          Unf -35.286771
## 447            No          ALQ  7.3711699          Rec   1.400696
## 448            No          Unf -3.6825115          Unf -35.286771
## 449            No          Unf -3.6825115          Unf -35.286771
## 450            No          ALQ  7.8894809          Unf -35.286771
## 451            No          Unf -3.6825115          Unf -35.286771
## 452            Gd          ALQ  9.1591713          Unf -35.286771
## 453            No          ALQ  9.4007854          Unf -35.286771
## 454            No          Unf -3.6825115          Unf -35.286771
## 455            No          ALQ 10.9664167          Unf -35.286771
## 456            No          ALQ  9.8158977          Unf -35.286771
## 457            No          Unf -3.6825115          Unf -35.286771
## 458            Gd          BLQ 10.2131486          Unf -35.286771
## 459            No          Unf -3.6825115          Unf -35.286771
## 460            No          LwQ  6.8742241          Unf -35.286771
## 461            No          GLQ  8.8050260          Unf -35.286771
## 462            No          ALQ  7.9900587          BLQ   1.382033
## 463            No          Rec  8.8360543          BLQ   1.389853
## 464            No          LwQ  7.8621510          Unf -35.286771
## 465            No          Rec  9.0413541          Unf -35.286771
## 466            No          Unf -3.6825115          Unf -35.286771
## 467            Gd          GLQ  9.4933723          Unf -35.286771
## 468            No          LwQ  8.1678568          Unf -35.286771
## 469            No          Unf -3.6825115          Unf -35.286771
## 470            No          GLQ  8.3487081          Unf -35.286771
## 471            Av          GLQ  8.0809131          BLQ   1.404411
## 472            No          Unf -3.6825115          Unf -35.286771
## 473            Gd          GLQ  8.4867581          Unf -35.286771
## 474            Gd          GLQ 10.6036191          Unf -35.286771
## 475            Av          GLQ 10.3542950          Unf -35.286771
## 476            No          GLQ  9.0843996          Unf -35.286771
## 477            Gd          GLQ  9.9793187          Unf -35.286771
## 478            Av          Unf -3.6825115          Unf -35.286771
## 479            Gd          GLQ 10.5064806          Unf -35.286771
## 480            No          Rec  6.7116935          Unf -35.286771
## 481            Gd          GLQ 10.4628583          Unf -35.286771
## 482            Gd          GLQ 10.9146655          Unf -35.286771
## 483            No          ALQ  7.7077146          Unf -35.286771
## 484            No          GLQ  9.7741989          Unf -35.286771
## 485            No          ALQ  8.9525577          Unf -35.286771
## 486            No          ALQ  9.0132153          Unf -35.286771
## 487            No          ALQ  9.6347360          Unf -35.286771
## 488            Av          ALQ  9.9873846          Unf -35.286771
## 489            No          BLQ  9.1854620          Unf -35.286771
## 490            Av          GLQ  8.7018063          Unf -35.286771
## 491            Mn          Unf -3.6825115          Unf -35.286771
## 492            No          BLQ  8.2466858          Rec   1.376037
## 493            No          Unf -3.6825115          Unf -35.286771
## 494            No          BLQ  8.1103111          LwQ   1.397570
## 495            No          Unf -3.6825115          Unf -35.286771
## 496            No          Rec  8.6275305          Unf -35.286771
## 497            No          GLQ 10.4133931          Unf -35.286771
## 498            No          Rec  7.8785938          Unf -35.286771
## 499            No          ALQ  8.4500165          Unf -35.286771
## 500            No          BLQ  6.0306492          LwQ   1.387903
## 501            No          BLQ  8.0208010          Unf -35.286771
## 502            No          GLQ  8.2329948          Unf -35.286771
## 503            No          ALQ  9.2819749          GLQ   1.358190
## 504            No          ALQ 10.4399077          Unf -35.286771
## 505            No          ALQ  7.4405466          Rec   1.396696
## 506            No          Unf -3.6825115          Unf -35.286771
## 507            No          GLQ  8.1392882          Unf -35.286771
## 508            No          GLQ  3.9107541          Unf -35.286771
## 509            No          Rec  6.4202961          Unf -35.286771
## 510            No          ALQ  9.9732501          Unf -35.286771
## 511            No          BLQ  9.1444247          Rec   1.378319
## 512            No          Unf -3.6825115          Unf -35.286771
## 513            No          BLQ  8.7235834          LwQ   1.377446
## 514            No          ALQ  7.9164421          Unf -35.286771
## 515            No          Unf -3.6825115          Unf -35.286771
## 516            No          GLQ 10.7319218          Unf -35.286771
## 517            No          Unf -3.6825115          Unf -35.286771
## 518            No          Unf -3.6825115          Unf -35.286771
## 519            Mn          GLQ  9.3040684          Unf -35.286771
## 520            No          Unf -3.6825115          Unf -35.286771
## 521            No          ALQ -3.6825115          Unf -35.286771
## 522            No          Rec  9.4908530          Unf -35.286771
## 523            No          ALQ  8.2284106          Unf -35.286771
## 524            Gd          GLQ 11.6990190          Unf -35.286771
## 525            No          GLQ  9.3394950          Unf -35.286771
## 526            No          Unf -3.6825115          Unf -35.286771
## 527            No          Rec  8.1248515          Unf -35.286771
## 528            Av          GLQ 10.5727303          Unf -35.286771
## 529            Mn          ALQ  7.9797059          Unf -35.286771
## 530            No          Rec 10.3933030          Unf -35.286771
## 531            Av          GLQ  9.5059256          Unf -35.286771
## 532            Mn          Unf -3.6825115          Unf -35.286771
## 533            No          Rec -3.6825115          Unf -35.286771
## 534            No          Unf -3.6825115          Unf -35.286771
## 535            Av          Unf -3.6825115          Unf -35.286771
## 536            Gd          GLQ  9.9282352          Unf -35.286771
## 537            Av          Unf -3.6825115          Unf -35.286771
## 538            No          BLQ  8.9910689          Unf -35.286771
## 539            No          BLQ  9.2114343          Unf -35.286771
## 540            Av          GLQ 10.6158595          Unf -35.286771
## 541            Av          GLQ 10.4612266          Unf -35.286771
## 542            No          Unf -3.6825115          Unf -35.286771
## 543            No          LwQ  6.4550399          GLQ   1.404454
## 544            Av          GLQ  8.9395635          LwQ   1.371107
## 545            Av          GLQ  8.8394739          Unf -35.286771
## 546            No          GLQ  9.9954216          LwQ   1.381135
## 547            No          Rec  7.7136541          Unf -35.286771
## 548            Av          ALQ  9.0506517          Unf -35.286771
## 549            No          LwQ  6.8278644          Rec   1.399698
## 550            No          Unf -3.6825115          Unf -35.286771
## 551            No          ALQ  8.8564887          Unf -35.286771
## 552            No          Rec  7.7605390          Unf -35.286771
## 553            Av          Unf -3.6825115          Unf -35.286771
## 554            No          LwQ -3.6825115          Unf -35.286771
## 555            No          GLQ  9.7044279          Unf -35.286771
## 556            No          Unf -3.6825115          Unf -35.286771
## 557            No          Rec  9.7697635          Unf -35.286771
## 558            No          Rec  9.1056008          Unf -35.286771
## 559            Gd          GLQ  9.0037522          Unf -35.286771
## 560            Gd          Unf -3.6825115          Unf -35.286771
## 561            No          ALQ 10.5287769          Unf -35.286771
## 562            Av          ALQ 10.1297042          LwQ   1.367207
## 563            No          BLQ  7.6534410          Unf -35.286771
## 564            Mn          Unf -3.6825115          Unf -35.286771
## 565            No          GLQ  9.3636853          Unf -35.286771
## 566            No          Unf -3.6825115          Unf -35.286771
## 567            No          Unf -3.6825115          Unf -35.286771
## 568            No          GLQ  0.7179888          Unf -35.286771
## 569            Gd          GLQ 10.7391669          Unf -35.286771
## 570            Gd          GLQ  9.8738357          Unf -35.286771
## 571            No          LwQ  7.2547297          Unf -35.286771
## 572            No          BLQ  8.2961146          Unf -35.286771
## 573            Av          Unf -3.6825115          Unf -35.286771
## 574            No          Unf -3.6825115          Unf -35.286771
## 575            Av          ALQ  7.9848889          Unf -35.286771
## 576            No          Rec  8.4167984          Unf -35.286771
## 577            No          Unf -3.6825115          Unf -35.286771
## 578            Av          LwQ  7.8731279          ALQ   1.397980
## 579            No          Unf -3.6825115          Unf -35.286771
## 580            No          Unf -3.6825115          Unf -35.286771
## 581            No          BLQ  8.9719007          Rec   1.382976
## 582            No          Unf -3.6825115          Unf -35.286771
## 583            Av          GLQ  9.5870146          Unf -35.286771
## 584            No          Unf -3.6825115          Unf -35.286771
## 585            No          Unf -3.6825115          Unf -35.286771
## 586            Gd          GLQ 10.7664935          Unf -35.286771
## 587            Mn          Rec  7.0903686          ALQ   1.399041
## 588            Av          ALQ  9.2085640          Unf -35.286771
## 589            Gd          GLQ 10.5633822          Unf -35.286771
## 590            No          Unf -3.6825115          Unf -35.286771
## 591            No          GLQ  8.6085404          Unf -35.286771
## 592            Gd          GLQ 10.5851356          Unf -35.286771
## 593            No          GLQ  9.5870146          Unf -35.286771
## 594            Av          GLQ  9.2455826          Unf -35.286771
## 595            No          Unf -3.6825115          Unf -35.286771
## 596            Gd          GLQ 10.7115144          Unf -35.286771
## 597            No          Unf -3.6825115          Unf -35.286771
## 598            Av          Unf -3.6825115          Unf -35.286771
## 599            Mn          ALQ 10.4984648          LwQ   1.372782
## 600            No          LwQ  5.5316178          GLQ   1.399146
## 601            Av          GLQ  8.8119608          Unf -35.286771
## 602            No          Unf -3.6825115          Unf -35.286771
## 603            Mn          GLQ  9.5208948          Unf -35.286771
## 604            No          Unf -3.6825115          Unf -35.286771
## 605            Mn          GLQ  9.8289042          Unf -35.286771
## 606            No          BLQ  8.4664269          Unf -35.286771
## 607            No          GLQ  9.3743503          Unf -35.286771
## 608            No          GLQ  9.0005885          Unf -35.286771
## 609            Mn          BLQ  8.3573439          Unf -35.286771
## 610            Mn          Rec  9.7874520          Unf -35.286771
## 611            Mn          GLQ  9.7896532          Unf -35.286771
## 612            Av          ALQ  9.0069113          Unf -35.286771
## 613            Av          GLQ  9.9712235          Unf -35.286771
## 614            No          ALQ  7.0573958          Unf -35.286771
## 615            Av          LwQ  6.5226181          GLQ   1.396309
## 616            Gd          GLQ  9.4552725          Unf -35.286771
## 617            No          GLQ  8.4786496          Unf -35.286771
## 618            No          Unf -3.6825115          Unf -35.286771
## 619            Av          GLQ  4.7371843          Unf -35.286771
## 620            Gd          GLQ  9.7158316          Unf -35.286771
## 621            No          BLQ  4.5059749          Unf -35.286771
## 622            No          ALQ  9.9012017          Rec   1.378599
## 623            No          BLQ  8.8598752          Unf -35.286771
## 624            No          GLQ  8.3225802          Unf -35.286771
## 625            No          Rec  7.3711699          Unf -35.286771
## 626            No          Unf -3.6825115          Unf -35.286771
## 627            No          Unf -3.6825115          Unf -35.286771
## 628            Av          BLQ  9.2143008          LwQ   1.369500
## 629            Av          Rec  9.1444247          Unf -35.286771
## 630            Gd          GLQ  9.0660579          Rec   1.391152
## 631            No          Unf -3.6825115          Unf -35.286771
## 632            Mn          GLQ  3.7474173          Unf -35.286771
## 633            No          ALQ  9.6014405          Unf -35.286771
## 634            No          BLQ  8.5700318          LwQ   1.395984
## 635            No          GLQ 10.1011880          Unf -35.286771
## 636            No          LwQ  7.4337192          Unf -35.286771
## 637            No          Unf -3.6825115          Unf -35.286771
## 638            No          Unf -3.6825115          Unf -35.286771
## 639            No          Unf -3.6825115          Unf -35.286771
## 640            Av          GLQ 10.2812895          Unf -35.286771
## 641            Gd          GLQ 10.3916208          Unf -35.286771
## 642            No          GLQ  9.3902501          Unf -35.286771
## 643            Gd          GLQ 10.6938780          Unf -35.286771
## 644            No          Rec  8.6199553          BLQ   1.388425
## 645            Mn          GLQ 10.2222326          Unf -35.286771
## 646            No          ALQ  7.6039113          LwQ   1.299795
## 647            No          Rec -3.6825115          Unf -35.286771
## 648            Mn          Rec  8.6463490          Unf -35.286771
## 649            No          Unf -3.6825115          Unf -35.286771
## 650            Av          BLQ  6.2994766          GLQ   1.396796
## 651            No          Unf -3.6825115          Unf -35.286771
## 652            Mn          Unf -3.6825115          Unf -35.286771
## 653            No          Unf -3.6825115          Unf -35.286771
## 654            No          Unf -3.6825115          Unf -35.286771
## 655            Gd          GLQ 11.0816591          Unf -35.286771
## 656            No          Unf -3.6825115          Unf -35.286771
## 657            No          ALQ  9.5627584          Unf -35.286771
## 658            No          Unf -3.6825115          Unf -35.286771
## 659            No          Unf -3.6825115          Unf -35.286771
## 660            No          BLQ  9.1056008          Unf -35.286771
## 661            No          Unf -3.6825115          Unf -35.286771
## 662            No          GLQ 10.6204330          Rec   1.378319
## 663            No          Unf -3.6825115          Unf -35.286771
## 664            Av          BLQ  9.8245772          Rec   1.378319
## 665            Mn          GLQ 11.1126945          Unf -35.286771
## 666            No          Unf -3.6825115          Unf -35.286771
## 667            No          LwQ  6.8924531          Rec   1.400829
## 668            No          GLQ 10.2528482          Unf -35.286771
## 669            No          Rec  9.9671649          Unf -35.286771
## 670            No          Unf -3.6825115          Unf -35.286771
## 671            No          GLQ  6.9461076          Unf -35.286771
## 672            No          BLQ  8.8291986          Unf -35.286771
## 673            No          ALQ  9.4654978          Unf -35.286771
## 674            No          GLQ 10.3371243          Unf -35.286771
## 675            No          Rec  9.7630936          Unf -35.286771
## 676            No          ALQ  7.7778390          Unf -35.286771
## 677            No          Unf -3.6825115          Unf -35.286771
## 678            No          Unf -3.6825115          Unf -35.286771
## 679            Mn          Unf -3.6825115          Unf -35.286771
## 680            No          Rec  9.6133898          Unf -35.286771
## 681            No          BLQ  8.8015500          BLQ   1.366093
## 682            No          Rec  6.8465455          Unf -35.286771
## 683            Mn          GLQ  9.9974263          Unf -35.286771
## 684            Av          GLQ 10.1069203          Unf -35.286771
## 685            No          Unf -3.6825115          Unf -35.286771
## 686            Mn          GLQ  9.6157719          LwQ   1.378599
## 687            No          Unf -3.6825115          Unf -35.286771
## 688            No          GLQ  7.3138259          Unf -35.286771
## 689            Av          GLQ  9.8780678          Unf -35.286771
## 690            Av          ALQ  3.4983823          Unf -35.286771
## 691            Gd          GLQ  9.2791972          Unf -35.286771
## 692            Gd          GLQ 10.7593334          Unf -35.286771
## 693            Gd          GLQ  9.9199521          Unf -35.286771
## 694            No          Unf -3.6825115          Unf -35.286771
## 695            No          Unf -3.6825115          Unf -35.286771
## 696            No          GLQ  9.9508562          LwQ   1.310110
## 697            No          LwQ  9.0413541          Unf -35.286771
## 698            Mn          LwQ  7.0903686          ALQ   1.397980
## 699            No          GLQ  8.8360543          BLQ   1.365512
## 700            Mn          GLQ  3.1997641          Unf -35.286771
## 701            Gd          GLQ 10.4839653          Unf -35.286771
## 702            No          Unf -3.6825115          Unf -35.286771
## 703            No          Unf -3.6825115          Unf -35.286771
## 704            No          Unf -3.6825115          Unf -35.286771
## 705            Av          GLQ  9.3204914          Unf -35.286771
## 706            Mn          Rec -3.6825115          Unf -35.286771
## 707            Gd          GLQ 10.3933030          Unf -35.286771
## 708            No          GLQ  9.6975572          Unf -35.286771
## 709            Av          Unf -3.6825115          Unf -35.286771
## 710            No          Unf -3.6825115          Unf -35.286771
## 711            No          Unf -3.6825115          Unf -35.286771
## 712            Mn          Unf -3.6825115          Unf -35.286771
## 713            Mn          GLQ  9.4654978          Unf -35.286771
## 714            Av          ALQ  9.5208948          Unf -35.286771
## 715            No          GLQ  8.7664695          Unf -35.286771
## 716            No          Unf -3.6825115          Unf -35.286771
## 717            No          Unf -3.6825115          Unf -35.286771
## 718            No          BLQ 10.1541292          Unf -35.286771
## 719            Gd          GLQ 10.3146067          Unf -35.286771
## 720            Gd          ALQ  8.7307923          Unf -35.286771
## 721            Gd          GLQ 10.2706658          Unf -35.286771
## 722            Av          GLQ  9.1796474          Unf -35.286771
## 723            No          ALQ  6.9283914          Unf -35.286771
## 724            No          Unf -3.6825115          Unf -35.286771
## 725            No          GLQ 10.4183881          Unf -35.286771
## 726            No          ALQ  8.1151695          BLQ   1.384852
## 727            No          GLQ  9.5676312          Unf -35.286771
## 728            Av          GLQ  9.3529674          Unf -35.286771
## 729            No          Unf -3.6825115          Unf -35.286771
## 730            No          BLQ  6.5446046          Unf -35.286771
## 731            No          GLQ 10.3267593          Unf -35.286771
## 732            Av          GLQ  9.5134230          Unf -35.286771
## 733            Av          ALQ  7.4061676          Unf -35.286771
## 734            No          BLQ  8.9719007          Unf -35.286771
## 735            No          Unf -3.6825115          Unf -35.286771
## 736            Mn          Rec  8.1866816          Unf -35.286771
## 737            No          BLQ -3.6825115          Unf -35.286771
## 738            No          Unf -3.6825115          Unf -35.286771
## 739            Gd          GLQ 10.3611272          Unf -35.286771
## 740            No          Unf -3.6825115          Unf -35.286771
## 741            No          Unf -3.6825115          Unf -35.286771
## 742            Mn          GLQ  9.6252744          Unf -35.286771
## 743            No          Unf -3.6825115          Unf -35.286771
## 744            Av          ALQ  8.4251533          Unf -35.286771
## 745            No          GLQ  9.3770084          Unf -35.286771
## 746            No          GLQ  8.9100315          ALQ   1.350471
## 747            No          GLQ  7.7136541          Unf -35.286771
## 748            No          Unf -3.6825115          Unf -35.286771
## 749            No          GLQ  9.8224105          Unf -35.286771
## 750            No          BLQ -3.6825115          Unf -35.286771
## 751            No          Unf -3.6825115          Unf -35.286771
## 752            No          Unf -3.6825115          Unf -35.286771
## 753            Gd          GLQ 10.3611272          Unf -35.286771
## 754            Mn          Unf -3.6825115          Unf -35.286771
## 755            No          GLQ  8.4042021          LwQ   1.396094
## 756            No          GLQ  8.1440776          Unf -35.286771
## 757            Av          GLQ  3.4983823          Unf -35.286771
## 758            Mn          Rec  8.3999862          Unf -35.286771
## 759            No          ALQ  8.8223204          Unf -35.286771
## 760            Av          LwQ  4.9668803          ALQ   1.339565
## 761            No          Rec  9.0288939          Unf -35.286771
## 762            Mn          LwQ  8.2557624          Unf -35.286771
## 763            Mn          GLQ  3.7474173          Unf -35.286771
##      BsmtUnfSF TotalBsmtSF Heating HeatingQC CentralAir Electrical
## 1    22.891454  166.081334    GasA        Ex          Y      SBrkr
## 2    32.353245  218.982565    GasA        Ex          Y      SBrkr
## 3    40.553460  174.842039    GasA        Ex          Y      SBrkr
## 4    45.516547  151.996395    GasA        Gd          Y      SBrkr
## 5    43.242033  204.330536    GasA        Ex          Y      SBrkr
## 6    14.196229  157.692173    GasA        Ex          Y      SBrkr
## 7    34.313298  269.077212    GasA        Ex          Y      SBrkr
## 8    27.920761  199.478696    GasA        Ex          Y      SBrkr
## 9    61.265159  179.155086    GasA        Gd          Y      FuseF
## 10   22.039736  184.354641    GasA        Ex          Y      SBrkr
## 11   21.514194  190.803270    GasA        Ex          Y      SBrkr
## 12   25.059909  208.127673    GasA        Ex          Y      SBrkr
## 13   24.905164  173.756952    GasA        TA          Y      SBrkr
## 14   77.429519  246.914735    GasA        Ex          Y      SBrkr
## 15   44.619800  217.870050    GasA        TA          Y      SBrkr
## 16   57.104689  162.747028    GasA        Ex          Y      FuseA
## 17   40.155663  186.074430    GasA        Ex          Y      SBrkr
## 18   -1.786552   -1.359786    GasA        TA          Y      SBrkr
## 19   42.204934  200.376077    GasA        Ex          Y      SBrkr
## 20   44.845564  189.363509    GasA        TA          Y      SBrkr
## 21   67.842074  205.979497    GasA        Ex          Y      SBrkr
## 22   49.649418  134.499029    GasA        Ex          Y      FuseF
## 23   84.700512  279.320314    GasA        Ex          Y      SBrkr
## 24   26.780839  190.803270    GasA        TA          Y      SBrkr
## 25   27.069929  193.409650    GasA        Ex          Y      SBrkr
## 26   79.339815  255.318198    GasA        Ex          Y      SBrkr
## 27   25.290413  172.124077    GasA        TA          Y      SBrkr
## 28   43.055210  271.115919    GasA        Ex          Y      SBrkr
## 29   27.284909  245.738304    GasA        TA          Y      SBrkr
## 30   44.619800  116.331008    GasA        Fa          N      SBrkr
## 31   50.138366  136.304442    GasA        TA          N      SBrkr
## 32   69.942767  214.767365    GasA        Gd          Y      SBrkr
## 33   70.120035  215.513683    GasA        Ex          Y      SBrkr
## 34   37.792803  235.522850    GasA        Gd          Y      SBrkr
## 35   39.246876  254.738335    GasA        Ex          Y      SBrkr
## 36   66.582396  200.760163    GasA        Ex          Y      SBrkr
## 37   65.959615  198.193834    GasA        Ex          Y      SBrkr
## 38   16.577669  223.287138    GasA        Gd          Y      SBrkr
## 39   34.830101  193.019617    GasA        TA          Y      SBrkr
## 40   -1.786552   -1.359786    GasA        TA          N      FuseP
## 41   41.094550  197.034522    GasA        Ex          Y      SBrkr
## 42   37.951078  229.741339    GasA        Gd          Y      SBrkr
## 43   -1.786552  163.861556    GasA        Gd          Y      SBrkr
## 44   24.277252  177.273438    GasA        TA          Y      SBrkr
## 45   42.061657  204.965397    GasA        Ex          Y      FuseA
## 46   71.927399  276.521908    GasA        Ex          Y      SBrkr
## 47   16.465760  239.820868    GasA        Ex          Y      SBrkr
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## 328  56.600452  233.722466    GasA        TA          Y      SBrkr
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## 341  61.766499  181.162166    GasA        Ex          Y      SBrkr
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## 346  61.932756  181.829161    GasA        Gd          Y      SBrkr
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## 351  86.938703  289.520906    GasA        Ex          Y      SBrkr
## 352  37.314230  242.076504    GasA        Gd          Y      SBrkr
## 353  -1.786552  131.315368    GasA        TA          N      SBrkr
## 354  49.114550  132.531884    GasA        Gd          Y      SBrkr
## 355  46.046718  177.542746    GasA        Ex          Y      SBrkr
## 356  34.601294  211.270300    GasA        Ex          Y      SBrkr
## 357  48.028005  205.979497    GasA        Gd          Y      SBrkr
## 358  31.362326  203.949229    GasA        TA          Y      SBrkr
## 359  42.204934  193.669492    GasA        Ex          Y      FuseF
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## 361  19.768118  170.484811    GasA        Ex          Y      SBrkr
## 362  42.961514  169.799871    GasA        Gd          Y      SBrkr
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## 365  16.577669  157.692173    GasA        TA          Y      SBrkr
## 366  27.920761  139.737750    GasA        Gd          Y      FuseA
## 367  55.394719  235.043303    GasA        Gd          Y      SBrkr
## 368  53.251405  198.451080    GasA        Gd          Y      SBrkr
## 369  53.251405  219.722951    GasA        Gd          Y      SBrkr
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## 375  57.640304  164.834219    GasA        Ex          Y      SBrkr
## 376  35.227194  141.367565    GasA        Gd          N      FuseA
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## 378  79.706176  256.938937    GasA        Ex          Y      SBrkr
## 379  39.399699  288.088597    GasA        Ex          Y      SBrkr
## 380  62.264005  183.160146    GasA        Ex          Y      SBrkr
## 381  56.237663  188.970065    GasA        TA          Y      SBrkr
## 382  71.840944  222.796925    GasA        Ex          Y      SBrkr
## 383  60.827492  177.408113    GasA        Ex          Y      SBrkr
## 384  55.357794  155.992431    GasA        TA          N      FuseA
## 385  47.901142  256.938937    GasA        Ex          Y      SBrkr
## 386  70.060993  218.241148    GasA        Ex          Y      SBrkr
## 387  50.502148  137.652088    GasA        TA          Y      SBrkr
## 388  39.348819  190.933936    GasA        Ex          Y      SBrkr
## 389  76.728527  243.851171    GasA        Ex          Y      SBrkr
## 390  38.939552  268.623302    GasA        Ex          Y      SBrkr
## 391  28.816495  166.772515    GasA        Ex          Y      SBrkr
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## 395  53.518987  148.970870    GasA        Gd          Y      FuseA
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## 397  19.958327  171.305250    GasA        TA          Y      SBrkr
## 398  34.715872  167.186659    GasA        TA          Y      SBrkr
## 399  61.566428  180.360436    GasA        Gd          Y        Mix
## 400  32.108162  197.550118    GasA        Ex          Y      SBrkr
## 401  42.490129  218.735541    GasA        Ex          Y      SBrkr
## 402  71.638830  224.877283    GasA        Ex          Y      SBrkr
## 403  51.063170  139.737750    GasA        Ex          Y      SBrkr
## 404  67.322492  203.822062    GasA        Gd          Y      SBrkr
## 405  56.164839  159.102897    GasA        Gd          Y      SBrkr
## 406  24.117961  221.323611    GasA        Ex          Y      SBrkr
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## 408  57.390939  163.861556    GasA        Ex          Y      SBrkr
## 409  64.887848  193.799359    GasA        Ex          Y      SBrkr
## 410  29.885059  190.018502    GasA        Ex          Y      SBrkr
## 411  71.349148  220.708539    GasA        TA          Y      FuseA
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## 413  59.219581  244.087391    GasA        Ex          Y      SBrkr
## 414  63.117521  186.602280    GasA        Gd          Y      FuseA
## 415  43.659642  196.001663    GasA        Ex          Y      SBrkr
## 416  72.501249  228.529330    GasA        Ex          Y      SBrkr
## 417  41.965885  139.737750    GasA        TA          Y      SBrkr
## 418  29.687395  232.157502    GasW        TA          N      FuseA
## 419  41.045636  151.996395    GasA        Fa          N      FuseF
## 420  32.169595  192.889534    GasA        Ex          Y      SBrkr
## 421   9.946075  229.014450    GasA        Ex          Y      SBrkr
## 422  36.503654  259.477342    GasA        Gd          Y      SBrkr
## 423  62.461954  183.956830    GasA        Ex          Y      FuseA
## 424  42.961514  244.087391    GasA        Gd          Y      SBrkr
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## 429  45.693913  212.271877    GasA        Ex          Y      SBrkr
## 430  38.161160  234.803379    GasA        TA          Y      SBrkr
## 431  17.872366  110.343439    GasA        TA          Y      SBrkr
## 432  59.530667  172.260392    GasA        Gd          Y      SBrkr
## 433  32.958580  153.285490    GasA        Ex          Y      SBrkr
## 434  60.386815  175.654041    GasA        Ex          Y      SBrkr
## 435  21.602581  133.441274    GasA        Gd          Y      SBrkr
## 436  14.945164  158.115932    GasA        Ex          Y      SBrkr
## 437  50.097793  136.154366    GasA        TA          Y      FuseA
## 438  58.941753  169.936950    GasA        Gd          Y      SBrkr
## 439  15.545315  103.213036    GasA        TA          N      SBrkr
## 440  51.539458  141.515347    GasA        Gd          Y      SBrkr
## 441  55.505355  414.096037    GasA        Ex          Y      SBrkr
## 442  72.243555  240.534115    GasA        TA          N      FuseF
## 443  65.362747  195.743098    GasA        TA          Y      SBrkr
## 444  70.824876  218.488402    GasA        Ex          Y      SBrkr
## 445  31.675060  174.164185    GasA        Ex          Y      SBrkr
## 446  75.857277  240.058714    GasA        Fa          Y      SBrkr
## 447  46.265937  249.611814    GasA        Ex          Y      SBrkr
## 448  60.522732  176.194519    GasA        Gd          Y      SBrkr
## 449  55.209860  155.424160    GasA        TA          Y      SBrkr
## 450  34.371076  136.304442    GasA        Ex          Y      SBrkr
## 451  56.419333  160.087353    GasA        Ex          Y      FuseA
## 452  58.732565  251.480979    GasA        TA          Y      SBrkr
## 453  21.157336  168.288990    GasA        Ex          Y      SBrkr
## 454  54.763789  153.714200    GasA        Ex          Y      SBrkr
## 455  20.426926  273.824412    GasA        TA          Y      SBrkr
## 456  34.830101  216.507124    GasA        Fa          Y      SBrkr
## 457  49.114550  132.531884    GasA        Fa          N      SBrkr
## 458  30.081528  231.433744    GasA        Ex          Y      SBrkr
## 459  47.603891  127.020522    GasA        Fa          Y      SBrkr
## 460  44.800497  145.189641    GasA        TA          Y      SBrkr
## 461  32.596626  162.747028    GasA        Ex          Y      SBrkr
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## 466  74.169412  232.759924    GasA        Ex          Y      SBrkr
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## 468  35.731721  147.956757    GasA        Ex          Y      SBrkr
## 469  80.898759  262.234895    GasA        Ex          Y      SBrkr
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## 472  56.237663  159.384425    GasA        TA          Y      SBrkr
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## 474  49.197194  301.201485    GasA        Ex          Y      SBrkr
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## 476  35.620178  181.562484    GasA        TA          Y      SBrkr
## 477  42.961514  245.031331    GasA        Ex          Y      SBrkr
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## 479  39.703697  271.228995    GasA        Ex          Y      SBrkr
## 480  53.671325  173.077357    GasA        TA          Y      SBrkr
## 481  46.917814  285.547288    GasA        Ex          Y      SBrkr
## 482  28.543628  280.993820    GasA        Ex          Y      SBrkr
## 483  48.574138  173.485245    GasA        Ex          Y      SBrkr
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## 485  39.399699  185.413749    GasA        Gd          Y      SBrkr
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## 488  43.055210  245.738304    GasA        Gd          Y      SBrkr
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## 491  31.110054   71.494918    GasA        TA          Y      SBrkr
## 492  29.421947  159.102897    GasA        TA          Y      FuseA
## 493  53.251405  147.956757    GasA        Gd          Y      SBrkr
## 494  36.883984  219.846249    GasA        TA          Y      FuseA
## 495  26.045337   56.365653    GasA        Gd          Y      FuseA
## 496  28.543628  146.794266    GasA        TA          N      FuseA
## 497  89.310514  424.111643    GasA        Ex          Y      SBrkr
## 498  52.050793  188.970065    GasA        Ex          Y      SBrkr
## 499  39.551970  167.186659    GasA        Ex          Y      SBrkr
## 500  44.710234  173.756952    GasA        Fa          Y      SBrkr
## 501  34.255430  139.737750    GasA        TA          Y      SBrkr
## 502  42.109467  167.462521    GasA        Gd          Y      SBrkr
## 503  39.854884  213.021786    GasA        Ex          Y      SBrkr
## 504  30.470969  247.736865    GasA        TA          Y      SBrkr
## 505  18.590727  165.942956    GasA        TA          Y      SBrkr
## 506  61.533023  180.226672    GasA        Gd          Y      SBrkr
## 507  38.681711  154.997397    GasA        Ex          Y      SBrkr
## 508  68.840009  213.521121    GasA        Ex          Y      SBrkr
## 509  45.870634  142.253311    GasA        Ex          Y      SBrkr
## 510  12.300087  190.933936    GasA        Ex          Y      SBrkr
## 511  25.136957  186.602280    GasA        Ex          Y      SBrkr
## 512  73.973372  231.916352    GasA        Ex          Y      SBrkr
## 513  24.435601  167.186659    GasA        TA          Y      SBrkr
## 514  54.012601  196.518372    GasA        TA          Y      SBrkr
## 515  54.763789  153.714200    Grav        Fa          N      SBrkr
## 516  46.831390  304.442852    GasA        Ex          Y      SBrkr
## 517  51.736690  142.253311    GasA        TA          Y      SBrkr
## 518  71.000043  219.229475    GasA        Ex          Y      SBrkr
## 519  17.018843  157.409406    GasA        Ex          Y      SBrkr
## 520  71.349148  220.708539    GasA        Ex          Y      SBrkr
## 521  -1.786552   -1.359786    GasA        TA          N      FuseA
## 522  42.157225  216.755191    GasA        Ex          Y      FuseA
## 523  48.322799  186.074430    GasA        Ex          Y      SBrkr
## 524  58.732565  418.265470    GasA        Ex          Y      SBrkr
## 525  50.582653  233.241399    GasA        Ex          Y      SBrkr
## 526  70.795641  218.364789    GasA        Ex          Y      SBrkr
## 527  46.002756  175.924365    GasA        TA          Y      SBrkr
## 528  20.426926  241.958003    GasA        Ex          Y      SBrkr
## 529  25.290413  117.608976    GasA        Ex          Y      SBrkr
## 530  56.528070  307.562701    GasA        TA          Y      SBrkr
## 531  51.301835  243.023657    GasA        Ex          Y      SBrkr
## 532  48.574138  130.552696    GasA        Ex          Y      SBrkr
## 533  -1.786552   -1.359786    GasA        Ex          Y      SBrkr
## 534  -1.786552   -1.359786    GasA        Fa          N      FuseF
## 535  52.440923  144.897110    GasA        Ex          Y      SBrkr
## 536  22.723413  200.760163    GasA        TA          Y      SBrkr
## 537  58.802373  169.388362    GasA        Ex          Y      SBrkr
## 538  31.110054  167.186659    GasA        TA          Y      SBrkr
## 539  37.686942  192.238578    GasA        TA          Y      SBrkr
## 540  28.406295  257.054542    GasA        Ex          Y      SBrkr
## 541  47.176193  286.100538    GasA        Ex          Y      SBrkr
## 542  61.833053  181.429085    GasA        Ex          Y      SBrkr
## 543  37.739907  264.980550    GasA        Ex          Y      SBrkr
## 544  -1.786552  147.230641    GasA        Ex          Y      SBrkr
## 545  18.285914  137.053805    GasA        Ex          Y      SBrkr
## 546  -1.786552  211.771332    GasA        Gd          Y      SBrkr
## 547  54.651733  194.058986    GasA        Ex          Y      FuseA
## 548  22.807573  153.714200    GasA        Ex          Y      SBrkr
## 549  -1.786552  161.769239    GasA        TA          Y      SBrkr
## 550  59.908802  173.756952    GasA        Ex          Y      SBrkr
## 551  44.165024  194.577812    GasA        TA          Y      SBrkr
## 552  48.948868  175.924365    GasA        Gd          Y      FuseA
## 553  83.009094  271.681105    GasA        Ex          Y      SBrkr
## 554  -1.786552   -1.359786    GasA        Ex          Y      SBrkr
## 555  21.336434  185.281497    GasA        Ex          Y      SBrkr
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## 557  26.562139  197.550118    GasA        TA          Y      FuseA
## 558  -1.786552  134.499029    GasA        Gd          Y      SBrkr
## 559  20.703531  148.101805    GasA        Ex          Y      SBrkr
## 560  74.141436  232.639491    GasA        Ex          Y      SBrkr
## 561  17.235706  234.803379    GasA        TA          Y      SBrkr
## 562  26.415422  234.443303    GasA        Gd          Y      SBrkr
## 563  52.402034  185.016876    GasA        Ex          Y      SBrkr
## 564  67.994173  206.612266    GasA        Ex          Y      SBrkr
## 565  37.099687  197.936451    GasA        Ex          Y      SBrkr
## 566  56.164839  159.102897    GasA        TA          N      FuseF
## 567  66.737227  201.399635    GasA        Ex          Y      SBrkr
## 568  77.991308  249.611814    GasA        Ex          Y      SBrkr
## 569  13.004293  247.149744    GasA        Ex          Y      SBrkr
## 570  -1.786552  177.946394    GasA        TA          Y      SBrkr
## 571  77.510012  273.824412    GasA        TA          Y      SBrkr
## 572  41.338311  167.186659    GasA        Ex          Y      SBrkr
## 573  57.604743  164.695412    GasA        Gd          Y      SBrkr
## 574  38.003700   93.611629    GasA        Ex          Y      SBrkr
## 575   7.667316   91.502199    GasA        TA          Y      SBrkr
## 576  38.318017  162.747028    GasA        TA          Y      SBrkr
## 577  58.135991  166.772515    GasA        Gd          Y      SBrkr
## 578  32.414249  206.738725    GasA        Ex          Y      SBrkr
## 579  51.736690  142.253311    GasA        Ex          Y      SBrkr
## 580  64.473578  192.108278    GasA        Ex          N      FuseF
## 581  35.114164  204.203466    GasA        Ex          Y      SBrkr
## 582  91.004490  308.313812    GasA        Ex          Y      SBrkr
## 583  -1.786552  160.508503    GasA        TA          Y      SBrkr
## 584  70.208508  215.886444    GasA        Gd          Y      SBrkr
## 585  58.941753  169.936950    GasA        Ex          Y      SBrkr
## 586  39.246876  289.410832    GasA        Ex          Y      SBrkr
## 587  -1.786552  160.508503    GasA        Ex          Y      SBrkr
## 588  24.356543  163.861556    GasA        TA          Y      SBrkr
## 589  19.576264  240.177600    GasA        Ex          Y      SBrkr
## 590  53.785311  149.982158    GasA        TA          Y      FuseA
## 591  32.108162  153.999734    GasA        Ex          Y      SBrkr
## 592  38.003700  273.148328    GasA        Ex          Y      SBrkr
## 593  -1.786552  160.508503    GasA        Ex          Y      SBrkr
## 594  23.957712  164.972978    GasA        Ex          Y      SBrkr
## 595  60.318748  175.383545    GasA        TA          Y      SBrkr
## 596  38.422257  283.440895    GasA        Ex          Y      SBrkr
## 597  51.539458  141.515347    GasA        Ex          N      FuseA
## 598  70.824876  218.488402    GasA        Ex          Y      SBrkr
## 599  -1.786552  239.344884    GasA        Ex          Y      SBrkr
## 600   7.667316  146.211603    GasA        TA          Y      SBrkr
## 601  44.256330  193.149664    GasA        Ex          Y      SBrkr
## 602  55.209860  155.424160    GasA        TA          Y      SBrkr
## 603  20.146934  173.213363    GasA        Ex          Y      SBrkr
## 604  48.112405  128.868346    GasA        Ex          Y      SBrkr
## 605  46.917814  246.914735    GasA        Ex          Y      SBrkr
## 606  34.139420  153.714200    GasA        TA          Y      SBrkr
## 607  33.789180  190.803270    GasA        Gd          Y      SBrkr
## 608  32.898510  171.578370    GasA        Ex          Y      SBrkr
## 609  45.383096  180.895085    GasA        TA          Y      SBrkr
## 610  20.795000  189.363509    GasA        Gd          Y      SBrkr
## 611  45.338530  240.534115    GasA        Ex          Y      SBrkr
## 612  40.205589  189.756616    GasA        TA          Y      SBrkr
## 613  33.847787  223.532079    GasA        Ex          Y      SBrkr
## 614  59.977311  201.143946    GasA        Ex          Y      SBrkr
## 615  -1.786552  133.441274    GasA        Ex          Y      SBrkr
## 616  24.749541  177.003962    GasA        Ex          Y      SBrkr
## 617  34.830101  155.850443    GasA        Ex          Y      SBrkr
## 618  57.104689  162.747028    GasA        Gd          Y      SBrkr
## 619  84.626573  284.328581    GasA        Ex          Y      SBrkr
## 620  48.574138  245.502739    GasA        Ex          Y      SBrkr
## 621  56.781023  167.186659    GasA        TA          N      FuseF
## 622  38.003700  250.196546    GasA        TA          Y      SBrkr
## 623  39.854884  182.894268    GasA        TA          Y      SBrkr
## 624  35.396112  151.996395    GasA        Ex          Y      SBrkr
## 625  43.008386  148.536598    GasA        Gd          Y      SBrkr
## 626  66.551388  200.632168    GasA        TA          Y      SBrkr
## 627  62.131707  182.628231    GasA        TA          Y      SBrkr
## 628  36.174700  205.726165    GasA        Ex          Y      SBrkr
## 629  38.318017  190.803270    GasA        TA          Y      SBrkr
## 630  32.596626  217.250974    GasA        TA          Y      SBrkr
## 631  49.608467  134.348131    GasA        TA          Y      FuseA
## 632  78.390229  253.925612    GasA        Ex          Y      SBrkr
## 633  46.571214  234.082999    GasA        TA          Y      SBrkr
## 634  19.089144  192.889534    GasA        TA          Y      SBrkr
## 635  -1.786552  192.889534    GasA        Gd          Y      SBrkr
## 636  68.629481  240.534115    GasA        Ex          Y      FuseA
## 637  31.110054   71.494918    Grav        Fa          N      FuseA
## 638  56.346732  159.806334    GasA        TA          Y      FuseA
## 639  55.799370  157.692173    GasA        Gd          Y      FuseA
## 640  37.045871  249.962721    GasA        Ex          Y      SBrkr
## 641  33.316897  249.728805    GasA        Ex          Y      SBrkr
## 642  34.428764  193.019617    GasA        Ex          Y      SBrkr
## 643  45.605311  298.598002    GasA        Gd          Y      SBrkr
## 644  -1.786552  155.424160    GasA        Ex          Y      SBrkr
## 645  49.975885  278.090446    GasA        Ex          Y      SBrkr
## 646  50.743302  183.027227    GasA        TA          Y      SBrkr
## 647  -1.786552   -1.359786    GasA        Gd          Y      SBrkr
## 648  47.858784  197.807708    GasA        Ex          Y      SBrkr
## 649  54.314255  151.996395    GasA        TA          Y      SBrkr
## 650  -1.786552  133.441274    GasA        Gd          Y      SBrkr
## 651  56.419333  160.087353    GasA        Ex          Y      SBrkr
## 652  54.276635  151.852885    GasA        TA          Y      SBrkr
## 653  58.802373  169.388362    GasA        Ex          Y      SBrkr
## 654  54.314255  151.996395    GasA        Ex          Y      SBrkr
## 655  39.501274  315.465351    GasA        Ex          Y      SBrkr
## 656  44.845564  117.130407    GasA        TA          Y      SBrkr
## 657  30.016170  192.499069    GasA        Ex          Y      SBrkr
## 658  55.061549  154.855035    GasA        TA          Y      SBrkr
## 659  59.908802  173.756952    GasA        TA          Y      SBrkr
## 660  57.711363  245.973775    GasA        Ex          Y      SBrkr
## 661  55.689286  157.267945    GasA        TA          Y      SBrkr
## 662  17.018843  262.578748    GasA        Ex          Y      SBrkr
## 663  74.643463  234.803379    GasA        Gd          Y      SBrkr
## 664  10.451848  203.440363    GasA        TA          Y      SBrkr
## 665  36.503654  312.058125    GasA        Ex          Y      SBrkr
## 666  75.031710  236.480740    GasA        Ex          Y      SBrkr
## 667  19.382722  188.313577    GasA        TA          Y      SBrkr
## 668  31.487763  236.719963    GasA        Ex          Y      SBrkr
## 669  26.780839  209.764257    GasA        Gd          Y      SBrkr
## 670  52.168121  143.871336    GasA        Ex          Y      SBrkr
## 671  45.738153  149.404623    GasA        Ex          Y      SBrkr
## 672  20.333978  139.737750    GasA        TA          N      SBrkr
## 673  40.898564  212.271877    GasA        TA          Y      SBrkr
## 674  32.778065  244.913420    GasA        Ex          Y      SBrkr
## 675  29.819305  203.185734    GasA        TA          Y      SBrkr
## 676  45.693913  165.942956    GasA        TA          Y      SBrkr
## 677  65.897029  197.936451    GasW        Fa          N      SBrkr
## 678  54.763789  153.714200    GasA        Ex          Y      SBrkr
## 679  91.096437  308.742680    GasA        Ex          Y      SBrkr
## 680  23.796486  183.956830    GasA        TA          Y      SBrkr
## 681  30.919606  175.248233    GasA        TA          Y      SBrkr
## 682  48.574138  157.267945    GasA        Ex          Y      SBrkr
## 683  32.596626  222.551652    GasA        Ex          Y      SBrkr
## 684  46.701472  262.234895    GasA        Ex          Y      SBrkr
## 685  68.960036  210.643321    GasA        Gd          Y      SBrkr
## 686  25.290413  210.015573    GasA        Gd          Y      SBrkr
## 687  58.592713  168.564109    GasA        Ex          Y      SBrkr
## 688  34.023045  121.251983    GasA        Ex          Y      SBrkr
## 689  42.490129  238.033914    GasA        Ex          Y      SBrkr
## 690  73.240840  231.192285    GasA        Ex          Y      SBrkr
## 691  22.975059  164.972978    GasA        Ex          Y      SBrkr
## 692  62.494887  350.279154    GasA        Ex          Y      SBrkr
## 693  29.885059  212.521968    GasA        Ex          Y      SBrkr
## 694  65.204813  195.096070    GasA        Ex          Y      SBrkr
## 695  60.420822  175.789224    GasA        TA          Y      SBrkr
## 696  17.450198  200.119851    GasA        Gd          Y      SBrkr
## 697  -1.786552  131.315368    GasA        Gd          Y      SBrkr
## 698  28.129786  182.894268    GasA        Fa          Y      FuseA
## 699  28.475038  171.305250    GasA        Ex          Y      SBrkr
## 700  74.169412  234.683379    GasA        Ex          Y      SBrkr
## 701  44.890589  281.884678    GasA        Ex          Y      SBrkr
## 702  68.024554  206.738725    GasA        TA          Y      SBrkr
## 703  70.120035  215.513683    GasA        Ex          Y      SBrkr
## 704  36.721434   89.372736    GasA        Gd          Y      SBrkr
## 705  54.501987  244.441544    GasA        Ex          Y      SBrkr
## 706  -1.786552   -1.359786    GasA        Fa          N      SBrkr
## 707  40.055638  264.180950    GasA        TA          Y      SBrkr
## 708  41.869908  226.584587    GasA        Ex          Y      SBrkr
## 709  53.251405  147.956757    GasA        Ex          Y      SBrkr
## 710  58.662678  168.839044    GasA        TA          Y      SBrkr
## 711  31.487763   72.662691    GasA        Gd          Y      SBrkr
## 712  58.065424  166.496184    GasA        Gd          Y      SBrkr
## 713  41.869908  214.767365    GasA        Gd          Y      SBrkr
## 714  24.593025  180.226672    GasW        TA          N      SBrkr
## 715  26.193943  147.521264    GasA        Ex          Y      SBrkr
## 716  64.919610  193.929190    GasA        TA          Y      SBrkr
## 717  52.866925  146.503053    GasA        Ex          Y      SBrkr
## 718  17.450198  208.253752    GasA        Gd          Y      SBrkr
## 719  21.865817  224.999410    GasA        Ex          Y      SBrkr
## 720  41.240968  181.695843    GasA        TA          Y      SBrkr
## 721  47.858784  275.399275    GasA        TA          Y      SBrkr
## 722  25.745785  164.972978    GasA        Ex          Y      SBrkr
## 723  51.103020  167.186659    GasA        Ex          Y      SBrkr
## 724  60.895019  177.677337    GasA        Ex          Y      SBrkr
## 725  42.013797  270.437054    GasA        Ex          Y      SBrkr
## 726  30.211855  167.186659    GasA        TA          Y      SBrkr
## 727  15.187692  169.388362    GasA        Ex          Y      SBrkr
## 728  44.073541  215.265029    GasA        Ex          Y      SBrkr
## 729  79.810556  257.401231    GasA        TA          Y      SBrkr
## 730  49.279707  155.424160    GasA        TA          Y      FuseA
## 731  39.602606  258.670782    GasA        Ex          Y      SBrkr
## 732  16.353182  167.738196    GasA        Ex          Y      SBrkr
## 733  59.530667  205.345926    GasA        Ex          Y      SBrkr
## 734  31.487763  167.186659    GasA        Ex          Y      SBrkr
## 735  61.130809  178.618305    GasA        TA          Y      SBrkr
## 736  43.242033  169.388362    GasW        Fa          N      SBrkr
## 737  -1.786552   -1.359786    GasA        Gd          N      FuseF
## 738  59.254223  171.168622    GasA        Ex          Y      SBrkr
## 739  -1.786552  211.270300    GasA        TA          Y      SBrkr
## 740  58.241690  167.186659    GasA        Ex          Y      SBrkr
## 741  31.110054   71.494918    GasA        Ex          Y      SBrkr
## 742  16.125968  173.756952    GasA        Gd          Y      SBrkr
## 743  73.438746  229.620257    GasA        Ex          Y      SBrkr
## 744  15.662944  116.331008    GasA        Ex          Y      SBrkr
## 745  48.280789  228.165211    GasA        Gd          Y      SBrkr
## 746  43.101987  203.949229    GasA        Ex          Y      SBrkr
## 747  50.259903  179.155086    GasA        Ex          Y      SBrkr
## 748  70.296876  216.258940    GasW        TA          N      SBrkr
## 749  55.982387  272.922813    GasA        Ex          Y      SBrkr
## 750  -1.786552   -1.359786    Wall        TA          N      FuseF
## 751  47.090215  125.161617    GasA        Gd          Y      SBrkr
## 752  50.582653  137.950830    GasA        Ex          Y      SBrkr
## 753  32.046621  245.149218    GasA        Ex          Y      SBrkr
## 754  63.831252  189.494582    GasA        Gd          Y      SBrkr
## 755  19.768118  188.970065    GasA        Gd          Y      SBrkr
## 756  36.064429  148.101805    GasA        Gd          Y      SBrkr
## 757  57.604743  167.462521    GasA        Ex          Y      SBrkr
## 758  29.154282  139.737750    GasA        TA          Y      SBrkr
## 759  26.415422  150.270583    GasA        Gd          Y      SBrkr
## 760  69.049926  225.853536    GasA        Ex          Y      SBrkr
## 761  30.341667  167.186659    GasA        Ex          Y      SBrkr
## 762  53.709346  204.330536    GasA        TA          Y      SBrkr
## 763  53.404464  151.996395    GasA        Ex          Y      SBrkr
##      X1stFlrSF X2ndFlrSF  LowQualFinSF GrLivArea BsmtFullBath
## 1     4.894751  4.893568 -2.324789e+10 11.099089    0.0000000
## 2     5.087210 -5.863600 -2.324789e+10 10.464489  -10.0221570
## 3     4.931072  4.900619 -2.324789e+10 11.191529    0.0000000
## 4     4.952908  4.831547 -2.324789e+10 11.107756    0.0000000
## 5     5.039679  4.998383 -2.324789e+10 11.638415    0.0000000
## 6     4.857874  4.681173 -2.324789e+10 10.621955    0.0000000
## 7     5.228221 -5.863600 -2.324789e+10 11.079158    0.0000000
## 8     5.023081  4.964206 -2.324789e+10 11.529079    0.0000000
## 9     4.983566  4.828830 -2.324789e+10 11.177171  -10.0221570
## 10    5.009528 -5.863600 -2.324789e+10 10.141010    0.0000000
## 11    4.992228 -5.863600 -2.324789e+10 10.070367    0.0000000
## 12    5.055268  5.038391 -2.324789e+10 11.760030    0.0000000
## 13    4.926687 -5.863600 -2.324789e+10  9.807184    0.0000000
## 14    5.168556 -5.863600 -2.324789e+10 10.814606  -10.0221570
## 15    5.083730 -5.863600 -2.324789e+10 10.449772    0.0000000
## 16    4.893568 -5.863600 -2.324789e+10  9.676816  -10.0221570
## 17    4.974733 -5.863600 -2.324789e+10  9.999429    0.0000000
## 18    5.100117 -5.863600 -2.324789e+10 10.519248  -10.0221570
## 19    5.026185 -5.863600 -2.324789e+10 10.209505    0.0000000
## 20    5.115916 -5.863600 -2.324789e+10 10.586682  -10.0221570
## 21    5.045219  5.069927 -2.324789e+10 11.808498  -10.0221570
## 22    5.023526 -5.863600 -2.324789e+10 10.198538  -10.0221570
## 23    5.255470 -5.863600 -2.324789e+10 11.202241  -10.0221570
## 24    5.001662 -5.863600 -2.324789e+10 10.108828    0.0000000
## 25    5.001662 -5.863600 -2.324789e+10 10.108828    0.0000000
## 26    5.201203 -5.863600 -2.324789e+10 10.958529  -10.0221570
## 27    4.920028 -5.863600 -2.324789e+10  9.780835  -10.0221570
## 28    5.230997 -5.863600 -2.324789e+10 11.091635    0.0000000
## 29    5.201203 -5.863600 -2.324789e+10 10.958529    0.0000000
## 30    4.636296 -5.863600 -2.324789e+10  8.719970  -10.0221570
## 31    4.752811  4.767792 -2.324789e+10 10.552428  -10.0221570
## 32    5.073915 -5.863600 -2.324789e+10 10.408387  -10.0221570
## 33    5.076291 -5.863600 -2.324789e+10 10.418388  -10.0221570
## 34    5.229889 -5.863600 -2.324789e+10 11.086652  -10.0221570
## 35    5.189476 -5.863600 -2.324789e+10 10.906601    0.0000000
## 36    5.034070  5.109005 -2.324789e+10 11.877649  -10.0221570
## 37    5.018609 -5.863600 -2.324789e+10 10.178292  -10.0221570
## 38    5.100491 -5.863600 -2.324789e+10 10.520839  -10.0221570
## 39    5.000260 -5.863600 -2.324789e+10 10.103100    0.0000000
## 40    5.042670 -5.863600 -2.324789e+10 10.277754  -10.0221570
## 41    5.110469 -5.863600 -2.324789e+10 10.563382  -10.0221570
## 42    5.111928 -5.863600 -2.324789e+10 10.569618  -10.0221570
## 43    4.910997 -5.863600 -2.324789e+10  9.745208    0.0000000
## 44    4.940788 -5.863600 -2.324789e+10  9.863220    0.0000000
## 45    5.041818 -5.863600 -2.324789e+10 10.274213    0.0000000
## 46    5.244080 -5.863600 -2.324789e+10 11.150620    0.0000000
## 47    5.176166  4.738167 -2.324789e+10 11.589422    0.0000000
## 48    5.217502 -5.863600 -2.324789e+10 11.031136  -10.0221570
## 49    4.817802  4.803639 -2.324789e+10 10.755027  -10.0221570
## 50    4.949777 -5.863600 -2.324789e+10  9.899109    0.0000000
## 51    4.856593  4.773960 -2.324789e+10 10.780748  -10.0221570
## 52    4.870497 -5.863600  1.800000e-01 10.319823  -10.0221570
## 53    4.870497 -5.863600 -2.324789e+10  9.587015    0.0000000
## 54    5.267580 -5.863600 -2.324789e+10 11.257406    0.6251913
## 55    5.123430 -5.863600 -2.324789e+10 10.618910  -10.0221570
## 56    5.145903 -5.863600 -2.324789e+10 10.715903  -10.0221570
## 57    4.964206  4.831547 -2.324789e+10 11.134790    0.0000000
## 58    4.897107  4.897107 -2.324789e+10 11.111461  -10.0221570
## 59    5.146240  5.176480 -2.324789e+10 12.284408  -10.0221570
## 60    4.847522 -5.863600 -2.324789e+10  9.498402  -10.0221570
## 61    5.045219 -5.863600 -2.324789e+10 10.288344    0.0000000
## 62    4.694943  4.646414 -2.324789e+10 10.204028  -10.0221570
## 63    5.126964 -5.863600 -2.324789e+10 10.634099  -10.0221570
## 64    4.921145  4.865489 -2.324789e+10 11.099089  -10.0221570
## 65    5.000260  4.961152 -2.324789e+10 11.470371    0.0000000
## 66    5.038821  5.112656 -2.324789e+10 11.896417  -10.0221570
## 67    5.351404 -5.863600 -2.324789e+10 11.647307    0.0000000
## 68    5.163731 -5.863600 -2.324789e+10 10.793502    0.0000000
## 69    4.825412 -5.863600 -2.324789e+10  9.413883  -10.0221570
## 70    5.103100  4.964206 -2.324789e+10 11.724945  -10.0221570
## 71    5.354721 -5.863600 -2.324789e+10 11.663035    0.0000000
## 72    4.888207 -5.863600 -2.324789e+10  9.655877    0.0000000
## 73    4.911567  4.880961 -2.324789e+10 11.108992  -10.0221570
## 74    5.013637 -5.863600 -2.324789e+10 10.157864    0.0000000
## 75    4.885202  4.837602 -2.324789e+10 10.965104  -10.0221570
## 76    4.642393  4.573040 -2.324789e+10  9.967165    0.0000000
## 77    4.948204 -5.863600 -2.324789e+10  9.892817  -10.0221570
## 78    5.007229  4.139697 -2.324789e+10 10.501674    0.0000000
## 79    5.248354 -5.863600 -2.324789e+10 11.169960  -10.0221570
## 80    4.778533  4.664108 -2.324789e+10 10.411726  -10.0221570
## 81    5.055268  4.952388 -2.324789e+10 11.582341  -10.0221570
## 82    5.115194 -5.863600 -2.324789e+10 10.583589    0.0000000
## 83    5.190085 -5.863600 -2.324789e+10 10.909292  -10.0221570
## 84    5.003990 -5.863600 -2.324789e+10 10.118341  -10.0221570
## 85    4.862965  4.769342 -2.324789e+10 10.786425  -10.0221570
## 86    5.101984  5.027068 -2.324789e+10 11.846046  -10.0221570
## 87    4.780048  4.906414 -2.324789e+10 10.905255  -10.0221570
## 88    4.722201  4.722201 -2.324789e+10 10.401695  -10.0221570
## 89    4.979171 -5.863600  1.800000e-01 10.858997  -10.0221570
## 90    4.967742 -5.863600 -2.324789e+10  9.971224    0.0000000
## 91    4.992228 -5.863600 -2.324789e+10 10.070367  -10.0221570
## 92    5.076685 -5.863600 -2.324789e+10 10.420051  -10.0221570
## 93    4.954465 -5.863600 -2.324789e+10  9.917876    0.0000000
## 94    5.086439  4.987918 -2.324789e+10 11.728762  -10.0221570
## 95    4.922815  4.909284 -2.324789e+10 11.191529    0.0000000
## 96    4.777014  4.854019 -2.324789e+10 10.780748  -10.0221570
## 97    5.197628 -5.863600 -2.324789e+10 10.942674  -10.0221570
## 98    4.952388 -5.863600 -2.324789e+10  9.909555    0.0000000
## 99    4.882177 -5.863600 -2.324789e+10  9.632374  -10.0221570
## 100   5.072723 -5.863600 -2.324789e+10 10.403370    0.0000000
## 101   5.204159 -5.863600 -2.324789e+10 10.971660    0.0000000
## 102   4.961152  4.830869 -2.324789e+10 11.126222  -10.0221570
## 103   5.181477 -5.863600 -2.324789e+10 10.871331  -10.0221570
## 104   5.073120 -5.863600 -2.324789e+10 10.405044  -10.0221570
## 105   5.073120  4.704795 -2.324789e+10 11.229397  -10.0221570
## 106   4.998383  4.941322 -2.324789e+10 11.425378  -10.0221570
## 107   4.995553 -5.863600 -2.324789e+10 10.083903  -10.0221570
## 108   4.853374 -5.863600 -2.324789e+10  9.520895  -10.0221570
## 109   4.971251  4.636296 -2.324789e+10 10.846597  -10.0221570
## 110   5.268087 -5.863600 -2.324789e+10 11.259726  -10.0221570
## 111   5.069126  4.744732 -2.324789e+10 11.272442  -10.0221570
## 112   4.843580  4.758386 -2.324789e+10 10.723198  -10.0221570
## 113   5.094848  5.142180 -2.324789e+10 12.087333    0.0000000
## 114   5.362091 -5.863600 -2.324789e+10 11.698053    0.0000000
## 115   5.149594  4.910997 -2.324789e+10 11.756261    0.0000000
## 116   4.812894  4.812894 -2.324789e+10 10.763632  -10.0221570
## 117   5.016356 -5.863600 -2.324789e+10 10.169029  -10.0221570
## 118   5.031020 -5.863600 -2.324789e+10 10.229474  -10.0221570
## 119   5.229611  5.177735 -2.324789e+10 12.486763    0.0000000
## 120   4.812188  4.812188 -2.324789e+10 10.760767  -10.0221570
## 121   4.966734 -5.863600 -2.324789e+10  9.967165    0.0000000
## 122   4.842258  4.423117 -2.324789e+10 10.225856  -10.0221570
## 123   5.010902 -5.863600 -2.324789e+10 10.146642  -10.0221570
## 124   5.062251 -5.863600 -2.324789e+10 10.359421  -10.0221570
## 125   5.197030 -5.863600 -2.324789e+10 10.940021  -10.0221570
## 126   4.636296 -5.863600  1.800000e-01  9.432088    0.0000000
## 127   4.951345 -5.863600 -2.324789e+10  9.905382  -10.0221570
## 128   4.885202 -5.863600 -2.324789e+10  9.644157  -10.0221570
## 129   4.761542  4.783063 -2.324789e+10 10.600549  -10.0221570
## 130   4.998383 -5.863600 -2.324789e+10 10.095441  -10.0221570
## 131   5.069126  4.942387 -2.324789e+10 11.597489  -10.0221570
## 132   4.983566  4.988399 -2.324789e+10 11.491503    0.0000000
## 133   5.111564 -5.863600 -2.324789e+10 10.568061    0.0000000
## 134   5.100117 -5.863600 -2.324789e+10 10.519248    0.0000000
## 135   5.235677 -5.863600 -2.324789e+10 11.112695  -10.0221570
## 136   5.224865 -5.863600 -2.324789e+10 11.064099  -10.0221570
## 137   5.068322 -5.863600 -2.324789e+10 10.384880  -10.0221570
## 138   5.296306 -5.863600 -2.324789e+10 11.389425  -10.0221570
## 139   4.974733  4.890001 -2.324789e+10 11.268980  -10.0221570
## 140   4.935416  4.882783 -2.324789e+10 11.165140    0.0000000
## 141   4.899451 -5.863600 -2.324789e+10  9.699850  -10.0221570
## 142   5.239221 -5.863600 -2.324789e+10 11.128673    0.0000000
## 143   4.925584  4.587951 -2.324789e+10 10.656698  -10.0221570
## 144   5.170789 -5.863600 -2.324789e+10 10.824389    0.0000000
## 145   5.237589 -5.863600 -2.324789e+10 11.121312    0.0000000
## 146   4.957564  4.819890 -2.324789e+10 11.097848  -10.0221570
## 147   4.905838 -5.863600 -2.324789e+10  9.724912    0.0000000
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## 220   5.081784 -5.863600 -2.324789e+10 10.441555  -10.0221570
## 221   5.169834 -5.863600 -2.324789e+10 10.820201  -10.0221570
## 222   4.977696  5.085280 -2.324789e+10 11.705767  -10.0221570
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## 225   5.388238 -5.863600 -2.324789e+10 11.823220  -10.0221570
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## 228   4.596905  4.619654 -2.324789e+10  9.965133  -10.0221570
## 229   4.926687 -5.863600 -2.324789e+10  9.807184  -10.0221570
## 230   5.187643 -5.863600 -2.324789e+10 10.898509  -10.0221570
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## 241   5.190997 -5.863600 -2.324789e+10 10.913323    0.0000000
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## 244   4.734017  4.703908 -2.324789e+10 10.389937  -10.0221570
## 245   5.071527  4.913272 -2.324789e+10 11.549704    0.0000000
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## 249   4.885202  4.877908 -2.324789e+10 11.046407  -10.0221570
## 250   5.152259  4.791992 -2.324789e+10 11.584366  -10.0221570
## 251   5.103842 -5.863600 -2.324789e+10 10.535108  -10.0221570
## 252   5.208556 -5.863600 -2.324789e+10 10.991221    0.0000000
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## 255   5.106800 -5.863600 -2.324789e+10 10.547717    0.0000000
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## 257   4.899451  4.899451 -2.324789e+10 11.121312  -10.0221570
## 258   5.202388 -5.863600 -2.324789e+10 10.963790    0.0000000
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## 260   4.909856 -5.863600 -2.324789e+10  9.740714  -10.0221570
## 261   5.131166 -5.863600 -2.324789e+10 10.652196    0.0000000
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## 270   5.025743 -5.863600 -2.324789e+10 10.207681    0.0000000
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## 278   4.899451 -5.863600 -2.324789e+10  9.699850  -10.0221570
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## 299   4.992705  4.793464 -2.324789e+10 11.139672  -10.0221570
## 300   5.042670 -5.863600 -2.324789e+10 10.277754  -10.0221570
## 301   5.114832 -5.863600 -2.324789e+10 10.582041    0.0000000
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## 304   4.916663 -5.863600 -2.324789e+10  9.767542    0.0000000
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## 309   4.897694 -5.863600 -2.324789e+10  9.692965  -10.0221570
## 310   5.292730 -5.863600 -2.324789e+10 11.372902    0.0000000
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## 337   5.287430 -5.863600 -2.324789e+10 11.348460    0.0000000
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## 347   4.951345 -5.863600 -2.324789e+10  9.905382  -10.0221570
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## 365   4.854019  4.850132 -2.324789e+10 10.924039    0.0000000
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## 367   5.135329 -5.863600 -2.324789e+10 10.670152    0.0000000
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## 370   5.096737 -5.863600 -2.324789e+10 10.504880    0.0000000
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## 379   5.271121 -5.863600 -2.324789e+10 11.273594    0.0000000
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## 388   5.031020 -5.863600 -2.324789e+10 10.229474    0.0000000
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## 410   4.996970  4.986472 -2.324789e+10 11.516619    0.0000000
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## 423   4.966734 -5.863600 -2.324789e+10  9.967165  -10.0221570
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## 427   5.214061 -5.863600 -2.324789e+10 11.015765    0.0000000
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## 429   5.065904 -5.863600 -2.324789e+10 10.374730    0.0000000
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## 441   5.390139 -5.863600 -2.324789e+10 11.832376    0.0000000
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## 444   5.085667 -5.863600 -2.324789e+10 10.457960  -10.0221570
## 445   4.938110  4.960130 -2.324789e+10 11.332774    0.0000000
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## 449   4.847522  4.708327 -2.324789e+10 10.643165  -10.0221570
## 450   4.776252  4.619654 -2.324789e+10 10.331948  -10.0221570
## 451   4.868625 -5.863600 -2.324789e+10  9.579766  -10.0221570
## 452   5.180856 -5.863600 -2.324789e+10 10.868596    0.0000000
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## 456   5.079438 -5.863600 -2.324789e+10 10.431655  -10.0221570
## 457   4.732347  4.806507 -2.324789e+10 10.594396  -10.0221570
## 458   5.219497 -5.863600 -2.324789e+10 11.040056    0.0000000
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## 460   4.962172  4.168921 -2.324789e+10 10.366238    0.0000000
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## 466   5.142180 -5.863600 -2.324789e+10 10.699772  -10.0221570
## 467   5.092951 -5.863600 -2.324789e+10 10.488809    0.0000000
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## 470   4.880352  4.907564 -2.324789e+10 11.099089  -10.0221570
## 471   5.171107 -5.863600 -2.324789e+10 10.825783    0.0000000
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## 473   5.007229 -5.863600 -2.324789e+10 10.131592    0.0000000
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## 481   5.269607 -5.863600 -2.324789e+10 11.266670    0.0000000
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## 487   5.007690 -5.863600 -2.324789e+10 10.133479    0.0000000
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## 489   5.247822  4.752010 -2.324789e+10 11.843318  -10.0221570
## 490   4.737340 -5.863600 -2.324789e+10  9.084400    0.0000000
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## 492   4.951345  4.728989 -2.324789e+10 10.929378    0.0000000
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## 494   5.089899 -5.863600 -2.324789e+10 10.475870  -10.0221570
## 495   4.912136 -5.863600 -2.324789e+10  9.749693  -10.0221570
## 496   4.806507 -5.863600 -2.324789e+10  9.342196  -10.0221570
## 497   5.522789 -5.863600 -2.324789e+10 12.490971    0.0000000
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## 500   4.926687 -5.863600 -2.324789e+10  9.807184  -10.0221570
## 501   4.770886  4.662174 -2.324789e+10 10.391621  -10.0221570
## 502   4.900619  4.921145 -2.324789e+10 11.169960  -10.0221570
## 503   5.068322 -5.863600 -2.324789e+10 10.384880    0.0000000
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## 508   5.069927 -5.863600 -2.324789e+10 10.391621  -10.0221570
## 509   4.783813  4.783813 -2.324789e+10 10.646179  -10.0221570
## 510   4.992705 -5.863600 -2.324789e+10 10.072305    0.0000000
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## 515   4.853374 -5.863600 -2.324789e+10  9.520895  -10.0221570
## 516   5.310543 -5.863600 -2.324789e+10 11.455467    0.0000000
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## 519   4.909856  4.927787 -2.324789e+10 11.203428    0.0000000
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## 522   5.080222 -5.863600 -2.324789e+10 10.434960  -10.0221570
## 523   4.974733  4.761542 -2.324789e+10 11.041328  -10.0221570
## 524   5.510269  5.182408 -2.324789e+10 13.345002    0.0000000
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## 527   4.935416 -5.863600 -2.324789e+10  9.841835  -10.0221570
## 528   5.162759  5.077474 -2.324789e+10 12.101298    0.0000000
## 529   4.716181 -5.863600 -2.324789e+10  9.006911    0.0000000
## 530   5.411032 -5.863600 -2.324789e+10 11.933526    0.0000000
## 531   5.173328 -5.863600 -2.324789e+10 10.835519    0.0000000
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## 533   4.877295 -5.863600 -2.324789e+10  9.613390  -10.0221570
## 534   4.395583 -5.863600 -2.324789e+10  7.905701  -10.0221570
## 535   4.797124  4.797124 -2.324789e+10 10.699772  -10.0221570
## 536   4.872981  4.643401 -2.324789e+10 10.599012    0.0000000
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## 538   4.899451 -5.863600 -2.324789e+10  9.699850  -10.0221570
## 539   5.045642 -5.863600 -2.324789e+10 10.290105  -10.0221570
## 540   5.201499 -5.863600 -2.324789e+10 10.959845    0.0000000
## 541   5.266562 -5.863600 -2.324789e+10 11.252761    0.0000000
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## 543   5.224303 -5.863600 -2.324789e+10 11.061580    0.0000000
## 544   4.838937 -5.863600 -2.324789e+10  9.465498    0.0000000
## 545   4.764678  4.880352 -2.324789e+10 10.817405    0.0000000
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## 547   4.928336  4.806507 -2.324789e+10 11.004171  -10.0221570
## 548   4.839603 -5.863600 -2.324789e+10  9.468047    0.0000000
## 549   4.876066 -5.863600 -2.324789e+10  9.608618    0.0000000
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## 551   5.005844 -5.863600 -2.324789e+10 10.125923  -10.0221570
## 552   4.935416 -5.863600 -2.324789e+10  9.841835  -10.0221570
## 553   5.234580 -5.863600 -2.324789e+10 11.107756  -10.0221570
## 554   5.031457 -5.863600 -2.324789e+10 10.231280  -10.0221570
## 555   4.975723  4.992228 -2.324789e+10 11.483072    0.0000000
## 556   4.996026 -5.863600 -2.324789e+10 10.085830  -10.0221570
## 557   5.016356 -5.863600 -2.324789e+10 10.169029    0.0000000
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## 559   4.812894  4.804358 -2.324789e+10 10.746389  -10.0221570
## 560   5.188255 -5.863600 -2.324789e+10 10.901210  -10.0221570
## 561   5.134638 -5.863600 -2.324789e+10 10.667169    0.0000000
## 562   5.133600 -5.863600 -2.324789e+10 10.662687    0.0000000
## 563   4.970751 -5.863600 -2.324789e+10  9.983355    0.0000000
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## 565   5.048594  5.032765 -2.324789e+10 11.732574    0.0000000
## 566   4.885805  4.864229 -2.324789e+10 11.019618    0.0000000
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## 568   5.181477 -5.863600 -2.324789e+10 10.871331  -10.0221570
## 569   5.169195  4.742281 -2.324789e+10 11.572189    0.0000000
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## 572   4.899451 -5.863600 -2.324789e+10  9.699850    0.0000000
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## 575   4.690397  4.649409 -2.324789e+10 10.200369  -10.0221570
## 576   4.880352  4.472602 -2.324789e+10 10.388253  -10.0221570
## 577   4.906989  4.711834 -2.324789e+10 10.790674  -10.0221570
## 578   5.109005 -5.863600 -2.324789e+10 10.557129    0.0000000
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## 580   4.996970  4.824038 -2.324789e+10 11.202241  -10.0221570
## 581   5.147249 -5.863600 -2.324789e+10 10.721741  -10.0221570
## 582   5.315562 -5.863600 -2.324789e+10 11.478846  -10.0221570
## 583   4.870497 -5.863600 -2.324789e+10  9.587015    0.0000000
## 584   5.177108  5.084118 -2.324789e+10 12.151571  -10.0221570
## 585   4.967239  4.697650 -2.324789e+10 10.922702  -10.0221570
## 586   5.312375 -5.863600 -2.324789e+10 11.463995    0.0000000
## 587   4.883994 -5.863600 -2.324789e+10  9.639451    0.0000000
## 588   4.897107 -5.863600 -2.324789e+10  9.690665    0.0000000
## 589   5.161786 -5.863600 -2.324789e+10 10.785007    0.6251913
## 590   4.846867 -5.863600  1.800000e-01  9.856826  -10.0221570
## 591   4.840932  4.868000 -2.324789e+10 10.934705  -10.0221570
## 592   5.237589  4.683032 -2.324789e+10 11.733526    0.0000000
## 593   4.870497 -5.863600 -2.324789e+10  9.587015    0.0000000
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## 595   4.933249 -5.863600 -2.324789e+10  9.833223  -10.0221570
## 596   5.263496 -5.863600 -2.324789e+10 11.238770    0.0000000
## 597   4.780048  4.780048 -2.324789e+10 10.631069  -10.0221570
## 598   5.138083 -5.863600 -2.324789e+10 10.682045  -10.0221570
## 599   5.214924 -5.863600 -2.324789e+10 11.019618    0.0000000
## 600   4.803639  4.885202 -2.324789e+10 10.899860    0.0000000
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## 603   4.934875  4.966734 -2.324789e+10 11.340630    0.0000000
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## 605   5.168556 -5.863600 -2.324789e+10 10.814606    0.0000000
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## 607   4.992228 -5.863600 -2.324789e+10 10.070367    0.0000000
## 608   5.025301  4.917787 -2.324789e+10 11.442618    0.0000000
## 609   5.291771  5.084118 -2.324789e+10 12.467035  -10.0221570
## 610   4.986954 -5.863600 -2.324789e+10 10.048929    0.0000000
## 611   5.162759  4.774725 -2.324789e+10 11.593459    0.0000000
## 612   4.988399 -5.863600 -2.324789e+10 10.054796  -10.0221570
## 613   5.101238  4.687648 -2.324789e+10 11.291961    0.0000000
## 614   5.028829 -5.863600 -2.324789e+10 10.220419  -10.0221570
## 615   4.737340 -5.863600 -2.324789e+10  9.084400    0.0000000
## 616   4.998853 -5.863600 -2.324789e+10 10.097358    0.0000000
## 617   4.864859  4.793464 -2.324789e+10 10.835519    0.0000000
## 618   4.880352 -5.863600 -2.324789e+10  9.625274  -10.0221570
## 619   5.264008 -5.863600 -2.324789e+10 11.241108  -10.0221570
## 620   5.164700  4.847522 -2.324789e+10 11.700949    0.0000000
## 621   4.899451 -5.863600 -2.324789e+10  9.699850    0.0000000
## 622   5.185495  5.004454 -2.324789e+10 12.018841  -10.0221570
## 623   4.962681 -5.863600 -2.324789e+10  9.950856  -10.0221570
## 624   4.831547  4.831547 -2.324789e+10 10.839680  -10.0221570
## 625   4.978680  4.846212 -2.324789e+10 11.196296    0.0000000
## 626   5.027068 -5.863600 -2.324789e+10 10.213149  -10.0221570
## 627   5.144891 -5.863600 -2.324789e+10 10.711514  -10.0221570
## 628   5.176794 -5.863600 -2.324789e+10 10.850738    0.0000000
## 629   4.992228  4.992228 -2.324789e+10 11.518700  -10.0221570
## 630   5.119868 -5.863600 -2.324789e+10 10.603619    0.0000000
## 631   5.014998  4.762328 -2.324789e+10 11.148192  -10.0221570
## 632   5.187337 -5.863600 -2.324789e+10 10.897158  -10.0221570
## 633   5.141159 -5.863600 -2.324789e+10 10.695353  -10.0221570
## 634   4.999791 -5.863600 -2.324789e+10 10.101188  -10.0221570
## 635   4.999791 -5.863600 -2.324789e+10 10.101188    0.6251913
## 636   5.150929  5.150929  1.800000e-01 12.605345  -10.0221570
## 637   4.860427 -5.863600 -2.324789e+10  9.548074  -10.0221570
## 638   4.867373  4.690397 -2.324789e+10 10.659694  -10.0221570
## 639   4.857874 -5.863600 -2.324789e+10  9.538230  -10.0221570
## 640   5.191301 -5.863600 -2.324789e+10 10.914666    0.0000000
## 641   5.176166 -5.863600 -2.324789e+10 10.847978  -10.0221570
## 642   5.000260  4.904105 -2.324789e+10 11.356264    0.0000000
## 643   5.305928  4.794931 -2.324789e+10 12.093915    0.0000000
## 644   4.847522  4.885202 -2.324789e+10 10.984719  -10.0221570
## 645   5.247822 -5.863600 -2.324789e+10 11.167551    0.0000000
## 646   4.963190 -5.863600 -2.324789e+10  9.952901    0.0000000
## 647   4.996026 -5.863600 -2.324789e+10 10.085830  -10.0221570
## 648   5.017258 -5.863600 -2.324789e+10 10.172739  -10.0221570
## 649   4.997441  4.852727 -2.324789e+10 11.253923  -10.0221570
## 650   4.737340 -5.863600 -2.324789e+10  9.084400    0.0000000
## 651   4.874217  4.887007 -2.324789e+10 11.042599  -10.0221570
## 652   4.830869  4.830869 -2.324789e+10 10.836907    0.0000000
## 653   4.925031  4.864859 -2.324789e+10 11.106520  -10.0221570
## 654   4.831547  4.801478 -2.324789e+10 10.779326  -10.0221570
## 655   5.331362 -5.863600 -2.324789e+10 11.552782    0.0000000
## 656   4.641382  4.682103 -2.324789e+10 10.169029  -10.0221570
## 657   4.998383 -5.863600 -2.324789e+10 10.095441    0.0000000
## 658   4.891788  4.754411 -2.324789e+10 10.825783  -10.0221570
## 659   4.926687  4.662174 -2.324789e+10 10.763632  -10.0221570
## 660   5.165989 -5.863600 -2.324789e+10 10.803374    0.0000000
## 661   5.038391  4.855951 -2.324789e+10 11.362933  -10.0221570
## 662   5.225986  4.835593 -2.324789e+10 11.874058    0.0000000
## 663   5.134638 -5.863600 -2.324789e+10 10.667169    0.0000000
## 664   5.054853 -5.863600 -2.324789e+10 10.328490    0.0000000
## 665   5.327853 -5.863600 -2.324789e+10 11.536318    0.0000000
## 666   5.155568  4.595794 -2.324789e+10 11.364043  -10.0221570
## 667   5.159178  4.928336 -2.324789e+10 11.812187  -10.0221570
## 668   5.224022 -5.863600 -2.324789e+10 11.060319    0.0000000
## 669   5.149928 -5.863600 -2.324789e+10 10.733373    0.0000000
## 670   5.054439 -5.863600 -2.324789e+10 10.326759  -10.0221570
## 671   4.819195  4.819195 -2.324789e+10 10.789259    0.0000000
## 672   4.789776  4.770886 -2.324789e+10 10.632585    0.0000000
## 673   5.065904 -5.863600 -2.324789e+10 10.374730    0.0000000
## 674   5.266817 -5.863600 -2.324789e+10 11.253923    0.0000000
## 675   5.035803 -5.863600 -2.324789e+10 10.249268    0.0000000
## 676   4.894160  4.699446 -2.324789e+10 10.739167  -10.0221570
## 677   5.017709  4.776252 -2.324789e+10 11.177171    0.0000000
## 678   4.855308 -5.863600 -2.324789e+10  9.528341  -10.0221570
## 679   5.316468 -5.863600 -2.324789e+10 11.483072  -10.0221570
## 680   4.966734 -5.863600 -2.324789e+10  9.967165    0.0000000
## 681   4.932706 -5.863600 -2.324789e+10  9.831065  -10.0221570
## 682   4.890001  4.770886 -2.324789e+10 10.850738  -10.0221570
## 683   5.098243 -5.863600 -2.324789e+10 10.511277    0.0000000
## 684   5.220916 -5.863600 -2.324789e+10 11.046407    0.0000000
## 685   5.060617  4.748789 -2.324789e+10 11.253923  -10.0221570
## 686   5.058567  4.920028 -2.324789e+10 11.529079    0.0000000
## 687   4.905261  4.912704 -2.324789e+10 11.161518  -10.0221570
## 688   4.666994  4.666994 -2.324789e+10 10.187517  -10.0221570
## 689   5.143876 -5.863600 -2.324789e+10 10.707118    0.0000000
## 690   5.124139 -5.863600 -2.324789e+10 10.621955  -10.0221570
## 691   4.890001 -5.863600 -2.324789e+10  9.662878    0.0000000
## 692   5.398028  5.275133 -2.324789e+10 13.157655  -10.0221570
## 693   5.077867  5.094469 -2.324789e+10 11.937031    0.0000000
## 694   5.007690 -5.863600 -2.324789e+10 10.133479  -10.0221570
## 695   5.004918  4.584550 -2.324789e+10 10.876792  -10.0221570
## 696   5.036236 -5.863600 -2.324789e+10 10.251059    0.0000000
## 697   4.725608 -5.863600 -2.324789e+10  9.041354  -10.0221570
## 698   5.040964 -5.863600 -2.324789e+10 10.270666  -10.0221570
## 699   4.916663 -5.863600 -2.324789e+10  9.767542    0.0000000
## 700   5.134292 -5.863600 -2.324789e+10 10.665676  -10.0221570
## 701   5.256774 -5.863600 -2.324789e+10 11.208171    0.0000000
## 702   5.047752 -5.863600 -2.324789e+10 10.298886  -10.0221570
## 703   5.087980  5.106062 -2.324789e+10 11.986443  -10.0221570
## 704   4.988399  4.847522 -2.324789e+10 11.222343  -10.0221570
## 705   5.165345 -5.863600 -2.324789e+10 10.800558    0.0000000
## 706   4.455169  4.806507 -2.324789e+10 10.169029  -10.0221570
## 707   5.262982 -5.863600 -2.324789e+10 11.236430    0.0000000
## 708   5.110469 -5.863600 -2.324789e+10 10.563382    0.0000000
## 709   4.812188  4.812188 -2.324789e+10 10.760767  -10.0221570
## 710   4.922259 -5.863600 -2.324789e+10  9.789653  -10.0221570
## 711   4.812894 -5.863600 -2.324789e+10  9.366356  -10.0221570
## 712   4.896519  4.369976 -2.324789e+10 10.323294  -10.0221570
## 713   5.073915 -5.863600 -2.324789e+10 10.408387    0.0000000
## 714   4.952388 -5.863600 -2.324789e+10  9.909555    0.0000000
## 715   4.810066  4.830191 -2.324789e+10 10.793502  -10.0221570
## 716   5.119868 -5.863600 -2.324789e+10 10.603619  -10.0221570
## 717   5.194024  4.961663 -2.324789e+10 11.967489  -10.0221570
## 718   5.053608 -5.863600 -2.324789e+10 10.323294  -10.0221570
## 719   5.110834  5.016807 -2.324789e+10 11.846955    0.0000000
## 720   4.958078 -5.863600 -2.324789e+10  9.932365  -10.0221570
## 721   5.241387 -5.863600 -2.324789e+10 11.138453    0.0000000
## 722   4.890001 -5.863600 -2.324789e+10  9.662878    0.0000000
## 723   4.899451 -5.863600 -2.324789e+10  9.699850  -10.0221570
## 724   4.971251  4.585686 -2.324789e+10 10.780748  -10.0221570
## 725   5.229333 -5.863600 -2.324789e+10 11.084157    0.0000000
## 726   4.899451 -5.863600 -2.324789e+10  9.699850  -10.0221570
## 727   5.224303 -5.863600 -2.324789e+10 11.061580    0.0000000
## 728   5.075500 -5.863600 -2.324789e+10 10.415059    0.0000000
## 729   5.250475 -5.863600 -2.324789e+10 11.179570    0.0000000
## 730   4.890001 -5.863600  1.800000e-01 10.374730  -10.0221570
## 731   5.205923 -5.863600 -2.324789e+10 10.979504    0.0000000
## 732   5.040108 -5.863600 -2.324789e+10 10.267113    0.0000000
## 733   5.043096  4.907564 -2.324789e+10 11.467185  -10.0221570
## 734   5.039250 -5.863600 -2.324789e+10 10.263556    0.0000000
## 735   4.946097 -5.863600 -2.324789e+10  9.884401  -10.0221570
## 736   4.908711  4.913272 -2.324789e+10 11.169960  -10.0221570
## 737   4.992228 -5.863600 -2.324789e+10 10.070367  -10.0221570
## 738   4.920587  4.920028 -2.324789e+10 11.209355  -10.0221570
## 739   5.062658 -5.863600 -2.324789e+10 10.361127    0.9344521
## 740   4.899451  4.899451 -2.324789e+10 11.121312  -10.0221570
## 741   4.839603  4.764678 -2.324789e+10 10.726109  -10.0221570
## 742   4.926687 -5.863600 -2.324789e+10  9.807184    0.0000000
## 743   5.119510 -5.863600 -2.324789e+10 10.602084  -10.0221570
## 744   5.158851 -5.863600 -2.324789e+10 10.772206  -10.0221570
## 745   5.115194 -5.863600 -2.324789e+10 10.583589    0.0000000
## 746   5.052360  5.183027 -2.324789e+10 12.102936  -10.0221570
## 747   4.962681  5.092571 -2.324789e+10 11.695154  -10.0221570
## 748   5.109005  5.109005 -2.324789e+10 12.040764  -10.0221570
## 749   5.235403 -5.863600 -2.324789e+10 11.111461    0.0000000
## 750   5.014545  4.547950 -2.324789e+10 10.863115  -10.0221570
## 751   4.855308  4.418366 -2.324789e+10 10.256423  -10.0221570
## 752   4.761542  4.761542 -2.324789e+10 10.557129  -10.0221570
## 753   5.168556 -5.863600 -2.324789e+10 10.814606    0.0000000
## 754   4.991274  5.001662 -2.324789e+10 11.537350  -10.0221570
## 755   4.985505 -5.863600 -2.324789e+10 10.043046    0.0000000
## 756   4.821968  4.812894 -2.324789e+10 10.782168  -10.0221570
## 757   4.900619  4.921145 -2.324789e+10 11.169960  -10.0221570
## 758   4.770886  4.802199 -2.324789e+10 10.658197  -10.0221570
## 759   4.832224  4.823349 -2.324789e+10 10.824389  -10.0221570
## 760   5.111928  5.063878 -2.324789e+10 11.947517  -10.0221570
## 761   4.899451 -5.863600 -2.324789e+10  9.699850  -10.0221570
## 762   5.101984 -5.863600 -2.324789e+10 10.527191  -10.0221570
## 763   4.836933  4.849481 -2.324789e+10 10.887676  -10.0221570
##       BsmtHalfBath   FullBath    HalfBath BedroomAbvGr KitchenAbvGr
## 1    -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 2     0.000000e+00  0.8299626 -10.0221570    1.6610719    0.0000000
## 3    -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 4    -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 5    -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 6    -1.920253e+07  0.0000000   0.0000000    0.0000000    0.0000000
## 7    -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 8    -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 9    -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.7713192
## 10   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.7713192
## 11   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 12   -1.920253e+07  1.4685420 -10.0221570    2.3548011    0.0000000
## 13   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 14   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 15   -1.920253e+07  0.0000000   0.0000000    0.8945161    0.0000000
## 16   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 17   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 18   -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.7713192
## 19   -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 20   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 21   -1.920253e+07  1.4685420   0.0000000    2.3548011    0.0000000
## 22   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 23   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 24   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 25   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 26   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 27    0.000000e+00  0.0000000 -10.0221570    1.6610719    0.0000000
## 28   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 29   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 30   -1.920253e+07  0.0000000 -10.0221570    0.0000000    0.0000000
## 31   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 32   -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 33   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 34    0.000000e+00  0.0000000   0.0000000    2.3548011    0.0000000
## 35   -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 36   -1.920253e+07  1.4685420   0.0000000    2.3548011    0.0000000
## 37   -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 38    0.000000e+00  0.0000000 -10.0221570    1.6610719    0.0000000
## 39   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 40   -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.7713192
## 41   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 42    0.000000e+00  0.0000000   0.0000000    0.8945161    0.0000000
## 43   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 44   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 45   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 46   -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 47   -1.920253e+07  0.0000000   0.0000000    0.0000000    0.0000000
## 48   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 49   -1.920253e+07  0.8299626 -10.0221570    0.8945161    1.3035847
## 50   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 51    0.000000e+00  0.8299626 -10.0221570    1.6610719    0.0000000
## 52   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 53   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 54   -1.920253e+07 -1.7865520   0.0000000   -1.3597858    0.0000000
## 55   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 56   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 57   -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 58   -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 59   -1.920253e+07  1.4685420   0.0000000    1.6610719    0.0000000
## 60   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 61   -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 62   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 63   -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 64   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 65   -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 66   -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 67   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 68   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 69   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 70   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 71   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 72   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 73   -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 74   -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 75   -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.7713192
## 76   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 77   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 78   -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
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## 567  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 568  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 569  -1.920253e+07  0.0000000   0.0000000    0.0000000    0.0000000
## 570  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 571  -1.920253e+07  0.8299626 -10.0221570    3.6061928    0.7713192
## 572  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 573  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 574  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 575   0.000000e+00  0.0000000 -10.0221570    1.6610719    0.0000000
## 576  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 577   0.000000e+00  0.8299626 -10.0221570    1.6610719    0.0000000
## 578  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 579  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 580  -1.920253e+07  0.8299626 -10.0221570    2.3548011    0.0000000
## 581   0.000000e+00  0.0000000 -10.0221570    1.6610719    0.0000000
## 582  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 583  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 584  -1.920253e+07  1.4685420   0.0000000    1.6610719    0.0000000
## 585  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 586  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 587  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 588  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 589  -1.920253e+07  0.0000000 -10.0221570    0.0000000    0.0000000
## 590  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 591  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 592  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 593  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 594  -1.920253e+07  0.0000000 -10.0221570    0.0000000    0.0000000
## 595  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 596  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 597  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 598   2.373001e-01 -1.7865520   0.6251913    0.8945161    0.0000000
## 599  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 600  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 601  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 602  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 603  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 604  -1.920253e+07  0.8299626   0.0000000    0.8945161    0.0000000
## 605  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 606  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 607  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 608  -1.920253e+07  1.4685420 -10.0221570    1.6610719    0.0000000
## 609  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 610  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 611  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 612   0.000000e+00  0.8299626 -10.0221570    1.6610719    0.0000000
## 613  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 614  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 615  -1.920253e+07  0.0000000 -10.0221570    0.0000000    0.0000000
## 616  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 617  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 618  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 619  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 620  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 621  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 622  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 623  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 624  -1.920253e+07  0.8299626   0.0000000    0.8945161    0.0000000
## 625  -1.920253e+07  0.0000000   0.6251913    2.3548011    0.0000000
## 626  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 627  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 628  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 629   0.000000e+00  0.0000000   0.6251913    2.9989627    0.0000000
## 630  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 631  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 632  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 633  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 634   0.000000e+00  0.0000000 -10.0221570    1.6610719    0.0000000
## 635  -1.920253e+07 -1.7865520 -10.0221570   -1.3597858    0.7713192
## 636  -1.920253e+07  0.8299626 -10.0221570    4.7386961    0.7713192
## 637  -1.920253e+07  0.0000000 -10.0221570    0.0000000    0.0000000
## 638  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.7713192
## 639  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 640  -1.920253e+07  0.8299626 -10.0221570    0.0000000    0.0000000
## 641  -1.920253e+07  0.0000000   0.0000000    0.0000000    0.0000000
## 642  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 643  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 644  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 645  -1.920253e+07  0.8299626   0.0000000    0.8945161    0.0000000
## 646  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 647  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 648  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 649  -1.920253e+07  0.0000000   0.0000000    2.3548011    0.0000000
## 650  -1.920253e+07  0.0000000 -10.0221570    0.0000000    0.0000000
## 651  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 652  -1.920253e+07  0.0000000 -10.0221570    2.3548011    0.0000000
## 653  -1.920253e+07  0.8299626   0.0000000    0.8945161    0.0000000
## 654  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 655  -1.920253e+07  0.8299626   0.0000000    0.8945161    0.0000000
## 656  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 657  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 658  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 659   0.000000e+00  0.0000000 -10.0221570    1.6610719    0.0000000
## 660  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 661  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 662  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 663  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 664  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 665  -1.920253e+07  0.0000000   0.0000000    0.0000000    0.0000000
## 666  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 667  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 668  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 669  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 670  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 671  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 672  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 673  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 674  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 675  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 676  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 677  -1.920253e+07  0.8299626 -10.0221570    2.3548011    0.7713192
## 678  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 679  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 680  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 681  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 682  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 683  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 684  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 685  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 686  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 687  -1.920253e+07  1.4685420 -10.0221570    1.6610719    0.0000000
## 688  -1.920253e+07  0.8299626   0.0000000    0.8945161    0.0000000
## 689  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 690  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 691  -1.920253e+07  0.0000000 -10.0221570    0.0000000    0.0000000
## 692   0.000000e+00  1.4685420   0.0000000    2.3548011    0.0000000
## 693  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 694  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 695  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 696  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 697  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 698   0.000000e+00  0.0000000 -10.0221570    0.8945161    0.0000000
## 699  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 700  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 701  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 702  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 703  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 704  -1.920253e+07  0.8299626 -10.0221570    2.3548011    0.7713192
## 705  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 706  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.7713192
## 707  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 708  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 709  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 710  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 711  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 712  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 713  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 714  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 715  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 716  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 717  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 718   0.000000e+00  0.0000000   0.0000000    1.6610719    0.0000000
## 719  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 720  -1.920253e+07  0.0000000   0.0000000    1.6610719    0.0000000
## 721  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 722  -1.920253e+07  0.0000000 -10.0221570    0.0000000    0.0000000
## 723  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 724  -1.920253e+07  0.8299626 -10.0221570    2.3548011    0.0000000
## 725  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 726  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 727  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 728  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 729  -1.920253e+07  0.8299626 -10.0221570    2.3548011    0.7713192
## 730  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 731  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 732  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 733  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 734  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 735  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 736  -1.920253e+07  0.0000000   0.0000000    0.8945161    0.0000000
## 737  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.7713192
## 738  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 739  -1.920253e+07  1.4685420 -10.0221570    1.6610719    0.0000000
## 740  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 741  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 742   0.000000e+00  0.0000000 -10.0221570    1.6610719    0.0000000
## 743  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 744   0.000000e+00  0.8299626 -10.0221570    1.6610719    0.0000000
## 745  -1.920253e+07  0.8299626 -10.0221570    0.8945161    0.0000000
## 746   0.000000e+00  1.4685420   0.0000000    2.3548011    0.0000000
## 747  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 748  -1.920253e+07  0.0000000   0.0000000    2.3548011    0.0000000
## 749  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 750  -1.920253e+07  0.8299626 -10.0221570    2.3548011    0.0000000
## 751  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 752  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 753  -1.920253e+07  0.8299626 -10.0221570    1.6610719    0.0000000
## 754  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 755  -1.920253e+07  0.0000000 -10.0221570    1.6610719    0.0000000
## 756  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 757  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 758  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 759  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
## 760  -1.920253e+07  0.8299626   0.0000000    2.3548011    0.0000000
## 761  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 762  -1.920253e+07  0.0000000 -10.0221570    0.8945161    0.0000000
## 763  -1.920253e+07  0.8299626   0.0000000    1.6610719    0.0000000
##      KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu GarageType
## 1             Gd    2.8969440        Typ -3.6825115          Gd     Attchd
## 2             TA    2.3795948        Typ  0.0000000          TA     Attchd
## 3             Gd    2.3795948        Typ  0.0000000          TA     Attchd
## 4             Gd    2.6511960        Typ  0.0000000          Gd     Detchd
## 5             Gd    3.1221188        Typ  0.0000000          TA     Attchd
## 6             TA    2.0743139        Typ -3.6825115          TA     Attchd
## 7             Gd    2.6511960        Typ  0.0000000          Gd     Attchd
## 8             TA    2.6511960        Typ  0.7179888          TA     Attchd
## 9             TA    2.8969440       Min1  0.7179888          TA     Detchd
## 10            TA    2.0743139        Typ  0.7179888          TA     Attchd
## 11            TA    2.0743139        Typ -3.6825115          Fa     Detchd
## 12            Ex    3.5247615        Typ  0.7179888          Gd    BuiltIn
## 13            TA    1.7229212        Typ -3.6825115          Po     Detchd
## 14            Gd    2.6511960        Typ  0.0000000          Gd     Attchd
## 15            TA    2.0743139        Typ  0.0000000          Fa     Attchd
## 16            TA    2.0743139        Typ -3.6825115          Gd     Detchd
## 17            TA    2.0743139        Typ  0.0000000          TA     Attchd
## 18            TA    2.3795948        Typ -3.6825115          Gd    CarPort
## 19            Gd    2.3795948        Typ -3.6825115          Gd     Detchd
## 20            TA    2.3795948       Min1 -3.6825115          Gd     Attchd
## 21            Gd    3.1221188        Typ  0.0000000          Gd    BuiltIn
## 22            Gd    2.3795948        Typ  0.0000000          Gd     Attchd
## 23            Gd    2.6511960        Typ  0.0000000          Gd     Attchd
## 24            TA    2.3795948        Typ  0.0000000          TA     Attchd
## 25            Gd    2.3795948        Typ  0.0000000          TA     Attchd
## 26            Gd    2.6511960        Typ  0.0000000          Gd     Attchd
## 27            Gd    2.0743139        Typ -3.6825115          TA     Detchd
## 28            Gd    2.6511960        Typ  0.0000000          Gd     Attchd
## 29            TA    2.3795948        Typ  0.7179888          Gd     Attchd
## 30            Fa    1.7229212        Typ -3.6825115          Gd     Detchd
## 31            TA    2.3795948        Typ -3.6825115          TA     Detchd
## 32            Gd    2.3795948        Typ -3.6825115          Gd     Attchd
## 33            Gd    2.6511960        Typ -3.6825115          Gd     Attchd
## 34            Gd    2.3795948        Typ  0.0000000          Gd     Attchd
## 35            Ex    2.3795948        Typ  0.0000000          Gd     Attchd
## 36            Gd    3.1221188        Typ  0.0000000          Gd    BuiltIn
## 37            TA    2.3795948        Typ -3.6825115          TA     Attchd
## 38            TA    2.0743139        Typ  0.0000000          TA     Attchd
## 39            Gd    2.0743139        Typ -3.6825115          Gd     Detchd
## 40            Fa    2.3795948        Typ -3.6825115          Gd     Attchd
## 41            TA    2.3795948        Typ  0.0000000          TA     Attchd
## 42            TA    2.0743139        Typ  0.7179888          Gd     Attchd
## 43            Gd    2.0743139        Typ -3.6825115          TA     Attchd
## 44            TA    2.0743139        Typ -3.6825115          TA     Detchd
## 45            TA    2.3795948        Typ -3.6825115          Fa     Attchd
## 46            Ex    2.3795948        Typ  0.0000000          Gd     Attchd
## 47            Gd    2.3795948        Typ  0.0000000          Ex     Attchd
## 48            Gd    2.6511960        Typ -3.6825115          Gd     Attchd
## 49            TA    2.8969440        Typ -3.6825115          Gd     Detchd
## 50            TA    2.3795948        Typ -3.6825115          TA     Attchd
## 51            TA    2.3795948        Typ -3.6825115          TA     Attchd
## 52            TA    2.3795948        Typ  0.0000000          Gd     Detchd
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## 679           Gd    2.6511960        Typ  0.0000000          Gd     Attchd
## 680           TA    2.0743139        Typ -3.6825115          Fa     Detchd
## 681           TA    2.0743139        Typ  0.0000000          TA     Attchd
## 682           TA    2.3795948        Typ -3.6825115          Gd     Detchd
## 683           Gd    2.3795948        Typ  0.0000000          Gd     Attchd
## 684           Gd    2.6511960        Typ  0.0000000          TA     Attchd
## 685           TA    2.6511960        Typ -3.6825115          TA     Attchd
## 686           Gd    2.3795948       Min1  0.0000000          TA     Attchd
## 687           Gd    2.6511960        Typ -3.6825115          Gd     Attchd
## 688           Gd    1.7229212        Typ -3.6825115          Ex     Detchd
## 689           Gd    2.6511960        Typ  0.0000000          Gd     Attchd
## 690           Gd    2.3795948        Typ  0.0000000          Gd     Attchd
## 691           Gd    1.3035847        Typ  0.0000000          TA     Attchd
## 692           Ex    3.3304689        Typ  0.7179888          Ex     Attchd
## 693           Gd    3.1221188        Typ  0.7179888          Gd     Attchd
## 694           TA    1.7229212        Typ -3.6825115          Gd     Detchd
## 695           TA    2.0743139        Typ -3.6825115          Gd     Detchd
## 696           Gd    2.0743139        Typ  0.0000000          TA     Attchd
## 697           TA    1.7229212        Typ -3.6825115          TA     Detchd
## 698           TA    2.3795948        Typ -3.6825115          TA     Detchd
## 699           TA    2.0743139        Typ  0.0000000          Gd     Detchd
## 700           Gd    2.0743139        Typ -3.6825115          Gd     Attchd
## 701           Gd    2.6511960        Typ  0.0000000          Gd     Attchd
## 702           TA    2.3795948        Typ -3.6825115          Po     Attchd
## 703           Ex    3.3304689        Typ  0.0000000          Gd    BuiltIn
## 704           Gd    2.8969440        Typ  0.0000000          Po     Detchd
## 705           Gd    2.6511960        Typ -3.6825115          Gd     Attchd
## 706           Fa    2.6511960        Mod -3.6825115          Po     Detchd
## 707           Gd    2.0743139        Typ  0.7179888          TA     Attchd
## 708           Gd    2.3795948        Typ  0.0000000          Gd     Attchd
## 709           Gd    2.8969440        Typ  0.0000000          Gd     Attchd
## 710           TA    2.3795948        Typ -3.6825115          Po     Attchd
## 711           TA    2.0743139       Maj2 -3.6825115          TA     Detchd
## 712           TA    2.6511960        Typ -3.6825115          Gd     Detchd
## 713           Gd    2.0743139        Typ  0.0000000          Gd     Attchd
## 714           TA    2.3795948        Typ -3.6825115          TA     Detchd
## 715           Gd    2.3795948        Typ -3.6825115          Fa     Attchd
## 716           TA    2.6511960        Typ  0.0000000          TA     Attchd
## 717           TA    2.8969440        Typ -3.6825115          Gd     Detchd
## 718           Gd    2.0743139        Typ  0.0000000          Fa     Attchd
## 719           Gd    3.1221188        Typ  0.0000000          TA     Attchd
## 720           TA    2.0743139        Typ  0.0000000          Po     Attchd
## 721           Gd    2.0743139        Typ  0.0000000          TA     Attchd
## 722           Gd    1.3035847        Typ -3.6825115          Gd     Attchd
## 723           TA    2.0743139        Typ -3.6825115          TA     Detchd
## 724           TA    2.6511960        Typ -3.6825115          Gd     Detchd
## 725           Ex    2.8969440        Typ  0.0000000          Gd     Attchd
## 726           Gd    2.0743139        Typ -3.6825115          Fa     Detchd
## 727           Gd    2.0743139        Typ  0.0000000          Gd     Attchd
## 728           Gd    2.3795948        Typ -3.6825115          Gd     Attchd
## 729           TA    3.1221188        Typ -3.6825115          Ex     Detchd
## 730           TA    2.0743139        Typ -3.6825115          Gd     Detchd
## 731           Gd    2.0743139        Typ  0.0000000          TA     Attchd
## 732           Gd    2.3795948        Typ  0.0000000          Gd     Attchd
## 733           Gd    2.8969440        Typ  0.0000000          TA     Attchd
## 734           TA    2.3795948        Typ  0.0000000          TA     Attchd
## 735           TA    2.3795948        Typ -3.6825115          Fa     Attchd
## 736           TA    2.3795948        Typ  0.7179888          TA     Detchd
## 737           TA    2.3795948        Typ -3.6825115          Gd     Detchd
## 738           Gd    2.8969440        Typ  0.0000000          Gd     Attchd
## 739           TA    2.0743139        Typ -3.6825115          TA     Attchd
## 740           Gd    2.6511960        Typ -3.6825115          Gd     Attchd
## 741           TA    2.6511960        Typ -3.6825115          Gd     Detchd
## 742           Gd    2.0743139        Typ -3.6825115          TA     Detchd
## 743           TA    2.3795948        Typ -3.6825115          TA     Attchd
## 744           TA    2.3795948       Min2  0.0000000          TA     Attchd
## 745           Gd    2.0743139        Typ  0.0000000          TA     Attchd
## 746           Gd    3.5247615        Typ  0.7179888          TA    BuiltIn
## 747           Gd    2.8969440        Typ  0.0000000          TA    BuiltIn
## 748           Gd    2.8969440        Typ  0.0000000          Gd     Detchd
## 749           Gd    2.6511960        Typ  0.0000000          TA     Attchd
## 750           TA    3.1221188        Mod -3.6825115          Gd     Detchd
## 751           TA    2.6511960       Min2 -3.6825115          Gd     Detchd
## 752           Gd    2.3795948        Typ -3.6825115          Gd     Attchd
## 753           Gd    2.3795948        Typ -3.6825115          TA     Attchd
## 754           Ex    2.8969440        Typ  0.0000000          Gd     Attchd
## 755           Gd    2.0743139        Typ -3.6825115          TA     Detchd
## 756           TA    2.3795948        Typ -3.6825115          TA     Detchd
## 757           Gd    2.6511960        Typ -3.6825115          Gd     Attchd
## 758           TA    2.3795948        Typ  0.0000000          TA     Attchd
## 759           TA    2.3795948        Typ -3.6825115          TA     Detchd
## 760           Gd    3.1221188        Typ  0.0000000          TA     Attchd
## 761           TA    2.0743139        Typ -3.6825115          Fa     Detchd
## 762           Fa    2.0743139       Min1 -3.6825115          Gd     Detchd
## 763           Gd    2.6511960        Typ -3.6825115          Gd     Attchd
##       GarageYrBlt GarageFinish GarageCars GarageArea GarageQual GarageCond
## 1    1.039464e+32          RFn   0.965648 120.779371         TA         TA
## 2    9.075476e+31          RFn   0.965648 106.553754         TA         TA
## 3    1.029132e+32          RFn   0.965648 130.094215         TA         TA
## 4    1.013806e+32          Unf   1.886340 135.252485         TA         TA
## 5    1.024000e+32          RFn   1.886340 163.304683         TA         TA
## 6    9.887192e+31          Unf   0.965648 109.852180         TA         TA
## 7    1.044665e+32          RFn   0.965648 134.348131         TA         TA
## 8    8.938628e+31          RFn   0.965648 110.506993         TA         TA
## 9    7.208132e+31          Unf   0.965648 107.878068         Fa         TA
## 10   7.512389e+31          RFn   0.000000  59.554928         Gd         TA
## 11   8.582732e+31          Unf   0.000000  93.611629         TA         TA
## 12   1.049890e+32          Fin   1.886340 149.115512         TA         TA
## 13   8.452594e+31          Unf   0.000000  87.941541         TA         TA
## 14   1.055138e+32          RFn   1.886340 163.861556         TA         TA
## 15   8.366826e+31          RFn   0.000000  87.941541         TA         TA
## 16   9.788420e+31          Unf   0.965648 125.161617         TA         TA
## 17   8.803640e+31          Fin   0.965648 109.852180         TA         TA
## 18   8.670489e+31          Unf   0.965648 115.689867         TA         TA
## 19   1.044665e+32          Unf   0.965648 125.161617         TA         TA
## 20   8.281841e+31          Unf   0.000000  77.260079         TA         TA
## 21   1.049890e+32          RFn   1.886340 165.666057         TA         TA
## 22   7.170890e+31          Unf   0.000000  74.592246         TA         TA
## 23   1.034286e+32          RFn   0.965648 118.563731         TA         TA
## 24   9.075476e+31          Unf   0.965648 124.539468         TA         TA
## 25   8.714670e+31          Unf   0.000000  72.662691         TA         TA
## 26   1.060410e+32          RFn   1.886340 170.758471         TA         TA
## 27   1.049890e+32          Unf   0.965648 125.161617         TA         TA
## 28   1.065705e+32          RFn   1.886340 154.285050         TA         TA
## 29   8.239640e+31          RFn   0.000000  81.933526         TA         TA
## 30   6.807886e+31          Unf   0.000000  66.743394         Fa         TA
## 31   6.807886e+31          Unf   0.000000  68.739368         TA         Fa
## 32   8.626510e+31          Unf   0.000000  72.856577         TA         TA
## 33   1.060410e+32          RFn   0.965648 110.506993         TA         TA
## 34   8.324236e+31          RFn   0.965648 104.387249         TA         TA
## 35   1.049890e+32          Fin   0.965648 122.037998         TA         TA
## 36   1.044665e+32          Fin   1.886340 142.548057         TA         TA
## 37   9.986861e+31          Unf   0.965648 139.737750         TA         TA
## 38   8.114198e+31          Fin   0.965648 112.786479         TA         TA
## 39   8.072767e+31          Unf   0.000000  67.943837         TA         TA
## 40   8.239640e+31          Unf  -1.083281  -1.359786         TA         TA
## 41   8.582732e+31          RFn   0.965648 103.213036         TA         TA
## 42   8.324236e+31          RFn   0.000000  79.890942         TA         TA
## 43   9.402149e+31          RFn   0.965648 113.757639         TA         Gd
## 44   9.121509e+31          Unf   0.000000  79.890942         TA         TA
## 45   8.324236e+31          RFn   0.000000  78.391988         TA         TA
## 46   1.049890e+32          RFn   0.965648 125.161617         TA         TA
## 47   1.039464e+32          RFn   0.965648 139.440583         TA         TA
## 48   1.055138e+32          RFn   1.886340 161.909072         TA         TA
## 49   6.843427e+31          Unf  -1.083281  -1.359786         Fa         Po
## 50   8.626510e+31          Unf   0.000000  93.961311         TA         TA
## 51   1.008743e+32          Fin   0.965648  94.310463         TA         TA
## 52   9.497408e+31          Unf   0.965648 117.608976         TA         TA
## 53   8.495775e+31          Unf   0.965648 115.689867         TA         TA
## 54   9.307751e+31          Fin   1.886340 171.305250         TA         TA
## 55   8.452594e+31          Unf   0.965648 124.539468         TA         TA
## 56   8.539154e+31          RFn   0.965648 125.161617         TA         TA
## 57   1.018892e+32          Fin   0.965648 109.852180         TA         TA
## 58   1.044665e+32          RFn   0.965648 123.447631         TA         TA
## 59   1.055138e+32          Fin   1.886340 135.101932         TA         TA
## 60   8.938628e+31          Unf   0.000000  87.941541         TA         TA
## 61   1.055138e+32          Unf   0.965648 125.161617         TA         TA
## 62   7.358846e+31          Unf   0.000000  76.121384         TA         TA
## 63   1.055138e+32          RFn   0.965648 110.506993         TA         TA
## 64   9.739368e+31          Unf   0.965648 109.852180         TA         TA
## 65   1.013806e+32          RFn   0.965648 135.703733         TA         TA
## 66   1.044665e+32          RFn   1.886340 165.527537         TA         TA
## 67   8.803640e+31          RFn   0.965648 125.161617         TA         TA
## 68   1.039464e+32          RFn   0.965648 122.351824         TA         TA
## 69   7.748115e+31          Unf   0.000000  62.676503         TA         TA
## 70   8.072767e+31          Fin   0.965648 138.994345         TA         TA
## 71   8.938628e+31          Fin   0.965648 115.689867         TA         TA
## 72   9.593535e+31          Unf   0.965648  89.372736         TA         TA
## 73   1.013806e+32          Fin   0.965648 101.017714         TA         TA
## 74   9.690537e+31          Unf   0.965648 111.486249         TA         TA
## 75   6.632661e+31          Unf   0.000000  92.735081         TA         TA
## 76   8.938628e+31          Unf   0.000000  77.826871         TA         TA
## 77   8.197634e+31          Unf   0.000000  75.167153         TA         TA
## 78   7.868456e+31          Unf   0.000000  66.743394         TA         TA
## 79   8.714670e+31          RFn  -1.083281  -1.359786         TA         TA
## 80   8.626510e+31          Unf   0.965648 103.213036         TA         TA
## 81   8.714670e+31          Fin   0.000000 114.564354         TA         TA
## 82   1.013806e+32          Fin   0.965648  97.257326         TA         TA
## 83   1.060410e+32          RFn   1.886340 152.283247         TA         TA
## 84   8.984036e+31          Unf   0.965648 106.719660         TA         TA
## 85   9.986861e+31          Fin   0.965648  96.394429         TA         TA
## 86   9.788420e+31          Unf   0.965648 106.885461         TA         TA
## 87   1.049890e+32          Fin   0.965648  96.394429         TA         TA
## 88   1.071024e+32          RFn   0.965648 117.608976         TA         TA
## 89   6.807886e+31          Unf  -1.083281  -1.359786         Fa         Fa
## 90   1.003703e+32          Fin  -1.083281  -1.359786         TA         TA
## 91   7.949615e+31          Unf   0.965648  99.827521         TA         TA
## 92   8.409612e+31          Unf   0.965648 109.852180         TA         TA
## 93   6.843427e+31          Unf   0.965648 101.864354         TA         TA
## 94   6.131066e+31          Unf   0.965648 114.080605         TA         TA
## 95   1.008743e+32          RFn   0.965648 141.515347         TA         TA
## 96   9.887192e+31          Fin   0.965648  99.827521         TA         TA
## 97   1.018892e+32          RFn   0.965648 108.537735         TA         TA
## 98   8.582732e+31          Fin   0.000000 101.864354         TA         TA
## 99   6.807886e+31          Unf   0.000000  90.440024         Fa         TA
## 100  8.324236e+31          Fin  -1.083281  -1.359786         TA         TA
## 101  9.121509e+31          RFn   0.965648 109.852180         TA         TA
## 102  9.497408e+31          Fin   0.965648 109.195766         TA         TA
## 103  9.214207e+31          Unf   0.965648  98.117108         TA         TA
## 104  1.071024e+32          RFn   1.886340 149.693505         TA         TA
## 105  7.990477e+31          Unf   0.000000  66.743394         TA         TA
## 106  1.039464e+32          RFn   0.965648 136.154366         TA         TA
## 107  8.114198e+31          Unf   0.000000  73.243723         Fa         Fa
## 108  7.868456e+31          Unf   0.000000  68.739368         TA         TA
## 109  6.737302e+31          RFn  -1.083281  -1.359786         TA         TA
## 110  9.121509e+31          RFn   0.965648 120.463875         TA         TA
## 111  8.114198e+31          Unf   0.000000  83.038951         TA         TA
## 112  1.024000e+32          Fin   0.965648  96.394429         TA         TA
## 113  1.060410e+32          Fin   1.886340 157.126431         TA         TA
## 114  8.072767e+31          Unf   0.965648 104.888832         TA         TA
## 115  7.748115e+31          Unf   0.000000  54.198453         TA         TA
## 116  1.018892e+32          Unf   0.965648 103.213036         TA         TA
## 117  8.452594e+31          Unf   0.000000  76.121384         TA         TA
## 118  1.060410e+32          Unf   0.965648 101.526045         TA         TA
## 119  9.739368e+31          Unf   1.886340 127.945801         TA         TA
## 120  1.049890e+32          Fin   0.965648  94.659087         TA         TA
## 121  8.759053e+31          Unf   0.965648 119.515349         TA         TA
## 122  9.214207e+31          Unf   0.000000  71.494918         TA         TA
## 123  8.281841e+31          Unf   0.000000  76.121384         TA         TA
## 124  9.887192e+31          RFn   0.965648 117.927579         TA         TA
## 125  9.214207e+31          Unf   0.965648 102.370960         TA         TA
## 126  1.034286e+32          Unf  -1.083281  -1.359786         TA         TA
## 127  9.121509e+31          RFn   0.965648 103.213036         TA         TA
## 128  7.208132e+31          Unf  -1.083281  -1.359786         TA         TA
## 129  8.626510e+31          RFn   0.965648 105.389436         TA         TA
## 130  1.013806e+32          RFn   0.965648 151.134500         TA         TA
## 131  8.626510e+31          Fin   0.965648 110.997063         TA         TA
## 132  1.024000e+32          RFn   0.965648  94.659087         TA         TA
## 133  8.984036e+31          Unf   0.965648 132.531884         TA         TA
## 134  1.029132e+32          Fin   0.965648 108.372972         TA         TA
## 135  8.714670e+31          RFn   0.965648 103.213036         TA         TA
## 136  8.803640e+31          Unf   0.965648 117.927579         TA         TA
## 137  8.670489e+31          RFn   0.000000  81.748699         TA         TA
## 138  9.690537e+31          Unf   1.886340 153.428448         TA         TA
## 139  1.018892e+32          Fin   1.886340 137.950830         TA         TA
## 140  1.008743e+32          RFn   0.965648 108.208107         TA         TA
## 141  9.307751e+31          Unf  -1.083281  -1.359786         TA         TA
## 142  1.049890e+32          Fin   0.965648 137.950830         TA         TA
## 143  1.024000e+32          Unf   0.965648 146.794266         TA         TA
## 144  1.018892e+32          RFn   0.965648 125.316956         TA         TA
## 145  8.495775e+31          Unf   0.965648 113.757639         TA         TA
## 146  1.044665e+32          Unf   0.965648  92.910661         TA         TA
## 147  7.208132e+31          Unf   0.000000  54.198453         Fa         TA
## 148  1.029132e+32          Fin   0.965648 102.202206         TA         TA
## 149  1.044665e+32          RFn  -1.083281  -1.359786         TA         TA
## 150  7.396964e+31          Unf   0.000000  66.743394         Fa         TA
## 151  9.029652e+31          Unf   0.965648 103.213036         TA         TA
## 152  1.060410e+32          RFn   1.886340 167.462521         TA         TA
## 153  8.848430e+31          RFn   0.965648 112.299615         TA         TA
## 154  8.366826e+31          RFn   0.965648 123.291331         TA         TA
## 155  6.915010e+31          Unf   0.000000  80.636134         Fa         Fa
## 156  8.582732e+31          Unf  -1.083281  -1.359786         TA         TA
## 157  7.949615e+31          Unf   0.965648 132.683626         TA         TA
## 158  1.071024e+32          Fin   1.886340 140.923837         TA         TA
## 159  1.044665e+32          RFn   0.965648 140.627700         TA         TA
## 160  1.055138e+32          RFn   0.965648 125.161617         TA         TA
## 161  9.449671e+31          Unf   0.965648 115.689867         TA         TA
## 162  1.039464e+32          Fin   1.886340 147.666487         TA         TA
## 163  1.049890e+32          RFn   0.965648 118.245830         TA         TA
## 164  1.018892e+32          Fin  -1.083281  -1.359786         TA         TA
## 165  7.023649e+31          Unf   0.000000  61.850351         TA         TA
## 166  7.551223e+31          RFn  -1.083281  -1.359786         TA         TA
## 167  8.155820e+31          Fin   0.000000  78.955452         TA         TA
## 168  1.060410e+32          Fin   1.886340 156.701576         TA         TA
## 169  1.044665e+32          Fin   0.965648 103.213036         TA         TA
## 170  9.307751e+31          RFn   0.965648 114.886389         TA         TA
## 171  9.788420e+31          Unf   0.965648 137.950830         TA         TA
## 172  8.366826e+31          Fin   0.965648 117.608976         TA         TA
## 173  9.593535e+31          RFn   0.965648 113.757639         Gd         TA
## 174  8.409612e+31          Unf   0.965648 113.757639         TA         TA
## 175  9.545363e+31          Fin   0.965648 131.315368         TA         TA
## 176  7.949615e+31          Unf   0.965648 125.161617         TA         TA
## 177  9.641926e+31          Unf   0.965648 116.491068         TA         TA
## 178  8.281841e+31          Unf   0.965648 105.055809         TA         TA
## 179  1.071024e+32          Fin   1.886340 206.991546         TA         TA
## 180  7.358846e+31          Unf   0.965648 109.852180         Fa         TA
## 181  1.024000e+32          Unf   0.965648 103.213036         TA         TA
## 182  6.807886e+31          Unf   0.000000  61.850351         Fa         TA
## 183  8.239640e+31          RFn   0.000000  69.135733         TA         TA
## 184  1.039464e+32          Unf   0.965648 110.506993         TA         TA
## 185  9.545363e+31          Unf   0.965648 125.161617         TA         TA
## 186  9.887192e+31          Unf   1.886340 163.861556         Ex         TA
## 187  9.739368e+31          Unf   0.965648 112.624287         TA         TA
## 188  6.667378e+31          Unf   0.000000  54.198453         Fa         Fa
## 189  9.214207e+31          Unf   0.965648 117.608976         TA         TA
## 190  1.029132e+32          Fin   0.965648 141.219719         TA         TA
## 191  7.245548e+31          Unf   0.965648 103.213036         TA         TA
## 192  8.893426e+31          Fin   0.965648 110.506993         TA         TA
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## 722  1.044665e+32          RFn   0.965648  99.827521         TA         TA
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## 727  9.641926e+31          Fin   0.965648 119.515349         TA         TA
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## 729  8.714670e+31          Unf   1.886340 170.484811         TA         TA
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## 731  9.986861e+31          RFn   0.965648 130.094215         TA         TA
## 732  1.039464e+32          Fin   0.965648 102.876544         TA         TA
## 733  1.013806e+32          Fin   0.965648 119.673651         TA         TA
## 734  8.409612e+31          RFn   0.000000  71.494918         TA         TA
## 735  8.714670e+31          Unf   0.000000  78.391988         TA         TA
## 736  6.598107e+31          Unf   0.965648  82.118184         TA         TA
## 737  7.908942e+31          Unf   0.965648  96.394429         TA         TA
## 738  1.049890e+32          Fin   1.886340 158.257082         TA         TA
## 739  9.593535e+31          Unf  -1.083281  -1.359786         TA         TA
## 740  1.044665e+32          RFn   0.965648 124.539468         TA         TA
## 741  6.461505e+31          Unf   0.965648  89.372736         TA         Gd
## 742  8.452594e+31          Unf   0.000000  76.121384         TA         TA
## 743  1.024000e+32          Unf   0.965648 119.356962         TA         TA
## 744  1.008743e+32          RFn   0.965648 109.852180         TA         TA
## 745  9.887192e+31          RFn   0.965648 106.885461         TA         TA
## 746  9.936914e+31          Fin   0.965648 162.607492         TA         TA
## 747  1.024000e+32          Fin   0.965648 121.723841         TA         TA
## 748  7.949615e+31          Unf   2.779002 167.186659         TA         TA
## 749  1.003703e+32          Fin   0.965648 117.449542         TA         TA
## 750  7.748115e+31          Unf   0.000000  66.743394         TA         TA
## 751  6.632661e+31          Unf  -1.083281  -1.359786         TA         TA
## 752  1.039464e+32          Fin   0.965648  96.394429         TA         TA
## 753  1.008743e+32          RFn   0.965648 125.161617         TA         TA
## 754  1.049890e+32          RFn   1.886340 169.113795         TA         TA
## 755  8.759053e+31          RFn   0.965648 103.213036         TA         TA
## 756  1.018892e+32          Unf   0.965648 103.213036         TA         TA
## 757  1.060410e+32          RFn   0.965648 125.472216         TA         TA
## 758  9.167752e+31          Fin   0.965648 103.213036         TA         TA
## 759  1.018892e+32          Unf   0.965648 103.213036         TA         TA
## 760  9.986861e+31          RFn   1.886340 151.422022         TA         TA
## 761  1.065705e+32          Unf   0.000000  78.391988         Ex         Ex
## 762  8.582732e+31          Unf   0.965648 103.213036         TA         TA
## 763  1.071024e+32          Unf   0.965648 131.010517         TA         TA
##      PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch    X3SsnPorch
## 1             Y  -5.863600    5.095866    -35.286771 -3.416156e+11
## 2             Y   4.331806   -3.682511    -35.286771 -3.416156e+11
## 3             Y  -5.863600    4.541083    -35.286771 -3.416156e+11
## 4             Y  -5.863600    4.277566      1.387425 -3.416156e+11
## 5             Y   4.078985    5.588410    -35.286771 -3.416156e+11
## 6             Y   3.079583    4.058520    -35.286771  1.622951e-01
## 7             Y   4.243467    4.993484    -35.286771 -3.416156e+11
## 8             Y   4.196606    7.040693      1.383855 -3.416156e+11
## 9             Y   3.615989   -3.682511      1.381479 -3.416156e+11
## 10            Y  -5.863600    1.488049    -35.286771 -3.416156e+11
## 11            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 12            Y   3.919820    3.564577    -35.286771 -3.416156e+11
## 13            Y   3.890275   -3.682511    -35.286771 -3.416156e+11
## 14            Y   3.970790    4.193551    -35.286771 -3.416156e+11
## 15            Y  -5.863600    7.114730      1.377743 -3.416156e+11
## 16            Y   3.204040    6.045088    -35.286771 -3.416156e+11
## 17            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 18            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 19            Y  -5.863600    5.895163    -35.286771 -3.416156e+11
## 20            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 21            Y   4.208722    6.566333    -35.286771 -3.416156e+11
## 22            N  -5.863600   -3.682511      1.381479 -3.416156e+11
## 23            Y   4.010478    6.619562    -35.286771 -3.416156e+11
## 24            Y   3.682511    6.016093    -35.286771 -3.416156e+11
## 25            Y   4.503058    5.696725    -35.286771 -3.416156e+11
## 26            Y  -5.863600    4.966880    -35.286771 -3.416156e+11
## 27            Y   4.163727    4.149813    -35.286771 -3.416156e+11
## 28            Y  -5.863600    4.797664    -35.286771 -3.416156e+11
## 29            Y   4.312575    7.447350    -35.286771 -3.416156e+11
## 30            Y   3.217972   -3.682511      1.354146 -3.416156e+11
## 31            N  -5.863600    4.912367      1.377144 -3.416156e+11
## 32            Y  -5.863600    5.192381    -35.286771 -3.416156e+11
## 33            Y  -5.863600    4.058520    -35.286771 -3.416156e+11
## 34            Y  -5.863600    4.395827    -35.286771 -3.416156e+11
## 35            Y   4.111650    4.706090    -35.286771 -3.416156e+11
## 36            Y   3.758796    4.149813    -35.286771 -3.416156e+11
## 37            Y   4.483895    5.168763    -35.286771 -3.416156e+11
## 38            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 39            Y  -5.863600    4.856007    -35.286771 -3.416156e+11
## 40            N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 41            Y  -5.863600    6.384881    -35.286771 -3.416156e+11
## 42            P  -5.863600    5.926174    -35.286771 -3.416156e+11
## 43            Y   4.208722   -3.682511    -35.286771 -3.416156e+11
## 44            Y   3.911539   -3.682511    -35.286771 -3.416156e+11
## 45            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 46            Y   4.091096    5.550756    -35.286771 -3.416156e+11
## 47            Y   3.999939    4.575448    -35.286771 -3.416156e+11
## 48            Y  -5.863600    6.477843    -35.286771 -3.416156e+11
## 49            N  -5.863600   -3.682511      1.360544 -3.416156e+11
## 50            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 51            Y  -5.863600    5.412120    -35.286771 -3.416156e+11
## 52            Y   3.753279   -3.682511    -35.286771 -3.416156e+11
## 53            Y   3.718999   -3.682511    -35.286771 -3.416156e+11
## 54            Y   4.895341    5.349111    -35.286771 -3.416156e+11
## 55            Y  -5.863600    4.797664    -35.286771 -3.416156e+11
## 56            Y  -5.863600   -3.682511    -35.286771  1.622951e-01
## 57            Y   3.769669   -3.682511    -35.286771 -3.416156e+11
## 58            Y  -5.863600    5.305781    -35.286771 -3.416156e+11
## 59            Y   4.078985   -3.682511      1.304206 -3.416156e+11
## 60            Y   4.091096   -3.682511    -35.286771 -3.416156e+11
## 61            Y  -5.863600    4.797664    -35.286771 -3.416156e+11
## 62            N  -5.863600   -3.682511      1.372172 -3.416156e+11
## 63            Y   3.795967    4.767702    -35.286771 -3.416156e+11
## 64            Y   2.197584    2.713232      1.339565 -3.416156e+11
## 65            Y   4.690397    4.317966    -35.286771 -3.416156e+11
## 66            Y   4.078985    6.533644    -35.286771 -3.416156e+11
## 67            Y   4.337437   -3.682511    -35.286771 -3.416156e+11
## 68            Y   3.907352    4.010802    -35.286771 -3.416156e+11
## 69            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 70            Y  -5.863600    3.564577      1.364608 -3.416156e+11
## 71            Y   4.335567   -3.682511    -35.286771 -3.416156e+11
## 72            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 73            Y  -5.863600    5.765384    -35.286771 -3.416156e+11
## 74            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 75            Y  -5.863600   -3.682511      1.381135 -3.416156e+11
## 76            Y   3.795967    5.879451    -35.286771 -3.416156e+11
## 77            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 78            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 79            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 80            Y   3.490504   -3.682511      1.368515 -3.416156e+11
## 81            Y  -5.863600    5.349111    -35.286771 -3.416156e+11
## 82            Y  -5.863600    6.998283    -35.286771 -3.416156e+11
## 83            Y   3.907352    5.847605    -35.286771 -3.416156e+11
## 84            Y   3.490504   -3.682511    -35.286771 -3.416156e+11
## 85            Y   3.795967    5.349111    -35.286771 -3.416156e+11
## 86            Y   3.830823    5.550756    -35.286771 -3.416156e+11
## 87            Y   3.682511    4.395827    -35.286771 -3.416156e+11
## 88            Y  -5.863600    7.277103    -35.286771 -3.416156e+11
## 89            N  -5.863600   -3.682511      1.374489 -3.416156e+11
## 90            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 91            Y  -5.863600    4.010802    -35.286771 -3.416156e+11
## 92            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 93            Y  -5.863600   -3.682511      1.316899 -3.416156e+11
## 94            Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 95            Y  -5.863600    6.650782    -35.286771 -3.416156e+11
## 96            Y   4.189199    5.144812    -35.286771 -3.416156e+11
## 97            Y   3.963252    4.010802    -35.286771 -3.416156e+11
## 98            P   3.795967   -3.682511    -35.286771 -3.416156e+11
## 99            Y  -5.863600   -3.682511      1.348723 -3.416156e+11
## 100           Y   4.424691   -3.682511    -35.286771 -3.416156e+11
## 101           Y   3.999939    5.261323    -35.286771 -3.416156e+11
## 102           Y   4.078985    4.674395    -35.286771 -3.416156e+11
## 103           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 104           Y  -5.863600    4.317966    -35.286771 -3.416156e+11
## 105           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 106           Y   3.890275    4.642074    -35.286771 -3.416156e+11
## 107           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 108           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 109           N  -5.863600   -3.682511      1.372172 -3.416156e+11
## 110           Y  -5.863600    6.183428    -35.286771 -3.416156e+11
## 111           Y   4.047450   -3.682511    -35.286771 -3.416156e+11
## 112           Y   4.040914   -3.682511    -35.286771 -3.416156e+11
## 113           Y   3.795967    6.865043    -35.286771 -3.416156e+11
## 114           Y   3.992798    6.156597      1.379923 -3.416156e+11
## 115           Y   4.168921   -3.682511    -35.286771 -3.416156e+11
## 116           Y  -5.863600    4.149813    -35.286771 -3.416156e+11
## 117           Y  -5.863600    3.498382      1.372172 -3.416156e+11
## 118           Y   3.540780    5.168763    -35.286771 -3.416156e+11
## 119           Y   4.447722   -3.682511    -35.286771 -3.416156e+11
## 120           Y  -5.863600    3.747417    -35.286771 -3.416156e+11
## 121           Y  -5.863600    6.286943    -35.286771  1.622951e-01
## 122           P  -5.863600   -3.682511      1.371325 -3.416156e+11
## 123           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 124           Y  -5.863600    5.144812    -35.286771 -3.416156e+11
## 125           Y   4.078985   -3.682511    -35.286771 -3.416156e+11
## 126           N   3.270727   -3.682511    -35.286771 -3.416156e+11
## 127           Y  -5.863600    7.049063    -35.286771 -3.416156e+11
## 128           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 129           Y   4.066593    5.986621    -35.286771 -3.416156e+11
## 130           Y  -5.863600    5.512266    -35.286771  1.622951e-01
## 131           Y   3.713078    5.215674    -35.286771 -3.416156e+11
## 132           Y   2.718421    4.737184    -35.286771 -3.416156e+11
## 133           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 134           Y   4.078985    3.803808    -35.286771 -3.416156e+11
## 135           Y  -5.863600    5.798733      1.378319 -3.416156e+11
## 136           Y   3.669811   -3.682511    -35.286771 -3.416156e+11
## 137           Y  -5.863600    6.030649    -35.286771 -3.416156e+11
## 138           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 139           Y   4.168921    5.956654    -35.286771 -3.416156e+11
## 140           Y   4.288503    5.847605    -35.286771 -3.416156e+11
## 141           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 142           Y   3.970790    3.747417    -35.286771 -3.416156e+11
## 143           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 144           Y   3.907352    4.010802    -35.286771 -3.416156e+11
## 145           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 146           Y  -5.863600    4.470088    -35.286771 -3.416156e+11
## 147           Y   3.204040   -3.682511    -35.286771 -3.416156e+11
## 148           Y   3.907352    4.737184    -35.286771 -3.416156e+11
## 149           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 150           Y   4.102938    6.073620    -35.286771 -3.416156e+11
## 151           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 152           Y  -5.863600    5.895163    -35.286771 -3.416156e+11
## 153           Y  -5.863600    5.215674    -35.286771 -3.416156e+11
## 154           Y   4.507070   -3.682511    -35.286771 -3.416156e+11
## 155           Y  -5.863600   -3.682511      1.383855 -3.416156e+11
## 156           N  -5.863600    2.313958      1.368515 -3.416156e+11
## 157           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 158           Y  -5.863600    5.412120    -35.286771 -3.416156e+11
## 159           Y  -5.863600    6.360885    -35.286771 -3.416156e+11
## 160           Y   4.206321    6.311925    -35.286771  1.622951e-01
## 161           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 162           Y   4.494936   -3.682511    -35.286771 -3.416156e+11
## 163           Y  -5.863600    5.305781    -35.286771 -3.416156e+11
## 164           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 165           Y  -5.863600   -3.682511      1.378737 -3.416156e+11
## 166           Y   3.890275   -3.682511    -35.286771 -3.416156e+11
## 167           Y   4.589079   -3.682511    -35.286771 -3.416156e+11
## 168           Y   4.034297    6.156597    -35.286771 -3.416156e+11
## 169           Y   3.682511    4.737184    -35.286771 -3.416156e+11
## 170           Y   4.688566    5.168763    -35.286771 -3.416156e+11
## 171           Y   4.201486   -3.682511    -35.286771 -3.416156e+11
## 172           P   4.131438    5.120516    -35.286771 -3.416156e+11
## 173           Y   4.547950    4.277566    -35.286771 -3.416156e+11
## 174           Y  -5.863600    3.498382    -35.286771 -3.416156e+11
## 175           Y   4.078985   -3.682511    -35.286771 -3.416156e+11
## 176           Y  -5.863600    4.010802      1.308228 -3.416156e+11
## 177           Y  -5.863600    7.232093    -35.286771 -3.416156e+11
## 178           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 179           Y  -5.863600    5.070849    -35.286771 -3.416156e+11
## 180           N  -5.863600   -3.682511      1.378874 -3.416156e+11
## 181           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 182           Y  -5.863600   -3.682511      1.310110 -3.416156e+11
## 183           Y   3.775028   -3.682511    -35.286771  1.622951e-01
## 184           N   4.296653    7.306537    -35.286771 -3.416156e+11
## 185           Y   3.707094   -3.682511    -35.286771 -3.416156e+11
## 186           Y  -5.863600    7.460886    -35.286771 -3.416156e+11
## 187           Y   3.999939    3.910754    -35.286771 -3.416156e+11
## 188           N  -5.863600   -3.682511    -35.286771  1.622951e-01
## 189           Y   3.795967   -3.682511    -35.286771 -3.416156e+11
## 190           Y  -5.863600    6.156597    -35.286771 -3.416156e+11
## 191           Y  -5.863600    5.391373    -35.286771 -3.416156e+11
## 192           Y  -5.863600    4.149813    -35.286771 -3.416156e+11
## 193           Y  -5.863600    4.277566    -35.286771 -3.416156e+11
## 194           Y  -5.863600    4.470088    -35.286771 -3.416156e+11
## 195           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 196           Y   3.594433   -3.682511    -35.286771 -3.416156e+11
## 197           Y   4.010478    6.384881    -35.286771 -3.416156e+11
## 198           Y  -5.863600    3.199764      1.398001 -3.416156e+11
## 199           Y  -5.863600    6.989686      1.286610 -3.416156e+11
## 200           Y  -5.863600    3.858206    -35.286771 -3.416156e+11
## 201           Y   3.854450    5.168763    -35.286771 -3.416156e+11
## 202           Y   4.203909    5.569685    -35.286771 -3.416156e+11
## 203           Y  -5.863600   -3.682511      1.368002 -3.416156e+11
## 204           Y   3.927978   -3.682511    -35.286771 -3.416156e+11
## 205           Y  -5.863600    4.277566    -35.286771 -3.416156e+11
## 206           Y  -5.863600    4.236114    -35.286771  1.622951e-01
## 207           Y  -5.863600    4.058520    -35.286771 -3.416156e+11
## 208           Y   4.429382   -3.682511    -35.286771 -3.416156e+11
## 209           Y   3.353277    4.939846    -35.286771 -3.416156e+11
## 210           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 211           Y  -5.863600   -3.682511      1.358190 -3.416156e+11
## 212           Y   3.682511    3.627995    -35.286771 -3.416156e+11
## 213           Y   3.999939    5.986621    -35.286771 -3.416156e+11
## 214           Y   4.168921   -3.682511    -35.286771 -3.416156e+11
## 215           Y  -5.863600    4.317966    -35.286771 -3.416156e+11
## 216           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 217           Y   3.885922    5.831464    -35.286771 -3.416156e+11
## 218           Y  -5.863600    6.751223      1.336076 -3.416156e+11
## 219           Y  -5.863600    6.143030      1.373370 -3.416156e+11
## 220           Y   3.730658   -3.682511    -35.286771 -3.416156e+11
## 221           Y   4.423117    4.193551    -35.286771 -3.416156e+11
## 222           Y   3.795967    4.674395    -35.286771 -3.416156e+11
## 223           Y   4.128656    7.073953    -35.286771 -3.416156e+11
## 224           Y   4.147829   -3.682511    -35.286771 -3.416156e+11
## 225           Y   4.227541    5.941479    -35.286771 -3.416156e+11
## 226           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 227           Y   4.168921    6.073620    -35.286771 -3.416156e+11
## 228           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 229           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 230           Y   3.903132    3.498382    -35.286771 -3.416156e+11
## 231           Y  -5.863600   -3.682511      1.366378 -3.416156e+11
## 232           Y  -5.863600    6.477843      1.381135 -3.416156e+11
## 233           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 234           Y   4.444711   -3.682511    -35.286771 -3.416156e+11
## 235           Y   4.312575    4.737184    -35.286771 -3.416156e+11
## 236           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 237           Y   3.854450    5.941479    -35.286771 -3.416156e+11
## 238           Y   4.452203    5.305781    -35.286771  1.622951e-01
## 239           Y   3.999939    7.232093    -35.286771 -3.416156e+11
## 240           Y  -5.863600    6.408567    -35.286771 -3.416156e+11
## 241           Y   3.907352    6.711694    -35.286771 -3.416156e+11
## 242           Y   3.330820    4.541083    -35.286771 -3.416156e+11
## 243           Y  -5.863600   -3.682511      1.348723 -3.416156e+11
## 244           Y  -5.863600    3.961581    -35.286771 -3.416156e+11
## 245           Y  -5.863600    6.286943    -35.286771 -3.416156e+11
## 246           Y   4.094082    4.433386    -35.286771 -3.416156e+11
## 247           Y  -5.863600    5.070849      1.363983 -3.416156e+11
## 248           Y  -5.863600    4.058520    -35.286771 -3.416156e+11
## 249           Y   3.907352    5.261323    -35.286771 -3.416156e+11
## 250           Y  -5.863600    5.831464    -35.286771 -3.416156e+11
## 251           Y   4.261089   -3.682511    -35.286771 -3.416156e+11
## 252           Y   3.811173   -3.682511    -35.286771 -3.416156e+11
## 253           Y   3.881534    4.642074    -35.286771 -3.416156e+11
## 254           Y   4.393916   -3.682511    -35.286771 -3.416156e+11
## 255           Y   4.232141   -3.682511    -35.286771 -3.416156e+11
## 256           Y   4.078985   -3.682511    -35.286771 -3.416156e+11
## 257           Y   4.147829    4.966880    -35.286771 -3.416156e+11
## 258           Y   3.811173    6.016093    -35.286771 -3.416156e+11
## 259           Y  -5.863600    5.798733    -35.286771  1.622951e-01
## 260           Y  -5.863600    4.642074    -35.286771 -3.416156e+11
## 261           Y  -5.863600   -3.682511      1.385934 -3.416156e+11
## 262           Y  -5.863600    6.500366    -35.286771 -3.416156e+11
## 263           Y   4.320354    2.824578    -35.286771 -3.416156e+11
## 264           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 265           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 266           Y   4.288503   -3.682511    -35.286771 -3.416156e+11
## 267           Y   3.650214    5.412120    -35.286771 -3.416156e+11
## 268           Y   4.258919    3.747417    -35.286771 -3.416156e+11
## 269           Y  -5.863600    3.803808    -35.286771 -3.416156e+11
## 270           Y   4.452203    4.058520    -35.286771 -3.416156e+11
## 271           Y   4.078985    4.827093    -35.286771 -3.416156e+11
## 272           Y   3.548754   -3.682511    -35.286771 -3.416156e+11
## 273           Y   3.854450    4.993484    -35.286771 -3.416156e+11
## 274           Y   4.314531   -3.682511    -35.286771 -3.416156e+11
## 275           Y   3.999939   -3.682511    -35.286771 -3.416156e+11
## 276           Y   3.490504   -3.682511    -35.286771 -3.416156e+11
## 277           Y   3.682511    6.522618    -35.286771 -3.416156e+11
## 278           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 279           Y   3.816151    5.831464    -35.286771 -3.416156e+11
## 280           Y   4.312575    6.115587    -35.286771 -3.416156e+11
## 281           Y  -5.863600    5.588410    -35.286771  1.622951e-01
## 282           Y  -5.863600    6.156597    -35.286771 -3.416156e+11
## 283           Y   4.013946    5.120516    -35.286771 -3.416156e+11
## 284           Y   4.131438    6.522618    -35.286771 -3.416156e+11
## 285           Y  -5.863600   -3.682511      1.327749 -3.416156e+11
## 286           Y  -5.863600    4.912367    -35.286771 -3.416156e+11
## 287           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 288           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 289           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 290           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 291           Y  -5.863600    4.827093    -35.286771 -3.416156e+11
## 292           N  -5.863600    6.865043    -35.286771 -3.416156e+11
## 293           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 294           Y  -5.863600    7.392244    -35.286771 -3.416156e+11
## 295           Y   3.742082   -3.682511    -35.286771 -3.416156e+11
## 296           Y   3.795967   -3.682511    -35.286771 -3.416156e+11
## 297           Y   4.314531   -3.682511    -35.286771 -3.416156e+11
## 298           Y  -5.863600    2.592383    -35.286771 -3.416156e+11
## 299           Y   4.168921   -3.682511    -35.286771 -3.416156e+11
## 300           Y  -5.863600    4.317966    -35.286771 -3.416156e+11
## 301           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 302           Y   4.125859    4.797664    -35.286771 -3.416156e+11
## 303           Y   4.579978    5.531618    -35.286771 -3.416156e+11
## 304           Y   4.245703   -3.682511    -35.286771 -3.416156e+11
## 305           Y   4.339300   -3.682511    -35.286771 -3.416156e+11
## 306           Y   3.999939   -3.682511    -35.286771 -3.416156e+11
## 307           Y   3.830823    4.609101      1.383472 -3.416156e+11
## 308           N  -5.863600    6.455040    -35.286771 -3.416156e+11
## 309           Y   3.963252   -3.682511    -35.286771 -3.416156e+11
## 310           Y   4.125859    6.780332    -35.286771 -3.416156e+11
## 311           Y   4.072825    5.144812    -35.286771 -3.416156e+11
## 312           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 313           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 314           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 315           Y  -5.863600   -3.682511      1.384409 -3.416156e+11
## 316           Y   3.682511    4.827093    -35.286771 -3.416156e+11
## 317           Y   4.312575    6.963659    -35.286771 -3.416156e+11
## 318           Y   4.125859    4.674395    -35.286771 -3.416156e+11
## 319           Y   4.405474    5.070849      1.372172 -3.416156e+11
## 320           Y   4.191680    4.737184    -35.286771 -3.416156e+11
## 321           Y   4.208722    6.566333    -35.286771 -3.416156e+11
## 322           Y   4.053907    6.566333    -35.286771 -3.416156e+11
## 323           Y   4.105858    5.798733    -35.286771 -3.416156e+11
## 324           Y   3.898880    5.831464    -35.286771 -3.416156e+11
## 325           Y   4.208722   -3.682511    -35.286771 -3.416156e+11
## 326           Y  -5.863600   -3.682511      1.385280 -3.416156e+11
## 327           Y   3.806150    4.058520    -35.286771 -3.416156e+11
## 328           Y  -5.863600    4.642074    -35.286771 -3.416156e+11
## 329           Y  -5.863600    5.070849      1.387142 -3.416156e+11
## 330           N  -5.863600   -3.682511      1.370662 -3.416156e+11
## 331           Y   3.951745   -3.682511    -35.286771 -3.416156e+11
## 332           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 333           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 334           Y   4.078985    4.058520    -35.286771 -3.416156e+11
## 335           Y   3.682511    4.395827    -35.286771 -3.416156e+11
## 336           Y   4.769342   -3.682511    -35.286771 -3.416156e+11
## 337           Y   4.034297    4.827093    -35.286771 -3.416156e+11
## 338           Y   4.078985    5.391373    -35.286771 -3.416156e+11
## 339           Y   3.730658    4.642074    -35.286771 -3.416156e+11
## 340           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 341           Y   3.868158   -3.682511    -35.286771 -3.416156e+11
## 342           N   4.232141   -3.682511      1.264789 -3.416156e+11
## 343           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 344           Y   4.610034    5.349111    -35.286771 -3.416156e+11
## 345           Y   4.047450   -3.682511    -35.286771 -3.416156e+11
## 346           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 347           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 348           Y  -5.863600    4.470088    -35.286771 -3.416156e+11
## 349           Y  -5.863600    3.910754    -35.286771 -3.416156e+11
## 350           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 351           Y   4.131438    4.912367    -35.286771 -3.416156e+11
## 352           Y  -5.863600    5.512266    -35.286771 -3.416156e+11
## 353           Y   3.204040   -3.682511    -35.286771 -3.416156e+11
## 354           Y   3.718999   -3.682511    -35.286771 -3.416156e+11
## 355           Y  -5.863600   -3.682511      1.362672 -3.416156e+11
## 356           Y  -5.863600    3.858206    -35.286771 -3.416156e+11
## 357           Y   3.795967    3.858206    -35.286771 -3.416156e+11
## 358           Y   4.652385    5.696725    -35.286771 -3.416156e+11
## 359           Y   3.999939   -3.682511      1.388862 -3.416156e+11
## 360           Y   4.125859    5.412120    -35.286771 -3.416156e+11
## 361           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 362           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 363           Y  -5.863600   -3.682511      1.377889 -3.416156e+11
## 364           Y   4.232141   -3.682511    -35.286771 -3.416156e+11
## 365           Y   4.346686    6.030649    -35.286771 -3.416156e+11
## 366           Y  -5.863600    6.261612      1.382875 -3.416156e+11
## 367           Y  -5.863600    5.432620    -35.286771 -3.416156e+11
## 368           Y   3.395817    6.016093    -35.286771 -3.416156e+11
## 369           Y  -5.863600    5.831464    -35.286771 -3.416156e+11
## 370           Y   4.443199    3.280229    -35.286771 -3.416156e+11
## 371           Y   3.682511    4.470088    -35.286771 -3.416156e+11
## 372           N  -5.863600    5.045455    -35.286771 -3.416156e+11
## 373           Y   4.426259   -3.682511    -35.286771 -3.416156e+11
## 374           Y   3.416002   -3.682511    -35.286771 -3.416156e+11
## 375           Y   3.682511    4.737184    -35.286771 -3.416156e+11
## 376           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 377           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 378           Y   3.967034    7.122782    -35.286771 -3.416156e+11
## 379           Y   3.758796   -3.682511    -35.286771 -3.416156e+11
## 380           Y   3.682511    5.144812    -35.286771 -3.416156e+11
## 381           Y  -5.863600   -3.682511      1.385111 -3.416156e+11
## 382           Y   4.147829    6.170062    -35.286771 -3.416156e+11
## 383           Y   3.907352    4.884426    -35.286771 -3.416156e+11
## 384           N  -5.863600   -3.682511      1.356028 -3.416156e+11
## 385           Y   4.147829    7.254730    -35.286771 -3.416156e+11
## 386           Y   3.915695    3.498382    -35.286771 -3.416156e+11
## 387           N  -5.863600    6.533644    -35.286771 -3.416156e+11
## 388           Y   4.328017   -3.682511    -35.286771 -3.416156e+11
## 389           Y   3.795967    3.803808    -35.286771 -3.416156e+11
## 390           Y   4.091096    6.336569    -35.286771 -3.416156e+11
## 391           Y  -5.863600    6.286943      1.363983 -3.416156e+11
## 392           Y   3.821085    6.937270    -35.286771 -3.416156e+11
## 393           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 394           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 395           Y  -5.863600    4.433386    -35.286771 -3.416156e+11
## 396           Y   3.144930   -3.682511    -35.286771 -3.416156e+11
## 397           Y   4.145132   -3.682511    -35.286771 -3.416156e+11
## 398           Y  -5.863600    6.711694    -35.286771 -3.416156e+11
## 399           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 400           Y  -5.863600    6.711694    -35.286771 -3.416156e+11
## 401           Y   3.795967    4.058520    -35.286771 -3.416156e+11
## 402           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 403           N   3.999939   -3.682511    -35.286771 -3.416156e+11
## 404           Y   3.907352    6.196695    -35.286771 -3.416156e+11
## 405           Y  -5.863600    4.470088    -35.286771 -3.416156e+11
## 406           Y   3.795967    5.472902    -35.286771 -3.416156e+11
## 407           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 408           Y  -5.863600   -3.682511      1.375195 -3.416156e+11
## 409           Y   4.078985    5.120516    -35.286771 -3.416156e+11
## 410           Y  -5.863600    5.895163    -35.286771 -3.416156e+11
## 411           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 412           Y   4.263250   -3.682511    -35.286771 -3.416156e+11
## 413           Y  -5.863600    6.455040    -35.286771 -3.416156e+11
## 414           Y  -5.863600   -3.682511      1.369014 -3.416156e+11
## 415           Y   4.091096    6.892453    -35.286771 -3.416156e+11
## 416           Y   3.682511    4.058520    -35.286771 -3.416156e+11
## 417           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 418           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 419           P  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 420           Y  -5.863600    5.606936      1.378874 -3.416156e+11
## 421           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 422           Y   4.208722   -3.682511    -35.286771 -3.416156e+11
## 423           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 424           Y  -5.863600    5.215674    -35.286771 -3.416156e+11
## 425           Y  -5.863600    4.609101    -35.286771 -3.416156e+11
## 426           P  -5.863600   -3.682511      1.368002 -3.416156e+11
## 427           Y   3.540780   -3.682511    -35.286771 -3.416156e+11
## 428           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 429           Y   3.713078    4.912367    -35.286771 -3.416156e+11
## 430           Y  -5.863600   -3.682511      1.376679 -3.416156e+11
## 431           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 432           N  -5.863600    5.831464    -35.286771 -3.416156e+11
## 433           Y   4.208722    4.317966    -35.286771 -3.416156e+11
## 434           Y  -5.863600    4.317966    -35.286771 -3.416156e+11
## 435           Y   3.601708   -3.682511    -35.286771 -3.416156e+11
## 436           Y   3.963252    5.095866    -35.286771 -3.416156e+11
## 437           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 438           Y  -5.863600   -3.682511      1.361634 -3.416156e+11
## 439           P  -5.863600   -3.682511      1.297424 -3.416156e+11
## 440           Y  -5.863600    4.674395    -35.286771 -3.416156e+11
## 441           Y  -5.863600    5.349111    -35.286771 -3.416156e+11
## 442           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 443           P  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 444           Y   3.907352    3.199764    -35.286771 -3.416156e+11
## 445           Y   3.907352    6.324289    -35.286771 -3.416156e+11
## 446           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 447           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 448           Y   3.608892   -3.682511    -35.286771 -3.416156e+11
## 449           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 450           Y  -5.863600    6.789935    -35.286771 -3.416156e+11
## 451           N  -5.863600    6.059411    -35.286771 -3.416156e+11
## 452           Y   4.102938    4.912367    -35.286771 -3.416156e+11
## 453           Y   3.907352    6.183428    -35.286771 -3.416156e+11
## 454           Y  -5.863600    4.058520    -35.286771 -3.416156e+11
## 455           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 456           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 457           Y  -5.863600   -3.682511      1.358190 -3.416156e+11
## 458           Y   4.168921    6.372922    -35.286771 -3.416156e+11
## 459           Y   4.078985    5.144812    -35.286771 -3.416156e+11
## 460           Y  -5.863600   -3.682511      1.385612 -3.416156e+11
## 461           Y  -5.863600    6.522618    -35.286771 -3.416156e+11
## 462           Y   4.245703   -3.682511    -35.286771 -3.416156e+11
## 463           Y  -5.863600   -3.682511      1.384588 -3.416156e+11
## 464           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 465           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 466           Y   3.907352    3.498382    -35.286771 -3.416156e+11
## 467           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 468           Y   3.999939   -3.682511    -35.286771 -3.416156e+11
## 469           Y  -5.863600    4.609101    -35.286771 -3.416156e+11
## 470           Y   3.907352    5.305781    -35.286771 -3.416156e+11
## 471           Y  -5.863600    4.912367    -35.286771 -3.416156e+11
## 472           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 473           Y  -5.863600    3.961581    -35.286771 -3.416156e+11
## 474           Y   4.232141    5.144812    -35.286771 -3.416156e+11
## 475           Y   3.656821    4.737184    -35.286771 -3.416156e+11
## 476           Y  -5.863600    3.747417    -35.286771 -3.416156e+11
## 477           Y   3.890275    4.433386    -35.286771 -3.416156e+11
## 478           Y   4.513685    5.588410    -35.286771 -3.416156e+11
## 479           Y   4.125859    4.609101    -35.286771 -3.416156e+11
## 480           Y  -5.863600    5.349111    -35.286771 -3.416156e+11
## 481           Y   4.635273    6.045088    -35.286771 -3.416156e+11
## 482           Y   4.120221    4.767702    -35.286771 -3.416156e+11
## 483           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 484           Y  -5.863600    6.222942    -35.286771 -3.416156e+11
## 485           Y  -5.863600    6.311925    -35.286771 -3.416156e+11
## 486           Y  -5.863600    5.512266      1.366378 -3.416156e+11
## 487           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 488           Y   4.168921   -3.682511    -35.286771 -3.416156e+11
## 489           N   3.898880   -3.682511    -35.286771 -3.416156e+11
## 490           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 491           Y   3.894594    3.747417    -35.286771 -3.416156e+11
## 492           Y  -5.863600   -3.682511      1.292305 -3.416156e+11
## 493           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 494           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 495           Y   3.907352    3.498382      1.350471 -3.416156e+11
## 496           N  -5.863600    8.730792      1.364914 -3.416156e+11
## 497           Y   4.263250    5.412120      1.388677 -3.416156e+11
## 498           N  -5.863600    5.863600    -35.286771 -3.416156e+11
## 499           Y   3.395817   -3.682511    -35.286771 -3.416156e+11
## 500           Y   2.197584    7.622631    -35.286771 -3.416156e+11
## 501           Y   3.907352    3.961581    -35.286771 -3.416156e+11
## 502           Y  -5.863600    5.986621    -35.286771 -3.416156e+11
## 503           Y  -5.863600   -3.682511      1.378874 -3.416156e+11
## 504           Y  -5.863600    4.912367    -35.286771 -3.416156e+11
## 505           Y   4.254551   -3.682511    -35.286771 -3.416156e+11
## 506           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 507           Y   4.047450    5.531618    -35.286771 -3.416156e+11
## 508           Y  -5.863600    5.895163    -35.286771 -3.416156e+11
## 509           N  -5.863600   -3.682511      1.365215 -3.416156e+11
## 510           Y   4.168921    5.661361    -35.286771 -3.416156e+11
## 511           Y   4.378656    4.541083    -35.286771 -3.416156e+11
## 512           Y   3.854450    4.277566    -35.286771 -3.416156e+11
## 513           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 514           Y   3.795967   -3.682511      1.374846 -3.416156e+11
## 515           Y  -5.863600   -3.682511      1.363983 -3.416156e+11
## 516           Y   3.955608    4.912367    -35.286771 -3.416156e+11
## 517           Y  -5.863600    5.926174    -35.286771 -3.416156e+11
## 518           Y   4.158481   -3.682511    -35.286771 -3.416156e+11
## 519           Y  -5.863600    4.317966    -35.286771 -3.416156e+11
## 520           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 521           N   4.158481    6.073620      1.382033 -3.416156e+11
## 522           Y  -5.863600    4.470088    -35.286771 -3.416156e+11
## 523           Y  -5.863600    3.747417      1.302053 -3.416156e+11
## 524           Y   4.125859    8.260286    -35.286771 -3.416156e+11
## 525           Y   4.206321    5.070849    -35.286771 -3.416156e+11
## 526           Y   3.044153    6.455040    -35.286771 -3.416156e+11
## 527           Y   4.256740   -3.682511      1.374489 -3.416156e+11
## 528           Y   3.825975    5.215674    -35.286771 -3.416156e+11
## 529           N  -5.863600   -3.682511      1.372172 -3.416156e+11
## 530           Y  -5.863600   -3.682511      1.380901 -3.416156e+11
## 531           Y   4.168921   -3.682511    -35.286771 -3.416156e+11
## 532           Y  -5.863600   -3.682511      1.352635 -3.416156e+11
## 533           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 534           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 535           Y   3.682511    4.277566    -35.286771 -3.416156e+11
## 536           N   3.579602   -3.682511      1.372980 -3.416156e+11
## 537           Y   3.795967    6.577102    -35.286771 -3.416156e+11
## 538           Y   4.147829   -3.682511    -35.286771 -3.416156e+11
## 539           Y   4.577677   -3.682511    -35.286771 -3.416156e+11
## 540           Y   4.040914   -3.682511    -35.286771 -3.416156e+11
## 541           Y   4.276031    5.261323    -35.286771 -3.416156e+11
## 542           Y  -5.863600    4.966880    -35.286771 -3.416156e+11
## 543           Y   3.524496    5.370372    -35.286771 -3.416156e+11
## 544           Y   3.795967    4.470088    -35.286771 -3.416156e+11
## 545           Y   3.682511    3.747417    -35.286771 -3.416156e+11
## 546           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 547           Y  -5.863600    4.395827    -35.286771  1.622951e-01
## 548           Y   3.707094   -3.682511    -35.286771 -3.416156e+11
## 549           Y   3.890275    4.797664    -35.286771 -3.416156e+11
## 550           Y   4.047450    6.846546    -35.286771 -3.416156e+11
## 551           Y  -5.863600    4.939846    -35.286771 -3.416156e+11
## 552           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 553           Y   4.003475    4.433386    -35.286771 -3.416156e+11
## 554           N  -5.863600    5.798733    -35.286771 -3.416156e+11
## 555           Y   4.371724    5.120516    -35.286771 -3.416156e+11
## 556           Y  -5.863600   -3.682511      1.365215 -3.416156e+11
## 557           Y   4.271806   -3.682511    -35.286771 -3.416156e+11
## 558           Y  -5.863600    4.706090      1.366378 -3.416156e+11
## 559           Y   4.263250    3.627995    -35.286771 -3.416156e+11
## 560           Y   3.903132    3.498382    -35.286771 -3.416156e+11
## 561           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 562           Y   4.208722    4.395827    -35.286771 -3.416156e+11
## 563           Y   3.907352   -3.682511    -35.286771 -3.416156e+11
## 564           N   3.472740    4.317966    -35.286771 -3.416156e+11
## 565           Y  -5.863600    4.470088    -35.286771 -3.416156e+11
## 566           Y  -5.863600    5.215674      1.370435 -3.416156e+11
## 567           Y   3.907352    4.433386    -35.286771 -3.416156e+11
## 568           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 569           Y   4.419955    4.470088    -35.286771 -3.416156e+11
## 570           Y   3.113113   -3.682511    -35.286771 -3.416156e+11
## 571           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 572           Y   3.999939   -3.682511    -35.286771 -3.416156e+11
## 573           Y   4.125859    6.073620    -35.286771 -3.416156e+11
## 574           Y   3.682511   -3.682511    -35.286771 -3.416156e+11
## 575           Y   2.986965   -3.682511    -35.286771 -3.416156e+11
## 576           Y   3.963252   -3.682511      1.360544 -3.416156e+11
## 577           Y  -5.863600    4.797664    -35.286771 -3.416156e+11
## 578           Y   3.970790    5.261323      1.384939 -3.416156e+11
## 579           Y  -5.863600    5.895163    -35.286771 -3.416156e+11
## 580           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 581           Y   4.147829    6.016093    -35.286771 -3.416156e+11
## 582           Y  -5.863600    5.696725    -35.286771 -3.416156e+11
## 583           Y  -5.863600    4.149813    -35.286771 -3.416156e+11
## 584           Y   3.713078    8.653829    -35.286771 -3.416156e+11
## 585           Y  -5.863600   -3.682511      1.330027 -3.416156e+11
## 586           Y   4.382087    5.215674    -35.286771 -3.416156e+11
## 587           N  -5.863600   -3.682511      1.363983 -3.416156e+11
## 588           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 589           Y  -5.863600    4.737184    -35.286771 -3.416156e+11
## 590           P  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 591           Y  -5.863600    4.642074    -35.286771 -3.416156e+11
## 592           Y   4.469739    7.553102    -35.286771 -3.416156e+11
## 593           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 594           Y   3.890275   -3.682511    -35.286771 -3.416156e+11
## 595           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 596           Y   4.040914    5.412120    -35.286771 -3.416156e+11
## 597           N  -5.863600    6.609038    -35.286771 -3.416156e+11
## 598           Y   3.795967    3.199764    -35.286771 -3.416156e+11
## 599           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 600           Y   3.974521   -3.682511    -35.286771 -3.416156e+11
## 601           Y   4.037616    5.070849    -35.286771 -3.416156e+11
## 602           P  -5.863600    6.650782    -35.286771 -3.416156e+11
## 603           Y   3.795967    6.522618    -35.286771 -3.416156e+11
## 604           Y  -5.863600    6.751223    -35.286771 -3.416156e+11
## 605           Y   4.078985    4.317966    -35.286771 -3.416156e+11
## 606           Y  -5.863600    4.541083    -35.286771 -3.416156e+11
## 607           Y   3.999939   -3.682511    -35.286771 -3.416156e+11
## 608           Y   3.701048   -3.682511    -35.286771 -3.416156e+11
## 609           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 610           Y   3.395817   -3.682511      1.308228 -3.416156e+11
## 611           Y   4.238966    6.431951    -35.286771 -3.416156e+11
## 612           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 613           Y   3.970790    6.183428    -35.286771 -3.416156e+11
## 614           Y  -5.863600    4.058520    -35.286771 -3.416156e+11
## 615           Y   3.656821    3.747417    -35.286771 -3.416156e+11
## 616           Y   3.795967   -3.682511    -35.286771 -3.416156e+11
## 617           Y   3.682511    5.412120    -35.286771 -3.416156e+11
## 618           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 619           Y  -5.863600    5.986621    -35.286771 -3.416156e+11
## 620           Y   3.999939   -3.682511    -35.286771 -3.416156e+11
## 621           N  -5.863600   -3.682511      1.359786 -3.416156e+11
## 622           Y   3.044153    7.342710    -35.286771 -3.416156e+11
## 623           Y   4.078985   -3.682511    -35.286771 -3.416156e+11
## 624           Y  -5.863600    4.149813    -35.286771 -3.416156e+11
## 625           Y   3.923914   -3.682511    -35.286771 -3.416156e+11
## 626           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 627           Y  -5.863600   -3.682511      1.302053 -3.416156e+11
## 628           Y  -5.863600   -3.682511      1.379539 -3.416156e+11
## 629           Y   4.397245   -3.682511    -35.286771 -3.416156e+11
## 630           Y   4.027599   -3.682511    -35.286771 -3.416156e+11
## 631           N  -5.863600   -3.682511      1.388801 -3.416156e+11
## 632           Y   3.955608    5.370372    -35.286771 -3.416156e+11
## 633           Y   4.078985   -3.682511    -35.286771 -3.416156e+11
## 634           Y   4.481096   -3.682511    -35.286771 -3.416156e+11
## 635           Y   4.263250    4.966880    -35.286771 -3.416156e+11
## 636           N  -5.863600    6.016093    -35.286771 -3.416156e+11
## 637           N  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 638           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 639           P   4.385495   -3.682511      1.375872 -3.416156e+11
## 640           Y   4.357568   -3.682511    -35.286771 -3.416156e+11
## 641           Y   4.057107    6.408567    -35.286771 -3.416156e+11
## 642           Y  -5.863600    7.284504    -35.286771 -3.416156e+11
## 643           Y   4.273923    6.030649    -35.286771 -3.416156e+11
## 644           Y   4.125859   -3.682511    -35.286771 -3.416156e+11
## 645           Y   4.088094    6.286943    -35.286771 -3.416156e+11
## 646           Y  -5.863600    7.783572      1.310110 -3.416156e+11
## 647           Y  -5.863600    3.910754    -35.286771 -3.416156e+11
## 648           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 649           Y  -5.863600    6.209866      1.382669 -3.416156e+11
## 650           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 651           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 652           P   3.795967   -3.682511    -35.286771 -3.416156e+11
## 653           Y  -5.863600    6.156597    -35.286771 -3.416156e+11
## 654           Y   3.319270   -3.682511      1.384852 -3.416156e+11
## 655           Y   4.199052    4.674395    -35.286771 -3.416156e+11
## 656           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 657           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 658           P  -5.863600   -3.682511      1.363983 -3.416156e+11
## 659           Y   4.078985   -3.682511    -35.286771 -3.416156e+11
## 660           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 661           Y  -5.863600    6.059411      1.385934 -3.416156e+11
## 662           Y   4.633219    5.432620    -35.286771 -3.416156e+11
## 663           Y  -5.863600   -3.682511      1.384939 -3.416156e+11
## 664           Y  -5.863600   -3.682511      1.378319 -3.416156e+11
## 665           Y   4.078985    7.507538    -35.286771 -3.416156e+11
## 666           Y   4.066593    6.209866    -35.286771 -3.416156e+11
## 667           Y  -5.863600    7.494322    -35.286771 -3.416156e+11
## 668           Y   4.168921    4.541083    -35.286771 -3.416156e+11
## 669           Y   4.343007   -3.682511    -35.286771 -3.416156e+11
## 670           Y  -5.863600   -3.682511      1.341947 -3.416156e+11
## 671           Y   3.682511    4.277566    -35.286771 -3.416156e+11
## 672           Y   3.919820   -3.682511    -35.286771 -3.416156e+11
## 673           Y   4.097050    4.541083    -35.286771 -3.416156e+11
## 674           Y  -5.863600    5.643407    -35.286771 -3.416156e+11
## 675           Y   4.529209   -3.682511    -35.286771 -3.416156e+11
## 676           Y   2.829378   -3.682511    -35.286771 -3.416156e+11
## 677           N  -5.863600   -3.682511      1.355571 -3.416156e+11
## 678           N   4.364695   -3.682511      1.366378 -3.416156e+11
## 679           Y   4.375202    5.550756    -35.286771 -3.416156e+11
## 680           Y  -5.863600   -3.682511    -35.286771 -3.416156e+11
## 681           Y   3.540780   -3.682511    -35.286771 -3.416156e+11
## 682           Y  -5.863600   -3.682511      1.332167 -3.416156e+11
## 683           Y   4.348516   -3.682511    -35.286771 -3.416156e+11
## 684           Y   4.247929    4.642074    -35.286771 -3.416156e+11
## 685           Y  -5.863600    5.531618    -35.286771 -3.416156e+11
## 686           Y   4.155838   -3.682511    -35.286771 -3.416156e+11
## 687           Y   3.907352    5.941479    -35.286771 -3.416156e+11
## 688           Y  -5.863600    5.070849    -35.286771 -3.416156e+11
## 689           Y   3.890275   -3.682511    -35.286771 -3.416156e+11
## 690           Y   4.078985    3.961581    -35.286771 -3.416156e+11
## 691           Y   3.927978   -3.682511    -35.286771 -3.416156e+11
## 692           Y   4.469739    4.797664    -35.286771 -3.416156e+11
## 693           Y   4.371724    3.910754    -35.286771 -3.416156e+11
## 694           Y  -5.863600   -3.682511      1.363983 -3.416156e+11
## 695           Y   3.753279   -3.682511    -35.286771 -3.416156e+11
## 696           Y   3.821085   -3.682511    -35.286771 -3.416156e+11
## 697           Y  -5.863600   -3.682511      1.368766 -3.416156e+11
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## 587  -321.3115727   -1e+19     4 -4.448324e+04 2.9989627    0.1       WD
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## 589     0.7580168   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 590  -321.3115727   -1e+19  NONE  3.960000e-01 4.7386961    0.1       WD
## 591  -321.3115727   -1e+19  NONE -4.448324e+04 5.2730647    0.1       WD
## 592  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1    ConLI
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## 594  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 595  -321.3115727   -1e+19     3 -4.448324e+04 2.3548011    0.1       WD
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## 600  -321.3115727   -1e+19     1 -4.448324e+04 4.1843373    0.1      COD
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## 602     0.7602091   -1e+19  NONE -4.448324e+04 6.7815756    0.1       WD
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## 615  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 616  -321.3115727   -1e+19     3 -4.448324e+04 2.9989627    0.1       WD
## 617  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 618  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 619     0.7610250   -1e+19  NONE -4.448324e+04 4.1843373    0.1      New
## 620  -321.3115727   -1e+19  NONE -4.448324e+04 4.7386961    0.1       WD
## 621  -321.3115727   -1e+19  NONE -4.448324e+04 5.2730647    0.1       WD
## 622  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 623  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 624  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 625     0.7604527   -1e+19  NONE -4.448324e+04 6.2925379    0.1       WD
## 626     0.7612318   -1e+19  NONE -4.448324e+04 0.8945161    0.1       WD
## 627  -321.3115727   -1e+19     2  3.960000e-01 4.7386961    0.1       WD
## 628  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 629  -321.3115727   -1e+19  NONE -4.448324e+04 5.2730647    0.1       WD
## 630  -321.3115727   -1e+19     1 -4.448324e+04 3.6061928    0.1       WD
## 631  -321.3115727   -1e+19     3 -4.448324e+04 3.6061928    0.1       WD
## 632  -321.3115727   -1e+19  NONE -4.448324e+04 4.7386961    0.1       WD
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## 635  -321.3115727   -1e+19     1  3.960000e-01 3.6061928    0.1       WD
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## 637  -321.3115727   -1e+19  NONE -4.448324e+04 0.0000000    0.1    ConLw
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## 639  -321.3115727   -1e+19     3 -4.448324e+04 2.9989627    0.1       WD
## 640  -321.3115727   -1e+19  NONE -4.448324e+04 5.7902809    0.1      New
## 641  -321.3115727   -1e+19  NONE -4.448324e+04 2.3548011    0.1       WD
## 642  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 643  -321.3115727   -1e+19     3 -4.448324e+04 4.1843373    0.1       WD
## 644  -321.3115727   -1e+19     2 -4.448324e+04 2.3548011    0.1       WD
## 645  -321.3115727   -1e+19  NONE -4.448324e+04 5.7902809    0.1      New
## 646  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 647  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 648     0.7610875   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 649  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 650  -321.3115727   -1e+19     3 -4.448324e+04 6.7815756    0.1       WD
## 651  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 652  -321.3115727   -1e+19     3 -4.448324e+04 5.7902809    0.1       WD
## 653  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 654  -321.3115727   -1e+19     3 -4.448324e+04 3.6061928    0.1       WD
## 655  -321.3115727   -1e+19  NONE -4.448324e+04 4.7386961    0.1       WD
## 656  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 657  -321.3115727   -1e+19     3 -4.448324e+04 4.7386961    0.1       WD
## 658  -321.3115727   -1e+19     3 -4.448324e+04 0.8945161    0.1       WD
## 659  -321.3115727   -1e+19  NONE -4.448324e+04 0.0000000    0.1       WD
## 660  -321.3115727   -1e+19     3 -4.448324e+04 1.6610719    0.1       WD
## 661  -321.3115727   -1e+19  NONE -4.448324e+04 6.2925379    0.1       WD
## 662  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 663  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 664  -321.3115727   -1e+19     3 -4.448324e+04 2.3548011    0.1       WD
## 665  -321.3115727   -1e+19  NONE -4.448324e+04 0.0000000    0.1      New
## 666  -321.3115727   -1e+19  NONE -4.448324e+04 6.2925379    0.1       WD
## 667  -321.3115727   -1e+19  NONE -4.448324e+04 4.7386961    0.1       WD
## 668  -321.3115727   -1e+19  NONE -4.448324e+04 5.7902809    0.1       WD
## 669  -321.3115727   -1e+19  NONE -4.448324e+04 6.2925379    0.1       WD
## 670  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 671  -321.3115727   -1e+19  NONE -4.448324e+04 0.8945161    0.1       WD
## 672  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 673  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 674     0.7608138   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 675  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 676  -321.3115727   -1e+19  NONE -4.448324e+04 2.3548011    0.1       WD
## 677  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 678  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 679  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1      New
## 680  -321.3115727   -1e+19  NONE -4.448324e+04 5.7902809    0.1       WD
## 681  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 682  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 683  -321.3115727   -1e+19  NONE -4.448324e+04 6.2925379    0.1       WD
## 684  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 685  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 686  -321.3115727   -1e+19  NONE -4.448324e+04 5.2730647    0.1       WD
## 687  -321.3115727   -1e+19  NONE -4.448324e+04 4.7386961    0.1      New
## 688  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 689  -321.3115727   -1e+19  NONE -4.448324e+04 5.7902809    0.1      New
## 690  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 691  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 692  -321.3115727   -1e+19  NONE -4.448324e+04 0.0000000    0.1       WD
## 693  -321.3115727   -1e+19  NONE -4.448324e+04 2.3548011    0.1       WD
## 694  -321.3115727   -1e+19  NONE -4.448324e+04 6.7815756    0.1       WD
## 695  -321.3115727   -1e+19     3 -4.448324e+04 2.3548011    0.1       WD
## 696  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 697  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 698  -321.3115727   -1e+19  NONE -4.448324e+04 5.2730647    0.1       WD
## 699  -321.3115727   -1e+19     3 -4.448324e+04 2.3548011    0.1       WD
## 700  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 701  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 702  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1      COD
## 703  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1      New
## 704  -321.3115727   -1e+19     3 -4.448324e+04 2.9989627    0.1       WD
## 705  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 706  -321.3115727   -1e+19  NONE  3.960000e-01 4.1843373    0.1       WD
## 707  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 708  -321.3115727   -1e+19  NONE -4.448324e+04 6.7815756    0.1       WD
## 709  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1      New
## 710  -321.3115727   -1e+19     3 -4.448324e+04 6.7815756    0.1       WD
## 711  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 712  -321.3115727   -1e+19  NONE -4.448324e+04 0.0000000    0.1       WD
## 713  -321.3115727   -1e+19  NONE -4.448324e+04 5.7902809    0.1       WD
## 714  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 715  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 716  -321.3115727   -1e+19     3 -4.448324e+04 4.7386961    0.1       WD
## 717  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 718  -321.3115727   -1e+19     3 -4.448324e+04 6.2925379    0.1       WD
## 719  -321.3115727   -1e+19  NONE -4.448324e+04 4.7386961    0.1       WD
## 720  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 721  -321.3115727   -1e+19  NONE -4.448324e+04 6.7815756    0.1       WD
## 722  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 723  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 724     0.7605342   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 725  -321.3115727   -1e+19  NONE -4.448324e+04 0.8945161    0.1       WD
## 726  -321.3115727   -1e+19  NONE  3.959999e-01 6.2925379    0.1       WD
## 727  -321.3115727   -1e+19  NONE -4.448324e+04 6.7815756    0.1       WD
## 728  -321.3115727   -1e+19  NONE -4.448324e+04 0.8945161    0.1       WD
## 729  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1      COD
## 730  -321.3115727   -1e+19  NONE -4.448324e+04 0.0000000    0.1       WD
## 731  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 732  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 733  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 734  -321.3115727   -1e+19     2  3.959999e-01 1.6610719    0.1       WD
## 735  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 736  -321.3115727   -1e+19  NONE -4.448324e+04 5.7902809    0.1       WD
## 737  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 738  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 739  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 740  -321.3115727   -1e+19  NONE -4.448324e+04 2.3548011    0.1       WD
## 741  -321.3115727   -1e+19     1 -4.448324e+04 2.9989627    0.1       WD
## 742  -321.3115727   -1e+19     1 -4.448324e+04 2.9989627    0.1       WD
## 743  -321.3115727   -1e+19     1 -4.448324e+04 6.7815756    0.1       WD
## 744     0.7597378   -1e+19  NONE -4.448324e+04 5.7902809    0.1       WD
## 745  -321.3115727   -1e+19  NONE -4.448324e+04 5.7902809    0.1       WD
## 746  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 747  -321.3115727   -1e+19  NONE -4.448324e+04 2.3548011    0.1       WD
## 748  -321.3115727   -1e+19  NONE -4.448324e+04 2.9989627    0.1       WD
## 749  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 750  -321.3115727   -1e+19  NONE -4.448324e+04 2.3548011    0.1       WD
## 751  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1       WD
## 752  -321.3115727   -1e+19  NONE -4.448324e+04 4.7386961    0.1       WD
## 753  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 754  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 755  -321.3115727   -1e+19  NONE -4.448324e+04 4.1843373    0.1       WD
## 756  -321.3115727   -1e+19  NONE -4.448324e+04 1.6610719    0.1       WD
## 757  -321.3115727   -1e+19  NONE -4.448324e+04 2.3548011    0.1       WD
## 758  -321.3115727   -1e+19     1 -4.448324e+04 2.3548011    0.1       WD
## 759  -321.3115727   -1e+19  NONE -4.448324e+04 4.7386961    0.1       WD
## 760  -321.3115727   -1e+19  NONE -4.448324e+04 6.2925379    0.1       WD
## 761  -321.3115727   -1e+19  NONE  3.959999e-01 5.7902809    0.1       WD
## 762  -321.3115727   -1e+19  NONE -4.448324e+04 5.7902809    0.1       WD
## 763  -321.3115727   -1e+19  NONE -4.448324e+04 3.6061928    0.1      Con
##      SaleCondition SalePrice Neighborhood_Crawfor Neighborhood_Edwards
## 1           Normal    208500                    0                    0
## 2           Normal    181500                    0                    0
## 3           Normal    223500                    0                    0
## 4          Abnorml    140000                    1                    0
## 5           Normal    250000                    0                    0
## 6           Normal    143000                    0                    0
## 7           Normal    307000                    0                    0
## 8           Normal    200000                    0                    0
## 9          Abnorml    129900                    0                    0
## 10          Normal    118000                    0                    0
## 11          Normal    129500                    0                    0
## 12         Partial    345000                    0                    0
## 13          Normal    144000                    0                    0
## 14         Partial    279500                    0                    0
## 15          Normal    157000                    0                    0
## 16          Normal    132000                    0                    0
## 17          Normal    149000                    0                    0
## 18          Normal     90000                    0                    0
## 19          Normal    159000                    0                    0
## 20         Abnorml    139000                    0                    0
## 21         Partial    325300                    0                    0
## 22          Normal    139400                    0                    0
## 23          Normal    230000                    0                    0
## 24          Normal    129900                    0                    0
## 25          Normal    154000                    0                    0
## 26          Normal    256300                    0                    0
## 27          Normal    134800                    0                    0
## 28          Normal    306000                    0                    0
## 29          Normal    207500                    0                    0
## 30          Normal     68500                    0                    0
## 31          Normal     40000                    0                    0
## 32          Normal    149350                    0                    0
## 33          Normal    179900                    0                    0
## 34          Normal    165500                    0                    0
## 35          Normal    277500                    0                    0
## 36          Normal    309000                    0                    0
## 37          Normal    145000                    0                    0
## 38          Normal    153000                    0                    0
## 39         Abnorml    109000                    0                    0
## 40         AdjLand     82000                    0                    1
## 41         Abnorml    160000                    0                    0
## 42          Normal    170000                    0                    0
## 43          Normal    144000                    0                    0
## 44          Normal    130250                    0                    0
## 45          Normal    141000                    0                    0
## 46          Normal    319900                    0                    0
## 47         Abnorml    239686                    0                    0
## 48          Normal    249700                    0                    0
## 49         Partial    113000                    0                    0
## 50          Normal    127000                    0                    0
## 51          Normal    177000                    0                    0
## 52          Normal    114500                    0                    0
## 53          Normal    110000                    0                    0
## 54          Normal    385000                    0                    0
## 55          Normal    130000                    0                    0
## 56          Normal    180500                    0                    0
## 57         Abnorml    172500                    0                    0
## 58          Normal    196500                    0                    0
## 59         Partial    438780                    0                    0
## 60          Normal    124900                    0                    0
## 61         Partial    158000                    0                    0
## 62          Normal    101000                    0                    0
## 63          Normal    202500                    0                    0
## 64          Normal    140000                    0                    0
## 65          Normal    219500                    0                    0
## 66          Normal    317000                    0                    0
## 67          Normal    180000                    0                    0
## 68          Normal    226000                    0                    0
## 69          Normal     80000                    0                    0
## 70          Normal    225000                    0                    0
## 71          Normal    244000                    0                    0
## 72          Normal    129500                    0                    0
## 73          Normal    185000                    0                    0
## 74          Normal    144900                    0                    0
## 75          Normal    107400                    0                    0
## 76          Normal     91000                    0                    0
## 77          Normal    135750                    0                    0
## 78          Normal    127000                    0                    0
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## 94          Normal    133900                    0                    0
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## 104         Normal    198900                    0                    0
## 105         Normal    169500                    0                    0
## 106         Normal    250000                    0                    0
## 107         Normal    100000                    0                    0
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## 112         Normal    180000                    0                    0
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## 122         Normal    100000                    0                    0
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## 126         Normal     84500                    0                    0
## 127         Normal    128000                    0                    0
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## 131         Normal    226000                    0                    0
## 132         Normal    244000                    0                    0
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## 134         Normal    220000                    0                    0
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## 141         Normal    115000                    0                    0
## 142         Normal    260000                    0                    0
## 143         Normal    166000                    0                    0
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## 146         Normal    130000                    0                    1
## 147         Normal    105000                    0                    0
## 148         Normal    222500                    0                    0
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## 194         Normal    130000                    0                    1
## 195         Normal    127000                    0                    0
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## 250         Normal    277000                    0                    0
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## 254         Normal    158000                    0                    0
## 255         Normal    145000                    0                    0
## 256         Normal    230000                    0                    0
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## 305         Normal    295000                    0                    0
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## 307         Normal    225000                    0                    0
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## 309         Normal     82500                    0                    1
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## 385         Normal    240000                    0                    0
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## 392         Normal    215000                    0                    0
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## 396         Normal    129000                    0                    1
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## 680         Normal    128500                    0                    0
## 681         Normal    143000                    0                    0
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## 692         Normal    755000                    0                    0
## 693         Normal    335000                    0                    0
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## 695         Normal    141500                    0                    0
## 696         Normal    176000                    0                    0
## 697         Normal     89000                    0                    0
## 698         Normal    123500                    0                    1
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## 700         Normal    196000                    0                    0
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## 732         Normal    187500                    0                    0
## 733         Normal    222500                    0                    0
## 734         Normal    131400                    0                    0
## 735         Family    108000                    0                    0
## 736         Normal    163000                    0                    0
## 737         Normal     93500                    0                    0
## 738         Normal    239900                    0                    0
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## 762         Normal    100000                    0                    0
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##      SaleCondition_Normal Functional_Maj2 Functional_Sev Functional_Typ
## 1                       1               0              0              1
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##      Condition1_Feedr Condition1_Norm Condition1_PosN CentralAir_Y
## 1                   0               1               0            1
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##      GarageCond_Fa SalePrice_pred
## 1                0       6.840914
## 2                0       6.808826
## 3                0       6.862875
## 4                0       6.807343
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## 26               0       6.895562
## 27               0       6.706669
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## 31               1       6.517620
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## 33               0       6.835900
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## 100              0       6.681458
## 101              0       6.842463
## 102              0       6.791310
## 103              0       6.686741
## 104              0       6.824168
## 105              0       6.769931
## 106              0       6.899882
## 107              1       6.647294
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## 112              0       6.790557
## 113              0       7.009571
## 114              0       6.894279
## 115              0       6.865076
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## 118              0       6.774142
## 119              0       6.972600
## 120              0       6.836345
## 121              0       6.796916
## 122              0       6.640500
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## 126              0       6.619155
## 127              0       6.710451
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## 133              0       6.762779
## 134              0       6.835421
## 135              0       6.814135
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## 145              0       6.775862
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## 152              0       6.985654
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## 155              1       6.686024
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## 165              0       6.752366
## 166              0       6.672684
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## 169              0       6.830663
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## 221              0       6.877951
## 222              0       6.857312
## 223              0       6.780328
## 224              0       6.680335
## 225              0       7.013626
## 226              0       6.643298
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## 228              0       6.638732
## 229              0       6.674591
## 230              0       6.814525
## 231              0       6.732525
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## 235              0       6.850747
## 236              0       6.594645
## 237              0       6.817015
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## 240              0       6.681606
## 241              0       6.887080
## 242              0       6.644342
## 243              0       6.607640
## 244              0       6.746767
## 245              0       6.872870
## 246              0       6.847376
## 247              0       6.796202
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## 249              0       6.827953
## 250              0       6.945618
## 251              0       6.578884
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## 271              0       6.947857
## 272              0       6.925778
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## 306              0       6.930269
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## 344              0       6.901242
## 345              0       6.584592
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## 347              0       6.746130
## 348              0       6.807030
## 349              0       6.793535
## 350              0       7.056485
## 351              0       6.955622
## 352              0       6.838869
## 353              1       6.628263
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## 660              0       6.788724
## 661              0       6.829021
## 662              0       7.008641
## 663              0       6.779830
## 664              0       6.702112
## 665              0       7.029336
## 666              0       6.886428
## 667              0       6.851005
## 668              0       6.845151
## 669              0       6.796894
## 670              1       6.698039
## 671              0       6.798338
## 672              0       6.663058
## 673              0       6.790185
## 674              0       6.902724
## 675              0       6.750047
## 676              0       6.742701
## 677              1       6.639507
## 678              1       6.652173
## 679              0       7.011089
## 680              0       6.707066
## 681              0       6.707430
## 682              0       6.701265
## 683              0       6.776594
## 684              0       6.915336
## 685              0       6.862634
## 686              0       6.873662
## 687              0       6.904711
## 688              0       6.754877
## 689              0       6.937233
## 690              0       6.816965
## 691              0       6.731841
## 692              0       6.555300
## 693              0       6.941543
## 694              0       6.668381
## 695              0       6.720575
## 696              0       6.794655
## 697              0       6.588369
## 698              0       6.701107
## 699              0       6.728210
## 700              0       6.814912
## 701              0       6.946803
## 702              0       6.725437
## 703              0       7.013333
## 704              0       6.741213
## 705              0       6.845565
## 706              0       6.530468
## 707              0       6.933632
## 708              0       6.837923
## 709              0       6.851607
## 710              0       6.693425
## 711              0       6.546096
## 712              0       6.567024
## 713              0       6.822934
## 714              0       6.679279
## 715              0       6.817424
## 716              0       6.744021
## 717              0       6.823447
## 718              0       6.745267
## 719              0       6.933245
## 720              0       6.723607
## 721              0       6.908301
## 722              0       6.712852
## 723              0       6.688977
## 724              0       6.710922
## 725              0       6.907212
## 726              0       6.678172
## 727              0       6.910716
## 728              0       6.814273
## 729              0       6.796531
## 730              0       6.656067
## 731              0       6.883061
## 732              0       6.818253
## 733              0       6.876153
## 734              0       6.734589
## 735              0       6.688620
## 736              0       6.770848
## 737              0       6.560575
## 738              0       6.877045
## 739              0       6.713110
## 740              0       6.830582
## 741              0       6.711211
## 742              0       6.723397
## 743              0       6.808417
## 744              0       6.778877
## 745              0       6.845448
## 746              0       6.921452
## 747              0       6.878363
## 748              0       6.881354
## 749              0       6.876091
## 750              0       6.572491
## 751              0       6.642094
## 752              0       6.779355
## 753              0       6.841964
## 754              0       6.897320
## 755              0       6.764320
## 756              0       6.776299
## 757              0       6.857036
## 758              0       6.770875
## 759              0       6.780739
## 760              0       6.930454
## 761              0       6.804402
## 762              0       6.693831
## 763              0       6.833797
##  [ reached getOption("max.print") -- omitted 697 rows ]
#plot predicted vs actual
#plot(predict(final_model),data$TARGET_pred,
 #    xlab="Predicted", ylab="Actual",
 #    main="TARGET. Actual vs Predicted")
#abline(a=0,b=1,col="red")

#sagnificance of difference
#ks.test(data$TARGET,data$TARGET_pred)

#export testing data file with predicted sales
#write.table(data_testing, file = "/Users/olga/downloads/wine-evaluation-data.csv",append = FALSE)

data$new<-c()
data$new<-exp(1)^data$SalePrice_pred
data$new
##    [1]  935.3433  905.8064  956.1121  904.4645 1009.6956  823.4932
##    [7]  999.2271  941.8775  859.1348  813.4590  820.0847 1097.4786
##   [13]  822.9715  993.1678  861.0068  810.0195  868.2744  789.7597
##   [19]  883.8803  858.6279 1081.6031  815.4625  974.2437  816.4486
##   [25]  854.8608  987.8811  817.8417 1017.6102  921.2092  672.5449
##   [31]  676.9651  842.8495  930.6660  910.6484  986.0136 1029.5993
##   [37]  862.2733  863.2820  832.4302  694.4103  859.3608  879.9802
##   [43]  841.8168  824.3378  851.1538 1006.6583 1004.7255  990.9445
##   [49]  771.2503  820.9381  916.8081  817.4880  782.7484  602.9878
##   [55]  819.5954  881.9598  926.1011  935.1953 1183.5257  792.9295
##   [61]  940.2321  767.9770  927.3491  848.3881  962.2798 1025.4868
##   [67] 1005.5000  943.2061  730.5533  966.4397 1016.8771  789.0778
##   [73]  939.9391  852.3146  776.7526  723.3370  796.9258  810.6226
##   [79]  827.2474  802.7004  942.1305  856.0388  974.7586  809.4742
##   [85]  883.6357  993.7009  907.7447  902.0937  662.7740  810.4773
##   [91]  766.8596  812.9032  845.1192  786.3177  927.9908  929.0921
##   [97]  943.2671  774.2896  711.6253  797.4808  936.7935  890.0785
##  [103]  801.7053  919.8112  871.2518  992.1575  770.6958  745.8311
##  [109]  800.1011  932.3614  835.7231  889.4090 1107.1796  986.6138
##  [115]  958.2188  887.0773  822.3318  874.9281 1066.9934  931.0800
##  [121]  895.0827  765.4776  852.0424  877.2000  898.3107  749.3116
##  [127]  820.9409  743.2540  845.7658  843.1440  951.2054  966.8634
##  [133]  865.0429  930.2198  910.6286  906.2277  843.9432  921.2768
##  [139]  970.8988  938.7253  766.1585  977.1792  853.0593  952.0062
##  [145]  876.4349  844.4598  772.6264  953.1091  859.0448  773.4030
##  [151]  833.2468 1081.0136  901.6903  943.4543  801.1307  732.4411
##  [157]  777.0585 1037.6706  985.4881 1076.9388  897.8762 1087.2744
##  [163] 1002.4573  748.8056  856.0822  790.5142  913.7679 1087.7224
##  [169]  925.8041  978.9551  834.4236  959.6886  981.5356  876.8415
##  [175]  937.0014  931.2753  963.7579  897.8144 1183.6411  783.3561
##  [181]  877.9706  889.5521  786.5021  957.5062  837.0945  685.5915
##  [187]  876.9617  843.4757  846.6206 1002.5485 1034.9130  922.2532
##  [193]  931.8070  853.8048  804.4844  842.8063 1057.7351 1059.4416
##  [199]  832.4139 1023.3284  817.8434  859.2216  829.4064  829.2120
##  [205]  795.9080  918.2171  872.9134  828.1474  985.9460  860.1803
##  [211]  716.9882  872.6188 1014.8828  860.8113  864.8111  848.6344
##  [217]  932.7985  751.3255  979.6647  911.8726  970.6356  950.8075
##  [223]  880.3572  796.5856 1111.6777  767.6228 1004.2093  764.1252
##  [229]  792.0236  910.9836  839.2635 1058.4727  752.9272  818.8052
##  [235]  944.5862  731.1690  913.2550  956.6217 1035.9806  797.5994
##  [241]  979.5371  768.4242  740.7328  851.3020  965.7166  941.4071
##  [247]  894.4434  861.5066  923.2987 1038.5887  719.7357  991.7085
##  [253]  903.3129  885.0003  848.1044  961.9703  933.9361  964.8964
##  [259]  952.8912  768.8942  916.1952 1089.7760  876.6317  836.1054
##  [265]  739.2674  894.9662  906.2370  912.5074  866.8327  845.7689
##  [271] 1040.9162 1018.1857 1038.4381  896.6874  797.0264  869.1820
##  [277]  919.1367  792.4035 1127.2775  936.1394  948.7043  945.1548
##  [283]  918.3029 1001.4767  924.2785  910.0726  919.3699  754.9139
##  [289]  792.1834  842.4669 1032.8737  813.9594  833.1199  968.0642
##  [295]  893.6736  832.7474  835.8054  969.8628  881.5069  885.3614
##  [301]  879.2794 1012.0981  964.2356  845.1344 1022.4736 1022.7687
##  [307]  971.8990  786.4037  752.5865 1063.0488  891.2675  824.9247
##  [313]  832.3801 1075.9621  871.1769  913.0005  968.8959  994.4595
##  [319] 1031.1355  907.6546 1105.4647 1048.6675 1007.5394  809.0659
##  [325] 1007.3711  742.5221 1022.6297  858.5910  872.9339  752.4914
##  [331]  857.7135  824.7390 1034.8651  925.6056  937.2130  996.6657
##  [337] 1097.5695  944.6529  933.7952  877.8621  957.4013  742.2176
##  [343]  706.2468  993.5080  723.8556  833.9984  850.7596  904.1815
##  [349]  892.0613 1160.3591 1049.0305  933.4325  756.1673  780.3072
##  [355]  857.1269  893.1972  890.9608  806.7887  812.2095  996.9144
##  [361]  829.8384  835.3509  901.9664  784.9079  889.8898  824.7474
##  [367]  894.7770  868.4822  847.2180  893.1308  911.3451  810.0060
##  [373]  802.3435  837.4228  938.7614  646.8051  839.1772 1034.3855
##  [379] 1074.6385  921.5559  860.0076  964.4979  935.8160  740.2313
##  [385] 1011.0163  904.1020  721.5257  825.1864  926.4284 1131.5915
##  [391]  804.3442  944.3799  758.6673  742.4821  787.7729  810.2915
##  [397]  801.4331  860.2502  759.3254  942.5534  977.3462  954.4170
##  [403]  778.7315  988.8869  900.0235  880.1752  842.6983  885.2753
##  [409] 1056.2537 1077.0340  735.3098  834.0297  995.2438  793.7638
##  [415]  978.6554  953.0916  879.2974  982.3777  765.4876  832.6490
##  [421]  895.6798  925.0296  792.6848 1037.7080  843.8726  835.7059
##  [427]  979.1493  784.5760  944.1156  915.9225  752.7692  821.1984
##  [433]  801.2911  915.6389  688.7952  951.9549  807.5431  788.3665
##  [439]  754.0986  822.1043 1163.7027  762.3200  857.4162  947.2833
##  [445]  949.2012  861.5303  979.3873  946.7966  819.5782  787.6379
##  [451]  773.0008  556.1712  939.1027  938.6691  871.8634  870.7734
##  [457]  762.2951  944.1265  861.5216  801.4275 1017.1476  874.3646
##  [463]  790.4632  897.2062  795.8135  884.2786  902.5636  868.1182
##  [469]  980.2149  914.3886  965.7318  934.3139  817.6088 1111.5718
##  [475]  970.2315  837.8386  950.8211 1072.6470 1029.3513  820.9362
##  [481] 1051.9531 1048.5274  869.5134  845.0110  832.4763  843.1915
##  [487]  851.3423  892.0721  887.3366  708.5565  768.5360  872.1009
##  [493]  945.4514  867.5387  771.3860  615.4239 1140.2240  887.0735
##  [499]  820.5750  804.6881  782.5511  950.7444  835.0354 1035.9047
##  [505]  825.5167  840.8813  949.1954  942.6541  878.6386  824.8838
##  [511]  887.5664  951.0908  801.9912  835.2292  759.3208 1112.1461
##  [517]  901.5161  992.1729  931.4413  975.3127  733.4499  866.0454
##  [523]  873.0079 1081.0190 1017.9497  912.9915  823.5231 1141.4513
##  [529]  705.0947  995.5217  918.3619  848.3355  763.2575  570.8013
##  [535]  922.2425  803.7750  923.4076  791.7182  833.8260  976.9309
##  [541] 1047.7417  982.7194  957.1676  813.5560  976.7852  967.4647
##  [547]  904.0462  785.4917  806.4715  969.4413  842.6806  802.4956
##  [553] 1002.0084  743.2552  989.6833  777.5851  840.9951  705.6263
##  [559]  928.3853  914.9338  901.8906  856.2118  779.5197  877.3547
##  [565]  996.2922  810.1578 1051.8289  936.1913 1047.3548  841.3415
##  [571]  888.4502  800.6374  995.1351  888.1803  818.3807  805.1268
##  [577]  845.4830  877.6187  888.1098  827.1898  901.7028 1093.0870
##  [583]  778.8247 1148.5742  828.3856 1104.2122  799.7698  821.6576
##  [589]  952.7835  767.0645  916.8247 1105.6617  820.8677  822.1641
##  [595]  801.7547 1108.6665  780.6513  960.1745  945.8141  847.2588
##  [601]  984.8876  844.9232  961.9540  857.7209  955.7313  945.5175
##  [607]  872.0277  873.8914 1054.4414  795.8437 1043.2712  836.1294
##  [613]  985.7033  853.0648  674.8137  868.5616  908.5147  795.2567
##  [619] 1086.5100 1044.6441  671.2394  977.3111  823.8107  876.9760
##  [625]  889.1311  853.1250  842.8628  883.4057  922.5384  501.1508
##  [631]  819.7402  941.0820  886.2799  834.5888  832.3165  940.4622
##  [637]  652.3615  776.4113  732.9516  996.4964  989.1587  970.5034
##  [643] 1065.0133  846.2407 1081.0684  838.6773  756.4800  820.2620
##  [649]  875.0593  679.1847  941.3037  784.0270  922.3189  827.2042
##  [655] 1055.6857  756.7436  841.6520  870.9025  851.2200  887.7801
##  [661]  924.2855 1106.1506  879.9188  814.1236 1129.2811  978.8981
##  [667]  944.8302  939.3155  895.0626  810.8139  896.3561  782.9413
##  [673]  889.0779  994.9810  854.0988  847.8474  764.7178  774.4656
##  [679] 1108.8619  818.1667  818.4645  813.4339  877.0767 1007.6100
##  [685]  955.8815  966.4815  996.9605  858.2344 1029.9162  913.2089
##  [691]  838.6898  702.9598 1034.3655  787.1205  829.2946  893.0614
##  [697]  726.5945  813.3054  835.6504  911.3363 1039.8201  833.3358
##  [703] 1111.3529  846.5866  939.7045  685.7187 1026.2149  932.5505
##  [709]  945.3987  807.0814  696.5198  711.2500  918.6761  795.7455
##  [715]  913.6282  848.9674  919.1476  850.0261 1025.8173  831.8122
##  [721] 1000.5457  822.9139  803.4996  821.3274  999.4573  794.8649
##  [727] 1002.9651  910.7546  894.7377  777.4872  975.6082  914.3860
##  [733]  968.8917  840.9981  803.2131  872.0511  706.6778  969.7566
##  [739]  823.1263  925.7298  821.5652  831.6378  905.4362  879.0812
##  [745]  939.5939 1013.7905  971.0352  973.9445  968.8314  715.1492
##  [751]  766.6991  879.5010  936.3264  989.6186  866.3766  876.8172
##  [757]  950.5459  872.0750  880.7193 1022.9579  901.8079  807.4096
##  [763]  928.7106 1032.5763  992.8341 1013.4382  902.9300  874.9192
##  [769]  973.4899 1193.4492  814.8011  794.1832  827.7705  788.8814
##  [775] 1068.3663  843.7858 1005.1289  824.2249  846.3082  829.0645
##  [781]  891.9828  892.1274  932.0221  851.9558  803.9088  888.8898
##  [787]  854.1137  969.9434  772.8878  955.6431  869.8112  847.9833
##  [793]  972.2083  978.7954  935.0749  890.1995  844.2531  760.2487
##  [799] 1158.8940  870.3166  930.4205  807.2101  917.4234 1165.0181
##  [805]  805.7857  961.7079  813.0503  910.7126  843.0674  809.1130
##  [811]  912.5481  872.3720  676.6930  870.1756  775.4061  951.0534
##  [817]  844.1081  977.1945  856.7042  967.8621  915.1300  752.6078
##  [823]  951.5461  850.9040 1007.3309  943.0173  737.6621  927.9787
##  [829]  953.8625  854.5637  897.3096  858.3771  974.1318  902.3238
##  [835]  839.9159  830.3612  877.0097  758.8211  855.7079  798.3033
##  [841]  843.2598  868.0656  887.2885  844.6651  855.5238  938.5980
##  [847]  933.2650  827.5258  959.0560  899.2262  822.1185  913.7150
##  [853]  886.1965  906.1479  916.3891  845.7486  867.1317  882.4863
##  [859]  863.2584  979.9054  884.4771  826.9912  864.2846  849.1692
##  [865]  977.8104  838.7059 1021.5600  817.5476  877.7736  960.4101
##  [871]  759.6305  910.4291  813.2805  842.8981  774.3173 1070.3124
##  [877]  831.0553 1045.5327  867.6917  831.6575  850.8155  939.4798
##  [883]  902.1022  827.1146  784.8958 1001.6228  884.2533  840.6855
##  [889] 1041.1956  879.6981  815.7742  895.6507  853.3575  872.2377
##  [895]  801.5312  882.9908  757.9280  843.8341 1161.3753  844.3494
##  [901]  789.3869  864.7552  905.6407 1023.7113  792.3215  809.5419
##  [907] 1002.5283  971.3259  795.4392  905.1404  899.9036  870.5799
##  [913]  776.3312  884.2747  897.7093  716.5254  573.4025  808.9666
##  [919] 1005.6285  934.7143  912.3871  841.0564  948.5082  935.2405
##  [925]  923.5844  859.7918 1009.3026  895.1138  976.9143  975.9084
##  [931]  950.0134  805.2294 1036.5147  922.9154  974.4698  748.6394
##  [937]  909.1810  969.3471 1021.5429  949.1767  893.2278  955.5620
##  [943]  790.1226  851.4889  883.8484  858.1742  844.3845  997.7547
##  [949]  944.8184  893.6151  825.2726  802.7645  808.0144  856.8896
##  [955]  822.0549  882.8472  803.1790  814.9653  921.1635  874.8441
##  [961]  801.1746 1002.5639  865.4738 1010.0008  964.2996  940.3576
##  [967]  857.9304  828.0628  700.9273  854.3671  748.6410  884.2107
##  [973]  809.1654  983.3952  896.8460  873.2769  740.0596  945.9232
##  [979]  757.0292  854.7680  893.6799 1041.4603  881.0738  999.0613
##  [985]  801.9624  812.8022  824.6615 1093.1773  910.1960  960.9615
##  [991] 1025.6464  918.8836  937.5508  932.8115 1044.1372  812.2136
##  [997]  827.2987  877.6153  734.6768  904.2286  645.4563  737.4226
## [1003]  979.8813  879.3433  906.8957  838.9663  900.1212  715.0648
## [1009]  964.5160  791.7355  824.6124  745.0457  885.2355  754.7289
## [1015]  821.7834  931.3200  958.6806  929.6455  877.9310  915.8211
## [1021]  833.9174  946.5179  786.4748  906.5130 1059.8065  806.4507
## [1027]  864.0999 1047.8267  824.6455  797.4231  841.3836  941.1652
## [1033] 1067.1055  968.2511  821.2753  680.6947 1036.4092  997.3742
## [1039]  729.7571  670.0087  893.7336  888.2314  906.3439  997.4854
## [1045]  593.7138  808.4240 1183.2822  848.6512  816.4276  746.1761
## [1051]  944.4004  963.7796  917.0440  844.3117  991.7166  888.0518
## [1057]  927.5572  973.9342 1043.5180  928.4830  939.6228  705.5230
## [1063]  827.5705  816.5457  858.3606 1016.3190  912.6322  903.5843
## [1069]  873.1238  817.2615  819.5818  861.1066  787.5131  843.2563
## [1075]  910.5994  910.3056  891.0320  837.2476  829.1957  833.2354
## [1081]  873.5990  812.4499  926.7745  867.9030  909.8823  870.1596
## [1087]  724.3206  997.6926  853.8048  916.6136  741.5717  860.7700
## [1093]  875.8086  879.7714  819.3704  908.7664  807.1930  862.4138
## [1099]  786.4906  898.9795  645.7540  801.8303  832.6139  871.5733
## [1105]  780.7856 1053.6995  925.2316 1033.6840  912.1006 1029.2958
## [1111]  912.9973  911.7589  796.2203  828.4672  788.9543 1067.9025
## [1117]  909.8382  825.8641  848.7768  821.4646  801.5009  994.1909
## [1123]  732.7642  748.0632  882.9153  795.0200  923.6029  980.0533
## [1129]  950.9138  823.0289  843.3046  793.2396  821.7290  970.7566
## [1135]  904.8275  759.8371  826.4669  743.2120  910.6219  816.9699
## [1141]  827.6404  904.0050 1138.4026  761.0802  726.9315  820.4589
## [1147]  893.1095  895.2348  805.9147  879.9151  812.8866  854.2553
## [1153]  959.6479  794.9947  947.9288  954.3913  931.3973  917.9776
## [1159]  999.2036  904.9171  840.6676  965.4454  808.0820  820.4997
## [1165]  933.8691  975.1092  982.4896  934.4850  922.2800 1195.8476
## [1171]  875.4347  881.1322  873.2259  956.4434  968.4474 1037.9125
## [1177]  785.7485  814.5222  807.9143  731.1410  947.2918 1044.2668
## [1183] 1268.4099  834.3194  944.9241  796.1065  822.7182  990.0106
## [1189]  915.5422  927.0364  890.9771  883.9809  840.1629  846.7405
## [1195]  860.8204  885.1640 1004.8738  847.7708  892.6372  849.1262
## [1201]  771.8238  930.6333  832.9301  944.3679  833.5520 1038.6334
## [1207]  798.4177  949.9534  859.6811 1042.6151  927.5427  907.7167
## [1213]  723.6286  834.1428  807.0452  785.1441  842.4302  986.6573
## [1219]  688.6574  757.2211  787.0655  826.5794  887.4401  878.5507
## [1225]  936.6475  839.0796  964.9800  848.5098 1088.1545  865.9737
## [1231]  957.5618  845.0700  759.1963  845.0957  823.1399  839.7553
## [1237]  879.7916  943.1448  884.3376  951.6256  938.9636 1020.2019
## [1243]  881.4255 1141.9564  944.0782  916.6347  957.9354  836.1448
## [1249]  842.6133  801.8992 1002.5028  898.7351  782.1484 1001.6553
## [1255]  883.6651  835.2801 1032.1929  749.6775  903.7129  873.1401
## [1261]  939.6772  815.0244  865.9269  881.6907  890.0668  899.7954
## [1267]  813.3773 1058.8672 1072.0072  842.5825  984.8471  906.8529
## [1273]  822.4911  874.1188  834.7805  862.6548  867.1160  921.1531
## [1279]  986.2642  666.6559  950.3523  929.4670  863.8744  823.1698
## [1285]  926.2696  816.7049  858.9803  907.5643  979.9653 1026.0161
## [1291]  887.2654  792.7747  834.0798  903.2338  790.9644  815.6785
## [1297]  843.0649  852.7272  872.0508  878.0792  964.6621  883.0051
## [1303] 1023.0662  951.9911  861.4206 1025.5609  951.7196  847.8968
## [1309]  843.4811  881.4487 1063.6823  956.0527 1048.9572 1048.3108
## [1315]  772.7498  935.3042 1009.6027  965.8244 1011.4982  761.7020
## [1321]  889.6651  693.7679  947.7187  722.1550 1050.0893  670.8199
## [1327]  695.5807  806.1633  989.0780  920.0247  971.3879  819.1042
## [1333]  744.5415  813.3858  811.1579  867.6963  854.3001  675.7040
## [1339]  962.2164  813.6330  793.1928  896.5562  984.7440  906.2839
## [1345]  955.3624  745.8405 1017.9649 1086.9316  968.6458  815.5263
## [1351]  954.0543  901.2750  836.1898 1100.2147  972.9274  890.7316
## [1357]  792.7968  868.8115  874.6281 1069.7021  895.5189 1004.5461
## [1363]  814.8948  925.3888  858.3771  938.2210  940.3335  803.1124
## [1369]  822.3610  970.5591  806.7410  902.4743  993.2247 1136.5500
## [1375]  983.3449 1024.0217  736.7993  828.5730  757.5024  863.1518
## [1381]  683.9796  987.5547  878.5214  864.1019  780.3722  800.5916
## [1387] 1046.0840  875.1485 1057.5769  818.2672  942.1988  871.0050
## [1393]  798.6879  865.7771  975.5195 1027.2053  902.8803  822.9420
## [1399]  857.2791  844.0897  806.3652  915.1766  946.1885  993.8364
## [1405]  785.8030  997.4778  820.0562  766.0133  817.2536  944.7887
## [1411]  956.3205  890.2665  754.6030 1009.2190  904.1318  934.0797
## [1417]  842.3818 1044.2350  822.2639  965.9540  876.8714  838.1722
## [1423]  822.1658  963.3951  848.9800  856.1006  981.1492  859.2997
## [1429]  789.7406  910.7803  931.3888  823.7619  767.6480  931.1461
## [1435]  863.3857  925.2053  800.8807 1079.0822  863.2203  893.2011
## [1441]  960.5598  829.2079 1050.4805  775.6307  910.6925  809.7354
## [1447]  846.3709  987.7319  774.9856  691.8854  826.4949 1011.8722
## [1453]  808.0002  828.8124  913.1936  908.8206  950.7379 1018.0260
## [1459]  823.5788  824.2259