knitr::opts_chunk$set(echo = TRUE)
library(extraDistr)
library(crch)
##
## Attaching package: 'crch'
## The following objects are masked from 'package:extraDistr':
##
## dtnorm, ptnorm, qtnorm, rtnorm
library(plm)
##
## Attaching package: 'plm'
## The following object is masked from 'package:extraDistr':
##
## pht
library(IDPmisc)
library(car)
## Loading required package: carData
library(multiwayvcov)
library(tidyverse)
## Warning in as.POSIXlt.POSIXct(Sys.time()): unable to identify current timezone 'C':
## please set environment variable 'TZ'
## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --
## v ggplot2 3.3.5 v purrr 0.3.4
## v tibble 3.1.6 v dplyr 1.0.8
## v tidyr 1.2.0 v stringr 1.4.0
## v readr 2.1.2 v forcats 0.5.1
## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::between() masks plm::between()
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks plm::lag(), stats::lag()
## x dplyr::lead() masks plm::lead()
## x purrr::rdunif() masks extraDistr::rdunif()
## x dplyr::recode() masks car::recode()
## x purrr::some() masks car::some()
library(rstatix)
##
## Attaching package: 'rstatix'
## The following object is masked from 'package:stats':
##
## filter
library(dplyr)
library(ggpubr)
library(data.table)
##
## Attaching package: 'data.table'
## The following objects are masked from 'package:dplyr':
##
## between, first, last
## The following object is masked from 'package:purrr':
##
## transpose
## The following object is masked from 'package:plm':
##
## between
library(MatchIt)
library(glmnet)
## Loading required package: Matrix
##
## Attaching package: 'Matrix'
## The following objects are masked from 'package:tidyr':
##
## expand, pack, unpack
## Loaded glmnet 4.1-3
library(ISLR)
library(leaps)
library(stargazer)
##
## Please cite as:
## Hlavac, Marek (2022). stargazer: Well-Formatted Regression and Summary Statistics Tables.
## R package version 5.2.3. https://CRAN.R-project.org/package=stargazer
MSE<-matrix(0:0, nrow=1,ncol=5)
trainData<-read.csv("G:/My Drive/Seans Drive/PhD/Classes/AQME/HW/Kaggle/train.csv" , sep = ",")
testData<-read.csv("G:/My Drive/Seans Drive/PhD/Classes/AQME/HW/Kaggle/test.csv", sep = ",")
trainData<-trainData[,-10]
testData<-testData[,-10]
for(j in 1:ncol(trainData)){
for(i in 1:nrow(trainData))
if (is.na(trainData[i,j])==TRUE){
trainData[i,j]="0"
}
}
for(j in 1:ncol(testData)){
for(i in 1:nrow(testData))
if (is.na(testData[i,j])==TRUE){
testData[i,j]="0"
}
}
trainData<-as.data.frame(unclass(trainData), stringsAsFactors=TRUE)
testData<-as.data.frame(unclass(testData), stringsAsFactors=TRUE)
y = trainData$SalePrice
y1<-y[-1]
testData$SalePrice<-y1
Data<-rbind(trainData,testData)
set.seed(1)
train=sample(c(TRUE,FALSE), nrow(trainData),rep=TRUE) #sampling with replacement
test=(!train)
grid=2^seq(10,-3,length=100) #lambda values
x=model.matrix(SalePrice~., Data)[,-1] #without the intercept column
y = trainData$SalePrice
for(i in nrow(Data):1461){
x<-x[-i,]
}
#Ridge
ridge.mod=glmnet(x,y,alpha=0,lambda=grid)
#By default, the glmnet() function standardizes the variables so that they are on the same scale.
#To turn off this default setting, use the argument standardize=FALSE.
#we expect the coefficient estimates to be much smaller, in terms of L2 norm,
#when a large value of lambda is used, as compared to when a small value of lambda is used.
#prediction
predict(ridge.mod,s=50,type="coefficients")[1:4994,] #ridge coefficient when lambda=50
## (Intercept) Id MSSubClass
## -8.152917e+04 -1.486750e+00 -1.727878e+01
## MSZoningFV MSZoningRH MSZoningRL
## 4.796380e+03 -3.175790e+03 2.207799e+03
## MSZoningRM MSZoning0 LotFrontage100
## -7.216764e+02 0.000000e+00 9.593050e+03
## LotFrontage101 LotFrontage102 LotFrontage103
## -1.275498e+04 1.364847e+04 7.760367e+03
## LotFrontage104 LotFrontage105 LotFrontage106
## 1.977200e+04 1.054654e+04 -3.078349e+03
## LotFrontage107 LotFrontage108 LotFrontage109
## 1.159984e+04 4.036436e+02 5.900308e+02
## LotFrontage110 LotFrontage111 LotFrontage112
## 1.518550e+04 3.654562e+03 -8.367014e+03
## LotFrontage114 LotFrontage115 LotFrontage116
## -3.601553e+03 -2.488228e+04 -1.211207e+04
## LotFrontage118 LotFrontage120 LotFrontage121
## 1.060268e+04 7.700207e+03 4.995744e+03
## LotFrontage122 LotFrontage124 LotFrontage128
## -1.861127e+04 -1.378952e+04 4.287023e+03
## LotFrontage129 LotFrontage130 LotFrontage134
## -4.146214e+03 -1.426526e+04 1.343656e+04
## LotFrontage137 LotFrontage138 LotFrontage140
## -9.661876e+03 4.485218e+03 1.834281e+04
## LotFrontage141 LotFrontage144 LotFrontage149
## 1.658833e+04 8.989217e+03 9.551223e+02
## LotFrontage150 LotFrontage152 LotFrontage153
## 3.821428e+04 -1.354554e+04 9.972065e+03
## LotFrontage160 LotFrontage168 LotFrontage174
## 7.259762e+04 1.826605e+04 -7.804101e+02
## LotFrontage182 LotFrontage21 LotFrontage24
## 1.136265e+04 1.986135e+03 1.625907e+03
## LotFrontage30 LotFrontage313 LotFrontage32
## 1.436615e+04 -3.031667e+04 -6.265644e+03
## LotFrontage33 LotFrontage34 LotFrontage35
## 1.638623e+04 -7.391456e+03 -4.660852e+03
## LotFrontage36 LotFrontage37 LotFrontage38
## -1.069782e+04 9.526949e+03 2.170655e+03
## LotFrontage39 LotFrontage40 LotFrontage41
## -3.469809e+03 1.014472e+03 -1.433599e+04
## LotFrontage42 LotFrontage43 LotFrontage44
## -1.088988e+03 -1.061661e+04 -8.203804e+03
## LotFrontage45 LotFrontage46 LotFrontage47
## -2.353277e+04 -1.528572e+03 7.567648e+03
## LotFrontage48 LotFrontage49 LotFrontage50
## 1.276106e+03 9.380213e+03 -1.378223e+03
## LotFrontage51 LotFrontage52 LotFrontage53
## 1.319437e+04 4.950865e+03 -2.034735e+03
## LotFrontage54 LotFrontage55 LotFrontage56
## -2.998250e+03 5.410319e+03 -8.845205e+03
## LotFrontage57 LotFrontage58 LotFrontage59
## 8.558409e+02 -4.196833e+03 -3.757044e+03
## LotFrontage60 LotFrontage61 LotFrontage62
## 2.048628e+03 4.413972e+03 -4.004106e+03
## LotFrontage63 LotFrontage64 LotFrontage65
## -2.261971e+03 7.229205e+03 9.390467e+02
## LotFrontage66 LotFrontage67 LotFrontage68
## 3.430336e+03 -3.248657e+03 -5.036877e+03
## LotFrontage69 LotFrontage70 LotFrontage71
## 3.760224e+03 -7.301076e+02 4.015004e+03
## LotFrontage72 LotFrontage73 LotFrontage74
## -1.234988e+03 -1.130396e+03 1.572518e+03
## LotFrontage75 LotFrontage76 LotFrontage77
## 4.628101e+03 -4.946986e+03 -2.695288e+03
## LotFrontage78 LotFrontage79 LotFrontage80
## -2.094696e+03 2.541419e+03 2.270950e+03
## LotFrontage81 LotFrontage82 LotFrontage83
## 2.141548e+03 4.220504e+03 -2.375598e+02
## LotFrontage84 LotFrontage85 LotFrontage86
## 7.493920e+03 -9.770263e+03 1.183898e+03
## LotFrontage87 LotFrontage88 LotFrontage89
## -6.840075e+02 -6.193458e+03 1.198321e+03
## LotFrontage90 LotFrontage91 LotFrontage92
## 3.496508e+02 5.158811e+03 -6.119997e+03
## LotFrontage93 LotFrontage94 LotFrontage95
## 3.074048e+03 -3.174171e+03 -2.886030e+03
## LotFrontage96 LotFrontage97 LotFrontage98
## 7.933514e+02 4.573483e+03 -4.785846e+03
## LotFrontage99 LotFrontage113 LotFrontage117
## 4.275748e+03 0.000000e+00 0.000000e+00
## LotFrontage119 LotFrontage123 LotFrontage125
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage126 LotFrontage131 LotFrontage133
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage135 LotFrontage136 LotFrontage155
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage195 LotFrontage200 LotFrontage22
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage25 LotFrontage26 LotFrontage28
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage31 LotArea StreetPave
## 0.000000e+00 1.868732e-01 1.010574e+04
## AlleyGrvl AlleyPave LotShapeIR2
## 3.721505e+03 5.062244e+03 2.725881e+03
## LotShapeIR3 LotShapeReg LandContourHLS
## -3.087400e+03 2.214510e+02 3.323255e+03
## LandContourLow LandContourLvl LotConfigCulDSac
## -3.082379e+03 2.103286e+03 4.568745e+03
## LotConfigFR2 LotConfigFR3 LotConfigInside
## -5.221054e+03 -3.882243e+03 -1.894933e+03
## LandSlopeMod LandSlopeSev NeighborhoodBlueste
## 4.687450e+03 3.830859e+03 1.283546e+04
## NeighborhoodBrDale NeighborhoodBrkSide NeighborhoodClearCr
## -2.474995e+03 6.352349e+03 7.977618e+03
## NeighborhoodCollgCr NeighborhoodCrawfor NeighborhoodEdwards
## -8.123265e+03 1.394321e+04 1.349802e+03
## NeighborhoodGilbert NeighborhoodIDOTRR NeighborhoodMeadowV
## -4.540568e+03 -2.546413e+03 -1.690324e+04
## NeighborhoodMitchel NeighborhoodNAmes NeighborhoodNoRidge
## -4.878525e+03 3.909198e+03 4.687337e+03
## NeighborhoodNPkVill NeighborhoodNridgHt NeighborhoodNWAmes
## 3.793974e+03 3.374163e+03 5.220872e+02
## NeighborhoodOldTown NeighborhoodSawyer NeighborhoodSawyerW
## -1.899451e+03 -2.186631e+03 -9.191536e+03
## NeighborhoodSomerst NeighborhoodStoneBr NeighborhoodSWISU
## 1.019849e+03 1.292241e+04 1.368145e+03
## NeighborhoodTimber NeighborhoodVeenker Condition1Feedr
## 6.314461e+02 6.248696e+03 -4.565931e+02
## Condition1Norm Condition1PosA Condition1PosN
## 6.205706e+02 6.180872e+03 -2.729040e+03
## Condition1RRAe Condition1RRAn Condition1RRNe
## -4.029302e+03 3.283825e+03 -4.284355e+03
## Condition1RRNn Condition2Feedr Condition2Norm
## 8.260005e+02 -3.342504e+03 5.597794e+02
## Condition2PosA Condition2PosN Condition2RRAe
## 4.035312e+04 -3.011046e+04 1.774720e+03
## Condition2RRAn Condition2RRNn BldgType2fmCon
## 7.192553e+03 5.713266e+03 2.714594e+03
## BldgTypeDuplex BldgTypeTwnhs BldgTypeTwnhsE
## -3.339167e+02 -5.901477e+03 -7.191535e+03
## HouseStyle1.5Unf HouseStyle1Story HouseStyle2.5Fin
## 3.210010e+03 -7.216401e+02 -1.633991e+03
## HouseStyle2.5Unf HouseStyle2Story HouseStyleSFoyer
## 9.547908e+03 1.594073e+03 1.515787e+03
## HouseStyleSLvl OverallQual OverallCond
## 5.257117e+02 1.719197e+03 1.741413e+03
## YearBuilt YearRemodAdd RoofStyleGable
## 4.192197e+00 9.112636e+01 -3.110222e+03
## RoofStyleGambrel RoofStyleHip RoofStyleMansard
## -9.623633e+02 2.800688e+03 1.079883e+03
## RoofStyleShed RoofMatlCompShg RoofMatlMembran
## 2.283155e+03 -8.275728e+03 1.440923e+04
## RoofMatlMetal RoofMatlRoll RoofMatlTar&Grv
## 6.143736e+03 -9.277589e+03 7.333708e+03
## RoofMatlWdShake RoofMatlWdShngl Exterior1stAsphShn
## -9.735564e+02 3.104376e+04 -1.761859e+04
## Exterior1stBrkComm Exterior1stBrkFace Exterior1stCBlock
## 1.510206e+04 8.175625e+03 -1.084536e+04
## Exterior1stCemntBd Exterior1stHdBoard Exterior1stImStucc
## 2.853936e+03 -3.065434e+02 5.578883e+03
## Exterior1stMetalSd Exterior1stPlywood Exterior1stStone
## -1.690699e+03 2.881981e+03 1.213236e+04
## Exterior1stStucco Exterior1stVinylSd Exterior1stWd Sdng
## 2.831385e+03 -4.054280e+01 -2.668007e+03
## Exterior1stWdShing Exterior1st0 Exterior2ndAsphShn
## -5.321984e+03 0.000000e+00 -4.639735e+03
## Exterior2ndBrk Cmn Exterior2ndBrkFace Exterior2ndCBlock
## 3.008391e+02 -1.098588e+04 -1.114430e+04
## Exterior2ndCmentBd Exterior2ndHdBoard Exterior2ndImStucc
## 2.895629e+03 -1.265810e+03 8.706305e+03
## Exterior2ndMetalSd Exterior2ndOther Exterior2ndPlywood
## -3.306079e+03 1.002098e+04 2.028809e+03
## Exterior2ndStone Exterior2ndStucco Exterior2ndVinylSd
## 5.195674e+03 -4.194257e+03 2.223743e+03
## Exterior2ndWd Sdng Exterior2ndWd Shng Exterior2nd0
## -1.088287e+03 -4.998536e+03 0.000000e+00
## MasVnrTypeBrkCmn MasVnrTypeBrkFace MasVnrTypeNone
## -2.478075e+03 1.350290e+03 -3.687301e+03
## MasVnrTypeStone MasVnrArea1 MasVnrArea100
## 5.852580e+03 -9.872790e+03 1.380304e+04
## MasVnrArea101 MasVnrArea102 MasVnrArea1031
## -1.029585e+04 1.673464e+04 3.064355e+04
## MasVnrArea104 MasVnrArea1047 MasVnrArea105
## -3.121734e+03 9.032970e+03 6.949604e+03
## MasVnrArea106 MasVnrArea108 MasVnrArea109
## -8.260272e+03 -1.772541e+03 2.933526e+03
## MasVnrArea11 MasVnrArea110 MasVnrArea1115
## 5.740049e+03 1.572196e+04 7.600209e+03
## MasVnrArea112 MasVnrArea1129 MasVnrArea113
## -3.134884e+03 -1.331939e+03 -5.245724e+03
## MasVnrArea114 MasVnrArea115 MasVnrArea116
## -8.252061e+01 -4.924019e+03 6.976489e+03
## MasVnrArea117 MasVnrArea1170 MasVnrArea119
## -9.659116e+03 5.407776e+04 8.972957e+03
## MasVnrArea120 MasVnrArea122 MasVnrArea123
## -4.044387e+03 -3.455871e+03 3.756767e+03
## MasVnrArea125 MasVnrArea126 MasVnrArea127
## -6.288344e+03 -5.976789e+03 9.099146e+02
## MasVnrArea128 MasVnrArea130 MasVnrArea132
## 7.354703e+03 -2.107619e+03 -4.284682e+02
## MasVnrArea135 MasVnrArea136 MasVnrArea137
## -1.277844e+04 1.190826e+03 3.490530e+02
## MasVnrArea1378 MasVnrArea138 MasVnrArea14
## 4.918836e+04 -2.161439e+03 5.435719e+03
## MasVnrArea140 MasVnrArea142 MasVnrArea143
## 3.942105e+03 9.061753e+03 -1.682909e+03
## MasVnrArea144 MasVnrArea145 MasVnrArea146
## 1.032254e+04 2.955019e+03 2.545879e+03
## MasVnrArea147 MasVnrArea148 MasVnrArea149
## -1.421908e+03 1.122287e+04 3.192823e+03
## MasVnrArea150 MasVnrArea151 MasVnrArea153
## -5.269396e+03 2.396718e+03 9.428284e+03
## MasVnrArea154 MasVnrArea156 MasVnrArea157
## 2.766017e+04 -1.133058e+04 2.588773e+03
## MasVnrArea158 MasVnrArea16 MasVnrArea160
## -3.143206e+03 -2.173761e+03 5.917404e+03
## MasVnrArea1600 MasVnrArea161 MasVnrArea162
## 1.349341e+04 -8.512753e+03 1.148034e+04
## MasVnrArea163 MasVnrArea164 MasVnrArea165
## -1.096656e+04 1.598817e+03 1.755669e+04
## MasVnrArea166 MasVnrArea167 MasVnrArea168
## 2.566117e+03 1.129242e+04 -1.712801e+03
## MasVnrArea169 MasVnrArea170 MasVnrArea171
## 5.357915e+03 -2.116746e+03 5.112682e+03
## MasVnrArea172 MasVnrArea174 MasVnrArea175
## 1.255131e+04 6.172477e+03 -5.990351e+02
## MasVnrArea176 MasVnrArea178 MasVnrArea18
## 1.100081e+04 4.359600e+03 3.591505e+03
## MasVnrArea180 MasVnrArea182 MasVnrArea183
## 5.684451e+03 -1.519310e+03 -4.403813e+03
## MasVnrArea184 MasVnrArea186 MasVnrArea188
## -4.794133e+03 9.673924e+03 8.409510e+03
## MasVnrArea189 MasVnrArea192 MasVnrArea194
## 1.167004e+04 -3.093742e+04 1.545719e+04
## MasVnrArea196 MasVnrArea200 MasVnrArea202
## 1.645302e+03 1.022482e+04 1.400936e+03
## MasVnrArea203 MasVnrArea204 MasVnrArea205
## -1.606881e+02 3.950215e+03 2.401610e+03
## MasVnrArea206 MasVnrArea207 MasVnrArea208
## -9.665743e+02 -3.458813e+02 2.559842e+04
## MasVnrArea209 MasVnrArea210 MasVnrArea212
## -1.769626e+04 1.164190e+03 2.418415e+02
## MasVnrArea215 MasVnrArea216 MasVnrArea218
## -2.102491e+03 1.017339e+03 -5.007682e+03
## MasVnrArea219 MasVnrArea22 MasVnrArea220
## -4.963942e+03 -1.550677e+04 1.014703e+04
## MasVnrArea223 MasVnrArea224 MasVnrArea225
## 6.074646e+03 -9.443289e+03 8.706496e+02
## MasVnrArea226 MasVnrArea228 MasVnrArea230
## 7.151825e+02 4.839208e+01 1.164575e+04
## MasVnrArea232 MasVnrArea233 MasVnrArea234
## -3.439265e+03 1.508470e+03 6.853057e+03
## MasVnrArea236 MasVnrArea237 MasVnrArea238
## -4.848941e+03 -8.191717e+02 4.737205e+03
## MasVnrArea24 MasVnrArea240 MasVnrArea243
## -3.529208e+03 -7.870480e+03 -6.723912e+03
## MasVnrArea244 MasVnrArea245 MasVnrArea246
## 6.035652e+03 1.592241e+04 6.450347e+03
## MasVnrArea247 MasVnrArea248 MasVnrArea250
## -1.050088e+04 5.095497e+03 -1.810334e+04
## MasVnrArea252 MasVnrArea254 MasVnrArea255
## -2.694774e+03 3.994855e+04 -2.778346e+03
## MasVnrArea256 MasVnrArea258 MasVnrArea259
## -3.110959e+03 1.966599e+01 -1.177888e+04
## MasVnrArea260 MasVnrArea261 MasVnrArea262
## -6.525109e+03 1.804084e+03 7.888683e+03
## MasVnrArea263 MasVnrArea266 MasVnrArea268
## 1.278170e+04 1.030950e+04 3.645949e+02
## MasVnrArea27 MasVnrArea270 MasVnrArea272
## 8.391352e+03 3.627157e+03 5.661106e+03
## MasVnrArea274 MasVnrArea275 MasVnrArea278
## 1.173009e+04 -8.582561e+03 7.427651e+03
## MasVnrArea28 MasVnrArea280 MasVnrArea281
## -1.554511e+03 1.576675e+03 1.341602e+03
## MasVnrArea284 MasVnrArea285 MasVnrArea286
## 1.504397e+04 -4.025867e+03 2.042193e+04
## MasVnrArea287 MasVnrArea288 MasVnrArea289
## -1.357305e+03 1.300895e+01 -9.765589e+03
## MasVnrArea290 MasVnrArea292 MasVnrArea293
## 1.248891e+04 1.078918e+04 1.106958e+04
## MasVnrArea294 MasVnrArea295 MasVnrArea296
## -1.488752e+04 7.690114e+02 9.524054e+03
## MasVnrArea297 MasVnrArea298 MasVnrArea299
## -1.595542e+04 1.751005e+03 1.199770e+03
## MasVnrArea30 MasVnrArea300 MasVnrArea302
## 2.437219e+02 2.461834e+03 1.281119e+03
## MasVnrArea304 MasVnrArea305 MasVnrArea306
## 8.483577e+03 9.534222e+03 9.513201e+03
## MasVnrArea309 MasVnrArea31 MasVnrArea310
## 7.112924e+03 9.931320e+03 2.945100e+03
## MasVnrArea312 MasVnrArea315 MasVnrArea318
## 2.448687e+04 3.052076e+04 5.423912e+03
## MasVnrArea32 MasVnrArea320 MasVnrArea324
## 9.894382e+03 -2.628746e+03 5.785036e+03
## MasVnrArea328 MasVnrArea333 MasVnrArea335
## 4.500482e+01 -2.217000e+03 1.461401e+03
## MasVnrArea336 MasVnrArea337 MasVnrArea338
## 2.050199e+03 1.069584e+04 1.246443e+04
## MasVnrArea34 MasVnrArea340 MasVnrArea342
## 2.262720e+04 5.342019e+03 -1.133354e+04
## MasVnrArea344 MasVnrArea348 MasVnrArea350
## 3.469167e+03 9.901116e+03 5.913245e+02
## MasVnrArea351 MasVnrArea359 MasVnrArea36
## 3.171124e+03 1.027805e+04 3.300653e+03
## MasVnrArea360 MasVnrArea361 MasVnrArea362
## 1.319432e+02 -1.744539e+02 1.941653e+04
## MasVnrArea365 MasVnrArea366 MasVnrArea368
## 7.602405e+02 1.060765e+04 -2.909567e+03
## MasVnrArea370 MasVnrArea375 MasVnrArea376
## 1.902568e+04 4.369484e+04 1.712878e+03
## MasVnrArea378 MasVnrArea38 MasVnrArea380
## 1.376158e+04 7.102600e+02 1.653284e+04
## MasVnrArea381 MasVnrArea387 MasVnrArea388
## -7.767093e+03 -2.891837e+03 1.207138e+04
## MasVnrArea391 MasVnrArea396 MasVnrArea399
## 8.072431e+03 3.102011e+04 6.465916e+03
## MasVnrArea40 MasVnrArea408 MasVnrArea41
## 6.124786e+03 -5.104195e+03 -3.952495e+03
## MasVnrArea410 MasVnrArea412 MasVnrArea415
## 3.217652e+03 1.961901e+04 -2.327043e+04
## MasVnrArea42 MasVnrArea420 MasVnrArea423
## -3.505518e+03 1.483285e+04 1.418675e+04
## MasVnrArea424 MasVnrArea425 MasVnrArea426
## 4.276519e+04 -1.171954e+03 3.282131e+04
## MasVnrArea428 MasVnrArea432 MasVnrArea435
## -2.945416e+04 -1.677395e+04 -1.445143e+04
## MasVnrArea436 MasVnrArea438 MasVnrArea44
## 3.837893e+04 1.675588e+03 -3.810256e+02
## MasVnrArea442 MasVnrArea443 MasVnrArea448
## -4.467363e+03 -1.469084e+04 5.288893e+03
## MasVnrArea45 MasVnrArea450 MasVnrArea451
## 1.162990e+04 2.273923e+04 -4.732737e+02
## MasVnrArea452 MasVnrArea456 MasVnrArea459
## 6.330805e+03 -2.805525e+03 1.071283e+04
## MasVnrArea46 MasVnrArea464 MasVnrArea466
## 1.388536e+03 2.245321e+04 6.160735e+04
## MasVnrArea468 MasVnrArea472 MasVnrArea473
## 7.688911e+03 9.488143e+03 1.657785e+04
## MasVnrArea479 MasVnrArea48 MasVnrArea480
## 1.414718e+04 -6.236303e+02 1.297149e+03
## MasVnrArea481 MasVnrArea491 MasVnrArea50
## -4.706234e+03 1.436590e+04 -1.330034e+04
## MasVnrArea500 MasVnrArea506 MasVnrArea51
## -1.844525e+03 2.149981e+04 -1.259362e+03
## MasVnrArea510 MasVnrArea513 MasVnrArea528
## 3.817494e+03 -1.630951e+03 2.319164e+04
## MasVnrArea53 MasVnrArea530 MasVnrArea54
## -1.789395e+02 2.217165e+03 -2.687616e+03
## MasVnrArea541 MasVnrArea554 MasVnrArea56
## -1.553447e+04 1.238122e+04 -3.643486e+03
## MasVnrArea562 MasVnrArea564 MasVnrArea567
## 3.628203e+04 -1.454731e+04 -8.437335e+03
## MasVnrArea57 MasVnrArea571 MasVnrArea573
## 4.118167e+03 1.288378e+03 3.974838e+03
## MasVnrArea576 MasVnrArea579 MasVnrArea584
## -6.367753e+03 2.766995e+04 1.287904e+04
## MasVnrArea594 MasVnrArea60 MasVnrArea600
## 1.912211e+04 7.688926e+03 1.015265e+04
## MasVnrArea603 MasVnrArea604 MasVnrArea616
## 4.810128e+04 -3.307956e+03 1.144582e+04
## MasVnrArea621 MasVnrArea63 MasVnrArea630
## 1.126264e+04 -4.791098e+03 1.556233e+04
## MasVnrArea632 MasVnrArea64 MasVnrArea640
## 3.143871e+04 -3.463804e+03 7.167321e+03
## MasVnrArea65 MasVnrArea650 MasVnrArea651
## 4.435187e+03 2.364280e+04 1.038912e+04
## MasVnrArea653 MasVnrArea66 MasVnrArea660
## 1.651239e+03 -8.340391e+00 1.876103e+04
## MasVnrArea664 MasVnrArea67 MasVnrArea673
## 3.179511e+04 4.453881e+03 1.460527e+04
## MasVnrArea68 MasVnrArea70 MasVnrArea705
## -8.031590e+03 7.499906e+03 3.091088e+04
## MasVnrArea72 MasVnrArea731 MasVnrArea74
## -6.054043e+02 1.678867e+04 -6.694257e+03
## MasVnrArea748 MasVnrArea75 MasVnrArea76
## 5.218177e+04 -1.937828e+04 -1.542830e+04
## MasVnrArea760 MasVnrArea762 MasVnrArea766
## 6.144201e+04 -4.715855e+04 2.417660e+04
## MasVnrArea768 MasVnrArea772 MasVnrArea788
## -2.233175e+03 2.275113e+04 9.996219e+03
## MasVnrArea796 MasVnrArea80 MasVnrArea81
## -6.176049e+04 -4.263892e+03 1.532657e+03
## MasVnrArea816 MasVnrArea82 MasVnrArea84
## 2.357119e+04 -1.134178e+04 -1.351331e+03
## MasVnrArea85 MasVnrArea86 MasVnrArea860
## 2.049547e+03 -8.276243e+03 2.928333e+04
## MasVnrArea870 MasVnrArea88 MasVnrArea89
## 2.964366e+04 1.615235e+03 -1.393722e+04
## MasVnrArea894 MasVnrArea90 MasVnrArea92
## -1.639697e+03 -4.566572e+03 -4.921942e+03
## MasVnrArea921 MasVnrArea922 MasVnrArea94
## -4.580775e+01 1.609905e+04 5.087989e+03
## MasVnrArea95 MasVnrArea96 MasVnrArea97
## -6.015404e+03 1.062691e+04 6.398156e+03
## MasVnrArea975 MasVnrArea98 MasVnrArea99
## 1.283183e+04 -3.778870e+04 4.550594e+03
## MasVnrArea1050 MasVnrArea1095 MasVnrArea1110
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea1159 MasVnrArea118 MasVnrArea121
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea1224 MasVnrArea124 MasVnrArea1290
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea134 MasVnrArea141 MasVnrArea177
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea179 MasVnrArea187 MasVnrArea190
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea197 MasVnrArea198 MasVnrArea199
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea20 MasVnrArea214 MasVnrArea217
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea221 MasVnrArea222 MasVnrArea227
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea229 MasVnrArea23 MasVnrArea235
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea242 MasVnrArea251 MasVnrArea253
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea257 MasVnrArea264 MasVnrArea265
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea276 MasVnrArea279 MasVnrArea283
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea291 MasVnrArea3 MasVnrArea308
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea322 MasVnrArea323 MasVnrArea327
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea332 MasVnrArea352 MasVnrArea353
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea355 MasVnrArea356 MasVnrArea364
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea371 MasVnrArea372 MasVnrArea379
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea382 MasVnrArea383 MasVnrArea385
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea39 MasVnrArea394 MasVnrArea397
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea400 MasVnrArea402 MasVnrArea405
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea406 MasVnrArea418 MasVnrArea422
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea430 MasVnrArea434 MasVnrArea440
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea444 MasVnrArea47 MasVnrArea470
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea492 MasVnrArea495 MasVnrArea501
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea502 MasVnrArea504 MasVnrArea509
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea514 MasVnrArea515 MasVnrArea518
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea519 MasVnrArea52 MasVnrArea522
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea525 MasVnrArea526 MasVnrArea532
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea549 MasVnrArea550 MasVnrArea568
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea572 MasVnrArea58 MasVnrArea615
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea62 MasVnrArea634 MasVnrArea647
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea652 MasVnrArea657 MasVnrArea662
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea668 MasVnrArea674 MasVnrArea680
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea69 MasVnrArea692 MasVnrArea710
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea714 MasVnrArea724 MasVnrArea726
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea730 MasVnrArea734 MasVnrArea738
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea754 MasVnrArea771 MasVnrArea87
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea877 MasVnrArea886 MasVnrArea902
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea91 MasVnrArea945 MasVnrArea970
## 0.000000e+00 0.000000e+00 0.000000e+00
## ExterQualFa ExterQualGd ExterQualTA
## -6.841578e+02 2.718601e+03 -8.975920e+03
## ExterCondFa ExterCondGd ExterCondPo
## 6.734996e+02 -2.820502e+03 -2.074345e+04
## ExterCondTA FoundationCBlock FoundationPConc
## 5.164111e+02 -3.959796e+03 8.991835e+03
## FoundationSlab FoundationStone FoundationWood
## -5.340130e+03 -1.056621e+04 1.530767e+03
## BsmtQualEx BsmtQualFa BsmtQualGd
## 2.180658e+04 -4.630676e+03 3.086733e+03
## BsmtQualTA BsmtCondFa BsmtCondGd
## -4.929814e+03 5.543558e+02 8.700922e+03
## BsmtCondPo BsmtCondTA BsmtExposureAv
## -2.711263e+03 8.556393e+03 5.578414e+03
## BsmtExposureGd BsmtExposureMn BsmtExposureNo
## 5.773155e+03 4.746130e+02 -5.074588e+02
## BsmtFinType1ALQ BsmtFinType1BLQ BsmtFinType1GLQ
## 9.051656e+01 -1.668329e+03 9.808217e+03
## BsmtFinType1LwQ BsmtFinType1Rec BsmtFinType1Unf
## -1.054324e+03 -3.179186e+03 -2.201459e+03
## BsmtFinSF1100 BsmtFinSF11000 BsmtFinSF11001
## 0.000000e+00 5.944391e+03 0.000000e+00
## BsmtFinSF11002 BsmtFinSF11003 BsmtFinSF11004
## -4.414366e+02 -1.344710e+04 1.391827e+04
## BsmtFinSF11005 BsmtFinSF11010 BsmtFinSF11011
## 2.757356e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11012 BsmtFinSF11013 BsmtFinSF11014
## 2.665428e+04 1.098404e+04 -9.363936e+03
## BsmtFinSF11015 BsmtFinSF11016 BsmtFinSF11018
## 0.000000e+00 4.319006e+03 -2.431214e+03
## BsmtFinSF11021 BsmtFinSF11022 BsmtFinSF11023
## 0.000000e+00 9.206055e+03 0.000000e+00
## BsmtFinSF11024 BsmtFinSF11026 BsmtFinSF11027
## -6.980079e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11029 BsmtFinSF11030 BsmtFinSF11032
## 0.000000e+00 0.000000e+00 1.158955e+04
## BsmtFinSF11033 BsmtFinSF11034 BsmtFinSF11035
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11036 BsmtFinSF11037 BsmtFinSF11038
## -6.502285e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11039 BsmtFinSF1104 BsmtFinSF11040
## -3.060050e+01 5.786023e+03 3.300453e+03
## BsmtFinSF11044 BsmtFinSF11046 BsmtFinSF11047
## 0.000000e+00 -2.477212e+04 0.000000e+00
## BsmtFinSF11048 BsmtFinSF11051 BsmtFinSF11053
## 0.000000e+00 0.000000e+00 4.317485e+03
## BsmtFinSF11056 BsmtFinSF11059 BsmtFinSF11064
## 8.057588e+03 1.296412e+03 -2.614561e+03
## BsmtFinSF11065 BsmtFinSF11070 BsmtFinSF11071
## 1.473930e+04 1.981270e+04 3.498089e+03
## BsmtFinSF11073 BsmtFinSF11074 BsmtFinSF11075
## 0.000000e+00 2.568278e+04 0.000000e+00
## BsmtFinSF11078 BsmtFinSF11079 BsmtFinSF1108
## 5.495577e+03 3.357146e+03 -2.077313e+03
## BsmtFinSF11080 BsmtFinSF11082 BsmtFinSF11084
## 0.000000e+00 -4.945781e+03 -8.078008e+03
## BsmtFinSF11085 BsmtFinSF11086 BsmtFinSF11087
## 2.497843e+03 -1.146547e+04 0.000000e+00
## BsmtFinSF11088 BsmtFinSF11090 BsmtFinSF11092
## -1.375968e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11094 BsmtFinSF11096 BsmtFinSF11097
## 0.000000e+00 0.000000e+00 -6.309610e+03
## BsmtFinSF11098 BsmtFinSF1110 BsmtFinSF11101
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11104 BsmtFinSF11106 BsmtFinSF1111
## -4.001799e+03 8.728619e+03 -7.793612e+03
## BsmtFinSF11110 BsmtFinSF11111 BsmtFinSF11112
## -2.195947e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11115 BsmtFinSF11116 BsmtFinSF11118
## 0.000000e+00 1.790092e+04 0.000000e+00
## BsmtFinSF11121 BsmtFinSF11122 BsmtFinSF11124
## 2.688139e+04 0.000000e+00 1.315930e+04
## BsmtFinSF11126 BsmtFinSF11127 BsmtFinSF11128
## 2.372581e+04 0.000000e+00 -6.422005e+03
## BsmtFinSF11129 BsmtFinSF1113 BsmtFinSF11136
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11137 BsmtFinSF11138 BsmtFinSF1114
## 0.000000e+00 -4.362144e+00 0.000000e+00
## BsmtFinSF11141 BsmtFinSF11142 BsmtFinSF11148
## 0.000000e+00 0.000000e+00 6.400588e+03
## BsmtFinSF11149 BsmtFinSF11150 BsmtFinSF11151
## 0.000000e+00 6.665776e+04 0.000000e+00
## BsmtFinSF11152 BsmtFinSF11153 BsmtFinSF11154
## 0.000000e+00 1.673755e+04 1.680056e+04
## BsmtFinSF11157 BsmtFinSF11158 BsmtFinSF11159
## 2.508419e+04 9.836597e+03 -4.954828e+03
## BsmtFinSF1116 BsmtFinSF11162 BsmtFinSF11163
## -2.196861e+04 8.468301e+03 2.195122e+04
## BsmtFinSF11165 BsmtFinSF11170 BsmtFinSF11172
## 1.046291e+04 1.984050e+04 1.569164e+04
## BsmtFinSF11173 BsmtFinSF11178 BsmtFinSF11180
## 1.820034e+04 0.000000e+00 6.138394e+03
## BsmtFinSF11181 BsmtFinSF11182 BsmtFinSF11186
## 0.000000e+00 0.000000e+00 4.751261e+03
## BsmtFinSF11188 BsmtFinSF1119 BsmtFinSF11191
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11194 BsmtFinSF11196 BsmtFinSF11198
## 0.000000e+00 1.624376e+04 -1.987051e+04
## BsmtFinSF1120 BsmtFinSF11200 BsmtFinSF11201
## -1.210036e+03 7.071802e+03 1.106828e+04
## BsmtFinSF11204 BsmtFinSF11206 BsmtFinSF1121
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11213 BsmtFinSF11216 BsmtFinSF11218
## -1.020498e+04 2.878978e+04 1.092896e+04
## BsmtFinSF11219 BsmtFinSF1122 BsmtFinSF11220
## 3.122153e+03 0.000000e+00 1.863675e+04
## BsmtFinSF11223 BsmtFinSF11224 BsmtFinSF11225
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11230 BsmtFinSF11231 BsmtFinSF11232
## 0.000000e+00 4.682649e+04 0.000000e+00
## BsmtFinSF11234 BsmtFinSF11236 BsmtFinSF11237
## 8.069253e+03 3.928891e+04 -2.802617e+03
## BsmtFinSF11238 BsmtFinSF11239 BsmtFinSF11243
## 4.222590e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11246 BsmtFinSF11247 BsmtFinSF11249
## -2.545634e+03 3.745779e+04 9.399645e+03
## BsmtFinSF1125 BsmtFinSF11252 BsmtFinSF11258
## 1.603126e+04 0.000000e+00 9.590856e+03
## BsmtFinSF11259 BsmtFinSF1126 BsmtFinSF11260
## 0.000000e+00 0.000000e+00 1.084540e+04
## BsmtFinSF11261 BsmtFinSF11262 BsmtFinSF11270
## 2.146240e+04 0.000000e+00 -4.713526e+03
## BsmtFinSF11271 BsmtFinSF11274 BsmtFinSF11277
## 0.000000e+00 1.412519e+04 6.866041e+03
## BsmtFinSF1128 BsmtFinSF11280 BsmtFinSF11282
## 0.000000e+00 5.084619e+04 3.219146e+04
## BsmtFinSF11283 BsmtFinSF11285 BsmtFinSF11288
## 4.656828e+03 -8.794230e+03 1.828794e+04
## BsmtFinSF1129 BsmtFinSF11290 BsmtFinSF11294
## 1.219873e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11298 BsmtFinSF1130 BsmtFinSF11300
## 0.000000e+00 0.000000e+00 1.239738e+04
## BsmtFinSF11302 BsmtFinSF11304 BsmtFinSF11308
## -2.823976e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11309 BsmtFinSF1131 BsmtFinSF11312
## 3.029710e+03 5.502839e+02 0.000000e+00
## BsmtFinSF11314 BsmtFinSF11319 BsmtFinSF1132
## 1.939690e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11320 BsmtFinSF11324 BsmtFinSF11328
## 4.048478e+04 -2.308257e+04 0.000000e+00
## BsmtFinSF11329 BsmtFinSF1133 BsmtFinSF11330
## 0.000000e+00 6.561543e+03 3.910910e+04
## BsmtFinSF11332 BsmtFinSF11333 BsmtFinSF11334
## 2.950081e+03 0.000000e+00 7.365212e+02
## BsmtFinSF11336 BsmtFinSF11337 BsmtFinSF11338
## 3.295104e+04 0.000000e+00 4.201934e+04
## BsmtFinSF1134 BsmtFinSF11341 BsmtFinSF11346
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11350 BsmtFinSF11351 BsmtFinSF11358
## 5.505973e+04 -5.874161e+03 1.500709e+04
## BsmtFinSF11359 BsmtFinSF11360 BsmtFinSF11361
## 0.000000e+00 0.000000e+00 2.949004e+04
## BsmtFinSF11369 BsmtFinSF11373 BsmtFinSF11375
## 2.232631e+04 5.014819e+03 0.000000e+00
## BsmtFinSF1138 BsmtFinSF11383 BsmtFinSF11386
## 9.170871e+03 0.000000e+00 4.514936e+04
## BsmtFinSF11387 BsmtFinSF11390 BsmtFinSF11392
## 5.981407e+04 -1.972511e+03 0.000000e+00
## BsmtFinSF11398 BsmtFinSF1140 BsmtFinSF11400
## 4.779575e+03 0.000000e+00 2.555614e+04
## BsmtFinSF11406 BsmtFinSF1141 BsmtFinSF11410
## 6.957991e+03 1.930649e+03 2.492991e+04
## BsmtFinSF11412 BsmtFinSF11414 BsmtFinSF11416
## 0.000000e+00 0.000000e+00 5.597544e+04
## BsmtFinSF11420 BsmtFinSF11422 BsmtFinSF1143
## 0.000000e+00 1.847278e+04 0.000000e+00
## BsmtFinSF11430 BsmtFinSF11433 BsmtFinSF11436
## 0.000000e+00 0.000000e+00 4.992666e+04
## BsmtFinSF1144 BsmtFinSF11440 BsmtFinSF11441
## -3.622705e+03 -1.912611e+04 4.276803e+04
## BsmtFinSF11443 BsmtFinSF11445 BsmtFinSF11447
## 1.091046e+04 3.731701e+04 1.502856e+04
## BsmtFinSF11455 BsmtFinSF11456 BsmtFinSF11460
## 6.107429e+04 9.212995e+03 2.953972e+04
## BsmtFinSF11464 BsmtFinSF11470 BsmtFinSF11474
## 2.467213e+04 9.792353e+03 0.000000e+00
## BsmtFinSF11476 BsmtFinSF11478 BsmtFinSF1148
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11480 BsmtFinSF1149 BsmtFinSF1150
## 3.593677e+04 0.000000e+00 -3.049177e+03
## BsmtFinSF11500 BsmtFinSF11505 BsmtFinSF11513
## 0.000000e+00 0.000000e+00 2.031909e+04
## BsmtFinSF11518 BsmtFinSF1152 BsmtFinSF11531
## 2.435684e+04 5.698673e+02 0.000000e+00
## BsmtFinSF11538 BsmtFinSF1154 BsmtFinSF11540
## 0.000000e+00 0.000000e+00 2.938255e+04
## BsmtFinSF1155 BsmtFinSF11557 BsmtFinSF11558
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1156 BsmtFinSF11562 BsmtFinSF11564
## 3.458054e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11567 BsmtFinSF11571 BsmtFinSF11572
## 1.767765e+04 0.000000e+00 1.237934e+04
## BsmtFinSF11573 BsmtFinSF11576 BsmtFinSF11593
## -2.701984e+03 0.000000e+00 0.000000e+00
## BsmtFinSF116 BsmtFinSF11606 BsmtFinSF11619
## 5.505181e+03 2.437595e+04 3.108848e+04
## BsmtFinSF1162 BsmtFinSF11632 BsmtFinSF11636
## 1.112759e+03 0.000000e+00 3.152080e+04
## BsmtFinSF11640 BsmtFinSF11646 BsmtFinSF1165
## 0.000000e+00 2.275622e+04 1.211448e+03
## BsmtFinSF11660 BsmtFinSF1167 BsmtFinSF1168
## 0.000000e+00 -1.872855e+04 -1.124564e+04
## BsmtFinSF11682 BsmtFinSF11684 BsmtFinSF1169
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11696 BsmtFinSF1170 BsmtFinSF1172
## 2.343103e+04 -1.436205e+03 0.000000e+00
## BsmtFinSF11721 BsmtFinSF11728 BsmtFinSF1173
## 4.359235e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11732 BsmtFinSF11733 BsmtFinSF1175
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11758 BsmtFinSF1176 BsmtFinSF11767
## 0.000000e+00 -2.950624e+03 5.995478e+04
## BsmtFinSF1179 BsmtFinSF1180 BsmtFinSF1181
## -5.979684e+03 3.709157e+03 0.000000e+00
## BsmtFinSF11810 BsmtFinSF11812 BsmtFinSF1182
## 3.429611e+04 0.000000e+00 5.000219e+03
## BsmtFinSF11836 BsmtFinSF1185 BsmtFinSF1186
## 0.000000e+00 -1.140930e+04 0.000000e+00
## BsmtFinSF1187 BsmtFinSF1188 BsmtFinSF11880
## -4.260567e+03 -2.202807e+03 9.102436e+03
## BsmtFinSF1189 BsmtFinSF1190 BsmtFinSF11904
## -1.483853e+04 0.000000e+00 5.074680e+04
## BsmtFinSF1191 BsmtFinSF1192 BsmtFinSF1193
## -8.205660e+03 3.625361e+04 -1.173515e+04
## BsmtFinSF1194 BsmtFinSF1196 BsmtFinSF11965
## -1.846943e+04 -6.093148e+03 0.000000e+00
## BsmtFinSF1197 BsmtFinSF11972 BsmtFinSF1198
## -4.539537e+03 0.000000e+00 0.000000e+00
## BsmtFinSF12 BsmtFinSF120 BsmtFinSF1200
## 6.624111e+03 1.263119e+03 0.000000e+00
## BsmtFinSF1201 BsmtFinSF1203 BsmtFinSF1204
## 0.000000e+00 8.193458e+03 -1.277468e+04
## BsmtFinSF1205 BsmtFinSF1206 BsmtFinSF1207
## 0.000000e+00 1.374572e+04 0.000000e+00
## BsmtFinSF1208 BsmtFinSF12085 BsmtFinSF1209
## 0.000000e+00 0.000000e+00 -1.691084e+03
## BsmtFinSF12096 BsmtFinSF1210 BsmtFinSF1212
## 7.791046e+04 -1.218801e+04 -1.220060e+04
## BsmtFinSF1213 BsmtFinSF12146 BsmtFinSF1215
## 6.268573e+03 0.000000e+00 0.000000e+00
## BsmtFinSF12158 BsmtFinSF1216 BsmtFinSF1218
## 0.000000e+00 -1.080247e+04 -1.819455e+04
## BsmtFinSF12188 BsmtFinSF1219 BsmtFinSF1220
## 6.172922e+04 -1.041411e+04 2.555031e+03
## BsmtFinSF1221 BsmtFinSF1222 BsmtFinSF1223
## 0.000000e+00 1.155489e+04 1.191291e+04
## BsmtFinSF1224 BsmtFinSF1225 BsmtFinSF12257
## 2.691913e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1226 BsmtFinSF12260 BsmtFinSF1228
## 1.013618e+04 -4.005199e+04 1.320713e+03
## BsmtFinSF12288 BsmtFinSF1230 BsmtFinSF1231
## 0.000000e+00 0.000000e+00 -1.591310e+04
## BsmtFinSF1234 BsmtFinSF1236 BsmtFinSF1238
## -7.388497e+02 1.402285e+04 0.000000e+00
## BsmtFinSF1239 BsmtFinSF124 BsmtFinSF1240
## -1.197866e+04 1.737699e+03 5.370046e+04
## BsmtFinSF1241 BsmtFinSF1242 BsmtFinSF1244
## -9.891147e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1246 BsmtFinSF1247 BsmtFinSF1248
## 0.000000e+00 -2.665778e+02 6.641235e+03
## BsmtFinSF1249 BsmtFinSF125 BsmtFinSF1250
## -1.395655e+04 3.246831e+03 1.076835e+03
## BsmtFinSF1251 BsmtFinSF1252 BsmtFinSF1254
## 4.258744e+02 5.034447e+03 0.000000e+00
## BsmtFinSF1256 BsmtFinSF1257 BsmtFinSF1258
## 4.516679e+03 6.814264e+02 0.000000e+00
## BsmtFinSF1259 BsmtFinSF1260 BsmtFinSF1261
## 5.311792e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1262 BsmtFinSF1263 BsmtFinSF1264
## -8.529829e+03 0.000000e+00 -2.492531e+04
## BsmtFinSF1266 BsmtFinSF1267 BsmtFinSF127
## 1.403327e+04 0.000000e+00 -2.248216e+03
## BsmtFinSF1270 BsmtFinSF1271 BsmtFinSF1273
## -8.209770e+03 0.000000e+00 4.839374e+03
## BsmtFinSF1274 BsmtFinSF1275 BsmtFinSF1276
## 0.000000e+00 6.989172e+03 0.000000e+00
## BsmtFinSF1278 BsmtFinSF1279 BsmtFinSF128
## 0.000000e+00 0.000000e+00 3.185859e+03
## BsmtFinSF1280 BsmtFinSF1281 BsmtFinSF1282
## -6.051423e+03 1.433970e+04 7.402223e+02
## BsmtFinSF1283 BsmtFinSF1284 BsmtFinSF1285
## 0.000000e+00 -9.078935e+02 -1.266964e+03
## BsmtFinSF1286 BsmtFinSF1288 BsmtFinSF1290
## 0.000000e+00 -2.824428e+03 -1.218562e+03
## BsmtFinSF1292 BsmtFinSF1294 BsmtFinSF1296
## -2.090188e+04 -1.979793e+04 7.949544e+03
## BsmtFinSF1297 BsmtFinSF1298 BsmtFinSF1299
## 2.215154e+04 -4.086816e+03 -1.677580e+04
## BsmtFinSF1300 BsmtFinSF1301 BsmtFinSF1305
## 1.604416e+03 1.044536e+03 0.000000e+00
## BsmtFinSF1306 BsmtFinSF1308 BsmtFinSF1309
## -5.341533e+03 -3.548189e+03 -8.499888e+03
## BsmtFinSF1310 BsmtFinSF1311 BsmtFinSF1312
## 4.341110e+03 -8.725025e+03 -5.452411e+03
## BsmtFinSF1314 BsmtFinSF1315 BsmtFinSF1316
## 0.000000e+00 -5.524673e+03 0.000000e+00
## BsmtFinSF1317 BsmtFinSF1318 BsmtFinSF1319
## -7.812330e+03 0.000000e+00 -1.140171e+04
## BsmtFinSF132 BsmtFinSF1320 BsmtFinSF1321
## 0.000000e+00 1.217129e+04 -1.247226e+03
## BsmtFinSF1322 BsmtFinSF1324 BsmtFinSF1326
## -1.351252e+04 -9.724001e+03 1.138943e+04
## BsmtFinSF1328 BsmtFinSF1329 BsmtFinSF133
## -7.078203e+02 1.599478e+03 6.136201e+03
## BsmtFinSF1330 BsmtFinSF1331 BsmtFinSF1332
## -6.016306e+03 1.754120e+04 0.000000e+00
## BsmtFinSF1334 BsmtFinSF1335 BsmtFinSF1336
## -2.414990e+03 0.000000e+00 6.351530e+03
## BsmtFinSF1337 BsmtFinSF1338 BsmtFinSF1339
## 0.000000e+00 1.001173e+02 0.000000e+00
## BsmtFinSF1340 BsmtFinSF1341 BsmtFinSF1342
## -6.611489e+03 3.576903e+04 0.000000e+00
## BsmtFinSF1343 BsmtFinSF1344 BsmtFinSF1346
## 0.000000e+00 5.529266e+02 0.000000e+00
## BsmtFinSF1347 BsmtFinSF1348 BsmtFinSF1349
## 0.000000e+00 -1.321782e+04 3.417150e+03
## BsmtFinSF135 BsmtFinSF1350 BsmtFinSF1351
## 2.233740e+03 -4.160767e+03 2.748831e+03
## BsmtFinSF1352 BsmtFinSF1353 BsmtFinSF1354
## 3.122073e+04 -4.481769e+03 -7.872777e+03
## BsmtFinSF1355 BsmtFinSF1356 BsmtFinSF1358
## 0.000000e+00 -2.015384e+04 -7.049579e+03
## BsmtFinSF136 BsmtFinSF1360 BsmtFinSF1361
## -4.903059e+03 9.710010e+03 5.268116e+03
## BsmtFinSF1362 BsmtFinSF1363 BsmtFinSF1364
## 0.000000e+00 0.000000e+00 -5.437244e+03
## BsmtFinSF1365 BsmtFinSF1366 BsmtFinSF1368
## -8.891028e+03 0.000000e+00 -4.267265e+03
## BsmtFinSF1369 BsmtFinSF1370 BsmtFinSF1371
## 6.998355e+03 4.243679e+03 -1.109616e+04
## BsmtFinSF1372 BsmtFinSF1373 BsmtFinSF1374
## 0.000000e+00 0.000000e+00 2.983726e+03
## BsmtFinSF1375 BsmtFinSF1376 BsmtFinSF1377
## -8.688902e+03 0.000000e+00 1.660822e+03
## BsmtFinSF1378 BsmtFinSF1379 BsmtFinSF1380
## -1.221469e+04 -2.411093e+03 9.415048e+03
## BsmtFinSF1381 BsmtFinSF1382 BsmtFinSF1383
## 9.097464e+03 0.000000e+00 -2.308969e+04
## BsmtFinSF1384 BsmtFinSF1385 BsmtFinSF1386
## -7.436544e+03 6.902504e+03 -1.147310e+04
## BsmtFinSF1387 BsmtFinSF1388 BsmtFinSF1389
## -8.091475e-01 -6.115981e+03 0.000000e+00
## BsmtFinSF1390 BsmtFinSF1392 BsmtFinSF1393
## -1.062166e+04 -1.976984e+04 0.000000e+00
## BsmtFinSF1394 BsmtFinSF1397 BsmtFinSF1398
## 2.256431e+03 -3.268612e+03 -3.402848e+02
## BsmtFinSF1399 BsmtFinSF140 BsmtFinSF1400
## -1.109290e+03 -1.738319e+04 -3.205602e+03
## BsmtFinSF14010 BsmtFinSF1402 BsmtFinSF1403
## 0.000000e+00 7.475767e+02 3.867055e+03
## BsmtFinSF1404 BsmtFinSF1405 BsmtFinSF1406
## -5.188711e+03 3.146219e+03 0.000000e+00
## BsmtFinSF1408 BsmtFinSF141 BsmtFinSF1410
## -5.281193e+03 4.127938e+03 1.353632e+04
## BsmtFinSF1412 BsmtFinSF1414 BsmtFinSF1415
## 1.238301e+03 -3.448374e+03 -1.078316e+03
## BsmtFinSF1416 BsmtFinSF1417 BsmtFinSF1419
## 1.289335e+04 1.395058e+04 -2.584686e+03
## BsmtFinSF142 BsmtFinSF1420 BsmtFinSF1421
## 0.000000e+00 -5.872735e+03 1.285664e+03
## BsmtFinSF1422 BsmtFinSF1423 BsmtFinSF1424
## -1.030610e+04 -8.517986e+03 0.000000e+00
## BsmtFinSF1425 BsmtFinSF1426 BsmtFinSF1427
## 1.892566e+02 4.901535e+03 -8.364411e+03
## BsmtFinSF1428 BsmtFinSF1429 BsmtFinSF1430
## 8.987124e+03 1.438271e+04 -1.119086e+03
## BsmtFinSF1432 BsmtFinSF1433 BsmtFinSF1434
## -8.247503e+01 0.000000e+00 0.000000e+00
## BsmtFinSF1435 BsmtFinSF1436 BsmtFinSF1437
## 0.000000e+00 -4.452335e+01 1.242633e+04
## BsmtFinSF1438 BsmtFinSF1439 BsmtFinSF1440
## -1.097948e+04 2.031283e+03 -1.310167e+04
## BsmtFinSF1441 BsmtFinSF1442 BsmtFinSF1443
## 0.000000e+00 4.655787e+02 -2.167336e+03
## BsmtFinSF1444 BsmtFinSF1445 BsmtFinSF1448
## 7.055024e+03 9.490537e+03 -5.964928e+03
## BsmtFinSF1450 BsmtFinSF1452 BsmtFinSF1453
## -3.210776e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1454 BsmtFinSF1455 BsmtFinSF1456
## -3.859208e+03 0.000000e+00 2.384192e+04
## BsmtFinSF1457 BsmtFinSF1458 BsmtFinSF1459
## -2.971518e+03 0.000000e+00 -5.428967e+03
## BsmtFinSF1460 BsmtFinSF1462 BsmtFinSF1464
## -3.009435e+03 -1.615208e+04 1.617215e+04
## BsmtFinSF1465 BsmtFinSF1466 BsmtFinSF1467
## -3.164729e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1468 BsmtFinSF1469 BsmtFinSF1471
## 6.161105e+03 0.000000e+00 -3.101169e+03
## BsmtFinSF1472 BsmtFinSF1474 BsmtFinSF1475
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1476 BsmtFinSF1477 BsmtFinSF148
## 0.000000e+00 1.058018e+04 1.214103e+03
## BsmtFinSF1480 BsmtFinSF1481 BsmtFinSF1482
## -4.232232e+03 0.000000e+00 1.011448e+03
## BsmtFinSF1483 BsmtFinSF1484 BsmtFinSF1485
## 9.706046e+03 4.724651e+03 1.226740e+04
## BsmtFinSF1486 BsmtFinSF1488 BsmtFinSF1489
## 3.395159e+02 0.000000e+00 -1.361522e+04
## BsmtFinSF149 BsmtFinSF1490 BsmtFinSF1491
## -2.993659e+03 -7.183973e+03 0.000000e+00
## BsmtFinSF1492 BsmtFinSF1493 BsmtFinSF1494
## -7.013862e+03 5.548488e+03 0.000000e+00
## BsmtFinSF1495 BsmtFinSF1496 BsmtFinSF1497
## -1.189179e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1498 BsmtFinSF150 BsmtFinSF1500
## -7.215363e+03 -1.004511e+03 -2.646567e+02
## BsmtFinSF1501 BsmtFinSF1502 BsmtFinSF1503
## 0.000000e+00 0.000000e+00 4.660992e+03
## BsmtFinSF1504 BsmtFinSF1505 BsmtFinSF1506
## 7.420142e+03 9.938978e+03 -2.118004e+03
## BsmtFinSF1507 BsmtFinSF1509 BsmtFinSF151
## -1.080129e+04 -4.798280e+03 0.000000e+00
## BsmtFinSF1510 BsmtFinSF1512 BsmtFinSF1513
## 5.762084e+03 1.105834e+04 5.853830e+03
## BsmtFinSF1514 BsmtFinSF1515 BsmtFinSF1516
## 0.000000e+00 -1.263224e+04 4.443243e+03
## BsmtFinSF1518 BsmtFinSF152 BsmtFinSF1520
## -1.942218e+04 0.000000e+00 -6.394558e+03
## BsmtFinSF1521 BsmtFinSF1522 BsmtFinSF1523
## 7.798487e+03 3.974887e+03 -2.016799e+04
## BsmtFinSF1524 BsmtFinSF1526 BsmtFinSF1527
## -1.835933e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1528 BsmtFinSF153 BsmtFinSF1531
## -1.868812e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1532 BsmtFinSF1533 BsmtFinSF1534
## 4.727941e+03 -5.927005e+03 -2.307662e+03
## BsmtFinSF1535 BsmtFinSF1536 BsmtFinSF1537
## 5.455940e+02 -1.319061e+04 0.000000e+00
## BsmtFinSF1538 BsmtFinSF1539 BsmtFinSF154
## 8.297478e+03 9.209189e+03 0.000000e+00
## BsmtFinSF1540 BsmtFinSF1543 BsmtFinSF1544
## -2.109127e+03 1.117367e+04 -9.079863e+02
## BsmtFinSF1546 BsmtFinSF1547 BsmtFinSF1548
## 2.112150e+04 -3.497136e+00 1.167331e+04
## BsmtFinSF1549 BsmtFinSF155 BsmtFinSF1550
## -4.056075e+02 0.000000e+00 5.851883e+03
## BsmtFinSF1551 BsmtFinSF1552 BsmtFinSF1553
## -2.309274e+04 1.334059e+04 -4.976692e+03
## BsmtFinSF1554 BsmtFinSF1556 BsmtFinSF1557
## -7.921702e+03 -8.425553e+03 0.000000e+00
## BsmtFinSF1559 BsmtFinSF156 BsmtFinSF1560
## 1.380516e+04 1.291764e+04 -1.423863e+02
## BsmtFinSF1562 BsmtFinSF1564 BsmtFinSF15644
## -1.959267e+02 -3.064730e+03 -5.163041e+04
## BsmtFinSF1565 BsmtFinSF1566 BsmtFinSF1567
## -4.880132e+03 -6.274867e+03 1.911383e+03
## BsmtFinSF1568 BsmtFinSF1569 BsmtFinSF157
## -1.185406e+03 -2.356485e+03 2.093118e+04
## BsmtFinSF1570 BsmtFinSF1572 BsmtFinSF1573
## 4.734592e+03 5.457305e+03 -1.548080e+04
## BsmtFinSF1574 BsmtFinSF1575 BsmtFinSF1576
## 0.000000e+00 7.969686e+03 0.000000e+00
## BsmtFinSF1577 BsmtFinSF1578 BsmtFinSF1579
## 0.000000e+00 -1.415499e+04 0.000000e+00
## BsmtFinSF1580 BsmtFinSF1583 BsmtFinSF1584
## -8.060736e+03 0.000000e+00 2.922477e+03
## BsmtFinSF1585 BsmtFinSF1586 BsmtFinSF1587
## 2.338872e+03 1.231860e+03 0.000000e+00
## BsmtFinSF1588 BsmtFinSF1590 BsmtFinSF1592
## -1.156389e+04 0.000000e+00 8.359971e+03
## BsmtFinSF1593 BsmtFinSF1594 BsmtFinSF1595
## 5.902759e+03 -1.185065e+04 -2.716980e+03
## BsmtFinSF1596 BsmtFinSF1599 BsmtFinSF160
## 0.000000e+00 5.660721e+03 0.000000e+00
## BsmtFinSF1600 BsmtFinSF1601 BsmtFinSF1602
## -9.957978e+02 0.000000e+00 -7.729500e+02
## BsmtFinSF1603 BsmtFinSF1604 BsmtFinSF1605
## 9.539195e+03 -1.424490e+04 -2.371828e+03
## BsmtFinSF1606 BsmtFinSF1607 BsmtFinSF1608
## 0.000000e+00 -6.229676e+03 2.023455e+03
## BsmtFinSF1609 BsmtFinSF1611 BsmtFinSF1612
## -8.034630e+03 -1.193381e+04 -1.752529e+04
## BsmtFinSF1614 BsmtFinSF1615 BsmtFinSF1616
## -8.591931e+03 0.000000e+00 -3.933067e+03
## BsmtFinSF1617 BsmtFinSF1619 BsmtFinSF1620
## 8.211276e+03 -6.339460e+02 -1.100066e+04
## BsmtFinSF1621 BsmtFinSF1622 BsmtFinSF1623
## 0.000000e+00 -1.917369e+04 4.662709e+03
## BsmtFinSF1624 BsmtFinSF1625 BsmtFinSF1626
## -6.516118e+03 -5.579179e+02 1.107513e+04
## BsmtFinSF163 BsmtFinSF1630 BsmtFinSF1631
## 2.793278e+03 -2.083664e+03 -8.213732e+03
## BsmtFinSF1632 BsmtFinSF1633 BsmtFinSF1634
## 1.280649e+04 -2.231458e+03 0.000000e+00
## BsmtFinSF1636 BsmtFinSF1637 BsmtFinSF1638
## 0.000000e+00 -1.382157e+03 0.000000e+00
## BsmtFinSF1639 BsmtFinSF164 BsmtFinSF1641
## 1.452091e+04 1.569858e+04 -5.540789e+03
## BsmtFinSF1642 BsmtFinSF1643 BsmtFinSF1644
## -3.615655e+03 7.619334e+03 -8.145837e+03
## BsmtFinSF1645 BsmtFinSF1646 BsmtFinSF1647
## 3.354586e+03 1.240217e+04 0.000000e+00
## BsmtFinSF1648 BsmtFinSF1649 BsmtFinSF165
## -1.139049e+04 -1.284079e+04 0.000000e+00
## BsmtFinSF1650 BsmtFinSF1651 BsmtFinSF1652
## -3.106463e+04 1.830117e+03 0.000000e+00
## BsmtFinSF1654 BsmtFinSF1655 BsmtFinSF1656
## 0.000000e+00 3.082394e+03 2.616126e+03
## BsmtFinSF1658 BsmtFinSF1659 BsmtFinSF1660
## -1.632855e+04 -5.912575e+03 -4.112284e+03
## BsmtFinSF1661 BsmtFinSF1662 BsmtFinSF1663
## -1.426708e+04 4.568969e+02 6.153469e+03
## BsmtFinSF1664 BsmtFinSF1666 BsmtFinSF1668
## 9.050468e+03 -1.338034e+03 1.675673e+03
## BsmtFinSF1669 BsmtFinSF1670 BsmtFinSF1671
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1672 BsmtFinSF1673 BsmtFinSF1674
## 1.324343e+04 3.261781e+03 -2.456477e+04
## BsmtFinSF1678 BsmtFinSF1679 BsmtFinSF168
## 7.916141e+03 9.338083e+03 0.000000e+00
## BsmtFinSF1680 BsmtFinSF1681 BsmtFinSF1682
## -4.580505e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1683 BsmtFinSF1684 BsmtFinSF1685
## 0.000000e+00 3.921133e+03 -3.819363e+03
## BsmtFinSF1686 BsmtFinSF1687 BsmtFinSF1688
## -9.247910e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1689 BsmtFinSF1690 BsmtFinSF1691
## 2.916970e+04 -1.251258e+04 0.000000e+00
## BsmtFinSF1692 BsmtFinSF1694 BsmtFinSF1695
## 9.823267e+03 -1.139684e+04 -1.479413e+03
## BsmtFinSF1696 BsmtFinSF1697 BsmtFinSF1698
## 8.011127e+03 5.793547e+03 3.263308e+03
## BsmtFinSF1699 BsmtFinSF170 BsmtFinSF1700
## 4.723144e+02 0.000000e+00 1.143710e+03
## BsmtFinSF1701 BsmtFinSF1702 BsmtFinSF1704
## 0.000000e+00 6.345274e+03 -8.438778e+03
## BsmtFinSF1705 BsmtFinSF1706 BsmtFinSF1708
## -1.688925e+04 3.222284e+03 2.145793e+04
## BsmtFinSF1709 BsmtFinSF1710 BsmtFinSF1712
## 0.000000e+00 0.000000e+00 5.186101e+03
## BsmtFinSF1713 BsmtFinSF1714 BsmtFinSF1716
## 1.401886e+04 -5.816450e+03 5.880305e+03
## BsmtFinSF1717 BsmtFinSF1718 BsmtFinSF1719
## 0.000000e+00 0.000000e+00 8.564094e+03
## BsmtFinSF172 BsmtFinSF1720 BsmtFinSF1722
## -7.014911e+03 1.895240e+03 0.000000e+00
## BsmtFinSF1724 BsmtFinSF1725 BsmtFinSF1726
## -9.115999e+02 0.000000e+00 0.000000e+00
## BsmtFinSF1727 BsmtFinSF1728 BsmtFinSF1729
## 0.000000e+00 1.146926e+04 0.000000e+00
## BsmtFinSF173 BsmtFinSF1731 BsmtFinSF1732
## 0.000000e+00 -2.131790e+04 -2.868752e+03
## BsmtFinSF1733 BsmtFinSF1734 BsmtFinSF1735
## 1.417741e+03 -8.041483e+03 6.263933e+02
## BsmtFinSF1736 BsmtFinSF1737 BsmtFinSF1738
## 0.000000e+00 7.899577e+03 -5.689360e+03
## BsmtFinSF1739 BsmtFinSF1740 BsmtFinSF1741
## 9.331542e+02 -1.445780e+03 0.000000e+00
## BsmtFinSF1742 BsmtFinSF1744 BsmtFinSF1745
## -1.084534e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1746 BsmtFinSF1747 BsmtFinSF1748
## 9.764178e+03 -8.679416e+02 -3.141938e+03
## BsmtFinSF1749 BsmtFinSF175 BsmtFinSF1750
## 0.000000e+00 -1.864412e+03 -7.795362e+02
## BsmtFinSF1751 BsmtFinSF1755 BsmtFinSF1756
## -1.642846e+04 0.000000e+00 -1.354758e+04
## BsmtFinSF1758 BsmtFinSF1759 BsmtFinSF176
## 0.000000e+00 6.303005e+03 0.000000e+00
## BsmtFinSF1760 BsmtFinSF1762 BsmtFinSF1763
## 0.000000e+00 1.054262e+03 -6.613114e+03
## BsmtFinSF1764 BsmtFinSF1765 BsmtFinSF1766
## 0.000000e+00 1.395924e+03 0.000000e+00
## BsmtFinSF1767 BsmtFinSF1769 BsmtFinSF177
## -1.471948e+04 -1.102176e+04 0.000000e+00
## BsmtFinSF1770 BsmtFinSF1771 BsmtFinSF1772
## 0.000000e+00 0.000000e+00 -4.429575e+02
## BsmtFinSF1773 BsmtFinSF1774 BsmtFinSF1775
## -9.588744e+03 -4.466888e+02 -6.629684e+03
## BsmtFinSF1776 BsmtFinSF1777 BsmtFinSF1778
## 6.866323e+03 4.538454e+03 -3.490104e+03
## BsmtFinSF1779 BsmtFinSF178 BsmtFinSF1780
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1781 BsmtFinSF1782 BsmtFinSF1783
## 2.313821e+04 0.000000e+00 -5.470018e+03
## BsmtFinSF1784 BsmtFinSF1785 BsmtFinSF1786
## -2.007865e+03 0.000000e+00 -5.393439e+03
## BsmtFinSF1787 BsmtFinSF1788 BsmtFinSF1789
## -4.414705e+03 6.850941e+03 9.144462e+03
## BsmtFinSF1790 BsmtFinSF1791 BsmtFinSF1792
## -2.615084e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1793 BsmtFinSF1794 BsmtFinSF1795
## 0.000000e+00 0.000000e+00 1.959401e+04
## BsmtFinSF1796 BsmtFinSF1797 BsmtFinSF1799
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF180 BsmtFinSF1800 BsmtFinSF1803
## 5.833172e+03 0.000000e+00 -5.002955e+03
## BsmtFinSF1804 BsmtFinSF1806 BsmtFinSF1808
## 5.984220e+03 -7.398861e+03 -4.503136e+03
## BsmtFinSF1809 BsmtFinSF181 BsmtFinSF1810
## 0.000000e+00 1.100226e+04 7.462181e+03
## BsmtFinSF1811 BsmtFinSF1812 BsmtFinSF1813
## 0.000000e+00 1.466909e+04 0.000000e+00
## BsmtFinSF1814 BsmtFinSF1816 BsmtFinSF1819
## -4.785004e+03 2.748991e+03 -3.835186e+03
## BsmtFinSF1820 BsmtFinSF1821 BsmtFinSF1822
## 0.000000e+00 -7.471555e+03 4.299211e+02
## BsmtFinSF1824 BsmtFinSF1826 BsmtFinSF1827
## 9.303003e+03 0.000000e+00 2.036567e+03
## BsmtFinSF1828 BsmtFinSF1830 BsmtFinSF1831
## 5.007768e+03 -8.008174e+03 -1.434231e+04
## BsmtFinSF1832 BsmtFinSF1833 BsmtFinSF1836
## -1.210327e+04 5.004667e+03 8.820953e+02
## BsmtFinSF1837 BsmtFinSF1838 BsmtFinSF1840
## -1.837026e+04 0.000000e+00 -1.253127e+04
## BsmtFinSF1841 BsmtFinSF1842 BsmtFinSF1844
## -4.788412e+03 1.914733e+04 0.000000e+00
## BsmtFinSF1846 BsmtFinSF1847 BsmtFinSF1848
## 2.003176e+04 0.000000e+00 0.000000e+00
## BsmtFinSF185 BsmtFinSF1850 BsmtFinSF1851
## 0.000000e+00 0.000000e+00 -1.693180e+04
## BsmtFinSF1852 BsmtFinSF1853 BsmtFinSF1854
## -4.084472e+02 0.000000e+00 1.755131e+04
## BsmtFinSF1856 BsmtFinSF1859 BsmtFinSF1860
## 0.000000e+00 -1.867617e+04 9.033783e+02
## BsmtFinSF1862 BsmtFinSF1863 BsmtFinSF1864
## 9.574840e+03 1.421464e+04 0.000000e+00
## BsmtFinSF1865 BsmtFinSF1866 BsmtFinSF1867
## 1.552287e+04 4.858794e+03 -8.759026e+03
## BsmtFinSF1870 BsmtFinSF1871 BsmtFinSF1872
## 0.000000e+00 1.799153e+04 0.000000e+00
## BsmtFinSF1873 BsmtFinSF1874 BsmtFinSF1876
## 0.000000e+00 -1.904326e+02 0.000000e+00
## BsmtFinSF188 BsmtFinSF1880 BsmtFinSF1881
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1883 BsmtFinSF1885 BsmtFinSF1888
## -2.752822e+03 1.624411e+03 0.000000e+00
## BsmtFinSF1890 BsmtFinSF1892 BsmtFinSF1893
## 0.000000e+00 -1.700345e+03 0.000000e+00
## BsmtFinSF1894 BsmtFinSF1895 BsmtFinSF1896
## 1.598804e+04 -2.756390e+03 7.678491e+02
## BsmtFinSF1897 BsmtFinSF1899 BsmtFinSF1900
## -6.542108e+03 9.755233e+01 -9.414982e+03
## BsmtFinSF1901 BsmtFinSF1902 BsmtFinSF1903
## 0.000000e+00 -4.681502e+03 5.494043e+03
## BsmtFinSF1904 BsmtFinSF1905 BsmtFinSF1906
## 1.122546e+04 -1.543703e+04 1.774208e+04
## BsmtFinSF1908 BsmtFinSF1909 BsmtFinSF1910
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1912 BsmtFinSF1913 BsmtFinSF1914
## -7.543359e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1915 BsmtFinSF1916 BsmtFinSF1918
## 2.778634e+03 1.718720e+04 0.000000e+00
## BsmtFinSF1919 BsmtFinSF1920 BsmtFinSF1922
## 1.157276e+04 -8.755470e+03 1.622659e+04
## BsmtFinSF1923 BsmtFinSF1924 BsmtFinSF1925
## 0.000000e+00 0.000000e+00 9.176735e+03
## BsmtFinSF1926 BsmtFinSF1929 BsmtFinSF1930
## 0.000000e+00 1.393982e+04 0.000000e+00
## BsmtFinSF1931 BsmtFinSF1932 BsmtFinSF1935
## 0.000000e+00 1.398609e+04 0.000000e+00
## BsmtFinSF1936 BsmtFinSF1937 BsmtFinSF1938
## 3.760018e+03 0.000000e+00 3.604415e+03
## BsmtFinSF1939 BsmtFinSF194 BsmtFinSF1941
## 0.000000e+00 -1.197249e+04 3.353835e+03
## BsmtFinSF1943 BsmtFinSF1944 BsmtFinSF1945
## -8.393635e+03 0.000000e+00 2.399690e+04
## BsmtFinSF1946 BsmtFinSF1949 BsmtFinSF1950
## 8.297313e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1951 BsmtFinSF1952 BsmtFinSF1953
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1954 BsmtFinSF1955 BsmtFinSF1956
## 0.000000e+00 0.000000e+00 9.174163e+03
## BsmtFinSF1958 BsmtFinSF196 BsmtFinSF1960
## 1.722015e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1962 BsmtFinSF1964 BsmtFinSF1965
## 0.000000e+00 0.000000e+00 1.735619e+04
## BsmtFinSF1967 BsmtFinSF1968 BsmtFinSF1969
## 2.098997e+04 0.000000e+00 -3.077085e+04
## BsmtFinSF1970 BsmtFinSF1973 BsmtFinSF1975
## 1.734292e+04 0.000000e+00 2.110929e+03
## BsmtFinSF1976 BsmtFinSF1978 BsmtFinSF1980
## 1.154212e+04 1.498436e+04 -5.415073e+03
## BsmtFinSF1982 BsmtFinSF1983 BsmtFinSF1984
## 8.326998e+03 0.000000e+00 4.306765e+04
## BsmtFinSF1985 BsmtFinSF1986 BsmtFinSF1987
## -1.500757e+04 1.011001e+04 -8.690801e+03
## BsmtFinSF1988 BsmtFinSF1990 BsmtFinSF1991
## 2.438723e+03 7.468542e+03 -4.737731e+03
## BsmtFinSF1994 BsmtFinSF1996 BsmtFinSF1998
## -2.552247e+03 0.000000e+00 2.222667e+03
## BsmtFinType2ALQ BsmtFinType2BLQ BsmtFinType2GLQ
## 6.577701e+03 1.486163e+02 3.191467e+03
## BsmtFinType2LwQ BsmtFinType2Rec BsmtFinType2Unf
## 7.018786e+02 8.623163e+02 6.946892e+03
## BsmtFinSF2102 BsmtFinSF21020 BsmtFinSF21029
## 0.000000e+00 0.000000e+00 6.404181e+02
## BsmtFinSF21031 BsmtFinSF21037 BsmtFinSF21039
## 1.953189e+04 0.000000e+00 0.000000e+00
## BsmtFinSF2105 BsmtFinSF21057 BsmtFinSF2106
## -9.481609e+03 1.189310e+04 -1.399141e+04
## BsmtFinSF21061 BsmtFinSF21063 BsmtFinSF21073
## 6.138446e+03 8.637008e+03 0.000000e+00
## BsmtFinSF2108 BsmtFinSF21080 BsmtFinSF21083
## 1.436804e+04 1.667143e+04 0.000000e+00
## BsmtFinSF21085 BsmtFinSF2110 BsmtFinSF21120
## -3.980081e+03 1.034924e+04 1.006777e+04
## BsmtFinSF21127 BsmtFinSF2113 BsmtFinSF2116
## -1.320675e+04 0.000000e+00 0.000000e+00
## BsmtFinSF21164 BsmtFinSF2117 BsmtFinSF2119
## 0.000000e+00 5.367962e+03 9.986992e+03
## BsmtFinSF212 BsmtFinSF2120 BsmtFinSF2121
## 0.000000e+00 0.000000e+00 5.701170e+03
## BsmtFinSF2123 BsmtFinSF2125 BsmtFinSF2127
## 4.673766e+03 -2.005063e+03 -7.645143e+03
## BsmtFinSF2128 BsmtFinSF2132 BsmtFinSF2136
## 7.534117e+03 5.688552e+02 0.000000e+00
## BsmtFinSF2138 BsmtFinSF2139 BsmtFinSF21393
## 0.000000e+00 -2.444115e+03 0.000000e+00
## BsmtFinSF2144 BsmtFinSF2147 BsmtFinSF21474
## 7.245227e+03 -2.541282e+03 3.025409e+04
## BsmtFinSF2149 BsmtFinSF2150 BsmtFinSF21526
## 1.420706e+01 7.950319e+03 0.000000e+00
## BsmtFinSF2153 BsmtFinSF2154 BsmtFinSF2156
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2159 BsmtFinSF2162 BsmtFinSF2163
## 0.000000e+00 0.000000e+00 8.830243e+03
## BsmtFinSF2165 BsmtFinSF2167 BsmtFinSF2168
## -3.571944e+03 0.000000e+00 3.375989e+03
## BsmtFinSF2169 BsmtFinSF2173 BsmtFinSF2174
## 1.402083e+04 9.489995e+03 7.901296e+03
## BsmtFinSF2175 BsmtFinSF2177 BsmtFinSF2180
## 5.182642e+03 1.271216e+04 2.582138e+03
## BsmtFinSF2181 BsmtFinSF2182 BsmtFinSF2184
## -1.813056e+03 1.163336e+04 -1.748406e+04
## BsmtFinSF2186 BsmtFinSF2193 BsmtFinSF2196
## 0.000000e+00 3.936213e+03 0.000000e+00
## BsmtFinSF2201 BsmtFinSF2202 BsmtFinSF2206
## 0.000000e+00 -2.551162e+02 0.000000e+00
## BsmtFinSF2208 BsmtFinSF2210 BsmtFinSF2211
## 5.687361e+03 -1.588625e+03 -1.005864e+04
## BsmtFinSF2215 BsmtFinSF2216 BsmtFinSF2219
## 2.654562e+04 0.000000e+00 -7.414914e+02
## BsmtFinSF2227 BsmtFinSF2228 BsmtFinSF2230
## 0.000000e+00 8.440717e+03 -1.249585e+04
## BsmtFinSF2232 BsmtFinSF2239 BsmtFinSF2240
## 9.825992e+03 7.859024e+03 1.095909e+04
## BsmtFinSF2243 BsmtFinSF2247 BsmtFinSF2250
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2252 BsmtFinSF2258 BsmtFinSF2259
## 0.000000e+00 -1.466069e+03 0.000000e+00
## BsmtFinSF2262 BsmtFinSF2263 BsmtFinSF2264
## 0.000000e+00 0.000000e+00 -1.520590e+04
## BsmtFinSF2270 BsmtFinSF2273 BsmtFinSF2276
## 0.000000e+00 5.432583e+03 1.600928e+04
## BsmtFinSF2278 BsmtFinSF2279 BsmtFinSF228
## 0.000000e+00 9.962764e+03 9.209404e+03
## BsmtFinSF2281 BsmtFinSF2284 BsmtFinSF2286
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2287 BsmtFinSF2288 BsmtFinSF2290
## 6.486827e+03 0.000000e+00 -6.263611e+03
## BsmtFinSF2294 BsmtFinSF2297 BsmtFinSF2306
## -6.207397e+03 0.000000e+00 -9.725724e+02
## BsmtFinSF2308 BsmtFinSF2311 BsmtFinSF2319
## 0.000000e+00 -4.295275e+04 0.000000e+00
## BsmtFinSF232 BsmtFinSF2321 BsmtFinSF2324
## -1.971555e+04 0.000000e+00 1.778851e+03
## BsmtFinSF2334 BsmtFinSF2336 BsmtFinSF2337
## 1.278973e+04 -9.754352e+03 0.000000e+00
## BsmtFinSF2344 BsmtFinSF2345 BsmtFinSF235
## 2.646511e+03 4.694397e+03 -6.950371e+01
## BsmtFinSF2350 BsmtFinSF2351 BsmtFinSF2352
## 0.000000e+00 0.000000e+00 1.423168e+04
## BsmtFinSF2354 BsmtFinSF2360 BsmtFinSF2362
## -1.217665e+04 0.000000e+00 1.230261e+04
## BsmtFinSF2364 BsmtFinSF2373 BsmtFinSF2374
## 0.000000e+00 0.000000e+00 1.010324e+04
## BsmtFinSF2375 BsmtFinSF2377 BsmtFinSF238
## -1.103925e+03 1.615982e+04 0.000000e+00
## BsmtFinSF2380 BsmtFinSF2382 BsmtFinSF2387
## 6.799065e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2391 BsmtFinSF2393 BsmtFinSF2396
## -1.901050e+02 0.000000e+00 2.312416e+03
## BsmtFinSF2398 BsmtFinSF240 BsmtFinSF2400
## 0.000000e+00 1.718643e+03 1.186612e+04
## BsmtFinSF2402 BsmtFinSF2404 BsmtFinSF241
## 0.000000e+00 0.000000e+00 3.419990e+03
## BsmtFinSF2411 BsmtFinSF2417 BsmtFinSF2419
## -5.743571e+03 0.000000e+00 0.000000e+00
## BsmtFinSF242 BsmtFinSF2420 BsmtFinSF2432
## 0.000000e+00 -4.903639e+02 0.000000e+00
## BsmtFinSF2435 BsmtFinSF2438 BsmtFinSF2441
## 4.742096e+03 2.321755e+03 -2.648842e+03
## BsmtFinSF2442 BsmtFinSF2448 BsmtFinSF2449
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2450 BsmtFinSF2453 BsmtFinSF2456
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF246 BsmtFinSF2465 BsmtFinSF2466
## 0.000000e+00 -6.434462e+02 8.719876e+03
## BsmtFinSF2468 BsmtFinSF2469 BsmtFinSF2472
## 8.600457e+02 -3.277470e+03 6.210724e+03
## BsmtFinSF2474 BsmtFinSF2479 BsmtFinSF248
## 0.000000e+00 1.192922e+04 0.000000e+00
## BsmtFinSF2480 BsmtFinSF2483 BsmtFinSF2486
## -5.000201e+03 0.000000e+00 -4.274052e+03
## BsmtFinSF2488 BsmtFinSF2491 BsmtFinSF2492
## 0.000000e+00 -3.760266e+02 -8.078673e+03
## BsmtFinSF2495 BsmtFinSF2497 BsmtFinSF2499
## 3.525504e+03 0.000000e+00 -4.313438e+02
## BsmtFinSF2500 BsmtFinSF2506 BsmtFinSF2507
## 1.166465e+04 9.540711e+01 0.000000e+00
## BsmtFinSF2512 BsmtFinSF252 BsmtFinSF2522
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2529 BsmtFinSF2530 BsmtFinSF2531
## 0.000000e+00 0.000000e+00 6.289203e+03
## BsmtFinSF2532 BsmtFinSF2539 BsmtFinSF2543
## 6.291982e+03 2.259956e+04 0.000000e+00
## BsmtFinSF2544 BsmtFinSF2546 BsmtFinSF2547
## -1.121641e+03 -1.759109e+04 9.507296e+03
## BsmtFinSF2551 BsmtFinSF2555 BsmtFinSF2557
## -2.216691e+03 0.000000e+00 1.709745e+04
## BsmtFinSF2580 BsmtFinSF2590 BsmtFinSF2596
## -5.947281e+03 0.000000e+00 0.000000e+00
## BsmtFinSF26 BsmtFinSF260 BsmtFinSF2600
## 0.000000e+00 0.000000e+00 1.219178e+04
## BsmtFinSF2604 BsmtFinSF2606 BsmtFinSF2608
## 0.000000e+00 1.315950e+04 8.285617e+03
## BsmtFinSF2612 BsmtFinSF2613 BsmtFinSF2619
## 1.067866e+04 0.000000e+00 0.000000e+00
## BsmtFinSF2620 BsmtFinSF2622 BsmtFinSF2624
## -8.894555e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2627 BsmtFinSF263 BsmtFinSF2630
## 6.966028e+03 0.000000e+00 5.623440e+03
## BsmtFinSF2634 BsmtFinSF264 BsmtFinSF2645
## -2.963932e+03 -3.456640e+03 2.824095e+02
## BsmtFinSF266 BsmtFinSF2661 BsmtFinSF2668
## 0.000000e+00 -7.864175e+03 1.519556e+03
## BsmtFinSF2670 BsmtFinSF2679 BsmtFinSF268
## -9.622732e+02 0.000000e+00 1.467333e+04
## BsmtFinSF2682 BsmtFinSF2684 BsmtFinSF2688
## 7.728141e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2690 BsmtFinSF2691 BsmtFinSF2692
## 8.719739e+03 0.000000e+00 7.896524e+03
## BsmtFinSF2694 BsmtFinSF2712 BsmtFinSF2713
## 0.000000e+00 -2.256994e+03 -3.182108e+03
## BsmtFinSF272 BsmtFinSF2722 BsmtFinSF2723
## 0.000000e+00 0.000000e+00 -1.679028e+04
## BsmtFinSF2748 BsmtFinSF2750 BsmtFinSF2755
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF276 BsmtFinSF2761 BsmtFinSF2764
## 0.000000e+00 0.000000e+00 -1.236146e+04
## BsmtFinSF2768 BsmtFinSF2774 BsmtFinSF278
## -1.418482e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2791 BsmtFinSF2799 BsmtFinSF280
## -9.568598e+02 0.000000e+00 1.284513e+04
## BsmtFinSF281 BsmtFinSF2811 BsmtFinSF2820
## -3.196922e+00 0.000000e+00 4.322427e+04
## BsmtFinSF2823 BsmtFinSF2826 BsmtFinSF2829
## 7.798524e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2831 BsmtFinSF2841 BsmtFinSF2842
## 0.000000e+00 -1.251499e+03 0.000000e+00
## BsmtFinSF2850 BsmtFinSF2852 BsmtFinSF2859
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2869 BsmtFinSF2872 BsmtFinSF2873
## 1.881059e+03 3.176878e+03 0.000000e+00
## BsmtFinSF2875 BsmtFinSF2884 BsmtFinSF2891
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2904 BsmtFinSF2906 BsmtFinSF2912
## 0.000000e+00 -3.610981e+02 0.000000e+00
## BsmtFinSF2915 BsmtFinSF292 BsmtFinSF293
## 0.000000e+00 0.000000e+00 1.079088e+04
## BsmtFinSF295 BsmtFinSF2955 BsmtFinSF2956
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF296 BsmtFinSF2972 BsmtFinSF2981
## 2.225824e+03 4.496094e+03 0.000000e+00
## BsmtFinSF2982 BsmtUnfSF100 BsmtUnfSF1005
## 0.000000e+00 3.544270e+03 -2.066141e+03
## BsmtUnfSF1007 BsmtUnfSF1008 BsmtUnfSF1010
## -3.288961e+03 -2.011356e+04 5.341904e+03
## BsmtUnfSF1012 BsmtUnfSF1013 BsmtUnfSF1017
## 3.180839e+03 6.660326e+02 2.953181e+03
## BsmtUnfSF1018 BsmtUnfSF102 BsmtUnfSF1020
## 0.000000e+00 -1.145884e+03 6.538902e+03
## BsmtUnfSF1022 BsmtUnfSF1026 BsmtUnfSF1028
## 0.000000e+00 2.354095e+04 0.000000e+00
## BsmtUnfSF103 BsmtUnfSF1030 BsmtUnfSF1032
## -2.179438e+03 1.517622e+04 4.642485e+03
## BsmtUnfSF1035 BsmtUnfSF104 BsmtUnfSF1040
## -9.506251e+03 1.102411e+04 0.000000e+00
## BsmtUnfSF1041 BsmtUnfSF1042 BsmtUnfSF1043
## 0.000000e+00 4.739738e+02 3.976160e+03
## BsmtUnfSF1045 BsmtUnfSF1046 BsmtUnfSF1048
## 6.028187e+03 0.000000e+00 9.615492e+03
## BsmtUnfSF105 BsmtUnfSF1050 BsmtUnfSF1052
## 6.429410e+03 -1.357607e+04 0.000000e+00
## BsmtUnfSF1053 BsmtUnfSF1054 BsmtUnfSF1055
## 5.135906e+02 0.000000e+00 -2.628237e+03
## BsmtUnfSF1057 BsmtUnfSF1058 BsmtUnfSF106
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1063 BsmtUnfSF1064 BsmtUnfSF1065
## 1.530345e+04 -6.555115e+03 -1.398848e+04
## BsmtUnfSF1066 BsmtUnfSF1068 BsmtUnfSF107
## 0.000000e+00 0.000000e+00 2.341999e+04
## BsmtUnfSF1072 BsmtUnfSF1073 BsmtUnfSF1074
## 5.729131e+02 -1.122580e+04 -6.614416e+02
## BsmtUnfSF1075 BsmtUnfSF1077 BsmtUnfSF1078
## 0.000000e+00 0.000000e+00 -7.609110e+03
## BsmtUnfSF1079 BsmtUnfSF108 BsmtUnfSF1081
## 9.291006e+03 6.777423e+03 0.000000e+00
## BsmtUnfSF1082 BsmtUnfSF1084 BsmtUnfSF1085
## 1.405392e+04 0.000000e+00 1.703978e+04
## BsmtUnfSF1087 BsmtUnfSF1088 BsmtUnfSF109
## 0.000000e+00 1.708972e+04 0.000000e+00
## BsmtUnfSF1090 BsmtUnfSF1092 BsmtUnfSF1093
## -7.410803e+01 -1.180433e+04 0.000000e+00
## BsmtUnfSF1094 BsmtUnfSF1095 BsmtUnfSF1097
## 1.142791e+04 -5.931990e+03 -7.375160e+03
## BsmtUnfSF1098 BsmtUnfSF1099 BsmtUnfSF110
## -3.458169e+03 -7.783692e+03 -1.224848e+04
## BsmtUnfSF1100 BsmtUnfSF1104 BsmtUnfSF1105
## 0.000000e+00 -7.731728e+03 0.000000e+00
## BsmtUnfSF1107 BsmtUnfSF1108 BsmtUnfSF111
## 8.679819e+04 0.000000e+00 -1.522610e+04
## BsmtUnfSF1114 BsmtUnfSF1115 BsmtUnfSF1116
## 0.000000e+00 0.000000e+00 -1.617540e+03
## BsmtUnfSF1117 BsmtUnfSF1118 BsmtUnfSF112
## 1.823239e+04 0.000000e+00 6.117534e+03
## BsmtUnfSF1120 BsmtUnfSF1121 BsmtUnfSF1122
## 1.626655e+04 -9.337229e+03 2.695735e+04
## BsmtUnfSF1125 BsmtUnfSF1126 BsmtUnfSF1128
## 7.678160e+03 0.000000e+00 2.979318e+04
## BsmtUnfSF1129 BsmtUnfSF113 BsmtUnfSF1131
## 3.851333e+03 -2.396132e+04 0.000000e+00
## BsmtUnfSF1139 BsmtUnfSF114 BsmtUnfSF1140
## 9.509614e+01 -4.380766e+03 -2.204570e+04
## BsmtUnfSF1141 BsmtUnfSF1143 BsmtUnfSF1144
## 7.841122e+02 2.647950e+04 0.000000e+00
## BsmtUnfSF1145 BsmtUnfSF1146 BsmtUnfSF115
## -3.499118e+03 0.000000e+00 -3.953697e+03
## BsmtUnfSF1150 BsmtUnfSF1152 BsmtUnfSF1153
## 0.000000e+00 7.023136e+03 0.000000e+00
## BsmtUnfSF1158 BsmtUnfSF1162 BsmtUnfSF1163
## 2.108489e+04 0.000000e+00 8.627762e+02
## BsmtUnfSF1164 BsmtUnfSF1168 BsmtUnfSF117
## 1.877383e+03 0.000000e+00 5.748916e+03
## BsmtUnfSF1173 BsmtUnfSF1176 BsmtUnfSF1179
## 0.000000e+00 -1.290621e+03 0.000000e+00
## BsmtUnfSF118 BsmtUnfSF1180 BsmtUnfSF1181
## 0.000000e+00 0.000000e+00 1.460814e+04
## BsmtUnfSF1184 BsmtUnfSF119 BsmtUnfSF1191
## 1.252485e+04 1.594640e+02 -7.893022e+02
## BsmtUnfSF1194 BsmtUnfSF1195 BsmtUnfSF1198
## 2.356606e+03 6.355036e+03 1.166448e+04
## BsmtUnfSF120 BsmtUnfSF1200 BsmtUnfSF1203
## 3.386485e+04 7.250461e+03 1.633873e+04
## BsmtUnfSF1204 BsmtUnfSF1209 BsmtUnfSF121
## 0.000000e+00 0.000000e+00 -4.336118e+03
## BsmtUnfSF1211 BsmtUnfSF1212 BsmtUnfSF1214
## 0.000000e+00 4.487126e+03 0.000000e+00
## BsmtUnfSF1216 BsmtUnfSF1217 BsmtUnfSF1218
## 0.000000e+00 2.632132e+04 0.000000e+00
## BsmtUnfSF122 BsmtUnfSF1221 BsmtUnfSF1226
## 3.037342e+04 1.368852e+04 8.256451e+03
## BsmtUnfSF1228 BsmtUnfSF123 BsmtUnfSF1232
## 1.246601e+03 0.000000e+00 7.234667e+03
## BsmtUnfSF1234 BsmtUnfSF1237 BsmtUnfSF124
## -7.365501e+02 1.756026e+04 1.441569e+04
## BsmtUnfSF1240 BsmtUnfSF1242 BsmtUnfSF1246
## 1.153362e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF1248 BsmtUnfSF1249 BsmtUnfSF125
## 0.000000e+00 1.886255e+04 1.880112e+03
## BsmtUnfSF1250 BsmtUnfSF1251 BsmtUnfSF1252
## 0.000000e+00 0.000000e+00 -1.878322e+04
## BsmtUnfSF1254 BsmtUnfSF1257 BsmtUnfSF1258
## 0.000000e+00 -9.357471e+03 -1.584323e+03
## BsmtUnfSF126 BsmtUnfSF1262 BsmtUnfSF1264
## 3.694385e+02 0.000000e+00 5.004567e+03
## BsmtUnfSF1266 BsmtUnfSF127 BsmtUnfSF1270
## -9.301082e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF1272 BsmtUnfSF1273 BsmtUnfSF1276
## 0.000000e+00 8.734218e+03 -8.411514e+03
## BsmtUnfSF128 BsmtUnfSF1280 BsmtUnfSF1284
## 0.000000e+00 0.000000e+00 7.054733e+03
## BsmtUnfSF1286 BsmtUnfSF1288 BsmtUnfSF129
## -7.081483e+03 -7.871023e+03 0.000000e+00
## BsmtUnfSF1290 BsmtUnfSF1293 BsmtUnfSF1296
## -1.489973e+04 -1.236297e+04 1.433560e+04
## BsmtUnfSF1298 BsmtUnfSF130 BsmtUnfSF1300
## 0.000000e+00 -2.931191e+03 0.000000e+00
## BsmtUnfSF1302 BsmtUnfSF1304 BsmtUnfSF1307
## 9.738539e+03 -1.187427e+04 3.280179e+03
## BsmtUnfSF1308 BsmtUnfSF131 BsmtUnfSF1313
## 0.000000e+00 -7.557949e+03 0.000000e+00
## BsmtUnfSF1314 BsmtUnfSF1316 BsmtUnfSF1318
## 0.000000e+00 1.426083e+04 0.000000e+00
## BsmtUnfSF1319 BsmtUnfSF132 BsmtUnfSF1323
## 3.561692e+02 1.777624e+03 0.000000e+00
## BsmtUnfSF1324 BsmtUnfSF1326 BsmtUnfSF1327
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1328 BsmtUnfSF133 BsmtUnfSF1330
## 0.000000e+00 9.637735e+03 -4.163581e+03
## BsmtUnfSF1332 BsmtUnfSF1335 BsmtUnfSF1337
## 0.000000e+00 3.635262e+04 0.000000e+00
## BsmtUnfSF1339 BsmtUnfSF134 BsmtUnfSF1341
## 0.000000e+00 -2.346744e+03 0.000000e+00
## BsmtUnfSF1342 BsmtUnfSF1344 BsmtUnfSF1346
## -1.615181e+04 0.000000e+00 1.524989e+02
## BsmtUnfSF1347 BsmtUnfSF1348 BsmtUnfSF1349
## 0.000000e+00 0.000000e+00 1.689718e+04
## BsmtUnfSF135 BsmtUnfSF1351 BsmtUnfSF1352
## 7.035864e+03 3.096008e+04 1.515565e+03
## BsmtUnfSF1357 BsmtUnfSF136 BsmtUnfSF1362
## -2.799155e+02 -4.204276e+03 8.675930e+03
## BsmtUnfSF1367 BsmtUnfSF1368 BsmtUnfSF1369
## 4.115702e+02 9.125015e+03 0.000000e+00
## BsmtUnfSF137 BsmtUnfSF1372 BsmtUnfSF1373
## 0.000000e+00 2.737367e+04 -1.344558e+04
## BsmtUnfSF1374 BsmtUnfSF1375 BsmtUnfSF1376
## 2.016504e+04 1.467574e+03 0.000000e+00
## BsmtUnfSF138 BsmtUnfSF1380 BsmtUnfSF1390
## 6.282196e+03 -1.231442e+04 1.394080e+04
## BsmtUnfSF1392 BsmtUnfSF1393 BsmtUnfSF14
## -2.053395e+04 2.500178e+04 3.010476e+03
## BsmtUnfSF140 BsmtUnfSF1400 BsmtUnfSF1402
## -1.453552e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF1404 BsmtUnfSF1405 BsmtUnfSF1406
## 0.000000e+00 -9.106380e+03 1.090436e+04
## BsmtUnfSF141 BsmtUnfSF1410 BsmtUnfSF1411
## -4.314169e+03 3.403228e+04 0.000000e+00
## BsmtUnfSF1413 BsmtUnfSF1417 BsmtUnfSF142
## 8.264634e+03 1.835880e+04 6.123513e+04
## BsmtUnfSF1420 BsmtUnfSF1421 BsmtUnfSF1422
## -2.242104e+03 0.000000e+00 5.176035e+03
## BsmtUnfSF1424 BsmtUnfSF1428 BsmtUnfSF143
## -5.255746e+02 -3.243106e+03 5.511833e+03
## BsmtUnfSF1430 BsmtUnfSF1434 BsmtUnfSF1436
## 0.000000e+00 -2.855549e+03 -1.851210e+04
## BsmtUnfSF1439 BsmtUnfSF144 BsmtUnfSF1442
## 0.000000e+00 0.000000e+00 4.426552e+02
## BsmtUnfSF1444 BsmtUnfSF1450 BsmtUnfSF1451
## 0.000000e+00 -4.464082e+04 0.000000e+00
## BsmtUnfSF1453 BsmtUnfSF1459 BsmtUnfSF1461
## 0.000000e+00 4.964117e+03 0.000000e+00
## BsmtUnfSF1466 BsmtUnfSF1468 BsmtUnfSF147
## 0.000000e+00 6.291989e+03 0.000000e+00
## BsmtUnfSF1470 BsmtUnfSF1473 BsmtUnfSF1474
## 1.703632e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF148 BsmtUnfSF1480 BsmtUnfSF1482
## -3.191987e+03 2.536396e+03 1.222555e+03
## BsmtUnfSF1486 BsmtUnfSF1488 BsmtUnfSF1489
## 0.000000e+00 0.000000e+00 1.499125e+04
## BsmtUnfSF149 BsmtUnfSF1491 BsmtUnfSF1494
## -2.000421e+03 0.000000e+00 2.605561e+04
## BsmtUnfSF1495 BsmtUnfSF1496 BsmtUnfSF1497
## 0.000000e+00 1.014516e+04 -2.753697e+03
## BsmtUnfSF1498 BsmtUnfSF15 BsmtUnfSF150
## 1.662010e+04 5.196026e+03 4.438154e+03
## BsmtUnfSF1502 BsmtUnfSF1503 BsmtUnfSF1504
## 4.556176e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1508 BsmtUnfSF151 BsmtUnfSF1510
## 0.000000e+00 -2.836251e+03 0.000000e+00
## BsmtUnfSF1515 BsmtUnfSF1519 BsmtUnfSF1526
## 3.364815e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1527 BsmtUnfSF1528 BsmtUnfSF153
## 0.000000e+00 1.891722e+03 1.402490e+03
## BsmtUnfSF1530 BsmtUnfSF154 BsmtUnfSF1541
## 3.676743e+03 -1.670968e+04 1.196954e+03
## BsmtUnfSF1544 BsmtUnfSF155 BsmtUnfSF1550
## 0.000000e+00 1.162611e+03 3.458907e+03
## BsmtUnfSF1556 BsmtUnfSF1558 BsmtUnfSF1559
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF156 BsmtUnfSF1560 BsmtUnfSF1566
## -9.485469e+02 1.621005e+03 1.061087e+04
## BsmtUnfSF1568 BsmtUnfSF1571 BsmtUnfSF1573
## 0.000000e+00 1.683105e+04 2.075811e+04
## BsmtUnfSF1574 BsmtUnfSF158 BsmtUnfSF1580
## 0.000000e+00 0.000000e+00 4.267438e+04
## BsmtUnfSF1582 BsmtUnfSF1584 BsmtUnfSF1588
## 0.000000e+00 -1.807230e+04 4.675563e+03
## BsmtUnfSF1590 BsmtUnfSF1594 BsmtUnfSF1595
## 0.000000e+00 1.046500e+04 0.000000e+00
## BsmtUnfSF1598 BsmtUnfSF160 BsmtUnfSF1602
## 0.000000e+00 -3.109954e+02 0.000000e+00
## BsmtUnfSF1603 BsmtUnfSF1604 BsmtUnfSF161
## 8.475613e+03 0.000000e+00 -5.289634e+03
## BsmtUnfSF1614 BsmtUnfSF1615 BsmtUnfSF1616
## 0.000000e+00 0.000000e+00 2.148724e+03
## BsmtUnfSF1618 BsmtUnfSF1619 BsmtUnfSF162
## 0.000000e+00 0.000000e+00 -7.152563e+03
## BsmtUnfSF1622 BsmtUnfSF1625 BsmtUnfSF1626
## 1.721323e+04 0.000000e+00 7.921467e+03
## BsmtUnfSF1629 BsmtUnfSF163 BsmtUnfSF1630
## 0.000000e+00 -7.322617e+02 7.940621e+03
## BsmtUnfSF1632 BsmtUnfSF1638 BsmtUnfSF164
## 1.370584e+04 7.935682e+03 0.000000e+00
## BsmtUnfSF1640 BsmtUnfSF1643 BsmtUnfSF1649
## 0.000000e+00 0.000000e+00 1.865960e+04
## BsmtUnfSF165 BsmtUnfSF1652 BsmtUnfSF1656
## -5.400604e+03 2.356378e+03 -3.017490e+03
## BsmtUnfSF166 BsmtUnfSF1660 BsmtUnfSF1664
## 1.741728e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF167 BsmtUnfSF1670 BsmtUnfSF1678
## 6.289484e+03 1.117856e+04 0.000000e+00
## BsmtUnfSF168 BsmtUnfSF1680 BsmtUnfSF1685
## 2.281783e+03 -1.036799e+03 0.000000e+00
## BsmtUnfSF1686 BsmtUnfSF1689 BsmtUnfSF169
## 3.652231e+03 1.635282e+04 -4.448637e+02
## BsmtUnfSF1694 BsmtUnfSF1696 BsmtUnfSF17
## 5.164341e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF170 BsmtUnfSF1704 BsmtUnfSF1706
## -7.971290e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF1709 BsmtUnfSF171 BsmtUnfSF1710
## 3.415851e+03 -1.514207e+04 -6.580885e+03
## BsmtUnfSF172 BsmtUnfSF1721 BsmtUnfSF1726
## -9.108645e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF1728 BsmtUnfSF173 BsmtUnfSF1734
## 0.000000e+00 -6.999784e+03 9.134464e+04
## BsmtUnfSF1736 BsmtUnfSF174 BsmtUnfSF175
## 0.000000e+00 1.206674e+03 -4.964533e+03
## BsmtUnfSF1752 BsmtUnfSF1753 BsmtUnfSF176
## 5.374373e+04 1.173251e+04 1.488356e+04
## BsmtUnfSF1765 BsmtUnfSF1768 BsmtUnfSF177
## 0.000000e+00 6.807599e+03 2.368164e+04
## BsmtUnfSF1774 BsmtUnfSF1777 BsmtUnfSF178
## 8.703956e+03 1.088697e+04 1.282138e+04
## BsmtUnfSF179 BsmtUnfSF1794 BsmtUnfSF1795
## -3.129456e+03 0.000000e+00 -2.694507e+04
## BsmtUnfSF180 BsmtUnfSF1800 BsmtUnfSF1802
## -4.461306e+02 -3.894148e+02 0.000000e+00
## BsmtUnfSF181 BsmtUnfSF182 BsmtUnfSF1824
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF183 BsmtUnfSF1836 BsmtUnfSF184
## 0.000000e+00 1.045809e+03 -1.538481e+03
## BsmtUnfSF185 BsmtUnfSF1851 BsmtUnfSF186
## 0.000000e+00 0.000000e+00 -2.116868e+02
## BsmtUnfSF1866 BsmtUnfSF1869 BsmtUnfSF187
## 0.000000e+00 3.385277e+04 2.342805e+03
## BsmtUnfSF188 BsmtUnfSF189 BsmtUnfSF190
## -4.701420e+03 2.714374e+03 1.142478e+04
## BsmtUnfSF1905 BsmtUnfSF1907 BsmtUnfSF191
## 2.027075e+04 -1.369329e+02 -1.413622e+04
## BsmtUnfSF192 BsmtUnfSF1921 BsmtUnfSF1926
## -1.076157e+03 0.000000e+00 3.450323e+04
## BsmtUnfSF193 BsmtUnfSF1935 BsmtUnfSF194
## 7.796648e+03 4.812955e+04 0.000000e+00
## BsmtUnfSF195 BsmtUnfSF1958 BsmtUnfSF196
## 3.769695e+03 0.000000e+00 -1.620065e+03
## BsmtUnfSF1967 BsmtUnfSF1969 BsmtUnfSF197
## 0.000000e+00 4.527493e+04 -6.973330e+02
## BsmtUnfSF198 BsmtUnfSF20 BsmtUnfSF200
## -5.492178e+03 0.000000e+00 5.168961e+03
## BsmtUnfSF2002 BsmtUnfSF201 BsmtUnfSF203
## 4.152562e+04 -4.346328e+03 3.117936e+03
## BsmtUnfSF204 BsmtUnfSF2042 BsmtUnfSF2046
## 2.325534e+03 -3.817487e+03 2.800542e+04
## BsmtUnfSF206 BsmtUnfSF2062 BsmtUnfSF207
## 0.000000e+00 0.000000e+00 7.537172e+03
## BsmtUnfSF208 BsmtUnfSF210 BsmtUnfSF212
## -2.992647e+03 5.034496e+03 -3.372053e+03
## BsmtUnfSF2121 BsmtUnfSF213 BsmtUnfSF214
## 3.565761e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF2140 BsmtUnfSF215 BsmtUnfSF2153
## 0.000000e+00 0.000000e+00 2.569430e+04
## BsmtUnfSF216 BsmtUnfSF217 BsmtUnfSF218
## 9.635059e+03 7.371881e+02 -2.653895e+02
## BsmtUnfSF219 BsmtUnfSF22 BsmtUnfSF220
## -6.218523e+03 0.000000e+00 -3.718322e+03
## BsmtUnfSF221 BsmtUnfSF222 BsmtUnfSF223
## 2.202257e+03 0.000000e+00 1.108229e+04
## BsmtUnfSF224 BsmtUnfSF225 BsmtUnfSF226
## 1.061971e+04 -1.679006e+04 0.000000e+00
## BsmtUnfSF227 BsmtUnfSF228 BsmtUnfSF229
## 3.425736e+03 0.000000e+00 -3.527802e+03
## BsmtUnfSF23 BsmtUnfSF230 BsmtUnfSF231
## 7.498276e+03 1.104674e+04 0.000000e+00
## BsmtUnfSF232 BsmtUnfSF233 BsmtUnfSF2336
## 0.000000e+00 0.000000e+00 2.113290e+04
## BsmtUnfSF234 BsmtUnfSF235 BsmtUnfSF236
## 2.315602e+04 -9.946049e+03 0.000000e+00
## BsmtUnfSF237 BsmtUnfSF238 BsmtUnfSF239
## 2.489664e+03 -2.922073e+03 6.000236e+02
## BsmtUnfSF240 BsmtUnfSF241 BsmtUnfSF242
## -1.421464e+03 -5.352632e+03 -2.463007e+03
## BsmtUnfSF243 BsmtUnfSF244 BsmtUnfSF245
## 0.000000e+00 -1.383700e+03 1.504650e+04
## BsmtUnfSF246 BsmtUnfSF247 BsmtUnfSF248
## 6.145377e+01 -3.038792e+03 6.914510e+03
## BsmtUnfSF249 BsmtUnfSF25 BsmtUnfSF250
## 0.000000e+00 0.000000e+00 7.596047e+03
## BsmtUnfSF251 BsmtUnfSF252 BsmtUnfSF253
## 3.863501e+02 -5.716539e+03 -1.855747e+04
## BsmtUnfSF254 BsmtUnfSF255 BsmtUnfSF256
## 1.706478e+04 1.025613e+04 -1.647781e+03
## BsmtUnfSF257 BsmtUnfSF258 BsmtUnfSF26
## 6.884437e+03 0.000000e+00 -7.895048e+03
## BsmtUnfSF260 BsmtUnfSF261 BsmtUnfSF262
## 0.000000e+00 9.485734e+03 -3.645961e+03
## BsmtUnfSF263 BsmtUnfSF264 BsmtUnfSF265
## 0.000000e+00 7.510535e+03 0.000000e+00
## BsmtUnfSF266 BsmtUnfSF268 BsmtUnfSF269
## 3.930607e+03 -5.627098e+03 0.000000e+00
## BsmtUnfSF27 BsmtUnfSF270 BsmtUnfSF271
## 0.000000e+00 -5.789561e+01 0.000000e+00
## BsmtUnfSF272 BsmtUnfSF273 BsmtUnfSF274
## 0.000000e+00 -5.777946e+03 1.270049e+04
## BsmtUnfSF275 BsmtUnfSF276 BsmtUnfSF277
## 0.000000e+00 -7.839593e+02 9.570184e+03
## BsmtUnfSF278 BsmtUnfSF279 BsmtUnfSF28
## 2.530022e+03 8.728970e+02 0.000000e+00
## BsmtUnfSF280 BsmtUnfSF281 BsmtUnfSF282
## 5.366286e+03 3.037862e+03 0.000000e+00
## BsmtUnfSF284 BsmtUnfSF285 BsmtUnfSF286
## 9.267256e+03 5.131646e+03 -1.799978e+04
## BsmtUnfSF288 BsmtUnfSF289 BsmtUnfSF29
## 8.460169e+02 3.027000e+03 4.183095e+03
## BsmtUnfSF290 BsmtUnfSF291 BsmtUnfSF292
## 1.402441e+04 -6.563077e+03 7.813614e+03
## BsmtUnfSF293 BsmtUnfSF294 BsmtUnfSF295
## 1.518257e+04 8.163289e+03 1.757781e+04
## BsmtUnfSF296 BsmtUnfSF297 BsmtUnfSF298
## 0.000000e+00 1.824284e+04 1.583538e+04
## BsmtUnfSF299 BsmtUnfSF30 BsmtUnfSF300
## -1.094718e+04 -1.744574e+04 1.038933e+04
## BsmtUnfSF301 BsmtUnfSF303 BsmtUnfSF304
## -2.891759e+04 -2.243483e+03 4.861027e+03
## BsmtUnfSF305 BsmtUnfSF306 BsmtUnfSF307
## -5.334037e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF308 BsmtUnfSF309 BsmtUnfSF310
## 1.104053e+03 7.197256e+03 1.131728e+04
## BsmtUnfSF311 BsmtUnfSF312 BsmtUnfSF313
## 7.456488e+03 -1.236907e+03 0.000000e+00
## BsmtUnfSF314 BsmtUnfSF315 BsmtUnfSF316
## 1.497598e+04 2.187969e+03 1.820655e+04
## BsmtUnfSF317 BsmtUnfSF318 BsmtUnfSF319
## 4.941445e+03 1.421443e+03 -2.341898e+03
## BsmtUnfSF32 BsmtUnfSF320 BsmtUnfSF321
## 7.803073e+03 -5.934995e+03 -1.734357e+04
## BsmtUnfSF322 BsmtUnfSF323 BsmtUnfSF324
## 1.012688e+04 -3.570629e+03 1.217643e+02
## BsmtUnfSF325 BsmtUnfSF326 BsmtUnfSF327
## 0.000000e+00 2.157837e+03 0.000000e+00
## BsmtUnfSF328 BsmtUnfSF329 BsmtUnfSF33
## 4.714926e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF330 BsmtUnfSF331 BsmtUnfSF332
## 0.000000e+00 -4.561473e+01 0.000000e+00
## BsmtUnfSF333 BsmtUnfSF334 BsmtUnfSF335
## -5.636740e+03 1.374857e+04 0.000000e+00
## BsmtUnfSF336 BsmtUnfSF338 BsmtUnfSF339
## -5.440587e+03 -6.171772e+03 0.000000e+00
## BsmtUnfSF34 BsmtUnfSF340 BsmtUnfSF341
## 0.000000e+00 3.461128e+03 -2.346718e+03
## BsmtUnfSF342 BsmtUnfSF343 BsmtUnfSF344
## -8.670110e+03 5.719472e+03 7.509845e+02
## BsmtUnfSF345 BsmtUnfSF346 BsmtUnfSF348
## 0.000000e+00 0.000000e+00 2.454296e+01
## BsmtUnfSF349 BsmtUnfSF35 BsmtUnfSF350
## 7.277346e+03 1.561165e+02 5.583577e+02
## BsmtUnfSF352 BsmtUnfSF354 BsmtUnfSF355
## -1.289262e+02 1.779831e+04 -6.036415e+03
## BsmtUnfSF356 BsmtUnfSF357 BsmtUnfSF358
## 7.451777e+03 -3.347821e+03 0.000000e+00
## BsmtUnfSF359 BsmtUnfSF36 BsmtUnfSF360
## -1.300233e+04 -4.608204e+03 7.183456e+03
## BsmtUnfSF361 BsmtUnfSF362 BsmtUnfSF363
## 1.210286e+03 0.000000e+00 2.400065e+03
## BsmtUnfSF364 BsmtUnfSF365 BsmtUnfSF366
## 3.754907e+03 -2.725711e+03 1.595207e+04
## BsmtUnfSF367 BsmtUnfSF369 BsmtUnfSF370
## 8.689877e+03 0.000000e+00 1.841580e+03
## BsmtUnfSF371 BsmtUnfSF372 BsmtUnfSF374
## 5.697559e+03 -1.109834e+04 -1.344458e+04
## BsmtUnfSF375 BsmtUnfSF378 BsmtUnfSF379
## -2.283191e+02 9.117281e+03 -1.461742e+04
## BsmtUnfSF38 BsmtUnfSF380 BsmtUnfSF381
## -4.309833e+03 -3.224838e+03 -4.804506e+03
## BsmtUnfSF382 BsmtUnfSF383 BsmtUnfSF384
## 0.000000e+00 1.576213e+04 5.077565e+03
## BsmtUnfSF385 BsmtUnfSF386 BsmtUnfSF387
## 0.000000e+00 1.731517e+03 1.269013e+04
## BsmtUnfSF388 BsmtUnfSF389 BsmtUnfSF39
## 0.000000e+00 1.027547e+04 4.504223e+03
## BsmtUnfSF390 BsmtUnfSF392 BsmtUnfSF393
## 2.163889e+03 -4.498596e+02 0.000000e+00
## BsmtUnfSF394 BsmtUnfSF395 BsmtUnfSF396
## 0.000000e+00 0.000000e+00 3.431744e+03
## BsmtUnfSF397 BsmtUnfSF398 BsmtUnfSF399
## 4.435766e+03 -2.005325e+04 -3.398208e+03
## BsmtUnfSF40 BsmtUnfSF400 BsmtUnfSF402
## 4.856972e+03 -2.402517e+03 1.589582e+03
## BsmtUnfSF403 BsmtUnfSF404 BsmtUnfSF405
## 3.693596e+04 5.185845e+03 3.378384e+03
## BsmtUnfSF406 BsmtUnfSF407 BsmtUnfSF408
## -2.894019e+03 0.000000e+00 -3.244593e+02
## BsmtUnfSF409 BsmtUnfSF410 BsmtUnfSF411
## -5.118558e+03 -2.198937e+03 1.605972e+04
## BsmtUnfSF412 BsmtUnfSF413 BsmtUnfSF414
## -7.532476e+03 8.361157e+03 -5.780336e+03
## BsmtUnfSF415 BsmtUnfSF416 BsmtUnfSF417
## 7.582937e+03 -2.858407e+03 1.349062e+04
## BsmtUnfSF418 BsmtUnfSF42 BsmtUnfSF420
## -3.250268e+02 0.000000e+00 1.719681e+03
## BsmtUnfSF422 BsmtUnfSF423 BsmtUnfSF424
## -1.929507e+03 0.000000e+00 7.794497e+03
## BsmtUnfSF425 BsmtUnfSF426 BsmtUnfSF427
## 9.306546e+03 1.194920e+04 -4.265612e+03
## BsmtUnfSF428 BsmtUnfSF429 BsmtUnfSF430
## 7.634633e+03 -1.407591e+03 -1.171876e+04
## BsmtUnfSF431 BsmtUnfSF432 BsmtUnfSF433
## -1.831765e+02 1.376939e+04 0.000000e+00
## BsmtUnfSF434 BsmtUnfSF435 BsmtUnfSF436
## 1.088669e+03 5.220682e+03 0.000000e+00
## BsmtUnfSF437 BsmtUnfSF438 BsmtUnfSF439
## 0.000000e+00 3.097921e+04 0.000000e+00
## BsmtUnfSF440 BsmtUnfSF441 BsmtUnfSF442
## -7.400428e+03 3.477344e+03 3.815024e+04
## BsmtUnfSF443 BsmtUnfSF444 BsmtUnfSF445
## 0.000000e+00 3.123419e+04 1.651992e+04
## BsmtUnfSF447 BsmtUnfSF448 BsmtUnfSF449
## -2.985582e+03 6.543498e+02 1.355645e+04
## BsmtUnfSF45 BsmtUnfSF450 BsmtUnfSF451
## 0.000000e+00 -1.669265e+03 0.000000e+00
## BsmtUnfSF452 BsmtUnfSF453 BsmtUnfSF454
## -3.485068e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF455 BsmtUnfSF456 BsmtUnfSF457
## 0.000000e+00 -1.430081e+04 7.507037e+03
## BsmtUnfSF458 BsmtUnfSF459 BsmtUnfSF46
## 7.145586e+03 -1.164286e+02 0.000000e+00
## BsmtUnfSF460 BsmtUnfSF461 BsmtUnfSF462
## 4.485386e+03 4.124391e+03 1.590332e+03
## BsmtUnfSF463 BsmtUnfSF464 BsmtUnfSF465
## 3.627388e+03 9.806826e+03 2.015210e+03
## BsmtUnfSF466 BsmtUnfSF467 BsmtUnfSF468
## -5.417038e+03 2.751958e+03 -1.693299e+03
## BsmtUnfSF469 BsmtUnfSF470 BsmtUnfSF471
## 0.000000e+00 -1.476840e+03 0.000000e+00
## BsmtUnfSF472 BsmtUnfSF473 BsmtUnfSF474
## 0.000000e+00 9.303527e+03 2.075678e+04
## BsmtUnfSF475 BsmtUnfSF476 BsmtUnfSF477
## 0.000000e+00 -1.844827e+04 0.000000e+00
## BsmtUnfSF479 BsmtUnfSF48 BsmtUnfSF480
## 1.514678e+04 0.000000e+00 -8.915483e+03
## BsmtUnfSF481 BsmtUnfSF482 BsmtUnfSF483
## -2.334129e+02 -4.487803e+02 -1.713365e+04
## BsmtUnfSF484 BsmtUnfSF485 BsmtUnfSF486
## 3.054359e+03 -1.289760e+03 -3.393348e+02
## BsmtUnfSF487 BsmtUnfSF488 BsmtUnfSF490
## 1.521986e+04 3.363661e+03 -4.112822e+03
## BsmtUnfSF491 BsmtUnfSF494 BsmtUnfSF495
## 6.522170e+03 0.000000e+00 -5.194810e+03
## BsmtUnfSF496 BsmtUnfSF497 BsmtUnfSF498
## 7.697997e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF499 BsmtUnfSF50 BsmtUnfSF500
## 7.542534e+02 -3.567436e+03 -1.359703e+04
## BsmtUnfSF501 BsmtUnfSF502 BsmtUnfSF503
## 2.086598e+04 0.000000e+00 2.097532e+04
## BsmtUnfSF504 BsmtUnfSF505 BsmtUnfSF506
## -5.004172e+03 0.000000e+00 -5.353035e+03
## BsmtUnfSF507 BsmtUnfSF508 BsmtUnfSF510
## 0.000000e+00 1.085826e+04 -7.182829e+02
## BsmtUnfSF512 BsmtUnfSF513 BsmtUnfSF515
## 6.760603e+02 0.000000e+00 1.420132e+03
## BsmtUnfSF516 BsmtUnfSF517 BsmtUnfSF519
## 5.250580e+03 0.000000e+00 5.308300e+03
## BsmtUnfSF52 BsmtUnfSF520 BsmtUnfSF521
## 0.000000e+00 -4.699689e+03 0.000000e+00
## BsmtUnfSF522 BsmtUnfSF523 BsmtUnfSF524
## 4.714447e+03 0.000000e+00 -2.198780e+03
## BsmtUnfSF525 BsmtUnfSF526 BsmtUnfSF527
## -1.396700e+03 1.670236e+04 0.000000e+00
## BsmtUnfSF528 BsmtUnfSF529 BsmtUnfSF53
## 7.088760e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF530 BsmtUnfSF532 BsmtUnfSF533
## 6.682863e+03 0.000000e+00 1.032952e+04
## BsmtUnfSF534 BsmtUnfSF535 BsmtUnfSF536
## 0.000000e+00 0.000000e+00 1.356355e+04
## BsmtUnfSF537 BsmtUnfSF538 BsmtUnfSF539
## 3.369533e+04 -1.216579e+04 9.038247e+03
## BsmtUnfSF54 BsmtUnfSF540 BsmtUnfSF541
## 0.000000e+00 -1.674107e+04 0.000000e+00
## BsmtUnfSF542 BsmtUnfSF543 BsmtUnfSF544
## 2.126142e+04 6.305598e+04 2.170739e+03
## BsmtUnfSF545 BsmtUnfSF546 BsmtUnfSF547
## -9.416147e+03 -4.940851e+03 0.000000e+00
## BsmtUnfSF548 BsmtUnfSF549 BsmtUnfSF55
## 3.657599e+03 -4.221209e+03 1.023131e+04
## BsmtUnfSF550 BsmtUnfSF551 BsmtUnfSF552
## -1.033920e+04 1.238578e+03 -6.136723e+03
## BsmtUnfSF554 BsmtUnfSF555 BsmtUnfSF556
## -3.276425e+03 0.000000e+00 9.025605e+03
## BsmtUnfSF557 BsmtUnfSF559 BsmtUnfSF56
## -6.525966e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF560 BsmtUnfSF561 BsmtUnfSF563
## 4.419988e+03 0.000000e+00 -1.848741e+03
## BsmtUnfSF564 BsmtUnfSF565 BsmtUnfSF567
## -1.888539e+04 0.000000e+00 6.820343e+02
## BsmtUnfSF568 BsmtUnfSF569 BsmtUnfSF57
## 9.954749e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF570 BsmtUnfSF571 BsmtUnfSF572
## -5.628810e+02 1.765529e+03 -4.266805e+02
## BsmtUnfSF574 BsmtUnfSF575 BsmtUnfSF576
## 7.358067e+03 0.000000e+00 -6.049798e+03
## BsmtUnfSF577 BsmtUnfSF578 BsmtUnfSF579
## -9.112473e+03 1.119973e+04 0.000000e+00
## BsmtUnfSF58 BsmtUnfSF580 BsmtUnfSF581
## 0.000000e+00 8.143265e+02 0.000000e+00
## BsmtUnfSF583 BsmtUnfSF584 BsmtUnfSF585
## 0.000000e+00 0.000000e+00 -9.347079e+03
## BsmtUnfSF586 BsmtUnfSF587 BsmtUnfSF588
## 4.896019e+03 0.000000e+00 -1.256324e+04
## BsmtUnfSF589 BsmtUnfSF590 BsmtUnfSF591
## 8.696254e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF592 BsmtUnfSF593 BsmtUnfSF594
## 0.000000e+00 0.000000e+00 7.933081e+03
## BsmtUnfSF595 BsmtUnfSF596 BsmtUnfSF598
## 5.098905e+01 3.386866e+03 3.628913e+03
## BsmtUnfSF599 BsmtUnfSF60 BsmtUnfSF600
## -9.910070e+03 1.250961e+04 -1.528290e+04
## BsmtUnfSF602 BsmtUnfSF604 BsmtUnfSF605
## -1.114007e+04 1.642632e+03 -2.999070e+03
## BsmtUnfSF606 BsmtUnfSF608 BsmtUnfSF61
## 1.081478e+04 0.000000e+00 -7.028762e+03
## BsmtUnfSF610 BsmtUnfSF611 BsmtUnfSF612
## 0.000000e+00 2.256123e+03 -5.576220e+03
## BsmtUnfSF613 BsmtUnfSF615 BsmtUnfSF616
## 0.000000e+00 0.000000e+00 5.633655e+03
## BsmtUnfSF618 BsmtUnfSF619 BsmtUnfSF620
## 0.000000e+00 -4.934096e+03 -1.874591e+03
## BsmtUnfSF621 BsmtUnfSF622 BsmtUnfSF624
## 0.000000e+00 6.348155e+03 -5.585920e+03
## BsmtUnfSF625 BsmtUnfSF626 BsmtUnfSF628
## 6.101109e+03 1.355425e+04 3.065685e+03
## BsmtUnfSF63 BsmtUnfSF630 BsmtUnfSF631
## 0.000000e+00 -8.959583e+03 0.000000e+00
## BsmtUnfSF632 BsmtUnfSF634 BsmtUnfSF635
## 0.000000e+00 0.000000e+00 -9.438355e+03
## BsmtUnfSF636 BsmtUnfSF637 BsmtUnfSF638
## -9.656788e+02 -4.894558e+03 -2.790379e+02
## BsmtUnfSF639 BsmtUnfSF64 BsmtUnfSF640
## 0.000000e+00 -1.623712e+04 1.241183e+04
## BsmtUnfSF641 BsmtUnfSF643 BsmtUnfSF644
## -1.093987e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF645 BsmtUnfSF646 BsmtUnfSF647
## 2.907249e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF648 BsmtUnfSF649 BsmtUnfSF650
## -5.869089e+03 -4.611099e+04 2.102595e+03
## BsmtUnfSF651 BsmtUnfSF652 BsmtUnfSF655
## -1.704890e+04 6.638977e+00 0.000000e+00
## BsmtUnfSF656 BsmtUnfSF657 BsmtUnfSF658
## -2.627788e+04 0.000000e+00 -1.080322e+04
## BsmtUnfSF659 BsmtUnfSF660 BsmtUnfSF661
## 0.000000e+00 -8.924430e+03 -1.018600e+04
## BsmtUnfSF662 BsmtUnfSF663 BsmtUnfSF664
## -1.333438e+04 0.000000e+00 3.797468e+03
## BsmtUnfSF666 BsmtUnfSF667 BsmtUnfSF668
## -4.949371e+02 0.000000e+00 -2.261617e+03
## BsmtUnfSF671 BsmtUnfSF672 BsmtUnfSF673
## 8.723373e+03 -9.855415e+03 1.297944e+04
## BsmtUnfSF674 BsmtUnfSF675 BsmtUnfSF676
## 0.000000e+00 0.000000e+00 -1.215595e+04
## BsmtUnfSF677 BsmtUnfSF678 BsmtUnfSF679
## 0.000000e+00 -2.316171e+03 0.000000e+00
## BsmtUnfSF680 BsmtUnfSF683 BsmtUnfSF684
## -1.111446e+04 0.000000e+00 -9.787516e+03
## BsmtUnfSF686 BsmtUnfSF689 BsmtUnfSF690
## 3.958732e+03 -7.449893e+03 4.560245e+04
## BsmtUnfSF691 BsmtUnfSF692 BsmtUnfSF693
## -8.106908e+02 1.215087e+04 -4.706118e+03
## BsmtUnfSF697 BsmtUnfSF698 BsmtUnfSF70
## 9.031496e+03 -1.608413e+03 8.538385e+03
## BsmtUnfSF700 BsmtUnfSF701 BsmtUnfSF702
## 4.449229e+03 9.315818e+03 -1.064896e+04
## BsmtUnfSF704 BsmtUnfSF705 BsmtUnfSF706
## 0.000000e+00 -1.941605e+04 -4.779212e+03
## BsmtUnfSF707 BsmtUnfSF708 BsmtUnfSF709
## -1.249451e+04 -6.245848e+03 -1.498631e+04
## BsmtUnfSF710 BsmtUnfSF712 BsmtUnfSF713
## 1.646362e+03 8.352234e+03 0.000000e+00
## BsmtUnfSF715 BsmtUnfSF716 BsmtUnfSF717
## -2.778755e+04 0.000000e+00 7.618879e+02
## BsmtUnfSF718 BsmtUnfSF72 BsmtUnfSF720
## -1.047285e+04 -1.440283e+03 3.864235e+04
## BsmtUnfSF721 BsmtUnfSF722 BsmtUnfSF723
## -6.086642e+03 5.726230e+03 0.000000e+00
## BsmtUnfSF724 BsmtUnfSF725 BsmtUnfSF726
## 1.085040e+02 1.249712e+04 2.982344e+03
## BsmtUnfSF727 BsmtUnfSF728 BsmtUnfSF729
## 0.000000e+00 -1.301098e+04 0.000000e+00
## BsmtUnfSF730 BsmtUnfSF731 BsmtUnfSF732
## 1.150351e+04 -2.421851e+03 -7.695019e+03
## BsmtUnfSF733 BsmtUnfSF734 BsmtUnfSF735
## 5.822238e+02 1.999562e+02 1.017308e+03
## BsmtUnfSF736 BsmtUnfSF738 BsmtUnfSF739
## -5.310164e+03 0.000000e+00 -1.509090e+04
## BsmtUnfSF74 BsmtUnfSF740 BsmtUnfSF741
## 1.111559e+04 4.888198e+03 -7.742553e+03
## BsmtUnfSF742 BsmtUnfSF744 BsmtUnfSF745
## -1.035503e+04 1.313508e+04 0.000000e+00
## BsmtUnfSF746 BsmtUnfSF747 BsmtUnfSF748
## -8.609108e+03 -7.370397e+03 -4.628493e+03
## BsmtUnfSF749 BsmtUnfSF75 BsmtUnfSF750
## 0.000000e+00 -2.956053e+03 2.898015e+04
## BsmtUnfSF752 BsmtUnfSF755 BsmtUnfSF756
## -4.995246e+03 -1.338703e+04 -2.338615e+04
## BsmtUnfSF758 BsmtUnfSF76 BsmtUnfSF760
## -1.022774e+04 -8.811827e+03 0.000000e+00
## BsmtUnfSF761 BsmtUnfSF762 BsmtUnfSF763
## 4.125044e+03 -4.189510e+03 0.000000e+00
## BsmtUnfSF764 BsmtUnfSF765 BsmtUnfSF767
## 9.898905e+03 2.839697e+04 0.000000e+00
## BsmtUnfSF768 BsmtUnfSF769 BsmtUnfSF77
## -9.344771e+03 1.052887e+04 -4.706892e+02
## BsmtUnfSF770 BsmtUnfSF771 BsmtUnfSF772
## 9.968505e+03 0.000000e+00 -2.822667e+03
## BsmtUnfSF773 BsmtUnfSF774 BsmtUnfSF776
## 3.039043e+04 5.848816e+03 -3.570780e+03
## BsmtUnfSF777 BsmtUnfSF778 BsmtUnfSF779
## -2.323610e+04 -1.091596e+04 9.520577e+02
## BsmtUnfSF78 BsmtUnfSF780 BsmtUnfSF781
## 1.174219e+04 3.801171e+02 0.000000e+00
## BsmtUnfSF782 BsmtUnfSF783 BsmtUnfSF784
## 0.000000e+00 4.233059e+03 4.305527e+02
## BsmtUnfSF785 BsmtUnfSF788 BsmtUnfSF789
## 6.989971e+03 5.975342e+04 0.000000e+00
## BsmtUnfSF79 BsmtUnfSF791 BsmtUnfSF792
## 0.000000e+00 5.169089e+03 2.799179e+04
## BsmtUnfSF793 BsmtUnfSF794 BsmtUnfSF795
## 6.864683e+03 1.285752e+04 -3.200880e+04
## BsmtUnfSF796 BsmtUnfSF797 BsmtUnfSF798
## -6.071997e+03 1.059268e+04 -1.246291e+04
## BsmtUnfSF799 BsmtUnfSF80 BsmtUnfSF801
## 3.583280e+03 -1.799973e+03 6.639019e+03
## BsmtUnfSF802 BsmtUnfSF803 BsmtUnfSF804
## 0.000000e+00 -2.061532e+04 -5.619815e+03
## BsmtUnfSF806 BsmtUnfSF808 BsmtUnfSF809
## -3.053462e+03 -6.192572e+03 0.000000e+00
## BsmtUnfSF81 BsmtUnfSF810 BsmtUnfSF811
## -3.618903e+03 -1.683475e+04 -8.317723e+03
## BsmtUnfSF812 BsmtUnfSF813 BsmtUnfSF814
## 8.830156e+03 -5.344195e+03 -1.948933e+03
## BsmtUnfSF815 BsmtUnfSF816 BsmtUnfSF817
## 2.527947e+03 -2.107355e+04 0.000000e+00
## BsmtUnfSF818 BsmtUnfSF819 BsmtUnfSF82
## -4.473968e+03 0.000000e+00 -2.557382e+04
## BsmtUnfSF821 BsmtUnfSF823 BsmtUnfSF825
## 0.000000e+00 9.405506e+02 0.000000e+00
## BsmtUnfSF827 BsmtUnfSF828 BsmtUnfSF83
## 0.000000e+00 0.000000e+00 -5.861975e+03
## BsmtUnfSF830 BsmtUnfSF831 BsmtUnfSF832
## 0.000000e+00 1.157021e+04 -1.148251e+04
## BsmtUnfSF833 BsmtUnfSF834 BsmtUnfSF835
## -8.209207e+03 2.170202e+03 0.000000e+00
## BsmtUnfSF836 BsmtUnfSF84 BsmtUnfSF840
## 0.000000e+00 -1.399489e+03 -5.635205e+03
## BsmtUnfSF841 BsmtUnfSF844 BsmtUnfSF845
## -6.978046e+03 1.060450e+03 0.000000e+00
## BsmtUnfSF846 BsmtUnfSF847 BsmtUnfSF848
## 1.647619e+03 2.559247e+01 0.000000e+00
## BsmtUnfSF849 BsmtUnfSF850 BsmtUnfSF851
## -1.447682e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF852 BsmtUnfSF856 BsmtUnfSF858
## 0.000000e+00 0.000000e+00 -1.882812e+03
## BsmtUnfSF859 BsmtUnfSF86 BsmtUnfSF860
## -1.090080e+03 0.000000e+00 9.928109e+03
## BsmtUnfSF861 BsmtUnfSF862 BsmtUnfSF863
## -4.305920e+03 -5.657921e+03 0.000000e+00
## BsmtUnfSF864 BsmtUnfSF866 BsmtUnfSF868
## -6.498233e+03 -5.628217e+03 2.092072e+04
## BsmtUnfSF869 BsmtUnfSF871 BsmtUnfSF872
## 0.000000e+00 -9.686972e+03 0.000000e+00
## BsmtUnfSF873 BsmtUnfSF874 BsmtUnfSF876
## 0.000000e+00 1.835821e+04 -1.478998e+04
## BsmtUnfSF877 BsmtUnfSF878 BsmtUnfSF879
## 2.138336e+04 -1.338592e+03 5.263098e+02
## BsmtUnfSF88 BsmtUnfSF880 BsmtUnfSF882
## 4.048832e+03 -1.555583e+03 -4.997366e+03
## BsmtUnfSF884 BsmtUnfSF888 BsmtUnfSF889
## -1.674691e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF89 BsmtUnfSF891 BsmtUnfSF892
## 2.015640e+04 1.839334e+04 -1.204514e+04
## BsmtUnfSF893 BsmtUnfSF894 BsmtUnfSF896
## 8.097831e+03 -4.255116e+03 -1.270108e+04
## BsmtUnfSF897 BsmtUnfSF898 BsmtUnfSF899
## 0.000000e+00 0.000000e+00 -1.032625e+04
## BsmtUnfSF90 BsmtUnfSF901 BsmtUnfSF903
## -1.002265e+04 -8.360933e+03 0.000000e+00
## BsmtUnfSF905 BsmtUnfSF906 BsmtUnfSF907
## 2.678196e+03 -9.240096e+03 7.093063e+03
## BsmtUnfSF908 BsmtUnfSF91 BsmtUnfSF910
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF912 BsmtUnfSF914 BsmtUnfSF916
## 3.884536e+03 8.836482e+03 -5.234350e+03
## BsmtUnfSF917 BsmtUnfSF918 BsmtUnfSF92
## 0.000000e+00 -2.292038e+04 8.521215e+02
## BsmtUnfSF920 BsmtUnfSF924 BsmtUnfSF925
## -6.450927e+03 -2.553878e+03 -2.163096e+04
## BsmtUnfSF926 BsmtUnfSF927 BsmtUnfSF928
## -1.326088e+04 -1.733356e+03 0.000000e+00
## BsmtUnfSF929 BsmtUnfSF93 BsmtUnfSF930
## 0.000000e+00 1.754079e+04 -6.068610e+03
## BsmtUnfSF931 BsmtUnfSF932 BsmtUnfSF935
## 0.000000e+00 -5.451063e+03 1.044959e+03
## BsmtUnfSF936 BsmtUnfSF938 BsmtUnfSF939
## -1.263094e+03 0.000000e+00 -2.745203e+03
## BsmtUnfSF94 BsmtUnfSF940 BsmtUnfSF941
## 0.000000e+00 -2.578937e+03 -1.448854e+04
## BsmtUnfSF944 BsmtUnfSF945 BsmtUnfSF948
## 0.000000e+00 0.000000e+00 -1.240674e+04
## BsmtUnfSF949 BsmtUnfSF95 BsmtUnfSF951
## 0.000000e+00 -4.160944e+03 0.000000e+00
## BsmtUnfSF952 BsmtUnfSF953 BsmtUnfSF957
## 1.041403e+04 1.975003e+02 0.000000e+00
## BsmtUnfSF958 BsmtUnfSF96 BsmtUnfSF960
## -1.446220e+03 -3.371104e+03 -1.461807e+04
## BsmtUnfSF961 BsmtUnfSF963 BsmtUnfSF964
## 3.201255e+03 0.000000e+00 9.646777e+03
## BsmtUnfSF966 BsmtUnfSF967 BsmtUnfSF968
## 0.000000e+00 2.574038e+03 -1.141752e+03
## BsmtUnfSF969 BsmtUnfSF970 BsmtUnfSF971
## 1.448062e+04 -1.165949e+04 2.504622e+03
## BsmtUnfSF972 BsmtUnfSF974 BsmtUnfSF975
## 3.105122e+02 0.000000e+00 -1.644407e+02
## BsmtUnfSF976 BsmtUnfSF977 BsmtUnfSF978
## -8.287613e+03 2.007244e+03 1.524126e+04
## BsmtUnfSF98 BsmtUnfSF982 BsmtUnfSF983
## 0.000000e+00 -8.948580e+03 1.330176e+04
## BsmtUnfSF988 BsmtUnfSF989 BsmtUnfSF99
## -5.136905e+03 7.014984e+04 5.563758e+03
## BsmtUnfSF992 BsmtUnfSF993 BsmtUnfSF994
## 0.000000e+00 -1.850724e+03 -1.128931e+04
## BsmtUnfSF995 BsmtUnfSF996 BsmtUnfSF998
## 7.007154e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF999 TotalBsmtSF1000 TotalBsmtSF1001
## -4.125746e+03 0.000000e+00 1.444186e+03
## TotalBsmtSF1002 TotalBsmtSF1003 TotalBsmtSF1004
## 1.195627e+04 -5.286391e+02 -3.285696e+03
## TotalBsmtSF1005 TotalBsmtSF1006 TotalBsmtSF1007
## -1.926909e+03 -1.507852e+04 -7.444719e+03
## TotalBsmtSF1008 TotalBsmtSF1010 TotalBsmtSF1012
## -3.589297e+03 -1.439824e+03 5.910158e+03
## TotalBsmtSF1013 TotalBsmtSF1014 TotalBsmtSF1015
## -4.264616e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1017 TotalBsmtSF1019 TotalBsmtSF1020
## 6.815903e+03 -6.660314e+03 2.905989e+03
## TotalBsmtSF1021 TotalBsmtSF1022 TotalBsmtSF1024
## -1.496586e+04 -9.309171e+03 1.252514e+04
## TotalBsmtSF1025 TotalBsmtSF1026 TotalBsmtSF1027
## 0.000000e+00 4.655268e+03 0.000000e+00
## TotalBsmtSF1028 TotalBsmtSF1029 TotalBsmtSF1030
## 1.368338e+04 3.109207e+03 1.200398e+04
## TotalBsmtSF1031 TotalBsmtSF1032 TotalBsmtSF1034
## 0.000000e+00 -3.917802e+03 3.658304e+04
## TotalBsmtSF1035 TotalBsmtSF1036 TotalBsmtSF1037
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1038 TotalBsmtSF1039 TotalBsmtSF1040
## 0.000000e+00 -6.532424e+03 -4.649843e+03
## TotalBsmtSF1041 TotalBsmtSF1042 TotalBsmtSF1043
## -5.263158e+03 3.503007e+02 0.000000e+00
## TotalBsmtSF1044 TotalBsmtSF1045 TotalBsmtSF1046
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1047 TotalBsmtSF1048 TotalBsmtSF1049
## 0.000000e+00 2.091585e+03 0.000000e+00
## TotalBsmtSF105 TotalBsmtSF1050 TotalBsmtSF1051
## -1.056688e+04 -4.486504e+02 -8.082825e+02
## TotalBsmtSF1052 TotalBsmtSF1053 TotalBsmtSF1054
## -1.101607e+04 -2.577552e+03 6.143644e+03
## TotalBsmtSF1055 TotalBsmtSF1056 TotalBsmtSF1057
## -7.671648e+02 2.381884e+03 -1.249585e+03
## TotalBsmtSF1058 TotalBsmtSF1059 TotalBsmtSF1060
## 7.921498e+02 7.181755e+02 1.885438e+03
## TotalBsmtSF1061 TotalBsmtSF1062 TotalBsmtSF1063
## 0.000000e+00 -9.523186e+03 5.948457e+03
## TotalBsmtSF1064 TotalBsmtSF1065 TotalBsmtSF1066
## 6.516440e+02 5.296422e+03 0.000000e+00
## TotalBsmtSF1067 TotalBsmtSF1068 TotalBsmtSF1069
## -1.010058e+04 0.000000e+00 -3.483907e+02
## TotalBsmtSF1070 TotalBsmtSF1072 TotalBsmtSF1073
## -6.774624e+03 0.000000e+00 1.154607e+03
## TotalBsmtSF1074 TotalBsmtSF1075 TotalBsmtSF1076
## -1.831151e+03 -2.053257e+04 0.000000e+00
## TotalBsmtSF1077 TotalBsmtSF1078 TotalBsmtSF1079
## 0.000000e+00 -1.613849e+03 6.726084e+03
## TotalBsmtSF1080 TotalBsmtSF1081 TotalBsmtSF1082
## -6.101925e+03 0.000000e+00 7.149094e+03
## TotalBsmtSF1083 TotalBsmtSF1084 TotalBsmtSF1085
## 0.000000e+00 -1.039186e+04 1.449203e+04
## TotalBsmtSF1086 TotalBsmtSF1088 TotalBsmtSF1089
## 2.410951e+03 -3.102353e+02 0.000000e+00
## TotalBsmtSF1090 TotalBsmtSF1091 TotalBsmtSF1092
## -5.812952e+03 0.000000e+00 8.656565e+02
## TotalBsmtSF1093 TotalBsmtSF1094 TotalBsmtSF1095
## 0.000000e+00 -1.563441e+03 4.549931e+02
## TotalBsmtSF1096 TotalBsmtSF1097 TotalBsmtSF1098
## 3.097964e+03 -5.633542e+03 9.933542e+02
## TotalBsmtSF1099 TotalBsmtSF1100 TotalBsmtSF1103
## -1.702514e+04 3.905424e+02 -7.877745e+02
## TotalBsmtSF1104 TotalBsmtSF1105 TotalBsmtSF1106
## 5.902836e+03 -2.510920e+03 -1.177313e+03
## TotalBsmtSF1107 TotalBsmtSF1108 TotalBsmtSF1109
## 3.426122e+04 3.596834e+04 2.316399e+03
## TotalBsmtSF1112 TotalBsmtSF1113 TotalBsmtSF1114
## 1.821725e+03 -4.568077e+03 -4.864407e+03
## TotalBsmtSF1116 TotalBsmtSF1117 TotalBsmtSF1118
## -5.505562e+02 1.141770e+02 0.000000e+00
## TotalBsmtSF1120 TotalBsmtSF1121 TotalBsmtSF1122
## -5.501642e+03 -4.606548e+03 6.600839e+03
## TotalBsmtSF1124 TotalBsmtSF1125 TotalBsmtSF1126
## 0.000000e+00 6.808670e+03 2.411909e+04
## TotalBsmtSF1127 TotalBsmtSF1128 TotalBsmtSF1129
## 8.928164e+03 1.323597e+04 0.000000e+00
## TotalBsmtSF1130 TotalBsmtSF1131 TotalBsmtSF1132
## 0.000000e+00 0.000000e+00 -3.808920e+03
## TotalBsmtSF1134 TotalBsmtSF1135 TotalBsmtSF1136
## 4.682391e+03 0.000000e+00 7.254003e+03
## TotalBsmtSF1138 TotalBsmtSF1140 TotalBsmtSF1141
## -1.957274e+03 -2.573396e+04 -4.643859e+03
## TotalBsmtSF1142 TotalBsmtSF1143 TotalBsmtSF1144
## 8.547768e+03 5.024316e+03 1.465792e+03
## TotalBsmtSF1145 TotalBsmtSF1146 TotalBsmtSF1147
## -1.270414e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1148 TotalBsmtSF1149 TotalBsmtSF1150
## -2.311053e+04 2.867532e+03 2.978337e+03
## TotalBsmtSF1151 TotalBsmtSF1152 TotalBsmtSF1153
## -1.063770e+04 1.087052e+04 2.915711e+02
## TotalBsmtSF1154 TotalBsmtSF1156 TotalBsmtSF1157
## -1.052671e+04 -4.305516e+03 2.089101e+04
## TotalBsmtSF1158 TotalBsmtSF1160 TotalBsmtSF1161
## 8.724732e+03 2.489554e+03 1.354171e+04
## TotalBsmtSF1162 TotalBsmtSF1163 TotalBsmtSF1164
## -1.034096e+04 6.665648e+03 5.238036e+03
## TotalBsmtSF1165 TotalBsmtSF1166 TotalBsmtSF1168
## 3.679029e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1169 TotalBsmtSF1170 TotalBsmtSF1172
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1173 TotalBsmtSF1174 TotalBsmtSF1175
## 0.000000e+00 0.000000e+00 2.325388e+04
## TotalBsmtSF1176 TotalBsmtSF1177 TotalBsmtSF1178
## -1.337917e+02 0.000000e+00 0.000000e+00
## TotalBsmtSF1179 TotalBsmtSF1180 TotalBsmtSF1181
## 0.000000e+00 0.000000e+00 2.384566e+03
## TotalBsmtSF1182 TotalBsmtSF1184 TotalBsmtSF1187
## 0.000000e+00 4.739286e+03 -4.473378e+03
## TotalBsmtSF1188 TotalBsmtSF1189 TotalBsmtSF1190
## 7.306252e+03 0.000000e+00 8.362561e+03
## TotalBsmtSF1191 TotalBsmtSF1192 TotalBsmtSF1193
## 0.000000e+00 2.064237e+04 -1.142488e+03
## TotalBsmtSF1194 TotalBsmtSF1195 TotalBsmtSF1196
## 2.586342e+03 1.643271e+03 4.327092e+03
## TotalBsmtSF1198 TotalBsmtSF1199 TotalBsmtSF1200
## -1.566682e+04 -5.109068e+03 2.920050e+03
## TotalBsmtSF1202 TotalBsmtSF1203 TotalBsmtSF1204
## 1.535849e+04 1.507559e+04 -3.708530e+03
## TotalBsmtSF1205 TotalBsmtSF1206 TotalBsmtSF1208
## 2.069234e+04 0.000000e+00 -4.130440e+03
## TotalBsmtSF1209 TotalBsmtSF1210 TotalBsmtSF1211
## 0.000000e+00 1.556427e+04 0.000000e+00
## TotalBsmtSF1212 TotalBsmtSF1214 TotalBsmtSF1215
## 1.043626e+03 -4.049392e+03 3.407934e+03
## TotalBsmtSF1216 TotalBsmtSF1217 TotalBsmtSF1218
## 1.402884e+02 0.000000e+00 2.581324e+02
## TotalBsmtSF1219 TotalBsmtSF1220 TotalBsmtSF1221
## 9.503889e+03 4.403607e+03 -9.893133e+03
## TotalBsmtSF1222 TotalBsmtSF1223 TotalBsmtSF1224
## 0.000000e+00 7.866466e+03 -4.086022e+03
## TotalBsmtSF1225 TotalBsmtSF1226 TotalBsmtSF1228
## 1.624430e+04 8.927223e+03 2.015336e+02
## TotalBsmtSF1230 TotalBsmtSF1231 TotalBsmtSF1232
## 0.000000e+00 0.000000e+00 -9.903213e+02
## TotalBsmtSF1234 TotalBsmtSF1235 TotalBsmtSF1236
## -4.162472e+03 -8.512365e+03 0.000000e+00
## TotalBsmtSF1237 TotalBsmtSF1240 TotalBsmtSF1241
## 5.510231e+03 4.659499e+03 2.967672e+03
## TotalBsmtSF1242 TotalBsmtSF1243 TotalBsmtSF1244
## 1.429475e+04 0.000000e+00 2.788868e+03
## TotalBsmtSF1246 TotalBsmtSF1247 TotalBsmtSF1248
## 1.467369e+02 -4.727927e+03 -5.204761e+03
## TotalBsmtSF1249 TotalBsmtSF1250 TotalBsmtSF1251
## 8.955409e+03 0.000000e+00 -2.647701e+03
## TotalBsmtSF1252 TotalBsmtSF1253 TotalBsmtSF1254
## -8.248155e+02 4.028575e+03 0.000000e+00
## TotalBsmtSF1256 TotalBsmtSF1257 TotalBsmtSF1258
## 4.487721e+03 -1.080502e+04 -1.008851e+04
## TotalBsmtSF1259 TotalBsmtSF1260 TotalBsmtSF1261
## 0.000000e+00 1.232780e+04 -2.454210e+03
## TotalBsmtSF1262 TotalBsmtSF1264 TotalBsmtSF1265
## -5.824416e+02 2.078360e+04 0.000000e+00
## TotalBsmtSF1266 TotalBsmtSF1267 TotalBsmtSF1268
## -6.336474e+03 -5.455597e+03 -5.100413e+03
## TotalBsmtSF1269 TotalBsmtSF1270 TotalBsmtSF1271
## 9.154929e+03 0.000000e+00 -5.563205e+03
## TotalBsmtSF1272 TotalBsmtSF1273 TotalBsmtSF1274
## -7.415340e+03 3.062748e+03 5.996650e+03
## TotalBsmtSF1276 TotalBsmtSF1277 TotalBsmtSF1278
## -6.502441e+03 -3.991788e+03 1.888869e+03
## TotalBsmtSF1280 TotalBsmtSF1281 TotalBsmtSF1282
## 0.000000e+00 -4.110638e+03 0.000000e+00
## TotalBsmtSF1284 TotalBsmtSF1286 TotalBsmtSF1288
## 1.140325e+04 1.048345e+04 1.437855e+04
## TotalBsmtSF1290 TotalBsmtSF1291 TotalBsmtSF1292
## 0.000000e+00 -1.248245e+04 0.000000e+00
## TotalBsmtSF1293 TotalBsmtSF1295 TotalBsmtSF1296
## -1.024984e+04 0.000000e+00 4.556494e+03
## TotalBsmtSF1297 TotalBsmtSF1298 TotalBsmtSF1299
## -7.393410e+03 4.078664e+03 6.060655e+03
## TotalBsmtSF1300 TotalBsmtSF1302 TotalBsmtSF1304
## -1.654661e+03 1.642316e+03 -7.631762e+02
## TotalBsmtSF1306 TotalBsmtSF1308 TotalBsmtSF1309
## 2.008062e+04 0.000000e+00 1.050624e+03
## TotalBsmtSF1310 TotalBsmtSF1311 TotalBsmtSF1312
## -2.333104e+04 1.785151e+04 0.000000e+00
## TotalBsmtSF1313 TotalBsmtSF1314 TotalBsmtSF1316
## 0.000000e+00 6.224960e+03 4.585884e+03
## TotalBsmtSF1317 TotalBsmtSF1318 TotalBsmtSF1319
## 0.000000e+00 9.429462e+03 -3.480726e+02
## TotalBsmtSF1324 TotalBsmtSF1325 TotalBsmtSF1326
## 1.293725e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1328 TotalBsmtSF1329 TotalBsmtSF1330
## 9.247858e+02 0.000000e+00 8.538842e+02
## TotalBsmtSF1331 TotalBsmtSF1332 TotalBsmtSF1334
## 0.000000e+00 1.049538e+04 0.000000e+00
## TotalBsmtSF1335 TotalBsmtSF1336 TotalBsmtSF1337
## 0.000000e+00 0.000000e+00 -6.516597e+03
## TotalBsmtSF1338 TotalBsmtSF1339 TotalBsmtSF1340
## 1.614134e+04 0.000000e+00 -1.761913e+04
## TotalBsmtSF1341 TotalBsmtSF1342 TotalBsmtSF1344
## 0.000000e+00 0.000000e+00 -3.553233e+03
## TotalBsmtSF1346 TotalBsmtSF1347 TotalBsmtSF1348
## -7.024568e+03 -7.845366e+03 0.000000e+00
## TotalBsmtSF1349 TotalBsmtSF1350 TotalBsmtSF1351
## 1.233959e+04 1.185768e+04 0.000000e+00
## TotalBsmtSF1352 TotalBsmtSF1356 TotalBsmtSF1357
## 1.377199e+03 1.973528e+04 0.000000e+00
## TotalBsmtSF1358 TotalBsmtSF1360 TotalBsmtSF1361
## 1.314759e+03 1.398308e+03 5.551409e+02
## TotalBsmtSF1362 TotalBsmtSF1363 TotalBsmtSF1364
## 5.389831e+03 0.000000e+00 1.046629e+04
## TotalBsmtSF1365 TotalBsmtSF1367 TotalBsmtSF1368
## 0.000000e+00 5.195707e+02 5.606927e+03
## TotalBsmtSF1369 TotalBsmtSF1370 TotalBsmtSF1372
## 0.000000e+00 -6.426455e+03 8.901734e+03
## TotalBsmtSF1373 TotalBsmtSF1374 TotalBsmtSF1375
## -9.818796e+03 1.517843e+04 -8.952522e+03
## TotalBsmtSF1376 TotalBsmtSF1377 TotalBsmtSF1378
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1379 TotalBsmtSF1380 TotalBsmtSF1381
## 2.464708e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1382 TotalBsmtSF1383 TotalBsmtSF1385
## 0.000000e+00 -2.303609e+03 6.836555e+03
## TotalBsmtSF1386 TotalBsmtSF1388 TotalBsmtSF1389
## -2.182527e+04 0.000000e+00 6.227355e+03
## TotalBsmtSF1390 TotalBsmtSF1391 TotalBsmtSF1392
## -1.759594e+03 1.373711e+04 -9.861943e+02
## TotalBsmtSF1393 TotalBsmtSF1394 TotalBsmtSF1395
## 2.291143e+04 -9.309845e+03 0.000000e+00
## TotalBsmtSF1396 TotalBsmtSF1398 TotalBsmtSF1400
## 2.208275e+04 4.819405e+03 0.000000e+00
## TotalBsmtSF1401 TotalBsmtSF1402 TotalBsmtSF1405
## 0.000000e+00 0.000000e+00 1.514927e+03
## TotalBsmtSF1406 TotalBsmtSF1408 TotalBsmtSF1409
## 8.016029e+03 -4.486051e+02 0.000000e+00
## TotalBsmtSF1410 TotalBsmtSF1413 TotalBsmtSF1414
## 3.245351e+04 2.644855e+03 1.164182e+04
## TotalBsmtSF1415 TotalBsmtSF1416 TotalBsmtSF1417
## 0.000000e+00 -6.285183e+03 1.364641e+04
## TotalBsmtSF1418 TotalBsmtSF1419 TotalBsmtSF1420
## 0.000000e+00 8.273391e+04 0.000000e+00
## TotalBsmtSF1422 TotalBsmtSF1424 TotalBsmtSF1425
## 6.709399e+03 1.533668e+04 4.763279e+03
## TotalBsmtSF1426 TotalBsmtSF1427 TotalBsmtSF1428
## 0.000000e+00 0.000000e+00 -5.185066e+03
## TotalBsmtSF1430 TotalBsmtSF1431 TotalBsmtSF1432
## 5.880974e+03 -9.506517e+03 0.000000e+00
## TotalBsmtSF1433 TotalBsmtSF1434 TotalBsmtSF1436
## 0.000000e+00 -5.241807e+03 -5.513921e+03
## TotalBsmtSF1437 TotalBsmtSF1438 TotalBsmtSF1440
## -5.656699e+02 0.000000e+00 2.190977e+03
## TotalBsmtSF1441 TotalBsmtSF1442 TotalBsmtSF1444
## 0.000000e+00 3.527612e+03 1.634110e+04
## TotalBsmtSF1445 TotalBsmtSF1449 TotalBsmtSF1450
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1451 TotalBsmtSF1452 TotalBsmtSF1453
## 0.000000e+00 3.830273e+04 1.625991e+03
## TotalBsmtSF1454 TotalBsmtSF1455 TotalBsmtSF1459
## -2.115759e+03 0.000000e+00 -4.409186e+02
## TotalBsmtSF1460 TotalBsmtSF1461 TotalBsmtSF1462
## 0.000000e+00 7.241444e+03 2.467305e+04
## TotalBsmtSF1463 TotalBsmtSF1466 TotalBsmtSF1468
## 1.335406e+04 5.579490e+03 2.542261e+03
## TotalBsmtSF1470 TotalBsmtSF1473 TotalBsmtSF1475
## 1.031848e+04 9.002421e+02 5.853025e+03
## TotalBsmtSF1476 TotalBsmtSF1477 TotalBsmtSF1478
## 6.363660e+03 6.434042e+03 -5.764377e+03
## TotalBsmtSF1479 TotalBsmtSF1480 TotalBsmtSF1482
## 1.668091e+04 0.000000e+00 5.947399e+03
## TotalBsmtSF1484 TotalBsmtSF1485 TotalBsmtSF1486
## -1.888645e+03 1.062878e+04 1.177901e+04
## TotalBsmtSF1487 TotalBsmtSF1488 TotalBsmtSF1489
## 0.000000e+00 1.019006e+04 1.885211e+04
## TotalBsmtSF1490 TotalBsmtSF1491 TotalBsmtSF1492
## 6.867304e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1494 TotalBsmtSF1495 TotalBsmtSF1496
## 1.037117e+04 0.000000e+00 2.276578e+04
## TotalBsmtSF1498 TotalBsmtSF1499 TotalBsmtSF1500
## 1.359266e+04 -6.340081e+03 6.474297e+02
## TotalBsmtSF1501 TotalBsmtSF1502 TotalBsmtSF1504
## 2.636063e+04 1.372624e+04 -6.730381e+03
## TotalBsmtSF1505 TotalBsmtSF1508 TotalBsmtSF1509
## 1.623701e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1510 TotalBsmtSF1511 TotalBsmtSF1512
## 4.628667e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1516 TotalBsmtSF1517 TotalBsmtSF1518
## 6.624443e+03 1.367242e+02 1.542840e+04
## TotalBsmtSF1519 TotalBsmtSF1520 TotalBsmtSF1522
## 0.000000e+00 1.558643e+04 1.847205e+04
## TotalBsmtSF1524 TotalBsmtSF1525 TotalBsmtSF1528
## 0.000000e+00 2.923048e+03 0.000000e+00
## TotalBsmtSF1529 TotalBsmtSF1530 TotalBsmtSF1531
## 0.000000e+00 5.922829e+03 0.000000e+00
## TotalBsmtSF1533 TotalBsmtSF1536 TotalBsmtSF1538
## 3.580500e+04 -3.852747e+02 0.000000e+00
## TotalBsmtSF1540 TotalBsmtSF1541 TotalBsmtSF1542
## 0.000000e+00 -2.734272e+03 8.961167e+03
## TotalBsmtSF1544 TotalBsmtSF1546 TotalBsmtSF1550
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1552 TotalBsmtSF1553 TotalBsmtSF1554
## -6.848919e+02 0.000000e+00 1.029941e+03
## TotalBsmtSF1555 TotalBsmtSF1556 TotalBsmtSF1557
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1559 TotalBsmtSF1560 TotalBsmtSF1561
## 9.634561e+03 6.093142e+02 1.648813e+04
## TotalBsmtSF1562 TotalBsmtSF1563 TotalBsmtSF1564
## 0.000000e+00 4.998202e+03 0.000000e+00
## TotalBsmtSF1565 TotalBsmtSF1566 TotalBsmtSF1567
## 1.253746e+04 4.168881e+03 -6.263403e+03
## TotalBsmtSF1568 TotalBsmtSF1569 TotalBsmtSF1570
## 9.566767e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1571 TotalBsmtSF1572 TotalBsmtSF1573
## 1.222390e+04 1.506107e+04 8.283995e+03
## TotalBsmtSF1574 TotalBsmtSF1575 TotalBsmtSF1577
## -9.700867e+00 -4.441132e+03 0.000000e+00
## TotalBsmtSF1578 TotalBsmtSF1580 TotalBsmtSF1581
## 0.000000e+00 2.242625e+04 9.148144e+03
## TotalBsmtSF1582 TotalBsmtSF1584 TotalBsmtSF1587
## 1.901949e+04 -1.513381e+04 0.000000e+00
## TotalBsmtSF1588 TotalBsmtSF1590 TotalBsmtSF1592
## 3.521927e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1593 TotalBsmtSF1594 TotalBsmtSF1595
## 1.878358e+04 -1.680816e+03 8.227916e+03
## TotalBsmtSF1596 TotalBsmtSF1598 TotalBsmtSF160
## 0.000000e+00 3.751334e+03 0.000000e+00
## TotalBsmtSF1600 TotalBsmtSF1602 TotalBsmtSF1603
## 3.144532e+04 5.339734e+03 0.000000e+00
## TotalBsmtSF1604 TotalBsmtSF1606 TotalBsmtSF1610
## -1.919775e+03 4.840113e+03 -1.778125e+03
## TotalBsmtSF1612 TotalBsmtSF1614 TotalBsmtSF1615
## 0.000000e+00 9.041186e+03 0.000000e+00
## TotalBsmtSF1616 TotalBsmtSF1617 TotalBsmtSF1618
## 5.408578e+03 -2.994666e+03 0.000000e+00
## TotalBsmtSF1620 TotalBsmtSF1621 TotalBsmtSF1622
## 7.415597e+03 0.000000e+00 1.347510e+04
## TotalBsmtSF1623 TotalBsmtSF1624 TotalBsmtSF1625
## -5.011620e+02 1.065024e+04 0.000000e+00
## TotalBsmtSF1626 TotalBsmtSF1629 TotalBsmtSF1630
## 4.732066e+03 2.842185e+04 2.918685e+03
## TotalBsmtSF1632 TotalBsmtSF1638 TotalBsmtSF1641
## -5.008778e+03 8.173110e+03 0.000000e+00
## TotalBsmtSF1642 TotalBsmtSF1643 TotalBsmtSF1645
## 0.000000e+00 2.008874e+04 0.000000e+00
## TotalBsmtSF1649 TotalBsmtSF1650 TotalBsmtSF1652
## 1.599724e+04 1.969579e+04 1.207667e+04
## TotalBsmtSF1654 TotalBsmtSF1656 TotalBsmtSF1657
## -4.501204e+03 7.047388e+03 4.463196e+02
## TotalBsmtSF1660 TotalBsmtSF1664 TotalBsmtSF1666
## 1.530164e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1670 TotalBsmtSF1671 TotalBsmtSF1673
## 6.757358e+03 0.000000e+00 1.549969e+04
## TotalBsmtSF1675 TotalBsmtSF1678 TotalBsmtSF1679
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1680 TotalBsmtSF1682 TotalBsmtSF1683
## 2.629647e+03 1.430660e+04 1.143488e+04
## TotalBsmtSF1684 TotalBsmtSF1685 TotalBsmtSF1686
## 1.090101e+04 0.000000e+00 6.487869e+03
## TotalBsmtSF1689 TotalBsmtSF1694 TotalBsmtSF1696
## 1.342341e+04 6.639811e+03 0.000000e+00
## TotalBsmtSF1698 TotalBsmtSF1700 TotalBsmtSF1702
## 2.567907e+04 1.145252e+04 2.838886e+04
## TotalBsmtSF1704 TotalBsmtSF1705 TotalBsmtSF1706
## 1.451784e+04 9.668901e+03 0.000000e+00
## TotalBsmtSF1709 TotalBsmtSF1710 TotalBsmtSF1712
## 2.957838e+02 1.484332e+04 0.000000e+00
## TotalBsmtSF1713 TotalBsmtSF1714 TotalBsmtSF1719
## 8.377789e+03 0.000000e+00 2.926270e+04
## TotalBsmtSF1720 TotalBsmtSF1721 TotalBsmtSF1722
## 3.371388e+03 0.000000e+00 4.178211e+04
## TotalBsmtSF1726 TotalBsmtSF1728 TotalBsmtSF173
## 2.528988e+04 1.588714e+03 0.000000e+00
## TotalBsmtSF1732 TotalBsmtSF1733 TotalBsmtSF1734
## 4.360090e+02 0.000000e+00 3.392014e+04
## TotalBsmtSF1736 TotalBsmtSF1738 TotalBsmtSF1739
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1740 TotalBsmtSF1742 TotalBsmtSF1746
## 0.000000e+00 3.254139e+04 3.611098e+04
## TotalBsmtSF1748 TotalBsmtSF1751 TotalBsmtSF1752
## 0.000000e+00 0.000000e+00 1.594005e+04
## TotalBsmtSF1753 TotalBsmtSF1760 TotalBsmtSF1763
## 8.800110e+03 0.000000e+00 -2.906931e+03
## TotalBsmtSF1765 TotalBsmtSF1766 TotalBsmtSF1768
## 0.000000e+00 2.886256e+04 7.458552e+03
## TotalBsmtSF1774 TotalBsmtSF1776 TotalBsmtSF1777
## 0.000000e+00 0.000000e+00 6.392958e+03
## TotalBsmtSF1778 TotalBsmtSF1779 TotalBsmtSF1780
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1782 TotalBsmtSF1790 TotalBsmtSF1792
## 0.000000e+00 0.000000e+00 3.844768e+04
## TotalBsmtSF1795 TotalBsmtSF1800 TotalBsmtSF1802
## -2.964218e+04 6.036524e+03 0.000000e+00
## TotalBsmtSF1803 TotalBsmtSF1809 TotalBsmtSF1814
## 0.000000e+00 4.139342e+03 1.639484e+04
## TotalBsmtSF1822 TotalBsmtSF1824 TotalBsmtSF1829
## 8.841830e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1832 TotalBsmtSF1833 TotalBsmtSF1836
## 0.000000e+00 1.655181e+04 9.274042e+03
## TotalBsmtSF1838 TotalBsmtSF1840 TotalBsmtSF1842
## 1.062254e+04 0.000000e+00 3.681109e+04
## TotalBsmtSF1844 TotalBsmtSF1845 TotalBsmtSF1848
## -1.057970e+03 1.098090e+04 3.112933e+04
## TotalBsmtSF1850 TotalBsmtSF1851 TotalBsmtSF1856
## 0.000000e+00 0.000000e+00 3.536511e+04
## TotalBsmtSF1858 TotalBsmtSF1860 TotalBsmtSF1865
## 0.000000e+00 1.902631e+03 0.000000e+00
## TotalBsmtSF1866 TotalBsmtSF1868 TotalBsmtSF1869
## 0.000000e+00 2.638462e+04 3.286415e+04
## TotalBsmtSF1884 TotalBsmtSF1896 TotalBsmtSF1898
## 0.000000e+00 2.769121e+04 0.000000e+00
## TotalBsmtSF190 TotalBsmtSF1902 TotalBsmtSF1905
## -2.377400e+04 9.227045e+03 1.780890e+04
## TotalBsmtSF1907 TotalBsmtSF1910 TotalBsmtSF192
## -5.869797e+02 0.000000e+00 0.000000e+00
## TotalBsmtSF1921 TotalBsmtSF1922 TotalBsmtSF1926
## 0.000000e+00 2.712050e+04 3.952607e+04
## TotalBsmtSF1930 TotalBsmtSF1932 TotalBsmtSF1934
## 4.469659e+04 3.479475e+04 0.000000e+00
## TotalBsmtSF1935 TotalBsmtSF1947 TotalBsmtSF1949
## 4.663608e+04 -7.347226e+03 0.000000e+00
## TotalBsmtSF1950 TotalBsmtSF1952 TotalBsmtSF1958
## 0.000000e+00 2.330299e+04 0.000000e+00
## TotalBsmtSF1964 TotalBsmtSF1966 TotalBsmtSF1967
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1976 TotalBsmtSF1978 TotalBsmtSF1980
## 5.368621e+04 0.000000e+00 1.563244e+04
## TotalBsmtSF1982 TotalBsmtSF1986 TotalBsmtSF1992
## 0.000000e+00 1.709620e+04 5.446547e+04
## TotalBsmtSF1994 TotalBsmtSF2000 TotalBsmtSF2002
## 0.000000e+00 2.251669e+04 4.362426e+04
## TotalBsmtSF2006 TotalBsmtSF2014 TotalBsmtSF2020
## 5.098358e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF2024 TotalBsmtSF2033 TotalBsmtSF2035
## 0.000000e+00 2.373468e+04 -2.002531e+04
## TotalBsmtSF2036 TotalBsmtSF2042 TotalBsmtSF2046
## 0.000000e+00 -1.986975e+03 2.576316e+04
## TotalBsmtSF2048 TotalBsmtSF2062 TotalBsmtSF2076
## 0.000000e+00 0.000000e+00 4.773351e+04
## TotalBsmtSF2077 TotalBsmtSF2078 TotalBsmtSF2108
## 4.309461e+04 3.612860e+04 0.000000e+00
## TotalBsmtSF2109 TotalBsmtSF2110 TotalBsmtSF2121
## 2.382945e+04 9.462414e+03 3.605863e+04
## TotalBsmtSF2136 TotalBsmtSF2140 TotalBsmtSF2153
## 1.718436e+04 0.000000e+00 2.688062e+04
## TotalBsmtSF2158 TotalBsmtSF216 TotalBsmtSF2171
## 1.114734e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF2190 TotalBsmtSF2200 TotalBsmtSF2208
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2216 TotalBsmtSF2217 TotalBsmtSF2220
## 5.448896e+04 2.392122e+03 0.000000e+00
## TotalBsmtSF2223 TotalBsmtSF2271 TotalBsmtSF2320
## 8.306496e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF2330 TotalBsmtSF2392 TotalBsmtSF2396
## 6.421846e+04 1.891984e+04 8.706384e+04
## TotalBsmtSF240 TotalBsmtSF2418 TotalBsmtSF2444
## 0.000000e+00 0.000000e+00 7.816304e+04
## TotalBsmtSF245 TotalBsmtSF2452 TotalBsmtSF2458
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2461 TotalBsmtSF2492 TotalBsmtSF2524
## 0.000000e+00 0.000000e+00 7.176593e+02
## TotalBsmtSF2535 TotalBsmtSF2552 TotalBsmtSF2630
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2633 TotalBsmtSF264 TotalBsmtSF2660
## 3.205989e+04 -6.519397e+03 0.000000e+00
## TotalBsmtSF270 TotalBsmtSF279 TotalBsmtSF2846
## -3.096943e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF290 TotalBsmtSF297 TotalBsmtSF301
## 7.942567e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF3094 TotalBsmtSF3138 TotalBsmtSF319
## 5.888185e+04 -4.032421e+04 -1.248702e+04
## TotalBsmtSF3200 TotalBsmtSF3206 TotalBsmtSF346
## 4.637140e+04 5.793147e+03 0.000000e+00
## TotalBsmtSF348 TotalBsmtSF352 TotalBsmtSF356
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF360 TotalBsmtSF370 TotalBsmtSF372
## -3.860372e+04 0.000000e+00 2.319926e+03
## TotalBsmtSF381 TotalBsmtSF384 TotalBsmtSF385
## 0.000000e+00 -3.445429e+03 0.000000e+00
## TotalBsmtSF392 TotalBsmtSF396 TotalBsmtSF405
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF407 TotalBsmtSF408 TotalBsmtSF409
## 0.000000e+00 -2.099265e+04 0.000000e+00
## TotalBsmtSF416 TotalBsmtSF420 TotalBsmtSF423
## 0.000000e+00 -1.235919e+04 0.000000e+00
## TotalBsmtSF430 TotalBsmtSF432 TotalBsmtSF440
## 0.000000e+00 0.000000e+00 -2.921284e+04
## TotalBsmtSF448 TotalBsmtSF450 TotalBsmtSF451
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF456 TotalBsmtSF458 TotalBsmtSF462
## 0.000000e+00 -4.439664e+03 -1.718327e+04
## TotalBsmtSF468 TotalBsmtSF480 TotalBsmtSF481
## 0.000000e+00 -1.206714e+04 0.000000e+00
## TotalBsmtSF482 TotalBsmtSF483 TotalBsmtSF484
## 1.693122e+02 -5.622233e+03 0.000000e+00
## TotalBsmtSF485 TotalBsmtSF492 TotalBsmtSF494
## -1.214049e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF498 TotalBsmtSF502 TotalBsmtSF504
## 0.000000e+00 0.000000e+00 -1.434142e+04
## TotalBsmtSF506 TotalBsmtSF5095 TotalBsmtSF516
## -1.531169e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF520 TotalBsmtSF525 TotalBsmtSF526
## 6.343599e+02 -1.384273e+04 0.000000e+00
## TotalBsmtSF528 TotalBsmtSF530 TotalBsmtSF531
## -3.551754e+03 -1.551296e+03 0.000000e+00
## TotalBsmtSF533 TotalBsmtSF536 TotalBsmtSF539
## 7.330461e+03 4.649602e+03 8.129494e+03
## TotalBsmtSF540 TotalBsmtSF544 TotalBsmtSF546
## -1.674351e+04 -2.669351e+04 -6.451768e+03
## TotalBsmtSF547 TotalBsmtSF550 TotalBsmtSF551
## -5.202848e+03 0.000000e+00 -1.033187e+04
## TotalBsmtSF552 TotalBsmtSF554 TotalBsmtSF559
## 0.000000e+00 0.000000e+00 -1.011753e+04
## TotalBsmtSF560 TotalBsmtSF561 TotalBsmtSF565
## -6.228087e+03 -1.992383e+03 0.000000e+00
## TotalBsmtSF569 TotalBsmtSF570 TotalBsmtSF572
## 0.000000e+00 -1.190243e+04 -4.079865e+03
## TotalBsmtSF576 TotalBsmtSF583 TotalBsmtSF585
## -3.566529e+03 0.000000e+00 5.593702e+03
## TotalBsmtSF588 TotalBsmtSF592 TotalBsmtSF596
## -6.860112e+03 0.000000e+00 -1.131229e+04
## TotalBsmtSF600 TotalBsmtSF602 TotalBsmtSF608
## -1.720918e+04 -1.519621e+04 -8.151676e+03
## TotalBsmtSF610 TotalBsmtSF611 TotalBsmtSF6110
## 0.000000e+00 -3.164834e+03 -5.034198e+04
## TotalBsmtSF612 TotalBsmtSF616 TotalBsmtSF617
## -9.471392e+03 -5.004193e+03 8.024866e+03
## TotalBsmtSF621 TotalBsmtSF622 TotalBsmtSF624
## 0.000000e+00 -9.029759e+03 -6.073319e+03
## TotalBsmtSF625 TotalBsmtSF626 TotalBsmtSF628
## 5.292154e+03 -2.832619e+04 0.000000e+00
## TotalBsmtSF629 TotalBsmtSF630 TotalBsmtSF631
## 0.000000e+00 -5.797500e+03 0.000000e+00
## TotalBsmtSF635 TotalBsmtSF636 TotalBsmtSF637
## 0.000000e+00 -3.509002e+03 -6.525345e+03
## TotalBsmtSF641 TotalBsmtSF644 TotalBsmtSF648
## -1.250105e+04 1.252415e+03 9.014785e+03
## TotalBsmtSF649 TotalBsmtSF650 TotalBsmtSF651
## -1.064918e+04 -1.782658e+03 -1.757160e+04
## TotalBsmtSF654 TotalBsmtSF655 TotalBsmtSF656
## -7.939373e+03 1.271559e+04 -2.583276e+04
## TotalBsmtSF658 TotalBsmtSF660 TotalBsmtSF661
## -1.919680e+04 -1.204821e+04 -2.141142e+04
## TotalBsmtSF662 TotalBsmtSF663 TotalBsmtSF666
## -2.348287e+04 5.761800e+03 0.000000e+00
## TotalBsmtSF671 TotalBsmtSF672 TotalBsmtSF673
## 0.000000e+00 -3.732104e+03 -1.586523e+04
## TotalBsmtSF675 TotalBsmtSF676 TotalBsmtSF677
## 0.000000e+00 -3.495962e+04 0.000000e+00
## TotalBsmtSF678 TotalBsmtSF680 TotalBsmtSF683
## 0.000000e+00 -6.346838e+03 -2.481465e+03
## TotalBsmtSF684 TotalBsmtSF686 TotalBsmtSF687
## -6.219782e+03 -5.912287e+02 0.000000e+00
## TotalBsmtSF689 TotalBsmtSF690 TotalBsmtSF691
## -3.182156e+03 -7.941074e+02 -3.511811e+02
## TotalBsmtSF693 TotalBsmtSF696 TotalBsmtSF697
## -5.622635e+03 -1.838685e+04 1.710781e+04
## TotalBsmtSF698 TotalBsmtSF699 TotalBsmtSF700
## -1.185464e+03 0.000000e+00 4.968188e+02
## TotalBsmtSF702 TotalBsmtSF704 TotalBsmtSF707
## -1.592530e+03 -2.172084e+03 -1.337112e+04
## TotalBsmtSF708 TotalBsmtSF709 TotalBsmtSF710
## -6.885385e+02 -6.983032e+03 -1.826718e+04
## TotalBsmtSF712 TotalBsmtSF713 TotalBsmtSF714
## -1.254992e+04 -4.127951e+03 -1.668223e+04
## TotalBsmtSF715 TotalBsmtSF716 TotalBsmtSF718
## -8.250358e+03 -4.669865e+03 -6.304882e+03
## TotalBsmtSF720 TotalBsmtSF721 TotalBsmtSF723
## -4.499653e+03 -2.324432e+03 -1.901895e+03
## TotalBsmtSF725 TotalBsmtSF727 TotalBsmtSF728
## -1.025225e+04 3.072255e+03 -3.036036e+03
## TotalBsmtSF729 TotalBsmtSF731 TotalBsmtSF732
## -4.481426e+03 -7.607387e+03 -8.427285e+03
## TotalBsmtSF734 TotalBsmtSF735 TotalBsmtSF736
## 0.000000e+00 -2.510744e+03 4.220597e+03
## TotalBsmtSF738 TotalBsmtSF739 TotalBsmtSF740
## -8.716991e+03 0.000000e+00 -2.619937e+03
## TotalBsmtSF741 TotalBsmtSF742 TotalBsmtSF744
## -4.593849e+03 -1.069668e+04 3.168134e+03
## TotalBsmtSF745 TotalBsmtSF746 TotalBsmtSF747
## 0.000000e+00 -1.892738e+04 -1.062233e+04
## TotalBsmtSF750 TotalBsmtSF752 TotalBsmtSF754
## -9.066923e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF755 TotalBsmtSF756 TotalBsmtSF757
## -1.055859e+04 -3.791075e+03 8.687677e+03
## TotalBsmtSF760 TotalBsmtSF761 TotalBsmtSF763
## 0.000000e+00 1.258314e+04 0.000000e+00
## TotalBsmtSF764 TotalBsmtSF765 TotalBsmtSF768
## 1.496778e+03 4.488085e+03 -4.850964e+03
## TotalBsmtSF770 TotalBsmtSF771 TotalBsmtSF773
## -1.831258e+03 1.525831e+03 9.650818e+02
## TotalBsmtSF774 TotalBsmtSF776 TotalBsmtSF777
## 3.287578e+03 -4.368055e+03 -1.040286e+04
## TotalBsmtSF778 TotalBsmtSF779 TotalBsmtSF780
## -9.190226e+03 0.000000e+00 -1.909914e+03
## TotalBsmtSF781 TotalBsmtSF782 TotalBsmtSF783
## 0.000000e+00 0.000000e+00 -6.140425e+03
## TotalBsmtSF784 TotalBsmtSF788 TotalBsmtSF789
## -3.818935e+03 -5.653260e+03 1.247900e+04
## TotalBsmtSF791 TotalBsmtSF792 TotalBsmtSF793
## 6.065977e+03 2.895766e+04 -2.386341e+02
## TotalBsmtSF794 TotalBsmtSF795 TotalBsmtSF796
## -9.498330e+02 -5.594650e+03 -5.325474e+03
## TotalBsmtSF797 TotalBsmtSF798 TotalBsmtSF799
## 0.000000e+00 1.293110e+04 -5.778419e+02
## TotalBsmtSF800 TotalBsmtSF801 TotalBsmtSF802
## 1.229864e+04 0.000000e+00 -6.031565e+03
## TotalBsmtSF803 TotalBsmtSF804 TotalBsmtSF806
## -8.933834e+01 -5.435992e+03 -3.610367e+03
## TotalBsmtSF807 TotalBsmtSF808 TotalBsmtSF810
## 2.342187e+03 -1.914945e+03 -2.558754e+03
## TotalBsmtSF811 TotalBsmtSF812 TotalBsmtSF813
## -1.825311e+04 0.000000e+00 -4.977622e+03
## TotalBsmtSF814 TotalBsmtSF815 TotalBsmtSF816
## 6.347847e+03 -4.871440e+03 -8.516070e+03
## TotalBsmtSF817 TotalBsmtSF818 TotalBsmtSF819
## -4.275734e+03 -4.070990e+03 -9.728858e+03
## TotalBsmtSF821 TotalBsmtSF822 TotalBsmtSF824
## 0.000000e+00 -7.359461e+03 -3.611121e+03
## TotalBsmtSF825 TotalBsmtSF826 TotalBsmtSF827
## 5.943697e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF828 TotalBsmtSF830 TotalBsmtSF831
## 1.090372e+03 0.000000e+00 1.138308e+04
## TotalBsmtSF832 TotalBsmtSF833 TotalBsmtSF835
## -3.204089e+03 3.166655e+03 0.000000e+00
## TotalBsmtSF836 TotalBsmtSF837 TotalBsmtSF839
## -7.636527e+02 0.000000e+00 1.083882e+04
## TotalBsmtSF840 TotalBsmtSF841 TotalBsmtSF842
## -7.794539e+02 -5.860413e+03 0.000000e+00
## TotalBsmtSF844 TotalBsmtSF845 TotalBsmtSF846
## 1.682987e+04 -1.207168e+02 7.173135e+03
## TotalBsmtSF847 TotalBsmtSF848 TotalBsmtSF849
## -8.460531e+02 -7.354613e+03 -3.811046e+04
## TotalBsmtSF850 TotalBsmtSF851 TotalBsmtSF852
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF853 TotalBsmtSF854 TotalBsmtSF855
## 3.488049e+04 1.722127e+04 -1.680881e+02
## TotalBsmtSF856 TotalBsmtSF858 TotalBsmtSF859
## -9.090092e+03 -3.270468e+03 -1.647154e+03
## TotalBsmtSF860 TotalBsmtSF861 TotalBsmtSF862
## -6.117204e+02 -2.574817e+03 -4.992861e+03
## TotalBsmtSF864 TotalBsmtSF866 TotalBsmtSF868
## -1.641892e+03 9.940645e+03 2.466887e+03
## TotalBsmtSF869 TotalBsmtSF870 TotalBsmtSF872
## 0.000000e+00 -1.601589e+04 -1.562771e+04
## TotalBsmtSF873 TotalBsmtSF874 TotalBsmtSF876
## -3.023107e+03 9.951468e+03 -2.247079e+03
## TotalBsmtSF878 TotalBsmtSF879 TotalBsmtSF880
## 0.000000e+00 1.612844e+03 3.263370e+03
## TotalBsmtSF882 TotalBsmtSF883 TotalBsmtSF884
## 1.434694e+03 1.210505e+03 -8.412459e+03
## TotalBsmtSF886 TotalBsmtSF888 TotalBsmtSF890
## 0.000000e+00 -5.356406e+03 0.000000e+00
## TotalBsmtSF891 TotalBsmtSF892 TotalBsmtSF893
## 0.000000e+00 -2.674374e+04 6.617923e+03
## TotalBsmtSF894 TotalBsmtSF895 TotalBsmtSF896
## 6.521481e+03 0.000000e+00 -5.145296e+03
## TotalBsmtSF900 TotalBsmtSF901 TotalBsmtSF902
## 1.250894e+04 -1.137659e+04 0.000000e+00
## TotalBsmtSF903 TotalBsmtSF904 TotalBsmtSF907
## 0.000000e+00 0.000000e+00 -2.449930e+03
## TotalBsmtSF908 TotalBsmtSF910 TotalBsmtSF911
## 4.686201e+02 1.465617e+03 6.134637e+03
## TotalBsmtSF912 TotalBsmtSF913 TotalBsmtSF914
## -8.443902e+02 -4.708347e+03 0.000000e+00
## TotalBsmtSF915 TotalBsmtSF916 TotalBsmtSF917
## 1.570784e+02 -1.076286e+04 0.000000e+00
## TotalBsmtSF918 TotalBsmtSF920 TotalBsmtSF922
## -4.500442e+03 -3.324941e+03 0.000000e+00
## TotalBsmtSF923 TotalBsmtSF924 TotalBsmtSF925
## 8.142829e+03 4.809528e+03 -6.858618e+03
## TotalBsmtSF926 TotalBsmtSF927 TotalBsmtSF928
## -3.278286e+03 -1.297350e+04 5.407333e+03
## TotalBsmtSF929 TotalBsmtSF930 TotalBsmtSF931
## 0.000000e+00 -8.366674e+03 1.192406e+04
## TotalBsmtSF932 TotalBsmtSF935 TotalBsmtSF936
## -4.186022e+03 -3.839829e+03 -7.260650e+03
## TotalBsmtSF938 TotalBsmtSF939 TotalBsmtSF940
## -9.502184e+02 -2.019228e+03 -1.417767e+03
## TotalBsmtSF941 TotalBsmtSF942 TotalBsmtSF943
## -3.082234e+03 -1.902372e+04 -6.931927e+03
## TotalBsmtSF944 TotalBsmtSF945 TotalBsmtSF946
## 4.584355e+03 -4.059910e+04 0.000000e+00
## TotalBsmtSF948 TotalBsmtSF949 TotalBsmtSF950
## -1.278673e+04 0.000000e+00 7.357665e+03
## TotalBsmtSF951 TotalBsmtSF952 TotalBsmtSF953
## -2.040954e+03 6.339172e+03 1.366594e+03
## TotalBsmtSF954 TotalBsmtSF955 TotalBsmtSF956
## 1.762828e+04 -1.969779e+03 1.159435e+04
## TotalBsmtSF957 TotalBsmtSF958 TotalBsmtSF959
## 0.000000e+00 7.857187e+03 -6.212462e+02
## TotalBsmtSF960 TotalBsmtSF961 TotalBsmtSF963
## -2.265116e+03 -2.333300e+03 1.570361e+03
## TotalBsmtSF964 TotalBsmtSF965 TotalBsmtSF966
## 1.072714e+04 3.671078e+04 0.000000e+00
## TotalBsmtSF967 TotalBsmtSF968 TotalBsmtSF969
## 7.445831e+02 -1.102350e+04 3.440741e+03
## TotalBsmtSF970 TotalBsmtSF971 TotalBsmtSF972
## -1.682507e+04 -3.851733e+03 -2.593354e+03
## TotalBsmtSF973 TotalBsmtSF974 TotalBsmtSF975
## 6.567741e+03 -1.603566e+04 -7.849051e+03
## TotalBsmtSF976 TotalBsmtSF978 TotalBsmtSF979
## -1.655872e+04 -3.071838e+03 2.214865e+03
## TotalBsmtSF980 TotalBsmtSF981 TotalBsmtSF982
## -1.026050e+03 -1.658626e+03 -9.818432e+03
## TotalBsmtSF983 TotalBsmtSF984 TotalBsmtSF985
## -5.345663e+03 -1.403361e+03 -1.553919e+04
## TotalBsmtSF988 TotalBsmtSF989 TotalBsmtSF990
## -7.513751e+02 0.000000e+00 -1.003432e+04
## TotalBsmtSF991 TotalBsmtSF992 TotalBsmtSF993
## 4.620799e+01 1.650049e+03 -2.369154e+03
## TotalBsmtSF994 TotalBsmtSF995 TotalBsmtSF996
## -7.065322e+03 0.000000e+00 -3.109398e+03
## TotalBsmtSF998 TotalBsmtSF999 HeatingGasA
## 1.298443e+04 -3.284755e+03 -1.488966e+02
## HeatingGasW HeatingGrav HeatingOthW
## 3.867094e+03 -3.483083e+03 -1.505372e+04
## HeatingWall HeatingQCFa HeatingQCGd
## 2.441212e+03 -1.177455e+04 -2.397945e+03
## HeatingQCPo HeatingQCTA CentralAirY
## 1.256207e+04 -5.377812e+03 7.810633e+03
## ElectricalFuseA ElectricalFuseF ElectricalFuseP
## -9.290395e+02 -3.948253e+03 -5.315421e+03
## ElectricalMix ElectricalSBrkr X1stFlrSF
## -2.593874e+03 5.267648e+02 1.516757e+01
## X2ndFlrSF LowQualFinSF GrLivArea
## 9.104786e+00 8.898405e-01 1.429080e+01
## BsmtFullBath1 BsmtFullBath2 BsmtFullBath3
## 4.058972e+03 1.362453e+04 1.225078e+04
## BsmtHalfBath1 BsmtHalfBath2 FullBath
## 2.328155e+03 -1.080694e+03 7.105172e+03
## HalfBath BedroomAbvGr KitchenAbvGr
## 6.402192e+03 3.898010e+02 -8.565407e+03
## KitchenQualFa KitchenQualGd KitchenQualTA
## -1.110469e+04 6.007655e+02 -4.081614e+03
## KitchenQual0 TotRmsAbvGrd FunctionalMaj2
## 0.000000e+00 2.116179e+03 -1.919383e+04
## FunctionalMin1 FunctionalMin2 FunctionalMod
## -1.279060e+04 -4.759969e+03 -5.616964e+02
## FunctionalSev FunctionalTyp Functional0
## -1.563261e+04 3.284792e+03 0.000000e+00
## Fireplaces FireplaceQuEx FireplaceQuFa
## 4.580311e+03 1.380645e+04 -1.511962e+03
## FireplaceQuGd FireplaceQuPo FireplaceQuTA
## 3.465437e+03 5.302857e+03 1.376559e+03
## GarageType2Types GarageTypeAttchd GarageTypeBasment
## -5.336900e+03 2.223620e+03 7.410688e+03
## GarageTypeBuiltIn GarageTypeCarPort GarageTypeDetchd
## 4.743486e+03 -3.072750e+03 -6.746739e+02
## GarageYrBlt1900 GarageYrBlt1906 GarageYrBlt1908
## -2.026933e+04 2.610319e+04 1.204597e+04
## GarageYrBlt1910 GarageYrBlt1914 GarageYrBlt1915
## 4.381469e+01 -9.174751e+03 -1.195959e+04
## GarageYrBlt1916 GarageYrBlt1918 GarageYrBlt1920
## 8.134327e+03 -4.384604e+03 -3.869193e+03
## GarageYrBlt1921 GarageYrBlt1922 GarageYrBlt1923
## 5.091031e+03 4.162063e+03 2.314655e+03
## GarageYrBlt1924 GarageYrBlt1925 GarageYrBlt1926
## -1.688138e+04 -3.455936e+03 -3.335738e+03
## GarageYrBlt1927 GarageYrBlt1928 GarageYrBlt1929
## 3.487985e+04 -1.273348e+03 1.994904e+03
## GarageYrBlt1930 GarageYrBlt1931 GarageYrBlt1932
## 5.810874e+03 -1.598615e+04 6.826985e+03
## GarageYrBlt1933 GarageYrBlt1934 GarageYrBlt1935
## -2.161364e+04 1.886721e+04 -8.222198e+03
## GarageYrBlt1936 GarageYrBlt1937 GarageYrBlt1938
## 1.266263e+03 -2.675283e+03 -1.181747e+03
## GarageYrBlt1939 GarageYrBlt1940 GarageYrBlt1941
## 4.899793e+03 3.351693e+03 2.313399e+03
## GarageYrBlt1942 GarageYrBlt1945 GarageYrBlt1946
## -1.483158e+03 8.839754e+02 -1.450177e+04
## GarageYrBlt1947 GarageYrBlt1948 GarageYrBlt1949
## 2.303161e+04 -5.380119e+03 -5.046989e+03
## GarageYrBlt1950 GarageYrBlt1951 GarageYrBlt1952
## 5.440226e+03 5.171614e+03 -3.735200e+03
## GarageYrBlt1953 GarageYrBlt1954 GarageYrBlt1955
## -4.018417e+03 3.280720e+03 8.387186e+02
## GarageYrBlt1956 GarageYrBlt1957 GarageYrBlt1958
## -3.007932e+03 -1.016846e+03 6.788227e+02
## GarageYrBlt1959 GarageYrBlt1960 GarageYrBlt1961
## 1.906520e+02 6.742035e+03 2.089366e+03
## GarageYrBlt1962 GarageYrBlt1963 GarageYrBlt1964
## 6.533649e+03 -1.846351e+03 3.886856e+03
## GarageYrBlt1965 GarageYrBlt1966 GarageYrBlt1967
## 1.263879e+03 2.850976e+03 -4.807762e+03
## GarageYrBlt1968 GarageYrBlt1969 GarageYrBlt1970
## -5.740982e+02 -2.115637e+03 -6.190670e+03
## GarageYrBlt1971 GarageYrBlt1972 GarageYrBlt1973
## -3.142426e+03 5.505109e+03 -1.061022e+02
## GarageYrBlt1974 GarageYrBlt1975 GarageYrBlt1976
## 4.568021e+03 2.459377e+03 -6.667269e+03
## GarageYrBlt1977 GarageYrBlt1978 GarageYrBlt1979
## -1.529783e+03 2.241136e+03 2.868611e+02
## GarageYrBlt1980 GarageYrBlt1981 GarageYrBlt1982
## -7.862977e+03 -4.171212e+03 -1.294936e+04
## GarageYrBlt1983 GarageYrBlt1984 GarageYrBlt1985
## 2.879138e+03 -1.668364e+03 1.379669e+03
## GarageYrBlt1986 GarageYrBlt1987 GarageYrBlt1988
## -2.648960e+03 9.173295e+03 -2.206915e+03
## GarageYrBlt1989 GarageYrBlt1990 GarageYrBlt1991
## -3.721615e+02 -6.339976e+02 8.244748e+02
## GarageYrBlt1992 GarageYrBlt1993 GarageYrBlt1994
## -5.268887e+03 -1.658924e+03 2.028958e+03
## GarageYrBlt1995 GarageYrBlt1996 GarageYrBlt1997
## 2.717873e+03 3.111638e+03 4.080476e+03
## GarageYrBlt1998 GarageYrBlt1999 GarageYrBlt2000
## -1.189997e+03 3.403009e+03 -5.025012e+03
## GarageYrBlt2001 GarageYrBlt2002 GarageYrBlt2003
## 6.045023e+03 -7.572090e+03 4.873116e+02
## GarageYrBlt2004 GarageYrBlt2005 GarageYrBlt2006
## -7.303390e+03 2.928344e+03 5.851730e+02
## GarageYrBlt2007 GarageYrBlt2008 GarageYrBlt2009
## -5.758954e+03 1.003454e+04 1.331262e+04
## GarageYrBlt2010 GarageYrBlt1895 GarageYrBlt1896
## 1.283320e+04 0.000000e+00 0.000000e+00
## GarageYrBlt1917 GarageYrBlt1919 GarageYrBlt1943
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageYrBlt2207 GarageFinishFin GarageFinishRFn
## 0.000000e+00 1.034664e+03 -1.903784e+02
## GarageFinishUnf GarageCars1 GarageCars2
## 2.894834e+03 -1.003480e+03 -1.772392e+03
## GarageCars3 GarageCars4 GarageCars5
## 7.875885e+03 1.500132e+04 0.000000e+00
## GarageArea100 GarageArea1003 GarageArea1008
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea1014 GarageArea1017 GarageArea1020
## 3.510351e+04 0.000000e+00 7.473688e+04
## GarageArea1025 GarageArea1040 GarageArea1041
## 7.596145e+03 0.000000e+00 0.000000e+00
## GarageArea1043 GarageArea1052 GarageArea1053
## 2.801019e+03 3.160538e+04 3.949137e+04
## GarageArea1069 GarageArea1085 GarageArea1092
## 5.399926e+03 0.000000e+00 0.000000e+00
## GarageArea1105 GarageArea1110 GarageArea1134
## 0.000000e+00 0.000000e+00 3.162579e+04
## GarageArea1138 GarageArea1150 GarageArea1154
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea1166 GarageArea1174 GarageArea1184
## 3.782106e+04 0.000000e+00 0.000000e+00
## GarageArea1200 GarageArea1220 GarageArea1231
## 0.000000e+00 1.868619e+04 0.000000e+00
## GarageArea1248 GarageArea1314 GarageArea1348
## -1.470177e+04 0.000000e+00 0.000000e+00
## GarageArea1356 GarageArea1390 GarageArea1418
## 1.255926e+03 -1.487795e+04 -7.287783e+04
## GarageArea1488 GarageArea160 GarageArea162
## 0.000000e+00 -1.778583e+03 0.000000e+00
## GarageArea164 GarageArea180 GarageArea184
## -1.263812e+04 4.052666e+03 0.000000e+00
## GarageArea185 GarageArea186 GarageArea189
## 0.000000e+00 1.108461e+04 -1.345013e+04
## GarageArea192 GarageArea195 GarageArea198
## 4.095954e+03 0.000000e+00 -2.172216e+03
## GarageArea200 GarageArea205 GarageArea207
## -1.173269e+03 -4.775821e+03 0.000000e+00
## GarageArea208 GarageArea209 GarageArea210
## 3.361162e+03 0.000000e+00 4.387974e+03
## GarageArea213 GarageArea215 GarageArea216
## 9.348420e+03 0.000000e+00 -3.251584e+03
## GarageArea217 GarageArea220 GarageArea224
## 0.000000e+00 -6.560301e+02 0.000000e+00
## GarageArea225 GarageArea226 GarageArea228
## 7.302717e+03 0.000000e+00 1.649521e+04
## GarageArea230 GarageArea231 GarageArea234
## 2.073639e+04 0.000000e+00 8.437538e+03
## GarageArea240 GarageArea242 GarageArea244
## -8.625298e+02 0.000000e+00 -1.705580e+04
## GarageArea246 GarageArea248 GarageArea249
## 1.524879e+03 -1.188164e+04 0.000000e+00
## GarageArea250 GarageArea252 GarageArea253
## -9.943151e+03 -7.137700e+03 0.000000e+00
## GarageArea254 GarageArea255 GarageArea256
## 5.505311e+03 -1.097726e+04 -1.542897e+03
## GarageArea257 GarageArea258 GarageArea260
## 0.000000e+00 0.000000e+00 -6.925780e+02
## GarageArea261 GarageArea263 GarageArea264
## 1.340332e+04 0.000000e+00 8.711133e+01
## GarageArea265 GarageArea266 GarageArea267
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea270 GarageArea271 GarageArea272
## -4.747873e+03 -4.615727e+03 0.000000e+00
## GarageArea273 GarageArea275 GarageArea276
## -7.898487e+03 7.626967e+03 3.123036e+03
## GarageArea280 GarageArea281 GarageArea282
## -4.827175e+01 2.200305e+04 1.799896e+04
## GarageArea283 GarageArea284 GarageArea286
## 1.066983e+04 5.819077e+03 -1.688738e+03
## GarageArea287 GarageArea288 GarageArea290
## -2.363449e+04 5.883046e+03 -1.616706e+03
## GarageArea292 GarageArea293 GarageArea294
## 3.218376e+03 0.000000e+00 1.436411e+03
## GarageArea295 GarageArea296 GarageArea297
## 0.000000e+00 -3.844213e+03 9.737383e+02
## GarageArea299 GarageArea300 GarageArea301
## 2.932177e+03 9.066623e+03 5.808629e+03
## GarageArea303 GarageArea304 GarageArea305
## 7.504667e+02 1.336695e+03 6.504535e+03
## GarageArea306 GarageArea307 GarageArea308
## -3.574084e+02 0.000000e+00 -4.365281e+03
## GarageArea309 GarageArea310 GarageArea311
## -3.965118e+03 0.000000e+00 0.000000e+00
## GarageArea312 GarageArea313 GarageArea315
## -2.538231e+03 0.000000e+00 -1.778297e+02
## GarageArea316 GarageArea317 GarageArea318
## 0.000000e+00 0.000000e+00 1.021144e+04
## GarageArea319 GarageArea320 GarageArea322
## 1.436984e+04 2.447431e+04 -2.217935e+03
## GarageArea323 GarageArea324 GarageArea325
## 0.000000e+00 -5.063098e+03 -3.677773e+03
## GarageArea326 GarageArea327 GarageArea328
## 2.910637e+03 9.896114e+03 -8.720596e+03
## GarageArea330 GarageArea331 GarageArea332
## -3.683463e+04 0.000000e+00 0.000000e+00
## GarageArea336 GarageArea338 GarageArea340
## -1.497743e+04 6.012079e+03 0.000000e+00
## GarageArea342 GarageArea343 GarageArea344
## 9.423335e+03 1.755453e+04 0.000000e+00
## GarageArea345 GarageArea349 GarageArea350
## 0.000000e+00 4.653458e+04 -3.435036e+04
## GarageArea351 GarageArea352 GarageArea353
## 0.000000e+00 1.382420e+03 0.000000e+00
## GarageArea354 GarageArea355 GarageArea356
## 6.104077e+03 0.000000e+00 0.000000e+00
## GarageArea357 GarageArea358 GarageArea360
## 0.000000e+00 1.101449e+04 3.767414e+03
## GarageArea363 GarageArea364 GarageArea365
## 0.000000e+00 3.942711e+03 0.000000e+00
## GarageArea366 GarageArea367 GarageArea368
## 7.529863e+03 2.805580e+02 -5.328521e+03
## GarageArea369 GarageArea370 GarageArea371
## 0.000000e+00 1.539618e+04 0.000000e+00
## GarageArea372 GarageArea373 GarageArea374
## -4.521821e+03 9.209970e+02 0.000000e+00
## GarageArea375 GarageArea377 GarageArea378
## 1.678892e+03 -1.111845e+04 0.000000e+00
## GarageArea379 GarageArea380 GarageArea384
## -1.044874e+04 -7.448722e+03 -5.208639e+03
## GarageArea386 GarageArea388 GarageArea389
## 2.705248e+03 -1.313536e+04 6.234329e+02
## GarageArea390 GarageArea392 GarageArea393
## -8.624435e+03 -1.001080e+04 -1.532534e+04
## GarageArea394 GarageArea396 GarageArea397
## 0.000000e+00 -3.343777e+02 -2.558298e+04
## GarageArea398 GarageArea399 GarageArea400
## -5.804848e+02 0.000000e+00 -1.647008e+03
## GarageArea401 GarageArea402 GarageArea403
## 0.000000e+00 -1.424033e+04 -1.120367e+04
## GarageArea404 GarageArea405 GarageArea406
## -1.292905e+04 -2.243342e+04 -1.145850e+04
## GarageArea408 GarageArea409 GarageArea410
## 4.637360e+03 -7.259637e+03 2.658869e+03
## GarageArea412 GarageArea413 GarageArea414
## -8.222359e+03 -9.381933e+03 -1.000515e+04
## GarageArea416 GarageArea418 GarageArea420
## -1.124832e+03 2.763155e+03 -6.077618e+03
## GarageArea422 GarageArea423 GarageArea424
## -1.138170e+03 -2.004019e+03 1.677712e+03
## GarageArea425 GarageArea426 GarageArea427
## -8.394222e+03 -1.641235e+04 -1.150331e+04
## GarageArea428 GarageArea429 GarageArea430
## 0.000000e+00 3.741428e+03 -5.399486e+03
## GarageArea431 GarageArea432 GarageArea433
## 3.550312e+03 -7.772824e+03 1.867956e+04
## GarageArea434 GarageArea435 GarageArea436
## 7.356710e+03 7.022270e+03 -2.442600e+03
## GarageArea437 GarageArea438 GarageArea439
## -7.098820e+03 -1.425147e+04 4.973399e+03
## GarageArea440 GarageArea441 GarageArea442
## -2.585464e+03 1.342665e+04 1.992566e+04
## GarageArea443 GarageArea444 GarageArea445
## 0.000000e+00 -1.044463e+04 -8.858978e+03
## GarageArea447 GarageArea449 GarageArea450
## 2.863475e+03 0.000000e+00 -7.976060e+02
## GarageArea451 GarageArea452 GarageArea453
## -2.066595e+03 -2.054732e+04 -1.806515e+03
## GarageArea454 GarageArea455 GarageArea456
## 7.211284e+03 1.013007e+04 -9.920864e+03
## GarageArea457 GarageArea458 GarageArea459
## -8.642395e+03 1.690156e+03 -8.350943e+02
## GarageArea460 GarageArea461 GarageArea462
## -4.688853e+03 4.572040e+03 -3.561140e+03
## GarageArea463 GarageArea464 GarageArea465
## 8.825875e+03 0.000000e+00 0.000000e+00
## GarageArea466 GarageArea467 GarageArea468
## -2.933151e+03 9.552445e+02 -5.993346e+03
## GarageArea469 GarageArea470 GarageArea471
## 0.000000e+00 2.027664e+03 -6.590771e+03
## GarageArea472 GarageArea473 GarageArea474
## -3.789832e+03 2.042300e+04 -8.068031e+03
## GarageArea475 GarageArea476 GarageArea477
## -2.387144e+04 9.928887e+03 -1.387519e+04
## GarageArea478 GarageArea479 GarageArea480
## 5.806131e+02 3.897876e+03 6.911137e+03
## GarageArea481 GarageArea482 GarageArea483
## 4.498138e+03 2.552780e+03 5.281356e+02
## GarageArea484 GarageArea485 GarageArea486
## -1.431625e+03 0.000000e+00 9.632416e+02
## GarageArea487 GarageArea488 GarageArea489
## -4.703986e+03 0.000000e+00 0.000000e+00
## GarageArea490 GarageArea492 GarageArea493
## -4.735928e+03 -7.682285e+03 -3.699219e+03
## GarageArea494 GarageArea495 GarageArea496
## 3.667235e+03 3.412944e+03 -5.774609e+02
## GarageArea497 GarageArea498 GarageArea499
## -3.050273e+03 -2.897034e+03 5.683592e+03
## GarageArea500 GarageArea501 GarageArea502
## -1.696793e+03 -2.061492e+04 -1.795339e+03
## GarageArea504 GarageArea505 GarageArea506
## -7.250750e+03 7.128063e+03 6.317436e+02
## GarageArea508 GarageArea509 GarageArea510
## -5.496474e+02 -8.278760e+03 -1.527379e+04
## GarageArea511 GarageArea512 GarageArea513
## 4.551771e+03 -8.962356e+03 1.552666e+03
## GarageArea514 GarageArea515 GarageArea516
## -2.328712e+03 8.710546e+03 -4.510442e+03
## GarageArea517 GarageArea518 GarageArea520
## 0.000000e+00 1.324421e+04 -6.553767e+03
## GarageArea521 GarageArea522 GarageArea523
## -1.190566e+04 -2.169843e+03 1.029554e+04
## GarageArea524 GarageArea525 GarageArea526
## 0.000000e+00 -6.942940e+03 1.801085e+03
## GarageArea527 GarageArea528 GarageArea529
## -1.031499e+04 -4.718346e+03 6.394024e+03
## GarageArea530 GarageArea531 GarageArea532
## -5.402815e+03 -4.526372e+02 4.580368e+03
## GarageArea533 GarageArea534 GarageArea535
## 2.063838e+04 -7.868600e+02 0.000000e+00
## GarageArea538 GarageArea539 GarageArea540
## -5.207843e+03 -1.032084e+04 -3.004796e+03
## GarageArea541 GarageArea542 GarageArea543
## -3.758991e+03 -2.123039e+03 1.497958e+03
## GarageArea544 GarageArea545 GarageArea546
## -3.977231e+02 0.000000e+00 6.135728e+03
## GarageArea548 GarageArea549 GarageArea550
## -6.332364e+03 0.000000e+00 8.438534e+02
## GarageArea551 GarageArea552 GarageArea554
## 4.058947e+03 1.314593e+03 1.269522e+02
## GarageArea555 GarageArea556 GarageArea557
## -8.431085e+03 -8.921585e+02 0.000000e+00
## GarageArea558 GarageArea559 GarageArea560
## 5.851701e+02 0.000000e+00 -3.180014e+03
## GarageArea561 GarageArea562 GarageArea564
## 0.000000e+00 1.279661e+04 -3.760773e+03
## GarageArea565 GarageArea566 GarageArea567
## -1.778310e+02 6.373862e+03 4.322604e+04
## GarageArea568 GarageArea569 GarageArea570
## 0.000000e+00 5.738560e+03 -6.374202e+03
## GarageArea571 GarageArea572 GarageArea573
## 0.000000e+00 1.246951e+04 -5.816377e+03
## GarageArea574 GarageArea575 GarageArea576
## 3.759467e+02 -3.388886e+03 7.299235e+02
## GarageArea577 GarageArea578 GarageArea579
## -8.542580e+03 -3.578099e+03 0.000000e+00
## GarageArea580 GarageArea581 GarageArea582
## 0.000000e+00 0.000000e+00 -3.674020e+03
## GarageArea583 GarageArea584 GarageArea585
## -7.944189e+01 0.000000e+00 0.000000e+00
## GarageArea586 GarageArea588 GarageArea590
## -3.565976e+03 -4.617454e+01 5.016294e+03
## GarageArea591 GarageArea592 GarageArea594
## 0.000000e+00 5.371713e+02 1.197423e+04
## GarageArea595 GarageArea596 GarageArea597
## -7.648736e+03 1.084122e+03 0.000000e+00
## GarageArea598 GarageArea599 GarageArea600
## 9.826645e+03 0.000000e+00 5.530469e+02
## GarageArea601 GarageArea602 GarageArea603
## -8.180194e-01 -4.184117e+03 4.687845e+03
## GarageArea604 GarageArea605 GarageArea606
## 1.006907e+04 -6.129407e+03 -5.557286e+01
## GarageArea608 GarageArea609 GarageArea610
## -5.956559e+03 0.000000e+00 2.066884e+04
## GarageArea611 GarageArea612 GarageArea613
## 2.070258e+03 2.242973e+04 -4.541743e+03
## GarageArea614 GarageArea615 GarageArea616
## 1.525827e+02 2.460519e+04 4.370592e+03
## GarageArea617 GarageArea618 GarageArea619
## 2.494898e+04 2.699790e+03 2.386269e+03
## GarageArea620 GarageArea621 GarageArea622
## -3.294446e+03 6.321068e+03 9.440041e+03
## GarageArea623 GarageArea624 GarageArea625
## 0.000000e+00 2.155870e+03 -5.111677e+03
## GarageArea626 GarageArea627 GarageArea628
## -2.640058e+03 -6.430918e+03 4.352155e+03
## GarageArea630 GarageArea631 GarageArea632
## 1.180533e+03 0.000000e+00 -6.806112e+03
## GarageArea636 GarageArea638 GarageArea639
## 5.542641e+03 0.000000e+00 1.261688e+04
## GarageArea640 GarageArea641 GarageArea642
## 0.000000e+00 1.486857e+04 -5.404908e+03
## GarageArea644 GarageArea645 GarageArea646
## 4.582802e+03 -1.133780e+03 0.000000e+00
## GarageArea647 GarageArea648 GarageArea649
## -5.576670e+03 -6.524732e+03 0.000000e+00
## GarageArea650 GarageArea656 GarageArea658
## -3.587824e+03 -2.223430e+03 0.000000e+00
## GarageArea660 GarageArea662 GarageArea663
## -1.627861e+03 3.586244e+03 3.066741e+03
## GarageArea665 GarageArea666 GarageArea667
## 6.699573e+03 1.312611e+04 9.997144e+03
## GarageArea668 GarageArea670 GarageArea671
## -2.191208e+04 -6.785284e+03 -1.572383e+03
## GarageArea672 GarageArea673 GarageArea674
## 6.712388e+03 -6.659735e+03 0.000000e+00
## GarageArea675 GarageArea676 GarageArea678
## 1.782024e+03 1.146947e+04 -1.563145e+03
## GarageArea680 GarageArea682 GarageArea683
## 6.339391e+03 1.011733e+04 6.143318e+03
## GarageArea684 GarageArea685 GarageArea686
## 4.536231e+03 -3.364511e+03 -1.981809e+04
## GarageArea687 GarageArea688 GarageArea689
## 0.000000e+00 0.000000e+00 -1.166578e+04
## GarageArea690 GarageArea691 GarageArea692
## -5.720889e+03 5.099471e+03 0.000000e+00
## GarageArea693 GarageArea694 GarageArea696
## 2.685206e+04 1.330422e+04 6.449954e+03
## GarageArea698 GarageArea700 GarageArea701
## 0.000000e+00 0.000000e+00 5.053847e+03
## GarageArea702 GarageArea704 GarageArea706
## 3.881840e+04 -3.574854e+03 1.185454e+04
## GarageArea708 GarageArea711 GarageArea712
## 1.516700e+04 1.461911e+04 -5.387493e+03
## GarageArea713 GarageArea714 GarageArea715
## 0.000000e+00 -5.288287e+03 0.000000e+00
## GarageArea716 GarageArea719 GarageArea720
## 3.894550e+04 -1.198756e+04 5.052293e+03
## GarageArea721 GarageArea722 GarageArea724
## 3.116918e+03 1.289861e+03 0.000000e+00
## GarageArea725 GarageArea726 GarageArea728
## 0.000000e+00 2.191373e+04 0.000000e+00
## GarageArea729 GarageArea730 GarageArea732
## 0.000000e+00 0.000000e+00 2.266969e+04
## GarageArea736 GarageArea738 GarageArea739
## -3.451957e+03 5.409225e+03 1.891939e+04
## GarageArea740 GarageArea741 GarageArea744
## 4.726499e+02 0.000000e+00 0.000000e+00
## GarageArea746 GarageArea747 GarageArea748
## 1.094897e+04 0.000000e+00 7.177843e+03
## GarageArea749 GarageArea750 GarageArea751
## 2.084574e+02 -4.573239e+02 0.000000e+00
## GarageArea752 GarageArea753 GarageArea754
## -4.636748e+03 -6.073284e+02 7.992567e+02
## GarageArea756 GarageArea757 GarageArea758
## 9.755721e+03 -1.139140e+03 7.136426e+03
## GarageArea760 GarageArea762 GarageArea765
## 0.000000e+00 0.000000e+00 1.855794e+03
## GarageArea766 GarageArea768 GarageArea770
## 3.776006e+02 -1.152426e+02 2.079719e+03
## GarageArea772 GarageArea773 GarageArea774
## 2.081377e+03 0.000000e+00 1.022153e+04
## GarageArea776 GarageArea779 GarageArea780
## 7.796981e+02 -7.261093e+03 0.000000e+00
## GarageArea782 GarageArea783 GarageArea784
## -9.987077e+03 0.000000e+00 -6.770738e+03
## GarageArea786 GarageArea787 GarageArea788
## 1.399190e+03 0.000000e+00 5.162661e+03
## GarageArea789 GarageArea791 GarageArea792
## 9.666531e+03 0.000000e+00 1.458207e+04
## GarageArea795 GarageArea796 GarageArea800
## -9.838174e+03 1.100418e+04 -3.521818e+03
## GarageArea803 GarageArea804 GarageArea806
## 0.000000e+00 1.889497e+04 0.000000e+00
## GarageArea807 GarageArea808 GarageArea810
## 4.577212e+04 1.048202e+03 1.624979e+04
## GarageArea811 GarageArea812 GarageArea813
## 0.000000e+00 2.587084e+03 8.087357e+04
## GarageArea814 GarageArea815 GarageArea816
## 0.000000e+00 0.000000e+00 7.001606e+03
## GarageArea818 GarageArea820 GarageArea824
## 3.287084e+04 3.588691e+04 -1.206346e+04
## GarageArea825 GarageArea826 GarageArea828
## -1.062988e+04 -1.021541e+04 0.000000e+00
## GarageArea830 GarageArea831 GarageArea832
## -3.399789e+04 1.203283e+03 5.777893e+04
## GarageArea833 GarageArea834 GarageArea836
## -1.184049e+04 6.871569e+03 -5.861053e+03
## GarageArea839 GarageArea840 GarageArea841
## 4.646830e+03 1.896890e+04 3.748159e+04
## GarageArea842 GarageArea843 GarageArea844
## 2.596654e+04 -1.429071e+04 3.077806e+02
## GarageArea845 GarageArea846 GarageArea848
## 0.000000e+00 3.630509e+04 0.000000e+00
## GarageArea850 GarageArea851 GarageArea852
## 3.579229e+04 0.000000e+00 1.151736e+04
## GarageArea853 GarageArea856 GarageArea857
## 5.912401e+03 2.314551e+02 -6.524294e+03
## GarageArea858 GarageArea859 GarageArea860
## 2.354049e+04 0.000000e+00 1.869297e+03
## GarageArea862 GarageArea864 GarageArea865
## -4.199542e+03 3.944246e+04 -6.284469e+03
## GarageArea866 GarageArea868 GarageArea869
## 1.103391e+04 -1.547172e+03 0.000000e+00
## GarageArea870 GarageArea871 GarageArea872
## 6.936694e+03 4.338020e+03 1.730341e+03
## GarageArea874 GarageArea876 GarageArea878
## 2.231581e+04 0.000000e+00 4.432074e+02
## GarageArea880 GarageArea884 GarageArea885
## 1.473064e+04 -1.773458e+04 0.000000e+00
## GarageArea886 GarageArea888 GarageArea889
## 0.000000e+00 2.010739e+03 -8.699963e+03
## GarageArea890 GarageArea892 GarageArea894
## -3.245328e+03 0.000000e+00 2.471231e+04
## GarageArea895 GarageArea896 GarageArea898
## -3.625523e+03 0.000000e+00 1.124304e+04
## GarageArea899 GarageArea900 GarageArea902
## 0.000000e+00 1.229537e+04 2.204662e+04
## GarageArea904 GarageArea905 GarageArea907
## 0.000000e+00 2.434953e+04 0.000000e+00
## GarageArea908 GarageArea912 GarageArea916
## 1.506216e+04 -6.676939e+03 0.000000e+00
## GarageArea920 GarageArea923 GarageArea924
## 0.000000e+00 1.461542e+04 -1.370239e+03
## GarageArea925 GarageArea927 GarageArea928
## 0.000000e+00 0.000000e+00 1.610749e+03
## GarageArea932 GarageArea933 GarageArea936
## 0.000000e+00 0.000000e+00 -1.010047e+04
## GarageArea938 GarageArea944 GarageArea947
## 0.000000e+00 0.000000e+00 -1.401979e+02
## GarageArea949 GarageArea954 GarageArea958
## 0.000000e+00 5.083173e+03 0.000000e+00
## GarageArea959 GarageArea962 GarageArea963
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea968 GarageArea972 GarageArea983
## 3.924327e+03 0.000000e+00 4.279294e+03
## GarageArea984 GarageArea995 GarageQualEx
## 0.000000e+00 -7.157632e+03 2.308571e+04
## GarageQualFa GarageQualGd GarageQualPo
## -4.564973e+02 7.746686e+03 4.677277e+03
## GarageQualTA GarageCondEx GarageCondFa
## 3.010309e+03 -4.528724e+03 3.439128e+03
## GarageCondGd GarageCondPo GarageCondTA
## 4.314985e+03 3.849511e+03 3.178952e+03
## PavedDriveP PavedDriveY WoodDeckSF
## -1.048212e+03 4.188902e+03 1.377946e+01
## OpenPorchSF EnclosedPorch X3SsnPorch
## 1.452795e+01 7.726968e+00 8.577429e+00
## ScreenPorch PoolArea PoolQCEx
## 4.889505e+01 2.063199e+01 3.393297e+04
## PoolQCFa PoolQCGd FenceGdPrv
## -1.270675e+03 -6.025638e+03 -6.874301e+02
## FenceGdWo FenceMnPrv FenceMnWw
## -2.211274e+03 3.393045e+03 4.112280e+03
## MiscFeatureGar2 MiscFeatureOthr MiscFeatureShed
## 3.739858e+03 -1.254312e+04 1.608923e+03
## MiscFeatureTenC MiscVal MoSold
## -1.624849e+04 6.658866e-02 1.257864e+02
## YrSold SaleTypeCon SaleTypeConLD
## -3.407560e+01 1.001084e+04 -1.002499e+04
## SaleTypeConLI SaleTypeConLw SaleTypeCWD
## -5.433080e+03 -2.101523e+04 1.423228e+04
## SaleTypeNew SaleTypeOth SaleTypeWD
## -5.966680e+02 1.126308e+04 1.012655e+03
## SaleType0 SaleConditionAdjLand SaleConditionAlloca
## 0.000000e+00 2.196625e+02 3.447393e+03
## SaleConditionFamily SaleConditionNormal
## -1.946613e+03 7.020404e+03
#validation using testing data
ridge.mod=glmnet(x[train,],y[train],alpha=0,lambda=grid, thresh=1e-12, maxit=1000000)
ridge.pred=predict(ridge.mod,s=4,newx=x[test,])
MSE[1]=mean((ridge.pred-y[test])^2) #prediction error on testing data
lm(y~x, subset=train)
##
## Call:
## lm(formula = y ~ x, subset = train)
##
## Coefficients:
## (Intercept) xId xMSSubClass
## -2.554e+06 2.748e+01 1.046e+03
## xMSZoningFV xMSZoningRH xMSZoningRL
## 1.997e+05 4.660e+05 5.680e+05
## xMSZoningRM xMSZoning0 xLotFrontage100
## 5.655e+05 NA -1.066e+05
## xLotFrontage101 xLotFrontage102 xLotFrontage103
## -6.737e+05 -1.933e+05 -1.512e+05
## xLotFrontage104 xLotFrontage105 xLotFrontage106
## 1.358e+06 -6.196e+03 -3.192e+05
## xLotFrontage107 xLotFrontage108 xLotFrontage109
## 1.555e+06 -5.887e+05 -2.653e+05
## xLotFrontage110 xLotFrontage111 xLotFrontage112
## -8.759e+05 -1.062e+06 NA
## xLotFrontage114 xLotFrontage115 xLotFrontage116
## -1.172e+05 -9.078e+04 NA
## xLotFrontage118 xLotFrontage120 xLotFrontage121
## -8.121e+05 -1.978e+05 5.255e+05
## xLotFrontage122 xLotFrontage124 xLotFrontage128
## -5.420e+05 -2.312e+05 1.138e+06
## xLotFrontage129 xLotFrontage130 xLotFrontage134
## 1.638e+05 -7.805e+05 -3.835e+05
## xLotFrontage137 xLotFrontage138 xLotFrontage140
## NA 6.841e+05 NA
## xLotFrontage141 xLotFrontage144 xLotFrontage149
## 3.299e+05 NA -6.205e+05
## xLotFrontage150 xLotFrontage152 xLotFrontage153
## -1.906e+05 NA NA
## xLotFrontage160 xLotFrontage168 xLotFrontage174
## NA NA 1.018e+06
## xLotFrontage182 xLotFrontage21 xLotFrontage24
## 2.037e+05 -1.124e+06 -6.386e+05
## xLotFrontage30 xLotFrontage313 xLotFrontage32
## 5.074e+04 -6.633e+05 -5.856e+05
## xLotFrontage33 xLotFrontage34 xLotFrontage35
## 1.266e+05 -4.718e+04 4.639e+05
## xLotFrontage36 xLotFrontage37 xLotFrontage38
## 3.687e+05 2.477e+06 1.989e+05
## xLotFrontage39 xLotFrontage40 xLotFrontage41
## 6.881e+05 6.552e+05 7.204e+05
## xLotFrontage42 xLotFrontage43 xLotFrontage44
## 3.270e+05 4.613e+05 5.291e+05
## xLotFrontage45 xLotFrontage46 xLotFrontage47
## 4.682e+05 -5.355e+05 -2.295e+05
## xLotFrontage48 xLotFrontage49 xLotFrontage50
## -9.510e+05 4.814e+05 -5.325e+04
## xLotFrontage51 xLotFrontage52 xLotFrontage53
## -2.387e+04 -1.584e+05 7.888e+04
## xLotFrontage54 xLotFrontage55 xLotFrontage56
## 2.169e+04 5.961e+04 -1.556e+05
## xLotFrontage57 xLotFrontage58 xLotFrontage59
## -1.157e+05 3.600e+05 3.383e+04
## xLotFrontage60 xLotFrontage61 xLotFrontage62
## -1.040e+05 4.458e+05 -9.238e+03
## xLotFrontage63 xLotFrontage64 xLotFrontage65
## -7.034e+04 -3.870e+05 -1.873e+05
## xLotFrontage66 xLotFrontage67 xLotFrontage68
## -6.167e+05 -2.480e+05 -2.334e+05
## xLotFrontage69 xLotFrontage70 xLotFrontage71
## -1.925e+05 3.220e+05 -4.295e+03
## xLotFrontage72 xLotFrontage73 xLotFrontage74
## -1.531e+05 2.096e+05 -3.208e+05
## xLotFrontage75 xLotFrontage76 xLotFrontage77
## -3.204e+05 1.595e+05 1.015e+05
## xLotFrontage78 xLotFrontage79 xLotFrontage80
## -1.664e+05 -1.070e+05 -3.613e+04
## xLotFrontage81 xLotFrontage82 xLotFrontage83
## -1.970e+06 -1.660e+05 -1.338e+06
## xLotFrontage84 xLotFrontage85 xLotFrontage86
## -7.273e+04 -2.670e+05 -8.131e+05
## xLotFrontage87 xLotFrontage88 xLotFrontage89
## -4.991e+05 -3.229e+04 -1.520e+06
## xLotFrontage90 xLotFrontage91 xLotFrontage92
## -3.219e+05 -2.793e+06 -4.449e+05
## xLotFrontage93 xLotFrontage94 xLotFrontage95
## -9.923e+03 -2.046e+05 -2.457e+05
## xLotFrontage96 xLotFrontage97 xLotFrontage98
## -4.192e+04 -1.249e+06 1.379e+06
## xLotFrontage99 xLotFrontage113 xLotFrontage117
## -5.875e+05 NA NA
## xLotFrontage119 xLotFrontage123 xLotFrontage125
## NA NA NA
## xLotFrontage126 xLotFrontage131 xLotFrontage133
## NA NA NA
## xLotFrontage135 xLotFrontage136 xLotFrontage155
## NA NA NA
## xLotFrontage195 xLotFrontage200 xLotFrontage22
## NA NA NA
## xLotFrontage25 xLotFrontage26 xLotFrontage28
## NA NA NA
## xLotFrontage31 xLotArea xStreetPave
## NA 4.052e+00 -9.175e+05
## xAlleyGrvl xAlleyPave xLotShapeIR2
## -1.636e+04 1.093e+05 6.101e+05
## xLotShapeIR3 xLotShapeReg xLandContourHLS
## -1.919e+05 3.996e+04 1.686e+05
## xLandContourLow xLandContourLvl xLotConfigCulDSac
## -1.588e+05 3.003e+03 -3.118e+04
## xLotConfigFR2 xLotConfigFR3 xLotConfigInside
## 1.889e+05 NA 7.120e+03
## xLandSlopeMod xLandSlopeSev xNeighborhoodBlueste
## 2.759e+05 7.493e+04 NA
## xNeighborhoodBrDale xNeighborhoodBrkSide xNeighborhoodClearCr
## -5.874e+05 7.582e+04 -4.579e+05
## xNeighborhoodCollgCr xNeighborhoodCrawfor xNeighborhoodEdwards
## 1.623e+05 -1.380e+04 3.317e+04
## xNeighborhoodGilbert xNeighborhoodIDOTRR xNeighborhoodMeadowV
## -6.642e+03 7.059e+04 3.254e+04
## xNeighborhoodMitchel xNeighborhoodNAmes xNeighborhoodNoRidge
## -3.598e+05 3.843e+04 -1.126e+06
## xNeighborhoodNPkVill xNeighborhoodNridgHt xNeighborhoodNWAmes
## 8.729e+05 -1.189e+05 7.637e+04
## xNeighborhoodOldTown xNeighborhoodSawyer xNeighborhoodSawyerW
## 1.012e+05 3.005e+04 2.055e+05
## xNeighborhoodSomerst xNeighborhoodStoneBr xNeighborhoodSWISU
## 4.719e+05 -1.565e+05 8.492e+04
## xNeighborhoodTimber xNeighborhoodVeenker xCondition1Feedr
## -3.413e+05 3.503e+05 -4.187e+03
## xCondition1Norm xCondition1PosA xCondition1PosN
## -1.044e+04 1.230e+04 4.447e+05
## xCondition1RRAe xCondition1RRAn xCondition1RRNe
## -9.282e+05 1.378e+05 2.771e+05
## xCondition1RRNn xCondition2Feedr xCondition2Norm
## -2.894e+06 1.422e+06 1.309e+06
## xCondition2PosA xCondition2PosN xCondition2RRAe
## NA -2.521e+05 NA
## xCondition2RRAn xCondition2RRNn xBldgType2fmCon
## 1.492e+05 NA -2.398e+05
## xBldgTypeDuplex xBldgTypeTwnhs xBldgTypeTwnhsE
## 4.174e+05 8.464e+05 -4.388e+05
## xHouseStyle1.5Unf xHouseStyle1Story xHouseStyle2.5Fin
## -3.156e+04 -8.660e+01 2.900e+05
## xHouseStyle2.5Unf xHouseStyle2Story xHouseStyleSFoyer
## 8.513e+04 -5.269e+04 9.182e+04
## xHouseStyleSLvl xOverallQual xOverallCond
## 1.266e+04 4.733e+04 -6.840e+03
## xYearBuilt xYearRemodAdd xRoofStyleGable
## 2.456e+02 7.892e+02 -4.934e+05
## xRoofStyleGambrel xRoofStyleHip xRoofStyleMansard
## -2.761e+05 -4.945e+05 -4.734e+05
## xRoofStyleShed xRoofMatlCompShg xRoofMatlMembran
## NA 5.643e+05 NA
## xRoofMatlMetal xRoofMatlRoll xRoofMatlTar&Grv
## NA -9.433e+05 3.417e+05
## xRoofMatlWdShake xRoofMatlWdShngl xExterior1stAsphShn
## 6.095e+05 NA NA
## xExterior1stBrkComm xExterior1stBrkFace xExterior1stCBlock
## 1.215e+06 1.472e+05 NA
## xExterior1stCemntBd xExterior1stHdBoard xExterior1stImStucc
## -5.056e+05 5.824e+05 2.367e+06
## xExterior1stMetalSd xExterior1stPlywood xExterior1stStone
## 2.526e+05 -7.208e+04 8.217e+04
## xExterior1stStucco xExterior1stVinylSd xExterior1stWd Sdng
## 1.522e+05 1.464e+04 1.340e+05
## xExterior1stWdShing xExterior1st0 xExterior2ndAsphShn
## 2.508e+05 NA NA
## xExterior2ndBrk Cmn xExterior2ndBrkFace xExterior2ndCBlock
## -9.565e+05 -6.626e+05 NA
## xExterior2ndCmentBd xExterior2ndHdBoard xExterior2ndImStucc
## 6.388e+05 -7.011e+05 5.612e+05
## xExterior2ndMetalSd xExterior2ndOther xExterior2ndPlywood
## -3.013e+05 NA -1.862e+04
## xExterior2ndStone xExterior2ndStucco xExterior2ndVinylSd
## NA -6.274e+05 -5.328e+04
## xExterior2ndWd Sdng xExterior2ndWd Shng xExterior2nd0
## -1.696e+05 -3.069e+05 NA
## xMasVnrTypeBrkCmn xMasVnrTypeBrkFace xMasVnrTypeNone
## 8.134e+05 7.589e+05 1.305e+05
## xMasVnrTypeStone xMasVnrArea1 xMasVnrArea100
## 1.017e+06 NA -5.864e+05
## xMasVnrArea101 xMasVnrArea102 xMasVnrArea1031
## -7.105e+05 NA NA
## xMasVnrArea104 xMasVnrArea1047 xMasVnrArea105
## 3.568e+05 3.319e+05 -2.159e+06
## xMasVnrArea106 xMasVnrArea108 xMasVnrArea109
## -6.550e+05 -1.365e+06 -7.271e+05
## xMasVnrArea11 xMasVnrArea110 xMasVnrArea1115
## NA NA NA
## xMasVnrArea112 xMasVnrArea1129 xMasVnrArea113
## -3.558e+05 NA -7.169e+05
## xMasVnrArea114 xMasVnrArea115 xMasVnrArea116
## -9.000e+05 NA -7.597e+05
## xMasVnrArea117 xMasVnrArea1170 xMasVnrArea119
## NA NA NA
## xMasVnrArea120 xMasVnrArea122 xMasVnrArea123
## -7.743e+05 NA NA
## xMasVnrArea125 xMasVnrArea126 xMasVnrArea127
## -7.678e+05 NA -1.526e+05
## xMasVnrArea128 xMasVnrArea130 xMasVnrArea132
## -6.494e+04 -1.056e+06 -4.026e+05
## xMasVnrArea135 xMasVnrArea136 xMasVnrArea137
## -3.095e+05 -1.716e+06 -2.819e+05
## xMasVnrArea1378 xMasVnrArea138 xMasVnrArea14
## NA NA -6.742e+05
## xMasVnrArea140 xMasVnrArea142 xMasVnrArea143
## -1.733e+06 2.551e+05 -6.185e+05
## xMasVnrArea144 xMasVnrArea145 xMasVnrArea146
## NA -5.920e+05 NA
## xMasVnrArea147 xMasVnrArea148 xMasVnrArea149
## -8.817e+04 NA NA
## xMasVnrArea150 xMasVnrArea151 xMasVnrArea153
## NA NA -5.632e+04
## xMasVnrArea154 xMasVnrArea156 xMasVnrArea157
## -5.111e+05 NA NA
## xMasVnrArea158 xMasVnrArea16 xMasVnrArea160
## -2.095e+05 -6.663e+05 -1.824e+06
## xMasVnrArea1600 xMasVnrArea161 xMasVnrArea162
## 8.409e+05 -5.164e+05 -2.788e+05
## xMasVnrArea163 xMasVnrArea164 xMasVnrArea165
## -2.190e+05 NA NA
## xMasVnrArea166 xMasVnrArea167 xMasVnrArea168
## -1.322e+06 -1.889e+05 -4.607e+05
## xMasVnrArea169 xMasVnrArea170 xMasVnrArea171
## -8.804e+04 -7.069e+05 NA
## xMasVnrArea172 xMasVnrArea174 xMasVnrArea175
## -3.931e+05 -1.532e+06 NA
## xMasVnrArea176 xMasVnrArea178 xMasVnrArea18
## 1.120e+06 NA -2.595e+05
## xMasVnrArea180 xMasVnrArea182 xMasVnrArea183
## 5.916e+05 -3.768e+05 -3.788e+05
## xMasVnrArea184 xMasVnrArea186 xMasVnrArea188
## NA -1.147e+06 4.831e+05
## xMasVnrArea189 xMasVnrArea192 xMasVnrArea194
## -8.806e+05 NA -1.418e+06
## xMasVnrArea196 xMasVnrArea200 xMasVnrArea202
## -2.003e+05 -2.662e+05 -2.274e+05
## xMasVnrArea203 xMasVnrArea204 xMasVnrArea205
## -1.315e+06 -1.307e+06 -1.909e+06
## xMasVnrArea206 xMasVnrArea207 xMasVnrArea208
## NA 4.501e+05 -6.226e+04
## xMasVnrArea209 xMasVnrArea210 xMasVnrArea212
## NA -1.646e+06 4.168e+05
## xMasVnrArea215 xMasVnrArea216 xMasVnrArea218
## -3.614e+05 -9.225e+05 NA
## xMasVnrArea219 xMasVnrArea22 xMasVnrArea220
## NA -6.752e+05 -8.565e+05
## xMasVnrArea223 xMasVnrArea224 xMasVnrArea225
## NA NA NA
## xMasVnrArea226 xMasVnrArea228 xMasVnrArea230
## 1.803e+05 -1.309e+06 -1.675e+06
## xMasVnrArea232 xMasVnrArea233 xMasVnrArea234
## 1.123e+05 -6.153e+05 NA
## xMasVnrArea236 xMasVnrArea237 xMasVnrArea238
## -9.202e+04 NA -4.001e+05
## xMasVnrArea24 xMasVnrArea240 xMasVnrArea243
## -4.591e+05 -6.585e+05 -6.982e+05
## xMasVnrArea244 xMasVnrArea245 xMasVnrArea246
## -7.218e+05 -5.841e+05 -4.209e+05
## xMasVnrArea247 xMasVnrArea248 xMasVnrArea250
## NA NA NA
## xMasVnrArea252 xMasVnrArea254 xMasVnrArea255
## -8.880e+05 NA -3.601e+05
## xMasVnrArea256 xMasVnrArea258 xMasVnrArea259
## 1.233e+06 -3.889e+05 -2.859e+05
## xMasVnrArea260 xMasVnrArea261 xMasVnrArea262
## -8.605e+05 -1.209e+05 -5.399e+05
## xMasVnrArea263 xMasVnrArea266 xMasVnrArea268
## NA -3.859e+05 -6.753e+05
## xMasVnrArea27 xMasVnrArea270 xMasVnrArea272
## NA -1.291e+06 -6.210e+05
## xMasVnrArea274 xMasVnrArea275 xMasVnrArea278
## -4.500e+05 NA -1.493e+05
## xMasVnrArea28 xMasVnrArea280 xMasVnrArea281
## NA 1.110e+06 -5.366e+05
## xMasVnrArea284 xMasVnrArea285 xMasVnrArea286
## -1.125e+06 -5.709e+05 -9.837e+05
## xMasVnrArea287 xMasVnrArea288 xMasVnrArea289
## NA -6.977e+05 -1.711e+06
## xMasVnrArea290 xMasVnrArea292 xMasVnrArea293
## NA NA -3.892e+05
## xMasVnrArea294 xMasVnrArea295 xMasVnrArea296
## -1.236e+06 -7.044e+05 NA
## xMasVnrArea297 xMasVnrArea298 xMasVnrArea299
## 1.891e+05 NA NA
## xMasVnrArea30 xMasVnrArea300 xMasVnrArea302
## -4.555e+05 -1.069e+06 2.643e+04
## xMasVnrArea304 xMasVnrArea305 xMasVnrArea306
## 1.024e+06 NA 1.859e+06
## xMasVnrArea309 xMasVnrArea31 xMasVnrArea310
## -9.552e+05 NA 4.880e+05
## xMasVnrArea312 xMasVnrArea315 xMasVnrArea318
## -7.043e+05 NA -1.224e+06
## xMasVnrArea32 xMasVnrArea320 xMasVnrArea324
## 3.479e+05 5.154e+05 NA
## xMasVnrArea328 xMasVnrArea333 xMasVnrArea335
## -1.063e+06 -6.626e+05 1.298e+06
## xMasVnrArea336 xMasVnrArea337 xMasVnrArea338
## -2.064e+06 NA 8.832e+05
## xMasVnrArea34 xMasVnrArea340 xMasVnrArea342
## NA -5.359e+05 1.007e+05
## xMasVnrArea344 xMasVnrArea348 xMasVnrArea350
## NA 1.405e+06 -5.274e+05
## xMasVnrArea351 xMasVnrArea359 xMasVnrArea36
## -7.532e+05 -1.033e+06 NA
## xMasVnrArea360 xMasVnrArea361 xMasVnrArea362
## -1.027e+06 -1.395e+06 -8.497e+05
## xMasVnrArea365 xMasVnrArea366 xMasVnrArea368
## NA NA 2.118e+06
## xMasVnrArea370 xMasVnrArea375 xMasVnrArea376
## NA 4.824e+05 1.248e+06
## xMasVnrArea378 xMasVnrArea38 xMasVnrArea380
## NA NA NA
## xMasVnrArea381 xMasVnrArea387 xMasVnrArea388
## NA NA NA
## xMasVnrArea391 xMasVnrArea396 xMasVnrArea399
## 1.568e+06 NA NA
## xMasVnrArea40 xMasVnrArea408 xMasVnrArea41
## -3.331e+05 NA -6.363e+05
## xMasVnrArea410 xMasVnrArea412 xMasVnrArea415
## -1.166e+06 NA -1.472e+05
## xMasVnrArea42 xMasVnrArea420 xMasVnrArea423
## -3.233e+05 -1.088e+05 -1.245e+06
## xMasVnrArea424 xMasVnrArea425 xMasVnrArea426
## NA -7.976e+04 NA
## xMasVnrArea428 xMasVnrArea432 xMasVnrArea435
## NA NA -6.225e+05
## xMasVnrArea436 xMasVnrArea438 xMasVnrArea44
## -2.127e+06 NA 8.429e+04
## xMasVnrArea442 xMasVnrArea443 xMasVnrArea448
## -4.500e+05 NA 2.889e+06
## xMasVnrArea45 xMasVnrArea450 xMasVnrArea451
## -2.390e+03 1.388e+05 NA
## xMasVnrArea452 xMasVnrArea456 xMasVnrArea459
## -9.048e+05 NA NA
## xMasVnrArea46 xMasVnrArea464 xMasVnrArea466
## -1.031e+06 -1.018e+06 NA
## xMasVnrArea468 xMasVnrArea472 xMasVnrArea473
## -8.935e+05 1.112e+06 9.426e+05
## xMasVnrArea479 xMasVnrArea48 xMasVnrArea480
## -3.981e+05 NA 4.505e+05
## xMasVnrArea481 xMasVnrArea491 xMasVnrArea50
## NA -1.480e+06 -1.333e+06
## xMasVnrArea500 xMasVnrArea506 xMasVnrArea51
## -4.866e+05 NA -5.763e+05
## xMasVnrArea510 xMasVnrArea513 xMasVnrArea528
## NA 1.374e+04 NA
## xMasVnrArea53 xMasVnrArea530 xMasVnrArea54
## -4.565e+05 1.160e+06 NA
## xMasVnrArea541 xMasVnrArea554 xMasVnrArea56
## -7.084e+05 NA -1.203e+06
## xMasVnrArea562 xMasVnrArea564 xMasVnrArea567
## -3.293e+05 -6.212e+05 NA
## xMasVnrArea57 xMasVnrArea571 xMasVnrArea573
## -9.713e+05 -6.051e+05 NA
## xMasVnrArea576 xMasVnrArea579 xMasVnrArea584
## NA NA NA
## xMasVnrArea594 xMasVnrArea60 xMasVnrArea600
## NA 6.004e+05 -9.441e+04
## xMasVnrArea603 xMasVnrArea604 xMasVnrArea616
## NA NA NA
## xMasVnrArea621 xMasVnrArea63 xMasVnrArea630
## -1.054e+06 2.899e+05 NA
## xMasVnrArea632 xMasVnrArea64 xMasVnrArea640
## -7.421e+05 1.047e+06 5.093e+04
## xMasVnrArea65 xMasVnrArea650 xMasVnrArea651
## NA -6.654e+05 NA
## xMasVnrArea653 xMasVnrArea66 xMasVnrArea660
## NA -6.051e+05 -4.457e+05
## xMasVnrArea664 xMasVnrArea67 xMasVnrArea673
## NA NA NA
## xMasVnrArea68 xMasVnrArea70 xMasVnrArea705
## -1.539e+06 -2.497e+05 NA
## xMasVnrArea72 xMasVnrArea731 xMasVnrArea74
## -6.542e+05 7.883e+05 -6.352e+05
## xMasVnrArea748 xMasVnrArea75 xMasVnrArea76
## NA -2.570e+05 1.780e+04
## xMasVnrArea760 xMasVnrArea762 xMasVnrArea766
## NA NA NA
## xMasVnrArea768 xMasVnrArea772 xMasVnrArea788
## -7.309e+05 -1.080e+06 -9.047e+04
## xMasVnrArea796 xMasVnrArea80 xMasVnrArea81
## NA -4.921e+05 NA
## xMasVnrArea816 xMasVnrArea82 xMasVnrArea84
## NA -6.202e+05 -1.563e+06
## xMasVnrArea85 xMasVnrArea86 xMasVnrArea860
## -1.965e+05 2.582e+05 NA
## xMasVnrArea870 xMasVnrArea88 xMasVnrArea89
## -2.519e+06 -4.608e+05 NA
## xMasVnrArea894 xMasVnrArea90 xMasVnrArea92
## 6.522e+05 -8.237e+05 -9.139e+05
## xMasVnrArea921 xMasVnrArea922 xMasVnrArea94
## NA NA -1.101e+06
## xMasVnrArea95 xMasVnrArea96 xMasVnrArea97
## -5.904e+05 NA -1.299e+06
## xMasVnrArea975 xMasVnrArea98 xMasVnrArea99
## NA -8.565e+05 4.212e+04
## xMasVnrArea1050 xMasVnrArea1095 xMasVnrArea1110
## NA NA NA
## xMasVnrArea1159 xMasVnrArea118 xMasVnrArea121
## NA NA NA
## xMasVnrArea1224 xMasVnrArea124 xMasVnrArea1290
## NA NA NA
## xMasVnrArea134 xMasVnrArea141 xMasVnrArea177
## NA NA NA
## xMasVnrArea179 xMasVnrArea187 xMasVnrArea190
## NA NA NA
## xMasVnrArea197 xMasVnrArea198 xMasVnrArea199
## NA NA NA
## xMasVnrArea20 xMasVnrArea214 xMasVnrArea217
## NA NA NA
## xMasVnrArea221 xMasVnrArea222 xMasVnrArea227
## NA NA NA
## xMasVnrArea229 xMasVnrArea23 xMasVnrArea235
## NA NA NA
## xMasVnrArea242 xMasVnrArea251 xMasVnrArea253
## NA NA NA
## xMasVnrArea257 xMasVnrArea264 xMasVnrArea265
## NA NA NA
## xMasVnrArea276 xMasVnrArea279 xMasVnrArea283
## NA NA NA
## xMasVnrArea291 xMasVnrArea3 xMasVnrArea308
## NA NA NA
## xMasVnrArea322 xMasVnrArea323 xMasVnrArea327
## NA NA NA
## xMasVnrArea332 xMasVnrArea352 xMasVnrArea353
## NA NA NA
## xMasVnrArea355 xMasVnrArea356 xMasVnrArea364
## NA NA NA
## xMasVnrArea371 xMasVnrArea372 xMasVnrArea379
## NA NA NA
## xMasVnrArea382 xMasVnrArea383 xMasVnrArea385
## NA NA NA
## xMasVnrArea39 xMasVnrArea394 xMasVnrArea397
## NA NA NA
## xMasVnrArea400 xMasVnrArea402 xMasVnrArea405
## NA NA NA
## xMasVnrArea406 xMasVnrArea418 xMasVnrArea422
## NA NA NA
## xMasVnrArea430 xMasVnrArea434 xMasVnrArea440
## NA NA NA
## xMasVnrArea444 xMasVnrArea47 xMasVnrArea470
## NA NA NA
## xMasVnrArea492 xMasVnrArea495 xMasVnrArea501
## NA NA NA
## xMasVnrArea502 xMasVnrArea504 xMasVnrArea509
## NA NA NA
## xMasVnrArea514 xMasVnrArea515 xMasVnrArea518
## NA NA NA
## xMasVnrArea519 xMasVnrArea52 xMasVnrArea522
## NA NA NA
## xMasVnrArea525 xMasVnrArea526 xMasVnrArea532
## NA NA NA
## xMasVnrArea549 xMasVnrArea550 xMasVnrArea568
## NA NA NA
## xMasVnrArea572 xMasVnrArea58 xMasVnrArea615
## NA NA NA
## xMasVnrArea62 xMasVnrArea634 xMasVnrArea647
## NA NA NA
## xMasVnrArea652 xMasVnrArea657 xMasVnrArea662
## NA NA NA
## xMasVnrArea668 xMasVnrArea674 xMasVnrArea680
## NA NA NA
## xMasVnrArea69 xMasVnrArea692 xMasVnrArea710
## NA NA NA
## xMasVnrArea714 xMasVnrArea724 xMasVnrArea726
## NA NA NA
## xMasVnrArea730 xMasVnrArea734 xMasVnrArea738
## NA NA NA
## xMasVnrArea754 xMasVnrArea771 xMasVnrArea87
## NA NA NA
## xMasVnrArea877 xMasVnrArea886 xMasVnrArea902
## NA NA NA
## xMasVnrArea91 xMasVnrArea945 xMasVnrArea970
## NA NA NA
## xExterQualFa xExterQualGd xExterQualTA
## -6.950e+05 -6.447e+05 -6.186e+05
## xExterCondFa xExterCondGd xExterCondPo
## -5.888e+04 -1.023e+05 -2.006e+05
## xExterCondTA xFoundationCBlock xFoundationPConc
## -4.805e+03 4.589e+04 1.001e+05
## xFoundationSlab xFoundationStone xFoundationWood
## -5.075e+04 5.353e+05 1.314e+06
## xBsmtQualEx xBsmtQualFa xBsmtQualGd
## 4.303e+04 -1.397e+05 -2.381e+05
## xBsmtQualTA xBsmtCondFa xBsmtCondGd
## -2.238e+05 -1.027e+05 1.732e+04
## xBsmtCondPo xBsmtCondTA xBsmtExposureAv
## 1.729e+04 NA -5.314e+04
## xBsmtExposureGd xBsmtExposureMn xBsmtExposureNo
## -4.080e+04 1.260e+05 NA
## xBsmtFinType1ALQ xBsmtFinType1BLQ xBsmtFinType1GLQ
## -1.894e+05 -1.018e+06 -3.856e+05
## xBsmtFinType1LwQ xBsmtFinType1Rec xBsmtFinType1Unf
## -1.992e+05 3.614e+05 NA
## xBsmtFinSF1100 xBsmtFinSF11000 xBsmtFinSF11001
## NA NA NA
## xBsmtFinSF11002 xBsmtFinSF11003 xBsmtFinSF11004
## NA NA NA
## xBsmtFinSF11005 xBsmtFinSF11010 xBsmtFinSF11011
## 1.505e+06 NA NA
## xBsmtFinSF11012 xBsmtFinSF11013 xBsmtFinSF11014
## 1.648e+06 NA NA
## xBsmtFinSF11015 xBsmtFinSF11016 xBsmtFinSF11018
## NA 6.209e+05 NA
## xBsmtFinSF11021 xBsmtFinSF11022 xBsmtFinSF11023
## NA 1.169e+06 NA
## xBsmtFinSF11024 xBsmtFinSF11026 xBsmtFinSF11027
## NA NA NA
## xBsmtFinSF11029 xBsmtFinSF11030 xBsmtFinSF11032
## NA NA 2.587e+05
## xBsmtFinSF11033 xBsmtFinSF11034 xBsmtFinSF11035
## NA NA NA
## xBsmtFinSF11036 xBsmtFinSF11037 xBsmtFinSF11038
## 1.039e+06 NA NA
## xBsmtFinSF11039 xBsmtFinSF1104 xBsmtFinSF11040
## -2.027e+06 NA 4.677e+05
## xBsmtFinSF11044 xBsmtFinSF11046 xBsmtFinSF11047
## NA NA NA
## xBsmtFinSF11048 xBsmtFinSF11051 xBsmtFinSF11053
## NA NA NA
## xBsmtFinSF11056 xBsmtFinSF11059 xBsmtFinSF11064
## -3.708e+05 NA NA
## xBsmtFinSF11065 xBsmtFinSF11070 xBsmtFinSF11071
## 6.754e+05 NA NA
## xBsmtFinSF11073 xBsmtFinSF11074 xBsmtFinSF11075
## NA 2.334e+06 NA
## xBsmtFinSF11078 xBsmtFinSF11079 xBsmtFinSF1108
## NA NA NA
## xBsmtFinSF11080 xBsmtFinSF11082 xBsmtFinSF11084
## NA NA NA
## xBsmtFinSF11085 xBsmtFinSF11086 xBsmtFinSF11087
## NA NA NA
## xBsmtFinSF11088 xBsmtFinSF11090 xBsmtFinSF11092
## NA NA NA
## xBsmtFinSF11094 xBsmtFinSF11096 xBsmtFinSF11097
## NA NA -1.525e+05
## xBsmtFinSF11098 xBsmtFinSF1110 xBsmtFinSF11101
## NA NA NA
## xBsmtFinSF11104 xBsmtFinSF11106 xBsmtFinSF1111
## 7.110e+05 NA NA
## xBsmtFinSF11110 xBsmtFinSF11111 xBsmtFinSF11112
## NA NA NA
## xBsmtFinSF11115 xBsmtFinSF11116 xBsmtFinSF11118
## NA 1.469e+06 NA
## xBsmtFinSF11121 xBsmtFinSF11122 xBsmtFinSF11124
## NA NA NA
## xBsmtFinSF11126 xBsmtFinSF11127 xBsmtFinSF11128
## NA NA 2.452e+06
## xBsmtFinSF11129 xBsmtFinSF1113 xBsmtFinSF11136
## NA NA NA
## xBsmtFinSF11137 xBsmtFinSF11138 xBsmtFinSF1114
## NA NA NA
## xBsmtFinSF11141 xBsmtFinSF11142 xBsmtFinSF11148
## NA NA 5.115e+05
## xBsmtFinSF11149 xBsmtFinSF11150 xBsmtFinSF11151
## NA -3.664e+05 NA
## xBsmtFinSF11152 xBsmtFinSF11153 xBsmtFinSF11154
## NA -2.403e+05 NA
## xBsmtFinSF11157 xBsmtFinSF11158 xBsmtFinSF11159
## 5.053e+05 5.349e+04 -1.973e+06
## xBsmtFinSF1116 xBsmtFinSF11162 xBsmtFinSF11163
## NA NA NA
## xBsmtFinSF11165 xBsmtFinSF11170 xBsmtFinSF11172
## NA 5.746e+05 NA
## xBsmtFinSF11173 xBsmtFinSF11178 xBsmtFinSF11180
## NA NA NA
## xBsmtFinSF11181 xBsmtFinSF11182 xBsmtFinSF11186
## NA NA NA
## xBsmtFinSF11188 xBsmtFinSF1119 xBsmtFinSF11191
## NA NA NA
## xBsmtFinSF11194 xBsmtFinSF11196 xBsmtFinSF11198
## NA -1.797e+03 NA
## xBsmtFinSF1120 xBsmtFinSF11200 xBsmtFinSF11201
## -2.603e+05 8.376e+04 4.085e+05
## xBsmtFinSF11204 xBsmtFinSF11206 xBsmtFinSF1121
## NA NA NA
## xBsmtFinSF11213 xBsmtFinSF11216 xBsmtFinSF11218
## NA -1.267e+06 -1.780e+06
## xBsmtFinSF11219 xBsmtFinSF1122 xBsmtFinSF11220
## NA NA NA
## xBsmtFinSF11223 xBsmtFinSF11224 xBsmtFinSF11225
## NA NA NA
## xBsmtFinSF11230 xBsmtFinSF11231 xBsmtFinSF11232
## NA 2.146e+06 NA
## xBsmtFinSF11234 xBsmtFinSF11236 xBsmtFinSF11237
## NA NA NA
## xBsmtFinSF11238 xBsmtFinSF11239 xBsmtFinSF11243
## NA NA NA
## xBsmtFinSF11246 xBsmtFinSF11247 xBsmtFinSF11249
## NA 3.845e+05 NA
## xBsmtFinSF1125 xBsmtFinSF11252 xBsmtFinSF11258
## NA NA NA
## xBsmtFinSF11259 xBsmtFinSF1126 xBsmtFinSF11260
## NA NA NA
## xBsmtFinSF11261 xBsmtFinSF11262 xBsmtFinSF11270
## NA NA NA
## xBsmtFinSF11271 xBsmtFinSF11274 xBsmtFinSF11277
## NA NA 1.399e+06
## xBsmtFinSF1128 xBsmtFinSF11280 xBsmtFinSF11282
## NA NA NA
## xBsmtFinSF11283 xBsmtFinSF11285 xBsmtFinSF11288
## NA NA 1.246e+06
## xBsmtFinSF1129 xBsmtFinSF11290 xBsmtFinSF11294
## NA NA NA
## xBsmtFinSF11298 xBsmtFinSF1130 xBsmtFinSF11300
## NA NA 4.387e+05
## xBsmtFinSF11302 xBsmtFinSF11304 xBsmtFinSF11308
## -1.027e+06 NA NA
## xBsmtFinSF11309 xBsmtFinSF1131 xBsmtFinSF11312
## NA NA NA
## xBsmtFinSF11314 xBsmtFinSF11319 xBsmtFinSF1132
## NA NA NA
## xBsmtFinSF11320 xBsmtFinSF11324 xBsmtFinSF11328
## NA NA NA
## xBsmtFinSF11329 xBsmtFinSF1133 xBsmtFinSF11330
## NA NA NA
## xBsmtFinSF11332 xBsmtFinSF11333 xBsmtFinSF11334
## 1.255e+06 NA -1.225e+06
## xBsmtFinSF11336 xBsmtFinSF11337 xBsmtFinSF11338
## NA NA NA
## xBsmtFinSF1134 xBsmtFinSF11341 xBsmtFinSF11346
## NA NA NA
## xBsmtFinSF11350 xBsmtFinSF11351 xBsmtFinSF11358
## NA NA NA
## xBsmtFinSF11359 xBsmtFinSF11360 xBsmtFinSF11361
## NA NA NA
## xBsmtFinSF11369 xBsmtFinSF11373 xBsmtFinSF11375
## 2.723e+05 NA NA
## xBsmtFinSF1138 xBsmtFinSF11383 xBsmtFinSF11386
## -1.205e+06 NA -1.804e+06
## xBsmtFinSF11387 xBsmtFinSF11390 xBsmtFinSF11392
## NA NA NA
## xBsmtFinSF11398 xBsmtFinSF1140 xBsmtFinSF11400
## 1.607e+05 NA NA
## xBsmtFinSF11406 xBsmtFinSF1141 xBsmtFinSF11410
## NA NA 9.306e+05
## xBsmtFinSF11412 xBsmtFinSF11414 xBsmtFinSF11416
## NA NA NA
## xBsmtFinSF11420 xBsmtFinSF11422 xBsmtFinSF1143
## NA NA NA
## xBsmtFinSF11430 xBsmtFinSF11433 xBsmtFinSF11436
## NA NA NA
## xBsmtFinSF1144 xBsmtFinSF11440 xBsmtFinSF11441
## NA -3.635e+05 NA
## xBsmtFinSF11443 xBsmtFinSF11445 xBsmtFinSF11447
## NA NA NA
## xBsmtFinSF11455 xBsmtFinSF11456 xBsmtFinSF11460
## NA NA NA
## xBsmtFinSF11464 xBsmtFinSF11470 xBsmtFinSF11474
## -3.827e+05 NA NA
## xBsmtFinSF11476 xBsmtFinSF11478 xBsmtFinSF1148
## NA NA NA
## xBsmtFinSF11480 xBsmtFinSF1149 xBsmtFinSF1150
## NA NA NA
## xBsmtFinSF11500 xBsmtFinSF11505 xBsmtFinSF11513
## NA NA -1.160e+06
## xBsmtFinSF11518 xBsmtFinSF1152 xBsmtFinSF11531
## 6.831e+03 NA NA
## xBsmtFinSF11538 xBsmtFinSF1154 xBsmtFinSF11540
## NA NA NA
## xBsmtFinSF1155 xBsmtFinSF11557 xBsmtFinSF11558
## NA NA NA
## xBsmtFinSF1156 xBsmtFinSF11562 xBsmtFinSF11564
## NA NA NA
## xBsmtFinSF11567 xBsmtFinSF11571 xBsmtFinSF11572
## NA NA NA
## xBsmtFinSF11573 xBsmtFinSF11576 xBsmtFinSF11593
## NA NA NA
## xBsmtFinSF116 xBsmtFinSF11606 xBsmtFinSF11619
## 2.231e+05 NA NA
## xBsmtFinSF1162 xBsmtFinSF11632 xBsmtFinSF11636
## NA NA NA
## xBsmtFinSF11640 xBsmtFinSF11646 xBsmtFinSF1165
## NA NA 8.423e+03
## xBsmtFinSF11660 xBsmtFinSF1167 xBsmtFinSF1168
## NA NA -4.595e+04
## xBsmtFinSF11682 xBsmtFinSF11684 xBsmtFinSF1169
## NA NA NA
## xBsmtFinSF11696 xBsmtFinSF1170 xBsmtFinSF1172
## NA NA NA
## xBsmtFinSF11721 xBsmtFinSF11728 xBsmtFinSF1173
## -1.596e+06 NA NA
## xBsmtFinSF11732 xBsmtFinSF11733 xBsmtFinSF1175
## NA NA NA
## xBsmtFinSF11758 xBsmtFinSF1176 xBsmtFinSF11767
## NA NA NA
## xBsmtFinSF1179 xBsmtFinSF1180 xBsmtFinSF1181
## NA NA NA
## xBsmtFinSF11810 xBsmtFinSF11812 xBsmtFinSF1182
## NA NA -4.521e+05
## xBsmtFinSF11836 xBsmtFinSF1185 xBsmtFinSF1186
## NA NA NA
## xBsmtFinSF1187 xBsmtFinSF1188 xBsmtFinSF11880
## -1.238e+06 -1.223e+06 NA
## xBsmtFinSF1189 xBsmtFinSF1190 xBsmtFinSF11904
## NA NA NA
## xBsmtFinSF1191 xBsmtFinSF1192 xBsmtFinSF1193
## NA NA NA
## xBsmtFinSF1194 xBsmtFinSF1196 xBsmtFinSF11965
## NA -1.569e+06 NA
## xBsmtFinSF1197 xBsmtFinSF11972 xBsmtFinSF1198
## -4.659e+05 NA NA
## xBsmtFinSF12 xBsmtFinSF120 xBsmtFinSF1200
## NA 1.101e+06 NA
## xBsmtFinSF1201 xBsmtFinSF1203 xBsmtFinSF1204
## NA NA -4.469e+05
## xBsmtFinSF1205 xBsmtFinSF1206 xBsmtFinSF1207
## NA 1.706e+05 NA
## xBsmtFinSF1208 xBsmtFinSF12085 xBsmtFinSF1209
## NA NA NA
## xBsmtFinSF12096 xBsmtFinSF1210 xBsmtFinSF1212
## NA -2.357e+05 NA
## xBsmtFinSF1213 xBsmtFinSF12146 xBsmtFinSF1215
## NA NA NA
## xBsmtFinSF12158 xBsmtFinSF1216 xBsmtFinSF1218
## NA 4.691e+05 NA
## xBsmtFinSF12188 xBsmtFinSF1219 xBsmtFinSF1220
## NA 4.259e+05 NA
## xBsmtFinSF1221 xBsmtFinSF1222 xBsmtFinSF1223
## NA NA NA
## xBsmtFinSF1224 xBsmtFinSF1225 xBsmtFinSF12257
## NA NA NA
## xBsmtFinSF1226 xBsmtFinSF12260 xBsmtFinSF1228
## -7.060e+05 NA NA
## xBsmtFinSF12288 xBsmtFinSF1230 xBsmtFinSF1231
## NA NA 8.587e+05
## xBsmtFinSF1234 xBsmtFinSF1236 xBsmtFinSF1238
## -7.396e+05 -6.948e+05 NA
## xBsmtFinSF1239 xBsmtFinSF124 xBsmtFinSF1240
## -2.177e+05 -1.515e+05 NA
## xBsmtFinSF1241 xBsmtFinSF1242 xBsmtFinSF1244
## 2.869e+05 NA NA
## xBsmtFinSF1246 xBsmtFinSF1247 xBsmtFinSF1248
## NA 2.949e+05 4.016e+05
## xBsmtFinSF1249 xBsmtFinSF125 xBsmtFinSF1250
## -9.891e+05 1.415e+05 1.379e+05
## xBsmtFinSF1251 xBsmtFinSF1252 xBsmtFinSF1254
## -7.072e+05 NA NA
## xBsmtFinSF1256 xBsmtFinSF1257 xBsmtFinSF1258
## -1.766e+05 3.845e+05 NA
## xBsmtFinSF1259 xBsmtFinSF1260 xBsmtFinSF1261
## 1.648e+05 NA NA
## xBsmtFinSF1262 xBsmtFinSF1263 xBsmtFinSF1264
## NA NA NA
## xBsmtFinSF1266 xBsmtFinSF1267 xBsmtFinSF127
## NA NA 6.350e+05
## xBsmtFinSF1270 xBsmtFinSF1271 xBsmtFinSF1273
## 2.783e+05 NA NA
## xBsmtFinSF1274 xBsmtFinSF1275 xBsmtFinSF1276
## NA -4.602e+04 NA
## xBsmtFinSF1278 xBsmtFinSF1279 xBsmtFinSF128
## NA NA NA
## xBsmtFinSF1280 xBsmtFinSF1281 xBsmtFinSF1282
## 9.384e+05 1.022e+06 NA
## xBsmtFinSF1283 xBsmtFinSF1284 xBsmtFinSF1285
## NA NA NA
## xBsmtFinSF1286 xBsmtFinSF1288 xBsmtFinSF1290
## NA 1.429e+05 1.045e+06
## xBsmtFinSF1292 xBsmtFinSF1294 xBsmtFinSF1296
## NA -4.177e+05 NA
## xBsmtFinSF1297 xBsmtFinSF1298 xBsmtFinSF1299
## -3.738e+05 -4.285e+05 4.255e+05
## xBsmtFinSF1300 xBsmtFinSF1301 xBsmtFinSF1305
## 4.719e+05 NA NA
## xBsmtFinSF1306 xBsmtFinSF1308 xBsmtFinSF1309
## NA NA NA
## xBsmtFinSF1310 xBsmtFinSF1311 xBsmtFinSF1312
## NA NA 3.277e+05
## xBsmtFinSF1314 xBsmtFinSF1315 xBsmtFinSF1316
## NA NA NA
## xBsmtFinSF1317 xBsmtFinSF1318 xBsmtFinSF1319
## NA NA NA
## xBsmtFinSF132 xBsmtFinSF1320 xBsmtFinSF1321
## NA NA NA
## xBsmtFinSF1322 xBsmtFinSF1324 xBsmtFinSF1326
## NA 2.024e+05 NA
## xBsmtFinSF1328 xBsmtFinSF1329 xBsmtFinSF133
## NA -4.298e+05 NA
## xBsmtFinSF1330 xBsmtFinSF1331 xBsmtFinSF1332
## NA NA NA
## xBsmtFinSF1334 xBsmtFinSF1335 xBsmtFinSF1336
## 1.183e+06 NA 5.605e+05
## xBsmtFinSF1337 xBsmtFinSF1338 xBsmtFinSF1339
## NA -1.729e+05 NA
## xBsmtFinSF1340 xBsmtFinSF1341 xBsmtFinSF1342
## 6.662e+04 NA NA
## xBsmtFinSF1343 xBsmtFinSF1344 xBsmtFinSF1346
## NA -2.902e+05 NA
## xBsmtFinSF1347 xBsmtFinSF1348 xBsmtFinSF1349
## NA -2.432e+05 NA
## xBsmtFinSF135 xBsmtFinSF1350 xBsmtFinSF1351
## NA NA -9.539e+05
## xBsmtFinSF1352 xBsmtFinSF1353 xBsmtFinSF1354
## 6.262e+05 1.825e+05 NA
## xBsmtFinSF1355 xBsmtFinSF1356 xBsmtFinSF1358
## NA 1.788e+06 NA
## xBsmtFinSF136 xBsmtFinSF1360 xBsmtFinSF1361
## 1.514e+06 -4.127e+05 NA
## xBsmtFinSF1362 xBsmtFinSF1363 xBsmtFinSF1364
## NA NA -4.902e+05
## xBsmtFinSF1365 xBsmtFinSF1366 xBsmtFinSF1368
## NA NA 2.209e+05
## xBsmtFinSF1369 xBsmtFinSF1370 xBsmtFinSF1371
## NA -6.429e+05 NA
## xBsmtFinSF1372 xBsmtFinSF1373 xBsmtFinSF1374
## NA NA NA
## xBsmtFinSF1375 xBsmtFinSF1376 xBsmtFinSF1377
## -1.846e+05 NA -7.207e+05
## xBsmtFinSF1378 xBsmtFinSF1379 xBsmtFinSF1380
## -3.830e+05 NA 3.200e+05
## xBsmtFinSF1381 xBsmtFinSF1382 xBsmtFinSF1383
## -7.527e+05 NA NA
## xBsmtFinSF1384 xBsmtFinSF1385 xBsmtFinSF1386
## -3.668e+04 NA NA
## xBsmtFinSF1387 xBsmtFinSF1388 xBsmtFinSF1389
## 2.527e+05 2.826e+05 NA
## xBsmtFinSF1390 xBsmtFinSF1392 xBsmtFinSF1393
## NA 1.168e+06 NA
## xBsmtFinSF1394 xBsmtFinSF1397 xBsmtFinSF1398
## NA NA NA
## xBsmtFinSF1399 xBsmtFinSF140 xBsmtFinSF1400
## 1.082e+05 NA 5.733e+05
## xBsmtFinSF14010 xBsmtFinSF1402 xBsmtFinSF1403
## NA NA NA
## xBsmtFinSF1404 xBsmtFinSF1405 xBsmtFinSF1406
## NA NA NA
## xBsmtFinSF1408 xBsmtFinSF141 xBsmtFinSF1410
## NA 1.064e+06 NA
## xBsmtFinSF1412 xBsmtFinSF1414 xBsmtFinSF1415
## NA NA NA
## xBsmtFinSF1416 xBsmtFinSF1417 xBsmtFinSF1419
## NA -6.868e+05 -7.017e+05
## xBsmtFinSF142 xBsmtFinSF1420 xBsmtFinSF1421
## NA -2.291e+04 NA
## xBsmtFinSF1422 xBsmtFinSF1423 xBsmtFinSF1424
## 8.681e+05 NA NA
## xBsmtFinSF1425 xBsmtFinSF1426 xBsmtFinSF1427
## 3.826e+05 NA NA
## xBsmtFinSF1428 xBsmtFinSF1429 xBsmtFinSF1430
## NA NA NA
## xBsmtFinSF1432 xBsmtFinSF1433 xBsmtFinSF1434
## NA NA NA
## xBsmtFinSF1435 xBsmtFinSF1436 xBsmtFinSF1437
## NA NA 3.754e+05
## xBsmtFinSF1438 xBsmtFinSF1439 xBsmtFinSF1440
## NA NA NA
## xBsmtFinSF1441 xBsmtFinSF1442 xBsmtFinSF1443
## NA -3.638e+05 NA
## xBsmtFinSF1444 xBsmtFinSF1445 xBsmtFinSF1448
## -3.097e+04 NA NA
## xBsmtFinSF1450 xBsmtFinSF1452 xBsmtFinSF1453
## NA NA NA
## xBsmtFinSF1454 xBsmtFinSF1455 xBsmtFinSF1456
## -8.427e+02 NA -2.319e+05
## xBsmtFinSF1457 xBsmtFinSF1458 xBsmtFinSF1459
## NA NA NA
## xBsmtFinSF1460 xBsmtFinSF1462 xBsmtFinSF1464
## NA 5.369e+05 -1.544e+05
## xBsmtFinSF1465 xBsmtFinSF1466 xBsmtFinSF1467
## 5.775e+05 NA NA
## xBsmtFinSF1468 xBsmtFinSF1469 xBsmtFinSF1471
## 3.143e+05 NA NA
## xBsmtFinSF1472 xBsmtFinSF1474 xBsmtFinSF1475
## NA NA NA
## xBsmtFinSF1476 xBsmtFinSF1477 xBsmtFinSF148
## NA NA NA
## xBsmtFinSF1480 xBsmtFinSF1481 xBsmtFinSF1482
## 7.917e+05 NA NA
## xBsmtFinSF1483 xBsmtFinSF1484 xBsmtFinSF1485
## -2.719e+04 NA NA
## xBsmtFinSF1486 xBsmtFinSF1488 xBsmtFinSF1489
## NA NA NA
## xBsmtFinSF149 xBsmtFinSF1490 xBsmtFinSF1491
## NA 5.450e+05 NA
## xBsmtFinSF1492 xBsmtFinSF1493 xBsmtFinSF1494
## 2.266e+05 NA NA
## xBsmtFinSF1495 xBsmtFinSF1496 xBsmtFinSF1497
## 2.229e+05 NA NA
## xBsmtFinSF1498 xBsmtFinSF150 xBsmtFinSF1500
## 1.016e+06 1.638e+06 -1.828e+05
## xBsmtFinSF1501 xBsmtFinSF1502 xBsmtFinSF1503
## NA NA -1.445e+05
## xBsmtFinSF1504 xBsmtFinSF1505 xBsmtFinSF1506
## -2.741e+05 NA NA
## xBsmtFinSF1507 xBsmtFinSF1509 xBsmtFinSF151
## -3.215e+05 NA NA
## xBsmtFinSF1510 xBsmtFinSF1512 xBsmtFinSF1513
## 1.464e+06 NA NA
## xBsmtFinSF1514 xBsmtFinSF1515 xBsmtFinSF1516
## NA NA NA
## xBsmtFinSF1518 xBsmtFinSF152 xBsmtFinSF1520
## NA NA NA
## xBsmtFinSF1521 xBsmtFinSF1522 xBsmtFinSF1523
## 4.472e+05 NA NA
## xBsmtFinSF1524 xBsmtFinSF1526 xBsmtFinSF1527
## NA NA NA
## xBsmtFinSF1528 xBsmtFinSF153 xBsmtFinSF1531
## 6.385e+05 NA NA
## xBsmtFinSF1532 xBsmtFinSF1533 xBsmtFinSF1534
## NA NA NA
## xBsmtFinSF1535 xBsmtFinSF1536 xBsmtFinSF1537
## 1.851e+06 -2.038e+05 NA
## xBsmtFinSF1538 xBsmtFinSF1539 xBsmtFinSF154
## NA 5.713e+05 NA
## xBsmtFinSF1540 xBsmtFinSF1543 xBsmtFinSF1544
## 3.616e+04 NA NA
## xBsmtFinSF1546 xBsmtFinSF1547 xBsmtFinSF1548
## -8.951e+05 NA -1.342e+06
## xBsmtFinSF1549 xBsmtFinSF155 xBsmtFinSF1550
## NA NA NA
## xBsmtFinSF1551 xBsmtFinSF1552 xBsmtFinSF1553
## 9.546e+05 1.769e+05 2.608e+05
## xBsmtFinSF1554 xBsmtFinSF1556 xBsmtFinSF1557
## NA NA NA
## xBsmtFinSF1559 xBsmtFinSF156 xBsmtFinSF1560
## NA NA 4.931e+05
## xBsmtFinSF1562 xBsmtFinSF1564 xBsmtFinSF15644
## NA NA NA
## xBsmtFinSF1565 xBsmtFinSF1566 xBsmtFinSF1567
## NA NA NA
## xBsmtFinSF1568 xBsmtFinSF1569 xBsmtFinSF157
## NA 2.203e+05 NA
## xBsmtFinSF1570 xBsmtFinSF1572 xBsmtFinSF1573
## 1.102e+06 NA NA
## xBsmtFinSF1574 xBsmtFinSF1575 xBsmtFinSF1576
## NA NA NA
## xBsmtFinSF1577 xBsmtFinSF1578 xBsmtFinSF1579
## NA NA NA
## xBsmtFinSF1580 xBsmtFinSF1583 xBsmtFinSF1584
## 1.088e+06 NA 1.854e+05
## xBsmtFinSF1585 xBsmtFinSF1586 xBsmtFinSF1587
## -1.423e+06 1.301e+06 NA
## xBsmtFinSF1588 xBsmtFinSF1590 xBsmtFinSF1592
## -2.880e+05 NA NA
## xBsmtFinSF1593 xBsmtFinSF1594 xBsmtFinSF1595
## 3.748e+05 NA 7.528e+05
## xBsmtFinSF1596 xBsmtFinSF1599 xBsmtFinSF160
## NA NA NA
## xBsmtFinSF1600 xBsmtFinSF1601 xBsmtFinSF1602
## 5.692e+05 NA NA
## xBsmtFinSF1603 xBsmtFinSF1604 xBsmtFinSF1605
## NA NA 2.132e+03
## xBsmtFinSF1606 xBsmtFinSF1607 xBsmtFinSF1608
## NA NA NA
## xBsmtFinSF1609 xBsmtFinSF1611 xBsmtFinSF1612
## NA NA -7.515e+05
## xBsmtFinSF1614 xBsmtFinSF1615 xBsmtFinSF1616
## NA NA 3.217e+05
## xBsmtFinSF1617 xBsmtFinSF1619 xBsmtFinSF1620
## 1.820e+05 5.630e+05 NA
## xBsmtFinSF1621 xBsmtFinSF1622 xBsmtFinSF1623
## NA 9.280e+05 NA
## xBsmtFinSF1624 xBsmtFinSF1625 xBsmtFinSF1626
## NA 5.491e+05 2.895e+05
## xBsmtFinSF163 xBsmtFinSF1630 xBsmtFinSF1631
## NA 5.107e+05 NA
## xBsmtFinSF1632 xBsmtFinSF1633 xBsmtFinSF1634
## 3.047e+05 NA NA
## xBsmtFinSF1636 xBsmtFinSF1637 xBsmtFinSF1638
## NA 1.663e+05 NA
## xBsmtFinSF1639 xBsmtFinSF164 xBsmtFinSF1641
## NA NA NA
## xBsmtFinSF1642 xBsmtFinSF1643 xBsmtFinSF1644
## NA 1.582e+06 NA
## xBsmtFinSF1645 xBsmtFinSF1646 xBsmtFinSF1647
## NA NA NA
## xBsmtFinSF1648 xBsmtFinSF1649 xBsmtFinSF165
## 5.448e+05 NA NA
## xBsmtFinSF1650 xBsmtFinSF1651 xBsmtFinSF1652
## NA NA NA
## xBsmtFinSF1654 xBsmtFinSF1655 xBsmtFinSF1656
## NA 1.067e+06 2.951e+04
## xBsmtFinSF1658 xBsmtFinSF1659 xBsmtFinSF1660
## NA 3.821e+05 7.481e+05
## xBsmtFinSF1661 xBsmtFinSF1662 xBsmtFinSF1663
## NA NA 9.111e+04
## xBsmtFinSF1664 xBsmtFinSF1666 xBsmtFinSF1668
## 1.289e+06 2.731e+05 NA
## xBsmtFinSF1669 xBsmtFinSF1670 xBsmtFinSF1671
## NA NA NA
## xBsmtFinSF1672 xBsmtFinSF1673 xBsmtFinSF1674
## 5.060e+05 NA NA
## xBsmtFinSF1678 xBsmtFinSF1679 xBsmtFinSF168
## NA NA NA
## xBsmtFinSF1680 xBsmtFinSF1681 xBsmtFinSF1682
## 2.641e+05 NA NA
## xBsmtFinSF1683 xBsmtFinSF1684 xBsmtFinSF1685
## NA NA NA
## xBsmtFinSF1686 xBsmtFinSF1687 xBsmtFinSF1688
## 1.732e+05 NA NA
## xBsmtFinSF1689 xBsmtFinSF1690 xBsmtFinSF1691
## NA 3.277e+05 NA
## xBsmtFinSF1692 xBsmtFinSF1694 xBsmtFinSF1695
## NA NA 1.851e+05
## xBsmtFinSF1696 xBsmtFinSF1697 xBsmtFinSF1698
## NA NA -5.200e+05
## xBsmtFinSF1699 xBsmtFinSF170 xBsmtFinSF1700
## 1.980e+05 NA 4.256e+05
## xBsmtFinSF1701 xBsmtFinSF1702 xBsmtFinSF1704
## NA NA NA
## xBsmtFinSF1705 xBsmtFinSF1706 xBsmtFinSF1708
## NA -4.343e+04 2.315e+05
## xBsmtFinSF1709 xBsmtFinSF1710 xBsmtFinSF1712
## NA NA NA
## xBsmtFinSF1713 xBsmtFinSF1714 xBsmtFinSF1716
## NA -2.245e+05 NA
## xBsmtFinSF1717 xBsmtFinSF1718 xBsmtFinSF1719
## NA NA NA
## xBsmtFinSF172 xBsmtFinSF1720 xBsmtFinSF1722
## -5.852e+05 NA NA
## xBsmtFinSF1724 xBsmtFinSF1725 xBsmtFinSF1726
## 3.269e+05 NA NA
## xBsmtFinSF1727 xBsmtFinSF1728 xBsmtFinSF1729
## NA 1.673e+06 NA
## xBsmtFinSF173 xBsmtFinSF1731 xBsmtFinSF1732
## NA NA -2.406e+05
## xBsmtFinSF1733 xBsmtFinSF1734 xBsmtFinSF1735
## NA 3.954e+05 4.544e+05
## xBsmtFinSF1736 xBsmtFinSF1737 xBsmtFinSF1738
## NA -9.742e+05 NA
## xBsmtFinSF1739 xBsmtFinSF1740 xBsmtFinSF1741
## 1.301e+06 -2.646e+05 NA
## xBsmtFinSF1742 xBsmtFinSF1744 xBsmtFinSF1745
## NA NA NA
## xBsmtFinSF1746 xBsmtFinSF1747 xBsmtFinSF1748
## NA -1.473e+05 NA
## xBsmtFinSF1749 xBsmtFinSF175 xBsmtFinSF1750
## NA NA NA
## xBsmtFinSF1751 xBsmtFinSF1755 xBsmtFinSF1756
## NA NA NA
## xBsmtFinSF1758 xBsmtFinSF1759 xBsmtFinSF176
## NA NA NA
## xBsmtFinSF1760 xBsmtFinSF1762 xBsmtFinSF1763
## NA -3.009e+05 1.729e+06
## xBsmtFinSF1764 xBsmtFinSF1765 xBsmtFinSF1766
## NA NA NA
## xBsmtFinSF1767 xBsmtFinSF1769 xBsmtFinSF177
## -4.365e+04 3.454e+05 NA
## xBsmtFinSF1770 xBsmtFinSF1771 xBsmtFinSF1772
## NA NA NA
## xBsmtFinSF1773 xBsmtFinSF1774 xBsmtFinSF1775
## 7.296e+05 NA 1.204e+06
## xBsmtFinSF1776 xBsmtFinSF1777 xBsmtFinSF1778
## NA -1.812e+05 4.645e+05
## xBsmtFinSF1779 xBsmtFinSF178 xBsmtFinSF1780
## NA NA NA
## xBsmtFinSF1781 xBsmtFinSF1782 xBsmtFinSF1783
## NA NA NA
## xBsmtFinSF1784 xBsmtFinSF1785 xBsmtFinSF1786
## NA NA NA
## xBsmtFinSF1787 xBsmtFinSF1788 xBsmtFinSF1789
## NA 3.864e+05 NA
## xBsmtFinSF1790 xBsmtFinSF1791 xBsmtFinSF1792
## NA NA NA
## xBsmtFinSF1793 xBsmtFinSF1794 xBsmtFinSF1795
## NA NA NA
## xBsmtFinSF1796 xBsmtFinSF1797 xBsmtFinSF1799
## NA NA NA
## xBsmtFinSF180 xBsmtFinSF1800 xBsmtFinSF1803
## NA NA NA
## xBsmtFinSF1804 xBsmtFinSF1806 xBsmtFinSF1808
## NA NA NA
## xBsmtFinSF1809 xBsmtFinSF181 xBsmtFinSF1810
## NA NA NA
## xBsmtFinSF1811 xBsmtFinSF1812 xBsmtFinSF1813
## NA 4.857e+05 NA
## xBsmtFinSF1814 xBsmtFinSF1816 xBsmtFinSF1819
## 1.587e+06 NA NA
## xBsmtFinSF1820 xBsmtFinSF1821 xBsmtFinSF1822
## NA 4.430e+05 4.144e+05
## xBsmtFinSF1824 xBsmtFinSF1826 xBsmtFinSF1827
## NA NA NA
## xBsmtFinSF1828 xBsmtFinSF1830 xBsmtFinSF1831
## 4.115e+05 1.188e+06 9.193e+05
## xBsmtFinSF1832 xBsmtFinSF1833 xBsmtFinSF1836
## 6.099e+05 NA NA
## xBsmtFinSF1837 xBsmtFinSF1838 xBsmtFinSF1840
## NA NA NA
## xBsmtFinSF1841 xBsmtFinSF1842 xBsmtFinSF1844
## 1.917e+06 -2.516e+05 NA
## xBsmtFinSF1846 xBsmtFinSF1847 xBsmtFinSF1848
## NA NA NA
## xBsmtFinSF185 xBsmtFinSF1850 xBsmtFinSF1851
## NA NA NA
## xBsmtFinSF1852 xBsmtFinSF1853 xBsmtFinSF1854
## NA NA NA
## xBsmtFinSF1856 xBsmtFinSF1859 xBsmtFinSF1860
## NA NA NA
## xBsmtFinSF1862 xBsmtFinSF1863 xBsmtFinSF1864
## 2.112e+06 NA NA
## xBsmtFinSF1865 xBsmtFinSF1866 xBsmtFinSF1867
## NA NA NA
## xBsmtFinSF1870 xBsmtFinSF1871 xBsmtFinSF1872
## NA NA NA
## xBsmtFinSF1873 xBsmtFinSF1874 xBsmtFinSF1876
## NA NA NA
## xBsmtFinSF188 xBsmtFinSF1880 xBsmtFinSF1881
## NA NA NA
## xBsmtFinSF1883 xBsmtFinSF1885 xBsmtFinSF1888
## NA NA NA
## xBsmtFinSF1890 xBsmtFinSF1892 xBsmtFinSF1893
## NA NA NA
## xBsmtFinSF1894 xBsmtFinSF1895 xBsmtFinSF1896
## -2.968e+05 NA NA
## xBsmtFinSF1897 xBsmtFinSF1899 xBsmtFinSF1900
## NA 2.088e+05 NA
## xBsmtFinSF1901 xBsmtFinSF1902 xBsmtFinSF1903
## NA NA NA
## xBsmtFinSF1904 xBsmtFinSF1905 xBsmtFinSF1906
## NA NA -7.420e+05
## xBsmtFinSF1908 xBsmtFinSF1909 xBsmtFinSF1910
## NA NA NA
## xBsmtFinSF1912 xBsmtFinSF1913 xBsmtFinSF1914
## NA NA NA
## xBsmtFinSF1915 xBsmtFinSF1916 xBsmtFinSF1918
## NA NA NA
## xBsmtFinSF1919 xBsmtFinSF1920 xBsmtFinSF1922
## NA NA -5.584e+05
## xBsmtFinSF1923 xBsmtFinSF1924 xBsmtFinSF1925
## NA NA 2.371e+05
## xBsmtFinSF1926 xBsmtFinSF1929 xBsmtFinSF1930
## NA NA NA
## xBsmtFinSF1931 xBsmtFinSF1932 xBsmtFinSF1935
## NA 4.924e+05 NA
## xBsmtFinSF1936 xBsmtFinSF1937 xBsmtFinSF1938
## -7.017e+05 NA NA
## xBsmtFinSF1939 xBsmtFinSF194 xBsmtFinSF1941
## NA NA 8.846e+05
## xBsmtFinSF1943 xBsmtFinSF1944 xBsmtFinSF1945
## NA NA NA
## xBsmtFinSF1946 xBsmtFinSF1949 xBsmtFinSF1950
## NA NA NA
## xBsmtFinSF1951 xBsmtFinSF1952 xBsmtFinSF1953
## NA NA NA
## xBsmtFinSF1954 xBsmtFinSF1955 xBsmtFinSF1956
## NA NA NA
## xBsmtFinSF1958 xBsmtFinSF196 xBsmtFinSF1960
## NA NA NA
## xBsmtFinSF1962 xBsmtFinSF1964 xBsmtFinSF1965
## NA NA NA
## xBsmtFinSF1967 xBsmtFinSF1968 xBsmtFinSF1969
## NA NA 2.180e+05
## xBsmtFinSF1970 xBsmtFinSF1973 xBsmtFinSF1975
## NA NA NA
## xBsmtFinSF1976 xBsmtFinSF1978 xBsmtFinSF1980
## NA NA 5.879e+05
## xBsmtFinSF1982 xBsmtFinSF1983 xBsmtFinSF1984
## 3.352e+05 NA NA
## xBsmtFinSF1985 xBsmtFinSF1986 xBsmtFinSF1987
## 1.661e+05 NA NA
## xBsmtFinSF1988 xBsmtFinSF1990 xBsmtFinSF1991
## NA 9.646e+05 NA
## xBsmtFinSF1994 xBsmtFinSF1996 xBsmtFinSF1998
## NA NA NA
## xBsmtFinType2ALQ xBsmtFinType2BLQ xBsmtFinType2GLQ
## 9.433e+05 -5.454e+05 4.058e+05
## xBsmtFinType2LwQ xBsmtFinType2Rec xBsmtFinType2Unf
## 2.346e+05 9.094e+05 NA
## xBsmtFinSF2102 xBsmtFinSF21020 xBsmtFinSF21029
## NA NA NA
## xBsmtFinSF21031 xBsmtFinSF21037 xBsmtFinSF21039
## NA NA NA
## xBsmtFinSF2105 xBsmtFinSF21057 xBsmtFinSF2106
## NA NA NA
## xBsmtFinSF21061 xBsmtFinSF21063 xBsmtFinSF21073
## NA NA NA
## xBsmtFinSF2108 xBsmtFinSF21080 xBsmtFinSF21083
## NA NA NA
## xBsmtFinSF21085 xBsmtFinSF2110 xBsmtFinSF21120
## NA NA NA
## xBsmtFinSF21127 xBsmtFinSF2113 xBsmtFinSF2116
## NA NA NA
## xBsmtFinSF21164 xBsmtFinSF2117 xBsmtFinSF2119
## NA NA NA
## xBsmtFinSF212 xBsmtFinSF2120 xBsmtFinSF2121
## NA NA NA
## xBsmtFinSF2123 xBsmtFinSF2125 xBsmtFinSF2127
## NA NA NA
## xBsmtFinSF2128 xBsmtFinSF2132 xBsmtFinSF2136
## NA NA NA
## xBsmtFinSF2138 xBsmtFinSF2139 xBsmtFinSF21393
## NA NA NA
## xBsmtFinSF2144 xBsmtFinSF2147 xBsmtFinSF21474
## NA NA NA
## xBsmtFinSF2149 xBsmtFinSF2150 xBsmtFinSF21526
## NA NA NA
## xBsmtFinSF2153 xBsmtFinSF2154 xBsmtFinSF2156
## NA NA NA
## xBsmtFinSF2159 xBsmtFinSF2162 xBsmtFinSF2163
## NA NA NA
## xBsmtFinSF2165 xBsmtFinSF2167 xBsmtFinSF2168
## NA NA NA
## xBsmtFinSF2169 xBsmtFinSF2173 xBsmtFinSF2174
## NA NA NA
## xBsmtFinSF2175 xBsmtFinSF2177 xBsmtFinSF2180
## NA NA NA
## xBsmtFinSF2181 xBsmtFinSF2182 xBsmtFinSF2184
## 4.239e+05 3.043e+05 NA
## xBsmtFinSF2186 xBsmtFinSF2193 xBsmtFinSF2196
## NA NA NA
## xBsmtFinSF2201 xBsmtFinSF2202 xBsmtFinSF2206
## NA NA NA
## xBsmtFinSF2208 xBsmtFinSF2210 xBsmtFinSF2211
## NA NA NA
## xBsmtFinSF2215 xBsmtFinSF2216 xBsmtFinSF2219
## NA NA NA
## xBsmtFinSF2227 xBsmtFinSF2228 xBsmtFinSF2230
## NA NA NA
## xBsmtFinSF2232 xBsmtFinSF2239 xBsmtFinSF2240
## NA 4.407e+05 NA
## xBsmtFinSF2243 xBsmtFinSF2247 xBsmtFinSF2250
## NA NA NA
## xBsmtFinSF2252 xBsmtFinSF2258 xBsmtFinSF2259
## NA NA NA
## xBsmtFinSF2262 xBsmtFinSF2263 xBsmtFinSF2264
## NA NA NA
## xBsmtFinSF2270 xBsmtFinSF2273 xBsmtFinSF2276
## NA NA 2.581e+05
## xBsmtFinSF2278 xBsmtFinSF2279 xBsmtFinSF228
## NA NA NA
## xBsmtFinSF2281 xBsmtFinSF2284 xBsmtFinSF2286
## NA NA NA
## xBsmtFinSF2287 xBsmtFinSF2288 xBsmtFinSF2290
## NA NA NA
## xBsmtFinSF2294 xBsmtFinSF2297 xBsmtFinSF2306
## NA NA NA
## xBsmtFinSF2308 xBsmtFinSF2311 xBsmtFinSF2319
## NA NA NA
## xBsmtFinSF232 xBsmtFinSF2321 xBsmtFinSF2324
## NA NA NA
## xBsmtFinSF2334 xBsmtFinSF2336 xBsmtFinSF2337
## 1.285e+05 NA NA
## xBsmtFinSF2344 xBsmtFinSF2345 xBsmtFinSF235
## NA NA NA
## xBsmtFinSF2350 xBsmtFinSF2351 xBsmtFinSF2352
## NA NA NA
## xBsmtFinSF2354 xBsmtFinSF2360 xBsmtFinSF2362
## NA NA NA
## xBsmtFinSF2364 xBsmtFinSF2373 xBsmtFinSF2374
## NA NA NA
## xBsmtFinSF2375 xBsmtFinSF2377 xBsmtFinSF238
## NA -6.506e+05 NA
## xBsmtFinSF2380 xBsmtFinSF2382 xBsmtFinSF2387
## NA NA NA
## xBsmtFinSF2391 xBsmtFinSF2393 xBsmtFinSF2396
## NA NA NA
## xBsmtFinSF2398 xBsmtFinSF240 xBsmtFinSF2400
## NA NA NA
## xBsmtFinSF2402 xBsmtFinSF2404 xBsmtFinSF241
## NA NA NA
## xBsmtFinSF2411 xBsmtFinSF2417 xBsmtFinSF2419
## NA NA NA
## xBsmtFinSF242 xBsmtFinSF2420 xBsmtFinSF2432
## NA NA NA
## xBsmtFinSF2435 xBsmtFinSF2438 xBsmtFinSF2441
## NA NA NA
## xBsmtFinSF2442 xBsmtFinSF2448 xBsmtFinSF2449
## NA NA NA
## xBsmtFinSF2450 xBsmtFinSF2453 xBsmtFinSF2456
## NA NA NA
## xBsmtFinSF246 xBsmtFinSF2465 xBsmtFinSF2466
## NA NA NA
## xBsmtFinSF2468 xBsmtFinSF2469 xBsmtFinSF2472
## NA NA NA
## xBsmtFinSF2474 xBsmtFinSF2479 xBsmtFinSF248
## NA NA NA
## xBsmtFinSF2480 xBsmtFinSF2483 xBsmtFinSF2486
## NA NA NA
## xBsmtFinSF2488 xBsmtFinSF2491 xBsmtFinSF2492
## NA NA NA
## xBsmtFinSF2495 xBsmtFinSF2497 xBsmtFinSF2499
## NA NA NA
## xBsmtFinSF2500 xBsmtFinSF2506 xBsmtFinSF2507
## NA NA NA
## xBsmtFinSF2512 xBsmtFinSF252 xBsmtFinSF2522
## NA NA NA
## xBsmtFinSF2529 xBsmtFinSF2530 xBsmtFinSF2531
## NA NA NA
## xBsmtFinSF2532 xBsmtFinSF2539 xBsmtFinSF2543
## NA NA NA
## xBsmtFinSF2544 xBsmtFinSF2546 xBsmtFinSF2547
## NA NA NA
## xBsmtFinSF2551 xBsmtFinSF2555 xBsmtFinSF2557
## NA NA NA
## xBsmtFinSF2580 xBsmtFinSF2590 xBsmtFinSF2596
## NA NA NA
## xBsmtFinSF26 xBsmtFinSF260 xBsmtFinSF2600
## NA NA -3.208e+05
## xBsmtFinSF2604 xBsmtFinSF2606 xBsmtFinSF2608
## NA NA NA
## xBsmtFinSF2612 xBsmtFinSF2613 xBsmtFinSF2619
## NA NA NA
## xBsmtFinSF2620 xBsmtFinSF2622 xBsmtFinSF2624
## NA NA NA
## xBsmtFinSF2627 xBsmtFinSF263 xBsmtFinSF2630
## NA NA NA
## xBsmtFinSF2634 xBsmtFinSF264 xBsmtFinSF2645
## NA NA NA
## xBsmtFinSF266 xBsmtFinSF2661 xBsmtFinSF2668
## NA NA NA
## xBsmtFinSF2670 xBsmtFinSF2679 xBsmtFinSF268
## NA NA -9.779e+04
## xBsmtFinSF2682 xBsmtFinSF2684 xBsmtFinSF2688
## NA NA NA
## xBsmtFinSF2690 xBsmtFinSF2691 xBsmtFinSF2692
## NA NA NA
## xBsmtFinSF2694 xBsmtFinSF2712 xBsmtFinSF2713
## NA NA NA
## xBsmtFinSF272 xBsmtFinSF2722 xBsmtFinSF2723
## NA NA NA
## xBsmtFinSF2748 xBsmtFinSF2750 xBsmtFinSF2755
## NA NA NA
## xBsmtFinSF276 xBsmtFinSF2761 xBsmtFinSF2764
## NA NA NA
## xBsmtFinSF2768 xBsmtFinSF2774 xBsmtFinSF278
## NA NA NA
## xBsmtFinSF2791 xBsmtFinSF2799 xBsmtFinSF280
## NA NA NA
## xBsmtFinSF281 xBsmtFinSF2811 xBsmtFinSF2820
## NA NA NA
## xBsmtFinSF2823 xBsmtFinSF2826 xBsmtFinSF2829
## NA NA NA
## xBsmtFinSF2831 xBsmtFinSF2841 xBsmtFinSF2842
## NA NA NA
## xBsmtFinSF2850 xBsmtFinSF2852 xBsmtFinSF2859
## NA NA NA
## xBsmtFinSF2869 xBsmtFinSF2872 xBsmtFinSF2873
## NA NA NA
## xBsmtFinSF2875 xBsmtFinSF2884 xBsmtFinSF2891
## NA NA NA
## xBsmtFinSF2904 xBsmtFinSF2906 xBsmtFinSF2912
## NA NA NA
## xBsmtFinSF2915 xBsmtFinSF292 xBsmtFinSF293
## NA NA NA
## xBsmtFinSF295 xBsmtFinSF2955 xBsmtFinSF2956
## NA NA NA
## xBsmtFinSF296 xBsmtFinSF2972 xBsmtFinSF2981
## NA NA NA
## xBsmtFinSF2982 xBsmtUnfSF100 xBsmtUnfSF1005
## NA NA NA
## xBsmtUnfSF1007 xBsmtUnfSF1008 xBsmtUnfSF1010
## 2.430e+05 1.019e+05 NA
## xBsmtUnfSF1012 xBsmtUnfSF1013 xBsmtUnfSF1017
## NA 7.439e+05 NA
## xBsmtUnfSF1018 xBsmtUnfSF102 xBsmtUnfSF1020
## NA NA -3.049e+05
## xBsmtUnfSF1022 xBsmtUnfSF1026 xBsmtUnfSF1028
## NA NA NA
## xBsmtUnfSF103 xBsmtUnfSF1030 xBsmtUnfSF1032
## NA NA NA
## xBsmtUnfSF1035 xBsmtUnfSF104 xBsmtUnfSF1040
## NA NA NA
## xBsmtUnfSF1041 xBsmtUnfSF1042 xBsmtUnfSF1043
## NA 1.664e+05 NA
## xBsmtUnfSF1045 xBsmtUnfSF1046 xBsmtUnfSF1048
## NA NA NA
## xBsmtUnfSF105 xBsmtUnfSF1050 xBsmtUnfSF1052
## NA NA NA
## xBsmtUnfSF1053 xBsmtUnfSF1054 xBsmtUnfSF1055
## NA NA NA
## xBsmtUnfSF1057 xBsmtUnfSF1058 xBsmtUnfSF106
## NA NA NA
## xBsmtUnfSF1063 xBsmtUnfSF1064 xBsmtUnfSF1065
## NA NA NA
## xBsmtUnfSF1066 xBsmtUnfSF1068 xBsmtUnfSF107
## NA NA NA
## xBsmtUnfSF1072 xBsmtUnfSF1073 xBsmtUnfSF1074
## NA NA 5.091e+05
## xBsmtUnfSF1075 xBsmtUnfSF1077 xBsmtUnfSF1078
## NA NA NA
## xBsmtUnfSF1079 xBsmtUnfSF108 xBsmtUnfSF1081
## NA NA NA
## xBsmtUnfSF1082 xBsmtUnfSF1084 xBsmtUnfSF1085
## -3.377e+04 NA NA
## xBsmtUnfSF1087 xBsmtUnfSF1088 xBsmtUnfSF109
## NA 2.441e+05 NA
## xBsmtUnfSF1090 xBsmtUnfSF1092 xBsmtUnfSF1093
## NA NA NA
## xBsmtUnfSF1094 xBsmtUnfSF1095 xBsmtUnfSF1097
## NA NA NA
## xBsmtUnfSF1098 xBsmtUnfSF1099 xBsmtUnfSF110
## NA NA NA
## xBsmtUnfSF1100 xBsmtUnfSF1104 xBsmtUnfSF1105
## NA 5.249e+05 NA
## xBsmtUnfSF1107 xBsmtUnfSF1108 xBsmtUnfSF111
## NA NA NA
## xBsmtUnfSF1114 xBsmtUnfSF1115 xBsmtUnfSF1116
## NA NA NA
## xBsmtUnfSF1117 xBsmtUnfSF1118 xBsmtUnfSF112
## NA NA NA
## xBsmtUnfSF1120 xBsmtUnfSF1121 xBsmtUnfSF1122
## NA NA NA
## xBsmtUnfSF1125 xBsmtUnfSF1126 xBsmtUnfSF1128
## 2.656e+05 NA NA
## xBsmtUnfSF1129 xBsmtUnfSF113 xBsmtUnfSF1131
## NA NA NA
## xBsmtUnfSF1139 xBsmtUnfSF114 xBsmtUnfSF1140
## NA NA 5.110e+05
## xBsmtUnfSF1141 xBsmtUnfSF1143 xBsmtUnfSF1144
## NA NA NA
## xBsmtUnfSF1145 xBsmtUnfSF1146 xBsmtUnfSF115
## NA NA NA
## xBsmtUnfSF1150 xBsmtUnfSF1152 xBsmtUnfSF1153
## NA NA NA
## xBsmtUnfSF1158 xBsmtUnfSF1162 xBsmtUnfSF1163
## NA NA NA
## xBsmtUnfSF1164 xBsmtUnfSF1168 xBsmtUnfSF117
## NA NA NA
## xBsmtUnfSF1173 xBsmtUnfSF1176 xBsmtUnfSF1179
## NA NA NA
## xBsmtUnfSF118 xBsmtUnfSF1180 xBsmtUnfSF1181
## NA NA NA
## xBsmtUnfSF1184 xBsmtUnfSF119 xBsmtUnfSF1191
## NA NA NA
## xBsmtUnfSF1194 xBsmtUnfSF1195 xBsmtUnfSF1198
## NA NA NA
## xBsmtUnfSF120 xBsmtUnfSF1200 xBsmtUnfSF1203
## NA NA NA
## xBsmtUnfSF1204 xBsmtUnfSF1209 xBsmtUnfSF121
## NA NA NA
## xBsmtUnfSF1211 xBsmtUnfSF1212 xBsmtUnfSF1214
## NA NA NA
## xBsmtUnfSF1216 xBsmtUnfSF1217 xBsmtUnfSF1218
## NA NA NA
## xBsmtUnfSF122 xBsmtUnfSF1221 xBsmtUnfSF1226
## NA NA NA
## xBsmtUnfSF1228 xBsmtUnfSF123 xBsmtUnfSF1232
## NA NA 6.165e+04
## xBsmtUnfSF1234 xBsmtUnfSF1237 xBsmtUnfSF124
## -2.444e+05 NA NA
## xBsmtUnfSF1240 xBsmtUnfSF1242 xBsmtUnfSF1246
## 1.273e+05 NA NA
## xBsmtUnfSF1248 xBsmtUnfSF1249 xBsmtUnfSF125
## NA NA NA
## xBsmtUnfSF1250 xBsmtUnfSF1251 xBsmtUnfSF1252
## NA NA NA
## xBsmtUnfSF1254 xBsmtUnfSF1257 xBsmtUnfSF1258
## NA NA NA
## xBsmtUnfSF126 xBsmtUnfSF1262 xBsmtUnfSF1264
## NA NA NA
## xBsmtUnfSF1266 xBsmtUnfSF127 xBsmtUnfSF1270
## -4.653e+05 NA NA
## xBsmtUnfSF1272 xBsmtUnfSF1273 xBsmtUnfSF1276
## NA NA NA
## xBsmtUnfSF128 xBsmtUnfSF1280 xBsmtUnfSF1284
## NA NA NA
## xBsmtUnfSF1286 xBsmtUnfSF1288 xBsmtUnfSF129
## 5.607e+05 NA NA
## xBsmtUnfSF1290 xBsmtUnfSF1293 xBsmtUnfSF1296
## 5.230e+05 NA NA
## xBsmtUnfSF1298 xBsmtUnfSF130 xBsmtUnfSF1300
## NA NA NA
## xBsmtUnfSF1302 xBsmtUnfSF1304 xBsmtUnfSF1307
## NA NA NA
## xBsmtUnfSF1308 xBsmtUnfSF131 xBsmtUnfSF1313
## NA NA NA
## xBsmtUnfSF1314 xBsmtUnfSF1316 xBsmtUnfSF1318
## NA NA NA
## xBsmtUnfSF1319 xBsmtUnfSF132 xBsmtUnfSF1323
## NA NA NA
## xBsmtUnfSF1324 xBsmtUnfSF1326 xBsmtUnfSF1327
## NA NA NA
## xBsmtUnfSF1328 xBsmtUnfSF133 xBsmtUnfSF1330
## NA NA NA
## xBsmtUnfSF1332 xBsmtUnfSF1335 xBsmtUnfSF1337
## NA NA NA
## xBsmtUnfSF1339 xBsmtUnfSF134 xBsmtUnfSF1341
## NA 1.304e+05 NA
## xBsmtUnfSF1342 xBsmtUnfSF1344 xBsmtUnfSF1346
## NA NA NA
## xBsmtUnfSF1347 xBsmtUnfSF1348 xBsmtUnfSF1349
## NA NA NA
## xBsmtUnfSF135 xBsmtUnfSF1351 xBsmtUnfSF1352
## NA NA NA
## xBsmtUnfSF1357 xBsmtUnfSF136 xBsmtUnfSF1362
## NA NA -1.482e+05
## xBsmtUnfSF1367 xBsmtUnfSF1368 xBsmtUnfSF1369
## NA NA NA
## xBsmtUnfSF137 xBsmtUnfSF1372 xBsmtUnfSF1373
## NA -2.557e+05 NA
## xBsmtUnfSF1374 xBsmtUnfSF1375 xBsmtUnfSF1376
## NA NA NA
## xBsmtUnfSF138 xBsmtUnfSF1380 xBsmtUnfSF1390
## NA NA NA
## xBsmtUnfSF1392 xBsmtUnfSF1393 xBsmtUnfSF14
## NA NA NA
## xBsmtUnfSF140 xBsmtUnfSF1400 xBsmtUnfSF1402
## NA NA NA
## xBsmtUnfSF1404 xBsmtUnfSF1405 xBsmtUnfSF1406
## NA NA NA
## xBsmtUnfSF141 xBsmtUnfSF1410 xBsmtUnfSF1411
## NA NA NA
## xBsmtUnfSF1413 xBsmtUnfSF1417 xBsmtUnfSF142
## -5.945e+05 NA NA
## xBsmtUnfSF1420 xBsmtUnfSF1421 xBsmtUnfSF1422
## NA NA -3.005e+05
## xBsmtUnfSF1424 xBsmtUnfSF1428 xBsmtUnfSF143
## NA NA NA
## xBsmtUnfSF1430 xBsmtUnfSF1434 xBsmtUnfSF1436
## NA NA -2.635e+05
## xBsmtUnfSF1439 xBsmtUnfSF144 xBsmtUnfSF1442
## NA NA NA
## xBsmtUnfSF1444 xBsmtUnfSF1450 xBsmtUnfSF1451
## NA 9.854e+04 NA
## xBsmtUnfSF1453 xBsmtUnfSF1459 xBsmtUnfSF1461
## NA NA NA
## xBsmtUnfSF1466 xBsmtUnfSF1468 xBsmtUnfSF147
## NA NA NA
## xBsmtUnfSF1470 xBsmtUnfSF1473 xBsmtUnfSF1474
## NA NA NA
## xBsmtUnfSF148 xBsmtUnfSF1480 xBsmtUnfSF1482
## NA NA NA
## xBsmtUnfSF1486 xBsmtUnfSF1488 xBsmtUnfSF1489
## NA NA NA
## xBsmtUnfSF149 xBsmtUnfSF1491 xBsmtUnfSF1494
## NA NA NA
## xBsmtUnfSF1495 xBsmtUnfSF1496 xBsmtUnfSF1497
## NA NA NA
## xBsmtUnfSF1498 xBsmtUnfSF15 xBsmtUnfSF150
## NA NA NA
## xBsmtUnfSF1502 xBsmtUnfSF1503 xBsmtUnfSF1504
## NA NA NA
## xBsmtUnfSF1508 xBsmtUnfSF151 xBsmtUnfSF1510
## NA NA NA
## xBsmtUnfSF1515 xBsmtUnfSF1519 xBsmtUnfSF1526
## NA NA NA
## xBsmtUnfSF1527 xBsmtUnfSF1528 xBsmtUnfSF153
## NA NA NA
## xBsmtUnfSF1530 xBsmtUnfSF154 xBsmtUnfSF1541
## NA NA NA
## xBsmtUnfSF1544 xBsmtUnfSF155 xBsmtUnfSF1550
## NA NA NA
## xBsmtUnfSF1556 xBsmtUnfSF1558 xBsmtUnfSF1559
## NA NA NA
## xBsmtUnfSF156 xBsmtUnfSF1560 xBsmtUnfSF1566
## NA NA NA
## xBsmtUnfSF1568 xBsmtUnfSF1571 xBsmtUnfSF1573
## NA NA NA
## xBsmtUnfSF1574 xBsmtUnfSF158 xBsmtUnfSF1580
## NA NA NA
## xBsmtUnfSF1582 xBsmtUnfSF1584 xBsmtUnfSF1588
## NA -3.054e+05 NA
## xBsmtUnfSF1590 xBsmtUnfSF1594 xBsmtUnfSF1595
## NA NA NA
## xBsmtUnfSF1598 xBsmtUnfSF160 xBsmtUnfSF1602
## NA NA NA
## xBsmtUnfSF1603 xBsmtUnfSF1604 xBsmtUnfSF161
## NA NA NA
## xBsmtUnfSF1614 xBsmtUnfSF1615 xBsmtUnfSF1616
## NA NA NA
## xBsmtUnfSF1618 xBsmtUnfSF1619 xBsmtUnfSF162
## NA NA NA
## xBsmtUnfSF1622 xBsmtUnfSF1625 xBsmtUnfSF1626
## NA NA NA
## xBsmtUnfSF1629 xBsmtUnfSF163 xBsmtUnfSF1630
## NA NA NA
## xBsmtUnfSF1632 xBsmtUnfSF1638 xBsmtUnfSF164
## NA NA NA
## xBsmtUnfSF1640 xBsmtUnfSF1643 xBsmtUnfSF1649
## NA NA NA
## xBsmtUnfSF165 xBsmtUnfSF1652 xBsmtUnfSF1656
## NA NA NA
## xBsmtUnfSF166 xBsmtUnfSF1660 xBsmtUnfSF1664
## NA NA NA
## xBsmtUnfSF167 xBsmtUnfSF1670 xBsmtUnfSF1678
## NA NA NA
## xBsmtUnfSF168 xBsmtUnfSF1680 xBsmtUnfSF1685
## NA NA NA
## xBsmtUnfSF1686 xBsmtUnfSF1689 xBsmtUnfSF169
## NA NA NA
## xBsmtUnfSF1694 xBsmtUnfSF1696 xBsmtUnfSF17
## NA NA NA
## xBsmtUnfSF170 xBsmtUnfSF1704 xBsmtUnfSF1706
## NA NA NA
## xBsmtUnfSF1709 xBsmtUnfSF171 xBsmtUnfSF1710
## NA NA NA
## xBsmtUnfSF172 xBsmtUnfSF1721 xBsmtUnfSF1726
## NA NA NA
## xBsmtUnfSF1728 xBsmtUnfSF173 xBsmtUnfSF1734
## NA NA NA
## xBsmtUnfSF1736 xBsmtUnfSF174 xBsmtUnfSF175
## NA NA NA
## xBsmtUnfSF1752 xBsmtUnfSF1753 xBsmtUnfSF176
## NA NA NA
## xBsmtUnfSF1765 xBsmtUnfSF1768 xBsmtUnfSF177
## NA -2.148e+05 NA
## xBsmtUnfSF1774 xBsmtUnfSF1777 xBsmtUnfSF178
## NA NA NA
## xBsmtUnfSF179 xBsmtUnfSF1794 xBsmtUnfSF1795
## NA NA NA
## xBsmtUnfSF180 xBsmtUnfSF1800 xBsmtUnfSF1802
## NA NA NA
## xBsmtUnfSF181 xBsmtUnfSF182 xBsmtUnfSF1824
## NA NA NA
## xBsmtUnfSF183 xBsmtUnfSF1836 xBsmtUnfSF184
## NA NA NA
## xBsmtUnfSF185 xBsmtUnfSF1851 xBsmtUnfSF186
## NA NA NA
## xBsmtUnfSF1866 xBsmtUnfSF1869 xBsmtUnfSF187
## NA NA NA
## xBsmtUnfSF188 xBsmtUnfSF189 xBsmtUnfSF190
## NA NA NA
## xBsmtUnfSF1905 xBsmtUnfSF1907 xBsmtUnfSF191
## NA NA NA
## xBsmtUnfSF192 xBsmtUnfSF1921 xBsmtUnfSF1926
## NA NA NA
## xBsmtUnfSF193 xBsmtUnfSF1935 xBsmtUnfSF194
## NA NA NA
## xBsmtUnfSF195 xBsmtUnfSF1958 xBsmtUnfSF196
## NA NA NA
## xBsmtUnfSF1967 xBsmtUnfSF1969 xBsmtUnfSF197
## NA NA NA
## xBsmtUnfSF198 xBsmtUnfSF20 xBsmtUnfSF200
## NA NA NA
## xBsmtUnfSF2002 xBsmtUnfSF201 xBsmtUnfSF203
## NA NA NA
## xBsmtUnfSF204 xBsmtUnfSF2042 xBsmtUnfSF2046
## NA NA NA
## xBsmtUnfSF206 xBsmtUnfSF2062 xBsmtUnfSF207
## NA NA NA
## xBsmtUnfSF208 xBsmtUnfSF210 xBsmtUnfSF212
## NA NA NA
## xBsmtUnfSF2121 xBsmtUnfSF213 xBsmtUnfSF214
## NA NA NA
## xBsmtUnfSF2140 xBsmtUnfSF215 xBsmtUnfSF2153
## NA NA NA
## xBsmtUnfSF216 xBsmtUnfSF217 xBsmtUnfSF218
## NA NA NA
## xBsmtUnfSF219 xBsmtUnfSF22 xBsmtUnfSF220
## NA NA NA
## xBsmtUnfSF221 xBsmtUnfSF222 xBsmtUnfSF223
## NA NA NA
## xBsmtUnfSF224 xBsmtUnfSF225 xBsmtUnfSF226
## NA NA NA
## xBsmtUnfSF227 xBsmtUnfSF228 xBsmtUnfSF229
## NA NA NA
## xBsmtUnfSF23 xBsmtUnfSF230 xBsmtUnfSF231
## NA NA NA
## xBsmtUnfSF232 xBsmtUnfSF233 xBsmtUnfSF2336
## NA NA NA
## xBsmtUnfSF234 xBsmtUnfSF235 xBsmtUnfSF236
## NA NA NA
## xBsmtUnfSF237 xBsmtUnfSF238 xBsmtUnfSF239
## NA NA NA
## xBsmtUnfSF240 xBsmtUnfSF241 xBsmtUnfSF242
## NA NA NA
## xBsmtUnfSF243 xBsmtUnfSF244 xBsmtUnfSF245
## NA NA NA
## xBsmtUnfSF246 xBsmtUnfSF247 xBsmtUnfSF248
## NA NA -1.933e+05
## xBsmtUnfSF249 xBsmtUnfSF25 xBsmtUnfSF250
## NA NA NA
## xBsmtUnfSF251 xBsmtUnfSF252 xBsmtUnfSF253
## NA NA NA
## xBsmtUnfSF254 xBsmtUnfSF255 xBsmtUnfSF256
## NA NA NA
## xBsmtUnfSF257 xBsmtUnfSF258 xBsmtUnfSF26
## NA NA NA
## xBsmtUnfSF260 xBsmtUnfSF261 xBsmtUnfSF262
## NA NA NA
## xBsmtUnfSF263 xBsmtUnfSF264 xBsmtUnfSF265
## NA NA NA
## xBsmtUnfSF266 xBsmtUnfSF268 xBsmtUnfSF269
## NA NA NA
## xBsmtUnfSF27 xBsmtUnfSF270 xBsmtUnfSF271
## NA 1.667e+05 NA
## xBsmtUnfSF272 xBsmtUnfSF273 xBsmtUnfSF274
## NA NA NA
## xBsmtUnfSF275 xBsmtUnfSF276 xBsmtUnfSF277
## NA NA NA
## xBsmtUnfSF278 xBsmtUnfSF279 xBsmtUnfSF28
## NA NA NA
## xBsmtUnfSF280 xBsmtUnfSF281 xBsmtUnfSF282
## NA NA NA
## xBsmtUnfSF284 xBsmtUnfSF285 xBsmtUnfSF286
## NA NA 4.685e+04
## xBsmtUnfSF288 xBsmtUnfSF289 xBsmtUnfSF29
## NA NA NA
## xBsmtUnfSF290 xBsmtUnfSF291 xBsmtUnfSF292
## NA NA NA
## xBsmtUnfSF293 xBsmtUnfSF294 xBsmtUnfSF295
## NA NA NA
## xBsmtUnfSF296 xBsmtUnfSF297 xBsmtUnfSF298
## NA NA NA
## xBsmtUnfSF299 xBsmtUnfSF30 xBsmtUnfSF300
## NA NA NA
## xBsmtUnfSF301 xBsmtUnfSF303 xBsmtUnfSF304
## NA NA NA
## xBsmtUnfSF305 xBsmtUnfSF306 xBsmtUnfSF307
## NA NA NA
## xBsmtUnfSF308 xBsmtUnfSF309 xBsmtUnfSF310
## NA NA NA
## xBsmtUnfSF311 xBsmtUnfSF312 xBsmtUnfSF313
## NA NA NA
## xBsmtUnfSF314 xBsmtUnfSF315 xBsmtUnfSF316
## NA NA NA
## xBsmtUnfSF317 xBsmtUnfSF318 xBsmtUnfSF319
## NA NA NA
## xBsmtUnfSF32 xBsmtUnfSF320 xBsmtUnfSF321
## NA NA NA
## xBsmtUnfSF322 xBsmtUnfSF323 xBsmtUnfSF324
## NA NA NA
## xBsmtUnfSF325 xBsmtUnfSF326 xBsmtUnfSF327
## NA NA NA
## xBsmtUnfSF328 xBsmtUnfSF329 xBsmtUnfSF33
## NA NA NA
## xBsmtUnfSF330 xBsmtUnfSF331 xBsmtUnfSF332
## NA NA NA
## xBsmtUnfSF333 xBsmtUnfSF334 xBsmtUnfSF335
## NA NA NA
## xBsmtUnfSF336 xBsmtUnfSF338 xBsmtUnfSF339
## NA NA NA
## xBsmtUnfSF34 xBsmtUnfSF340 xBsmtUnfSF341
## NA NA NA
## xBsmtUnfSF342 xBsmtUnfSF343 xBsmtUnfSF344
## NA NA NA
## xBsmtUnfSF345 xBsmtUnfSF346 xBsmtUnfSF348
## NA NA NA
## xBsmtUnfSF349 xBsmtUnfSF35 xBsmtUnfSF350
## NA NA NA
## xBsmtUnfSF352 xBsmtUnfSF354 xBsmtUnfSF355
## NA NA NA
## xBsmtUnfSF356 xBsmtUnfSF357 xBsmtUnfSF358
## NA NA NA
## xBsmtUnfSF359 xBsmtUnfSF36 xBsmtUnfSF360
## NA NA NA
## xBsmtUnfSF361 xBsmtUnfSF362 xBsmtUnfSF363
## NA NA NA
## xBsmtUnfSF364 xBsmtUnfSF365 xBsmtUnfSF366
## NA NA NA
## xBsmtUnfSF367 xBsmtUnfSF369 xBsmtUnfSF370
## NA NA NA
## xBsmtUnfSF371 xBsmtUnfSF372 xBsmtUnfSF374
## NA NA NA
## xBsmtUnfSF375 xBsmtUnfSF378 xBsmtUnfSF379
## NA NA NA
## xBsmtUnfSF38 xBsmtUnfSF380 xBsmtUnfSF381
## NA NA NA
## xBsmtUnfSF382 xBsmtUnfSF383 xBsmtUnfSF384
## NA NA NA
## xBsmtUnfSF385 xBsmtUnfSF386 xBsmtUnfSF387
## NA NA NA
## xBsmtUnfSF388 xBsmtUnfSF389 xBsmtUnfSF39
## NA NA NA
## xBsmtUnfSF390 xBsmtUnfSF392 xBsmtUnfSF393
## NA NA NA
## xBsmtUnfSF394 xBsmtUnfSF395 xBsmtUnfSF396
## NA NA NA
## xBsmtUnfSF397 xBsmtUnfSF398 xBsmtUnfSF399
## NA NA NA
## xBsmtUnfSF40 xBsmtUnfSF400 xBsmtUnfSF402
## NA NA NA
## xBsmtUnfSF403 xBsmtUnfSF404 xBsmtUnfSF405
## NA NA NA
## xBsmtUnfSF406 xBsmtUnfSF407 xBsmtUnfSF408
## NA NA NA
## xBsmtUnfSF409 xBsmtUnfSF410 xBsmtUnfSF411
## NA NA NA
## xBsmtUnfSF412 xBsmtUnfSF413 xBsmtUnfSF414
## NA NA NA
## xBsmtUnfSF415 xBsmtUnfSF416 xBsmtUnfSF417
## NA NA NA
## xBsmtUnfSF418 xBsmtUnfSF42 xBsmtUnfSF420
## NA NA NA
## xBsmtUnfSF422 xBsmtUnfSF423 xBsmtUnfSF424
## NA NA NA
## xBsmtUnfSF425 xBsmtUnfSF426 xBsmtUnfSF427
## NA NA NA
## xBsmtUnfSF428 xBsmtUnfSF429 xBsmtUnfSF430
## NA NA NA
## xBsmtUnfSF431 xBsmtUnfSF432 xBsmtUnfSF433
## NA NA NA
## xBsmtUnfSF434 xBsmtUnfSF435 xBsmtUnfSF436
## NA NA NA
## xBsmtUnfSF437 xBsmtUnfSF438 xBsmtUnfSF439
## NA NA NA
## xBsmtUnfSF440 xBsmtUnfSF441 xBsmtUnfSF442
## NA NA NA
## xBsmtUnfSF443 xBsmtUnfSF444 xBsmtUnfSF445
## NA NA NA
## xBsmtUnfSF447 xBsmtUnfSF448 xBsmtUnfSF449
## NA NA NA
## xBsmtUnfSF45 xBsmtUnfSF450 xBsmtUnfSF451
## NA NA NA
## xBsmtUnfSF452 xBsmtUnfSF453 xBsmtUnfSF454
## NA NA NA
## xBsmtUnfSF455 xBsmtUnfSF456 xBsmtUnfSF457
## NA NA NA
## xBsmtUnfSF458 xBsmtUnfSF459 xBsmtUnfSF46
## NA NA NA
## xBsmtUnfSF460 xBsmtUnfSF461 xBsmtUnfSF462
## NA NA NA
## xBsmtUnfSF463 xBsmtUnfSF464 xBsmtUnfSF465
## NA NA NA
## xBsmtUnfSF466 xBsmtUnfSF467 xBsmtUnfSF468
## NA NA NA
## xBsmtUnfSF469 xBsmtUnfSF470 xBsmtUnfSF471
## NA NA NA
## xBsmtUnfSF472 xBsmtUnfSF473 xBsmtUnfSF474
## NA NA NA
## xBsmtUnfSF475 xBsmtUnfSF476 xBsmtUnfSF477
## NA NA NA
## xBsmtUnfSF479 xBsmtUnfSF48 xBsmtUnfSF480
## NA NA NA
## xBsmtUnfSF481 xBsmtUnfSF482 xBsmtUnfSF483
## NA NA NA
## xBsmtUnfSF484 xBsmtUnfSF485 xBsmtUnfSF486
## NA NA NA
## xBsmtUnfSF487 xBsmtUnfSF488 xBsmtUnfSF490
## NA NA NA
## xBsmtUnfSF491 xBsmtUnfSF494 xBsmtUnfSF495
## NA NA NA
## xBsmtUnfSF496 xBsmtUnfSF497 xBsmtUnfSF498
## NA NA NA
## xBsmtUnfSF499 xBsmtUnfSF50 xBsmtUnfSF500
## NA NA NA
## xBsmtUnfSF501 xBsmtUnfSF502 xBsmtUnfSF503
## NA NA NA
## xBsmtUnfSF504 xBsmtUnfSF505 xBsmtUnfSF506
## NA NA NA
## xBsmtUnfSF507 xBsmtUnfSF508 xBsmtUnfSF510
## NA NA NA
## xBsmtUnfSF512 xBsmtUnfSF513 xBsmtUnfSF515
## NA NA NA
## xBsmtUnfSF516 xBsmtUnfSF517 xBsmtUnfSF519
## NA NA NA
## xBsmtUnfSF52 xBsmtUnfSF520 xBsmtUnfSF521
## NA NA NA
## xBsmtUnfSF522 xBsmtUnfSF523 xBsmtUnfSF524
## NA NA NA
## xBsmtUnfSF525 xBsmtUnfSF526 xBsmtUnfSF527
## NA NA NA
## xBsmtUnfSF528 xBsmtUnfSF529 xBsmtUnfSF53
## NA NA NA
## xBsmtUnfSF530 xBsmtUnfSF532 xBsmtUnfSF533
## NA NA NA
## xBsmtUnfSF534 xBsmtUnfSF535 xBsmtUnfSF536
## NA NA NA
## xBsmtUnfSF537 xBsmtUnfSF538 xBsmtUnfSF539
## NA NA NA
## xBsmtUnfSF54 xBsmtUnfSF540 xBsmtUnfSF541
## NA NA NA
## xBsmtUnfSF542 xBsmtUnfSF543 xBsmtUnfSF544
## NA NA NA
## xBsmtUnfSF545 xBsmtUnfSF546 xBsmtUnfSF547
## NA NA NA
## xBsmtUnfSF548 xBsmtUnfSF549 xBsmtUnfSF55
## NA NA NA
## xBsmtUnfSF550 xBsmtUnfSF551 xBsmtUnfSF552
## NA NA NA
## xBsmtUnfSF554 xBsmtUnfSF555 xBsmtUnfSF556
## NA NA NA
## xBsmtUnfSF557 xBsmtUnfSF559 xBsmtUnfSF56
## NA NA NA
## xBsmtUnfSF560 xBsmtUnfSF561 xBsmtUnfSF563
## NA NA NA
## xBsmtUnfSF564 xBsmtUnfSF565 xBsmtUnfSF567
## NA NA NA
## xBsmtUnfSF568 xBsmtUnfSF569 xBsmtUnfSF57
## NA NA NA
## xBsmtUnfSF570 xBsmtUnfSF571 xBsmtUnfSF572
## NA NA NA
## xBsmtUnfSF574 xBsmtUnfSF575 xBsmtUnfSF576
## NA NA NA
## xBsmtUnfSF577 xBsmtUnfSF578 xBsmtUnfSF579
## NA NA NA
## xBsmtUnfSF58 xBsmtUnfSF580 xBsmtUnfSF581
## NA NA NA
## xBsmtUnfSF583 xBsmtUnfSF584 xBsmtUnfSF585
## NA NA NA
## xBsmtUnfSF586 xBsmtUnfSF587 xBsmtUnfSF588
## NA NA NA
## xBsmtUnfSF589 xBsmtUnfSF590 xBsmtUnfSF591
## NA NA NA
## xBsmtUnfSF592 xBsmtUnfSF593 xBsmtUnfSF594
## NA NA NA
## xBsmtUnfSF595 xBsmtUnfSF596 xBsmtUnfSF598
## NA NA NA
## xBsmtUnfSF599 xBsmtUnfSF60 xBsmtUnfSF600
## NA NA NA
## xBsmtUnfSF602 xBsmtUnfSF604 xBsmtUnfSF605
## NA NA NA
## xBsmtUnfSF606 xBsmtUnfSF608 xBsmtUnfSF61
## NA NA NA
## xBsmtUnfSF610 xBsmtUnfSF611 xBsmtUnfSF612
## NA NA NA
## xBsmtUnfSF613 xBsmtUnfSF615 xBsmtUnfSF616
## NA NA NA
## xBsmtUnfSF618 xBsmtUnfSF619 xBsmtUnfSF620
## NA NA NA
## xBsmtUnfSF621 xBsmtUnfSF622 xBsmtUnfSF624
## NA NA NA
## xBsmtUnfSF625 xBsmtUnfSF626 xBsmtUnfSF628
## NA NA NA
## xBsmtUnfSF63 xBsmtUnfSF630 xBsmtUnfSF631
## NA NA NA
## xBsmtUnfSF632 xBsmtUnfSF634 xBsmtUnfSF635
## NA NA NA
## xBsmtUnfSF636 xBsmtUnfSF637 xBsmtUnfSF638
## NA NA NA
## xBsmtUnfSF639 xBsmtUnfSF64 xBsmtUnfSF640
## NA NA NA
## xBsmtUnfSF641 xBsmtUnfSF643 xBsmtUnfSF644
## NA NA NA
## xBsmtUnfSF645 xBsmtUnfSF646 xBsmtUnfSF647
## NA NA NA
## xBsmtUnfSF648 xBsmtUnfSF649 xBsmtUnfSF650
## NA NA NA
## xBsmtUnfSF651 xBsmtUnfSF652 xBsmtUnfSF655
## NA NA NA
## xBsmtUnfSF656 xBsmtUnfSF657 xBsmtUnfSF658
## NA NA NA
## xBsmtUnfSF659 xBsmtUnfSF660 xBsmtUnfSF661
## NA NA NA
## xBsmtUnfSF662 xBsmtUnfSF663 xBsmtUnfSF664
## NA NA NA
## xBsmtUnfSF666 xBsmtUnfSF667 xBsmtUnfSF668
## NA NA NA
## xBsmtUnfSF671 xBsmtUnfSF672 xBsmtUnfSF673
## NA NA NA
## xBsmtUnfSF674 xBsmtUnfSF675 xBsmtUnfSF676
## NA NA NA
## xBsmtUnfSF677 xBsmtUnfSF678 xBsmtUnfSF679
## NA NA NA
## xBsmtUnfSF680 xBsmtUnfSF683 xBsmtUnfSF684
## NA NA NA
## xBsmtUnfSF686 xBsmtUnfSF689 xBsmtUnfSF690
## NA NA NA
## xBsmtUnfSF691 xBsmtUnfSF692 xBsmtUnfSF693
## NA NA NA
## xBsmtUnfSF697 xBsmtUnfSF698 xBsmtUnfSF70
## NA NA NA
## xBsmtUnfSF700 xBsmtUnfSF701 xBsmtUnfSF702
## NA NA NA
## xBsmtUnfSF704 xBsmtUnfSF705 xBsmtUnfSF706
## NA NA NA
## xBsmtUnfSF707 xBsmtUnfSF708 xBsmtUnfSF709
## NA NA NA
## xBsmtUnfSF710 xBsmtUnfSF712 xBsmtUnfSF713
## NA NA NA
## xBsmtUnfSF715 xBsmtUnfSF716 xBsmtUnfSF717
## NA NA NA
## xBsmtUnfSF718 xBsmtUnfSF72 xBsmtUnfSF720
## NA NA NA
## xBsmtUnfSF721 xBsmtUnfSF722 xBsmtUnfSF723
## NA NA NA
## xBsmtUnfSF724 xBsmtUnfSF725 xBsmtUnfSF726
## NA NA NA
## xBsmtUnfSF727 xBsmtUnfSF728 xBsmtUnfSF729
## NA NA NA
## xBsmtUnfSF730 xBsmtUnfSF731 xBsmtUnfSF732
## NA NA NA
## xBsmtUnfSF733 xBsmtUnfSF734 xBsmtUnfSF735
## NA NA NA
## xBsmtUnfSF736 xBsmtUnfSF738 xBsmtUnfSF739
## NA NA NA
## xBsmtUnfSF74 xBsmtUnfSF740 xBsmtUnfSF741
## NA NA NA
## xBsmtUnfSF742 xBsmtUnfSF744 xBsmtUnfSF745
## NA NA NA
## xBsmtUnfSF746 xBsmtUnfSF747 xBsmtUnfSF748
## NA NA NA
## xBsmtUnfSF749 xBsmtUnfSF75 xBsmtUnfSF750
## NA NA NA
## xBsmtUnfSF752 xBsmtUnfSF755 xBsmtUnfSF756
## NA NA NA
## xBsmtUnfSF758 xBsmtUnfSF76 xBsmtUnfSF760
## NA NA NA
## xBsmtUnfSF761 xBsmtUnfSF762 xBsmtUnfSF763
## NA NA NA
## xBsmtUnfSF764 xBsmtUnfSF765 xBsmtUnfSF767
## NA NA NA
## xBsmtUnfSF768 xBsmtUnfSF769 xBsmtUnfSF77
## NA NA NA
## xBsmtUnfSF770 xBsmtUnfSF771 xBsmtUnfSF772
## NA NA NA
## xBsmtUnfSF773 xBsmtUnfSF774 xBsmtUnfSF776
## NA NA NA
## xBsmtUnfSF777 xBsmtUnfSF778 xBsmtUnfSF779
## NA NA NA
## xBsmtUnfSF78 xBsmtUnfSF780 xBsmtUnfSF781
## NA NA NA
## xBsmtUnfSF782 xBsmtUnfSF783 xBsmtUnfSF784
## NA NA NA
## xBsmtUnfSF785 xBsmtUnfSF788 xBsmtUnfSF789
## NA NA NA
## xBsmtUnfSF79 xBsmtUnfSF791 xBsmtUnfSF792
## NA NA NA
## xBsmtUnfSF793 xBsmtUnfSF794 xBsmtUnfSF795
## NA NA NA
## xBsmtUnfSF796 xBsmtUnfSF797 xBsmtUnfSF798
## NA NA NA
## xBsmtUnfSF799 xBsmtUnfSF80 xBsmtUnfSF801
## NA NA NA
## xBsmtUnfSF802 xBsmtUnfSF803 xBsmtUnfSF804
## NA NA NA
## xBsmtUnfSF806 xBsmtUnfSF808 xBsmtUnfSF809
## NA NA NA
## xBsmtUnfSF81 xBsmtUnfSF810 xBsmtUnfSF811
## NA NA NA
## xBsmtUnfSF812 xBsmtUnfSF813 xBsmtUnfSF814
## NA NA NA
## xBsmtUnfSF815 xBsmtUnfSF816 xBsmtUnfSF817
## NA NA NA
## xBsmtUnfSF818 xBsmtUnfSF819 xBsmtUnfSF82
## NA NA NA
## xBsmtUnfSF821 xBsmtUnfSF823 xBsmtUnfSF825
## NA NA NA
## xBsmtUnfSF827 xBsmtUnfSF828 xBsmtUnfSF83
## NA NA NA
## xBsmtUnfSF830 xBsmtUnfSF831 xBsmtUnfSF832
## NA NA NA
## xBsmtUnfSF833 xBsmtUnfSF834 xBsmtUnfSF835
## NA NA NA
## xBsmtUnfSF836 xBsmtUnfSF84 xBsmtUnfSF840
## NA NA NA
## xBsmtUnfSF841 xBsmtUnfSF844 xBsmtUnfSF845
## NA NA NA
## xBsmtUnfSF846 xBsmtUnfSF847 xBsmtUnfSF848
## NA NA NA
## xBsmtUnfSF849 xBsmtUnfSF850 xBsmtUnfSF851
## NA NA NA
## xBsmtUnfSF852 xBsmtUnfSF856 xBsmtUnfSF858
## NA NA NA
## xBsmtUnfSF859 xBsmtUnfSF86 xBsmtUnfSF860
## NA NA NA
## xBsmtUnfSF861 xBsmtUnfSF862 xBsmtUnfSF863
## NA NA NA
## xBsmtUnfSF864 xBsmtUnfSF866 xBsmtUnfSF868
## NA NA NA
## xBsmtUnfSF869 xBsmtUnfSF871 xBsmtUnfSF872
## NA NA NA
## xBsmtUnfSF873 xBsmtUnfSF874 xBsmtUnfSF876
## NA NA NA
## xBsmtUnfSF877 xBsmtUnfSF878 xBsmtUnfSF879
## NA NA NA
## xBsmtUnfSF88 xBsmtUnfSF880 xBsmtUnfSF882
## NA NA NA
## xBsmtUnfSF884 xBsmtUnfSF888 xBsmtUnfSF889
## NA NA NA
## xBsmtUnfSF89 xBsmtUnfSF891 xBsmtUnfSF892
## NA NA NA
## xBsmtUnfSF893 xBsmtUnfSF894 xBsmtUnfSF896
## NA NA NA
## xBsmtUnfSF897 xBsmtUnfSF898 xBsmtUnfSF899
## NA NA NA
## xBsmtUnfSF90 xBsmtUnfSF901 xBsmtUnfSF903
## NA NA NA
## xBsmtUnfSF905 xBsmtUnfSF906 xBsmtUnfSF907
## NA NA NA
## xBsmtUnfSF908 xBsmtUnfSF91 xBsmtUnfSF910
## NA NA NA
## xBsmtUnfSF912 xBsmtUnfSF914 xBsmtUnfSF916
## NA NA NA
## xBsmtUnfSF917 xBsmtUnfSF918 xBsmtUnfSF92
## NA NA NA
## xBsmtUnfSF920 xBsmtUnfSF924 xBsmtUnfSF925
## NA NA NA
## xBsmtUnfSF926 xBsmtUnfSF927 xBsmtUnfSF928
## NA NA NA
## xBsmtUnfSF929 xBsmtUnfSF93 xBsmtUnfSF930
## NA NA NA
## xBsmtUnfSF931 xBsmtUnfSF932 xBsmtUnfSF935
## NA NA NA
## xBsmtUnfSF936 xBsmtUnfSF938 xBsmtUnfSF939
## NA NA NA
## xBsmtUnfSF94 xBsmtUnfSF940 xBsmtUnfSF941
## NA NA NA
## xBsmtUnfSF944 xBsmtUnfSF945 xBsmtUnfSF948
## NA NA NA
## xBsmtUnfSF949 xBsmtUnfSF95 xBsmtUnfSF951
## NA NA NA
## xBsmtUnfSF952 xBsmtUnfSF953 xBsmtUnfSF957
## NA NA NA
## xBsmtUnfSF958 xBsmtUnfSF96 xBsmtUnfSF960
## NA NA NA
## xBsmtUnfSF961 xBsmtUnfSF963 xBsmtUnfSF964
## NA NA NA
## xBsmtUnfSF966 xBsmtUnfSF967 xBsmtUnfSF968
## NA NA NA
## xBsmtUnfSF969 xBsmtUnfSF970 xBsmtUnfSF971
## NA NA NA
## xBsmtUnfSF972 xBsmtUnfSF974 xBsmtUnfSF975
## NA NA NA
## xBsmtUnfSF976 xBsmtUnfSF977 xBsmtUnfSF978
## NA NA NA
## xBsmtUnfSF98 xBsmtUnfSF982 xBsmtUnfSF983
## NA NA NA
## xBsmtUnfSF988 xBsmtUnfSF989 xBsmtUnfSF99
## NA NA NA
## xBsmtUnfSF992 xBsmtUnfSF993 xBsmtUnfSF994
## NA NA NA
## xBsmtUnfSF995 xBsmtUnfSF996 xBsmtUnfSF998
## NA NA NA
## xBsmtUnfSF999 xTotalBsmtSF1000 xTotalBsmtSF1001
## NA NA NA
## xTotalBsmtSF1002 xTotalBsmtSF1003 xTotalBsmtSF1004
## NA NA NA
## xTotalBsmtSF1005 xTotalBsmtSF1006 xTotalBsmtSF1007
## NA NA NA
## xTotalBsmtSF1008 xTotalBsmtSF1010 xTotalBsmtSF1012
## NA NA NA
## xTotalBsmtSF1013 xTotalBsmtSF1014 xTotalBsmtSF1015
## NA NA NA
## xTotalBsmtSF1017 xTotalBsmtSF1019 xTotalBsmtSF1020
## NA NA NA
## xTotalBsmtSF1021 xTotalBsmtSF1022 xTotalBsmtSF1024
## NA NA NA
## xTotalBsmtSF1025 xTotalBsmtSF1026 xTotalBsmtSF1027
## NA NA NA
## xTotalBsmtSF1028 xTotalBsmtSF1029 xTotalBsmtSF1030
## NA NA NA
## xTotalBsmtSF1031 xTotalBsmtSF1032 xTotalBsmtSF1034
## NA NA NA
## xTotalBsmtSF1035 xTotalBsmtSF1036 xTotalBsmtSF1037
## NA NA NA
## xTotalBsmtSF1038 xTotalBsmtSF1039 xTotalBsmtSF1040
## NA NA NA
## xTotalBsmtSF1041 xTotalBsmtSF1042 xTotalBsmtSF1043
## NA NA NA
## xTotalBsmtSF1044 xTotalBsmtSF1045 xTotalBsmtSF1046
## NA NA NA
## xTotalBsmtSF1047 xTotalBsmtSF1048 xTotalBsmtSF1049
## NA NA NA
## xTotalBsmtSF105 xTotalBsmtSF1050 xTotalBsmtSF1051
## NA NA NA
## xTotalBsmtSF1052 xTotalBsmtSF1053 xTotalBsmtSF1054
## NA NA NA
## xTotalBsmtSF1055 xTotalBsmtSF1056 xTotalBsmtSF1057
## NA NA NA
## xTotalBsmtSF1058 xTotalBsmtSF1059 xTotalBsmtSF1060
## NA NA NA
## xTotalBsmtSF1061 xTotalBsmtSF1062 xTotalBsmtSF1063
## NA NA NA
## xTotalBsmtSF1064 xTotalBsmtSF1065 xTotalBsmtSF1066
## NA NA NA
## xTotalBsmtSF1067 xTotalBsmtSF1068 xTotalBsmtSF1069
## NA NA NA
## xTotalBsmtSF1070 xTotalBsmtSF1072 xTotalBsmtSF1073
## NA NA NA
## xTotalBsmtSF1074 xTotalBsmtSF1075 xTotalBsmtSF1076
## NA NA NA
## xTotalBsmtSF1077 xTotalBsmtSF1078 xTotalBsmtSF1079
## NA NA NA
## xTotalBsmtSF1080 xTotalBsmtSF1081 xTotalBsmtSF1082
## NA NA NA
## xTotalBsmtSF1083 xTotalBsmtSF1084 xTotalBsmtSF1085
## NA NA NA
## xTotalBsmtSF1086 xTotalBsmtSF1088 xTotalBsmtSF1089
## NA NA NA
## xTotalBsmtSF1090 xTotalBsmtSF1091 xTotalBsmtSF1092
## NA NA NA
## xTotalBsmtSF1093 xTotalBsmtSF1094 xTotalBsmtSF1095
## NA NA NA
## xTotalBsmtSF1096 xTotalBsmtSF1097 xTotalBsmtSF1098
## NA NA NA
## xTotalBsmtSF1099 xTotalBsmtSF1100 xTotalBsmtSF1103
## NA NA NA
## xTotalBsmtSF1104 xTotalBsmtSF1105 xTotalBsmtSF1106
## NA NA NA
## xTotalBsmtSF1107 xTotalBsmtSF1108 xTotalBsmtSF1109
## NA NA NA
## xTotalBsmtSF1112 xTotalBsmtSF1113 xTotalBsmtSF1114
## NA NA NA
## xTotalBsmtSF1116 xTotalBsmtSF1117 xTotalBsmtSF1118
## NA NA NA
## xTotalBsmtSF1120 xTotalBsmtSF1121 xTotalBsmtSF1122
## NA NA NA
## xTotalBsmtSF1124 xTotalBsmtSF1125 xTotalBsmtSF1126
## NA NA NA
## xTotalBsmtSF1127 xTotalBsmtSF1128 xTotalBsmtSF1129
## NA NA NA
## xTotalBsmtSF1130 xTotalBsmtSF1131 xTotalBsmtSF1132
## NA NA NA
## xTotalBsmtSF1134 xTotalBsmtSF1135 xTotalBsmtSF1136
## NA NA NA
## xTotalBsmtSF1138 xTotalBsmtSF1140 xTotalBsmtSF1141
## NA NA NA
## xTotalBsmtSF1142 xTotalBsmtSF1143 xTotalBsmtSF1144
## NA NA NA
## xTotalBsmtSF1145 xTotalBsmtSF1146 xTotalBsmtSF1147
## NA NA NA
## xTotalBsmtSF1148 xTotalBsmtSF1149 xTotalBsmtSF1150
## NA NA NA
## xTotalBsmtSF1151 xTotalBsmtSF1152 xTotalBsmtSF1153
## NA NA NA
## xTotalBsmtSF1154 xTotalBsmtSF1156 xTotalBsmtSF1157
## NA NA NA
## xTotalBsmtSF1158 xTotalBsmtSF1160 xTotalBsmtSF1161
## NA NA NA
## xTotalBsmtSF1162 xTotalBsmtSF1163 xTotalBsmtSF1164
## NA NA NA
## xTotalBsmtSF1165 xTotalBsmtSF1166 xTotalBsmtSF1168
## NA NA NA
## xTotalBsmtSF1169 xTotalBsmtSF1170 xTotalBsmtSF1172
## NA NA NA
## xTotalBsmtSF1173 xTotalBsmtSF1174 xTotalBsmtSF1175
## NA NA NA
## xTotalBsmtSF1176 xTotalBsmtSF1177 xTotalBsmtSF1178
## NA NA NA
## xTotalBsmtSF1179 xTotalBsmtSF1180 xTotalBsmtSF1181
## NA NA NA
## xTotalBsmtSF1182 xTotalBsmtSF1184 xTotalBsmtSF1187
## NA NA NA
## xTotalBsmtSF1188 xTotalBsmtSF1189 xTotalBsmtSF1190
## NA NA NA
## xTotalBsmtSF1191 xTotalBsmtSF1192 xTotalBsmtSF1193
## NA NA NA
## xTotalBsmtSF1194 xTotalBsmtSF1195 xTotalBsmtSF1196
## NA NA NA
## xTotalBsmtSF1198 xTotalBsmtSF1199 xTotalBsmtSF1200
## NA NA NA
## xTotalBsmtSF1202 xTotalBsmtSF1203 xTotalBsmtSF1204
## NA NA NA
## xTotalBsmtSF1205 xTotalBsmtSF1206 xTotalBsmtSF1208
## NA NA NA
## xTotalBsmtSF1209 xTotalBsmtSF1210 xTotalBsmtSF1211
## NA NA NA
## xTotalBsmtSF1212 xTotalBsmtSF1214 xTotalBsmtSF1215
## NA NA NA
## xTotalBsmtSF1216 xTotalBsmtSF1217 xTotalBsmtSF1218
## NA NA NA
## xTotalBsmtSF1219 xTotalBsmtSF1220 xTotalBsmtSF1221
## NA NA NA
## xTotalBsmtSF1222 xTotalBsmtSF1223 xTotalBsmtSF1224
## NA NA NA
## xTotalBsmtSF1225 xTotalBsmtSF1226 xTotalBsmtSF1228
## NA NA NA
## xTotalBsmtSF1230 xTotalBsmtSF1231 xTotalBsmtSF1232
## NA NA NA
## xTotalBsmtSF1234 xTotalBsmtSF1235 xTotalBsmtSF1236
## NA NA NA
## xTotalBsmtSF1237 xTotalBsmtSF1240 xTotalBsmtSF1241
## NA NA NA
## xTotalBsmtSF1242 xTotalBsmtSF1243 xTotalBsmtSF1244
## NA NA NA
## xTotalBsmtSF1246 xTotalBsmtSF1247 xTotalBsmtSF1248
## NA NA NA
## xTotalBsmtSF1249 xTotalBsmtSF1250 xTotalBsmtSF1251
## NA NA NA
## xTotalBsmtSF1252 xTotalBsmtSF1253 xTotalBsmtSF1254
## NA NA NA
## xTotalBsmtSF1256 xTotalBsmtSF1257 xTotalBsmtSF1258
## NA NA NA
## xTotalBsmtSF1259 xTotalBsmtSF1260 xTotalBsmtSF1261
## NA NA NA
## xTotalBsmtSF1262 xTotalBsmtSF1264 xTotalBsmtSF1265
## NA NA NA
## xTotalBsmtSF1266 xTotalBsmtSF1267 xTotalBsmtSF1268
## NA NA NA
## xTotalBsmtSF1269 xTotalBsmtSF1270 xTotalBsmtSF1271
## NA NA NA
## xTotalBsmtSF1272 xTotalBsmtSF1273 xTotalBsmtSF1274
## NA NA NA
## xTotalBsmtSF1276 xTotalBsmtSF1277 xTotalBsmtSF1278
## NA NA NA
## xTotalBsmtSF1280 xTotalBsmtSF1281 xTotalBsmtSF1282
## NA NA NA
## xTotalBsmtSF1284 xTotalBsmtSF1286 xTotalBsmtSF1288
## NA NA NA
## xTotalBsmtSF1290 xTotalBsmtSF1291 xTotalBsmtSF1292
## NA NA NA
## xTotalBsmtSF1293 xTotalBsmtSF1295 xTotalBsmtSF1296
## NA NA NA
## xTotalBsmtSF1297 xTotalBsmtSF1298 xTotalBsmtSF1299
## NA NA NA
## xTotalBsmtSF1300 xTotalBsmtSF1302 xTotalBsmtSF1304
## NA NA NA
## xTotalBsmtSF1306 xTotalBsmtSF1308 xTotalBsmtSF1309
## NA NA NA
## xTotalBsmtSF1310 xTotalBsmtSF1311 xTotalBsmtSF1312
## NA NA NA
## xTotalBsmtSF1313 xTotalBsmtSF1314 xTotalBsmtSF1316
## NA NA NA
## xTotalBsmtSF1317 xTotalBsmtSF1318 xTotalBsmtSF1319
## NA NA NA
## xTotalBsmtSF1324 xTotalBsmtSF1325 xTotalBsmtSF1326
## NA NA NA
## xTotalBsmtSF1328 xTotalBsmtSF1329 xTotalBsmtSF1330
## NA NA NA
## xTotalBsmtSF1331 xTotalBsmtSF1332 xTotalBsmtSF1334
## NA NA NA
## xTotalBsmtSF1335 xTotalBsmtSF1336 xTotalBsmtSF1337
## NA NA NA
## xTotalBsmtSF1338 xTotalBsmtSF1339 xTotalBsmtSF1340
## NA NA NA
## xTotalBsmtSF1341 xTotalBsmtSF1342 xTotalBsmtSF1344
## NA NA NA
## xTotalBsmtSF1346 xTotalBsmtSF1347 xTotalBsmtSF1348
## NA NA NA
## xTotalBsmtSF1349 xTotalBsmtSF1350 xTotalBsmtSF1351
## NA NA NA
## xTotalBsmtSF1352 xTotalBsmtSF1356 xTotalBsmtSF1357
## NA NA NA
## xTotalBsmtSF1358 xTotalBsmtSF1360 xTotalBsmtSF1361
## NA NA NA
## xTotalBsmtSF1362 xTotalBsmtSF1363 xTotalBsmtSF1364
## NA NA NA
## xTotalBsmtSF1365 xTotalBsmtSF1367 xTotalBsmtSF1368
## NA NA NA
## xTotalBsmtSF1369 xTotalBsmtSF1370 xTotalBsmtSF1372
## NA NA NA
## xTotalBsmtSF1373 xTotalBsmtSF1374 xTotalBsmtSF1375
## NA NA NA
## xTotalBsmtSF1376 xTotalBsmtSF1377 xTotalBsmtSF1378
## NA NA NA
## xTotalBsmtSF1379 xTotalBsmtSF1380 xTotalBsmtSF1381
## NA NA NA
## xTotalBsmtSF1382 xTotalBsmtSF1383 xTotalBsmtSF1385
## NA NA NA
## xTotalBsmtSF1386 xTotalBsmtSF1388 xTotalBsmtSF1389
## NA NA NA
## xTotalBsmtSF1390 xTotalBsmtSF1391 xTotalBsmtSF1392
## NA NA NA
## xTotalBsmtSF1393 xTotalBsmtSF1394 xTotalBsmtSF1395
## NA NA NA
## xTotalBsmtSF1396 xTotalBsmtSF1398 xTotalBsmtSF1400
## NA NA NA
## xTotalBsmtSF1401 xTotalBsmtSF1402 xTotalBsmtSF1405
## NA NA NA
## xTotalBsmtSF1406 xTotalBsmtSF1408 xTotalBsmtSF1409
## NA NA NA
## xTotalBsmtSF1410 xTotalBsmtSF1413 xTotalBsmtSF1414
## NA NA NA
## xTotalBsmtSF1415 xTotalBsmtSF1416 xTotalBsmtSF1417
## NA NA NA
## xTotalBsmtSF1418 xTotalBsmtSF1419 xTotalBsmtSF1420
## NA NA NA
## xTotalBsmtSF1422 xTotalBsmtSF1424 xTotalBsmtSF1425
## NA NA NA
## xTotalBsmtSF1426 xTotalBsmtSF1427 xTotalBsmtSF1428
## NA NA NA
## xTotalBsmtSF1430 xTotalBsmtSF1431 xTotalBsmtSF1432
## NA NA NA
## xTotalBsmtSF1433 xTotalBsmtSF1434 xTotalBsmtSF1436
## NA NA NA
## xTotalBsmtSF1437 xTotalBsmtSF1438 xTotalBsmtSF1440
## NA NA NA
## xTotalBsmtSF1441 xTotalBsmtSF1442 xTotalBsmtSF1444
## NA NA NA
## xTotalBsmtSF1445 xTotalBsmtSF1449 xTotalBsmtSF1450
## NA NA NA
## xTotalBsmtSF1451 xTotalBsmtSF1452 xTotalBsmtSF1453
## NA NA NA
## xTotalBsmtSF1454 xTotalBsmtSF1455 xTotalBsmtSF1459
## NA NA NA
## xTotalBsmtSF1460 xTotalBsmtSF1461 xTotalBsmtSF1462
## NA NA NA
## xTotalBsmtSF1463 xTotalBsmtSF1466 xTotalBsmtSF1468
## NA NA NA
## xTotalBsmtSF1470 xTotalBsmtSF1473 xTotalBsmtSF1475
## NA NA NA
## xTotalBsmtSF1476 xTotalBsmtSF1477 xTotalBsmtSF1478
## NA NA NA
## xTotalBsmtSF1479 xTotalBsmtSF1480 xTotalBsmtSF1482
## NA NA NA
## xTotalBsmtSF1484 xTotalBsmtSF1485 xTotalBsmtSF1486
## NA NA NA
## xTotalBsmtSF1487 xTotalBsmtSF1488 xTotalBsmtSF1489
## NA NA NA
## xTotalBsmtSF1490 xTotalBsmtSF1491 xTotalBsmtSF1492
## NA NA NA
## xTotalBsmtSF1494 xTotalBsmtSF1495 xTotalBsmtSF1496
## NA NA NA
## xTotalBsmtSF1498 xTotalBsmtSF1499 xTotalBsmtSF1500
## NA NA NA
## xTotalBsmtSF1501 xTotalBsmtSF1502 xTotalBsmtSF1504
## NA NA NA
## xTotalBsmtSF1505 xTotalBsmtSF1508 xTotalBsmtSF1509
## NA NA NA
## xTotalBsmtSF1510 xTotalBsmtSF1511 xTotalBsmtSF1512
## NA NA NA
## xTotalBsmtSF1516 xTotalBsmtSF1517 xTotalBsmtSF1518
## NA NA NA
## xTotalBsmtSF1519 xTotalBsmtSF1520 xTotalBsmtSF1522
## NA NA NA
## xTotalBsmtSF1524 xTotalBsmtSF1525 xTotalBsmtSF1528
## NA NA NA
## xTotalBsmtSF1529 xTotalBsmtSF1530 xTotalBsmtSF1531
## NA NA NA
## xTotalBsmtSF1533 xTotalBsmtSF1536 xTotalBsmtSF1538
## NA NA NA
## xTotalBsmtSF1540 xTotalBsmtSF1541 xTotalBsmtSF1542
## NA NA NA
## xTotalBsmtSF1544 xTotalBsmtSF1546 xTotalBsmtSF1550
## NA NA NA
## xTotalBsmtSF1552 xTotalBsmtSF1553 xTotalBsmtSF1554
## NA NA NA
## xTotalBsmtSF1555 xTotalBsmtSF1556 xTotalBsmtSF1557
## NA NA NA
## xTotalBsmtSF1559 xTotalBsmtSF1560 xTotalBsmtSF1561
## NA NA NA
## xTotalBsmtSF1562 xTotalBsmtSF1563 xTotalBsmtSF1564
## NA NA NA
## xTotalBsmtSF1565 xTotalBsmtSF1566 xTotalBsmtSF1567
## NA NA NA
## xTotalBsmtSF1568 xTotalBsmtSF1569 xTotalBsmtSF1570
## NA NA NA
## xTotalBsmtSF1571 xTotalBsmtSF1572 xTotalBsmtSF1573
## NA NA NA
## xTotalBsmtSF1574 xTotalBsmtSF1575 xTotalBsmtSF1577
## NA NA NA
## xTotalBsmtSF1578 xTotalBsmtSF1580 xTotalBsmtSF1581
## NA NA NA
## xTotalBsmtSF1582 xTotalBsmtSF1584 xTotalBsmtSF1587
## NA NA NA
## xTotalBsmtSF1588 xTotalBsmtSF1590 xTotalBsmtSF1592
## NA NA NA
## xTotalBsmtSF1593 xTotalBsmtSF1594 xTotalBsmtSF1595
## NA NA NA
## xTotalBsmtSF1596 xTotalBsmtSF1598 xTotalBsmtSF160
## NA NA NA
## xTotalBsmtSF1600 xTotalBsmtSF1602 xTotalBsmtSF1603
## NA NA NA
## xTotalBsmtSF1604 xTotalBsmtSF1606 xTotalBsmtSF1610
## NA NA NA
## xTotalBsmtSF1612 xTotalBsmtSF1614 xTotalBsmtSF1615
## NA NA NA
## xTotalBsmtSF1616 xTotalBsmtSF1617 xTotalBsmtSF1618
## NA NA NA
## xTotalBsmtSF1620 xTotalBsmtSF1621 xTotalBsmtSF1622
## NA NA NA
## xTotalBsmtSF1623 xTotalBsmtSF1624 xTotalBsmtSF1625
## NA NA NA
## xTotalBsmtSF1626 xTotalBsmtSF1629 xTotalBsmtSF1630
## NA NA NA
## xTotalBsmtSF1632 xTotalBsmtSF1638 xTotalBsmtSF1641
## NA NA NA
## xTotalBsmtSF1642 xTotalBsmtSF1643 xTotalBsmtSF1645
## NA NA NA
## xTotalBsmtSF1649 xTotalBsmtSF1650 xTotalBsmtSF1652
## NA NA NA
## xTotalBsmtSF1654 xTotalBsmtSF1656 xTotalBsmtSF1657
## NA NA NA
## xTotalBsmtSF1660 xTotalBsmtSF1664 xTotalBsmtSF1666
## NA NA NA
## xTotalBsmtSF1670 xTotalBsmtSF1671 xTotalBsmtSF1673
## NA NA NA
## xTotalBsmtSF1675 xTotalBsmtSF1678 xTotalBsmtSF1679
## NA NA NA
## xTotalBsmtSF1680 xTotalBsmtSF1682 xTotalBsmtSF1683
## NA NA NA
## xTotalBsmtSF1684 xTotalBsmtSF1685 xTotalBsmtSF1686
## NA NA NA
## xTotalBsmtSF1689 xTotalBsmtSF1694 xTotalBsmtSF1696
## NA NA NA
## xTotalBsmtSF1698 xTotalBsmtSF1700 xTotalBsmtSF1702
## NA NA NA
## xTotalBsmtSF1704 xTotalBsmtSF1705 xTotalBsmtSF1706
## NA NA NA
## xTotalBsmtSF1709 xTotalBsmtSF1710 xTotalBsmtSF1712
## NA NA NA
## xTotalBsmtSF1713 xTotalBsmtSF1714 xTotalBsmtSF1719
## NA NA NA
## xTotalBsmtSF1720 xTotalBsmtSF1721 xTotalBsmtSF1722
## NA NA NA
## xTotalBsmtSF1726 xTotalBsmtSF1728 xTotalBsmtSF173
## NA NA NA
## xTotalBsmtSF1732 xTotalBsmtSF1733 xTotalBsmtSF1734
## NA NA NA
## xTotalBsmtSF1736 xTotalBsmtSF1738 xTotalBsmtSF1739
## NA NA NA
## xTotalBsmtSF1740 xTotalBsmtSF1742 xTotalBsmtSF1746
## NA NA NA
## xTotalBsmtSF1748 xTotalBsmtSF1751 xTotalBsmtSF1752
## NA NA NA
## xTotalBsmtSF1753 xTotalBsmtSF1760 xTotalBsmtSF1763
## NA NA NA
## xTotalBsmtSF1765 xTotalBsmtSF1766 xTotalBsmtSF1768
## NA NA NA
## xTotalBsmtSF1774 xTotalBsmtSF1776 xTotalBsmtSF1777
## NA NA NA
## xTotalBsmtSF1778 xTotalBsmtSF1779 xTotalBsmtSF1780
## NA NA NA
## xTotalBsmtSF1782 xTotalBsmtSF1790 xTotalBsmtSF1792
## NA NA NA
## xTotalBsmtSF1795 xTotalBsmtSF1800 xTotalBsmtSF1802
## NA NA NA
## xTotalBsmtSF1803 xTotalBsmtSF1809 xTotalBsmtSF1814
## NA NA NA
## xTotalBsmtSF1822 xTotalBsmtSF1824 xTotalBsmtSF1829
## NA NA NA
## xTotalBsmtSF1832 xTotalBsmtSF1833 xTotalBsmtSF1836
## NA NA NA
## xTotalBsmtSF1838 xTotalBsmtSF1840 xTotalBsmtSF1842
## NA NA NA
## xTotalBsmtSF1844 xTotalBsmtSF1845 xTotalBsmtSF1848
## NA NA NA
## xTotalBsmtSF1850 xTotalBsmtSF1851 xTotalBsmtSF1856
## NA NA NA
## xTotalBsmtSF1858 xTotalBsmtSF1860 xTotalBsmtSF1865
## NA NA NA
## xTotalBsmtSF1866 xTotalBsmtSF1868 xTotalBsmtSF1869
## NA NA NA
## xTotalBsmtSF1884 xTotalBsmtSF1896 xTotalBsmtSF1898
## NA NA NA
## xTotalBsmtSF190 xTotalBsmtSF1902 xTotalBsmtSF1905
## NA NA NA
## xTotalBsmtSF1907 xTotalBsmtSF1910 xTotalBsmtSF192
## NA NA NA
## xTotalBsmtSF1921 xTotalBsmtSF1922 xTotalBsmtSF1926
## NA NA NA
## xTotalBsmtSF1930 xTotalBsmtSF1932 xTotalBsmtSF1934
## NA NA NA
## xTotalBsmtSF1935 xTotalBsmtSF1947 xTotalBsmtSF1949
## NA NA NA
## xTotalBsmtSF1950 xTotalBsmtSF1952 xTotalBsmtSF1958
## NA NA NA
## xTotalBsmtSF1964 xTotalBsmtSF1966 xTotalBsmtSF1967
## NA NA NA
## xTotalBsmtSF1976 xTotalBsmtSF1978 xTotalBsmtSF1980
## NA NA NA
## xTotalBsmtSF1982 xTotalBsmtSF1986 xTotalBsmtSF1992
## NA NA NA
## xTotalBsmtSF1994 xTotalBsmtSF2000 xTotalBsmtSF2002
## NA NA NA
## xTotalBsmtSF2006 xTotalBsmtSF2014 xTotalBsmtSF2020
## NA NA NA
## xTotalBsmtSF2024 xTotalBsmtSF2033 xTotalBsmtSF2035
## NA NA NA
## xTotalBsmtSF2036 xTotalBsmtSF2042 xTotalBsmtSF2046
## NA NA NA
## xTotalBsmtSF2048 xTotalBsmtSF2062 xTotalBsmtSF2076
## NA NA NA
## xTotalBsmtSF2077 xTotalBsmtSF2078 xTotalBsmtSF2108
## NA NA NA
## xTotalBsmtSF2109 xTotalBsmtSF2110 xTotalBsmtSF2121
## NA NA NA
## xTotalBsmtSF2136 xTotalBsmtSF2140 xTotalBsmtSF2153
## NA NA NA
## xTotalBsmtSF2158 xTotalBsmtSF216 xTotalBsmtSF2171
## NA NA NA
## xTotalBsmtSF2190 xTotalBsmtSF2200 xTotalBsmtSF2208
## NA NA NA
## xTotalBsmtSF2216 xTotalBsmtSF2217 xTotalBsmtSF2220
## NA NA NA
## xTotalBsmtSF2223 xTotalBsmtSF2271 xTotalBsmtSF2320
## NA NA NA
## xTotalBsmtSF2330 xTotalBsmtSF2392 xTotalBsmtSF2396
## NA NA NA
## xTotalBsmtSF240 xTotalBsmtSF2418 xTotalBsmtSF2444
## NA NA NA
## xTotalBsmtSF245 xTotalBsmtSF2452 xTotalBsmtSF2458
## NA NA NA
## xTotalBsmtSF2461 xTotalBsmtSF2492 xTotalBsmtSF2524
## NA NA NA
## xTotalBsmtSF2535 xTotalBsmtSF2552 xTotalBsmtSF2630
## NA NA NA
## xTotalBsmtSF2633 xTotalBsmtSF264 xTotalBsmtSF2660
## NA NA NA
## xTotalBsmtSF270 xTotalBsmtSF279 xTotalBsmtSF2846
## NA NA NA
## xTotalBsmtSF290 xTotalBsmtSF297 xTotalBsmtSF301
## NA NA NA
## xTotalBsmtSF3094 xTotalBsmtSF3138 xTotalBsmtSF319
## NA NA NA
## xTotalBsmtSF3200 xTotalBsmtSF3206 xTotalBsmtSF346
## NA NA NA
## xTotalBsmtSF348 xTotalBsmtSF352 xTotalBsmtSF356
## NA NA NA
## xTotalBsmtSF360 xTotalBsmtSF370 xTotalBsmtSF372
## NA NA NA
## xTotalBsmtSF381 xTotalBsmtSF384 xTotalBsmtSF385
## NA NA NA
## xTotalBsmtSF392 xTotalBsmtSF396 xTotalBsmtSF405
## NA NA NA
## xTotalBsmtSF407 xTotalBsmtSF408 xTotalBsmtSF409
## NA NA NA
## xTotalBsmtSF416 xTotalBsmtSF420 xTotalBsmtSF423
## NA NA NA
## xTotalBsmtSF430 xTotalBsmtSF432 xTotalBsmtSF440
## NA NA NA
## xTotalBsmtSF448 xTotalBsmtSF450 xTotalBsmtSF451
## NA NA NA
## xTotalBsmtSF456 xTotalBsmtSF458 xTotalBsmtSF462
## NA NA NA
## xTotalBsmtSF468 xTotalBsmtSF480 xTotalBsmtSF481
## NA NA NA
## xTotalBsmtSF482 xTotalBsmtSF483 xTotalBsmtSF484
## NA NA NA
## xTotalBsmtSF485 xTotalBsmtSF492 xTotalBsmtSF494
## NA NA NA
## xTotalBsmtSF498 xTotalBsmtSF502 xTotalBsmtSF504
## NA NA NA
## xTotalBsmtSF506 xTotalBsmtSF5095 xTotalBsmtSF516
## NA NA NA
## xTotalBsmtSF520 xTotalBsmtSF525 xTotalBsmtSF526
## NA NA NA
## xTotalBsmtSF528 xTotalBsmtSF530 xTotalBsmtSF531
## NA NA NA
## xTotalBsmtSF533 xTotalBsmtSF536 xTotalBsmtSF539
## NA NA NA
## xTotalBsmtSF540 xTotalBsmtSF544 xTotalBsmtSF546
## NA NA NA
## xTotalBsmtSF547 xTotalBsmtSF550 xTotalBsmtSF551
## NA NA NA
## xTotalBsmtSF552 xTotalBsmtSF554 xTotalBsmtSF559
## NA NA NA
## xTotalBsmtSF560 xTotalBsmtSF561 xTotalBsmtSF565
## NA NA NA
## xTotalBsmtSF569 xTotalBsmtSF570 xTotalBsmtSF572
## NA NA NA
## xTotalBsmtSF576 xTotalBsmtSF583 xTotalBsmtSF585
## NA NA NA
## xTotalBsmtSF588 xTotalBsmtSF592 xTotalBsmtSF596
## NA NA NA
## xTotalBsmtSF600 xTotalBsmtSF602 xTotalBsmtSF608
## NA NA NA
## xTotalBsmtSF610 xTotalBsmtSF611 xTotalBsmtSF6110
## NA NA NA
## xTotalBsmtSF612 xTotalBsmtSF616 xTotalBsmtSF617
## NA NA NA
## xTotalBsmtSF621 xTotalBsmtSF622 xTotalBsmtSF624
## NA NA NA
## xTotalBsmtSF625 xTotalBsmtSF626 xTotalBsmtSF628
## NA NA NA
## xTotalBsmtSF629 xTotalBsmtSF630 xTotalBsmtSF631
## NA NA NA
## xTotalBsmtSF635 xTotalBsmtSF636 xTotalBsmtSF637
## NA NA NA
## xTotalBsmtSF641 xTotalBsmtSF644 xTotalBsmtSF648
## NA NA NA
## xTotalBsmtSF649 xTotalBsmtSF650 xTotalBsmtSF651
## NA NA NA
## xTotalBsmtSF654 xTotalBsmtSF655 xTotalBsmtSF656
## NA NA NA
## xTotalBsmtSF658 xTotalBsmtSF660 xTotalBsmtSF661
## NA NA NA
## xTotalBsmtSF662 xTotalBsmtSF663 xTotalBsmtSF666
## NA NA NA
## xTotalBsmtSF671 xTotalBsmtSF672 xTotalBsmtSF673
## NA NA NA
## xTotalBsmtSF675 xTotalBsmtSF676 xTotalBsmtSF677
## NA NA NA
## xTotalBsmtSF678 xTotalBsmtSF680 xTotalBsmtSF683
## NA NA NA
## xTotalBsmtSF684 xTotalBsmtSF686 xTotalBsmtSF687
## NA NA NA
## xTotalBsmtSF689 xTotalBsmtSF690 xTotalBsmtSF691
## NA NA NA
## xTotalBsmtSF693 xTotalBsmtSF696 xTotalBsmtSF697
## NA NA NA
## xTotalBsmtSF698 xTotalBsmtSF699 xTotalBsmtSF700
## NA NA NA
## xTotalBsmtSF702 xTotalBsmtSF704 xTotalBsmtSF707
## NA NA NA
## xTotalBsmtSF708 xTotalBsmtSF709 xTotalBsmtSF710
## NA NA NA
## xTotalBsmtSF712 xTotalBsmtSF713 xTotalBsmtSF714
## NA NA NA
## xTotalBsmtSF715 xTotalBsmtSF716 xTotalBsmtSF718
## NA NA NA
## xTotalBsmtSF720 xTotalBsmtSF721 xTotalBsmtSF723
## NA NA NA
## xTotalBsmtSF725 xTotalBsmtSF727 xTotalBsmtSF728
## NA NA NA
## xTotalBsmtSF729 xTotalBsmtSF731 xTotalBsmtSF732
## NA NA NA
## xTotalBsmtSF734 xTotalBsmtSF735 xTotalBsmtSF736
## NA NA NA
## xTotalBsmtSF738 xTotalBsmtSF739 xTotalBsmtSF740
## NA NA NA
## xTotalBsmtSF741 xTotalBsmtSF742 xTotalBsmtSF744
## NA NA NA
## xTotalBsmtSF745 xTotalBsmtSF746 xTotalBsmtSF747
## NA NA NA
## xTotalBsmtSF750 xTotalBsmtSF752 xTotalBsmtSF754
## NA NA NA
## xTotalBsmtSF755 xTotalBsmtSF756 xTotalBsmtSF757
## NA NA NA
## xTotalBsmtSF760 xTotalBsmtSF761 xTotalBsmtSF763
## NA NA NA
## xTotalBsmtSF764 xTotalBsmtSF765 xTotalBsmtSF768
## NA NA NA
## xTotalBsmtSF770 xTotalBsmtSF771 xTotalBsmtSF773
## NA NA NA
## xTotalBsmtSF774 xTotalBsmtSF776 xTotalBsmtSF777
## NA NA NA
## xTotalBsmtSF778 xTotalBsmtSF779 xTotalBsmtSF780
## NA NA NA
## xTotalBsmtSF781 xTotalBsmtSF782 xTotalBsmtSF783
## NA NA NA
## xTotalBsmtSF784 xTotalBsmtSF788 xTotalBsmtSF789
## NA NA NA
## xTotalBsmtSF791 xTotalBsmtSF792 xTotalBsmtSF793
## NA NA NA
## xTotalBsmtSF794 xTotalBsmtSF795 xTotalBsmtSF796
## NA NA NA
## xTotalBsmtSF797 xTotalBsmtSF798 xTotalBsmtSF799
## NA NA NA
## xTotalBsmtSF800 xTotalBsmtSF801 xTotalBsmtSF802
## NA NA NA
## xTotalBsmtSF803 xTotalBsmtSF804 xTotalBsmtSF806
## NA NA NA
## xTotalBsmtSF807 xTotalBsmtSF808 xTotalBsmtSF810
## NA NA NA
## xTotalBsmtSF811 xTotalBsmtSF812 xTotalBsmtSF813
## NA NA NA
## xTotalBsmtSF814 xTotalBsmtSF815 xTotalBsmtSF816
## NA NA NA
## xTotalBsmtSF817 xTotalBsmtSF818 xTotalBsmtSF819
## NA NA NA
## xTotalBsmtSF821 xTotalBsmtSF822 xTotalBsmtSF824
## NA NA NA
## xTotalBsmtSF825 xTotalBsmtSF826 xTotalBsmtSF827
## NA NA NA
## xTotalBsmtSF828 xTotalBsmtSF830 xTotalBsmtSF831
## NA NA NA
## xTotalBsmtSF832 xTotalBsmtSF833 xTotalBsmtSF835
## NA NA NA
## xTotalBsmtSF836 xTotalBsmtSF837 xTotalBsmtSF839
## NA NA NA
## xTotalBsmtSF840 xTotalBsmtSF841 xTotalBsmtSF842
## NA NA NA
## xTotalBsmtSF844 xTotalBsmtSF845 xTotalBsmtSF846
## NA NA NA
## xTotalBsmtSF847 xTotalBsmtSF848 xTotalBsmtSF849
## NA NA NA
## xTotalBsmtSF850 xTotalBsmtSF851 xTotalBsmtSF852
## NA NA NA
## xTotalBsmtSF853 xTotalBsmtSF854 xTotalBsmtSF855
## NA NA NA
## xTotalBsmtSF856 xTotalBsmtSF858 xTotalBsmtSF859
## NA NA NA
## xTotalBsmtSF860 xTotalBsmtSF861 xTotalBsmtSF862
## NA NA NA
## xTotalBsmtSF864 xTotalBsmtSF866 xTotalBsmtSF868
## NA NA NA
## xTotalBsmtSF869 xTotalBsmtSF870 xTotalBsmtSF872
## NA NA NA
## xTotalBsmtSF873 xTotalBsmtSF874 xTotalBsmtSF876
## NA NA NA
## xTotalBsmtSF878 xTotalBsmtSF879 xTotalBsmtSF880
## NA NA NA
## xTotalBsmtSF882 xTotalBsmtSF883 xTotalBsmtSF884
## NA NA NA
## xTotalBsmtSF886 xTotalBsmtSF888 xTotalBsmtSF890
## NA NA NA
## xTotalBsmtSF891 xTotalBsmtSF892 xTotalBsmtSF893
## NA NA NA
## xTotalBsmtSF894 xTotalBsmtSF895 xTotalBsmtSF896
## NA NA NA
## xTotalBsmtSF900 xTotalBsmtSF901 xTotalBsmtSF902
## NA NA NA
## xTotalBsmtSF903 xTotalBsmtSF904 xTotalBsmtSF907
## NA NA NA
## xTotalBsmtSF908 xTotalBsmtSF910 xTotalBsmtSF911
## NA NA NA
## xTotalBsmtSF912 xTotalBsmtSF913 xTotalBsmtSF914
## NA NA NA
## xTotalBsmtSF915 xTotalBsmtSF916 xTotalBsmtSF917
## NA NA NA
## xTotalBsmtSF918 xTotalBsmtSF920 xTotalBsmtSF922
## NA NA NA
## xTotalBsmtSF923 xTotalBsmtSF924 xTotalBsmtSF925
## NA NA NA
## xTotalBsmtSF926 xTotalBsmtSF927 xTotalBsmtSF928
## NA NA NA
## xTotalBsmtSF929 xTotalBsmtSF930 xTotalBsmtSF931
## NA NA NA
## xTotalBsmtSF932 xTotalBsmtSF935 xTotalBsmtSF936
## NA NA NA
## xTotalBsmtSF938 xTotalBsmtSF939 xTotalBsmtSF940
## NA NA NA
## xTotalBsmtSF941 xTotalBsmtSF942 xTotalBsmtSF943
## NA NA NA
## xTotalBsmtSF944 xTotalBsmtSF945 xTotalBsmtSF946
## NA NA NA
## xTotalBsmtSF948 xTotalBsmtSF949 xTotalBsmtSF950
## NA NA NA
## xTotalBsmtSF951 xTotalBsmtSF952 xTotalBsmtSF953
## NA NA NA
## xTotalBsmtSF954 xTotalBsmtSF955 xTotalBsmtSF956
## NA NA NA
## xTotalBsmtSF957 xTotalBsmtSF958 xTotalBsmtSF959
## NA NA NA
## xTotalBsmtSF960 xTotalBsmtSF961 xTotalBsmtSF963
## NA NA NA
## xTotalBsmtSF964 xTotalBsmtSF965 xTotalBsmtSF966
## NA NA NA
## xTotalBsmtSF967 xTotalBsmtSF968 xTotalBsmtSF969
## NA NA NA
## xTotalBsmtSF970 xTotalBsmtSF971 xTotalBsmtSF972
## NA NA NA
## xTotalBsmtSF973 xTotalBsmtSF974 xTotalBsmtSF975
## NA NA NA
## xTotalBsmtSF976 xTotalBsmtSF978 xTotalBsmtSF979
## NA NA NA
## xTotalBsmtSF980 xTotalBsmtSF981 xTotalBsmtSF982
## NA NA NA
## xTotalBsmtSF983 xTotalBsmtSF984 xTotalBsmtSF985
## NA NA NA
## xTotalBsmtSF988 xTotalBsmtSF989 xTotalBsmtSF990
## NA NA NA
## xTotalBsmtSF991 xTotalBsmtSF992 xTotalBsmtSF993
## NA NA NA
## xTotalBsmtSF994 xTotalBsmtSF995 xTotalBsmtSF996
## NA NA NA
## xTotalBsmtSF998 xTotalBsmtSF999 xHeatingGasA
## NA NA NA
## xHeatingGasW xHeatingGrav xHeatingOthW
## NA NA NA
## xHeatingWall xHeatingQCFa xHeatingQCGd
## NA NA NA
## xHeatingQCPo xHeatingQCTA xCentralAirY
## NA NA NA
## xElectricalFuseA xElectricalFuseF xElectricalFuseP
## NA NA NA
## xElectricalMix xElectricalSBrkr xX1stFlrSF
## NA NA NA
## xX2ndFlrSF xLowQualFinSF xGrLivArea
## NA NA NA
## xBsmtFullBath1 xBsmtFullBath2 xBsmtFullBath3
## NA NA NA
## xBsmtHalfBath1 xBsmtHalfBath2 xFullBath
## NA NA NA
## xHalfBath xBedroomAbvGr xKitchenAbvGr
## NA NA NA
## xKitchenQualFa xKitchenQualGd xKitchenQualTA
## NA NA NA
## xKitchenQual0 xTotRmsAbvGrd xFunctionalMaj2
## NA NA NA
## xFunctionalMin1 xFunctionalMin2 xFunctionalMod
## NA NA NA
## xFunctionalSev xFunctionalTyp xFunctional0
## NA NA NA
## xFireplaces xFireplaceQuEx xFireplaceQuFa
## NA NA NA
## xFireplaceQuGd xFireplaceQuPo xFireplaceQuTA
## NA NA NA
## xGarageType2Types xGarageTypeAttchd xGarageTypeBasment
## NA NA NA
## xGarageTypeBuiltIn xGarageTypeCarPort xGarageTypeDetchd
## NA NA NA
## xGarageYrBlt1900 xGarageYrBlt1906 xGarageYrBlt1908
## NA NA NA
## xGarageYrBlt1910 xGarageYrBlt1914 xGarageYrBlt1915
## NA NA NA
## xGarageYrBlt1916 xGarageYrBlt1918 xGarageYrBlt1920
## NA NA NA
## xGarageYrBlt1921 xGarageYrBlt1922 xGarageYrBlt1923
## NA NA NA
## xGarageYrBlt1924 xGarageYrBlt1925 xGarageYrBlt1926
## NA NA NA
## xGarageYrBlt1927 xGarageYrBlt1928 xGarageYrBlt1929
## NA NA NA
## xGarageYrBlt1930 xGarageYrBlt1931 xGarageYrBlt1932
## NA NA NA
## xGarageYrBlt1933 xGarageYrBlt1934 xGarageYrBlt1935
## NA NA NA
## xGarageYrBlt1936 xGarageYrBlt1937 xGarageYrBlt1938
## NA NA NA
## xGarageYrBlt1939 xGarageYrBlt1940 xGarageYrBlt1941
## NA NA NA
## xGarageYrBlt1942 xGarageYrBlt1945 xGarageYrBlt1946
## NA NA NA
## xGarageYrBlt1947 xGarageYrBlt1948 xGarageYrBlt1949
## NA NA NA
## xGarageYrBlt1950 xGarageYrBlt1951 xGarageYrBlt1952
## NA NA NA
## xGarageYrBlt1953 xGarageYrBlt1954 xGarageYrBlt1955
## NA NA NA
## xGarageYrBlt1956 xGarageYrBlt1957 xGarageYrBlt1958
## NA NA NA
## xGarageYrBlt1959 xGarageYrBlt1960 xGarageYrBlt1961
## NA NA NA
## xGarageYrBlt1962 xGarageYrBlt1963 xGarageYrBlt1964
## NA NA NA
## xGarageYrBlt1965 xGarageYrBlt1966 xGarageYrBlt1967
## NA NA NA
## xGarageYrBlt1968 xGarageYrBlt1969 xGarageYrBlt1970
## NA NA NA
## xGarageYrBlt1971 xGarageYrBlt1972 xGarageYrBlt1973
## NA NA NA
## xGarageYrBlt1974 xGarageYrBlt1975 xGarageYrBlt1976
## NA NA NA
## xGarageYrBlt1977 xGarageYrBlt1978 xGarageYrBlt1979
## NA NA NA
## xGarageYrBlt1980 xGarageYrBlt1981 xGarageYrBlt1982
## NA NA NA
## xGarageYrBlt1983 xGarageYrBlt1984 xGarageYrBlt1985
## NA NA NA
## xGarageYrBlt1986 xGarageYrBlt1987 xGarageYrBlt1988
## NA NA NA
## xGarageYrBlt1989 xGarageYrBlt1990 xGarageYrBlt1991
## NA NA NA
## xGarageYrBlt1992 xGarageYrBlt1993 xGarageYrBlt1994
## NA NA NA
## xGarageYrBlt1995 xGarageYrBlt1996 xGarageYrBlt1997
## NA NA NA
## xGarageYrBlt1998 xGarageYrBlt1999 xGarageYrBlt2000
## NA NA NA
## xGarageYrBlt2001 xGarageYrBlt2002 xGarageYrBlt2003
## NA NA NA
## xGarageYrBlt2004 xGarageYrBlt2005 xGarageYrBlt2006
## NA NA NA
## xGarageYrBlt2007 xGarageYrBlt2008 xGarageYrBlt2009
## NA NA NA
## xGarageYrBlt2010 xGarageYrBlt1895 xGarageYrBlt1896
## NA NA NA
## xGarageYrBlt1917 xGarageYrBlt1919 xGarageYrBlt1943
## NA NA NA
## xGarageYrBlt2207 xGarageFinishFin xGarageFinishRFn
## NA NA NA
## xGarageFinishUnf xGarageCars1 xGarageCars2
## NA NA NA
## xGarageCars3 xGarageCars4 xGarageCars5
## NA NA NA
## xGarageArea100 xGarageArea1003 xGarageArea1008
## NA NA NA
## xGarageArea1014 xGarageArea1017 xGarageArea1020
## NA NA NA
## xGarageArea1025 xGarageArea1040 xGarageArea1041
## NA NA NA
## xGarageArea1043 xGarageArea1052 xGarageArea1053
## NA NA NA
## xGarageArea1069 xGarageArea1085 xGarageArea1092
## NA NA NA
## xGarageArea1105 xGarageArea1110 xGarageArea1134
## NA NA NA
## xGarageArea1138 xGarageArea1150 xGarageArea1154
## NA NA NA
## xGarageArea1166 xGarageArea1174 xGarageArea1184
## NA NA NA
## xGarageArea1200 xGarageArea1220 xGarageArea1231
## NA NA NA
## xGarageArea1248 xGarageArea1314 xGarageArea1348
## NA NA NA
## xGarageArea1356 xGarageArea1390 xGarageArea1418
## NA NA NA
## xGarageArea1488 xGarageArea160 xGarageArea162
## NA NA NA
## xGarageArea164 xGarageArea180 xGarageArea184
## NA NA NA
## xGarageArea185 xGarageArea186 xGarageArea189
## NA NA NA
## xGarageArea192 xGarageArea195 xGarageArea198
## NA NA NA
## xGarageArea200 xGarageArea205 xGarageArea207
## NA NA NA
## xGarageArea208 xGarageArea209 xGarageArea210
## NA NA NA
## xGarageArea213 xGarageArea215 xGarageArea216
## NA NA NA
## xGarageArea217 xGarageArea220 xGarageArea224
## NA NA NA
## xGarageArea225 xGarageArea226 xGarageArea228
## NA NA NA
## xGarageArea230 xGarageArea231 xGarageArea234
## NA NA NA
## xGarageArea240 xGarageArea242 xGarageArea244
## NA NA NA
## xGarageArea246 xGarageArea248 xGarageArea249
## NA NA NA
## xGarageArea250 xGarageArea252 xGarageArea253
## NA NA NA
## xGarageArea254 xGarageArea255 xGarageArea256
## NA NA NA
## xGarageArea257 xGarageArea258 xGarageArea260
## NA NA NA
## xGarageArea261 xGarageArea263 xGarageArea264
## NA NA NA
## xGarageArea265 xGarageArea266 xGarageArea267
## NA NA NA
## xGarageArea270 xGarageArea271 xGarageArea272
## NA NA NA
## xGarageArea273 xGarageArea275 xGarageArea276
## NA NA NA
## xGarageArea280 xGarageArea281 xGarageArea282
## NA NA NA
## xGarageArea283 xGarageArea284 xGarageArea286
## NA NA NA
## xGarageArea287 xGarageArea288 xGarageArea290
## NA NA NA
## xGarageArea292 xGarageArea293 xGarageArea294
## NA NA NA
## xGarageArea295 xGarageArea296 xGarageArea297
## NA NA NA
## xGarageArea299 xGarageArea300 xGarageArea301
## NA NA NA
## xGarageArea303 xGarageArea304 xGarageArea305
## NA NA NA
## xGarageArea306 xGarageArea307 xGarageArea308
## NA NA NA
## xGarageArea309 xGarageArea310 xGarageArea311
## NA NA NA
## xGarageArea312 xGarageArea313 xGarageArea315
## NA NA NA
## xGarageArea316 xGarageArea317 xGarageArea318
## NA NA NA
## xGarageArea319 xGarageArea320 xGarageArea322
## NA NA NA
## xGarageArea323 xGarageArea324 xGarageArea325
## NA NA NA
## xGarageArea326 xGarageArea327 xGarageArea328
## NA NA NA
## xGarageArea330 xGarageArea331 xGarageArea332
## NA NA NA
## xGarageArea336 xGarageArea338 xGarageArea340
## NA NA NA
## xGarageArea342 xGarageArea343 xGarageArea344
## NA NA NA
## xGarageArea345 xGarageArea349 xGarageArea350
## NA NA NA
## xGarageArea351 xGarageArea352 xGarageArea353
## NA NA NA
## xGarageArea354 xGarageArea355 xGarageArea356
## NA NA NA
## xGarageArea357 xGarageArea358 xGarageArea360
## NA NA NA
## xGarageArea363 xGarageArea364 xGarageArea365
## NA NA NA
## xGarageArea366 xGarageArea367 xGarageArea368
## NA NA NA
## xGarageArea369 xGarageArea370 xGarageArea371
## NA NA NA
## xGarageArea372 xGarageArea373 xGarageArea374
## NA NA NA
## xGarageArea375 xGarageArea377 xGarageArea378
## NA NA NA
## xGarageArea379 xGarageArea380 xGarageArea384
## NA NA NA
## xGarageArea386 xGarageArea388 xGarageArea389
## NA NA NA
## xGarageArea390 xGarageArea392 xGarageArea393
## NA NA NA
## xGarageArea394 xGarageArea396 xGarageArea397
## NA NA NA
## xGarageArea398 xGarageArea399 xGarageArea400
## NA NA NA
## xGarageArea401 xGarageArea402 xGarageArea403
## NA NA NA
## xGarageArea404 xGarageArea405 xGarageArea406
## NA NA NA
## xGarageArea408 xGarageArea409 xGarageArea410
## NA NA NA
## xGarageArea412 xGarageArea413 xGarageArea414
## NA NA NA
## xGarageArea416 xGarageArea418 xGarageArea420
## NA NA NA
## xGarageArea422 xGarageArea423 xGarageArea424
## NA NA NA
## xGarageArea425 xGarageArea426 xGarageArea427
## NA NA NA
## xGarageArea428 xGarageArea429 xGarageArea430
## NA NA NA
## xGarageArea431 xGarageArea432 xGarageArea433
## NA NA NA
## xGarageArea434 xGarageArea435 xGarageArea436
## NA NA NA
## xGarageArea437 xGarageArea438 xGarageArea439
## NA NA NA
## xGarageArea440 xGarageArea441 xGarageArea442
## NA NA NA
## xGarageArea443 xGarageArea444 xGarageArea445
## NA NA NA
## xGarageArea447 xGarageArea449 xGarageArea450
## NA NA NA
## xGarageArea451 xGarageArea452 xGarageArea453
## NA NA NA
## xGarageArea454 xGarageArea455 xGarageArea456
## NA NA NA
## xGarageArea457 xGarageArea458 xGarageArea459
## NA NA NA
## xGarageArea460 xGarageArea461 xGarageArea462
## NA NA NA
## xGarageArea463 xGarageArea464 xGarageArea465
## NA NA NA
## xGarageArea466 xGarageArea467 xGarageArea468
## NA NA NA
## xGarageArea469 xGarageArea470 xGarageArea471
## NA NA NA
## xGarageArea472 xGarageArea473 xGarageArea474
## NA NA NA
## xGarageArea475 xGarageArea476 xGarageArea477
## NA NA NA
## xGarageArea478 xGarageArea479 xGarageArea480
## NA NA NA
## xGarageArea481 xGarageArea482 xGarageArea483
## NA NA NA
## xGarageArea484 xGarageArea485 xGarageArea486
## NA NA NA
## xGarageArea487 xGarageArea488 xGarageArea489
## NA NA NA
## xGarageArea490 xGarageArea492 xGarageArea493
## NA NA NA
## xGarageArea494 xGarageArea495 xGarageArea496
## NA NA NA
## xGarageArea497 xGarageArea498 xGarageArea499
## NA NA NA
## xGarageArea500 xGarageArea501 xGarageArea502
## NA NA NA
## xGarageArea504 xGarageArea505 xGarageArea506
## NA NA NA
## xGarageArea508 xGarageArea509 xGarageArea510
## NA NA NA
## xGarageArea511 xGarageArea512 xGarageArea513
## NA NA NA
## xGarageArea514 xGarageArea515 xGarageArea516
## NA NA NA
## xGarageArea517 xGarageArea518 xGarageArea520
## NA NA NA
## xGarageArea521 xGarageArea522 xGarageArea523
## NA NA NA
## xGarageArea524 xGarageArea525 xGarageArea526
## NA NA NA
## xGarageArea527 xGarageArea528 xGarageArea529
## NA NA NA
## xGarageArea530 xGarageArea531 xGarageArea532
## NA NA NA
## xGarageArea533 xGarageArea534 xGarageArea535
## NA NA NA
## xGarageArea538 xGarageArea539 xGarageArea540
## NA NA NA
## xGarageArea541 xGarageArea542 xGarageArea543
## NA NA NA
## xGarageArea544 xGarageArea545 xGarageArea546
## NA NA NA
## xGarageArea548 xGarageArea549 xGarageArea550
## NA NA NA
## xGarageArea551 xGarageArea552 xGarageArea554
## NA NA NA
## xGarageArea555 xGarageArea556 xGarageArea557
## NA NA NA
## xGarageArea558 xGarageArea559 xGarageArea560
## NA NA NA
## xGarageArea561 xGarageArea562 xGarageArea564
## NA NA NA
## xGarageArea565 xGarageArea566 xGarageArea567
## NA NA NA
## xGarageArea568 xGarageArea569 xGarageArea570
## NA NA NA
## xGarageArea571 xGarageArea572 xGarageArea573
## NA NA NA
## xGarageArea574 xGarageArea575 xGarageArea576
## NA NA NA
## xGarageArea577 xGarageArea578 xGarageArea579
## NA NA NA
## xGarageArea580 xGarageArea581 xGarageArea582
## NA NA NA
## xGarageArea583 xGarageArea584 xGarageArea585
## NA NA NA
## xGarageArea586 xGarageArea588 xGarageArea590
## NA NA NA
## xGarageArea591 xGarageArea592 xGarageArea594
## NA NA NA
## xGarageArea595 xGarageArea596 xGarageArea597
## NA NA NA
## xGarageArea598 xGarageArea599 xGarageArea600
## NA NA NA
## xGarageArea601 xGarageArea602 xGarageArea603
## NA NA NA
## xGarageArea604 xGarageArea605 xGarageArea606
## NA NA NA
## xGarageArea608 xGarageArea609 xGarageArea610
## NA NA NA
## xGarageArea611 xGarageArea612 xGarageArea613
## NA NA NA
## xGarageArea614 xGarageArea615 xGarageArea616
## NA NA NA
## xGarageArea617 xGarageArea618 xGarageArea619
## NA NA NA
## xGarageArea620 xGarageArea621 xGarageArea622
## NA NA NA
## xGarageArea623 xGarageArea624 xGarageArea625
## NA NA NA
## xGarageArea626 xGarageArea627 xGarageArea628
## NA NA NA
## xGarageArea630 xGarageArea631 xGarageArea632
## NA NA NA
## xGarageArea636 xGarageArea638 xGarageArea639
## NA NA NA
## xGarageArea640 xGarageArea641 xGarageArea642
## NA NA NA
## xGarageArea644 xGarageArea645 xGarageArea646
## NA NA NA
## xGarageArea647 xGarageArea648 xGarageArea649
## NA NA NA
## xGarageArea650 xGarageArea656 xGarageArea658
## NA NA NA
## xGarageArea660 xGarageArea662 xGarageArea663
## NA NA NA
## xGarageArea665 xGarageArea666 xGarageArea667
## NA NA NA
## xGarageArea668 xGarageArea670 xGarageArea671
## NA NA NA
## xGarageArea672 xGarageArea673 xGarageArea674
## NA NA NA
## xGarageArea675 xGarageArea676 xGarageArea678
## NA NA NA
## xGarageArea680 xGarageArea682 xGarageArea683
## NA NA NA
## xGarageArea684 xGarageArea685 xGarageArea686
## NA NA NA
## xGarageArea687 xGarageArea688 xGarageArea689
## NA NA NA
## xGarageArea690 xGarageArea691 xGarageArea692
## NA NA NA
## xGarageArea693 xGarageArea694 xGarageArea696
## NA NA NA
## xGarageArea698 xGarageArea700 xGarageArea701
## NA NA NA
## xGarageArea702 xGarageArea704 xGarageArea706
## NA NA NA
## xGarageArea708 xGarageArea711 xGarageArea712
## NA NA NA
## xGarageArea713 xGarageArea714 xGarageArea715
## NA NA NA
## xGarageArea716 xGarageArea719 xGarageArea720
## NA NA NA
## xGarageArea721 xGarageArea722 xGarageArea724
## NA NA NA
## xGarageArea725 xGarageArea726 xGarageArea728
## NA NA NA
## xGarageArea729 xGarageArea730 xGarageArea732
## NA NA NA
## xGarageArea736 xGarageArea738 xGarageArea739
## NA NA NA
## xGarageArea740 xGarageArea741 xGarageArea744
## NA NA NA
## xGarageArea746 xGarageArea747 xGarageArea748
## NA NA NA
## xGarageArea749 xGarageArea750 xGarageArea751
## NA NA NA
## xGarageArea752 xGarageArea753 xGarageArea754
## NA NA NA
## xGarageArea756 xGarageArea757 xGarageArea758
## NA NA NA
## xGarageArea760 xGarageArea762 xGarageArea765
## NA NA NA
## xGarageArea766 xGarageArea768 xGarageArea770
## NA NA NA
## xGarageArea772 xGarageArea773 xGarageArea774
## NA NA NA
## xGarageArea776 xGarageArea779 xGarageArea780
## NA NA NA
## xGarageArea782 xGarageArea783 xGarageArea784
## NA NA NA
## xGarageArea786 xGarageArea787 xGarageArea788
## NA NA NA
## xGarageArea789 xGarageArea791 xGarageArea792
## NA NA NA
## xGarageArea795 xGarageArea796 xGarageArea800
## NA NA NA
## xGarageArea803 xGarageArea804 xGarageArea806
## NA NA NA
## xGarageArea807 xGarageArea808 xGarageArea810
## NA NA NA
## xGarageArea811 xGarageArea812 xGarageArea813
## NA NA NA
## xGarageArea814 xGarageArea815 xGarageArea816
## NA NA NA
## xGarageArea818 xGarageArea820 xGarageArea824
## NA NA NA
## xGarageArea825 xGarageArea826 xGarageArea828
## NA NA NA
## xGarageArea830 xGarageArea831 xGarageArea832
## NA NA NA
## xGarageArea833 xGarageArea834 xGarageArea836
## NA NA NA
## xGarageArea839 xGarageArea840 xGarageArea841
## NA NA NA
## xGarageArea842 xGarageArea843 xGarageArea844
## NA NA NA
## xGarageArea845 xGarageArea846 xGarageArea848
## NA NA NA
## xGarageArea850 xGarageArea851 xGarageArea852
## NA NA NA
## xGarageArea853 xGarageArea856 xGarageArea857
## NA NA NA
## xGarageArea858 xGarageArea859 xGarageArea860
## NA NA NA
## xGarageArea862 xGarageArea864 xGarageArea865
## NA NA NA
## xGarageArea866 xGarageArea868 xGarageArea869
## NA NA NA
## xGarageArea870 xGarageArea871 xGarageArea872
## NA NA NA
## xGarageArea874 xGarageArea876 xGarageArea878
## NA NA NA
## xGarageArea880 xGarageArea884 xGarageArea885
## NA NA NA
## xGarageArea886 xGarageArea888 xGarageArea889
## NA NA NA
## xGarageArea890 xGarageArea892 xGarageArea894
## NA NA NA
## xGarageArea895 xGarageArea896 xGarageArea898
## NA NA NA
## xGarageArea899 xGarageArea900 xGarageArea902
## NA NA NA
## xGarageArea904 xGarageArea905 xGarageArea907
## NA NA NA
## xGarageArea908 xGarageArea912 xGarageArea916
## NA NA NA
## xGarageArea920 xGarageArea923 xGarageArea924
## NA NA NA
## xGarageArea925 xGarageArea927 xGarageArea928
## NA NA NA
## xGarageArea932 xGarageArea933 xGarageArea936
## NA NA NA
## xGarageArea938 xGarageArea944 xGarageArea947
## NA NA NA
## xGarageArea949 xGarageArea954 xGarageArea958
## NA NA NA
## xGarageArea959 xGarageArea962 xGarageArea963
## NA NA NA
## xGarageArea968 xGarageArea972 xGarageArea983
## NA NA NA
## xGarageArea984 xGarageArea995 xGarageQualEx
## NA NA NA
## xGarageQualFa xGarageQualGd xGarageQualPo
## NA NA NA
## xGarageQualTA xGarageCondEx xGarageCondFa
## NA NA NA
## xGarageCondGd xGarageCondPo xGarageCondTA
## NA NA NA
## xPavedDriveP xPavedDriveY xWoodDeckSF
## NA NA NA
## xOpenPorchSF xEnclosedPorch xX3SsnPorch
## NA NA NA
## xScreenPorch xPoolArea xPoolQCEx
## NA NA NA
## xPoolQCFa xPoolQCGd xFenceGdPrv
## NA NA NA
## xFenceGdWo xFenceMnPrv xFenceMnWw
## NA NA NA
## xMiscFeatureGar2 xMiscFeatureOthr xMiscFeatureShed
## NA NA NA
## xMiscFeatureTenC xMiscVal xMoSold
## NA NA NA
## xYrSold xSaleTypeCon xSaleTypeConLD
## NA NA NA
## xSaleTypeConLI xSaleTypeConLw xSaleTypeCWD
## NA NA NA
## xSaleTypeNew xSaleTypeOth xSaleTypeWD
## NA NA NA
## xSaleType0 xSaleConditionAdjLand xSaleConditionAlloca
## NA NA NA
## xSaleConditionFamily xSaleConditionNormal xSaleConditionPartial
## NA NA NA
predict(ridge.mod,s=0,type="coefficients")[1:4994,]
## (Intercept) Id MSSubClass
## 4.406288e+05 7.319957e-01 -1.374582e+01
## MSZoningFV MSZoningRH MSZoningRL
## 2.754232e+03 -5.975375e+02 1.752449e+03
## MSZoningRM MSZoning0 LotFrontage100
## -1.835915e+03 0.000000e+00 3.902519e+03
## LotFrontage101 LotFrontage102 LotFrontage103
## 9.307707e+03 1.923839e+04 -1.952316e+03
## LotFrontage104 LotFrontage105 LotFrontage106
## -1.018531e+03 -1.061863e+03 4.441809e+03
## LotFrontage107 LotFrontage108 LotFrontage109
## 1.023639e+04 1.167596e+04 1.088684e+03
## LotFrontage110 LotFrontage111 LotFrontage112
## 1.856649e+04 9.368315e+03 0.000000e+00
## LotFrontage114 LotFrontage115 LotFrontage116
## 1.789226e+04 3.224396e+03 0.000000e+00
## LotFrontage118 LotFrontage120 LotFrontage121
## -2.688878e+03 6.050755e+03 -7.971324e+02
## LotFrontage122 LotFrontage124 LotFrontage128
## -1.409308e+04 2.251449e+03 -7.592922e+02
## LotFrontage129 LotFrontage130 LotFrontage134
## 6.022985e+03 -1.189615e+04 -9.462493e+02
## LotFrontage137 LotFrontage138 LotFrontage140
## 0.000000e+00 3.043266e+03 0.000000e+00
## LotFrontage141 LotFrontage144 LotFrontage149
## 9.895178e+03 0.000000e+00 -9.357445e+03
## LotFrontage150 LotFrontage152 LotFrontage153
## 2.853931e+04 0.000000e+00 0.000000e+00
## LotFrontage160 LotFrontage168 LotFrontage174
## 0.000000e+00 0.000000e+00 2.276053e+04
## LotFrontage182 LotFrontage21 LotFrontage24
## 6.602322e+03 -6.148673e+03 -2.214644e+03
## LotFrontage30 LotFrontage313 LotFrontage32
## -4.945341e+03 -3.812659e+04 -3.258187e+03
## LotFrontage33 LotFrontage34 LotFrontage35
## -4.296817e+02 -3.938713e+03 -2.969572e+03
## LotFrontage36 LotFrontage37 LotFrontage38
## -6.535579e+03 -2.176812e+03 2.209578e+03
## LotFrontage39 LotFrontage40 LotFrontage41
## 2.775193e+03 2.287151e+03 1.577827e+03
## LotFrontage42 LotFrontage43 LotFrontage44
## 7.193068e+03 -4.309229e+03 -5.838096e+03
## LotFrontage45 LotFrontage46 LotFrontage47
## -2.058430e+04 2.796748e+03 9.349684e+02
## LotFrontage48 LotFrontage49 LotFrontage50
## 7.640152e+03 9.247486e+03 -3.557645e+03
## LotFrontage51 LotFrontage52 LotFrontage53
## 8.209480e+03 3.486486e+01 -5.725378e+03
## LotFrontage54 LotFrontage55 LotFrontage56
## -3.692623e+03 8.190069e+02 -7.624717e+02
## LotFrontage57 LotFrontage58 LotFrontage59
## -9.726636e+02 -4.914391e+03 4.703028e+02
## LotFrontage60 LotFrontage61 LotFrontage62
## -3.632956e+03 2.191059e+03 -5.045056e+03
## LotFrontage63 LotFrontage64 LotFrontage65
## 4.142096e+03 3.690362e+03 8.757748e+02
## LotFrontage66 LotFrontage67 LotFrontage68
## -2.501493e+02 -5.778258e+03 -7.392108e+02
## LotFrontage69 LotFrontage70 LotFrontage71
## 2.724250e+03 6.694153e+01 -6.221434e+02
## LotFrontage72 LotFrontage73 LotFrontage74
## 8.914009e+02 -3.797911e+03 -2.537338e+03
## LotFrontage75 LotFrontage76 LotFrontage77
## 1.373552e+03 1.191274e+03 1.895158e+04
## LotFrontage78 LotFrontage79 LotFrontage80
## -5.289146e+02 3.083647e+03 1.608399e+03
## LotFrontage81 LotFrontage82 LotFrontage83
## 2.516685e+03 1.900953e+03 6.555154e+03
## LotFrontage84 LotFrontage85 LotFrontage86
## 3.013494e+03 -1.552895e+03 1.923611e+03
## LotFrontage87 LotFrontage88 LotFrontage89
## 2.844326e+03 4.333696e+03 1.378376e+04
## LotFrontage90 LotFrontage91 LotFrontage92
## -2.188155e+02 3.122891e+03 -5.644489e+03
## LotFrontage93 LotFrontage94 LotFrontage95
## 9.326274e+02 1.167978e+02 -3.645721e+03
## LotFrontage96 LotFrontage97 LotFrontage98
## 2.853739e+03 2.961477e+04 7.109146e+03
## LotFrontage99 LotFrontage113 LotFrontage117
## 6.371194e+03 0.000000e+00 0.000000e+00
## LotFrontage119 LotFrontage123 LotFrontage125
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage126 LotFrontage131 LotFrontage133
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage135 LotFrontage136 LotFrontage155
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage195 LotFrontage200 LotFrontage22
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage25 LotFrontage26 LotFrontage28
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage31 LotArea StreetPave
## 0.000000e+00 1.788950e-01 5.816354e+03
## AlleyGrvl AlleyPave LotShapeIR2
## -1.543525e+03 1.387392e+03 4.721687e+03
## LotShapeIR3 LotShapeReg LandContourHLS
## -7.083071e+02 -2.256035e+03 4.185338e+03
## LandContourLow LandContourLvl LotConfigCulDSac
## -3.670950e+03 4.801694e+02 4.198281e+03
## LotConfigFR2 LotConfigFR3 LotConfigInside
## -1.334270e+03 6.109003e+03 -5.525686e+02
## LandSlopeMod LandSlopeSev NeighborhoodBlueste
## 4.688773e+03 4.308045e+03 0.000000e+00
## NeighborhoodBrDale NeighborhoodBrkSide NeighborhoodClearCr
## -8.149121e+03 -3.717639e+02 5.468903e+03
## NeighborhoodCollgCr NeighborhoodCrawfor NeighborhoodEdwards
## 6.167002e+02 1.166853e+04 -5.100587e+03
## NeighborhoodGilbert NeighborhoodIDOTRR NeighborhoodMeadowV
## -6.408245e+03 -5.524109e+03 -8.873798e+03
## NeighborhoodMitchel NeighborhoodNAmes NeighborhoodNoRidge
## -6.927978e+03 -1.351112e+03 9.974244e+03
## NeighborhoodNPkVill NeighborhoodNridgHt NeighborhoodNWAmes
## -1.884308e+03 1.148828e+04 -2.089831e+01
## NeighborhoodOldTown NeighborhoodSawyer NeighborhoodSawyerW
## -1.391337e+03 -4.329311e+03 -2.571074e+03
## NeighborhoodSomerst NeighborhoodStoneBr NeighborhoodSWISU
## 4.020662e+03 9.955976e+03 4.053126e+03
## NeighborhoodTimber NeighborhoodVeenker Condition1Feedr
## 4.278320e+03 9.309975e+01 -4.376417e+03
## Condition1Norm Condition1PosA Condition1PosN
## 1.639622e+03 1.145873e+03 -3.079520e+02
## Condition1RRAe Condition1RRAn Condition1RRNe
## 1.479883e+03 3.496493e+03 -1.251299e+03
## Condition1RRNn Condition2Feedr Condition2Norm
## 1.143976e+04 1.053198e+03 2.327310e+03
## Condition2PosA Condition2PosN Condition2RRAe
## 0.000000e+00 -7.219480e+03 0.000000e+00
## Condition2RRAn Condition2RRNn BldgType2fmCon
## -1.494055e+03 -3.375730e+03 -9.936776e+02
## BldgTypeDuplex BldgTypeTwnhs BldgTypeTwnhsE
## -4.250623e+03 -4.485981e+03 -2.545116e+03
## HouseStyle1.5Unf HouseStyle1Story HouseStyle2.5Fin
## -9.151959e+02 -8.850032e+02 8.431075e+03
## HouseStyle2.5Unf HouseStyle2Story HouseStyleSFoyer
## -2.552700e+03 1.960280e+03 -2.764510e+03
## HouseStyleSLvl OverallQual OverallCond
## -6.457879e+02 3.635305e+03 1.082804e+03
## YearBuilt YearRemodAdd RoofStyleGable
## 4.922179e+01 6.966557e+01 -3.325014e+03
## RoofStyleGambrel RoofStyleHip RoofStyleMansard
## -3.564661e+03 2.933767e+03 8.798131e+03
## RoofStyleShed RoofMatlCompShg RoofMatlMembran
## 0.000000e+00 -6.990029e+03 0.000000e+00
## RoofMatlMetal RoofMatlRoll RoofMatlTar&Grv
## 0.000000e+00 -7.505942e+02 6.425001e+03
## RoofMatlWdShake RoofMatlWdShngl Exterior1stAsphShn
## -2.768755e+03 2.548060e+04 0.000000e+00
## Exterior1stBrkComm Exterior1stBrkFace Exterior1stCBlock
## -1.075820e+04 6.097050e+03 0.000000e+00
## Exterior1stCemntBd Exterior1stHdBoard Exterior1stImStucc
## 2.839792e+03 -1.311913e+03 3.348358e+03
## Exterior1stMetalSd Exterior1stPlywood Exterior1stStone
## -3.116604e+02 7.306736e+02 6.295432e+03
## Exterior1stStucco Exterior1stVinylSd Exterior1stWd Sdng
## 2.361148e+03 7.882970e+02 -2.417628e+03
## Exterior1stWdShing Exterior1st0 Exterior2ndAsphShn
## -3.105944e+03 0.000000e+00 0.000000e+00
## Exterior2ndBrk Cmn Exterior2ndBrkFace Exterior2ndCBlock
## -3.224287e+03 5.803300e+03 0.000000e+00
## Exterior2ndCmentBd Exterior2ndHdBoard Exterior2ndImStucc
## 3.534999e+03 -1.546396e+03 2.358122e+03
## Exterior2ndMetalSd Exterior2ndOther Exterior2ndPlywood
## -4.686454e+02 0.000000e+00 9.564687e+02
## Exterior2ndStone Exterior2ndStucco Exterior2ndVinylSd
## 6.287011e+03 1.770469e+03 8.473263e+02
## Exterior2ndWd Sdng Exterior2ndWd Shng Exterior2nd0
## -1.594771e+03 -4.513632e+03 0.000000e+00
## MasVnrTypeBrkCmn MasVnrTypeBrkFace MasVnrTypeNone
## -3.879953e+03 9.145224e+02 -2.656859e+03
## MasVnrTypeStone MasVnrArea1 MasVnrArea100
## 5.222641e+03 0.000000e+00 8.221123e+03
## MasVnrArea101 MasVnrArea102 MasVnrArea1031
## -1.739516e+04 0.000000e+00 0.000000e+00
## MasVnrArea104 MasVnrArea1047 MasVnrArea105
## 2.607719e+02 3.930769e+03 -3.448743e+02
## MasVnrArea106 MasVnrArea108 MasVnrArea109
## -3.687243e+02 -5.684728e+02 -4.054738e+02
## MasVnrArea11 MasVnrArea110 MasVnrArea1115
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea112 MasVnrArea1129 MasVnrArea113
## -3.065383e+03 0.000000e+00 1.255670e+03
## MasVnrArea114 MasVnrArea115 MasVnrArea116
## 7.528244e+02 0.000000e+00 7.203599e+01
## MasVnrArea117 MasVnrArea1170 MasVnrArea119
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea120 MasVnrArea122 MasVnrArea123
## -4.879392e+03 0.000000e+00 2.879577e+03
## MasVnrArea125 MasVnrArea126 MasVnrArea127
## -2.524611e+03 0.000000e+00 1.124734e+03
## MasVnrArea128 MasVnrArea130 MasVnrArea132
## -2.558612e+03 1.120721e+03 -4.915237e+02
## MasVnrArea135 MasVnrArea136 MasVnrArea137
## -1.590925e+03 -5.494759e+03 1.318151e+03
## MasVnrArea1378 MasVnrArea138 MasVnrArea14
## 0.000000e+00 0.000000e+00 7.619966e+01
## MasVnrArea140 MasVnrArea142 MasVnrArea143
## 6.539863e+02 3.710796e+03 -1.373365e+04
## MasVnrArea144 MasVnrArea145 MasVnrArea146
## 0.000000e+00 1.045157e+04 0.000000e+00
## MasVnrArea147 MasVnrArea148 MasVnrArea149
## -6.986684e+03 0.000000e+00 0.000000e+00
## MasVnrArea150 MasVnrArea151 MasVnrArea153
## -2.761865e+03 0.000000e+00 9.958162e+02
## MasVnrArea154 MasVnrArea156 MasVnrArea157
## 1.303898e+04 0.000000e+00 0.000000e+00
## MasVnrArea158 MasVnrArea16 MasVnrArea160
## -4.466195e+03 -4.846514e+03 1.481728e+04
## MasVnrArea1600 MasVnrArea161 MasVnrArea162
## 2.111811e+03 -8.299031e+03 -2.721672e+03
## MasVnrArea163 MasVnrArea164 MasVnrArea165
## -1.102516e+04 -1.507086e+03 0.000000e+00
## MasVnrArea166 MasVnrArea167 MasVnrArea168
## -2.189258e+03 2.528186e+02 -2.747343e+03
## MasVnrArea169 MasVnrArea170 MasVnrArea171
## -9.483137e+03 -8.366324e+03 0.000000e+00
## MasVnrArea172 MasVnrArea174 MasVnrArea175
## 2.307523e+03 2.306232e+03 0.000000e+00
## MasVnrArea176 MasVnrArea178 MasVnrArea18
## 5.668520e+03 0.000000e+00 1.074101e+04
## MasVnrArea180 MasVnrArea182 MasVnrArea183
## -2.745518e+03 -5.542007e+03 -1.203072e+03
## MasVnrArea184 MasVnrArea186 MasVnrArea188
## 0.000000e+00 2.005853e+04 6.191400e+02
## MasVnrArea189 MasVnrArea192 MasVnrArea194
## 7.397365e+03 0.000000e+00 5.689607e+03
## MasVnrArea196 MasVnrArea200 MasVnrArea202
## -2.068382e+03 1.189805e+03 1.313943e+03
## MasVnrArea203 MasVnrArea204 MasVnrArea205
## -8.718417e+03 1.951836e+03 8.731673e+03
## MasVnrArea206 MasVnrArea207 MasVnrArea208
## 0.000000e+00 -1.566737e+03 1.976184e+04
## MasVnrArea209 MasVnrArea210 MasVnrArea212
## 0.000000e+00 -4.138756e+03 -1.165661e+02
## MasVnrArea215 MasVnrArea216 MasVnrArea218
## -2.984053e+03 1.124380e+03 0.000000e+00
## MasVnrArea219 MasVnrArea22 MasVnrArea220
## 0.000000e+00 -7.964196e+03 5.266146e+03
## MasVnrArea223 MasVnrArea224 MasVnrArea225
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea226 MasVnrArea228 MasVnrArea230
## -7.205465e+03 -7.954578e+02 1.241608e+04
## MasVnrArea232 MasVnrArea233 MasVnrArea234
## -4.668389e+03 1.281828e+03 0.000000e+00
## MasVnrArea236 MasVnrArea237 MasVnrArea238
## -1.528284e+04 0.000000e+00 -3.400848e+03
## MasVnrArea24 MasVnrArea240 MasVnrArea243
## -4.408861e+03 -6.522275e+03 8.869460e+02
## MasVnrArea244 MasVnrArea245 MasVnrArea246
## 6.773812e+02 1.664869e+04 9.428767e+03
## MasVnrArea247 MasVnrArea248 MasVnrArea250
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea252 MasVnrArea254 MasVnrArea255
## 5.593300e+03 0.000000e+00 -6.674036e+03
## MasVnrArea256 MasVnrArea258 MasVnrArea259
## 6.934244e+02 1.363847e+03 -3.141004e+03
## MasVnrArea260 MasVnrArea261 MasVnrArea262
## -3.331898e+03 1.447271e+03 1.938356e+03
## MasVnrArea263 MasVnrArea266 MasVnrArea268
## 0.000000e+00 4.249458e+03 -2.662102e+03
## MasVnrArea27 MasVnrArea270 MasVnrArea272
## 0.000000e+00 1.417699e+02 2.271916e+03
## MasVnrArea274 MasVnrArea275 MasVnrArea278
## -3.799287e+03 0.000000e+00 5.603958e+03
## MasVnrArea28 MasVnrArea280 MasVnrArea281
## 0.000000e+00 5.141817e+03 4.231303e+03
## MasVnrArea284 MasVnrArea285 MasVnrArea286
## 6.905104e+03 1.471134e+03 1.516282e+04
## MasVnrArea287 MasVnrArea288 MasVnrArea289
## 0.000000e+00 2.623357e+02 8.815906e+03
## MasVnrArea290 MasVnrArea292 MasVnrArea293
## 0.000000e+00 0.000000e+00 1.653446e+04
## MasVnrArea294 MasVnrArea295 MasVnrArea296
## -1.608806e+04 1.956073e+03 0.000000e+00
## MasVnrArea297 MasVnrArea298 MasVnrArea299
## -6.624380e+03 0.000000e+00 0.000000e+00
## MasVnrArea30 MasVnrArea300 MasVnrArea302
## 3.134019e+03 2.284228e+03 1.252127e+04
## MasVnrArea304 MasVnrArea305 MasVnrArea306
## -1.091653e+04 0.000000e+00 4.173566e+03
## MasVnrArea309 MasVnrArea31 MasVnrArea310
## 9.651035e+03 0.000000e+00 -2.682491e+03
## MasVnrArea312 MasVnrArea315 MasVnrArea318
## 8.919650e+02 0.000000e+00 -2.127959e+03
## MasVnrArea32 MasVnrArea320 MasVnrArea324
## 6.425600e+03 -3.504990e+03 0.000000e+00
## MasVnrArea328 MasVnrArea333 MasVnrArea335
## -3.725838e+03 -6.372559e+03 -8.830570e+02
## MasVnrArea336 MasVnrArea337 MasVnrArea338
## 1.773659e+03 0.000000e+00 7.441882e+03
## MasVnrArea34 MasVnrArea340 MasVnrArea342
## 0.000000e+00 1.330911e+04 -3.865871e+03
## MasVnrArea344 MasVnrArea348 MasVnrArea350
## 0.000000e+00 7.710092e+03 1.214692e+04
## MasVnrArea351 MasVnrArea359 MasVnrArea36
## 1.481461e+04 6.545484e+03 0.000000e+00
## MasVnrArea360 MasVnrArea361 MasVnrArea362
## 1.452983e+03 3.174834e+02 1.514129e+04
## MasVnrArea365 MasVnrArea366 MasVnrArea368
## 0.000000e+00 0.000000e+00 2.244048e+03
## MasVnrArea370 MasVnrArea375 MasVnrArea376
## 9.348565e+03 2.709323e+04 -8.292693e+02
## MasVnrArea378 MasVnrArea38 MasVnrArea380
## 0.000000e+00 0.000000e+00 9.276501e+03
## MasVnrArea381 MasVnrArea387 MasVnrArea388
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea391 MasVnrArea396 MasVnrArea399
## 1.031432e+04 0.000000e+00 0.000000e+00
## MasVnrArea40 MasVnrArea408 MasVnrArea41
## 5.031629e+03 0.000000e+00 -3.051563e+03
## MasVnrArea410 MasVnrArea412 MasVnrArea415
## -4.357027e+03 0.000000e+00 -1.892795e+04
## MasVnrArea42 MasVnrArea420 MasVnrArea423
## -2.045547e+03 1.372558e+04 1.035348e+04
## MasVnrArea424 MasVnrArea425 MasVnrArea426
## 0.000000e+00 -3.838662e+03 0.000000e+00
## MasVnrArea428 MasVnrArea432 MasVnrArea435
## 0.000000e+00 0.000000e+00 -1.310559e+04
## MasVnrArea436 MasVnrArea438 MasVnrArea44
## 2.406165e+04 0.000000e+00 -7.887436e+02
## MasVnrArea442 MasVnrArea443 MasVnrArea448
## -2.056705e+03 0.000000e+00 7.221747e+03
## MasVnrArea45 MasVnrArea450 MasVnrArea451
## 6.565013e+03 1.722527e+04 0.000000e+00
## MasVnrArea452 MasVnrArea456 MasVnrArea459
## 6.566509e+03 0.000000e+00 0.000000e+00
## MasVnrArea46 MasVnrArea464 MasVnrArea466
## -7.184854e+03 2.298302e+04 0.000000e+00
## MasVnrArea468 MasVnrArea472 MasVnrArea473
## 2.727167e+03 1.219984e+04 1.504097e+04
## MasVnrArea479 MasVnrArea48 MasVnrArea480
## 1.050563e+04 0.000000e+00 -1.858378e+03
## MasVnrArea481 MasVnrArea491 MasVnrArea50
## 0.000000e+00 7.589710e+03 -8.446660e+03
## MasVnrArea500 MasVnrArea506 MasVnrArea51
## 6.637257e+03 2.271182e+04 2.810329e+03
## MasVnrArea510 MasVnrArea513 MasVnrArea528
## 0.000000e+00 1.782763e+02 0.000000e+00
## MasVnrArea53 MasVnrArea530 MasVnrArea54
## -2.059264e+02 6.223345e+03 0.000000e+00
## MasVnrArea541 MasVnrArea554 MasVnrArea56
## -1.011886e+04 0.000000e+00 -5.049810e+03
## MasVnrArea562 MasVnrArea564 MasVnrArea567
## 2.724057e+04 -2.122959e+03 -7.042541e+02
## MasVnrArea57 MasVnrArea571 MasVnrArea573
## 1.001495e+03 6.867419e+03 0.000000e+00
## MasVnrArea576 MasVnrArea579 MasVnrArea584
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea594 MasVnrArea60 MasVnrArea600
## 0.000000e+00 -6.763864e+03 8.082522e+03
## MasVnrArea603 MasVnrArea604 MasVnrArea616
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea621 MasVnrArea63 MasVnrArea630
## 5.481675e+03 -6.110107e+03 0.000000e+00
## MasVnrArea632 MasVnrArea64 MasVnrArea640
## 2.556412e+04 -5.418527e+02 1.792566e+03
## MasVnrArea65 MasVnrArea650 MasVnrArea651
## 0.000000e+00 5.959394e+02 0.000000e+00
## MasVnrArea653 MasVnrArea66 MasVnrArea660
## 0.000000e+00 1.105908e+03 6.570720e+03
## MasVnrArea664 MasVnrArea67 MasVnrArea673
## 2.659283e+04 0.000000e+00 0.000000e+00
## MasVnrArea68 MasVnrArea70 MasVnrArea705
## -1.141940e+03 2.621960e+03 0.000000e+00
## MasVnrArea72 MasVnrArea731 MasVnrArea74
## -5.063361e+03 1.617540e+04 -5.556062e+03
## MasVnrArea748 MasVnrArea75 MasVnrArea76
## 0.000000e+00 -3.557599e+04 -2.366552e+03
## MasVnrArea760 MasVnrArea762 MasVnrArea766
## 0.000000e+00 -3.236102e+04 0.000000e+00
## MasVnrArea768 MasVnrArea772 MasVnrArea788
## 2.980728e+03 2.596759e+04 3.233952e+03
## MasVnrArea796 MasVnrArea80 MasVnrArea81
## -3.813390e+04 7.255454e+03 0.000000e+00
## MasVnrArea816 MasVnrArea82 MasVnrArea84
## 1.791424e+04 -1.230365e+04 -2.082822e+02
## MasVnrArea85 MasVnrArea86 MasVnrArea860
## 3.182200e+03 -1.995838e+03 0.000000e+00
## MasVnrArea870 MasVnrArea88 MasVnrArea89
## 2.200853e+04 -8.891390e+02 0.000000e+00
## MasVnrArea894 MasVnrArea90 MasVnrArea92
## 2.922606e+03 -3.571256e+02 -4.910882e+03
## MasVnrArea921 MasVnrArea922 MasVnrArea94
## 0.000000e+00 0.000000e+00 -5.138343e+03
## MasVnrArea95 MasVnrArea96 MasVnrArea97
## -1.315816e+04 0.000000e+00 -8.904901e+02
## MasVnrArea975 MasVnrArea98 MasVnrArea99
## 0.000000e+00 -2.313504e+04 -2.061096e+02
## MasVnrArea1050 MasVnrArea1095 MasVnrArea1110
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea1159 MasVnrArea118 MasVnrArea121
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea1224 MasVnrArea124 MasVnrArea1290
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea134 MasVnrArea141 MasVnrArea177
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea179 MasVnrArea187 MasVnrArea190
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea197 MasVnrArea198 MasVnrArea199
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea20 MasVnrArea214 MasVnrArea217
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea221 MasVnrArea222 MasVnrArea227
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea229 MasVnrArea23 MasVnrArea235
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea242 MasVnrArea251 MasVnrArea253
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea257 MasVnrArea264 MasVnrArea265
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea276 MasVnrArea279 MasVnrArea283
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea291 MasVnrArea3 MasVnrArea308
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea322 MasVnrArea323 MasVnrArea327
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea332 MasVnrArea352 MasVnrArea353
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea355 MasVnrArea356 MasVnrArea364
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea371 MasVnrArea372 MasVnrArea379
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea382 MasVnrArea383 MasVnrArea385
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea39 MasVnrArea394 MasVnrArea397
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea400 MasVnrArea402 MasVnrArea405
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea406 MasVnrArea418 MasVnrArea422
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea430 MasVnrArea434 MasVnrArea440
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea444 MasVnrArea47 MasVnrArea470
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea492 MasVnrArea495 MasVnrArea501
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea502 MasVnrArea504 MasVnrArea509
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea514 MasVnrArea515 MasVnrArea518
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea519 MasVnrArea52 MasVnrArea522
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea525 MasVnrArea526 MasVnrArea532
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea549 MasVnrArea550 MasVnrArea568
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea572 MasVnrArea58 MasVnrArea615
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea62 MasVnrArea634 MasVnrArea647
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea652 MasVnrArea657 MasVnrArea662
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea668 MasVnrArea674 MasVnrArea680
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea69 MasVnrArea692 MasVnrArea710
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea714 MasVnrArea724 MasVnrArea726
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea730 MasVnrArea734 MasVnrArea738
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea754 MasVnrArea771 MasVnrArea87
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea877 MasVnrArea886 MasVnrArea902
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea91 MasVnrArea945 MasVnrArea970
## 0.000000e+00 0.000000e+00 0.000000e+00
## ExterQualFa ExterQualGd ExterQualTA
## -1.086662e+04 3.793014e+03 -4.946764e+03
## ExterCondFa ExterCondGd ExterCondPo
## -1.184650e+03 2.467732e+02 -1.824773e+04
## ExterCondTA FoundationCBlock FoundationPConc
## 2.723425e+02 -2.167682e+03 3.311190e+03
## FoundationSlab FoundationStone FoundationWood
## -1.041098e+04 1.112854e+04 3.806123e+03
## BsmtQualEx BsmtQualFa BsmtQualGd
## 1.135360e+04 -2.868052e+02 6.237921e+02
## BsmtQualTA BsmtCondFa BsmtCondGd
## -2.519133e+03 1.233971e+03 3.519449e+03
## BsmtCondPo BsmtCondTA BsmtExposureAv
## 3.456578e+02 3.367905e+03 5.633411e+03
## BsmtExposureGd BsmtExposureMn BsmtExposureNo
## -2.090502e+03 2.645310e+03 -1.549915e+03
## BsmtFinType1ALQ BsmtFinType1BLQ BsmtFinType1GLQ
## -4.309577e+02 -1.039392e+03 5.202055e+03
## BsmtFinType1LwQ BsmtFinType1Rec BsmtFinType1Unf
## 4.201363e+02 -5.373495e+02 -2.034509e+03
## BsmtFinSF1100 BsmtFinSF11000 BsmtFinSF11001
## 0.000000e+00 7.269559e+03 0.000000e+00
## BsmtFinSF11002 BsmtFinSF11003 BsmtFinSF11004
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11005 BsmtFinSF11010 BsmtFinSF11011
## 4.191598e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11012 BsmtFinSF11013 BsmtFinSF11014
## 1.604500e+04 -1.306061e+02 -2.278058e+03
## BsmtFinSF11015 BsmtFinSF11016 BsmtFinSF11018
## 0.000000e+00 8.442341e+03 0.000000e+00
## BsmtFinSF11021 BsmtFinSF11022 BsmtFinSF11023
## 0.000000e+00 5.861665e+03 0.000000e+00
## BsmtFinSF11024 BsmtFinSF11026 BsmtFinSF11027
## -7.935808e+02 0.000000e+00 0.000000e+00
## BsmtFinSF11029 BsmtFinSF11030 BsmtFinSF11032
## 0.000000e+00 0.000000e+00 9.066063e+03
## BsmtFinSF11033 BsmtFinSF11034 BsmtFinSF11035
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11036 BsmtFinSF11037 BsmtFinSF11038
## -5.598477e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11039 BsmtFinSF1104 BsmtFinSF11040
## 2.747257e+02 0.000000e+00 -1.418205e+03
## BsmtFinSF11044 BsmtFinSF11046 BsmtFinSF11047
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11048 BsmtFinSF11051 BsmtFinSF11053
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11056 BsmtFinSF11059 BsmtFinSF11064
## -3.076075e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11065 BsmtFinSF11070 BsmtFinSF11071
## 5.476614e+03 6.272240e+03 0.000000e+00
## BsmtFinSF11073 BsmtFinSF11074 BsmtFinSF11075
## 0.000000e+00 2.292181e+04 0.000000e+00
## BsmtFinSF11078 BsmtFinSF11079 BsmtFinSF1108
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11080 BsmtFinSF11082 BsmtFinSF11084
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11085 BsmtFinSF11086 BsmtFinSF11087
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11088 BsmtFinSF11090 BsmtFinSF11092
## 1.551248e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11094 BsmtFinSF11096 BsmtFinSF11097
## 0.000000e+00 0.000000e+00 -4.454195e+03
## BsmtFinSF11098 BsmtFinSF1110 BsmtFinSF11101
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11104 BsmtFinSF11106 BsmtFinSF1111
## 3.129025e+01 0.000000e+00 -1.014632e+04
## BsmtFinSF11110 BsmtFinSF11111 BsmtFinSF11112
## 6.595311e+02 0.000000e+00 0.000000e+00
## BsmtFinSF11115 BsmtFinSF11116 BsmtFinSF11118
## 0.000000e+00 1.350577e+04 0.000000e+00
## BsmtFinSF11121 BsmtFinSF11122 BsmtFinSF11124
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11126 BsmtFinSF11127 BsmtFinSF11128
## 8.648078e+03 0.000000e+00 2.752536e+03
## BsmtFinSF11129 BsmtFinSF1113 BsmtFinSF11136
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11137 BsmtFinSF11138 BsmtFinSF1114
## 0.000000e+00 1.368468e+03 0.000000e+00
## BsmtFinSF11141 BsmtFinSF11142 BsmtFinSF11148
## 0.000000e+00 0.000000e+00 7.288301e+03
## BsmtFinSF11149 BsmtFinSF11150 BsmtFinSF11151
## 0.000000e+00 4.154883e+04 0.000000e+00
## BsmtFinSF11152 BsmtFinSF11153 BsmtFinSF11154
## 0.000000e+00 9.209608e+03 0.000000e+00
## BsmtFinSF11157 BsmtFinSF11158 BsmtFinSF11159
## 1.390362e+04 6.450274e+03 -2.598826e+03
## BsmtFinSF1116 BsmtFinSF11162 BsmtFinSF11163
## 0.000000e+00 -1.531479e+03 0.000000e+00
## BsmtFinSF11165 BsmtFinSF11170 BsmtFinSF11172
## 0.000000e+00 2.072593e+04 1.311770e+04
## BsmtFinSF11173 BsmtFinSF11178 BsmtFinSF11180
## 0.000000e+00 0.000000e+00 2.763722e+03
## BsmtFinSF11181 BsmtFinSF11182 BsmtFinSF11186
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11188 BsmtFinSF1119 BsmtFinSF11191
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11194 BsmtFinSF11196 BsmtFinSF11198
## 0.000000e+00 7.307836e+03 0.000000e+00
## BsmtFinSF1120 BsmtFinSF11200 BsmtFinSF11201
## -5.684869e+03 1.113331e+04 1.676519e+04
## BsmtFinSF11204 BsmtFinSF11206 BsmtFinSF1121
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11213 BsmtFinSF11216 BsmtFinSF11218
## 4.928433e+02 1.610782e+04 1.231642e+04
## BsmtFinSF11219 BsmtFinSF1122 BsmtFinSF11220
## 1.553748e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11223 BsmtFinSF11224 BsmtFinSF11225
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11230 BsmtFinSF11231 BsmtFinSF11232
## 0.000000e+00 4.428413e+04 0.000000e+00
## BsmtFinSF11234 BsmtFinSF11236 BsmtFinSF11237
## 0.000000e+00 2.927999e+04 0.000000e+00
## BsmtFinSF11238 BsmtFinSF11239 BsmtFinSF11243
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11246 BsmtFinSF11247 BsmtFinSF11249
## 0.000000e+00 3.119303e+04 0.000000e+00
## BsmtFinSF1125 BsmtFinSF11252 BsmtFinSF11258
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11259 BsmtFinSF1126 BsmtFinSF11260
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11261 BsmtFinSF11262 BsmtFinSF11270
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11271 BsmtFinSF11274 BsmtFinSF11277
## 0.000000e+00 1.996927e+03 1.051618e+04
## BsmtFinSF1128 BsmtFinSF11280 BsmtFinSF11282
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11283 BsmtFinSF11285 BsmtFinSF11288
## 0.000000e+00 -3.485518e+03 1.550389e+04
## BsmtFinSF1129 BsmtFinSF11290 BsmtFinSF11294
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11298 BsmtFinSF1130 BsmtFinSF11300
## 0.000000e+00 0.000000e+00 1.127370e+04
## BsmtFinSF11302 BsmtFinSF11304 BsmtFinSF11308
## -1.256424e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11309 BsmtFinSF1131 BsmtFinSF11312
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11314 BsmtFinSF11319 BsmtFinSF1132
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11320 BsmtFinSF11324 BsmtFinSF11328
## 3.132860e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11329 BsmtFinSF1133 BsmtFinSF11330
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11332 BsmtFinSF11333 BsmtFinSF11334
## -1.421818e+04 0.000000e+00 5.750709e+02
## BsmtFinSF11336 BsmtFinSF11337 BsmtFinSF11338
## 0.000000e+00 0.000000e+00 3.026418e+04
## BsmtFinSF1134 BsmtFinSF11341 BsmtFinSF11346
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11350 BsmtFinSF11351 BsmtFinSF11358
## 0.000000e+00 0.000000e+00 1.015426e+04
## BsmtFinSF11359 BsmtFinSF11360 BsmtFinSF11361
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11369 BsmtFinSF11373 BsmtFinSF11375
## 1.235946e+04 3.111156e+03 0.000000e+00
## BsmtFinSF1138 BsmtFinSF11383 BsmtFinSF11386
## -4.323321e+03 0.000000e+00 4.339927e+04
## BsmtFinSF11387 BsmtFinSF11390 BsmtFinSF11392
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11398 BsmtFinSF1140 BsmtFinSF11400
## -6.512515e+02 0.000000e+00 1.259771e+04
## BsmtFinSF11406 BsmtFinSF1141 BsmtFinSF11410
## 0.000000e+00 0.000000e+00 2.853907e+04
## BsmtFinSF11412 BsmtFinSF11414 BsmtFinSF11416
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11420 BsmtFinSF11422 BsmtFinSF1143
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11430 BsmtFinSF11433 BsmtFinSF11436
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1144 BsmtFinSF11440 BsmtFinSF11441
## 0.000000e+00 6.903612e+03 0.000000e+00
## BsmtFinSF11443 BsmtFinSF11445 BsmtFinSF11447
## 0.000000e+00 2.282707e+04 5.699835e+03
## BsmtFinSF11455 BsmtFinSF11456 BsmtFinSF11460
## 0.000000e+00 3.214171e+03 2.048040e+04
## BsmtFinSF11464 BsmtFinSF11470 BsmtFinSF11474
## 2.270144e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11476 BsmtFinSF11478 BsmtFinSF1148
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11480 BsmtFinSF1149 BsmtFinSF1150
## 2.802852e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11500 BsmtFinSF11505 BsmtFinSF11513
## 0.000000e+00 0.000000e+00 1.057701e+04
## BsmtFinSF11518 BsmtFinSF1152 BsmtFinSF11531
## 1.851355e+04 3.078249e+03 0.000000e+00
## BsmtFinSF11538 BsmtFinSF1154 BsmtFinSF11540
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1155 BsmtFinSF11557 BsmtFinSF11558
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1156 BsmtFinSF11562 BsmtFinSF11564
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11567 BsmtFinSF11571 BsmtFinSF11572
## 2.795188e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11573 BsmtFinSF11576 BsmtFinSF11593
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF116 BsmtFinSF11606 BsmtFinSF11619
## -2.425253e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1162 BsmtFinSF11632 BsmtFinSF11636
## 0.000000e+00 0.000000e+00 1.754320e+04
## BsmtFinSF11640 BsmtFinSF11646 BsmtFinSF1165
## 0.000000e+00 1.688936e+04 -5.085076e+03
## BsmtFinSF11660 BsmtFinSF1167 BsmtFinSF1168
## 0.000000e+00 0.000000e+00 -1.075611e+04
## BsmtFinSF11682 BsmtFinSF11684 BsmtFinSF1169
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11696 BsmtFinSF1170 BsmtFinSF1172
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11721 BsmtFinSF11728 BsmtFinSF1173
## 3.728417e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11732 BsmtFinSF11733 BsmtFinSF1175
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11758 BsmtFinSF1176 BsmtFinSF11767
## 0.000000e+00 -8.847506e+02 0.000000e+00
## BsmtFinSF1179 BsmtFinSF1180 BsmtFinSF1181
## 0.000000e+00 1.497668e+03 0.000000e+00
## BsmtFinSF11810 BsmtFinSF11812 BsmtFinSF1182
## 0.000000e+00 0.000000e+00 7.934714e+02
## BsmtFinSF11836 BsmtFinSF1185 BsmtFinSF1186
## 0.000000e+00 -8.305270e+03 0.000000e+00
## BsmtFinSF1187 BsmtFinSF1188 BsmtFinSF11880
## 3.687574e+02 2.237652e+01 0.000000e+00
## BsmtFinSF1189 BsmtFinSF1190 BsmtFinSF11904
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1191 BsmtFinSF1192 BsmtFinSF1193
## 0.000000e+00 2.571444e+04 0.000000e+00
## BsmtFinSF1194 BsmtFinSF1196 BsmtFinSF11965
## 0.000000e+00 -2.036593e+02 0.000000e+00
## BsmtFinSF1197 BsmtFinSF11972 BsmtFinSF1198
## -2.356451e+03 0.000000e+00 0.000000e+00
## BsmtFinSF12 BsmtFinSF120 BsmtFinSF1200
## 3.556091e+03 -2.359353e+03 0.000000e+00
## BsmtFinSF1201 BsmtFinSF1203 BsmtFinSF1204
## 0.000000e+00 0.000000e+00 -1.293637e+04
## BsmtFinSF1205 BsmtFinSF1206 BsmtFinSF1207
## 0.000000e+00 4.146204e+03 0.000000e+00
## BsmtFinSF1208 BsmtFinSF12085 BsmtFinSF1209
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF12096 BsmtFinSF1210 BsmtFinSF1212
## 0.000000e+00 2.364489e+03 0.000000e+00
## BsmtFinSF1213 BsmtFinSF12146 BsmtFinSF1215
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF12158 BsmtFinSF1216 BsmtFinSF1218
## 0.000000e+00 -1.138041e+04 0.000000e+00
## BsmtFinSF12188 BsmtFinSF1219 BsmtFinSF1220
## 0.000000e+00 -9.863260e+00 -6.913582e+02
## BsmtFinSF1221 BsmtFinSF1222 BsmtFinSF1223
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1224 BsmtFinSF1225 BsmtFinSF12257
## 7.981758e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1226 BsmtFinSF12260 BsmtFinSF1228
## 3.253510e+03 -3.161202e+04 0.000000e+00
## BsmtFinSF12288 BsmtFinSF1230 BsmtFinSF1231
## 0.000000e+00 0.000000e+00 -1.240684e+03
## BsmtFinSF1234 BsmtFinSF1236 BsmtFinSF1238
## -1.799454e+02 -1.693863e+03 0.000000e+00
## BsmtFinSF1239 BsmtFinSF124 BsmtFinSF1240
## -1.144683e+04 -7.042423e+03 0.000000e+00
## BsmtFinSF1241 BsmtFinSF1242 BsmtFinSF1244
## 5.517822e+02 0.000000e+00 0.000000e+00
## BsmtFinSF1246 BsmtFinSF1247 BsmtFinSF1248
## 0.000000e+00 -5.663947e+03 -1.191458e+03
## BsmtFinSF1249 BsmtFinSF125 BsmtFinSF1250
## -1.489910e+04 -5.507674e+02 -2.359413e+03
## BsmtFinSF1251 BsmtFinSF1252 BsmtFinSF1254
## 1.102069e+03 1.029080e+03 0.000000e+00
## BsmtFinSF1256 BsmtFinSF1257 BsmtFinSF1258
## -4.184019e+03 2.835546e+03 0.000000e+00
## BsmtFinSF1259 BsmtFinSF1260 BsmtFinSF1261
## -9.290514e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1262 BsmtFinSF1263 BsmtFinSF1264
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1266 BsmtFinSF1267 BsmtFinSF127
## 0.000000e+00 0.000000e+00 -1.874931e+01
## BsmtFinSF1270 BsmtFinSF1271 BsmtFinSF1273
## 5.001899e+02 0.000000e+00 0.000000e+00
## BsmtFinSF1274 BsmtFinSF1275 BsmtFinSF1276
## 0.000000e+00 2.541933e+03 0.000000e+00
## BsmtFinSF1278 BsmtFinSF1279 BsmtFinSF128
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1280 BsmtFinSF1281 BsmtFinSF1282
## -6.910791e+03 1.102085e+04 0.000000e+00
## BsmtFinSF1283 BsmtFinSF1284 BsmtFinSF1285
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1286 BsmtFinSF1288 BsmtFinSF1290
## 0.000000e+00 -6.440004e+03 -6.199624e+03
## BsmtFinSF1292 BsmtFinSF1294 BsmtFinSF1296
## 0.000000e+00 -1.202076e+04 6.285667e+03
## BsmtFinSF1297 BsmtFinSF1298 BsmtFinSF1299
## 1.631069e+04 -7.225287e+02 -7.856835e+03
## BsmtFinSF1300 BsmtFinSF1301 BsmtFinSF1305
## -4.717384e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1306 BsmtFinSF1308 BsmtFinSF1309
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1310 BsmtFinSF1311 BsmtFinSF1312
## -1.143823e+03 -1.657888e+03 2.282253e+03
## BsmtFinSF1314 BsmtFinSF1315 BsmtFinSF1316
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1317 BsmtFinSF1318 BsmtFinSF1319
## 0.000000e+00 0.000000e+00 -2.057037e+03
## BsmtFinSF132 BsmtFinSF1320 BsmtFinSF1321
## 0.000000e+00 3.357879e+03 1.021491e+03
## BsmtFinSF1322 BsmtFinSF1324 BsmtFinSF1326
## 0.000000e+00 -4.386981e+03 0.000000e+00
## BsmtFinSF1328 BsmtFinSF1329 BsmtFinSF133
## -1.318218e+03 3.549783e+03 2.597219e+03
## BsmtFinSF1330 BsmtFinSF1331 BsmtFinSF1332
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1334 BsmtFinSF1335 BsmtFinSF1336
## -1.243965e+04 0.000000e+00 1.646202e+03
## BsmtFinSF1337 BsmtFinSF1338 BsmtFinSF1339
## 0.000000e+00 4.019342e+03 0.000000e+00
## BsmtFinSF1340 BsmtFinSF1341 BsmtFinSF1342
## -5.727782e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1343 BsmtFinSF1344 BsmtFinSF1346
## 0.000000e+00 9.504863e+02 0.000000e+00
## BsmtFinSF1347 BsmtFinSF1348 BsmtFinSF1349
## 0.000000e+00 -7.501600e+03 0.000000e+00
## BsmtFinSF135 BsmtFinSF1350 BsmtFinSF1351
## 0.000000e+00 0.000000e+00 5.661535e+03
## BsmtFinSF1352 BsmtFinSF1353 BsmtFinSF1354
## 1.752720e+04 -4.074126e+03 0.000000e+00
## BsmtFinSF1355 BsmtFinSF1356 BsmtFinSF1358
## 0.000000e+00 -9.531216e+03 0.000000e+00
## BsmtFinSF136 BsmtFinSF1360 BsmtFinSF1361
## 3.262865e+02 -1.770243e+02 2.264006e+03
## BsmtFinSF1362 BsmtFinSF1363 BsmtFinSF1364
## 0.000000e+00 0.000000e+00 3.488739e+02
## BsmtFinSF1365 BsmtFinSF1366 BsmtFinSF1368
## 0.000000e+00 0.000000e+00 -1.142472e+04
## BsmtFinSF1369 BsmtFinSF1370 BsmtFinSF1371
## 0.000000e+00 -6.636209e+02 0.000000e+00
## BsmtFinSF1372 BsmtFinSF1373 BsmtFinSF1374
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1375 BsmtFinSF1376 BsmtFinSF1377
## -6.579950e+02 0.000000e+00 5.432007e+02
## BsmtFinSF1378 BsmtFinSF1379 BsmtFinSF1380
## -7.011560e+02 0.000000e+00 -2.498488e+03
## BsmtFinSF1381 BsmtFinSF1382 BsmtFinSF1383
## 1.791208e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1384 BsmtFinSF1385 BsmtFinSF1386
## -1.675967e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1387 BsmtFinSF1388 BsmtFinSF1389
## -3.452533e+03 -6.300460e+03 0.000000e+00
## BsmtFinSF1390 BsmtFinSF1392 BsmtFinSF1393
## 0.000000e+00 -1.095967e+04 0.000000e+00
## BsmtFinSF1394 BsmtFinSF1397 BsmtFinSF1398
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1399 BsmtFinSF140 BsmtFinSF1400
## -6.652019e+02 -7.590770e+03 1.421732e+03
## BsmtFinSF14010 BsmtFinSF1402 BsmtFinSF1403
## 0.000000e+00 0.000000e+00 6.626728e+03
## BsmtFinSF1404 BsmtFinSF1405 BsmtFinSF1406
## -2.079137e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1408 BsmtFinSF141 BsmtFinSF1410
## 0.000000e+00 -1.469105e+03 0.000000e+00
## BsmtFinSF1412 BsmtFinSF1414 BsmtFinSF1415
## 2.217986e+03 -1.620400e+03 0.000000e+00
## BsmtFinSF1416 BsmtFinSF1417 BsmtFinSF1419
## 5.461858e+03 2.323279e+03 -1.308865e+03
## BsmtFinSF142 BsmtFinSF1420 BsmtFinSF1421
## 0.000000e+00 -5.511234e+03 0.000000e+00
## BsmtFinSF1422 BsmtFinSF1423 BsmtFinSF1424
## -8.577656e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1425 BsmtFinSF1426 BsmtFinSF1427
## -3.838601e+03 -1.200061e+03 0.000000e+00
## BsmtFinSF1428 BsmtFinSF1429 BsmtFinSF1430
## 6.135781e+03 1.438508e+04 0.000000e+00
## BsmtFinSF1432 BsmtFinSF1433 BsmtFinSF1434
## -6.719880e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1435 BsmtFinSF1436 BsmtFinSF1437
## 0.000000e+00 0.000000e+00 1.038203e+04
## BsmtFinSF1438 BsmtFinSF1439 BsmtFinSF1440
## -3.725262e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1441 BsmtFinSF1442 BsmtFinSF1443
## 0.000000e+00 -2.698253e+03 3.332432e+02
## BsmtFinSF1444 BsmtFinSF1445 BsmtFinSF1448
## 6.169814e+03 9.546969e+03 0.000000e+00
## BsmtFinSF1450 BsmtFinSF1452 BsmtFinSF1453
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1454 BsmtFinSF1455 BsmtFinSF1456
## 4.437605e+03 0.000000e+00 1.079242e+04
## BsmtFinSF1457 BsmtFinSF1458 BsmtFinSF1459
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1460 BsmtFinSF1462 BsmtFinSF1464
## -6.825546e+03 -8.392734e+03 2.595345e+03
## BsmtFinSF1465 BsmtFinSF1466 BsmtFinSF1467
## 1.089610e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1468 BsmtFinSF1469 BsmtFinSF1471
## -2.751608e+02 0.000000e+00 -8.566551e+02
## BsmtFinSF1472 BsmtFinSF1474 BsmtFinSF1475
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1476 BsmtFinSF1477 BsmtFinSF148
## 0.000000e+00 0.000000e+00 6.175844e+03
## BsmtFinSF1480 BsmtFinSF1481 BsmtFinSF1482
## 1.941992e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1483 BsmtFinSF1484 BsmtFinSF1485
## -2.431579e+02 -2.275262e+03 0.000000e+00
## BsmtFinSF1486 BsmtFinSF1488 BsmtFinSF1489
## -2.800807e+03 0.000000e+00 0.000000e+00
## BsmtFinSF149 BsmtFinSF1490 BsmtFinSF1491
## 0.000000e+00 -4.645804e+03 0.000000e+00
## BsmtFinSF1492 BsmtFinSF1493 BsmtFinSF1494
## -6.596853e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1495 BsmtFinSF1496 BsmtFinSF1497
## -2.127851e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1498 BsmtFinSF150 BsmtFinSF1500
## -9.406703e+02 -1.469474e+04 -1.850703e+03
## BsmtFinSF1501 BsmtFinSF1502 BsmtFinSF1503
## 0.000000e+00 0.000000e+00 8.269000e+03
## BsmtFinSF1504 BsmtFinSF1505 BsmtFinSF1506
## -1.286903e+02 3.741477e+03 -7.497295e+03
## BsmtFinSF1507 BsmtFinSF1509 BsmtFinSF151
## -1.083912e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1510 BsmtFinSF1512 BsmtFinSF1513
## 6.509711e+03 0.000000e+00 1.352832e+03
## BsmtFinSF1514 BsmtFinSF1515 BsmtFinSF1516
## 0.000000e+00 0.000000e+00 3.627166e+03
## BsmtFinSF1518 BsmtFinSF152 BsmtFinSF1520
## -1.585374e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1521 BsmtFinSF1522 BsmtFinSF1523
## 5.033952e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1524 BsmtFinSF1526 BsmtFinSF1527
## 7.627000e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1528 BsmtFinSF153 BsmtFinSF1531
## 1.142275e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1532 BsmtFinSF1533 BsmtFinSF1534
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1535 BsmtFinSF1536 BsmtFinSF1537
## 2.008973e+03 -1.374904e+03 0.000000e+00
## BsmtFinSF1538 BsmtFinSF1539 BsmtFinSF154
## 0.000000e+00 -1.964469e+03 0.000000e+00
## BsmtFinSF1540 BsmtFinSF1543 BsmtFinSF1544
## -2.211258e+02 0.000000e+00 0.000000e+00
## BsmtFinSF1546 BsmtFinSF1547 BsmtFinSF1548
## 2.468800e+03 -5.256503e+02 -3.772769e+03
## BsmtFinSF1549 BsmtFinSF155 BsmtFinSF1550
## 5.866773e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1551 BsmtFinSF1552 BsmtFinSF1553
## -1.389542e+04 -1.887643e+03 -1.341678e+04
## BsmtFinSF1554 BsmtFinSF1556 BsmtFinSF1557
## -1.067739e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1559 BsmtFinSF156 BsmtFinSF1560
## 0.000000e+00 5.528428e+03 3.582121e+02
## BsmtFinSF1562 BsmtFinSF1564 BsmtFinSF15644
## 0.000000e+00 0.000000e+00 -3.735181e+04
## BsmtFinSF1565 BsmtFinSF1566 BsmtFinSF1567
## 0.000000e+00 0.000000e+00 3.151364e+03
## BsmtFinSF1568 BsmtFinSF1569 BsmtFinSF157
## 0.000000e+00 -9.196670e+03 0.000000e+00
## BsmtFinSF1570 BsmtFinSF1572 BsmtFinSF1573
## -1.166607e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1574 BsmtFinSF1575 BsmtFinSF1576
## 0.000000e+00 8.786653e+03 0.000000e+00
## BsmtFinSF1577 BsmtFinSF1578 BsmtFinSF1579
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1580 BsmtFinSF1583 BsmtFinSF1584
## -4.169065e+02 0.000000e+00 2.735249e+03
## BsmtFinSF1585 BsmtFinSF1586 BsmtFinSF1587
## 4.443378e+03 -2.335405e+03 0.000000e+00
## BsmtFinSF1588 BsmtFinSF1590 BsmtFinSF1592
## -4.042821e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1593 BsmtFinSF1594 BsmtFinSF1595
## 1.974871e+03 0.000000e+00 -1.392173e+03
## BsmtFinSF1596 BsmtFinSF1599 BsmtFinSF160
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1600 BsmtFinSF1601 BsmtFinSF1602
## 4.905163e+02 0.000000e+00 0.000000e+00
## BsmtFinSF1603 BsmtFinSF1604 BsmtFinSF1605
## 0.000000e+00 0.000000e+00 -4.771246e+03
## BsmtFinSF1606 BsmtFinSF1607 BsmtFinSF1608
## 0.000000e+00 0.000000e+00 8.820347e+02
## BsmtFinSF1609 BsmtFinSF1611 BsmtFinSF1612
## 0.000000e+00 0.000000e+00 -1.028630e+04
## BsmtFinSF1614 BsmtFinSF1615 BsmtFinSF1616
## 0.000000e+00 0.000000e+00 -2.638872e+03
## BsmtFinSF1617 BsmtFinSF1619 BsmtFinSF1620
## -5.697407e+03 -5.255439e+00 0.000000e+00
## BsmtFinSF1621 BsmtFinSF1622 BsmtFinSF1623
## 0.000000e+00 -1.240377e+04 0.000000e+00
## BsmtFinSF1624 BsmtFinSF1625 BsmtFinSF1626
## -2.311622e+03 1.830371e+03 1.516606e+04
## BsmtFinSF163 BsmtFinSF1630 BsmtFinSF1631
## 0.000000e+00 -5.645537e+03 -6.964361e+03
## BsmtFinSF1632 BsmtFinSF1633 BsmtFinSF1634
## 1.193765e+04 -4.401215e+03 0.000000e+00
## BsmtFinSF1636 BsmtFinSF1637 BsmtFinSF1638
## 0.000000e+00 -7.456538e+03 0.000000e+00
## BsmtFinSF1639 BsmtFinSF164 BsmtFinSF1641
## 1.037901e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1642 BsmtFinSF1643 BsmtFinSF1644
## 0.000000e+00 1.975530e+03 -1.001009e+03
## BsmtFinSF1645 BsmtFinSF1646 BsmtFinSF1647
## 9.321577e+01 0.000000e+00 0.000000e+00
## BsmtFinSF1648 BsmtFinSF1649 BsmtFinSF165
## -2.902138e+02 2.079699e+03 0.000000e+00
## BsmtFinSF1650 BsmtFinSF1651 BsmtFinSF1652
## 1.114024e+02 0.000000e+00 0.000000e+00
## BsmtFinSF1654 BsmtFinSF1655 BsmtFinSF1656
## 0.000000e+00 2.616537e+04 6.793640e+03
## BsmtFinSF1658 BsmtFinSF1659 BsmtFinSF1660
## 0.000000e+00 -3.371368e+03 -1.906311e+03
## BsmtFinSF1661 BsmtFinSF1662 BsmtFinSF1663
## 0.000000e+00 -4.146032e+03 4.921462e+03
## BsmtFinSF1664 BsmtFinSF1666 BsmtFinSF1668
## 2.165810e+03 1.350812e+03 0.000000e+00
## BsmtFinSF1669 BsmtFinSF1670 BsmtFinSF1671
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1672 BsmtFinSF1673 BsmtFinSF1674
## -2.251582e+03 5.527842e+02 -2.874632e+04
## BsmtFinSF1678 BsmtFinSF1679 BsmtFinSF168
## -2.567138e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1680 BsmtFinSF1681 BsmtFinSF1682
## -1.025253e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1683 BsmtFinSF1684 BsmtFinSF1685
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1686 BsmtFinSF1687 BsmtFinSF1688
## -3.172746e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1689 BsmtFinSF1690 BsmtFinSF1691
## 2.267036e+04 -9.942151e+01 0.000000e+00
## BsmtFinSF1692 BsmtFinSF1694 BsmtFinSF1695
## 5.571245e+03 0.000000e+00 3.366926e+03
## BsmtFinSF1696 BsmtFinSF1697 BsmtFinSF1698
## 0.000000e+00 -6.706922e+03 5.749460e+03
## BsmtFinSF1699 BsmtFinSF170 BsmtFinSF1700
## -6.179269e+03 0.000000e+00 -4.843079e+03
## BsmtFinSF1701 BsmtFinSF1702 BsmtFinSF1704
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1705 BsmtFinSF1706 BsmtFinSF1708
## -1.899072e+03 -8.025126e+02 1.785765e+04
## BsmtFinSF1709 BsmtFinSF1710 BsmtFinSF1712
## 0.000000e+00 0.000000e+00 -7.664593e+02
## BsmtFinSF1713 BsmtFinSF1714 BsmtFinSF1716
## 0.000000e+00 -4.928284e+03 0.000000e+00
## BsmtFinSF1717 BsmtFinSF1718 BsmtFinSF1719
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF172 BsmtFinSF1720 BsmtFinSF1722
## -1.017569e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1724 BsmtFinSF1725 BsmtFinSF1726
## -2.559101e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1727 BsmtFinSF1728 BsmtFinSF1729
## 0.000000e+00 7.899158e+03 0.000000e+00
## BsmtFinSF173 BsmtFinSF1731 BsmtFinSF1732
## 0.000000e+00 0.000000e+00 -3.063276e+03
## BsmtFinSF1733 BsmtFinSF1734 BsmtFinSF1735
## -5.427781e+03 -3.477613e+03 -8.047545e+02
## BsmtFinSF1736 BsmtFinSF1737 BsmtFinSF1738
## 0.000000e+00 3.327369e+03 0.000000e+00
## BsmtFinSF1739 BsmtFinSF1740 BsmtFinSF1741
## -1.670487e+03 4.664381e+03 0.000000e+00
## BsmtFinSF1742 BsmtFinSF1744 BsmtFinSF1745
## -6.789827e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1746 BsmtFinSF1747 BsmtFinSF1748
## 0.000000e+00 -4.304107e+03 -2.851190e+03
## BsmtFinSF1749 BsmtFinSF175 BsmtFinSF1750
## 0.000000e+00 0.000000e+00 -2.466870e+02
## BsmtFinSF1751 BsmtFinSF1755 BsmtFinSF1756
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1758 BsmtFinSF1759 BsmtFinSF176
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1760 BsmtFinSF1762 BsmtFinSF1763
## 0.000000e+00 3.726691e+02 -5.565691e+02
## BsmtFinSF1764 BsmtFinSF1765 BsmtFinSF1766
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1767 BsmtFinSF1769 BsmtFinSF177
## -9.313254e+03 -6.671839e+03 0.000000e+00
## BsmtFinSF1770 BsmtFinSF1771 BsmtFinSF1772
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1773 BsmtFinSF1774 BsmtFinSF1775
## -6.870839e+03 0.000000e+00 1.336372e+03
## BsmtFinSF1776 BsmtFinSF1777 BsmtFinSF1778
## 0.000000e+00 -5.895091e+03 -1.344972e+03
## BsmtFinSF1779 BsmtFinSF178 BsmtFinSF1780
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1781 BsmtFinSF1782 BsmtFinSF1783
## 1.624469e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1784 BsmtFinSF1785 BsmtFinSF1786
## 0.000000e+00 0.000000e+00 -5.366782e+03
## BsmtFinSF1787 BsmtFinSF1788 BsmtFinSF1789
## -3.414567e+03 -3.543688e+02 1.666734e+04
## BsmtFinSF1790 BsmtFinSF1791 BsmtFinSF1792
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1793 BsmtFinSF1794 BsmtFinSF1795
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1796 BsmtFinSF1797 BsmtFinSF1799
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF180 BsmtFinSF1800 BsmtFinSF1803
## 4.139309e+02 0.000000e+00 0.000000e+00
## BsmtFinSF1804 BsmtFinSF1806 BsmtFinSF1808
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1809 BsmtFinSF181 BsmtFinSF1810
## 0.000000e+00 0.000000e+00 8.642587e+02
## BsmtFinSF1811 BsmtFinSF1812 BsmtFinSF1813
## 0.000000e+00 5.324499e+03 0.000000e+00
## BsmtFinSF1814 BsmtFinSF1816 BsmtFinSF1819
## -1.637901e+03 1.100046e+03 0.000000e+00
## BsmtFinSF1820 BsmtFinSF1821 BsmtFinSF1822
## 0.000000e+00 1.130718e+04 8.752260e+03
## BsmtFinSF1824 BsmtFinSF1826 BsmtFinSF1827
## 0.000000e+00 0.000000e+00 9.480094e+02
## BsmtFinSF1828 BsmtFinSF1830 BsmtFinSF1831
## 2.864525e+03 -2.202117e+03 -1.152057e+04
## BsmtFinSF1832 BsmtFinSF1833 BsmtFinSF1836
## -1.243242e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1837 BsmtFinSF1838 BsmtFinSF1840
## -2.469372e+04 0.000000e+00 -1.407827e+04
## BsmtFinSF1841 BsmtFinSF1842 BsmtFinSF1844
## -4.570846e+03 1.110307e+04 0.000000e+00
## BsmtFinSF1846 BsmtFinSF1847 BsmtFinSF1848
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF185 BsmtFinSF1850 BsmtFinSF1851
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1852 BsmtFinSF1853 BsmtFinSF1854
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1856 BsmtFinSF1859 BsmtFinSF1860
## 0.000000e+00 -1.157078e+04 0.000000e+00
## BsmtFinSF1862 BsmtFinSF1863 BsmtFinSF1864
## 1.090934e+04 6.782678e+03 0.000000e+00
## BsmtFinSF1865 BsmtFinSF1866 BsmtFinSF1867
## 0.000000e+00 -2.861506e+03 -6.046254e+03
## BsmtFinSF1870 BsmtFinSF1871 BsmtFinSF1872
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1873 BsmtFinSF1874 BsmtFinSF1876
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF188 BsmtFinSF1880 BsmtFinSF1881
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1883 BsmtFinSF1885 BsmtFinSF1888
## -3.842819e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1890 BsmtFinSF1892 BsmtFinSF1893
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1894 BsmtFinSF1895 BsmtFinSF1896
## 2.101833e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1897 BsmtFinSF1899 BsmtFinSF1900
## -3.715701e+03 2.991272e+03 0.000000e+00
## BsmtFinSF1901 BsmtFinSF1902 BsmtFinSF1903
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1904 BsmtFinSF1905 BsmtFinSF1906
## -1.354830e+02 0.000000e+00 6.644381e+03
## BsmtFinSF1908 BsmtFinSF1909 BsmtFinSF1910
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1912 BsmtFinSF1913 BsmtFinSF1914
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1915 BsmtFinSF1916 BsmtFinSF1918
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1919 BsmtFinSF1920 BsmtFinSF1922
## 4.795629e+03 0.000000e+00 2.876339e+03
## BsmtFinSF1923 BsmtFinSF1924 BsmtFinSF1925
## 0.000000e+00 0.000000e+00 -5.115148e+03
## BsmtFinSF1926 BsmtFinSF1929 BsmtFinSF1930
## 0.000000e+00 7.875400e+03 0.000000e+00
## BsmtFinSF1931 BsmtFinSF1932 BsmtFinSF1935
## 0.000000e+00 2.583621e+03 0.000000e+00
## BsmtFinSF1936 BsmtFinSF1937 BsmtFinSF1938
## 7.600258e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1939 BsmtFinSF194 BsmtFinSF1941
## 0.000000e+00 0.000000e+00 -7.532273e+03
## BsmtFinSF1943 BsmtFinSF1944 BsmtFinSF1945
## 0.000000e+00 0.000000e+00 4.400826e+04
## BsmtFinSF1946 BsmtFinSF1949 BsmtFinSF1950
## 4.191460e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1951 BsmtFinSF1952 BsmtFinSF1953
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1954 BsmtFinSF1955 BsmtFinSF1956
## 0.000000e+00 0.000000e+00 5.879933e+03
## BsmtFinSF1958 BsmtFinSF196 BsmtFinSF1960
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1962 BsmtFinSF1964 BsmtFinSF1965
## 0.000000e+00 0.000000e+00 1.727311e+04
## BsmtFinSF1967 BsmtFinSF1968 BsmtFinSF1969
## 0.000000e+00 0.000000e+00 -1.517268e+04
## BsmtFinSF1970 BsmtFinSF1973 BsmtFinSF1975
## 0.000000e+00 0.000000e+00 7.117790e+02
## BsmtFinSF1976 BsmtFinSF1978 BsmtFinSF1980
## 0.000000e+00 0.000000e+00 1.901439e+03
## BsmtFinSF1982 BsmtFinSF1983 BsmtFinSF1984
## 9.966563e+03 0.000000e+00 2.656256e+04
## BsmtFinSF1985 BsmtFinSF1986 BsmtFinSF1987
## -9.676704e+03 8.499333e+03 -8.507656e+02
## BsmtFinSF1988 BsmtFinSF1990 BsmtFinSF1991
## 8.949979e+03 7.631011e+03 -5.878743e+03
## BsmtFinSF1994 BsmtFinSF1996 BsmtFinSF1998
## -2.308218e+03 0.000000e+00 1.749896e+03
## BsmtFinType2ALQ BsmtFinType2BLQ BsmtFinType2GLQ
## 4.716009e+02 -3.800195e+03 5.786301e+03
## BsmtFinType2LwQ BsmtFinType2Rec BsmtFinType2Unf
## 1.129682e+03 5.239149e+02 4.281279e+03
## BsmtFinSF2102 BsmtFinSF21020 BsmtFinSF21029
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF21031 BsmtFinSF21037 BsmtFinSF21039
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2105 BsmtFinSF21057 BsmtFinSF2106
## 0.000000e+00 1.058971e+04 0.000000e+00
## BsmtFinSF21061 BsmtFinSF21063 BsmtFinSF21073
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2108 BsmtFinSF21080 BsmtFinSF21083
## 0.000000e+00 1.390905e+04 0.000000e+00
## BsmtFinSF21085 BsmtFinSF2110 BsmtFinSF21120
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF21127 BsmtFinSF2113 BsmtFinSF2116
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF21164 BsmtFinSF2117 BsmtFinSF2119
## 0.000000e+00 -1.825322e+03 0.000000e+00
## BsmtFinSF212 BsmtFinSF2120 BsmtFinSF2121
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2123 BsmtFinSF2125 BsmtFinSF2127
## 0.000000e+00 0.000000e+00 -8.384963e+03
## BsmtFinSF2128 BsmtFinSF2132 BsmtFinSF2136
## 3.780831e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2138 BsmtFinSF2139 BsmtFinSF21393
## 0.000000e+00 -5.815316e+03 0.000000e+00
## BsmtFinSF2144 BsmtFinSF2147 BsmtFinSF21474
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2149 BsmtFinSF2150 BsmtFinSF21526
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2153 BsmtFinSF2154 BsmtFinSF2156
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2159 BsmtFinSF2162 BsmtFinSF2163
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2165 BsmtFinSF2167 BsmtFinSF2168
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2169 BsmtFinSF2173 BsmtFinSF2174
## 0.000000e+00 -3.764047e+03 4.979296e+03
## BsmtFinSF2175 BsmtFinSF2177 BsmtFinSF2180
## 0.000000e+00 0.000000e+00 7.706222e+01
## BsmtFinSF2181 BsmtFinSF2182 BsmtFinSF2184
## 2.337281e+03 5.913523e+02 0.000000e+00
## BsmtFinSF2186 BsmtFinSF2193 BsmtFinSF2196
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2201 BsmtFinSF2202 BsmtFinSF2206
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2208 BsmtFinSF2210 BsmtFinSF2211
## -6.986509e+02 0.000000e+00 0.000000e+00
## BsmtFinSF2215 BsmtFinSF2216 BsmtFinSF2219
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2227 BsmtFinSF2228 BsmtFinSF2230
## 0.000000e+00 0.000000e+00 -1.038393e+03
## BsmtFinSF2232 BsmtFinSF2239 BsmtFinSF2240
## 0.000000e+00 -1.242898e+03 -1.198526e+03
## BsmtFinSF2243 BsmtFinSF2247 BsmtFinSF2250
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2252 BsmtFinSF2258 BsmtFinSF2259
## 0.000000e+00 -1.138743e+03 0.000000e+00
## BsmtFinSF2262 BsmtFinSF2263 BsmtFinSF2264
## 0.000000e+00 0.000000e+00 -7.622128e+03
## BsmtFinSF2270 BsmtFinSF2273 BsmtFinSF2276
## 0.000000e+00 0.000000e+00 9.093383e+03
## BsmtFinSF2278 BsmtFinSF2279 BsmtFinSF228
## 0.000000e+00 0.000000e+00 3.144005e+03
## BsmtFinSF2281 BsmtFinSF2284 BsmtFinSF2286
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2287 BsmtFinSF2288 BsmtFinSF2290
## 2.202709e+03 0.000000e+00 -2.119934e+03
## BsmtFinSF2294 BsmtFinSF2297 BsmtFinSF2306
## -2.825515e+03 0.000000e+00 -1.398094e+03
## BsmtFinSF2308 BsmtFinSF2311 BsmtFinSF2319
## 0.000000e+00 -2.688533e+04 0.000000e+00
## BsmtFinSF232 BsmtFinSF2321 BsmtFinSF2324
## -1.168763e+04 0.000000e+00 0.000000e+00
## BsmtFinSF2334 BsmtFinSF2336 BsmtFinSF2337
## -4.744265e+02 -2.578280e+03 0.000000e+00
## BsmtFinSF2344 BsmtFinSF2345 BsmtFinSF235
## 0.000000e+00 3.769171e+03 0.000000e+00
## BsmtFinSF2350 BsmtFinSF2351 BsmtFinSF2352
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2354 BsmtFinSF2360 BsmtFinSF2362
## -1.012897e+04 0.000000e+00 3.252886e+03
## BsmtFinSF2364 BsmtFinSF2373 BsmtFinSF2374
## 0.000000e+00 0.000000e+00 6.976006e+03
## BsmtFinSF2375 BsmtFinSF2377 BsmtFinSF238
## 7.753602e+02 2.739620e+03 0.000000e+00
## BsmtFinSF2380 BsmtFinSF2382 BsmtFinSF2387
## -1.740249e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2391 BsmtFinSF2393 BsmtFinSF2396
## 4.687749e+02 0.000000e+00 2.274907e+03
## BsmtFinSF2398 BsmtFinSF240 BsmtFinSF2400
## 0.000000e+00 1.897361e+03 0.000000e+00
## BsmtFinSF2402 BsmtFinSF2404 BsmtFinSF241
## 0.000000e+00 0.000000e+00 -7.276131e+01
## BsmtFinSF2411 BsmtFinSF2417 BsmtFinSF2419
## -3.916868e+03 0.000000e+00 0.000000e+00
## BsmtFinSF242 BsmtFinSF2420 BsmtFinSF2432
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2435 BsmtFinSF2438 BsmtFinSF2441
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2442 BsmtFinSF2448 BsmtFinSF2449
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2450 BsmtFinSF2453 BsmtFinSF2456
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF246 BsmtFinSF2465 BsmtFinSF2466
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2468 BsmtFinSF2469 BsmtFinSF2472
## -1.192589e+03 3.104725e+03 0.000000e+00
## BsmtFinSF2474 BsmtFinSF2479 BsmtFinSF248
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2480 BsmtFinSF2483 BsmtFinSF2486
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2488 BsmtFinSF2491 BsmtFinSF2492
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2495 BsmtFinSF2497 BsmtFinSF2499
## 2.739224e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2500 BsmtFinSF2506 BsmtFinSF2507
## 3.222649e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2512 BsmtFinSF252 BsmtFinSF2522
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2529 BsmtFinSF2530 BsmtFinSF2531
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2532 BsmtFinSF2539 BsmtFinSF2543
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2544 BsmtFinSF2546 BsmtFinSF2547
## 0.000000e+00 -8.243498e+03 6.285567e+03
## BsmtFinSF2551 BsmtFinSF2555 BsmtFinSF2557
## -1.188517e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2580 BsmtFinSF2590 BsmtFinSF2596
## 5.961178e+01 0.000000e+00 0.000000e+00
## BsmtFinSF26 BsmtFinSF260 BsmtFinSF2600
## 0.000000e+00 0.000000e+00 -3.286451e+03
## BsmtFinSF2604 BsmtFinSF2606 BsmtFinSF2608
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2612 BsmtFinSF2613 BsmtFinSF2619
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2620 BsmtFinSF2622 BsmtFinSF2624
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2627 BsmtFinSF263 BsmtFinSF2630
## -2.525383e+01 0.000000e+00 1.071680e+03
## BsmtFinSF2634 BsmtFinSF264 BsmtFinSF2645
## 0.000000e+00 5.735132e+03 -3.403828e+03
## BsmtFinSF266 BsmtFinSF2661 BsmtFinSF2668
## 0.000000e+00 0.000000e+00 -8.271352e+01
## BsmtFinSF2670 BsmtFinSF2679 BsmtFinSF268
## 0.000000e+00 0.000000e+00 9.827017e+03
## BsmtFinSF2682 BsmtFinSF2684 BsmtFinSF2688
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2690 BsmtFinSF2691 BsmtFinSF2692
## 0.000000e+00 0.000000e+00 -2.704164e+02
## BsmtFinSF2694 BsmtFinSF2712 BsmtFinSF2713
## 0.000000e+00 -7.670013e+03 0.000000e+00
## BsmtFinSF272 BsmtFinSF2722 BsmtFinSF2723
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2748 BsmtFinSF2750 BsmtFinSF2755
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF276 BsmtFinSF2761 BsmtFinSF2764
## 0.000000e+00 0.000000e+00 -1.526802e+04
## BsmtFinSF2768 BsmtFinSF2774 BsmtFinSF278
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2791 BsmtFinSF2799 BsmtFinSF280
## 0.000000e+00 0.000000e+00 8.767033e+03
## BsmtFinSF281 BsmtFinSF2811 BsmtFinSF2820
## 0.000000e+00 0.000000e+00 2.884345e+04
## BsmtFinSF2823 BsmtFinSF2826 BsmtFinSF2829
## 8.447787e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2831 BsmtFinSF2841 BsmtFinSF2842
## 0.000000e+00 -4.994803e+03 0.000000e+00
## BsmtFinSF2850 BsmtFinSF2852 BsmtFinSF2859
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2869 BsmtFinSF2872 BsmtFinSF2873
## 0.000000e+00 -4.800165e+02 0.000000e+00
## BsmtFinSF2875 BsmtFinSF2884 BsmtFinSF2891
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2904 BsmtFinSF2906 BsmtFinSF2912
## 0.000000e+00 -6.992961e+03 0.000000e+00
## BsmtFinSF2915 BsmtFinSF292 BsmtFinSF293
## 0.000000e+00 0.000000e+00 3.041272e+03
## BsmtFinSF295 BsmtFinSF2955 BsmtFinSF2956
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF296 BsmtFinSF2972 BsmtFinSF2981
## 5.735140e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2982 BsmtUnfSF100 BsmtUnfSF1005
## 0.000000e+00 -1.050318e+04 0.000000e+00
## BsmtUnfSF1007 BsmtUnfSF1008 BsmtUnfSF1010
## -3.695291e+03 -6.397238e+03 0.000000e+00
## BsmtUnfSF1012 BsmtUnfSF1013 BsmtUnfSF1017
## 0.000000e+00 6.946771e+03 0.000000e+00
## BsmtUnfSF1018 BsmtUnfSF102 BsmtUnfSF1020
## 0.000000e+00 -1.131674e+03 3.935065e+03
## BsmtUnfSF1022 BsmtUnfSF1026 BsmtUnfSF1028
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF103 BsmtUnfSF1030 BsmtUnfSF1032
## 2.728434e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1035 BsmtUnfSF104 BsmtUnfSF1040
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1041 BsmtUnfSF1042 BsmtUnfSF1043
## 0.000000e+00 7.258099e+03 8.199055e+03
## BsmtUnfSF1045 BsmtUnfSF1046 BsmtUnfSF1048
## 5.503302e+03 0.000000e+00 6.360463e+03
## BsmtUnfSF105 BsmtUnfSF1050 BsmtUnfSF1052
## 9.841895e+03 -9.057617e+02 0.000000e+00
## BsmtUnfSF1053 BsmtUnfSF1054 BsmtUnfSF1055
## 2.970552e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1057 BsmtUnfSF1058 BsmtUnfSF106
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1063 BsmtUnfSF1064 BsmtUnfSF1065
## 1.081775e+03 0.000000e+00 -3.931439e+03
## BsmtUnfSF1066 BsmtUnfSF1068 BsmtUnfSF107
## 0.000000e+00 0.000000e+00 1.131638e+04
## BsmtUnfSF1072 BsmtUnfSF1073 BsmtUnfSF1074
## 0.000000e+00 -6.068690e+03 -7.410917e+02
## BsmtUnfSF1075 BsmtUnfSF1077 BsmtUnfSF1078
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1079 BsmtUnfSF108 BsmtUnfSF1081
## -3.425861e+03 4.503779e+03 0.000000e+00
## BsmtUnfSF1082 BsmtUnfSF1084 BsmtUnfSF1085
## 6.255774e+03 0.000000e+00 3.361082e+03
## BsmtUnfSF1087 BsmtUnfSF1088 BsmtUnfSF109
## 0.000000e+00 9.277233e+03 0.000000e+00
## BsmtUnfSF1090 BsmtUnfSF1092 BsmtUnfSF1093
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1094 BsmtUnfSF1095 BsmtUnfSF1097
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1098 BsmtUnfSF1099 BsmtUnfSF110
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1100 BsmtUnfSF1104 BsmtUnfSF1105
## 0.000000e+00 -6.266630e+03 0.000000e+00
## BsmtUnfSF1107 BsmtUnfSF1108 BsmtUnfSF111
## 7.915561e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF1114 BsmtUnfSF1115 BsmtUnfSF1116
## 0.000000e+00 0.000000e+00 1.476116e+03
## BsmtUnfSF1117 BsmtUnfSF1118 BsmtUnfSF112
## 1.130523e+04 0.000000e+00 2.446906e+03
## BsmtUnfSF1120 BsmtUnfSF1121 BsmtUnfSF1122
## 0.000000e+00 0.000000e+00 1.669034e+04
## BsmtUnfSF1125 BsmtUnfSF1126 BsmtUnfSF1128
## 1.714028e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1129 BsmtUnfSF113 BsmtUnfSF1131
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1139 BsmtUnfSF114 BsmtUnfSF1140
## -1.927759e+03 -2.371489e+02 -2.354576e+04
## BsmtUnfSF1141 BsmtUnfSF1143 BsmtUnfSF1144
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1145 BsmtUnfSF1146 BsmtUnfSF115
## 0.000000e+00 0.000000e+00 -3.097116e+03
## BsmtUnfSF1150 BsmtUnfSF1152 BsmtUnfSF1153
## 0.000000e+00 6.402270e+03 0.000000e+00
## BsmtUnfSF1158 BsmtUnfSF1162 BsmtUnfSF1163
## 8.968689e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1164 BsmtUnfSF1168 BsmtUnfSF117
## 0.000000e+00 0.000000e+00 -5.666428e+03
## BsmtUnfSF1173 BsmtUnfSF1176 BsmtUnfSF1179
## 0.000000e+00 2.645312e+02 0.000000e+00
## BsmtUnfSF118 BsmtUnfSF1180 BsmtUnfSF1181
## 0.000000e+00 0.000000e+00 1.278781e+03
## BsmtUnfSF1184 BsmtUnfSF119 BsmtUnfSF1191
## 0.000000e+00 0.000000e+00 -3.104362e+01
## BsmtUnfSF1194 BsmtUnfSF1195 BsmtUnfSF1198
## -2.436180e+03 3.164426e+03 5.829833e+03
## BsmtUnfSF120 BsmtUnfSF1200 BsmtUnfSF1203
## 2.773580e+04 9.741314e+02 9.912229e+03
## BsmtUnfSF1204 BsmtUnfSF1209 BsmtUnfSF121
## 0.000000e+00 0.000000e+00 -1.377739e+04
## BsmtUnfSF1211 BsmtUnfSF1212 BsmtUnfSF1214
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1216 BsmtUnfSF1217 BsmtUnfSF1218
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF122 BsmtUnfSF1221 BsmtUnfSF1226
## 0.000000e+00 4.019606e+03 2.919857e+03
## BsmtUnfSF1228 BsmtUnfSF123 BsmtUnfSF1232
## 0.000000e+00 0.000000e+00 -9.153889e+03
## BsmtUnfSF1234 BsmtUnfSF1237 BsmtUnfSF124
## -1.178050e+04 0.000000e+00 2.083985e+03
## BsmtUnfSF1240 BsmtUnfSF1242 BsmtUnfSF1246
## 1.748758e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1248 BsmtUnfSF1249 BsmtUnfSF125
## 0.000000e+00 9.022399e+03 5.290259e+03
## BsmtUnfSF1250 BsmtUnfSF1251 BsmtUnfSF1252
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1254 BsmtUnfSF1257 BsmtUnfSF1258
## 0.000000e+00 0.000000e+00 -1.432221e+04
## BsmtUnfSF126 BsmtUnfSF1262 BsmtUnfSF1264
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1266 BsmtUnfSF127 BsmtUnfSF1270
## -1.121588e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF1272 BsmtUnfSF1273 BsmtUnfSF1276
## 0.000000e+00 5.708394e+03 -1.081083e+04
## BsmtUnfSF128 BsmtUnfSF1280 BsmtUnfSF1284
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1286 BsmtUnfSF1288 BsmtUnfSF129
## -2.140556e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF1290 BsmtUnfSF1293 BsmtUnfSF1296
## -7.890632e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1298 BsmtUnfSF130 BsmtUnfSF1300
## 0.000000e+00 -1.397420e+03 0.000000e+00
## BsmtUnfSF1302 BsmtUnfSF1304 BsmtUnfSF1307
## 0.000000e+00 -3.900052e+03 0.000000e+00
## BsmtUnfSF1308 BsmtUnfSF131 BsmtUnfSF1313
## 0.000000e+00 -3.478614e+03 0.000000e+00
## BsmtUnfSF1314 BsmtUnfSF1316 BsmtUnfSF1318
## 0.000000e+00 -2.217497e+03 0.000000e+00
## BsmtUnfSF1319 BsmtUnfSF132 BsmtUnfSF1323
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1324 BsmtUnfSF1326 BsmtUnfSF1327
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1328 BsmtUnfSF133 BsmtUnfSF1330
## 0.000000e+00 0.000000e+00 -3.551359e+03
## BsmtUnfSF1332 BsmtUnfSF1335 BsmtUnfSF1337
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1339 BsmtUnfSF134 BsmtUnfSF1341
## 0.000000e+00 2.262164e+03 0.000000e+00
## BsmtUnfSF1342 BsmtUnfSF1344 BsmtUnfSF1346
## -4.077399e+03 0.000000e+00 3.685039e+03
## BsmtUnfSF1347 BsmtUnfSF1348 BsmtUnfSF1349
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF135 BsmtUnfSF1351 BsmtUnfSF1352
## 7.109666e+03 0.000000e+00 -6.325656e+03
## BsmtUnfSF1357 BsmtUnfSF136 BsmtUnfSF1362
## 0.000000e+00 -2.082858e+03 1.336543e+04
## BsmtUnfSF1367 BsmtUnfSF1368 BsmtUnfSF1369
## 0.000000e+00 -5.113845e+03 0.000000e+00
## BsmtUnfSF137 BsmtUnfSF1372 BsmtUnfSF1373
## 0.000000e+00 1.214312e+04 0.000000e+00
## BsmtUnfSF1374 BsmtUnfSF1375 BsmtUnfSF1376
## 1.152996e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF138 BsmtUnfSF1380 BsmtUnfSF1390
## -2.019846e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1392 BsmtUnfSF1393 BsmtUnfSF14
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF140 BsmtUnfSF1400 BsmtUnfSF1402
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1404 BsmtUnfSF1405 BsmtUnfSF1406
## 0.000000e+00 -1.086885e+04 4.422494e+03
## BsmtUnfSF141 BsmtUnfSF1410 BsmtUnfSF1411
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1413 BsmtUnfSF1417 BsmtUnfSF142
## -1.153585e+03 2.905816e+03 0.000000e+00
## BsmtUnfSF1420 BsmtUnfSF1421 BsmtUnfSF1422
## 8.102842e+01 0.000000e+00 -8.426181e+03
## BsmtUnfSF1424 BsmtUnfSF1428 BsmtUnfSF143
## -7.602103e+03 -9.348200e+03 0.000000e+00
## BsmtUnfSF1430 BsmtUnfSF1434 BsmtUnfSF1436
## 0.000000e+00 0.000000e+00 -1.395218e+04
## BsmtUnfSF1439 BsmtUnfSF144 BsmtUnfSF1442
## 0.000000e+00 0.000000e+00 6.867153e+03
## BsmtUnfSF1444 BsmtUnfSF1450 BsmtUnfSF1451
## 0.000000e+00 -3.226780e+04 0.000000e+00
## BsmtUnfSF1453 BsmtUnfSF1459 BsmtUnfSF1461
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1466 BsmtUnfSF1468 BsmtUnfSF147
## 0.000000e+00 -2.612432e+03 0.000000e+00
## BsmtUnfSF1470 BsmtUnfSF1473 BsmtUnfSF1474
## 1.607130e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF148 BsmtUnfSF1480 BsmtUnfSF1482
## -1.819177e+03 -2.650030e+03 1.414145e+02
## BsmtUnfSF1486 BsmtUnfSF1488 BsmtUnfSF1489
## 0.000000e+00 0.000000e+00 4.413472e+03
## BsmtUnfSF149 BsmtUnfSF1491 BsmtUnfSF1494
## 7.905835e+01 0.000000e+00 3.817429e+03
## BsmtUnfSF1495 BsmtUnfSF1496 BsmtUnfSF1497
## 0.000000e+00 -8.897419e+02 4.222291e+03
## BsmtUnfSF1498 BsmtUnfSF15 BsmtUnfSF150
## 6.934416e+03 0.000000e+00 -7.993240e+02
## BsmtUnfSF1502 BsmtUnfSF1503 BsmtUnfSF1504
## 1.608754e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1508 BsmtUnfSF151 BsmtUnfSF1510
## 0.000000e+00 -6.765753e+03 0.000000e+00
## BsmtUnfSF1515 BsmtUnfSF1519 BsmtUnfSF1526
## 3.468697e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1527 BsmtUnfSF1528 BsmtUnfSF153
## 0.000000e+00 -3.520582e+03 5.568879e+03
## BsmtUnfSF1530 BsmtUnfSF154 BsmtUnfSF1541
## -5.379592e+02 -8.788299e+03 -2.729005e+03
## BsmtUnfSF1544 BsmtUnfSF155 BsmtUnfSF1550
## 0.000000e+00 2.042057e+03 -9.786037e+01
## BsmtUnfSF1556 BsmtUnfSF1558 BsmtUnfSF1559
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF156 BsmtUnfSF1560 BsmtUnfSF1566
## 0.000000e+00 0.000000e+00 1.759457e+03
## BsmtUnfSF1568 BsmtUnfSF1571 BsmtUnfSF1573
## 0.000000e+00 0.000000e+00 5.804418e+03
## BsmtUnfSF1574 BsmtUnfSF158 BsmtUnfSF1580
## 0.000000e+00 0.000000e+00 5.215423e+04
## BsmtUnfSF1582 BsmtUnfSF1584 BsmtUnfSF1588
## 0.000000e+00 -1.555801e+04 -4.551651e+03
## BsmtUnfSF1590 BsmtUnfSF1594 BsmtUnfSF1595
## 0.000000e+00 -1.637742e+03 0.000000e+00
## BsmtUnfSF1598 BsmtUnfSF160 BsmtUnfSF1602
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1603 BsmtUnfSF1604 BsmtUnfSF161
## 0.000000e+00 0.000000e+00 -5.136856e+03
## BsmtUnfSF1614 BsmtUnfSF1615 BsmtUnfSF1616
## 0.000000e+00 0.000000e+00 -1.054956e+03
## BsmtUnfSF1618 BsmtUnfSF1619 BsmtUnfSF162
## 0.000000e+00 0.000000e+00 9.855905e+02
## BsmtUnfSF1622 BsmtUnfSF1625 BsmtUnfSF1626
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1629 BsmtUnfSF163 BsmtUnfSF1630
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1632 BsmtUnfSF1638 BsmtUnfSF164
## 0.000000e+00 -3.991430e+03 0.000000e+00
## BsmtUnfSF1640 BsmtUnfSF1643 BsmtUnfSF1649
## 0.000000e+00 0.000000e+00 8.410215e+03
## BsmtUnfSF165 BsmtUnfSF1652 BsmtUnfSF1656
## 0.000000e+00 6.423489e+01 -2.071488e+03
## BsmtUnfSF166 BsmtUnfSF1660 BsmtUnfSF1664
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF167 BsmtUnfSF1670 BsmtUnfSF1678
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF168 BsmtUnfSF1680 BsmtUnfSF1685
## 4.650440e+03 -1.489123e+03 0.000000e+00
## BsmtUnfSF1686 BsmtUnfSF1689 BsmtUnfSF169
## 0.000000e+00 1.810639e+03 1.493707e+03
## BsmtUnfSF1694 BsmtUnfSF1696 BsmtUnfSF17
## 5.549542e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF170 BsmtUnfSF1704 BsmtUnfSF1706
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1709 BsmtUnfSF171 BsmtUnfSF1710
## 0.000000e+00 0.000000e+00 -1.849650e+03
## BsmtUnfSF172 BsmtUnfSF1721 BsmtUnfSF1726
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1728 BsmtUnfSF173 BsmtUnfSF1734
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1736 BsmtUnfSF174 BsmtUnfSF175
## 0.000000e+00 6.765197e+03 3.232141e+03
## BsmtUnfSF1752 BsmtUnfSF1753 BsmtUnfSF176
## 0.000000e+00 0.000000e+00 4.151825e+03
## BsmtUnfSF1765 BsmtUnfSF1768 BsmtUnfSF177
## 0.000000e+00 6.961112e+03 1.515172e+04
## BsmtUnfSF1774 BsmtUnfSF1777 BsmtUnfSF178
## 6.363825e+03 4.185157e+03 8.419080e+01
## BsmtUnfSF179 BsmtUnfSF1794 BsmtUnfSF1795
## -2.957403e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF180 BsmtUnfSF1800 BsmtUnfSF1802
## -3.424817e+03 -1.974098e+03 0.000000e+00
## BsmtUnfSF181 BsmtUnfSF182 BsmtUnfSF1824
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF183 BsmtUnfSF1836 BsmtUnfSF184
## 0.000000e+00 2.230702e+03 -3.200441e+03
## BsmtUnfSF185 BsmtUnfSF1851 BsmtUnfSF186
## 0.000000e+00 0.000000e+00 -8.971991e+03
## BsmtUnfSF1866 BsmtUnfSF1869 BsmtUnfSF187
## 0.000000e+00 2.080678e+04 0.000000e+00
## BsmtUnfSF188 BsmtUnfSF189 BsmtUnfSF190
## 0.000000e+00 -6.891327e+03 0.000000e+00
## BsmtUnfSF1905 BsmtUnfSF1907 BsmtUnfSF191
## 1.130097e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF192 BsmtUnfSF1921 BsmtUnfSF1926
## 1.285071e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF193 BsmtUnfSF1935 BsmtUnfSF194
## -2.395679e+03 2.684721e+04 0.000000e+00
## BsmtUnfSF195 BsmtUnfSF1958 BsmtUnfSF196
## 5.855671e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1967 BsmtUnfSF1969 BsmtUnfSF197
## 0.000000e+00 4.424445e+04 0.000000e+00
## BsmtUnfSF198 BsmtUnfSF20 BsmtUnfSF200
## -4.058627e+03 0.000000e+00 -2.618074e+03
## BsmtUnfSF2002 BsmtUnfSF201 BsmtUnfSF203
## 3.355849e+04 0.000000e+00 -7.055483e+02
## BsmtUnfSF204 BsmtUnfSF2042 BsmtUnfSF2046
## -1.089615e+02 0.000000e+00 2.301421e+04
## BsmtUnfSF206 BsmtUnfSF2062 BsmtUnfSF207
## 0.000000e+00 0.000000e+00 9.984721e+03
## BsmtUnfSF208 BsmtUnfSF210 BsmtUnfSF212
## -2.113673e+03 3.145021e+03 -1.241574e+04
## BsmtUnfSF2121 BsmtUnfSF213 BsmtUnfSF214
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF2140 BsmtUnfSF215 BsmtUnfSF2153
## 0.000000e+00 0.000000e+00 2.568323e+04
## BsmtUnfSF216 BsmtUnfSF217 BsmtUnfSF218
## 9.775227e+02 -7.604685e+03 0.000000e+00
## BsmtUnfSF219 BsmtUnfSF22 BsmtUnfSF220
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF221 BsmtUnfSF222 BsmtUnfSF223
## 2.778464e+03 0.000000e+00 8.847677e+03
## BsmtUnfSF224 BsmtUnfSF225 BsmtUnfSF226
## 0.000000e+00 -1.098305e+04 0.000000e+00
## BsmtUnfSF227 BsmtUnfSF228 BsmtUnfSF229
## 1.342943e+03 0.000000e+00 4.466817e+02
## BsmtUnfSF23 BsmtUnfSF230 BsmtUnfSF231
## 0.000000e+00 6.382615e+03 0.000000e+00
## BsmtUnfSF232 BsmtUnfSF233 BsmtUnfSF2336
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF234 BsmtUnfSF235 BsmtUnfSF236
## -3.739875e+03 1.753871e+03 0.000000e+00
## BsmtUnfSF237 BsmtUnfSF238 BsmtUnfSF239
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF240 BsmtUnfSF241 BsmtUnfSF242
## -4.352431e+03 0.000000e+00 2.735576e+03
## BsmtUnfSF243 BsmtUnfSF244 BsmtUnfSF245
## 0.000000e+00 0.000000e+00 9.904832e+03
## BsmtUnfSF246 BsmtUnfSF247 BsmtUnfSF248
## 0.000000e+00 -4.299737e+02 6.184491e+03
## BsmtUnfSF249 BsmtUnfSF25 BsmtUnfSF250
## 0.000000e+00 0.000000e+00 -1.244129e+03
## BsmtUnfSF251 BsmtUnfSF252 BsmtUnfSF253
## 2.202842e+03 -1.023289e+04 -8.572655e+03
## BsmtUnfSF254 BsmtUnfSF255 BsmtUnfSF256
## 3.116633e+04 1.115452e+04 2.232760e+03
## BsmtUnfSF257 BsmtUnfSF258 BsmtUnfSF26
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF260 BsmtUnfSF261 BsmtUnfSF262
## 0.000000e+00 0.000000e+00 -1.257431e+02
## BsmtUnfSF263 BsmtUnfSF264 BsmtUnfSF265
## 0.000000e+00 -1.546024e+04 0.000000e+00
## BsmtUnfSF266 BsmtUnfSF268 BsmtUnfSF269
## 7.489010e+03 -3.164591e+02 0.000000e+00
## BsmtUnfSF27 BsmtUnfSF270 BsmtUnfSF271
## 0.000000e+00 -6.008145e+03 0.000000e+00
## BsmtUnfSF272 BsmtUnfSF273 BsmtUnfSF274
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF275 BsmtUnfSF276 BsmtUnfSF277
## 0.000000e+00 -4.259890e+03 0.000000e+00
## BsmtUnfSF278 BsmtUnfSF279 BsmtUnfSF28
## -8.869170e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF280 BsmtUnfSF281 BsmtUnfSF282
## 6.011756e+03 1.352596e+03 0.000000e+00
## BsmtUnfSF284 BsmtUnfSF285 BsmtUnfSF286
## 1.709769e+04 -1.132884e+03 -5.868344e+03
## BsmtUnfSF288 BsmtUnfSF289 BsmtUnfSF29
## -2.839994e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF290 BsmtUnfSF291 BsmtUnfSF292
## 1.423345e+04 -8.443908e+03 7.113071e+03
## BsmtUnfSF293 BsmtUnfSF294 BsmtUnfSF295
## 0.000000e+00 5.745391e+03 1.120614e+04
## BsmtUnfSF296 BsmtUnfSF297 BsmtUnfSF298
## 0.000000e+00 1.513827e+04 7.472606e+03
## BsmtUnfSF299 BsmtUnfSF30 BsmtUnfSF300
## 3.790745e+03 -1.670926e+04 4.135306e+03
## BsmtUnfSF301 BsmtUnfSF303 BsmtUnfSF304
## 0.000000e+00 0.000000e+00 -2.056717e+03
## BsmtUnfSF305 BsmtUnfSF306 BsmtUnfSF307
## -3.434921e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF308 BsmtUnfSF309 BsmtUnfSF310
## -1.027208e+04 7.837470e+03 2.458541e+04
## BsmtUnfSF311 BsmtUnfSF312 BsmtUnfSF313
## 3.538445e+03 -8.563173e+02 0.000000e+00
## BsmtUnfSF314 BsmtUnfSF315 BsmtUnfSF316
## 0.000000e+00 0.000000e+00 1.301224e+04
## BsmtUnfSF317 BsmtUnfSF318 BsmtUnfSF319
## 3.771323e+03 -1.177904e+04 -3.721386e+03
## BsmtUnfSF32 BsmtUnfSF320 BsmtUnfSF321
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF322 BsmtUnfSF323 BsmtUnfSF324
## 2.295331e+04 -2.353924e+03 8.993726e+02
## BsmtUnfSF325 BsmtUnfSF326 BsmtUnfSF327
## 0.000000e+00 9.082475e+03 0.000000e+00
## BsmtUnfSF328 BsmtUnfSF329 BsmtUnfSF33
## 1.007005e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF330 BsmtUnfSF331 BsmtUnfSF332
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF333 BsmtUnfSF334 BsmtUnfSF335
## -3.181504e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF336 BsmtUnfSF338 BsmtUnfSF339
## -5.545257e+03 -2.828055e+03 0.000000e+00
## BsmtUnfSF34 BsmtUnfSF340 BsmtUnfSF341
## 0.000000e+00 -3.544030e+03 -3.780142e+03
## BsmtUnfSF342 BsmtUnfSF343 BsmtUnfSF344
## -2.608671e+03 6.546245e+03 -3.418760e+03
## BsmtUnfSF345 BsmtUnfSF346 BsmtUnfSF348
## 0.000000e+00 0.000000e+00 2.881395e+03
## BsmtUnfSF349 BsmtUnfSF35 BsmtUnfSF350
## -4.996504e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF352 BsmtUnfSF354 BsmtUnfSF355
## 0.000000e+00 9.443046e+03 0.000000e+00
## BsmtUnfSF356 BsmtUnfSF357 BsmtUnfSF358
## 1.219960e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF359 BsmtUnfSF36 BsmtUnfSF360
## -1.136983e+04 -6.450539e+03 9.330867e+02
## BsmtUnfSF361 BsmtUnfSF362 BsmtUnfSF363
## 0.000000e+00 0.000000e+00 9.786564e+03
## BsmtUnfSF364 BsmtUnfSF365 BsmtUnfSF366
## 0.000000e+00 2.004944e+03 0.000000e+00
## BsmtUnfSF367 BsmtUnfSF369 BsmtUnfSF370
## 7.880187e+03 0.000000e+00 -1.169621e+03
## BsmtUnfSF371 BsmtUnfSF372 BsmtUnfSF374
## 0.000000e+00 -6.521776e+03 -6.487487e+03
## BsmtUnfSF375 BsmtUnfSF378 BsmtUnfSF379
## -1.401170e+03 3.418579e+03 0.000000e+00
## BsmtUnfSF38 BsmtUnfSF380 BsmtUnfSF381
## 0.000000e+00 -7.529598e+03 -6.312368e+03
## BsmtUnfSF382 BsmtUnfSF383 BsmtUnfSF384
## 0.000000e+00 0.000000e+00 7.050978e+03
## BsmtUnfSF385 BsmtUnfSF386 BsmtUnfSF387
## 0.000000e+00 0.000000e+00 8.416475e+03
## BsmtUnfSF388 BsmtUnfSF389 BsmtUnfSF39
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF390 BsmtUnfSF392 BsmtUnfSF393
## -1.798516e+03 -1.015232e+03 0.000000e+00
## BsmtUnfSF394 BsmtUnfSF395 BsmtUnfSF396
## 0.000000e+00 0.000000e+00 -1.388760e+03
## BsmtUnfSF397 BsmtUnfSF398 BsmtUnfSF399
## -2.470833e+03 0.000000e+00 -3.023342e+03
## BsmtUnfSF40 BsmtUnfSF400 BsmtUnfSF402
## 0.000000e+00 -3.734491e+03 0.000000e+00
## BsmtUnfSF403 BsmtUnfSF404 BsmtUnfSF405
## 2.139894e+04 -1.698623e+03 -1.542015e+03
## BsmtUnfSF406 BsmtUnfSF407 BsmtUnfSF408
## -1.211093e+03 0.000000e+00 1.292520e+04
## BsmtUnfSF409 BsmtUnfSF410 BsmtUnfSF411
## -2.935853e+03 -1.703811e+03 9.472109e+03
## BsmtUnfSF412 BsmtUnfSF413 BsmtUnfSF414
## 0.000000e+00 8.293444e+01 0.000000e+00
## BsmtUnfSF415 BsmtUnfSF416 BsmtUnfSF417
## 2.792878e+03 1.251442e+04 1.810526e+04
## BsmtUnfSF418 BsmtUnfSF42 BsmtUnfSF420
## 0.000000e+00 0.000000e+00 2.060838e+03
## BsmtUnfSF422 BsmtUnfSF423 BsmtUnfSF424
## 0.000000e+00 0.000000e+00 2.140246e+03
## BsmtUnfSF425 BsmtUnfSF426 BsmtUnfSF427
## 6.073096e+02 1.481786e+04 -4.662354e+03
## BsmtUnfSF428 BsmtUnfSF429 BsmtUnfSF430
## -5.531952e+00 9.498352e+02 -1.449430e+04
## BsmtUnfSF431 BsmtUnfSF432 BsmtUnfSF433
## 9.337274e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF434 BsmtUnfSF435 BsmtUnfSF436
## 8.825944e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF437 BsmtUnfSF438 BsmtUnfSF439
## 0.000000e+00 2.173478e+04 0.000000e+00
## BsmtUnfSF440 BsmtUnfSF441 BsmtUnfSF442
## 6.453452e+03 2.994329e+03 1.774128e+04
## BsmtUnfSF443 BsmtUnfSF444 BsmtUnfSF445
## 0.000000e+00 7.871941e+03 0.000000e+00
## BsmtUnfSF447 BsmtUnfSF448 BsmtUnfSF449
## 1.174416e+03 -1.180709e+03 8.357963e+03
## BsmtUnfSF45 BsmtUnfSF450 BsmtUnfSF451
## 0.000000e+00 -1.657663e+03 0.000000e+00
## BsmtUnfSF452 BsmtUnfSF453 BsmtUnfSF454
## -9.901633e+01 0.000000e+00 0.000000e+00
## BsmtUnfSF455 BsmtUnfSF456 BsmtUnfSF457
## 0.000000e+00 0.000000e+00 -9.854430e+01
## BsmtUnfSF458 BsmtUnfSF459 BsmtUnfSF46
## 0.000000e+00 7.593438e+02 0.000000e+00
## BsmtUnfSF460 BsmtUnfSF461 BsmtUnfSF462
## -3.866537e+03 -2.482393e+03 -2.303380e+03
## BsmtUnfSF463 BsmtUnfSF464 BsmtUnfSF465
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF466 BsmtUnfSF467 BsmtUnfSF468
## -7.973463e+03 0.000000e+00 -2.849136e+03
## BsmtUnfSF469 BsmtUnfSF470 BsmtUnfSF471
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF472 BsmtUnfSF473 BsmtUnfSF474
## 0.000000e+00 0.000000e+00 2.323336e+04
## BsmtUnfSF475 BsmtUnfSF476 BsmtUnfSF477
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF479 BsmtUnfSF48 BsmtUnfSF480
## 9.508339e+03 0.000000e+00 -8.292501e+03
## BsmtUnfSF481 BsmtUnfSF482 BsmtUnfSF483
## -7.671795e+02 0.000000e+00 -6.694909e+03
## BsmtUnfSF484 BsmtUnfSF485 BsmtUnfSF486
## 6.165453e+03 -7.648589e+03 6.356653e+01
## BsmtUnfSF487 BsmtUnfSF488 BsmtUnfSF490
## 8.773724e+03 0.000000e+00 1.204171e+03
## BsmtUnfSF491 BsmtUnfSF494 BsmtUnfSF495
## 1.063599e+03 0.000000e+00 -2.261743e+03
## BsmtUnfSF496 BsmtUnfSF497 BsmtUnfSF498
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF499 BsmtUnfSF50 BsmtUnfSF500
## -1.721189e+03 -5.938675e+03 -1.231255e+04
## BsmtUnfSF501 BsmtUnfSF502 BsmtUnfSF503
## 5.313615e+03 0.000000e+00 1.628135e+04
## BsmtUnfSF504 BsmtUnfSF505 BsmtUnfSF506
## -1.173795e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF507 BsmtUnfSF508 BsmtUnfSF510
## 0.000000e+00 8.551178e+02 -1.652027e+03
## BsmtUnfSF512 BsmtUnfSF513 BsmtUnfSF515
## 4.620742e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF516 BsmtUnfSF517 BsmtUnfSF519
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF52 BsmtUnfSF520 BsmtUnfSF521
## 0.000000e+00 -1.953902e+02 0.000000e+00
## BsmtUnfSF522 BsmtUnfSF523 BsmtUnfSF524
## 0.000000e+00 0.000000e+00 -8.292932e+03
## BsmtUnfSF525 BsmtUnfSF526 BsmtUnfSF527
## -2.028585e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF528 BsmtUnfSF529 BsmtUnfSF53
## 4.775570e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF530 BsmtUnfSF532 BsmtUnfSF533
## 0.000000e+00 0.000000e+00 5.937777e+03
## BsmtUnfSF534 BsmtUnfSF535 BsmtUnfSF536
## 0.000000e+00 0.000000e+00 1.685686e+04
## BsmtUnfSF537 BsmtUnfSF538 BsmtUnfSF539
## 0.000000e+00 0.000000e+00 -2.016074e+03
## BsmtUnfSF54 BsmtUnfSF540 BsmtUnfSF541
## 0.000000e+00 -1.676174e+04 0.000000e+00
## BsmtUnfSF542 BsmtUnfSF543 BsmtUnfSF544
## 3.483354e+04 0.000000e+00 3.112772e+00
## BsmtUnfSF545 BsmtUnfSF546 BsmtUnfSF547
## 0.000000e+00 -7.315938e+03 0.000000e+00
## BsmtUnfSF548 BsmtUnfSF549 BsmtUnfSF55
## 0.000000e+00 -9.955450e+02 -7.419365e+03
## BsmtUnfSF550 BsmtUnfSF551 BsmtUnfSF552
## -6.898611e+03 5.192121e+02 -6.297499e+03
## BsmtUnfSF554 BsmtUnfSF555 BsmtUnfSF556
## 1.832179e+02 0.000000e+00 1.896409e+04
## BsmtUnfSF557 BsmtUnfSF559 BsmtUnfSF56
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF560 BsmtUnfSF561 BsmtUnfSF563
## 4.274226e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF564 BsmtUnfSF565 BsmtUnfSF567
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF568 BsmtUnfSF569 BsmtUnfSF57
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF570 BsmtUnfSF571 BsmtUnfSF572
## -5.669083e+03 0.000000e+00 -9.711884e+02
## BsmtUnfSF574 BsmtUnfSF575 BsmtUnfSF576
## 0.000000e+00 0.000000e+00 -3.012907e+03
## BsmtUnfSF577 BsmtUnfSF578 BsmtUnfSF579
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF58 BsmtUnfSF580 BsmtUnfSF581
## 0.000000e+00 -3.472552e+03 0.000000e+00
## BsmtUnfSF583 BsmtUnfSF584 BsmtUnfSF585
## 0.000000e+00 0.000000e+00 -5.453181e+03
## BsmtUnfSF586 BsmtUnfSF587 BsmtUnfSF588
## 0.000000e+00 0.000000e+00 -3.945356e+03
## BsmtUnfSF589 BsmtUnfSF590 BsmtUnfSF591
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF592 BsmtUnfSF593 BsmtUnfSF594
## 0.000000e+00 0.000000e+00 9.165488e+03
## BsmtUnfSF595 BsmtUnfSF596 BsmtUnfSF598
## -9.927777e+02 -4.025706e+03 2.625362e+03
## BsmtUnfSF599 BsmtUnfSF60 BsmtUnfSF600
## 3.627304e+02 -2.660672e+02 -5.891221e+02
## BsmtUnfSF602 BsmtUnfSF604 BsmtUnfSF605
## 2.271464e+03 -1.067048e+04 -6.346066e+02
## BsmtUnfSF606 BsmtUnfSF608 BsmtUnfSF61
## 0.000000e+00 0.000000e+00 -6.958058e+02
## BsmtUnfSF610 BsmtUnfSF611 BsmtUnfSF612
## 0.000000e+00 7.618512e+02 2.566078e+03
## BsmtUnfSF613 BsmtUnfSF615 BsmtUnfSF616
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF618 BsmtUnfSF619 BsmtUnfSF620
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF621 BsmtUnfSF622 BsmtUnfSF624
## 0.000000e+00 -3.443169e+01 -1.104337e+04
## BsmtUnfSF625 BsmtUnfSF626 BsmtUnfSF628
## 1.749344e+03 0.000000e+00 7.612715e+03
## BsmtUnfSF63 BsmtUnfSF630 BsmtUnfSF631
## 0.000000e+00 -9.539744e+02 0.000000e+00
## BsmtUnfSF632 BsmtUnfSF634 BsmtUnfSF635
## 0.000000e+00 0.000000e+00 -8.733469e+03
## BsmtUnfSF636 BsmtUnfSF637 BsmtUnfSF638
## 0.000000e+00 3.546641e+03 -6.038494e+03
## BsmtUnfSF639 BsmtUnfSF64 BsmtUnfSF640
## 0.000000e+00 -7.048868e+03 2.302814e+03
## BsmtUnfSF641 BsmtUnfSF643 BsmtUnfSF644
## -2.646012e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF645 BsmtUnfSF646 BsmtUnfSF647
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF648 BsmtUnfSF649 BsmtUnfSF650
## 0.000000e+00 0.000000e+00 1.156240e+03
## BsmtUnfSF651 BsmtUnfSF652 BsmtUnfSF655
## -3.391777e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF656 BsmtUnfSF657 BsmtUnfSF658
## -2.068131e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF659 BsmtUnfSF660 BsmtUnfSF661
## 0.000000e+00 9.203414e+03 -9.617115e+03
## BsmtUnfSF662 BsmtUnfSF663 BsmtUnfSF664
## 3.569268e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF666 BsmtUnfSF667 BsmtUnfSF668
## 0.000000e+00 0.000000e+00 2.004964e+03
## BsmtUnfSF671 BsmtUnfSF672 BsmtUnfSF673
## 0.000000e+00 -1.964618e+03 0.000000e+00
## BsmtUnfSF674 BsmtUnfSF675 BsmtUnfSF676
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF677 BsmtUnfSF678 BsmtUnfSF679
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF680 BsmtUnfSF683 BsmtUnfSF684
## -8.807197e+03 0.000000e+00 -4.823323e+03
## BsmtUnfSF686 BsmtUnfSF689 BsmtUnfSF690
## 6.838726e+03 -6.402708e+03 4.306365e+04
## BsmtUnfSF691 BsmtUnfSF692 BsmtUnfSF693
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF697 BsmtUnfSF698 BsmtUnfSF70
## 1.615402e+04 1.335389e+02 1.094678e+04
## BsmtUnfSF700 BsmtUnfSF701 BsmtUnfSF702
## 3.370653e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF704 BsmtUnfSF705 BsmtUnfSF706
## 0.000000e+00 0.000000e+00 -6.199626e+03
## BsmtUnfSF707 BsmtUnfSF708 BsmtUnfSF709
## -1.039400e+04 -6.573837e+02 -3.068195e+03
## BsmtUnfSF710 BsmtUnfSF712 BsmtUnfSF713
## -1.412350e+03 1.104561e+04 0.000000e+00
## BsmtUnfSF715 BsmtUnfSF716 BsmtUnfSF717
## -1.514478e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF718 BsmtUnfSF72 BsmtUnfSF720
## -8.307618e+03 0.000000e+00 3.310051e+03
## BsmtUnfSF721 BsmtUnfSF722 BsmtUnfSF723
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF724 BsmtUnfSF725 BsmtUnfSF726
## 0.000000e+00 0.000000e+00 1.040966e+03
## BsmtUnfSF727 BsmtUnfSF728 BsmtUnfSF729
## 0.000000e+00 -8.550078e+03 0.000000e+00
## BsmtUnfSF730 BsmtUnfSF731 BsmtUnfSF732
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF733 BsmtUnfSF734 BsmtUnfSF735
## -1.160970e+03 8.848630e+02 -2.104974e+03
## BsmtUnfSF736 BsmtUnfSF738 BsmtUnfSF739
## -5.042302e+02 0.000000e+00 -1.316202e+04
## BsmtUnfSF74 BsmtUnfSF740 BsmtUnfSF741
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF742 BsmtUnfSF744 BsmtUnfSF745
## -9.254501e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF746 BsmtUnfSF747 BsmtUnfSF748
## -1.293872e+04 8.091413e+02 -2.848258e+03
## BsmtUnfSF749 BsmtUnfSF75 BsmtUnfSF750
## 0.000000e+00 0.000000e+00 2.015536e+03
## BsmtUnfSF752 BsmtUnfSF755 BsmtUnfSF756
## -6.845555e+03 -1.645046e+04 -4.016239e+03
## BsmtUnfSF758 BsmtUnfSF76 BsmtUnfSF760
## 0.000000e+00 -4.670512e+03 0.000000e+00
## BsmtUnfSF761 BsmtUnfSF762 BsmtUnfSF763
## -5.890001e+02 -2.541847e+03 0.000000e+00
## BsmtUnfSF764 BsmtUnfSF765 BsmtUnfSF767
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF768 BsmtUnfSF769 BsmtUnfSF77
## -3.734207e+03 0.000000e+00 -2.748459e+03
## BsmtUnfSF770 BsmtUnfSF771 BsmtUnfSF772
## -1.691141e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF773 BsmtUnfSF774 BsmtUnfSF776
## 2.267621e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF777 BsmtUnfSF778 BsmtUnfSF779
## 0.000000e+00 0.000000e+00 -7.398492e+02
## BsmtUnfSF78 BsmtUnfSF780 BsmtUnfSF781
## 3.820716e+03 9.608081e+02 0.000000e+00
## BsmtUnfSF782 BsmtUnfSF783 BsmtUnfSF784
## 0.000000e+00 -8.085573e+03 -2.594679e+03
## BsmtUnfSF785 BsmtUnfSF788 BsmtUnfSF789
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF79 BsmtUnfSF791 BsmtUnfSF792
## 0.000000e+00 2.944759e+03 9.929085e+03
## BsmtUnfSF793 BsmtUnfSF794 BsmtUnfSF795
## -5.871975e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF796 BsmtUnfSF797 BsmtUnfSF798
## 2.769672e+03 2.742949e+03 -3.436741e+03
## BsmtUnfSF799 BsmtUnfSF80 BsmtUnfSF801
## -1.757494e+03 8.179016e+03 4.763663e+03
## BsmtUnfSF802 BsmtUnfSF803 BsmtUnfSF804
## 0.000000e+00 0.000000e+00 -4.434320e+03
## BsmtUnfSF806 BsmtUnfSF808 BsmtUnfSF809
## -2.652945e+03 -1.823424e+03 0.000000e+00
## BsmtUnfSF81 BsmtUnfSF810 BsmtUnfSF811
## -6.222740e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF812 BsmtUnfSF813 BsmtUnfSF814
## 5.374556e+03 8.446255e+02 0.000000e+00
## BsmtUnfSF815 BsmtUnfSF816 BsmtUnfSF817
## -2.337202e+03 -1.683041e+04 0.000000e+00
## BsmtUnfSF818 BsmtUnfSF819 BsmtUnfSF82
## 0.000000e+00 0.000000e+00 -1.274730e+04
## BsmtUnfSF821 BsmtUnfSF823 BsmtUnfSF825
## 0.000000e+00 -1.564848e+03 0.000000e+00
## BsmtUnfSF827 BsmtUnfSF828 BsmtUnfSF83
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF830 BsmtUnfSF831 BsmtUnfSF832
## 0.000000e+00 3.880196e+03 -4.780079e+03
## BsmtUnfSF833 BsmtUnfSF834 BsmtUnfSF835
## 1.249661e+04 8.946583e+02 0.000000e+00
## BsmtUnfSF836 BsmtUnfSF84 BsmtUnfSF840
## 0.000000e+00 4.730107e+02 -1.103875e+03
## BsmtUnfSF841 BsmtUnfSF844 BsmtUnfSF845
## -3.476695e+03 -4.096481e+03 0.000000e+00
## BsmtUnfSF846 BsmtUnfSF847 BsmtUnfSF848
## 0.000000e+00 1.268975e+03 0.000000e+00
## BsmtUnfSF849 BsmtUnfSF850 BsmtUnfSF851
## -7.518732e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF852 BsmtUnfSF856 BsmtUnfSF858
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF859 BsmtUnfSF86 BsmtUnfSF860
## -1.367711e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF861 BsmtUnfSF862 BsmtUnfSF863
## 0.000000e+00 -3.459538e+03 0.000000e+00
## BsmtUnfSF864 BsmtUnfSF866 BsmtUnfSF868
## -3.750370e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF869 BsmtUnfSF871 BsmtUnfSF872
## 0.000000e+00 -5.003165e+03 0.000000e+00
## BsmtUnfSF873 BsmtUnfSF874 BsmtUnfSF876
## 0.000000e+00 0.000000e+00 -4.949388e+03
## BsmtUnfSF877 BsmtUnfSF878 BsmtUnfSF879
## 0.000000e+00 -3.126579e+03 0.000000e+00
## BsmtUnfSF88 BsmtUnfSF880 BsmtUnfSF882
## -4.807153e+03 -6.191369e+03 0.000000e+00
## BsmtUnfSF884 BsmtUnfSF888 BsmtUnfSF889
## -1.112428e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF89 BsmtUnfSF891 BsmtUnfSF892
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF893 BsmtUnfSF894 BsmtUnfSF896
## 3.263281e+03 -7.582484e+03 -2.379186e+03
## BsmtUnfSF897 BsmtUnfSF898 BsmtUnfSF899
## 0.000000e+00 0.000000e+00 -6.385356e+03
## BsmtUnfSF90 BsmtUnfSF901 BsmtUnfSF903
## -1.258430e+04 -9.451677e+03 0.000000e+00
## BsmtUnfSF905 BsmtUnfSF906 BsmtUnfSF907
## 0.000000e+00 -4.225094e+03 0.000000e+00
## BsmtUnfSF908 BsmtUnfSF91 BsmtUnfSF910
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF912 BsmtUnfSF914 BsmtUnfSF916
## -2.155102e+04 4.100516e+03 0.000000e+00
## BsmtUnfSF917 BsmtUnfSF918 BsmtUnfSF92
## 0.000000e+00 0.000000e+00 1.885974e+03
## BsmtUnfSF920 BsmtUnfSF924 BsmtUnfSF925
## 0.000000e+00 -1.566460e+04 -4.119658e+02
## BsmtUnfSF926 BsmtUnfSF927 BsmtUnfSF928
## 0.000000e+00 2.602516e+03 0.000000e+00
## BsmtUnfSF929 BsmtUnfSF93 BsmtUnfSF930
## 0.000000e+00 1.374068e+04 -1.733316e+03
## BsmtUnfSF931 BsmtUnfSF932 BsmtUnfSF935
## 0.000000e+00 0.000000e+00 -7.056197e+02
## BsmtUnfSF936 BsmtUnfSF938 BsmtUnfSF939
## 0.000000e+00 0.000000e+00 -5.846602e+02
## BsmtUnfSF94 BsmtUnfSF940 BsmtUnfSF941
## 0.000000e+00 -3.223929e+03 0.000000e+00
## BsmtUnfSF944 BsmtUnfSF945 BsmtUnfSF948
## 0.000000e+00 0.000000e+00 -2.029474e+04
## BsmtUnfSF949 BsmtUnfSF95 BsmtUnfSF951
## 0.000000e+00 -6.437006e+03 0.000000e+00
## BsmtUnfSF952 BsmtUnfSF953 BsmtUnfSF957
## 2.844742e+04 -3.831146e+03 0.000000e+00
## BsmtUnfSF958 BsmtUnfSF96 BsmtUnfSF960
## -5.747233e+03 -4.686158e+03 1.616960e+03
## BsmtUnfSF961 BsmtUnfSF963 BsmtUnfSF964
## 3.311805e+02 0.000000e+00 1.247213e+04
## BsmtUnfSF966 BsmtUnfSF967 BsmtUnfSF968
## 0.000000e+00 0.000000e+00 -4.364076e+03
## BsmtUnfSF969 BsmtUnfSF970 BsmtUnfSF971
## 0.000000e+00 -8.404085e+03 0.000000e+00
## BsmtUnfSF972 BsmtUnfSF974 BsmtUnfSF975
## 1.258838e+03 0.000000e+00 8.780085e+03
## BsmtUnfSF976 BsmtUnfSF977 BsmtUnfSF978
## 0.000000e+00 3.138643e+03 -3.190434e+03
## BsmtUnfSF98 BsmtUnfSF982 BsmtUnfSF983
## 0.000000e+00 5.314824e+02 0.000000e+00
## BsmtUnfSF988 BsmtUnfSF989 BsmtUnfSF99
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF992 BsmtUnfSF993 BsmtUnfSF994
## 0.000000e+00 0.000000e+00 4.573654e+03
## BsmtUnfSF995 BsmtUnfSF996 BsmtUnfSF998
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF999 TotalBsmtSF1000 TotalBsmtSF1001
## -2.319388e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1002 TotalBsmtSF1003 TotalBsmtSF1004
## 6.891392e+03 0.000000e+00 -6.112924e+02
## TotalBsmtSF1005 TotalBsmtSF1006 TotalBsmtSF1007
## 0.000000e+00 -2.037272e+04 -3.672545e+03
## TotalBsmtSF1008 TotalBsmtSF1010 TotalBsmtSF1012
## -1.524277e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1013 TotalBsmtSF1014 TotalBsmtSF1015
## -4.252395e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1017 TotalBsmtSF1019 TotalBsmtSF1020
## 0.000000e+00 0.000000e+00 3.932972e+03
## TotalBsmtSF1021 TotalBsmtSF1022 TotalBsmtSF1024
## 0.000000e+00 0.000000e+00 3.880502e+03
## TotalBsmtSF1025 TotalBsmtSF1026 TotalBsmtSF1027
## 0.000000e+00 3.621210e+03 0.000000e+00
## TotalBsmtSF1028 TotalBsmtSF1029 TotalBsmtSF1030
## 1.101361e+04 -3.408338e+03 0.000000e+00
## TotalBsmtSF1031 TotalBsmtSF1032 TotalBsmtSF1034
## 0.000000e+00 -5.729821e+03 1.662969e+04
## TotalBsmtSF1035 TotalBsmtSF1036 TotalBsmtSF1037
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1038 TotalBsmtSF1039 TotalBsmtSF1040
## 0.000000e+00 -4.034924e+03 -2.592600e+03
## TotalBsmtSF1041 TotalBsmtSF1042 TotalBsmtSF1043
## -6.414502e+03 7.267708e+03 0.000000e+00
## TotalBsmtSF1044 TotalBsmtSF1045 TotalBsmtSF1046
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1047 TotalBsmtSF1048 TotalBsmtSF1049
## 0.000000e+00 -2.287087e+03 0.000000e+00
## TotalBsmtSF105 TotalBsmtSF1050 TotalBsmtSF1051
## 0.000000e+00 -5.481828e+02 1.593066e+03
## TotalBsmtSF1052 TotalBsmtSF1053 TotalBsmtSF1054
## -9.072703e+03 2.934391e+03 0.000000e+00
## TotalBsmtSF1055 TotalBsmtSF1056 TotalBsmtSF1057
## 0.000000e+00 -6.226035e+02 2.287668e+03
## TotalBsmtSF1058 TotalBsmtSF1059 TotalBsmtSF1060
## 4.997035e+03 7.064798e+03 -1.264011e+02
## TotalBsmtSF1061 TotalBsmtSF1062 TotalBsmtSF1063
## 0.000000e+00 -2.765684e+03 -6.455588e+01
## TotalBsmtSF1064 TotalBsmtSF1065 TotalBsmtSF1066
## 0.000000e+00 -4.048893e+03 0.000000e+00
## TotalBsmtSF1067 TotalBsmtSF1068 TotalBsmtSF1069
## 0.000000e+00 0.000000e+00 -2.998095e+03
## TotalBsmtSF1070 TotalBsmtSF1072 TotalBsmtSF1073
## -5.915703e+02 0.000000e+00 1.037921e+02
## TotalBsmtSF1074 TotalBsmtSF1075 TotalBsmtSF1076
## -7.425297e+02 -1.129780e+04 0.000000e+00
## TotalBsmtSF1077 TotalBsmtSF1078 TotalBsmtSF1079
## 0.000000e+00 -4.589470e+03 -3.318826e+03
## TotalBsmtSF1080 TotalBsmtSF1081 TotalBsmtSF1082
## -1.965251e+03 0.000000e+00 6.274299e+03
## TotalBsmtSF1083 TotalBsmtSF1084 TotalBsmtSF1085
## 0.000000e+00 -8.000314e+03 3.349005e+03
## TotalBsmtSF1086 TotalBsmtSF1088 TotalBsmtSF1089
## 4.688639e+03 9.388498e+03 0.000000e+00
## TotalBsmtSF1090 TotalBsmtSF1091 TotalBsmtSF1092
## 0.000000e+00 0.000000e+00 -3.456840e+03
## TotalBsmtSF1093 TotalBsmtSF1094 TotalBsmtSF1095
## 0.000000e+00 -1.702588e+04 7.865566e+03
## TotalBsmtSF1096 TotalBsmtSF1097 TotalBsmtSF1098
## 0.000000e+00 -4.202207e+03 0.000000e+00
## TotalBsmtSF1099 TotalBsmtSF1100 TotalBsmtSF1103
## 0.000000e+00 -1.405893e+03 0.000000e+00
## TotalBsmtSF1104 TotalBsmtSF1105 TotalBsmtSF1106
## 3.411424e+03 3.722075e+02 0.000000e+00
## TotalBsmtSF1107 TotalBsmtSF1108 TotalBsmtSF1109
## 3.371102e+04 0.000000e+00 3.195603e+03
## TotalBsmtSF1112 TotalBsmtSF1113 TotalBsmtSF1114
## 1.877821e+03 0.000000e+00 -2.920667e+03
## TotalBsmtSF1116 TotalBsmtSF1117 TotalBsmtSF1118
## 1.458516e+03 2.272659e+03 0.000000e+00
## TotalBsmtSF1120 TotalBsmtSF1121 TotalBsmtSF1122
## 4.081982e+03 0.000000e+00 2.198109e+03
## TotalBsmtSF1124 TotalBsmtSF1125 TotalBsmtSF1126
## 0.000000e+00 1.577325e+03 7.598119e+03
## TotalBsmtSF1127 TotalBsmtSF1128 TotalBsmtSF1129
## 1.528638e+04 1.149015e+04 0.000000e+00
## TotalBsmtSF1130 TotalBsmtSF1131 TotalBsmtSF1132
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1134 TotalBsmtSF1135 TotalBsmtSF1136
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1138 TotalBsmtSF1140 TotalBsmtSF1141
## 0.000000e+00 -2.345573e+04 0.000000e+00
## TotalBsmtSF1142 TotalBsmtSF1143 TotalBsmtSF1144
## 8.775281e+03 0.000000e+00 -1.497264e+03
## TotalBsmtSF1145 TotalBsmtSF1146 TotalBsmtSF1147
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1148 TotalBsmtSF1149 TotalBsmtSF1150
## -2.091967e+04 -7.718891e+02 0.000000e+00
## TotalBsmtSF1151 TotalBsmtSF1152 TotalBsmtSF1153
## 0.000000e+00 2.842859e+03 1.175226e+03
## TotalBsmtSF1154 TotalBsmtSF1156 TotalBsmtSF1157
## -9.790346e+02 0.000000e+00 0.000000e+00
## TotalBsmtSF1158 TotalBsmtSF1160 TotalBsmtSF1161
## 2.893649e+03 0.000000e+00 9.981915e+03
## TotalBsmtSF1162 TotalBsmtSF1163 TotalBsmtSF1164
## -4.229358e+03 0.000000e+00 -1.202267e+03
## TotalBsmtSF1165 TotalBsmtSF1166 TotalBsmtSF1168
## 2.681322e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1169 TotalBsmtSF1170 TotalBsmtSF1172
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1173 TotalBsmtSF1174 TotalBsmtSF1175
## 0.000000e+00 0.000000e+00 1.507169e+04
## TotalBsmtSF1176 TotalBsmtSF1177 TotalBsmtSF1178
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1179 TotalBsmtSF1180 TotalBsmtSF1181
## 0.000000e+00 0.000000e+00 1.347743e+03
## TotalBsmtSF1182 TotalBsmtSF1184 TotalBsmtSF1187
## 0.000000e+00 -3.995224e+03 -4.524997e+03
## TotalBsmtSF1188 TotalBsmtSF1189 TotalBsmtSF1190
## 8.206859e+03 0.000000e+00 7.693725e+02
## TotalBsmtSF1191 TotalBsmtSF1192 TotalBsmtSF1193
## 0.000000e+00 0.000000e+00 -9.834218e+02
## TotalBsmtSF1194 TotalBsmtSF1195 TotalBsmtSF1196
## -2.571401e+03 3.130181e+03 -2.928053e+03
## TotalBsmtSF1198 TotalBsmtSF1199 TotalBsmtSF1200
## 0.000000e+00 -6.456814e+03 1.188554e+04
## TotalBsmtSF1202 TotalBsmtSF1203 TotalBsmtSF1204
## 0.000000e+00 0.000000e+00 -2.815335e+03
## TotalBsmtSF1205 TotalBsmtSF1206 TotalBsmtSF1208
## 0.000000e+00 0.000000e+00 -1.666653e+04
## TotalBsmtSF1209 TotalBsmtSF1210 TotalBsmtSF1211
## 0.000000e+00 1.686246e+04 0.000000e+00
## TotalBsmtSF1212 TotalBsmtSF1214 TotalBsmtSF1215
## 2.333247e+02 5.732474e+03 4.385872e+03
## TotalBsmtSF1216 TotalBsmtSF1217 TotalBsmtSF1218
## 6.238967e+03 0.000000e+00 -4.465801e+01
## TotalBsmtSF1219 TotalBsmtSF1220 TotalBsmtSF1221
## 0.000000e+00 -5.319111e+03 0.000000e+00
## TotalBsmtSF1222 TotalBsmtSF1223 TotalBsmtSF1224
## 0.000000e+00 7.373577e+03 -3.752578e+03
## TotalBsmtSF1225 TotalBsmtSF1226 TotalBsmtSF1228
## 0.000000e+00 2.856692e+03 -1.177821e+04
## TotalBsmtSF1230 TotalBsmtSF1231 TotalBsmtSF1232
## 0.000000e+00 0.000000e+00 1.030194e+03
## TotalBsmtSF1234 TotalBsmtSF1235 TotalBsmtSF1236
## -1.165975e+04 -8.788430e+03 0.000000e+00
## TotalBsmtSF1237 TotalBsmtSF1240 TotalBsmtSF1241
## 0.000000e+00 1.960245e+03 0.000000e+00
## TotalBsmtSF1242 TotalBsmtSF1243 TotalBsmtSF1244
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1246 TotalBsmtSF1247 TotalBsmtSF1248
## -7.035202e+03 -2.116168e+03 -3.209177e+03
## TotalBsmtSF1249 TotalBsmtSF1250 TotalBsmtSF1251
## 9.179854e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1252 TotalBsmtSF1253 TotalBsmtSF1254
## 0.000000e+00 -2.180354e+02 0.000000e+00
## TotalBsmtSF1256 TotalBsmtSF1257 TotalBsmtSF1258
## -2.058055e+03 0.000000e+00 -1.419988e+04
## TotalBsmtSF1259 TotalBsmtSF1260 TotalBsmtSF1261
## 0.000000e+00 2.213399e+03 5.630824e+02
## TotalBsmtSF1262 TotalBsmtSF1264 TotalBsmtSF1265
## 0.000000e+00 2.668300e+04 0.000000e+00
## TotalBsmtSF1266 TotalBsmtSF1267 TotalBsmtSF1268
## -1.104480e+04 -1.558363e+02 -7.260610e+03
## TotalBsmtSF1269 TotalBsmtSF1270 TotalBsmtSF1271
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1272 TotalBsmtSF1273 TotalBsmtSF1274
## 0.000000e+00 5.263164e+03 -4.948005e+03
## TotalBsmtSF1276 TotalBsmtSF1277 TotalBsmtSF1278
## -1.084641e+04 -1.871458e+03 -1.000048e+03
## TotalBsmtSF1280 TotalBsmtSF1281 TotalBsmtSF1282
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1284 TotalBsmtSF1286 TotalBsmtSF1288
## 1.629547e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1290 TotalBsmtSF1291 TotalBsmtSF1292
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1293 TotalBsmtSF1295 TotalBsmtSF1296
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1297 TotalBsmtSF1298 TotalBsmtSF1299
## 4.519160e+02 0.000000e+00 7.914910e+03
## TotalBsmtSF1300 TotalBsmtSF1302 TotalBsmtSF1304
## 0.000000e+00 -2.130219e+02 -3.961690e+03
## TotalBsmtSF1306 TotalBsmtSF1308 TotalBsmtSF1309
## 4.416437e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1310 TotalBsmtSF1311 TotalBsmtSF1312
## -2.118057e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1313 TotalBsmtSF1314 TotalBsmtSF1316
## 0.000000e+00 -2.785392e+03 -2.023059e+03
## TotalBsmtSF1317 TotalBsmtSF1318 TotalBsmtSF1319
## 0.000000e+00 5.888644e+03 0.000000e+00
## TotalBsmtSF1324 TotalBsmtSF1325 TotalBsmtSF1326
## 6.793064e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1328 TotalBsmtSF1329 TotalBsmtSF1330
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1331 TotalBsmtSF1332 TotalBsmtSF1334
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1335 TotalBsmtSF1336 TotalBsmtSF1337
## 0.000000e+00 0.000000e+00 -8.339323e+03
## TotalBsmtSF1338 TotalBsmtSF1339 TotalBsmtSF1340
## 1.607688e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1341 TotalBsmtSF1342 TotalBsmtSF1344
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1346 TotalBsmtSF1347 TotalBsmtSF1348
## -3.507380e+03 -1.419916e+03 0.000000e+00
## TotalBsmtSF1349 TotalBsmtSF1350 TotalBsmtSF1351
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1352 TotalBsmtSF1356 TotalBsmtSF1357
## -6.236506e+03 6.548095e+03 0.000000e+00
## TotalBsmtSF1358 TotalBsmtSF1360 TotalBsmtSF1361
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1362 TotalBsmtSF1363 TotalBsmtSF1364
## 8.065377e+03 0.000000e+00 1.308397e+04
## TotalBsmtSF1365 TotalBsmtSF1367 TotalBsmtSF1368
## 0.000000e+00 0.000000e+00 -5.144149e+03
## TotalBsmtSF1369 TotalBsmtSF1370 TotalBsmtSF1372
## 0.000000e+00 2.724517e+03 6.624158e+03
## TotalBsmtSF1373 TotalBsmtSF1374 TotalBsmtSF1375
## 0.000000e+00 1.108317e+04 0.000000e+00
## TotalBsmtSF1376 TotalBsmtSF1377 TotalBsmtSF1378
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1379 TotalBsmtSF1380 TotalBsmtSF1381
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1382 TotalBsmtSF1383 TotalBsmtSF1385
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1386 TotalBsmtSF1388 TotalBsmtSF1389
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1390 TotalBsmtSF1391 TotalBsmtSF1392
## 0.000000e+00 2.603197e+03 -2.105047e+03
## TotalBsmtSF1393 TotalBsmtSF1394 TotalBsmtSF1395
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1396 TotalBsmtSF1398 TotalBsmtSF1400
## 2.295261e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1401 TotalBsmtSF1402 TotalBsmtSF1405
## 0.000000e+00 0.000000e+00 -1.083597e+04
## TotalBsmtSF1406 TotalBsmtSF1408 TotalBsmtSF1409
## 4.411918e+03 1.298269e+03 0.000000e+00
## TotalBsmtSF1410 TotalBsmtSF1413 TotalBsmtSF1414
## 0.000000e+00 -1.155240e+03 0.000000e+00
## TotalBsmtSF1415 TotalBsmtSF1416 TotalBsmtSF1417
## 0.000000e+00 -3.483831e+03 2.918062e+03
## TotalBsmtSF1418 TotalBsmtSF1419 TotalBsmtSF1420
## 0.000000e+00 4.417166e+04 0.000000e+00
## TotalBsmtSF1422 TotalBsmtSF1424 TotalBsmtSF1425
## -8.152817e+03 0.000000e+00 1.526066e+04
## TotalBsmtSF1426 TotalBsmtSF1427 TotalBsmtSF1428
## 0.000000e+00 0.000000e+00 -9.397237e+03
## TotalBsmtSF1430 TotalBsmtSF1431 TotalBsmtSF1432
## 0.000000e+00 -4.863524e+03 0.000000e+00
## TotalBsmtSF1433 TotalBsmtSF1434 TotalBsmtSF1436
## 0.000000e+00 0.000000e+00 -4.923381e+03
## TotalBsmtSF1437 TotalBsmtSF1438 TotalBsmtSF1440
## 1.337072e+04 0.000000e+00 1.977798e+03
## TotalBsmtSF1441 TotalBsmtSF1442 TotalBsmtSF1444
## 0.000000e+00 3.874667e+03 0.000000e+00
## TotalBsmtSF1445 TotalBsmtSF1449 TotalBsmtSF1450
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1451 TotalBsmtSF1452 TotalBsmtSF1453
## 0.000000e+00 0.000000e+00 1.409379e+02
## TotalBsmtSF1454 TotalBsmtSF1455 TotalBsmtSF1459
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1460 TotalBsmtSF1461 TotalBsmtSF1462
## 0.000000e+00 0.000000e+00 2.170776e+04
## TotalBsmtSF1463 TotalBsmtSF1466 TotalBsmtSF1468
## 9.440276e+03 2.789343e+03 -2.685910e+03
## TotalBsmtSF1470 TotalBsmtSF1473 TotalBsmtSF1475
## 1.551009e+04 -5.325512e+02 0.000000e+00
## TotalBsmtSF1476 TotalBsmtSF1477 TotalBsmtSF1478
## 6.454839e+03 0.000000e+00 -2.803019e+03
## TotalBsmtSF1479 TotalBsmtSF1480 TotalBsmtSF1482
## 0.000000e+00 0.000000e+00 1.101952e+02
## TotalBsmtSF1484 TotalBsmtSF1485 TotalBsmtSF1486
## -7.488190e+02 7.466544e+03 0.000000e+00
## TotalBsmtSF1487 TotalBsmtSF1488 TotalBsmtSF1489
## 0.000000e+00 0.000000e+00 4.398034e+03
## TotalBsmtSF1490 TotalBsmtSF1491 TotalBsmtSF1492
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1494 TotalBsmtSF1495 TotalBsmtSF1496
## 4.761856e+03 0.000000e+00 -7.242598e+02
## TotalBsmtSF1498 TotalBsmtSF1499 TotalBsmtSF1500
## 6.910876e+03 0.000000e+00 -2.603574e+03
## TotalBsmtSF1501 TotalBsmtSF1502 TotalBsmtSF1504
## 1.889437e+04 1.617659e+03 0.000000e+00
## TotalBsmtSF1505 TotalBsmtSF1508 TotalBsmtSF1509
## -7.453927e+02 0.000000e+00 0.000000e+00
## TotalBsmtSF1510 TotalBsmtSF1511 TotalBsmtSF1512
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1516 TotalBsmtSF1517 TotalBsmtSF1518
## 3.793415e+03 3.415812e+03 1.538113e+04
## TotalBsmtSF1519 TotalBsmtSF1520 TotalBsmtSF1522
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1524 TotalBsmtSF1525 TotalBsmtSF1528
## 0.000000e+00 4.757924e+02 0.000000e+00
## TotalBsmtSF1529 TotalBsmtSF1530 TotalBsmtSF1531
## 0.000000e+00 4.421839e+03 0.000000e+00
## TotalBsmtSF1533 TotalBsmtSF1536 TotalBsmtSF1538
## 2.556611e+04 1.092943e+03 0.000000e+00
## TotalBsmtSF1540 TotalBsmtSF1541 TotalBsmtSF1542
## 0.000000e+00 -7.004303e+03 0.000000e+00
## TotalBsmtSF1544 TotalBsmtSF1546 TotalBsmtSF1550
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1552 TotalBsmtSF1553 TotalBsmtSF1554
## -3.351718e+03 0.000000e+00 -3.702226e+03
## TotalBsmtSF1555 TotalBsmtSF1556 TotalBsmtSF1557
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1559 TotalBsmtSF1560 TotalBsmtSF1561
## 4.018159e+03 0.000000e+00 5.606518e+03
## TotalBsmtSF1562 TotalBsmtSF1563 TotalBsmtSF1564
## 0.000000e+00 2.555655e+03 0.000000e+00
## TotalBsmtSF1565 TotalBsmtSF1566 TotalBsmtSF1567
## 0.000000e+00 1.695366e+03 0.000000e+00
## TotalBsmtSF1568 TotalBsmtSF1569 TotalBsmtSF1570
## 9.943532e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1571 TotalBsmtSF1572 TotalBsmtSF1573
## 0.000000e+00 1.171198e+04 5.821662e+03
## TotalBsmtSF1574 TotalBsmtSF1575 TotalBsmtSF1577
## -1.381810e+02 0.000000e+00 0.000000e+00
## TotalBsmtSF1578 TotalBsmtSF1580 TotalBsmtSF1581
## 0.000000e+00 2.131160e+04 1.038903e+04
## TotalBsmtSF1582 TotalBsmtSF1584 TotalBsmtSF1587
## 1.243532e+04 -1.548111e+04 0.000000e+00
## TotalBsmtSF1588 TotalBsmtSF1590 TotalBsmtSF1592
## -2.888308e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1593 TotalBsmtSF1594 TotalBsmtSF1595
## 1.291781e+04 2.660036e+03 2.796472e+03
## TotalBsmtSF1596 TotalBsmtSF1598 TotalBsmtSF160
## 0.000000e+00 3.161420e+03 0.000000e+00
## TotalBsmtSF1600 TotalBsmtSF1602 TotalBsmtSF1603
## 2.761532e+04 1.362348e+04 0.000000e+00
## TotalBsmtSF1604 TotalBsmtSF1606 TotalBsmtSF1610
## -2.313577e+03 -7.092246e+02 0.000000e+00
## TotalBsmtSF1612 TotalBsmtSF1614 TotalBsmtSF1615
## 0.000000e+00 -1.538813e+03 0.000000e+00
## TotalBsmtSF1616 TotalBsmtSF1617 TotalBsmtSF1618
## 3.208234e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1620 TotalBsmtSF1621 TotalBsmtSF1622
## 5.417064e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1623 TotalBsmtSF1624 TotalBsmtSF1625
## 0.000000e+00 4.517480e+03 0.000000e+00
## TotalBsmtSF1626 TotalBsmtSF1629 TotalBsmtSF1630
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1632 TotalBsmtSF1638 TotalBsmtSF1641
## 0.000000e+00 3.219145e+03 0.000000e+00
## TotalBsmtSF1642 TotalBsmtSF1643 TotalBsmtSF1645
## 0.000000e+00 1.512499e+04 0.000000e+00
## TotalBsmtSF1649 TotalBsmtSF1650 TotalBsmtSF1652
## 8.402925e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1654 TotalBsmtSF1656 TotalBsmtSF1657
## 2.017985e+03 -2.072861e+03 0.000000e+00
## TotalBsmtSF1660 TotalBsmtSF1664 TotalBsmtSF1666
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1670 TotalBsmtSF1671 TotalBsmtSF1673
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1675 TotalBsmtSF1678 TotalBsmtSF1679
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1680 TotalBsmtSF1682 TotalBsmtSF1683
## 2.519506e+03 -3.858985e+03 0.000000e+00
## TotalBsmtSF1684 TotalBsmtSF1685 TotalBsmtSF1686
## 0.000000e+00 0.000000e+00 1.243939e+04
## TotalBsmtSF1689 TotalBsmtSF1694 TotalBsmtSF1696
## 2.013501e+03 5.798412e+03 0.000000e+00
## TotalBsmtSF1698 TotalBsmtSF1700 TotalBsmtSF1702
## 0.000000e+00 1.269111e+04 0.000000e+00
## TotalBsmtSF1704 TotalBsmtSF1705 TotalBsmtSF1706
## 1.167010e+04 1.771594e+04 0.000000e+00
## TotalBsmtSF1709 TotalBsmtSF1710 TotalBsmtSF1712
## 0.000000e+00 1.119953e+04 0.000000e+00
## TotalBsmtSF1713 TotalBsmtSF1714 TotalBsmtSF1719
## 1.807511e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1720 TotalBsmtSF1721 TotalBsmtSF1722
## 4.744016e+03 0.000000e+00 2.983544e+04
## TotalBsmtSF1726 TotalBsmtSF1728 TotalBsmtSF173
## 8.635446e+03 -3.956778e+03 0.000000e+00
## TotalBsmtSF1732 TotalBsmtSF1733 TotalBsmtSF1734
## -8.695573e+01 0.000000e+00 2.046489e+04
## TotalBsmtSF1736 TotalBsmtSF1738 TotalBsmtSF1739
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1740 TotalBsmtSF1742 TotalBsmtSF1746
## 0.000000e+00 3.494827e+04 3.090294e+04
## TotalBsmtSF1748 TotalBsmtSF1751 TotalBsmtSF1752
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1753 TotalBsmtSF1760 TotalBsmtSF1763
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1765 TotalBsmtSF1766 TotalBsmtSF1768
## 0.000000e+00 0.000000e+00 6.838630e+03
## TotalBsmtSF1774 TotalBsmtSF1776 TotalBsmtSF1777
## 0.000000e+00 0.000000e+00 4.125865e+03
## TotalBsmtSF1778 TotalBsmtSF1779 TotalBsmtSF1780
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1782 TotalBsmtSF1790 TotalBsmtSF1792
## 0.000000e+00 0.000000e+00 2.749634e+04
## TotalBsmtSF1795 TotalBsmtSF1800 TotalBsmtSF1802
## 0.000000e+00 -1.970812e+03 0.000000e+00
## TotalBsmtSF1803 TotalBsmtSF1809 TotalBsmtSF1814
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1822 TotalBsmtSF1824 TotalBsmtSF1829
## 6.435433e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1832 TotalBsmtSF1833 TotalBsmtSF1836
## 0.000000e+00 0.000000e+00 2.768224e+03
## TotalBsmtSF1838 TotalBsmtSF1840 TotalBsmtSF1842
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1844 TotalBsmtSF1845 TotalBsmtSF1848
## -4.882037e+02 0.000000e+00 2.188464e+04
## TotalBsmtSF1850 TotalBsmtSF1851 TotalBsmtSF1856
## 0.000000e+00 0.000000e+00 2.304132e+04
## TotalBsmtSF1858 TotalBsmtSF1860 TotalBsmtSF1865
## 0.000000e+00 2.132249e+03 0.000000e+00
## TotalBsmtSF1866 TotalBsmtSF1868 TotalBsmtSF1869
## 0.000000e+00 1.998386e+04 2.073274e+04
## TotalBsmtSF1884 TotalBsmtSF1896 TotalBsmtSF1898
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF190 TotalBsmtSF1902 TotalBsmtSF1905
## 0.000000e+00 0.000000e+00 1.136943e+04
## TotalBsmtSF1907 TotalBsmtSF1910 TotalBsmtSF192
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1921 TotalBsmtSF1922 TotalBsmtSF1926
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1930 TotalBsmtSF1932 TotalBsmtSF1934
## 1.717863e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1935 TotalBsmtSF1947 TotalBsmtSF1949
## 2.701345e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1950 TotalBsmtSF1952 TotalBsmtSF1958
## 0.000000e+00 3.449070e+04 0.000000e+00
## TotalBsmtSF1964 TotalBsmtSF1966 TotalBsmtSF1967
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1976 TotalBsmtSF1978 TotalBsmtSF1980
## 0.000000e+00 0.000000e+00 6.021674e+03
## TotalBsmtSF1982 TotalBsmtSF1986 TotalBsmtSF1992
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1994 TotalBsmtSF2000 TotalBsmtSF2002
## 0.000000e+00 2.266733e+04 3.313288e+04
## TotalBsmtSF2006 TotalBsmtSF2014 TotalBsmtSF2020
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2024 TotalBsmtSF2033 TotalBsmtSF2035
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2036 TotalBsmtSF2042 TotalBsmtSF2046
## 0.000000e+00 0.000000e+00 2.298085e+04
## TotalBsmtSF2048 TotalBsmtSF2062 TotalBsmtSF2076
## 0.000000e+00 0.000000e+00 4.292706e+04
## TotalBsmtSF2077 TotalBsmtSF2078 TotalBsmtSF2108
## 3.728973e+04 1.781511e+04 0.000000e+00
## TotalBsmtSF2109 TotalBsmtSF2110 TotalBsmtSF2121
## 0.000000e+00 5.515799e+03 0.000000e+00
## TotalBsmtSF2136 TotalBsmtSF2140 TotalBsmtSF2153
## 2.867779e+04 0.000000e+00 2.585073e+04
## TotalBsmtSF2158 TotalBsmtSF216 TotalBsmtSF2171
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2190 TotalBsmtSF2200 TotalBsmtSF2208
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2216 TotalBsmtSF2217 TotalBsmtSF2220
## 0.000000e+00 8.072501e+03 0.000000e+00
## TotalBsmtSF2223 TotalBsmtSF2271 TotalBsmtSF2320
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2330 TotalBsmtSF2392 TotalBsmtSF2396
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF240 TotalBsmtSF2418 TotalBsmtSF2444
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF245 TotalBsmtSF2452 TotalBsmtSF2458
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2461 TotalBsmtSF2492 TotalBsmtSF2524
## 0.000000e+00 0.000000e+00 1.006537e+02
## TotalBsmtSF2535 TotalBsmtSF2552 TotalBsmtSF2630
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2633 TotalBsmtSF264 TotalBsmtSF2660
## 0.000000e+00 -1.552411e+04 0.000000e+00
## TotalBsmtSF270 TotalBsmtSF279 TotalBsmtSF2846
## -3.188195e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF290 TotalBsmtSF297 TotalBsmtSF301
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF3094 TotalBsmtSF3138 TotalBsmtSF319
## 0.000000e+00 -3.210758e+04 0.000000e+00
## TotalBsmtSF3200 TotalBsmtSF3206 TotalBsmtSF346
## 4.422359e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF348 TotalBsmtSF352 TotalBsmtSF356
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF360 TotalBsmtSF370 TotalBsmtSF372
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF381 TotalBsmtSF384 TotalBsmtSF385
## 0.000000e+00 -3.482961e+03 0.000000e+00
## TotalBsmtSF392 TotalBsmtSF396 TotalBsmtSF405
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF407 TotalBsmtSF408 TotalBsmtSF409
## 0.000000e+00 -7.496589e+03 0.000000e+00
## TotalBsmtSF416 TotalBsmtSF420 TotalBsmtSF423
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF430 TotalBsmtSF432 TotalBsmtSF440
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF448 TotalBsmtSF450 TotalBsmtSF451
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF456 TotalBsmtSF458 TotalBsmtSF462
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF468 TotalBsmtSF480 TotalBsmtSF481
## 0.000000e+00 -1.441931e+04 0.000000e+00
## TotalBsmtSF482 TotalBsmtSF483 TotalBsmtSF484
## 0.000000e+00 -3.512687e+03 0.000000e+00
## TotalBsmtSF485 TotalBsmtSF492 TotalBsmtSF494
## -9.687364e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF498 TotalBsmtSF502 TotalBsmtSF504
## 0.000000e+00 0.000000e+00 -4.918019e+03
## TotalBsmtSF506 TotalBsmtSF5095 TotalBsmtSF516
## -7.336682e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF520 TotalBsmtSF525 TotalBsmtSF526
## 1.460660e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF528 TotalBsmtSF530 TotalBsmtSF531
## -5.432198e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF533 TotalBsmtSF536 TotalBsmtSF539
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF540 TotalBsmtSF544 TotalBsmtSF546
## -1.408206e+04 0.000000e+00 -9.882190e+03
## TotalBsmtSF547 TotalBsmtSF550 TotalBsmtSF551
## -2.483757e+03 0.000000e+00 -1.149182e+04
## TotalBsmtSF552 TotalBsmtSF554 TotalBsmtSF559
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF560 TotalBsmtSF561 TotalBsmtSF565
## -4.274691e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF569 TotalBsmtSF570 TotalBsmtSF572
## 0.000000e+00 -1.365470e+04 0.000000e+00
## TotalBsmtSF576 TotalBsmtSF583 TotalBsmtSF585
## -2.986482e+03 0.000000e+00 -5.428589e+03
## TotalBsmtSF588 TotalBsmtSF592 TotalBsmtSF596
## -4.785935e+03 0.000000e+00 -4.089494e+03
## TotalBsmtSF600 TotalBsmtSF602 TotalBsmtSF608
## -9.927039e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF610 TotalBsmtSF611 TotalBsmtSF6110
## 0.000000e+00 0.000000e+00 -3.770465e+04
## TotalBsmtSF612 TotalBsmtSF616 TotalBsmtSF617
## -4.520376e+03 -1.972805e+03 -5.745996e+03
## TotalBsmtSF621 TotalBsmtSF622 TotalBsmtSF624
## 0.000000e+00 6.417218e+01 -1.105212e+04
## TotalBsmtSF625 TotalBsmtSF626 TotalBsmtSF628
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF629 TotalBsmtSF630 TotalBsmtSF631
## 0.000000e+00 -1.273180e+03 0.000000e+00
## TotalBsmtSF635 TotalBsmtSF636 TotalBsmtSF637
## 0.000000e+00 0.000000e+00 -1.954912e+03
## TotalBsmtSF641 TotalBsmtSF644 TotalBsmtSF648
## -2.679125e+03 2.467428e+03 4.970232e+02
## TotalBsmtSF649 TotalBsmtSF650 TotalBsmtSF651
## 0.000000e+00 1.139419e+03 -3.404711e+03
## TotalBsmtSF654 TotalBsmtSF655 TotalBsmtSF656
## -1.043924e+04 0.000000e+00 -2.058011e+04
## TotalBsmtSF658 TotalBsmtSF660 TotalBsmtSF661
## 0.000000e+00 9.092643e+03 -9.529057e+03
## TotalBsmtSF662 TotalBsmtSF663 TotalBsmtSF666
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF671 TotalBsmtSF672 TotalBsmtSF673
## 0.000000e+00 -1.305635e+03 0.000000e+00
## TotalBsmtSF675 TotalBsmtSF676 TotalBsmtSF677
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF678 TotalBsmtSF680 TotalBsmtSF683
## 0.000000e+00 -5.032159e+03 0.000000e+00
## TotalBsmtSF684 TotalBsmtSF686 TotalBsmtSF687
## -6.285092e+03 4.026679e+03 0.000000e+00
## TotalBsmtSF689 TotalBsmtSF690 TotalBsmtSF691
## -1.471676e+03 2.057524e+03 0.000000e+00
## TotalBsmtSF693 TotalBsmtSF696 TotalBsmtSF697
## 0.000000e+00 0.000000e+00 6.508282e+03
## TotalBsmtSF698 TotalBsmtSF699 TotalBsmtSF700
## 1.352438e+02 0.000000e+00 0.000000e+00
## TotalBsmtSF702 TotalBsmtSF704 TotalBsmtSF707
## 0.000000e+00 2.603991e+03 -1.029477e+04
## TotalBsmtSF708 TotalBsmtSF709 TotalBsmtSF710
## -2.035891e+03 -8.282253e+03 -8.647732e+02
## TotalBsmtSF712 TotalBsmtSF713 TotalBsmtSF714
## -8.349165e+03 0.000000e+00 -8.167528e+03
## TotalBsmtSF715 TotalBsmtSF716 TotalBsmtSF718
## -1.509917e+04 -8.575286e+03 3.824395e+03
## TotalBsmtSF720 TotalBsmtSF721 TotalBsmtSF723
## -1.217698e+04 0.000000e+00 -4.567654e+03
## TotalBsmtSF725 TotalBsmtSF727 TotalBsmtSF728
## 0.000000e+00 -6.721257e+02 3.495645e+03
## TotalBsmtSF729 TotalBsmtSF731 TotalBsmtSF732
## 2.906003e+03 0.000000e+00 -5.684377e+03
## TotalBsmtSF734 TotalBsmtSF735 TotalBsmtSF736
## 0.000000e+00 -2.089719e+03 -5.464153e+02
## TotalBsmtSF738 TotalBsmtSF739 TotalBsmtSF740
## 0.000000e+00 0.000000e+00 1.344293e+03
## TotalBsmtSF741 TotalBsmtSF742 TotalBsmtSF744
## 0.000000e+00 -9.300268e+03 5.854832e+03
## TotalBsmtSF745 TotalBsmtSF746 TotalBsmtSF747
## 0.000000e+00 -1.289050e+04 9.355910e+01
## TotalBsmtSF750 TotalBsmtSF752 TotalBsmtSF754
## -1.327236e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF755 TotalBsmtSF756 TotalBsmtSF757
## -1.645879e+04 -4.686269e+03 -3.672513e+03
## TotalBsmtSF760 TotalBsmtSF761 TotalBsmtSF763
## 0.000000e+00 -2.132432e+03 0.000000e+00
## TotalBsmtSF764 TotalBsmtSF765 TotalBsmtSF768
## 0.000000e+00 -8.229541e+02 -1.369660e+03
## TotalBsmtSF770 TotalBsmtSF771 TotalBsmtSF773
## -7.056152e+03 0.000000e+00 -3.145194e+02
## TotalBsmtSF774 TotalBsmtSF776 TotalBsmtSF777
## 0.000000e+00 0.000000e+00 -2.464291e+03
## TotalBsmtSF778 TotalBsmtSF779 TotalBsmtSF780
## 0.000000e+00 0.000000e+00 7.352739e-01
## TotalBsmtSF781 TotalBsmtSF782 TotalBsmtSF783
## 0.000000e+00 0.000000e+00 -8.045551e+03
## TotalBsmtSF784 TotalBsmtSF788 TotalBsmtSF789
## -6.779713e+03 -1.066800e+04 0.000000e+00
## TotalBsmtSF791 TotalBsmtSF792 TotalBsmtSF793
## 2.948925e+03 9.991912e+03 2.444211e+03
## TotalBsmtSF794 TotalBsmtSF795 TotalBsmtSF796
## 0.000000e+00 0.000000e+00 -2.164806e+03
## TotalBsmtSF797 TotalBsmtSF798 TotalBsmtSF799
## 0.000000e+00 -3.486129e+03 -1.899412e+03
## TotalBsmtSF800 TotalBsmtSF801 TotalBsmtSF802
## 0.000000e+00 0.000000e+00 -4.754656e+03
## TotalBsmtSF803 TotalBsmtSF804 TotalBsmtSF806
## 6.642105e+03 -2.562234e+02 -2.736122e+03
## TotalBsmtSF807 TotalBsmtSF808 TotalBsmtSF810
## 0.000000e+00 -1.817113e+03 0.000000e+00
## TotalBsmtSF811 TotalBsmtSF812 TotalBsmtSF813
## 0.000000e+00 0.000000e+00 8.475492e+02
## TotalBsmtSF814 TotalBsmtSF815 TotalBsmtSF816
## -1.833922e+02 -2.258185e+03 -9.596448e+03
## TotalBsmtSF817 TotalBsmtSF818 TotalBsmtSF819
## -2.246831e+03 0.000000e+00 -1.009885e+04
## TotalBsmtSF821 TotalBsmtSF822 TotalBsmtSF824
## 0.000000e+00 -2.039725e+03 -8.872787e+02
## TotalBsmtSF825 TotalBsmtSF826 TotalBsmtSF827
## 1.003889e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF828 TotalBsmtSF830 TotalBsmtSF831
## 0.000000e+00 0.000000e+00 3.897175e+03
## TotalBsmtSF832 TotalBsmtSF833 TotalBsmtSF835
## -9.113693e+02 1.249989e+04 0.000000e+00
## TotalBsmtSF836 TotalBsmtSF837 TotalBsmtSF839
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF840 TotalBsmtSF841 TotalBsmtSF842
## -1.376261e+03 -3.433269e+03 0.000000e+00
## TotalBsmtSF844 TotalBsmtSF845 TotalBsmtSF846
## 0.000000e+00 5.561100e+03 0.000000e+00
## TotalBsmtSF847 TotalBsmtSF848 TotalBsmtSF849
## 1.299142e+03 -7.638946e+03 -7.559912e+03
## TotalBsmtSF850 TotalBsmtSF851 TotalBsmtSF852
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF853 TotalBsmtSF854 TotalBsmtSF855
## 2.265187e+04 0.000000e+00 5.506538e+02
## TotalBsmtSF856 TotalBsmtSF858 TotalBsmtSF859
## -7.933397e+02 -1.983306e+03 -1.370238e+04
## TotalBsmtSF860 TotalBsmtSF861 TotalBsmtSF862
## 1.716971e+03 4.279212e+02 -3.397069e+03
## TotalBsmtSF864 TotalBsmtSF866 TotalBsmtSF868
## -1.482294e+03 2.169366e+04 -1.260227e+04
## TotalBsmtSF869 TotalBsmtSF870 TotalBsmtSF872
## 0.000000e+00 0.000000e+00 -6.790634e+03
## TotalBsmtSF873 TotalBsmtSF874 TotalBsmtSF876
## -4.325503e+03 0.000000e+00 -4.953050e+03
## TotalBsmtSF878 TotalBsmtSF879 TotalBsmtSF880
## 0.000000e+00 0.000000e+00 -5.978495e+03
## TotalBsmtSF882 TotalBsmtSF883 TotalBsmtSF884
## -4.229294e+03 0.000000e+00 -7.098272e+03
## TotalBsmtSF886 TotalBsmtSF888 TotalBsmtSF890
## 0.000000e+00 -6.888105e+03 0.000000e+00
## TotalBsmtSF891 TotalBsmtSF892 TotalBsmtSF893
## 0.000000e+00 -6.716408e+03 3.273430e+03
## TotalBsmtSF894 TotalBsmtSF895 TotalBsmtSF896
## -2.052914e+03 0.000000e+00 -2.454721e+03
## TotalBsmtSF900 TotalBsmtSF901 TotalBsmtSF902
## 8.801137e+03 -2.007721e+04 0.000000e+00
## TotalBsmtSF903 TotalBsmtSF904 TotalBsmtSF907
## 0.000000e+00 0.000000e+00 -1.320903e+04
## TotalBsmtSF908 TotalBsmtSF910 TotalBsmtSF911
## 0.000000e+00 6.662553e+03 9.731899e+01
## TotalBsmtSF912 TotalBsmtSF913 TotalBsmtSF914
## -2.405157e+03 -2.736363e+02 0.000000e+00
## TotalBsmtSF915 TotalBsmtSF916 TotalBsmtSF917
## 1.968143e+01 -2.763262e+03 0.000000e+00
## TotalBsmtSF918 TotalBsmtSF920 TotalBsmtSF922
## 1.769464e+03 -2.842058e+03 0.000000e+00
## TotalBsmtSF923 TotalBsmtSF924 TotalBsmtSF925
## 0.000000e+00 -3.116182e+03 -3.620978e+02
## TotalBsmtSF926 TotalBsmtSF927 TotalBsmtSF928
## -2.925672e+02 0.000000e+00 2.719446e+03
## TotalBsmtSF929 TotalBsmtSF930 TotalBsmtSF931
## 0.000000e+00 -1.835789e+03 0.000000e+00
## TotalBsmtSF932 TotalBsmtSF935 TotalBsmtSF936
## 0.000000e+00 -7.962816e+03 -8.260911e+02
## TotalBsmtSF938 TotalBsmtSF939 TotalBsmtSF940
## 0.000000e+00 -4.271631e+02 -4.596925e+03
## TotalBsmtSF941 TotalBsmtSF942 TotalBsmtSF943
## 0.000000e+00 -2.478092e+04 1.327965e+02
## TotalBsmtSF944 TotalBsmtSF945 TotalBsmtSF946
## 4.254686e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF948 TotalBsmtSF949 TotalBsmtSF950
## -6.359103e+03 0.000000e+00 -3.517885e+03
## TotalBsmtSF951 TotalBsmtSF952 TotalBsmtSF953
## 0.000000e+00 1.530226e+04 -3.911359e+03
## TotalBsmtSF954 TotalBsmtSF955 TotalBsmtSF956
## 1.427476e+04 -6.931084e+02 6.776400e+03
## TotalBsmtSF957 TotalBsmtSF958 TotalBsmtSF959
## 0.000000e+00 -1.015955e+03 0.000000e+00
## TotalBsmtSF960 TotalBsmtSF961 TotalBsmtSF963
## -6.293966e+02 2.846633e+02 2.267734e+03
## TotalBsmtSF964 TotalBsmtSF965 TotalBsmtSF966
## 1.246326e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF967 TotalBsmtSF968 TotalBsmtSF969
## 0.000000e+00 -4.408381e+03 0.000000e+00
## TotalBsmtSF970 TotalBsmtSF971 TotalBsmtSF972
## -7.048180e+03 0.000000e+00 -2.652877e+03
## TotalBsmtSF973 TotalBsmtSF974 TotalBsmtSF975
## 1.003736e+04 0.000000e+00 5.330237e+03
## TotalBsmtSF976 TotalBsmtSF978 TotalBsmtSF979
## 0.000000e+00 -3.193562e+03 -2.248701e+03
## TotalBsmtSF980 TotalBsmtSF981 TotalBsmtSF982
## -1.612498e+03 0.000000e+00 4.618519e+02
## TotalBsmtSF983 TotalBsmtSF984 TotalBsmtSF985
## -2.407010e+03 0.000000e+00 -8.907247e+03
## TotalBsmtSF988 TotalBsmtSF989 TotalBsmtSF990
## 1.003272e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF991 TotalBsmtSF992 TotalBsmtSF993
## 0.000000e+00 1.973206e+03 0.000000e+00
## TotalBsmtSF994 TotalBsmtSF995 TotalBsmtSF996
## -1.195812e+03 0.000000e+00 -6.196586e+03
## TotalBsmtSF998 TotalBsmtSF999 HeatingGasA
## 0.000000e+00 -4.080403e+03 6.693813e+01
## HeatingGasW HeatingGrav HeatingOthW
## 2.028102e+03 -3.684155e+03 -9.150985e+03
## HeatingWall HeatingQCFa HeatingQCGd
## -6.038665e+03 -2.417913e+03 -2.354272e+03
## HeatingQCPo HeatingQCTA CentralAirY
## 0.000000e+00 -1.585866e+03 4.254710e+03
## ElectricalFuseA ElectricalFuseF ElectricalFuseP
## -1.441451e+03 -2.239947e+02 -2.488535e+03
## ElectricalMix ElectricalSBrkr X1stFlrSF
## 2.568004e+02 9.059895e+02 9.002664e+00
## X2ndFlrSF LowQualFinSF GrLivArea
## 4.231829e+00 1.239564e+01 8.378522e+00
## BsmtFullBath1 BsmtFullBath2 BsmtFullBath3
## 3.742971e+03 -9.617351e+02 2.260299e+04
## BsmtHalfBath1 BsmtHalfBath2 FullBath
## -2.036352e+02 6.789756e+03 4.409017e+03
## HalfBath BedroomAbvGr KitchenAbvGr
## 2.619915e+03 1.095315e+03 -3.846214e+03
## KitchenQualFa KitchenQualGd KitchenQualTA
## -9.429875e+03 5.669224e+01 -3.738929e+03
## KitchenQual0 TotRmsAbvGrd FunctionalMaj2
## 0.000000e+00 1.925304e+03 -1.581777e+04
## FunctionalMin1 FunctionalMin2 FunctionalMod
## -2.277981e+03 -1.619374e+02 -4.042506e+03
## FunctionalSev FunctionalTyp Functional0
## 0.000000e+00 2.590884e+03 0.000000e+00
## Fireplaces FireplaceQuEx FireplaceQuFa
## 4.540555e+03 1.274785e+04 -1.730513e+03
## FireplaceQuGd FireplaceQuPo FireplaceQuTA
## 3.817618e+03 -2.882592e+03 2.710086e+03
## GarageType2Types GarageTypeAttchd GarageTypeBasment
## -2.847341e+00 3.018046e+03 -2.034492e+03
## GarageTypeBuiltIn GarageTypeCarPort GarageTypeDetchd
## 3.633640e+03 -3.663747e+03 -1.320462e+03
## GarageYrBlt1900 GarageYrBlt1906 GarageYrBlt1908
## 0.000000e+00 1.430631e+04 0.000000e+00
## GarageYrBlt1910 GarageYrBlt1914 GarageYrBlt1915
## -1.805019e+03 -9.347320e+03 -8.605172e+03
## GarageYrBlt1916 GarageYrBlt1918 GarageYrBlt1920
## -3.097926e+03 2.685558e+03 8.381338e+02
## GarageYrBlt1921 GarageYrBlt1922 GarageYrBlt1923
## 4.733219e+03 2.739006e+03 7.030006e+02
## GarageYrBlt1924 GarageYrBlt1925 GarageYrBlt1926
## -5.777157e+03 7.421656e+03 -2.232649e+03
## GarageYrBlt1927 GarageYrBlt1928 GarageYrBlt1929
## 1.496306e+04 -6.630563e+03 -3.374093e+03
## GarageYrBlt1930 GarageYrBlt1931 GarageYrBlt1932
## 4.589829e+03 1.002859e+04 1.550250e+04
## GarageYrBlt1933 GarageYrBlt1934 GarageYrBlt1935
## 0.000000e+00 0.000000e+00 4.674674e+03
## GarageYrBlt1936 GarageYrBlt1937 GarageYrBlt1938
## -2.463166e+03 -5.181858e+03 0.000000e+00
## GarageYrBlt1939 GarageYrBlt1940 GarageYrBlt1941
## -1.983298e+02 2.000760e+02 -1.829354e+03
## GarageYrBlt1942 GarageYrBlt1945 GarageYrBlt1946
## 0.000000e+00 0.000000e+00 -2.501341e+04
## GarageYrBlt1947 GarageYrBlt1948 GarageYrBlt1949
## 9.979827e+02 -1.733602e+03 -3.693208e+03
## GarageYrBlt1950 GarageYrBlt1951 GarageYrBlt1952
## 4.979411e+03 4.059386e+03 -7.016919e+03
## GarageYrBlt1953 GarageYrBlt1954 GarageYrBlt1955
## -4.184936e+03 -4.155032e+02 3.505356e+03
## GarageYrBlt1956 GarageYrBlt1957 GarageYrBlt1958
## 7.865511e+02 -1.232989e+03 -4.031478e+03
## GarageYrBlt1959 GarageYrBlt1960 GarageYrBlt1961
## -1.287975e+03 5.214259e+03 -8.130722e+02
## GarageYrBlt1962 GarageYrBlt1963 GarageYrBlt1964
## 1.630371e+03 -5.124658e+03 1.390288e+02
## GarageYrBlt1965 GarageYrBlt1966 GarageYrBlt1967
## -6.326080e+02 2.949104e+02 -3.641032e+03
## GarageYrBlt1968 GarageYrBlt1969 GarageYrBlt1970
## -1.617994e+03 2.025410e+03 2.070742e+03
## GarageYrBlt1971 GarageYrBlt1972 GarageYrBlt1973
## 8.143928e+00 9.720752e+02 -5.977507e+03
## GarageYrBlt1974 GarageYrBlt1975 GarageYrBlt1976
## 1.124284e+03 9.068993e+03 -1.705004e+03
## GarageYrBlt1977 GarageYrBlt1978 GarageYrBlt1979
## -5.042904e+03 4.826296e+02 3.728113e+03
## GarageYrBlt1980 GarageYrBlt1981 GarageYrBlt1982
## -1.552746e+03 -5.681092e+03 1.271048e+04
## GarageYrBlt1983 GarageYrBlt1984 GarageYrBlt1985
## -1.304866e+03 -2.190298e+03 4.014907e+03
## GarageYrBlt1986 GarageYrBlt1987 GarageYrBlt1988
## -1.121638e+03 5.323632e+02 -1.714287e+03
## GarageYrBlt1989 GarageYrBlt1990 GarageYrBlt1991
## 6.902632e+03 3.985760e+03 -2.410906e+02
## GarageYrBlt1992 GarageYrBlt1993 GarageYrBlt1994
## -9.713231e+01 2.883769e+03 2.435666e+03
## GarageYrBlt1995 GarageYrBlt1996 GarageYrBlt1997
## 3.309079e+03 5.776889e+03 4.625188e+03
## GarageYrBlt1998 GarageYrBlt1999 GarageYrBlt2000
## -1.868740e+02 1.898185e+03 2.806450e+03
## GarageYrBlt2001 GarageYrBlt2002 GarageYrBlt2003
## 4.135108e+03 -2.620434e+03 5.001190e+03
## GarageYrBlt2004 GarageYrBlt2005 GarageYrBlt2006
## -3.211346e+03 5.766587e+02 4.126418e+03
## GarageYrBlt2007 GarageYrBlt2008 GarageYrBlt2009
## -1.263097e+03 7.999144e+03 5.017142e+03
## GarageYrBlt2010 GarageYrBlt1895 GarageYrBlt1896
## 2.018405e+04 0.000000e+00 0.000000e+00
## GarageYrBlt1917 GarageYrBlt1919 GarageYrBlt1943
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageYrBlt2207 GarageFinishFin GarageFinishRFn
## 0.000000e+00 3.252792e+03 2.015668e+03
## GarageFinishUnf GarageCars1 GarageCars2
## -1.457969e+03 -2.212875e+03 -4.719373e+02
## GarageCars3 GarageCars4 GarageCars5
## 9.969408e+03 2.288636e+04 0.000000e+00
## GarageArea100 GarageArea1003 GarageArea1008
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea1014 GarageArea1017 GarageArea1020
## 2.552827e+04 0.000000e+00 0.000000e+00
## GarageArea1025 GarageArea1040 GarageArea1041
## 9.446230e+03 0.000000e+00 0.000000e+00
## GarageArea1043 GarageArea1052 GarageArea1053
## 6.279572e+03 4.113177e+04 0.000000e+00
## GarageArea1069 GarageArea1085 GarageArea1092
## 1.628900e+04 0.000000e+00 0.000000e+00
## GarageArea1105 GarageArea1110 GarageArea1134
## 0.000000e+00 0.000000e+00 3.726304e+04
## GarageArea1138 GarageArea1150 GarageArea1154
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea1166 GarageArea1174 GarageArea1184
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea1200 GarageArea1220 GarageArea1231
## 0.000000e+00 1.788588e+04 0.000000e+00
## GarageArea1248 GarageArea1314 GarageArea1348
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea1356 GarageArea1390 GarageArea1418
## 0.000000e+00 0.000000e+00 -3.797855e+04
## GarageArea1488 GarageArea160 GarageArea162
## 0.000000e+00 -4.289201e+03 0.000000e+00
## GarageArea164 GarageArea180 GarageArea184
## -7.955275e+03 -1.182131e+02 0.000000e+00
## GarageArea185 GarageArea186 GarageArea189
## 0.000000e+00 0.000000e+00 -4.105319e+03
## GarageArea192 GarageArea195 GarageArea198
## 0.000000e+00 0.000000e+00 -5.235648e+03
## GarageArea200 GarageArea205 GarageArea207
## -2.741827e+03 -1.154884e+04 0.000000e+00
## GarageArea208 GarageArea209 GarageArea210
## -3.350314e+03 0.000000e+00 -3.639097e+03
## GarageArea213 GarageArea215 GarageArea216
## 0.000000e+00 0.000000e+00 5.489510e+03
## GarageArea217 GarageArea220 GarageArea224
## 0.000000e+00 -4.337976e+03 0.000000e+00
## GarageArea225 GarageArea226 GarageArea228
## 2.558541e+03 0.000000e+00 -3.567491e+03
## GarageArea230 GarageArea231 GarageArea234
## 0.000000e+00 0.000000e+00 1.845245e+03
## GarageArea240 GarageArea242 GarageArea244
## -8.275837e+01 0.000000e+00 -7.333044e+03
## GarageArea246 GarageArea248 GarageArea249
## 0.000000e+00 -6.496995e+03 0.000000e+00
## GarageArea250 GarageArea252 GarageArea253
## 0.000000e+00 -1.134630e+04 0.000000e+00
## GarageArea254 GarageArea255 GarageArea256
## 0.000000e+00 -9.822919e+03 0.000000e+00
## GarageArea257 GarageArea258 GarageArea260
## 0.000000e+00 0.000000e+00 -7.389033e+02
## GarageArea261 GarageArea263 GarageArea264
## 0.000000e+00 0.000000e+00 -2.220640e+03
## GarageArea265 GarageArea266 GarageArea267
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea270 GarageArea271 GarageArea272
## -3.028669e+03 0.000000e+00 0.000000e+00
## GarageArea273 GarageArea275 GarageArea276
## -2.720455e+03 0.000000e+00 -2.074712e+03
## GarageArea280 GarageArea281 GarageArea282
## -1.340503e+03 9.355027e+03 0.000000e+00
## GarageArea283 GarageArea284 GarageArea286
## 0.000000e+00 0.000000e+00 -3.151018e+03
## GarageArea287 GarageArea288 GarageArea290
## 0.000000e+00 -8.137395e+02 -1.077804e+04
## GarageArea292 GarageArea293 GarageArea294
## 0.000000e+00 0.000000e+00 4.302202e+03
## GarageArea295 GarageArea296 GarageArea297
## 0.000000e+00 2.350951e+04 4.307636e+02
## GarageArea299 GarageArea300 GarageArea301
## 3.490963e+03 3.859405e+03 -7.465606e+01
## GarageArea303 GarageArea304 GarageArea305
## 0.000000e+00 -2.248852e+03 1.473249e+03
## GarageArea306 GarageArea307 GarageArea308
## 0.000000e+00 0.000000e+00 -1.476579e+03
## GarageArea309 GarageArea310 GarageArea311
## -2.698883e+02 0.000000e+00 0.000000e+00
## GarageArea312 GarageArea313 GarageArea315
## 1.471470e+03 0.000000e+00 -4.081644e+03
## GarageArea316 GarageArea317 GarageArea318
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea319 GarageArea320 GarageArea322
## 9.690853e+03 0.000000e+00 0.000000e+00
## GarageArea323 GarageArea324 GarageArea325
## 0.000000e+00 0.000000e+00 -7.030221e+03
## GarageArea326 GarageArea327 GarageArea328
## -6.102188e+03 0.000000e+00 -8.667949e+03
## GarageArea330 GarageArea331 GarageArea332
## -2.157313e+04 0.000000e+00 0.000000e+00
## GarageArea336 GarageArea338 GarageArea340
## -5.373000e+03 -3.134949e+03 0.000000e+00
## GarageArea342 GarageArea343 GarageArea344
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea345 GarageArea349 GarageArea350
## 0.000000e+00 3.025328e+04 -1.081156e+04
## GarageArea351 GarageArea352 GarageArea353
## 0.000000e+00 -2.674897e+03 0.000000e+00
## GarageArea354 GarageArea355 GarageArea356
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea357 GarageArea358 GarageArea360
## 0.000000e+00 0.000000e+00 -2.818140e+03
## GarageArea363 GarageArea364 GarageArea365
## 0.000000e+00 6.831127e+02 0.000000e+00
## GarageArea366 GarageArea367 GarageArea368
## 0.000000e+00 -5.679211e+03 -1.506767e+04
## GarageArea369 GarageArea370 GarageArea371
## 0.000000e+00 1.255513e+04 0.000000e+00
## GarageArea372 GarageArea373 GarageArea374
## 0.000000e+00 -2.778511e+03 0.000000e+00
## GarageArea375 GarageArea377 GarageArea378
## -5.105969e+03 -1.119798e+04 0.000000e+00
## GarageArea379 GarageArea380 GarageArea384
## -9.211220e+03 -5.160740e+03 -5.987079e+03
## GarageArea386 GarageArea388 GarageArea389
## -6.955855e+02 -8.124891e+03 9.818707e+02
## GarageArea390 GarageArea392 GarageArea393
## 3.829725e+03 -9.669756e+03 -8.073536e+03
## GarageArea394 GarageArea396 GarageArea397
## 0.000000e+00 -4.199995e+03 -1.294969e+04
## GarageArea398 GarageArea399 GarageArea400
## -5.786025e+03 0.000000e+00 -3.743228e+03
## GarageArea401 GarageArea402 GarageArea403
## 0.000000e+00 -3.716884e+03 -1.016536e+04
## GarageArea404 GarageArea405 GarageArea406
## -1.126852e+04 0.000000e+00 0.000000e+00
## GarageArea408 GarageArea409 GarageArea410
## -3.064071e+03 -8.354436e+03 -1.817760e+04
## GarageArea412 GarageArea413 GarageArea414
## -2.802380e+03 -4.735312e+03 0.000000e+00
## GarageArea416 GarageArea418 GarageArea420
## -1.541353e+03 -3.510552e+03 -4.898559e+02
## GarageArea422 GarageArea423 GarageArea424
## -6.851340e+03 -2.432398e+03 -7.844998e+02
## GarageArea425 GarageArea426 GarageArea427
## 1.331627e+03 -1.038083e+04 -4.888252e+03
## GarageArea428 GarageArea429 GarageArea430
## 0.000000e+00 -1.092826e+04 1.985134e+03
## GarageArea431 GarageArea432 GarageArea433
## -9.199736e+02 1.024374e+04 6.605554e+02
## GarageArea434 GarageArea435 GarageArea436
## 1.319839e+03 0.000000e+00 0.000000e+00
## GarageArea437 GarageArea438 GarageArea439
## 1.523834e+02 -1.081796e+04 0.000000e+00
## GarageArea440 GarageArea441 GarageArea442
## -4.174643e+03 -6.414152e+02 4.592424e+03
## GarageArea443 GarageArea444 GarageArea445
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea447 GarageArea449 GarageArea450
## -6.331491e+02 0.000000e+00 0.000000e+00
## GarageArea451 GarageArea452 GarageArea453
## 0.000000e+00 -1.764534e+04 0.000000e+00
## GarageArea454 GarageArea455 GarageArea456
## 0.000000e+00 1.120167e+04 0.000000e+00
## GarageArea457 GarageArea458 GarageArea459
## -3.006025e+03 0.000000e+00 2.772299e+03
## GarageArea460 GarageArea461 GarageArea462
## -1.872861e+03 -8.063629e+02 -7.646417e+03
## GarageArea463 GarageArea464 GarageArea465
## -4.080136e+03 0.000000e+00 0.000000e+00
## GarageArea466 GarageArea467 GarageArea468
## 2.657009e+03 3.723005e+03 1.061466e+04
## GarageArea469 GarageArea470 GarageArea471
## 0.000000e+00 3.688903e+03 -9.865068e+02
## GarageArea472 GarageArea473 GarageArea474
## -6.359939e+02 0.000000e+00 -2.859285e+03
## GarageArea475 GarageArea476 GarageArea477
## 0.000000e+00 1.137823e+03 -5.405498e+03
## GarageArea478 GarageArea479 GarageArea480
## -5.938944e+03 0.000000e+00 -3.785356e+03
## GarageArea481 GarageArea482 GarageArea483
## 1.070674e+04 1.513136e+04 -6.125558e+03
## GarageArea484 GarageArea485 GarageArea486
## 1.336561e+03 0.000000e+00 -3.802117e+02
## GarageArea487 GarageArea488 GarageArea489
## -5.142329e+03 0.000000e+00 0.000000e+00
## GarageArea490 GarageArea492 GarageArea493
## 6.193012e+02 -2.566595e+03 3.926535e+03
## GarageArea494 GarageArea495 GarageArea496
## 0.000000e+00 -2.944558e+03 -8.691421e+02
## GarageArea497 GarageArea498 GarageArea499
## -3.368340e+03 4.072615e+02 7.088999e+03
## GarageArea500 GarageArea501 GarageArea502
## -6.281218e+03 -9.388789e+03 -3.399724e+03
## GarageArea504 GarageArea505 GarageArea506
## -3.978529e+03 -7.193192e+02 -1.628295e+03
## GarageArea508 GarageArea509 GarageArea510
## 7.082749e+02 0.000000e+00 -2.195393e+03
## GarageArea511 GarageArea512 GarageArea513
## 0.000000e+00 -3.244567e+03 8.708338e+03
## GarageArea514 GarageArea515 GarageArea516
## 0.000000e+00 0.000000e+00 1.132859e+03
## GarageArea517 GarageArea518 GarageArea520
## 0.000000e+00 0.000000e+00 -4.507698e+03
## GarageArea521 GarageArea522 GarageArea523
## 0.000000e+00 5.508841e+03 3.839703e+03
## GarageArea524 GarageArea525 GarageArea526
## 0.000000e+00 -2.020127e+03 -1.996629e+03
## GarageArea527 GarageArea528 GarageArea529
## -2.902231e+03 -9.791636e+02 1.252639e+04
## GarageArea530 GarageArea531 GarageArea532
## -4.538924e+03 9.646926e+02 -1.340389e+03
## GarageArea533 GarageArea534 GarageArea535
## 1.948685e+04 -2.635584e+02 0.000000e+00
## GarageArea538 GarageArea539 GarageArea540
## 9.459747e+03 -1.438234e+04 3.321644e+03
## GarageArea541 GarageArea542 GarageArea543
## 1.007414e+03 1.525931e+03 0.000000e+00
## GarageArea544 GarageArea545 GarageArea546
## 8.067903e+02 0.000000e+00 1.235226e+04
## GarageArea548 GarageArea549 GarageArea550
## -8.883562e+02 0.000000e+00 2.475766e+03
## GarageArea551 GarageArea552 GarageArea554
## 1.880650e+03 -3.789154e+03 2.927005e+03
## GarageArea555 GarageArea556 GarageArea557
## 0.000000e+00 5.574993e+03 0.000000e+00
## GarageArea558 GarageArea559 GarageArea560
## 7.057483e+01 0.000000e+00 3.937667e+02
## GarageArea561 GarageArea562 GarageArea564
## 0.000000e+00 9.200519e+02 1.199655e+03
## GarageArea565 GarageArea566 GarageArea567
## -5.239828e+03 0.000000e+00 4.430546e+04
## GarageArea568 GarageArea569 GarageArea570
## 0.000000e+00 1.789121e+04 -4.921337e+03
## GarageArea571 GarageArea572 GarageArea573
## 0.000000e+00 1.378305e+03 0.000000e+00
## GarageArea574 GarageArea575 GarageArea576
## 8.214458e+02 1.402080e+03 -5.232525e+03
## GarageArea577 GarageArea578 GarageArea579
## -9.371678e+02 0.000000e+00 0.000000e+00
## GarageArea580 GarageArea581 GarageArea582
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea583 GarageArea584 GarageArea585
## -6.478238e+03 0.000000e+00 0.000000e+00
## GarageArea586 GarageArea588 GarageArea590
## 0.000000e+00 7.722192e+02 7.850337e+03
## GarageArea591 GarageArea592 GarageArea594
## 0.000000e+00 6.512621e+03 0.000000e+00
## GarageArea595 GarageArea596 GarageArea597
## -1.182593e+04 -1.446757e+03 0.000000e+00
## GarageArea598 GarageArea599 GarageArea600
## 8.423357e+03 0.000000e+00 -5.651144e+03
## GarageArea601 GarageArea602 GarageArea603
## -4.003066e+03 -4.089208e+03 6.368290e+03
## GarageArea604 GarageArea605 GarageArea606
## 0.000000e+00 -1.134101e+03 8.444128e+03
## GarageArea608 GarageArea609 GarageArea610
## -3.454893e+01 0.000000e+00 1.009127e+04
## GarageArea611 GarageArea612 GarageArea613
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea614 GarageArea615 GarageArea616
## -1.580250e+03 -7.660041e+03 -7.437007e+02
## GarageArea617 GarageArea618 GarageArea619
## 2.074275e+04 6.918692e+03 0.000000e+00
## GarageArea620 GarageArea621 GarageArea622
## 0.000000e+00 5.358610e+03 1.419799e+04
## GarageArea623 GarageArea624 GarageArea625
## 0.000000e+00 5.469401e+02 0.000000e+00
## GarageArea626 GarageArea627 GarageArea628
## -5.121043e+03 -3.722016e+03 3.429609e+03
## GarageArea630 GarageArea631 GarageArea632
## 6.638991e+03 0.000000e+00 -1.729028e+03
## GarageArea636 GarageArea638 GarageArea639
## 1.260438e+04 0.000000e+00 -3.298068e+02
## GarageArea640 GarageArea641 GarageArea642
## 0.000000e+00 0.000000e+00 -4.783856e+03
## GarageArea644 GarageArea645 GarageArea646
## 5.168236e+03 0.000000e+00 0.000000e+00
## GarageArea647 GarageArea648 GarageArea649
## 0.000000e+00 -4.702132e+03 0.000000e+00
## GarageArea650 GarageArea656 GarageArea658
## 0.000000e+00 5.462319e+03 0.000000e+00
## GarageArea660 GarageArea662 GarageArea663
## 5.719329e+03 0.000000e+00 0.000000e+00
## GarageArea665 GarageArea666 GarageArea667
## 0.000000e+00 -4.779653e+03 0.000000e+00
## GarageArea668 GarageArea670 GarageArea671
## -7.528123e+03 1.044744e+04 7.625777e+03
## GarageArea672 GarageArea673 GarageArea674
## -1.470135e+03 0.000000e+00 0.000000e+00
## GarageArea675 GarageArea676 GarageArea678
## 0.000000e+00 4.974727e+03 0.000000e+00
## GarageArea680 GarageArea682 GarageArea683
## -6.753031e+03 1.296912e+04 1.100417e+04
## GarageArea684 GarageArea685 GarageArea686
## -9.490045e+02 -3.260912e+03 0.000000e+00
## GarageArea687 GarageArea688 GarageArea689
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea690 GarageArea691 GarageArea692
## 0.000000e+00 1.148004e+04 0.000000e+00
## GarageArea693 GarageArea694 GarageArea696
## 1.619131e+04 2.591543e+04 1.492082e+04
## GarageArea698 GarageArea700 GarageArea701
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea702 GarageArea704 GarageArea706
## 3.779085e+04 3.763754e+03 2.190194e+04
## GarageArea708 GarageArea711 GarageArea712
## 0.000000e+00 0.000000e+00 4.656057e+03
## GarageArea713 GarageArea714 GarageArea715
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea716 GarageArea719 GarageArea720
## 0.000000e+00 0.000000e+00 3.703981e+03
## GarageArea721 GarageArea722 GarageArea724
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea725 GarageArea726 GarageArea728
## 0.000000e+00 2.630688e+04 0.000000e+00
## GarageArea729 GarageArea730 GarageArea732
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea736 GarageArea738 GarageArea739
## 7.338638e+03 2.074532e+04 1.497864e+04
## GarageArea740 GarageArea741 GarageArea744
## 2.822017e+03 0.000000e+00 0.000000e+00
## GarageArea746 GarageArea747 GarageArea748
## 3.292113e+04 0.000000e+00 0.000000e+00
## GarageArea749 GarageArea750 GarageArea751
## 0.000000e+00 3.061865e+03 0.000000e+00
## GarageArea752 GarageArea753 GarageArea754
## 5.931419e+03 3.359033e+03 7.398190e+03
## GarageArea756 GarageArea757 GarageArea758
## 0.000000e+00 3.485198e+03 1.670437e+04
## GarageArea760 GarageArea762 GarageArea765
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea766 GarageArea768 GarageArea770
## 0.000000e+00 0.000000e+00 6.142219e+03
## GarageArea772 GarageArea773 GarageArea774
## 1.165060e+04 0.000000e+00 6.541271e+03
## GarageArea776 GarageArea779 GarageArea780
## 1.939241e+03 0.000000e+00 0.000000e+00
## GarageArea782 GarageArea783 GarageArea784
## -3.257059e+03 0.000000e+00 0.000000e+00
## GarageArea786 GarageArea787 GarageArea788
## 1.062062e+04 0.000000e+00 1.140272e+04
## GarageArea789 GarageArea791 GarageArea792
## 1.255805e+04 0.000000e+00 1.301959e+04
## GarageArea795 GarageArea796 GarageArea800
## 0.000000e+00 6.749159e+03 6.696761e+03
## GarageArea803 GarageArea804 GarageArea806
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea807 GarageArea808 GarageArea810
## 0.000000e+00 7.379708e+03 2.263097e+04
## GarageArea811 GarageArea812 GarageArea813
## 0.000000e+00 4.032508e+03 0.000000e+00
## GarageArea814 GarageArea815 GarageArea816
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea818 GarageArea820 GarageArea824
## 0.000000e+00 0.000000e+00 -1.262359e+02
## GarageArea825 GarageArea826 GarageArea828
## -4.260222e+03 -1.085133e+04 0.000000e+00
## GarageArea830 GarageArea831 GarageArea832
## 0.000000e+00 8.796147e+03 0.000000e+00
## GarageArea833 GarageArea834 GarageArea836
## 0.000000e+00 1.513563e+04 1.481440e+04
## GarageArea839 GarageArea840 GarageArea841
## 0.000000e+00 2.461376e+04 0.000000e+00
## GarageArea842 GarageArea843 GarageArea844
## 2.966781e+04 -2.722229e+03 1.040737e+04
## GarageArea845 GarageArea846 GarageArea848
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea850 GarageArea851 GarageArea852
## 4.280870e+04 0.000000e+00 0.000000e+00
## GarageArea853 GarageArea856 GarageArea857
## 9.093578e+03 1.919589e+03 0.000000e+00
## GarageArea858 GarageArea859 GarageArea860
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea862 GarageArea864 GarageArea865
## 2.860016e+03 2.299231e+04 -1.460992e+03
## GarageArea866 GarageArea868 GarageArea869
## 2.415523e+04 1.379082e+03 0.000000e+00
## GarageArea870 GarageArea871 GarageArea872
## 1.172544e+04 0.000000e+00 0.000000e+00
## GarageArea874 GarageArea876 GarageArea878
## 2.722835e+04 0.000000e+00 0.000000e+00
## GarageArea880 GarageArea884 GarageArea885
## 1.984792e+04 -3.217530e+04 0.000000e+00
## GarageArea886 GarageArea888 GarageArea889
## 0.000000e+00 -3.621309e+03 0.000000e+00
## GarageArea890 GarageArea892 GarageArea894
## 1.711703e+03 0.000000e+00 0.000000e+00
## GarageArea895 GarageArea896 GarageArea898
## 2.707326e+04 0.000000e+00 0.000000e+00
## GarageArea899 GarageArea900 GarageArea902
## 0.000000e+00 2.045096e+03 6.970191e+03
## GarageArea904 GarageArea905 GarageArea907
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea908 GarageArea912 GarageArea916
## 0.000000e+00 5.275174e+03 0.000000e+00
## GarageArea920 GarageArea923 GarageArea924
## 0.000000e+00 9.836778e+03 0.000000e+00
## GarageArea925 GarageArea927 GarageArea928
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea932 GarageArea933 GarageArea936
## 0.000000e+00 0.000000e+00 -1.055056e+04
## GarageArea938 GarageArea944 GarageArea947
## 0.000000e+00 0.000000e+00 1.043880e+03
## GarageArea949 GarageArea954 GarageArea958
## 0.000000e+00 2.169475e+03 0.000000e+00
## GarageArea959 GarageArea962 GarageArea963
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea968 GarageArea972 GarageArea983
## 2.326798e+03 0.000000e+00 0.000000e+00
## GarageArea984 GarageArea995 GarageQualEx
## 0.000000e+00 -3.184695e+03 3.434750e+04
## GarageQualFa GarageQualGd GarageQualPo
## -1.636634e+03 1.193984e+04 1.931783e+02
## GarageQualTA GarageCondEx GarageCondFa
## 6.199492e+03 -1.032620e+04 1.679109e+03
## GarageCondGd GarageCondPo GarageCondTA
## 8.095597e+03 3.316227e+03 6.766968e+03
## PavedDriveP PavedDriveY WoodDeckSF
## -1.432718e+02 6.308152e+03 1.502373e+01
## OpenPorchSF EnclosedPorch X3SsnPorch
## 1.759806e+01 3.112149e+00 1.148007e+01
## ScreenPorch PoolArea PoolQCEx
## 2.648345e+01 4.189048e+00 0.000000e+00
## PoolQCFa PoolQCGd FenceGdPrv
## 2.745207e+03 -4.428958e+03 7.009777e+02
## FenceGdWo FenceMnPrv FenceMnWw
## -2.059208e+03 -2.065587e+03 -2.828605e+03
## MiscFeatureGar2 MiscFeatureOthr MiscFeatureShed
## -1.061448e+03 -7.297767e+03 -1.625944e+03
## MiscFeatureTenC MiscVal MoSold
## 0.000000e+00 -1.370919e-01 8.391232e+01
## YrSold SaleTypeCon SaleTypeConLD
## -3.061252e+02 0.000000e+00 -5.498660e+02
## SaleTypeConLI SaleTypeConLw SaleTypeCWD
## 7.716024e+03 -2.085946e+03 -4.248076e+03
## SaleTypeNew SaleTypeOth SaleTypeWD
## 4.370601e+03 3.567180e+03 -1.869104e+03
## SaleType0 SaleConditionAdjLand SaleConditionAlloca
## 0.000000e+00 7.721220e+03 5.744176e+03
## SaleConditionFamily SaleConditionNormal
## -2.704704e+03 2.289956e+03
#cross-validation to select the tuning parameter
set.seed(1)
cv.out=cv.glmnet(x[train,],y[train],lambda=grid,alpha=0)
bestlam=cv.out$lambda.min
bestlam
## [1] 286.3461
ridge.pred=predict(ridge.mod,s=bestlam,newx=x[test,])
MSE[1]=mean((ridge.pred-y[test])^2)
#refit using the best lambda
out=glmnet(x,y, lambda=grid,alpha=0)
predict(out,type="coefficients",s=bestlam)[1:4994,]
## (Intercept) Id MSSubClass
## 4.071746e+04 -1.810706e+00 -1.712522e+01
## MSZoningFV MSZoningRH MSZoningRL
## 4.433262e+03 -2.601814e+03 2.141237e+03
## MSZoningRM MSZoning0 LotFrontage100
## -8.517390e+02 0.000000e+00 9.461960e+03
## LotFrontage101 LotFrontage102 LotFrontage103
## -1.283115e+04 1.394504e+04 7.182082e+03
## LotFrontage104 LotFrontage105 LotFrontage106
## 1.926092e+04 9.884367e+03 -3.851295e+03
## LotFrontage107 LotFrontage108 LotFrontage109
## 1.144560e+04 6.038262e+02 4.040439e+02
## LotFrontage110 LotFrontage111 LotFrontage112
## 1.515366e+04 3.167342e+03 -8.177087e+03
## LotFrontage114 LotFrontage115 LotFrontage116
## -3.905192e+03 -2.419039e+04 -1.250922e+04
## LotFrontage118 LotFrontage120 LotFrontage121
## 1.048933e+04 7.689898e+03 4.231583e+03
## LotFrontage122 LotFrontage124 LotFrontage128
## -1.861594e+04 -1.326286e+04 4.515439e+03
## LotFrontage129 LotFrontage130 LotFrontage134
## -3.930820e+03 -1.506080e+04 1.269993e+04
## LotFrontage137 LotFrontage138 LotFrontage140
## -8.561087e+03 4.220586e+03 1.872351e+04
## LotFrontage141 LotFrontage144 LotFrontage149
## 1.661670e+04 1.018294e+04 9.553197e+02
## LotFrontage150 LotFrontage152 LotFrontage153
## 3.749701e+04 -1.286439e+04 9.627165e+03
## LotFrontage160 LotFrontage168 LotFrontage174
## 7.167098e+04 1.762957e+04 -1.940644e+03
## LotFrontage182 LotFrontage21 LotFrontage24
## 1.055426e+04 2.064039e+03 1.134360e+03
## LotFrontage30 LotFrontage313 LotFrontage32
## 1.389921e+04 -3.017329e+04 -6.123419e+03
## LotFrontage33 LotFrontage34 LotFrontage35
## 1.615587e+04 -8.058431e+03 -4.081393e+03
## LotFrontage36 LotFrontage37 LotFrontage38
## -1.100505e+04 8.172738e+03 2.658369e+03
## LotFrontage39 LotFrontage40 LotFrontage41
## -3.245689e+03 7.501225e+02 -1.410199e+04
## LotFrontage42 LotFrontage43 LotFrontage44
## -5.428750e+02 -1.087987e+04 -8.247883e+03
## LotFrontage45 LotFrontage46 LotFrontage47
## -2.089400e+04 -7.323836e+02 7.355705e+03
## LotFrontage48 LotFrontage49 LotFrontage50
## 1.054274e+03 9.676978e+03 -1.490296e+03
## LotFrontage51 LotFrontage52 LotFrontage53
## 1.211998e+04 4.720197e+03 -2.133037e+03
## LotFrontage54 LotFrontage55 LotFrontage56
## -2.761508e+03 4.959244e+03 -7.771884e+03
## LotFrontage57 LotFrontage58 LotFrontage59
## 8.288153e+02 -4.360915e+03 -2.544625e+03
## LotFrontage60 LotFrontage61 LotFrontage62
## 1.915546e+03 4.513059e+03 -3.907946e+03
## LotFrontage63 LotFrontage64 LotFrontage65
## -2.133531e+03 6.325901e+03 3.456314e+02
## LotFrontage66 LotFrontage67 LotFrontage68
## 3.058079e+03 -2.412090e+03 -4.784705e+03
## LotFrontage69 LotFrontage70 LotFrontage71
## 3.618992e+03 -6.731430e+02 3.473916e+03
## LotFrontage72 LotFrontage73 LotFrontage74
## -1.434047e+03 -1.119387e+03 1.384032e+03
## LotFrontage75 LotFrontage76 LotFrontage77
## 4.486810e+03 -4.880527e+03 -2.416110e+03
## LotFrontage78 LotFrontage79 LotFrontage80
## -2.533432e+03 2.143837e+03 2.248507e+03
## LotFrontage81 LotFrontage82 LotFrontage83
## 1.437514e+03 3.882769e+03 -3.608674e+02
## LotFrontage84 LotFrontage85 LotFrontage86
## 7.096178e+03 -9.284062e+03 1.281040e+03
## LotFrontage87 LotFrontage88 LotFrontage89
## -2.702929e+02 -6.316312e+03 1.340970e+03
## LotFrontage90 LotFrontage91 LotFrontage92
## 6.601124e+01 5.050615e+03 -6.336925e+03
## LotFrontage93 LotFrontage94 LotFrontage95
## 2.671358e+03 -3.061520e+03 -3.050576e+03
## LotFrontage96 LotFrontage97 LotFrontage98
## 9.740325e+02 3.874500e+03 -4.692373e+03
## LotFrontage99 LotFrontage113 LotFrontage117
## 4.269703e+03 0.000000e+00 0.000000e+00
## LotFrontage119 LotFrontage123 LotFrontage125
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage126 LotFrontage131 LotFrontage133
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage135 LotFrontage136 LotFrontage155
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage195 LotFrontage200 LotFrontage22
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage25 LotFrontage26 LotFrontage28
## 0.000000e+00 0.000000e+00 0.000000e+00
## LotFrontage31 LotArea StreetPave
## 0.000000e+00 1.840366e-01 9.150829e+03
## AlleyGrvl AlleyPave LotShapeIR2
## 3.285775e+03 4.889757e+03 2.783797e+03
## LotShapeIR3 LotShapeReg LandContourHLS
## -2.842201e+03 2.195686e+02 2.999194e+03
## LandContourLow LandContourLvl LotConfigCulDSac
## -2.923247e+03 1.584633e+03 4.468802e+03
## LotConfigFR2 LotConfigFR3 LotConfigInside
## -5.005485e+03 -3.970946e+03 -1.862904e+03
## LandSlopeMod LandSlopeSev NeighborhoodBlueste
## 4.393790e+03 3.539436e+03 1.081062e+04
## NeighborhoodBrDale NeighborhoodBrkSide NeighborhoodClearCr
## -2.756511e+03 6.748808e+03 7.917823e+03
## NeighborhoodCollgCr NeighborhoodCrawfor NeighborhoodEdwards
## -7.951185e+03 1.362082e+04 8.157795e+02
## NeighborhoodGilbert NeighborhoodIDOTRR NeighborhoodMeadowV
## -4.481683e+03 -2.208996e+03 -1.597215e+04
## NeighborhoodMitchel NeighborhoodNAmes NeighborhoodNoRidge
## -4.897848e+03 3.795749e+03 4.658279e+03
## NeighborhoodNPkVill NeighborhoodNridgHt NeighborhoodNWAmes
## 3.534479e+03 3.127360e+03 4.403165e+02
## NeighborhoodOldTown NeighborhoodSawyer NeighborhoodSawyerW
## -1.774517e+03 -1.844018e+03 -8.880561e+03
## NeighborhoodSomerst NeighborhoodStoneBr NeighborhoodSWISU
## 1.015128e+03 1.285356e+04 8.630219e+02
## NeighborhoodTimber NeighborhoodVeenker Condition1Feedr
## 5.620247e+02 6.249482e+03 -7.183597e+02
## Condition1Norm Condition1PosA Condition1PosN
## 7.388345e+02 6.269339e+03 -2.490243e+03
## Condition1RRAe Condition1RRAn Condition1RRNe
## -4.252083e+03 2.631595e+03 -3.948662e+03
## Condition1RRNn Condition2Feedr Condition2Norm
## 6.176616e+02 -2.597600e+03 7.374643e+02
## Condition2PosA Condition2PosN Condition2RRAe
## 4.114361e+04 -3.029256e+04 1.311452e+03
## Condition2RRAn Condition2RRNn BldgType2fmCon
## 6.626398e+03 5.168276e+03 2.886869e+03
## BldgTypeDuplex BldgTypeTwnhs BldgTypeTwnhsE
## -6.603669e+02 -6.229478e+03 -7.019854e+03
## HouseStyle1.5Unf HouseStyle1Story HouseStyle2.5Fin
## 2.773071e+03 -7.336744e+02 -2.164942e+03
## HouseStyle2.5Unf HouseStyle2Story HouseStyleSFoyer
## 9.263556e+03 1.409460e+03 1.105548e+03
## HouseStyleSLvl OverallQual OverallCond
## 2.639498e+02 1.772427e+03 1.768530e+03
## YearBuilt YearRemodAdd RoofStyleGable
## 7.728104e+00 9.351192e+01 -3.261420e+03
## RoofStyleGambrel RoofStyleHip RoofStyleMansard
## -1.119330e+03 2.841659e+03 1.070376e+03
## RoofStyleShed RoofMatlCompShg RoofMatlMembran
## 2.341609e+03 -7.983221e+03 1.428229e+04
## RoofMatlMetal RoofMatlRoll RoofMatlTar&Grv
## 6.396763e+03 -7.716804e+03 6.974900e+03
## RoofMatlWdShake RoofMatlWdShngl Exterior1stAsphShn
## -9.446258e+02 3.126601e+04 -1.748776e+04
## Exterior1stBrkComm Exterior1stBrkFace Exterior1stCBlock
## 1.332492e+04 7.167653e+03 -1.048792e+04
## Exterior1stCemntBd Exterior1stHdBoard Exterior1stImStucc
## 2.859768e+03 -2.639134e+02 5.400662e+03
## Exterior1stMetalSd Exterior1stPlywood Exterior1stStone
## -1.373016e+03 2.769387e+03 1.116654e+04
## Exterior1stStucco Exterior1stVinylSd Exterior1stWd Sdng
## 2.614542e+03 1.263617e+02 -2.706504e+03
## Exterior1stWdShing Exterior1st0 Exterior2ndAsphShn
## -5.229667e+03 0.000000e+00 -4.899433e+03
## Exterior2ndBrk Cmn Exterior2ndBrkFace Exterior2ndCBlock
## 2.703043e+02 -9.582968e+03 -1.105865e+04
## Exterior2ndCmentBd Exterior2ndHdBoard Exterior2ndImStucc
## 3.058348e+03 -1.187057e+03 8.591273e+03
## Exterior2ndMetalSd Exterior2ndOther Exterior2ndPlywood
## -3.341931e+03 1.066620e+04 1.972950e+03
## Exterior2ndStone Exterior2ndStucco Exterior2ndVinylSd
## 5.551345e+03 -4.158092e+03 2.408536e+03
## Exterior2ndWd Sdng Exterior2ndWd Shng Exterior2nd0
## -1.229764e+03 -4.716357e+03 0.000000e+00
## MasVnrTypeBrkCmn MasVnrTypeBrkFace MasVnrTypeNone
## -3.047680e+03 1.397177e+03 -3.826701e+03
## MasVnrTypeStone MasVnrArea1 MasVnrArea100
## 6.075102e+03 -9.785815e+03 1.390875e+04
## MasVnrArea101 MasVnrArea102 MasVnrArea1031
## -1.036278e+04 1.706642e+04 3.067403e+04
## MasVnrArea104 MasVnrArea1047 MasVnrArea105
## -2.988874e+03 9.192008e+03 7.456809e+03
## MasVnrArea106 MasVnrArea108 MasVnrArea109
## -7.758334e+03 -2.203890e+03 3.054061e+03
## MasVnrArea11 MasVnrArea110 MasVnrArea1115
## 5.578963e+03 1.579728e+04 7.945985e+03
## MasVnrArea112 MasVnrArea1129 MasVnrArea113
## -2.536657e+03 2.041166e+01 -5.079992e+03
## MasVnrArea114 MasVnrArea115 MasVnrArea116
## -6.097436e+01 -4.682209e+03 6.890373e+03
## MasVnrArea117 MasVnrArea1170 MasVnrArea119
## -9.461646e+03 5.417242e+04 7.832025e+03
## MasVnrArea120 MasVnrArea122 MasVnrArea123
## -4.292135e+03 -4.078015e+03 4.417596e+03
## MasVnrArea125 MasVnrArea126 MasVnrArea127
## -5.624133e+03 -5.614291e+03 9.922406e+02
## MasVnrArea128 MasVnrArea130 MasVnrArea132
## 7.129916e+03 -2.081124e+03 -2.103752e+02
## MasVnrArea135 MasVnrArea136 MasVnrArea137
## -1.240213e+04 8.589810e+02 7.509156e+02
## MasVnrArea1378 MasVnrArea138 MasVnrArea14
## 4.944499e+04 -2.138230e+03 5.870160e+03
## MasVnrArea140 MasVnrArea142 MasVnrArea143
## 3.964240e+03 7.195117e+03 -1.814349e+03
## MasVnrArea144 MasVnrArea145 MasVnrArea146
## 9.827620e+03 3.247465e+03 1.548256e+03
## MasVnrArea147 MasVnrArea148 MasVnrArea149
## -1.142342e+03 1.129567e+04 3.135459e+03
## MasVnrArea150 MasVnrArea151 MasVnrArea153
## -5.226558e+03 1.730527e+03 9.625127e+03
## MasVnrArea154 MasVnrArea156 MasVnrArea157
## 2.831308e+04 -1.132050e+04 2.444283e+03
## MasVnrArea158 MasVnrArea16 MasVnrArea160
## -3.139471e+03 -1.868651e+03 6.050398e+03
## MasVnrArea1600 MasVnrArea161 MasVnrArea162
## 1.266478e+04 -9.102304e+03 1.155734e+04
## MasVnrArea163 MasVnrArea164 MasVnrArea165
## -1.026800e+04 1.872087e+03 1.859426e+04
## MasVnrArea166 MasVnrArea167 MasVnrArea168
## 2.673429e+03 1.119131e+04 -1.939612e+03
## MasVnrArea169 MasVnrArea170 MasVnrArea171
## 6.105318e+03 -1.448182e+03 5.227817e+03
## MasVnrArea172 MasVnrArea174 MasVnrArea175
## 1.257886e+04 5.655420e+03 -1.020435e+03
## MasVnrArea176 MasVnrArea178 MasVnrArea18
## 1.102904e+04 4.364631e+03 3.590000e+03
## MasVnrArea180 MasVnrArea182 MasVnrArea183
## 4.747522e+03 -1.864097e+03 -4.098364e+03
## MasVnrArea184 MasVnrArea186 MasVnrArea188
## -4.188229e+03 1.071044e+04 6.799188e+03
## MasVnrArea189 MasVnrArea192 MasVnrArea194
## 1.124566e+04 -3.089534e+04 1.638473e+04
## MasVnrArea196 MasVnrArea200 MasVnrArea202
## 1.840565e+03 1.062589e+04 1.864158e+03
## MasVnrArea203 MasVnrArea204 MasVnrArea205
## -1.093689e+03 4.091446e+03 2.826115e+03
## MasVnrArea206 MasVnrArea207 MasVnrArea208
## -7.342242e+02 -1.306368e+03 2.531655e+04
## MasVnrArea209 MasVnrArea210 MasVnrArea212
## -1.863027e+04 1.218829e+03 4.348159e+02
## MasVnrArea215 MasVnrArea216 MasVnrArea218
## -1.007429e+03 8.794839e+02 -4.833733e+03
## MasVnrArea219 MasVnrArea22 MasVnrArea220
## -6.554490e+03 -1.522785e+04 9.519208e+03
## MasVnrArea223 MasVnrArea224 MasVnrArea225
## 6.519695e+03 -9.553973e+03 2.628981e+02
## MasVnrArea226 MasVnrArea228 MasVnrArea230
## 2.048941e+02 3.204529e+02 1.196458e+04
## MasVnrArea232 MasVnrArea233 MasVnrArea234
## -3.119694e+03 3.023328e+03 6.797716e+03
## MasVnrArea236 MasVnrArea237 MasVnrArea238
## -5.862982e+03 -1.878303e+03 4.754941e+03
## MasVnrArea24 MasVnrArea240 MasVnrArea243
## -2.633554e+03 -7.487532e+03 -6.601192e+03
## MasVnrArea244 MasVnrArea245 MasVnrArea246
## 6.047053e+03 1.576968e+04 6.735728e+03
## MasVnrArea247 MasVnrArea248 MasVnrArea250
## -9.942977e+03 5.024480e+03 -1.779165e+04
## MasVnrArea252 MasVnrArea254 MasVnrArea255
## -2.148068e+03 4.004710e+04 -3.809134e+03
## MasVnrArea256 MasVnrArea258 MasVnrArea259
## -3.095084e+03 5.496369e+02 -1.061181e+04
## MasVnrArea260 MasVnrArea261 MasVnrArea262
## -6.614715e+03 2.116395e+03 7.882041e+03
## MasVnrArea263 MasVnrArea266 MasVnrArea268
## 1.114184e+04 1.043269e+04 7.932251e+02
## MasVnrArea27 MasVnrArea270 MasVnrArea272
## 8.341649e+03 3.214525e+03 6.263865e+03
## MasVnrArea274 MasVnrArea275 MasVnrArea278
## 1.042185e+04 -7.966703e+03 7.349851e+03
## MasVnrArea28 MasVnrArea280 MasVnrArea281
## -1.201473e+03 2.363580e+03 1.563159e+03
## MasVnrArea284 MasVnrArea285 MasVnrArea286
## 1.485153e+04 -3.798392e+03 1.931537e+04
## MasVnrArea287 MasVnrArea288 MasVnrArea289
## -3.078831e+03 7.102299e+01 -9.770614e+03
## MasVnrArea290 MasVnrArea292 MasVnrArea293
## 1.198036e+04 1.046326e+04 1.104508e+04
## MasVnrArea294 MasVnrArea295 MasVnrArea296
## -1.606858e+04 6.872002e+02 9.468718e+03
## MasVnrArea297 MasVnrArea298 MasVnrArea299
## -1.511915e+04 2.081518e+03 1.306683e+03
## MasVnrArea30 MasVnrArea300 MasVnrArea302
## 4.135425e+02 2.342267e+03 2.503292e+03
## MasVnrArea304 MasVnrArea305 MasVnrArea306
## 9.134598e+03 1.019011e+04 9.014466e+03
## MasVnrArea309 MasVnrArea31 MasVnrArea310
## 7.249895e+03 9.598981e+03 2.562469e+03
## MasVnrArea312 MasVnrArea315 MasVnrArea318
## 2.397871e+04 3.077659e+04 5.708534e+03
## MasVnrArea32 MasVnrArea320 MasVnrArea324
## 1.048560e+04 -2.694921e+03 6.347112e+03
## MasVnrArea328 MasVnrArea333 MasVnrArea335
## -1.847177e+02 -1.846587e+03 1.690463e+03
## MasVnrArea336 MasVnrArea337 MasVnrArea338
## 1.588474e+03 1.030970e+04 1.202376e+04
## MasVnrArea34 MasVnrArea340 MasVnrArea342
## 2.160812e+04 5.468373e+03 -1.081370e+04
## MasVnrArea344 MasVnrArea348 MasVnrArea350
## 4.133648e+03 1.049823e+04 1.012809e+03
## MasVnrArea351 MasVnrArea359 MasVnrArea36
## 3.861061e+03 9.787363e+03 3.687735e+03
## MasVnrArea360 MasVnrArea361 MasVnrArea362
## 5.264845e+02 1.438111e+03 1.922031e+04
## MasVnrArea365 MasVnrArea366 MasVnrArea368
## 7.986810e+02 9.758916e+03 -2.544098e+03
## MasVnrArea370 MasVnrArea375 MasVnrArea376
## 1.952920e+04 4.385898e+04 1.052878e+03
## MasVnrArea378 MasVnrArea38 MasVnrArea380
## 1.383522e+04 2.157991e+02 1.684143e+04
## MasVnrArea381 MasVnrArea387 MasVnrArea388
## -8.011034e+03 -2.760622e+03 1.252300e+04
## MasVnrArea391 MasVnrArea396 MasVnrArea399
## 8.612530e+03 3.118948e+04 6.074104e+03
## MasVnrArea40 MasVnrArea408 MasVnrArea41
## 6.246968e+03 -5.156539e+03 -5.105453e+03
## MasVnrArea410 MasVnrArea412 MasVnrArea415
## 2.904721e+03 1.846127e+04 -2.256446e+04
## MasVnrArea42 MasVnrArea420 MasVnrArea423
## -2.918502e+03 1.505563e+04 1.481750e+04
## MasVnrArea424 MasVnrArea425 MasVnrArea426
## 4.323015e+04 -8.994704e+02 3.294791e+04
## MasVnrArea428 MasVnrArea432 MasVnrArea435
## -2.939781e+04 -1.699311e+04 -1.559253e+04
## MasVnrArea436 MasVnrArea438 MasVnrArea44
## 3.781577e+04 1.731328e+03 2.104301e+02
## MasVnrArea442 MasVnrArea443 MasVnrArea448
## -4.101685e+03 -1.563684e+04 5.841697e+03
## MasVnrArea45 MasVnrArea450 MasVnrArea451
## 1.119759e+04 2.292593e+04 6.057541e+00
## MasVnrArea452 MasVnrArea456 MasVnrArea459
## 6.433162e+03 -2.399742e+03 9.623952e+03
## MasVnrArea46 MasVnrArea464 MasVnrArea466
## 5.909239e+02 2.240534e+04 6.236475e+04
## MasVnrArea468 MasVnrArea472 MasVnrArea473
## 7.813467e+03 9.549447e+03 1.668459e+04
## MasVnrArea479 MasVnrArea48 MasVnrArea480
## 1.432822e+04 -2.098019e+03 1.338415e+03
## MasVnrArea481 MasVnrArea491 MasVnrArea50
## -5.172950e+03 1.443177e+04 -1.241357e+04
## MasVnrArea500 MasVnrArea506 MasVnrArea51
## 6.353735e+02 2.240512e+04 -1.438260e+03
## MasVnrArea510 MasVnrArea513 MasVnrArea528
## 4.177060e+03 -2.205248e+03 2.394378e+04
## MasVnrArea53 MasVnrArea530 MasVnrArea54
## 1.170897e+03 2.912789e+03 -2.686726e+03
## MasVnrArea541 MasVnrArea554 MasVnrArea56
## -1.545307e+04 1.279227e+04 -4.219028e+03
## MasVnrArea562 MasVnrArea564 MasVnrArea567
## 3.642675e+04 -1.399796e+04 -8.560794e+03
## MasVnrArea57 MasVnrArea571 MasVnrArea573
## 4.235226e+03 1.487244e+03 3.901292e+03
## MasVnrArea576 MasVnrArea579 MasVnrArea584
## -5.846948e+03 2.713771e+04 1.240882e+04
## MasVnrArea594 MasVnrArea60 MasVnrArea600
## 1.948447e+04 7.689645e+03 9.361189e+03
## MasVnrArea603 MasVnrArea604 MasVnrArea616
## 4.959610e+04 -3.176201e+03 1.113420e+04
## MasVnrArea621 MasVnrArea63 MasVnrArea630
## 1.184589e+04 -3.786284e+03 1.526951e+04
## MasVnrArea632 MasVnrArea64 MasVnrArea640
## 3.196170e+04 -4.378357e+03 7.178998e+03
## MasVnrArea65 MasVnrArea650 MasVnrArea651
## 5.233246e+03 2.333670e+04 1.069867e+04
## MasVnrArea653 MasVnrArea66 MasVnrArea660
## 1.864475e+03 5.872551e+01 1.880248e+04
## MasVnrArea664 MasVnrArea67 MasVnrArea673
## 3.216812e+04 4.556718e+03 1.577855e+04
## MasVnrArea68 MasVnrArea70 MasVnrArea705
## -7.825417e+03 6.850404e+03 3.114329e+04
## MasVnrArea72 MasVnrArea731 MasVnrArea74
## -2.180370e+02 1.741458e+04 -6.564011e+03
## MasVnrArea748 MasVnrArea75 MasVnrArea76
## 5.160187e+04 -2.073564e+04 -1.606743e+04
## MasVnrArea760 MasVnrArea762 MasVnrArea766
## 6.148048e+04 -4.654377e+04 2.547920e+04
## MasVnrArea768 MasVnrArea772 MasVnrArea788
## -1.717371e+03 2.370544e+04 1.021936e+04
## MasVnrArea796 MasVnrArea80 MasVnrArea81
## -6.072220e+04 -4.161023e+03 1.507154e+03
## MasVnrArea816 MasVnrArea82 MasVnrArea84
## 2.382982e+04 -1.088919e+04 -6.010213e+02
## MasVnrArea85 MasVnrArea86 MasVnrArea860
## 2.255828e+03 -8.071441e+03 2.932611e+04
## MasVnrArea870 MasVnrArea88 MasVnrArea89
## 2.875846e+04 1.022706e+03 -1.312409e+04
## MasVnrArea894 MasVnrArea90 MasVnrArea92
## -2.631133e+02 -5.117024e+03 -4.725059e+03
## MasVnrArea921 MasVnrArea922 MasVnrArea94
## 7.361394e+02 1.697937e+04 5.212853e+03
## MasVnrArea95 MasVnrArea96 MasVnrArea97
## -7.247050e+03 1.009574e+04 4.254139e+03
## MasVnrArea975 MasVnrArea98 MasVnrArea99
## 1.331783e+04 -3.732775e+04 4.166342e+03
## MasVnrArea1050 MasVnrArea1095 MasVnrArea1110
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea1159 MasVnrArea118 MasVnrArea121
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea1224 MasVnrArea124 MasVnrArea1290
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea134 MasVnrArea141 MasVnrArea177
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea179 MasVnrArea187 MasVnrArea190
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea197 MasVnrArea198 MasVnrArea199
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea20 MasVnrArea214 MasVnrArea217
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea221 MasVnrArea222 MasVnrArea227
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea229 MasVnrArea23 MasVnrArea235
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea242 MasVnrArea251 MasVnrArea253
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea257 MasVnrArea264 MasVnrArea265
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea276 MasVnrArea279 MasVnrArea283
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea291 MasVnrArea3 MasVnrArea308
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea322 MasVnrArea323 MasVnrArea327
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea332 MasVnrArea352 MasVnrArea353
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea355 MasVnrArea356 MasVnrArea364
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea371 MasVnrArea372 MasVnrArea379
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea382 MasVnrArea383 MasVnrArea385
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea39 MasVnrArea394 MasVnrArea397
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea400 MasVnrArea402 MasVnrArea405
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea406 MasVnrArea418 MasVnrArea422
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea430 MasVnrArea434 MasVnrArea440
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea444 MasVnrArea47 MasVnrArea470
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea492 MasVnrArea495 MasVnrArea501
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea502 MasVnrArea504 MasVnrArea509
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea514 MasVnrArea515 MasVnrArea518
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea519 MasVnrArea52 MasVnrArea522
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea525 MasVnrArea526 MasVnrArea532
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea549 MasVnrArea550 MasVnrArea568
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea572 MasVnrArea58 MasVnrArea615
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea62 MasVnrArea634 MasVnrArea647
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea652 MasVnrArea657 MasVnrArea662
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea668 MasVnrArea674 MasVnrArea680
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea69 MasVnrArea692 MasVnrArea710
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea714 MasVnrArea724 MasVnrArea726
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea730 MasVnrArea734 MasVnrArea738
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea754 MasVnrArea771 MasVnrArea87
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea877 MasVnrArea886 MasVnrArea902
## 0.000000e+00 0.000000e+00 0.000000e+00
## MasVnrArea91 MasVnrArea945 MasVnrArea970
## 0.000000e+00 0.000000e+00 0.000000e+00
## ExterQualFa ExterQualGd ExterQualTA
## -2.352064e+03 3.520094e+03 -9.176801e+03
## ExterCondFa ExterCondGd ExterCondPo
## 8.064007e+01 -2.424968e+03 -2.110610e+04
## ExterCondTA FoundationCBlock FoundationPConc
## 6.793812e+02 -3.770403e+03 8.904683e+03
## FoundationSlab FoundationStone FoundationWood
## -6.233227e+03 -1.052621e+04 1.572183e+03
## BsmtQualEx BsmtQualFa BsmtQualGd
## 2.178932e+04 -4.584946e+03 3.276071e+03
## BsmtQualTA BsmtCondFa BsmtCondGd
## -5.153502e+03 2.061084e+02 8.578703e+03
## BsmtCondPo BsmtCondTA BsmtExposureAv
## -2.339719e+03 8.120963e+03 4.937822e+03
## BsmtExposureGd BsmtExposureMn BsmtExposureNo
## 6.910510e+03 5.563361e+02 -7.200933e+02
## BsmtFinType1ALQ BsmtFinType1BLQ BsmtFinType1GLQ
## 9.438265e+01 -1.381965e+03 9.450887e+03
## BsmtFinType1LwQ BsmtFinType1Rec BsmtFinType1Unf
## -1.117880e+03 -3.221202e+03 -2.222063e+03
## BsmtFinSF1100 BsmtFinSF11000 BsmtFinSF11001
## 0.000000e+00 5.844658e+03 0.000000e+00
## BsmtFinSF11002 BsmtFinSF11003 BsmtFinSF11004
## -1.158443e+03 -1.265242e+04 1.428856e+04
## BsmtFinSF11005 BsmtFinSF11010 BsmtFinSF11011
## 2.930263e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11012 BsmtFinSF11013 BsmtFinSF11014
## 2.545016e+04 1.105504e+04 -7.914021e+03
## BsmtFinSF11015 BsmtFinSF11016 BsmtFinSF11018
## 0.000000e+00 5.176933e+03 -2.033393e+03
## BsmtFinSF11021 BsmtFinSF11022 BsmtFinSF11023
## 0.000000e+00 8.316659e+03 0.000000e+00
## BsmtFinSF11024 BsmtFinSF11026 BsmtFinSF11027
## -5.629528e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11029 BsmtFinSF11030 BsmtFinSF11032
## 0.000000e+00 0.000000e+00 1.286556e+04
## BsmtFinSF11033 BsmtFinSF11034 BsmtFinSF11035
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11036 BsmtFinSF11037 BsmtFinSF11038
## -6.741809e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11039 BsmtFinSF1104 BsmtFinSF11040
## 4.481302e+02 5.182706e+03 5.236406e+03
## BsmtFinSF11044 BsmtFinSF11046 BsmtFinSF11047
## 0.000000e+00 -2.507189e+04 0.000000e+00
## BsmtFinSF11048 BsmtFinSF11051 BsmtFinSF11053
## 0.000000e+00 0.000000e+00 4.279257e+03
## BsmtFinSF11056 BsmtFinSF11059 BsmtFinSF11064
## 8.234665e+03 1.994331e+03 -3.109860e+03
## BsmtFinSF11065 BsmtFinSF11070 BsmtFinSF11071
## 1.336311e+04 2.013158e+04 3.447727e+03
## BsmtFinSF11073 BsmtFinSF11074 BsmtFinSF11075
## 0.000000e+00 2.534509e+04 0.000000e+00
## BsmtFinSF11078 BsmtFinSF11079 BsmtFinSF1108
## 5.712209e+03 3.095007e+03 -2.756597e+03
## BsmtFinSF11080 BsmtFinSF11082 BsmtFinSF11084
## 0.000000e+00 -6.478408e+03 -7.521597e+03
## BsmtFinSF11085 BsmtFinSF11086 BsmtFinSF11087
## 3.363147e+03 -1.083229e+04 0.000000e+00
## BsmtFinSF11088 BsmtFinSF11090 BsmtFinSF11092
## -1.339695e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11094 BsmtFinSF11096 BsmtFinSF11097
## 0.000000e+00 0.000000e+00 -4.785575e+03
## BsmtFinSF11098 BsmtFinSF1110 BsmtFinSF11101
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11104 BsmtFinSF11106 BsmtFinSF1111
## -4.207713e+03 7.818800e+03 -7.855268e+03
## BsmtFinSF11110 BsmtFinSF11111 BsmtFinSF11112
## -1.613163e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11115 BsmtFinSF11116 BsmtFinSF11118
## 0.000000e+00 1.621725e+04 0.000000e+00
## BsmtFinSF11121 BsmtFinSF11122 BsmtFinSF11124
## 2.798031e+04 0.000000e+00 1.303770e+04
## BsmtFinSF11126 BsmtFinSF11127 BsmtFinSF11128
## 2.399621e+04 0.000000e+00 -6.421655e+03
## BsmtFinSF11129 BsmtFinSF1113 BsmtFinSF11136
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11137 BsmtFinSF11138 BsmtFinSF1114
## 0.000000e+00 6.560407e+02 0.000000e+00
## BsmtFinSF11141 BsmtFinSF11142 BsmtFinSF11148
## 0.000000e+00 0.000000e+00 5.885784e+03
## BsmtFinSF11149 BsmtFinSF11150 BsmtFinSF11151
## 0.000000e+00 6.411071e+04 0.000000e+00
## BsmtFinSF11152 BsmtFinSF11153 BsmtFinSF11154
## 0.000000e+00 1.713525e+04 1.636795e+04
## BsmtFinSF11157 BsmtFinSF11158 BsmtFinSF11159
## 2.277263e+04 1.016957e+04 -5.330968e+03
## BsmtFinSF1116 BsmtFinSF11162 BsmtFinSF11163
## -2.097240e+04 8.644838e+03 2.170215e+04
## BsmtFinSF11165 BsmtFinSF11170 BsmtFinSF11172
## 1.003684e+04 2.046153e+04 1.523041e+04
## BsmtFinSF11173 BsmtFinSF11178 BsmtFinSF11180
## 1.691315e+04 0.000000e+00 5.969343e+03
## BsmtFinSF11181 BsmtFinSF11182 BsmtFinSF11186
## 0.000000e+00 0.000000e+00 5.773006e+03
## BsmtFinSF11188 BsmtFinSF1119 BsmtFinSF11191
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11194 BsmtFinSF11196 BsmtFinSF11198
## 0.000000e+00 1.619215e+04 -1.836227e+04
## BsmtFinSF1120 BsmtFinSF11200 BsmtFinSF11201
## -1.198001e+03 6.300780e+03 1.057699e+04
## BsmtFinSF11204 BsmtFinSF11206 BsmtFinSF1121
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11213 BsmtFinSF11216 BsmtFinSF11218
## -9.338847e+03 2.879923e+04 1.041628e+04
## BsmtFinSF11219 BsmtFinSF1122 BsmtFinSF11220
## 1.577451e+03 0.000000e+00 1.757444e+04
## BsmtFinSF11223 BsmtFinSF11224 BsmtFinSF11225
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11230 BsmtFinSF11231 BsmtFinSF11232
## 0.000000e+00 4.557218e+04 0.000000e+00
## BsmtFinSF11234 BsmtFinSF11236 BsmtFinSF11237
## 8.970883e+03 3.750273e+04 -2.281955e+03
## BsmtFinSF11238 BsmtFinSF11239 BsmtFinSF11243
## 4.203211e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11246 BsmtFinSF11247 BsmtFinSF11249
## -3.363254e+03 3.944162e+04 8.665540e+03
## BsmtFinSF1125 BsmtFinSF11252 BsmtFinSF11258
## 1.520032e+04 0.000000e+00 8.741021e+03
## BsmtFinSF11259 BsmtFinSF1126 BsmtFinSF11260
## 0.000000e+00 0.000000e+00 1.184269e+04
## BsmtFinSF11261 BsmtFinSF11262 BsmtFinSF11270
## 2.039513e+04 0.000000e+00 -4.892439e+03
## BsmtFinSF11271 BsmtFinSF11274 BsmtFinSF11277
## 0.000000e+00 1.321309e+04 5.590887e+03
## BsmtFinSF1128 BsmtFinSF11280 BsmtFinSF11282
## 0.000000e+00 5.135670e+04 3.151819e+04
## BsmtFinSF11283 BsmtFinSF11285 BsmtFinSF11288
## 3.991621e+03 -8.425852e+03 1.758451e+04
## BsmtFinSF1129 BsmtFinSF11290 BsmtFinSF11294
## 9.849879e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11298 BsmtFinSF1130 BsmtFinSF11300
## 0.000000e+00 0.000000e+00 1.288586e+04
## BsmtFinSF11302 BsmtFinSF11304 BsmtFinSF11308
## -2.758604e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11309 BsmtFinSF1131 BsmtFinSF11312
## 1.611829e+03 1.202556e+02 0.000000e+00
## BsmtFinSF11314 BsmtFinSF11319 BsmtFinSF1132
## 1.804071e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11320 BsmtFinSF11324 BsmtFinSF11328
## 3.939948e+04 -2.375158e+04 0.000000e+00
## BsmtFinSF11329 BsmtFinSF1133 BsmtFinSF11330
## 0.000000e+00 6.673478e+03 3.903045e+04
## BsmtFinSF11332 BsmtFinSF11333 BsmtFinSF11334
## 7.170740e+02 0.000000e+00 -7.966225e+01
## BsmtFinSF11336 BsmtFinSF11337 BsmtFinSF11338
## 3.405911e+04 0.000000e+00 4.134098e+04
## BsmtFinSF1134 BsmtFinSF11341 BsmtFinSF11346
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11350 BsmtFinSF11351 BsmtFinSF11358
## 5.312936e+04 -6.105926e+03 1.511209e+04
## BsmtFinSF11359 BsmtFinSF11360 BsmtFinSF11361
## 0.000000e+00 0.000000e+00 2.915404e+04
## BsmtFinSF11369 BsmtFinSF11373 BsmtFinSF11375
## 2.177876e+04 5.254540e+03 0.000000e+00
## BsmtFinSF1138 BsmtFinSF11383 BsmtFinSF11386
## 7.585300e+03 0.000000e+00 4.444324e+04
## BsmtFinSF11387 BsmtFinSF11390 BsmtFinSF11392
## 5.867770e+04 -3.222950e+03 0.000000e+00
## BsmtFinSF11398 BsmtFinSF1140 BsmtFinSF11400
## 4.347529e+03 0.000000e+00 2.502095e+04
## BsmtFinSF11406 BsmtFinSF1141 BsmtFinSF11410
## 8.692089e+03 1.723516e+03 2.489508e+04
## BsmtFinSF11412 BsmtFinSF11414 BsmtFinSF11416
## 0.000000e+00 0.000000e+00 5.507916e+04
## BsmtFinSF11420 BsmtFinSF11422 BsmtFinSF1143
## 0.000000e+00 1.714069e+04 0.000000e+00
## BsmtFinSF11430 BsmtFinSF11433 BsmtFinSF11436
## 0.000000e+00 0.000000e+00 4.955109e+04
## BsmtFinSF1144 BsmtFinSF11440 BsmtFinSF11441
## -3.048126e+03 -1.825445e+04 4.154372e+04
## BsmtFinSF11443 BsmtFinSF11445 BsmtFinSF11447
## 8.441266e+03 3.743549e+04 1.555171e+04
## BsmtFinSF11455 BsmtFinSF11456 BsmtFinSF11460
## 6.077940e+04 9.463307e+03 2.810329e+04
## BsmtFinSF11464 BsmtFinSF11470 BsmtFinSF11474
## 2.499860e+04 1.029120e+04 0.000000e+00
## BsmtFinSF11476 BsmtFinSF11478 BsmtFinSF1148
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11480 BsmtFinSF1149 BsmtFinSF1150
## 3.564841e+04 0.000000e+00 -2.973900e+03
## BsmtFinSF11500 BsmtFinSF11505 BsmtFinSF11513
## 0.000000e+00 0.000000e+00 1.973718e+04
## BsmtFinSF11518 BsmtFinSF1152 BsmtFinSF11531
## 2.341317e+04 2.400006e+01 0.000000e+00
## BsmtFinSF11538 BsmtFinSF1154 BsmtFinSF11540
## 0.000000e+00 0.000000e+00 3.031006e+04
## BsmtFinSF1155 BsmtFinSF11557 BsmtFinSF11558
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1156 BsmtFinSF11562 BsmtFinSF11564
## 2.888594e+03 0.000000e+00 0.000000e+00
## BsmtFinSF11567 BsmtFinSF11571 BsmtFinSF11572
## 1.721743e+04 0.000000e+00 1.240426e+04
## BsmtFinSF11573 BsmtFinSF11576 BsmtFinSF11593
## -4.356468e+03 0.000000e+00 0.000000e+00
## BsmtFinSF116 BsmtFinSF11606 BsmtFinSF11619
## 5.309052e+03 2.341965e+04 2.913411e+04
## BsmtFinSF1162 BsmtFinSF11632 BsmtFinSF11636
## 1.317592e+03 0.000000e+00 3.310417e+04
## BsmtFinSF11640 BsmtFinSF11646 BsmtFinSF1165
## 0.000000e+00 2.384219e+04 6.662910e+02
## BsmtFinSF11660 BsmtFinSF1167 BsmtFinSF1168
## 0.000000e+00 -1.722896e+04 -1.091337e+04
## BsmtFinSF11682 BsmtFinSF11684 BsmtFinSF1169
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11696 BsmtFinSF1170 BsmtFinSF1172
## 2.180237e+04 -1.198395e+03 0.000000e+00
## BsmtFinSF11721 BsmtFinSF11728 BsmtFinSF1173
## 4.374318e+04 0.000000e+00 0.000000e+00
## BsmtFinSF11732 BsmtFinSF11733 BsmtFinSF1175
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF11758 BsmtFinSF1176 BsmtFinSF11767
## 0.000000e+00 -1.698056e+03 5.969121e+04
## BsmtFinSF1179 BsmtFinSF1180 BsmtFinSF1181
## -4.419667e+03 3.944547e+03 0.000000e+00
## BsmtFinSF11810 BsmtFinSF11812 BsmtFinSF1182
## 3.218312e+04 0.000000e+00 5.036487e+03
## BsmtFinSF11836 BsmtFinSF1185 BsmtFinSF1186
## 0.000000e+00 -1.109091e+04 0.000000e+00
## BsmtFinSF1187 BsmtFinSF1188 BsmtFinSF11880
## -4.835457e+03 -2.319657e+03 7.529763e+03
## BsmtFinSF1189 BsmtFinSF1190 BsmtFinSF11904
## -1.445256e+04 0.000000e+00 5.131248e+04
## BsmtFinSF1191 BsmtFinSF1192 BsmtFinSF1193
## -7.094961e+03 3.643848e+04 -1.112015e+04
## BsmtFinSF1194 BsmtFinSF1196 BsmtFinSF11965
## -1.733075e+04 -5.042991e+03 0.000000e+00
## BsmtFinSF1197 BsmtFinSF11972 BsmtFinSF1198
## -4.706140e+03 0.000000e+00 0.000000e+00
## BsmtFinSF12 BsmtFinSF120 BsmtFinSF1200
## 6.307804e+03 1.030389e+03 0.000000e+00
## BsmtFinSF1201 BsmtFinSF1203 BsmtFinSF1204
## 0.000000e+00 6.604291e+03 -1.234712e+04
## BsmtFinSF1205 BsmtFinSF1206 BsmtFinSF1207
## 0.000000e+00 1.368334e+04 0.000000e+00
## BsmtFinSF1208 BsmtFinSF12085 BsmtFinSF1209
## 0.000000e+00 0.000000e+00 -9.272077e+02
## BsmtFinSF12096 BsmtFinSF1210 BsmtFinSF1212
## 7.852129e+04 -1.175693e+04 -1.175653e+04
## BsmtFinSF1213 BsmtFinSF12146 BsmtFinSF1215
## 5.243617e+03 0.000000e+00 0.000000e+00
## BsmtFinSF12158 BsmtFinSF1216 BsmtFinSF1218
## 0.000000e+00 -1.079568e+04 -1.551283e+04
## BsmtFinSF12188 BsmtFinSF1219 BsmtFinSF1220
## 6.098540e+04 -9.152337e+03 3.364470e+03
## BsmtFinSF1221 BsmtFinSF1222 BsmtFinSF1223
## 0.000000e+00 1.146518e+04 1.229774e+04
## BsmtFinSF1224 BsmtFinSF1225 BsmtFinSF12257
## 3.782663e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1226 BsmtFinSF12260 BsmtFinSF1228
## 9.384610e+03 -4.037212e+04 8.524903e+02
## BsmtFinSF12288 BsmtFinSF1230 BsmtFinSF1231
## 0.000000e+00 0.000000e+00 -1.503864e+04
## BsmtFinSF1234 BsmtFinSF1236 BsmtFinSF1238
## -5.163729e+02 1.041072e+04 0.000000e+00
## BsmtFinSF1239 BsmtFinSF124 BsmtFinSF1240
## -1.203790e+04 1.724778e+03 5.390958e+04
## BsmtFinSF1241 BsmtFinSF1242 BsmtFinSF1244
## -1.037872e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1246 BsmtFinSF1247 BsmtFinSF1248
## 0.000000e+00 2.629048e+02 7.408179e+03
## BsmtFinSF1249 BsmtFinSF125 BsmtFinSF1250
## -1.413851e+04 3.023427e+03 1.291702e+03
## BsmtFinSF1251 BsmtFinSF1252 BsmtFinSF1254
## 1.897512e+03 4.939950e+03 0.000000e+00
## BsmtFinSF1256 BsmtFinSF1257 BsmtFinSF1258
## 3.555636e+03 1.354911e+03 0.000000e+00
## BsmtFinSF1259 BsmtFinSF1260 BsmtFinSF1261
## 5.049682e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1262 BsmtFinSF1263 BsmtFinSF1264
## -9.043420e+03 0.000000e+00 -2.351349e+04
## BsmtFinSF1266 BsmtFinSF1267 BsmtFinSF127
## 1.249246e+04 0.000000e+00 -1.541780e+03
## BsmtFinSF1270 BsmtFinSF1271 BsmtFinSF1273
## -9.697537e+03 0.000000e+00 4.964063e+03
## BsmtFinSF1274 BsmtFinSF1275 BsmtFinSF1276
## 0.000000e+00 7.152540e+03 0.000000e+00
## BsmtFinSF1278 BsmtFinSF1279 BsmtFinSF128
## 0.000000e+00 0.000000e+00 3.497462e+03
## BsmtFinSF1280 BsmtFinSF1281 BsmtFinSF1282
## -5.947443e+03 1.409416e+04 1.361635e+02
## BsmtFinSF1283 BsmtFinSF1284 BsmtFinSF1285
## 0.000000e+00 -5.848240e+02 -1.249145e+03
## BsmtFinSF1286 BsmtFinSF1288 BsmtFinSF1290
## 0.000000e+00 -2.826937e+03 -1.443376e+03
## BsmtFinSF1292 BsmtFinSF1294 BsmtFinSF1296
## -1.954201e+04 -1.799136e+04 8.223342e+03
## BsmtFinSF1297 BsmtFinSF1298 BsmtFinSF1299
## 2.161220e+04 -3.801019e+03 -1.648567e+04
## BsmtFinSF1300 BsmtFinSF1301 BsmtFinSF1305
## 1.612041e+03 1.067020e+03 0.000000e+00
## BsmtFinSF1306 BsmtFinSF1308 BsmtFinSF1309
## -6.201124e+03 -3.258867e+03 -8.691701e+03
## BsmtFinSF1310 BsmtFinSF1311 BsmtFinSF1312
## 3.797335e+03 -7.745407e+03 -5.455962e+03
## BsmtFinSF1314 BsmtFinSF1315 BsmtFinSF1316
## 0.000000e+00 -4.277339e+03 0.000000e+00
## BsmtFinSF1317 BsmtFinSF1318 BsmtFinSF1319
## -7.400832e+03 0.000000e+00 -1.101963e+04
## BsmtFinSF132 BsmtFinSF1320 BsmtFinSF1321
## 0.000000e+00 1.134686e+04 -9.176336e+02
## BsmtFinSF1322 BsmtFinSF1324 BsmtFinSF1326
## -1.347331e+04 -8.959469e+03 1.125313e+04
## BsmtFinSF1328 BsmtFinSF1329 BsmtFinSF133
## -1.645022e+02 1.539138e+03 6.682461e+03
## BsmtFinSF1330 BsmtFinSF1331 BsmtFinSF1332
## -5.350335e+03 1.716604e+04 0.000000e+00
## BsmtFinSF1334 BsmtFinSF1335 BsmtFinSF1336
## -2.477785e+03 0.000000e+00 5.493588e+03
## BsmtFinSF1337 BsmtFinSF1338 BsmtFinSF1339
## 0.000000e+00 5.726677e+02 0.000000e+00
## BsmtFinSF1340 BsmtFinSF1341 BsmtFinSF1342
## -6.370090e+03 3.515727e+04 0.000000e+00
## BsmtFinSF1343 BsmtFinSF1344 BsmtFinSF1346
## 0.000000e+00 1.393129e+03 0.000000e+00
## BsmtFinSF1347 BsmtFinSF1348 BsmtFinSF1349
## 0.000000e+00 -1.264428e+04 3.508023e+03
## BsmtFinSF135 BsmtFinSF1350 BsmtFinSF1351
## 7.842712e+02 -4.357008e+03 2.114686e+03
## BsmtFinSF1352 BsmtFinSF1353 BsmtFinSF1354
## 3.174103e+04 -4.402769e+03 -7.788531e+03
## BsmtFinSF1355 BsmtFinSF1356 BsmtFinSF1358
## 0.000000e+00 -1.997707e+04 -6.890990e+03
## BsmtFinSF136 BsmtFinSF1360 BsmtFinSF1361
## -3.625068e+03 9.258818e+03 5.035637e+03
## BsmtFinSF1362 BsmtFinSF1363 BsmtFinSF1364
## 0.000000e+00 0.000000e+00 -4.866571e+03
## BsmtFinSF1365 BsmtFinSF1366 BsmtFinSF1368
## -9.462434e+03 0.000000e+00 -3.749528e+03
## BsmtFinSF1369 BsmtFinSF1370 BsmtFinSF1371
## 8.524107e+03 3.635364e+03 -1.089416e+04
## BsmtFinSF1372 BsmtFinSF1373 BsmtFinSF1374
## 0.000000e+00 0.000000e+00 4.060405e+03
## BsmtFinSF1375 BsmtFinSF1376 BsmtFinSF1377
## -7.535374e+03 0.000000e+00 1.476598e+03
## BsmtFinSF1378 BsmtFinSF1379 BsmtFinSF1380
## -1.155072e+04 -2.639035e+03 8.826801e+03
## BsmtFinSF1381 BsmtFinSF1382 BsmtFinSF1383
## 9.339880e+03 0.000000e+00 -2.266047e+04
## BsmtFinSF1384 BsmtFinSF1385 BsmtFinSF1386
## -7.606474e+03 3.841854e+03 -1.110297e+04
## BsmtFinSF1387 BsmtFinSF1388 BsmtFinSF1389
## -5.922425e+02 -6.172257e+03 0.000000e+00
## BsmtFinSF1390 BsmtFinSF1392 BsmtFinSF1393
## -1.050049e+04 -1.932788e+04 0.000000e+00
## BsmtFinSF1394 BsmtFinSF1397 BsmtFinSF1398
## 2.906711e+03 -3.672794e+03 -1.180278e+03
## BsmtFinSF1399 BsmtFinSF140 BsmtFinSF1400
## -1.249026e+03 -1.730124e+04 -2.880771e+03
## BsmtFinSF14010 BsmtFinSF1402 BsmtFinSF1403
## 0.000000e+00 4.416504e+02 3.772012e+03
## BsmtFinSF1404 BsmtFinSF1405 BsmtFinSF1406
## -3.551827e+03 2.157917e+03 0.000000e+00
## BsmtFinSF1408 BsmtFinSF141 BsmtFinSF1410
## -3.173810e+03 2.759100e+03 1.386445e+04
## BsmtFinSF1412 BsmtFinSF1414 BsmtFinSF1415
## 8.161609e+02 -3.478338e+03 -1.061261e+03
## BsmtFinSF1416 BsmtFinSF1417 BsmtFinSF1419
## 1.170396e+04 1.288132e+04 -1.817561e+03
## BsmtFinSF142 BsmtFinSF1420 BsmtFinSF1421
## 0.000000e+00 -5.706005e+03 1.193928e+03
## BsmtFinSF1422 BsmtFinSF1423 BsmtFinSF1424
## -9.417151e+03 -9.644760e+03 0.000000e+00
## BsmtFinSF1425 BsmtFinSF1426 BsmtFinSF1427
## 3.834806e+02 4.927875e+03 -8.430118e+03
## BsmtFinSF1428 BsmtFinSF1429 BsmtFinSF1430
## 8.941663e+03 1.377025e+04 -1.316577e+03
## BsmtFinSF1432 BsmtFinSF1433 BsmtFinSF1434
## -7.897745e+02 0.000000e+00 0.000000e+00
## BsmtFinSF1435 BsmtFinSF1436 BsmtFinSF1437
## 0.000000e+00 -5.300424e+02 1.204585e+04
## BsmtFinSF1438 BsmtFinSF1439 BsmtFinSF1440
## -1.113176e+04 3.029455e+03 -1.390904e+04
## BsmtFinSF1441 BsmtFinSF1442 BsmtFinSF1443
## 0.000000e+00 -9.030807e+01 -1.893465e+03
## BsmtFinSF1444 BsmtFinSF1445 BsmtFinSF1448
## 7.818688e+03 1.010609e+04 -6.170303e+03
## BsmtFinSF1450 BsmtFinSF1452 BsmtFinSF1453
## -3.168751e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1454 BsmtFinSF1455 BsmtFinSF1456
## -4.842209e+03 0.000000e+00 2.283588e+04
## BsmtFinSF1457 BsmtFinSF1458 BsmtFinSF1459
## -3.366196e+03 0.000000e+00 -5.741606e+03
## BsmtFinSF1460 BsmtFinSF1462 BsmtFinSF1464
## -2.243380e+03 -1.680175e+04 1.517036e+04
## BsmtFinSF1465 BsmtFinSF1466 BsmtFinSF1467
## -2.514952e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1468 BsmtFinSF1469 BsmtFinSF1471
## 6.104373e+03 0.000000e+00 -2.975961e+03
## BsmtFinSF1472 BsmtFinSF1474 BsmtFinSF1475
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1476 BsmtFinSF1477 BsmtFinSF148
## 0.000000e+00 1.109855e+04 1.631868e+03
## BsmtFinSF1480 BsmtFinSF1481 BsmtFinSF1482
## -4.019186e+03 0.000000e+00 2.001633e+03
## BsmtFinSF1483 BsmtFinSF1484 BsmtFinSF1485
## 9.438734e+03 4.810023e+03 1.126582e+04
## BsmtFinSF1486 BsmtFinSF1488 BsmtFinSF1489
## -2.032259e+02 0.000000e+00 -1.477389e+04
## BsmtFinSF149 BsmtFinSF1490 BsmtFinSF1491
## -2.462117e+03 -7.145234e+03 0.000000e+00
## BsmtFinSF1492 BsmtFinSF1493 BsmtFinSF1494
## -7.148833e+03 6.595199e+03 0.000000e+00
## BsmtFinSF1495 BsmtFinSF1496 BsmtFinSF1497
## -1.222570e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1498 BsmtFinSF150 BsmtFinSF1500
## -8.249340e+03 -1.782231e+03 -1.515604e+02
## BsmtFinSF1501 BsmtFinSF1502 BsmtFinSF1503
## 0.000000e+00 0.000000e+00 5.048563e+03
## BsmtFinSF1504 BsmtFinSF1505 BsmtFinSF1506
## 7.283569e+03 9.029910e+03 -2.213880e+03
## BsmtFinSF1507 BsmtFinSF1509 BsmtFinSF151
## -9.349195e+03 -4.611520e+03 0.000000e+00
## BsmtFinSF1510 BsmtFinSF1512 BsmtFinSF1513
## 5.832451e+03 1.099318e+04 5.979098e+03
## BsmtFinSF1514 BsmtFinSF1515 BsmtFinSF1516
## 0.000000e+00 -1.191420e+04 5.009180e+03
## BsmtFinSF1518 BsmtFinSF152 BsmtFinSF1520
## -1.926340e+04 0.000000e+00 -6.252219e+03
## BsmtFinSF1521 BsmtFinSF1522 BsmtFinSF1523
## 7.830784e+03 4.807766e+03 -1.912381e+04
## BsmtFinSF1524 BsmtFinSF1526 BsmtFinSF1527
## -2.842586e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1528 BsmtFinSF153 BsmtFinSF1531
## -1.979594e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1532 BsmtFinSF1533 BsmtFinSF1534
## 4.753876e+03 -5.629899e+03 -2.313924e+03
## BsmtFinSF1535 BsmtFinSF1536 BsmtFinSF1537
## 1.522065e+03 -1.377045e+04 0.000000e+00
## BsmtFinSF1538 BsmtFinSF1539 BsmtFinSF154
## 7.878511e+03 8.961002e+03 0.000000e+00
## BsmtFinSF1540 BsmtFinSF1543 BsmtFinSF1544
## -1.861376e+03 9.078776e+03 -7.777913e+02
## BsmtFinSF1546 BsmtFinSF1547 BsmtFinSF1548
## 1.969329e+04 -2.827787e+02 1.004393e+04
## BsmtFinSF1549 BsmtFinSF155 BsmtFinSF1550
## 8.429826e+02 0.000000e+00 6.142415e+03
## BsmtFinSF1551 BsmtFinSF1552 BsmtFinSF1553
## -2.151526e+04 1.293284e+04 -5.585392e+03
## BsmtFinSF1554 BsmtFinSF1556 BsmtFinSF1557
## -8.071369e+03 -9.486812e+03 0.000000e+00
## BsmtFinSF1559 BsmtFinSF156 BsmtFinSF1560
## 1.313271e+04 1.336951e+04 -1.308203e+02
## BsmtFinSF1562 BsmtFinSF1564 BsmtFinSF15644
## 1.409924e+03 -4.134216e+03 -5.177722e+04
## BsmtFinSF1565 BsmtFinSF1566 BsmtFinSF1567
## -4.721258e+03 -6.653156e+03 1.826228e+03
## BsmtFinSF1568 BsmtFinSF1569 BsmtFinSF157
## -2.133734e+03 -2.541457e+03 1.925279e+04
## BsmtFinSF1570 BsmtFinSF1572 BsmtFinSF1573
## 3.693745e+03 5.766805e+03 -1.542982e+04
## BsmtFinSF1574 BsmtFinSF1575 BsmtFinSF1576
## 0.000000e+00 7.921384e+03 0.000000e+00
## BsmtFinSF1577 BsmtFinSF1578 BsmtFinSF1579
## 0.000000e+00 -1.265701e+04 0.000000e+00
## BsmtFinSF1580 BsmtFinSF1583 BsmtFinSF1584
## -7.481780e+03 0.000000e+00 3.387722e+03
## BsmtFinSF1585 BsmtFinSF1586 BsmtFinSF1587
## 3.470661e+03 1.208090e+03 0.000000e+00
## BsmtFinSF1588 BsmtFinSF1590 BsmtFinSF1592
## -1.180539e+04 0.000000e+00 8.950337e+03
## BsmtFinSF1593 BsmtFinSF1594 BsmtFinSF1595
## 6.550616e+03 -1.104751e+04 -2.498063e+03
## BsmtFinSF1596 BsmtFinSF1599 BsmtFinSF160
## 0.000000e+00 7.140447e+03 0.000000e+00
## BsmtFinSF1600 BsmtFinSF1601 BsmtFinSF1602
## -1.801284e+03 0.000000e+00 -2.973035e+02
## BsmtFinSF1603 BsmtFinSF1604 BsmtFinSF1605
## 9.924911e+03 -1.416752e+04 -3.272264e+03
## BsmtFinSF1606 BsmtFinSF1607 BsmtFinSF1608
## 0.000000e+00 -6.998921e+03 1.394937e+03
## BsmtFinSF1609 BsmtFinSF1611 BsmtFinSF1612
## -8.201009e+03 -1.102371e+04 -1.701008e+04
## BsmtFinSF1614 BsmtFinSF1615 BsmtFinSF1616
## -8.850024e+03 0.000000e+00 -3.677271e+03
## BsmtFinSF1617 BsmtFinSF1619 BsmtFinSF1620
## 6.804069e+03 -3.120442e+02 -1.133893e+04
## BsmtFinSF1621 BsmtFinSF1622 BsmtFinSF1623
## 0.000000e+00 -1.807958e+04 4.856384e+03
## BsmtFinSF1624 BsmtFinSF1625 BsmtFinSF1626
## -6.655934e+03 -7.315847e+02 1.169055e+04
## BsmtFinSF163 BsmtFinSF1630 BsmtFinSF1631
## 2.969321e+03 -1.616260e+03 -7.660486e+03
## BsmtFinSF1632 BsmtFinSF1633 BsmtFinSF1634
## 1.267461e+04 -3.009098e+03 0.000000e+00
## BsmtFinSF1636 BsmtFinSF1637 BsmtFinSF1638
## 0.000000e+00 -1.501407e+03 0.000000e+00
## BsmtFinSF1639 BsmtFinSF164 BsmtFinSF1641
## 1.309106e+04 1.563735e+04 -6.291529e+03
## BsmtFinSF1642 BsmtFinSF1643 BsmtFinSF1644
## -4.441733e+03 7.944142e+03 -8.203971e+03
## BsmtFinSF1645 BsmtFinSF1646 BsmtFinSF1647
## 4.313610e+03 1.098944e+04 0.000000e+00
## BsmtFinSF1648 BsmtFinSF1649 BsmtFinSF165
## -1.040970e+04 -1.296855e+04 0.000000e+00
## BsmtFinSF1650 BsmtFinSF1651 BsmtFinSF1652
## -3.118235e+04 3.055991e+03 0.000000e+00
## BsmtFinSF1654 BsmtFinSF1655 BsmtFinSF1656
## 0.000000e+00 2.189258e+03 2.456565e+03
## BsmtFinSF1658 BsmtFinSF1659 BsmtFinSF1660
## -1.302558e+04 -6.145108e+03 -3.521833e+03
## BsmtFinSF1661 BsmtFinSF1662 BsmtFinSF1663
## -1.243073e+04 6.735242e+02 6.286695e+03
## BsmtFinSF1664 BsmtFinSF1666 BsmtFinSF1668
## 9.831692e+03 -5.596039e+02 2.009096e+03
## BsmtFinSF1669 BsmtFinSF1670 BsmtFinSF1671
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1672 BsmtFinSF1673 BsmtFinSF1674
## 1.357551e+04 3.113522e+03 -2.405887e+04
## BsmtFinSF1678 BsmtFinSF1679 BsmtFinSF168
## 6.664019e+03 8.165495e+03 0.000000e+00
## BsmtFinSF1680 BsmtFinSF1681 BsmtFinSF1682
## -5.309822e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1683 BsmtFinSF1684 BsmtFinSF1685
## 0.000000e+00 3.789899e+03 -3.754036e+03
## BsmtFinSF1686 BsmtFinSF1687 BsmtFinSF1688
## -8.491032e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1689 BsmtFinSF1690 BsmtFinSF1691
## 2.923233e+04 -1.207129e+04 0.000000e+00
## BsmtFinSF1692 BsmtFinSF1694 BsmtFinSF1695
## 9.308537e+03 -1.121737e+04 -2.060579e+03
## BsmtFinSF1696 BsmtFinSF1697 BsmtFinSF1698
## 5.568283e+03 5.116068e+03 3.936424e+03
## BsmtFinSF1699 BsmtFinSF170 BsmtFinSF1700
## 8.683870e+02 0.000000e+00 1.014230e+03
## BsmtFinSF1701 BsmtFinSF1702 BsmtFinSF1704
## 0.000000e+00 6.291455e+03 -7.898011e+03
## BsmtFinSF1705 BsmtFinSF1706 BsmtFinSF1708
## -1.710890e+04 3.395184e+03 2.156843e+04
## BsmtFinSF1709 BsmtFinSF1710 BsmtFinSF1712
## 0.000000e+00 0.000000e+00 5.424650e+03
## BsmtFinSF1713 BsmtFinSF1714 BsmtFinSF1716
## 1.377759e+04 -5.363284e+03 5.756917e+03
## BsmtFinSF1717 BsmtFinSF1718 BsmtFinSF1719
## 0.000000e+00 0.000000e+00 8.908842e+03
## BsmtFinSF172 BsmtFinSF1720 BsmtFinSF1722
## -6.755757e+03 1.958731e+03 0.000000e+00
## BsmtFinSF1724 BsmtFinSF1725 BsmtFinSF1726
## 1.967923e+02 0.000000e+00 0.000000e+00
## BsmtFinSF1727 BsmtFinSF1728 BsmtFinSF1729
## 0.000000e+00 1.080675e+04 0.000000e+00
## BsmtFinSF173 BsmtFinSF1731 BsmtFinSF1732
## 0.000000e+00 -2.232692e+04 -2.635154e+03
## BsmtFinSF1733 BsmtFinSF1734 BsmtFinSF1735
## 9.219895e+02 -7.017432e+03 7.272914e+02
## BsmtFinSF1736 BsmtFinSF1737 BsmtFinSF1738
## 0.000000e+00 7.945319e+03 -5.682012e+03
## BsmtFinSF1739 BsmtFinSF1740 BsmtFinSF1741
## 1.197888e+03 -8.163534e+02 0.000000e+00
## BsmtFinSF1742 BsmtFinSF1744 BsmtFinSF1745
## -1.127905e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1746 BsmtFinSF1747 BsmtFinSF1748
## 9.366504e+03 1.938085e+02 -2.836582e+03
## BsmtFinSF1749 BsmtFinSF175 BsmtFinSF1750
## 0.000000e+00 -3.023477e+03 -1.109422e+03
## BsmtFinSF1751 BsmtFinSF1755 BsmtFinSF1756
## -1.635045e+04 0.000000e+00 -1.271726e+04
## BsmtFinSF1758 BsmtFinSF1759 BsmtFinSF176
## 0.000000e+00 7.832163e+03 0.000000e+00
## BsmtFinSF1760 BsmtFinSF1762 BsmtFinSF1763
## 0.000000e+00 9.762291e+02 -7.014255e+03
## BsmtFinSF1764 BsmtFinSF1765 BsmtFinSF1766
## 0.000000e+00 2.061439e+03 0.000000e+00
## BsmtFinSF1767 BsmtFinSF1769 BsmtFinSF177
## -1.499102e+04 -9.283866e+03 0.000000e+00
## BsmtFinSF1770 BsmtFinSF1771 BsmtFinSF1772
## 0.000000e+00 0.000000e+00 -5.067119e+02
## BsmtFinSF1773 BsmtFinSF1774 BsmtFinSF1775
## -8.352298e+03 1.374485e+03 -6.220233e+03
## BsmtFinSF1776 BsmtFinSF1777 BsmtFinSF1778
## 6.514125e+03 4.305168e+03 -4.741217e+03
## BsmtFinSF1779 BsmtFinSF178 BsmtFinSF1780
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1781 BsmtFinSF1782 BsmtFinSF1783
## 2.281839e+04 0.000000e+00 -5.661787e+03
## BsmtFinSF1784 BsmtFinSF1785 BsmtFinSF1786
## -1.377518e+03 0.000000e+00 -4.912451e+03
## BsmtFinSF1787 BsmtFinSF1788 BsmtFinSF1789
## -4.906304e+03 6.661700e+03 8.470816e+03
## BsmtFinSF1790 BsmtFinSF1791 BsmtFinSF1792
## -2.389615e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1793 BsmtFinSF1794 BsmtFinSF1795
## 0.000000e+00 0.000000e+00 1.986089e+04
## BsmtFinSF1796 BsmtFinSF1797 BsmtFinSF1799
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF180 BsmtFinSF1800 BsmtFinSF1803
## 4.673903e+03 0.000000e+00 -3.846901e+03
## BsmtFinSF1804 BsmtFinSF1806 BsmtFinSF1808
## 6.387968e+03 -7.842606e+03 -4.608124e+03
## BsmtFinSF1809 BsmtFinSF181 BsmtFinSF1810
## 0.000000e+00 9.578254e+03 7.046756e+03
## BsmtFinSF1811 BsmtFinSF1812 BsmtFinSF1813
## 0.000000e+00 1.392623e+04 0.000000e+00
## BsmtFinSF1814 BsmtFinSF1816 BsmtFinSF1819
## -5.388159e+03 3.068720e+03 -1.705906e+03
## BsmtFinSF1820 BsmtFinSF1821 BsmtFinSF1822
## 0.000000e+00 -6.221640e+03 9.037159e+02
## BsmtFinSF1824 BsmtFinSF1826 BsmtFinSF1827
## 9.780538e+03 0.000000e+00 2.353802e+03
## BsmtFinSF1828 BsmtFinSF1830 BsmtFinSF1831
## 3.620909e+03 -7.852583e+03 -1.347597e+04
## BsmtFinSF1832 BsmtFinSF1833 BsmtFinSF1836
## -1.155893e+04 3.879405e+03 7.040173e+02
## BsmtFinSF1837 BsmtFinSF1838 BsmtFinSF1840
## -2.001891e+04 0.000000e+00 -1.320557e+04
## BsmtFinSF1841 BsmtFinSF1842 BsmtFinSF1844
## -5.120519e+03 1.786481e+04 0.000000e+00
## BsmtFinSF1846 BsmtFinSF1847 BsmtFinSF1848
## 1.933114e+04 0.000000e+00 0.000000e+00
## BsmtFinSF185 BsmtFinSF1850 BsmtFinSF1851
## 0.000000e+00 0.000000e+00 -1.642436e+04
## BsmtFinSF1852 BsmtFinSF1853 BsmtFinSF1854
## -8.133632e+02 0.000000e+00 1.743109e+04
## BsmtFinSF1856 BsmtFinSF1859 BsmtFinSF1860
## 0.000000e+00 -1.937912e+04 6.375507e+02
## BsmtFinSF1862 BsmtFinSF1863 BsmtFinSF1864
## 9.958980e+03 1.344191e+04 0.000000e+00
## BsmtFinSF1865 BsmtFinSF1866 BsmtFinSF1867
## 1.645294e+04 4.885705e+03 -7.726721e+03
## BsmtFinSF1870 BsmtFinSF1871 BsmtFinSF1872
## 0.000000e+00 1.661933e+04 0.000000e+00
## BsmtFinSF1873 BsmtFinSF1874 BsmtFinSF1876
## 0.000000e+00 -7.739822e+02 0.000000e+00
## BsmtFinSF188 BsmtFinSF1880 BsmtFinSF1881
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1883 BsmtFinSF1885 BsmtFinSF1888
## -1.447473e+03 5.713170e+02 0.000000e+00
## BsmtFinSF1890 BsmtFinSF1892 BsmtFinSF1893
## 0.000000e+00 -2.671711e+03 0.000000e+00
## BsmtFinSF1894 BsmtFinSF1895 BsmtFinSF1896
## 1.456895e+04 -1.988586e+03 4.815056e+02
## BsmtFinSF1897 BsmtFinSF1899 BsmtFinSF1900
## -6.234829e+03 1.237774e+03 -9.033318e+03
## BsmtFinSF1901 BsmtFinSF1902 BsmtFinSF1903
## 0.000000e+00 -5.367956e+03 5.983107e+03
## BsmtFinSF1904 BsmtFinSF1905 BsmtFinSF1906
## 1.051723e+04 -1.550068e+04 1.517034e+04
## BsmtFinSF1908 BsmtFinSF1909 BsmtFinSF1910
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1912 BsmtFinSF1913 BsmtFinSF1914
## -8.923169e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1915 BsmtFinSF1916 BsmtFinSF1918
## 3.036405e+03 1.625985e+04 0.000000e+00
## BsmtFinSF1919 BsmtFinSF1920 BsmtFinSF1922
## 1.045967e+04 -7.527293e+03 1.590294e+04
## BsmtFinSF1923 BsmtFinSF1924 BsmtFinSF1925
## 0.000000e+00 0.000000e+00 8.502413e+03
## BsmtFinSF1926 BsmtFinSF1929 BsmtFinSF1930
## 0.000000e+00 1.347915e+04 0.000000e+00
## BsmtFinSF1931 BsmtFinSF1932 BsmtFinSF1935
## 0.000000e+00 1.292907e+04 0.000000e+00
## BsmtFinSF1936 BsmtFinSF1937 BsmtFinSF1938
## 3.170192e+03 0.000000e+00 2.849189e+03
## BsmtFinSF1939 BsmtFinSF194 BsmtFinSF1941
## 0.000000e+00 -9.979215e+03 1.869354e+03
## BsmtFinSF1943 BsmtFinSF1944 BsmtFinSF1945
## -9.290839e+03 0.000000e+00 2.314428e+04
## BsmtFinSF1946 BsmtFinSF1949 BsmtFinSF1950
## 7.687734e+03 0.000000e+00 0.000000e+00
## BsmtFinSF1951 BsmtFinSF1952 BsmtFinSF1953
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF1954 BsmtFinSF1955 BsmtFinSF1956
## 0.000000e+00 0.000000e+00 9.394352e+03
## BsmtFinSF1958 BsmtFinSF196 BsmtFinSF1960
## 1.741611e+04 0.000000e+00 0.000000e+00
## BsmtFinSF1962 BsmtFinSF1964 BsmtFinSF1965
## 0.000000e+00 0.000000e+00 1.595948e+04
## BsmtFinSF1967 BsmtFinSF1968 BsmtFinSF1969
## 1.865365e+04 0.000000e+00 -3.227440e+04
## BsmtFinSF1970 BsmtFinSF1973 BsmtFinSF1975
## 1.791953e+04 0.000000e+00 2.760186e+03
## BsmtFinSF1976 BsmtFinSF1978 BsmtFinSF1980
## 1.090219e+04 1.302737e+04 -5.090627e+03
## BsmtFinSF1982 BsmtFinSF1983 BsmtFinSF1984
## 9.703493e+03 0.000000e+00 4.182249e+04
## BsmtFinSF1985 BsmtFinSF1986 BsmtFinSF1987
## -1.414566e+04 9.795389e+03 -9.641630e+03
## BsmtFinSF1988 BsmtFinSF1990 BsmtFinSF1991
## 2.590832e+03 8.457321e+03 -4.681154e+03
## BsmtFinSF1994 BsmtFinSF1996 BsmtFinSF1998
## -3.756615e+03 0.000000e+00 2.715859e+03
## BsmtFinType2ALQ BsmtFinType2BLQ BsmtFinType2GLQ
## 6.440621e+03 8.431643e+01 2.887896e+03
## BsmtFinType2LwQ BsmtFinType2Rec BsmtFinType2Unf
## 5.635260e+02 8.569760e+02 6.678113e+03
## BsmtFinSF2102 BsmtFinSF21020 BsmtFinSF21029
## 0.000000e+00 0.000000e+00 5.916648e+02
## BsmtFinSF21031 BsmtFinSF21037 BsmtFinSF21039
## 1.965127e+04 0.000000e+00 0.000000e+00
## BsmtFinSF2105 BsmtFinSF21057 BsmtFinSF2106
## -8.548115e+03 1.191457e+04 -1.389577e+04
## BsmtFinSF21061 BsmtFinSF21063 BsmtFinSF21073
## 5.592437e+03 8.176495e+03 0.000000e+00
## BsmtFinSF2108 BsmtFinSF21080 BsmtFinSF21083
## 1.282007e+04 1.671646e+04 0.000000e+00
## BsmtFinSF21085 BsmtFinSF2110 BsmtFinSF21120
## -4.119488e+03 9.563819e+03 1.057065e+04
## BsmtFinSF21127 BsmtFinSF2113 BsmtFinSF2116
## -1.326004e+04 0.000000e+00 0.000000e+00
## BsmtFinSF21164 BsmtFinSF2117 BsmtFinSF2119
## 0.000000e+00 5.623157e+03 9.782603e+03
## BsmtFinSF212 BsmtFinSF2120 BsmtFinSF2121
## 0.000000e+00 0.000000e+00 5.637895e+03
## BsmtFinSF2123 BsmtFinSF2125 BsmtFinSF2127
## 4.594810e+03 -2.411722e+03 -7.712949e+03
## BsmtFinSF2128 BsmtFinSF2132 BsmtFinSF2136
## 7.507076e+03 1.010065e+03 0.000000e+00
## BsmtFinSF2138 BsmtFinSF2139 BsmtFinSF21393
## 0.000000e+00 -2.010512e+03 0.000000e+00
## BsmtFinSF2144 BsmtFinSF2147 BsmtFinSF21474
## 7.140341e+03 -2.172240e+03 2.837058e+04
## BsmtFinSF2149 BsmtFinSF2150 BsmtFinSF21526
## -1.415195e+02 8.297757e+03 0.000000e+00
## BsmtFinSF2153 BsmtFinSF2154 BsmtFinSF2156
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2159 BsmtFinSF2162 BsmtFinSF2163
## 0.000000e+00 0.000000e+00 8.358533e+03
## BsmtFinSF2165 BsmtFinSF2167 BsmtFinSF2168
## -3.970120e+03 0.000000e+00 3.406651e+03
## BsmtFinSF2169 BsmtFinSF2173 BsmtFinSF2174
## 1.395799e+04 9.142843e+03 7.776927e+03
## BsmtFinSF2175 BsmtFinSF2177 BsmtFinSF2180
## 4.752124e+03 1.257473e+04 2.158769e+03
## BsmtFinSF2181 BsmtFinSF2182 BsmtFinSF2184
## -1.316449e+03 1.129044e+04 -1.760464e+04
## BsmtFinSF2186 BsmtFinSF2193 BsmtFinSF2196
## 0.000000e+00 4.014579e+03 0.000000e+00
## BsmtFinSF2201 BsmtFinSF2202 BsmtFinSF2206
## 0.000000e+00 -3.677442e+02 0.000000e+00
## BsmtFinSF2208 BsmtFinSF2210 BsmtFinSF2211
## 5.634382e+03 -1.663484e+03 -9.183032e+03
## BsmtFinSF2215 BsmtFinSF2216 BsmtFinSF2219
## 2.563436e+04 0.000000e+00 3.876927e+01
## BsmtFinSF2227 BsmtFinSF2228 BsmtFinSF2230
## 0.000000e+00 7.734912e+03 -1.184162e+04
## BsmtFinSF2232 BsmtFinSF2239 BsmtFinSF2240
## 9.541003e+03 7.690797e+03 1.094140e+04
## BsmtFinSF2243 BsmtFinSF2247 BsmtFinSF2250
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2252 BsmtFinSF2258 BsmtFinSF2259
## 0.000000e+00 -1.379670e+03 0.000000e+00
## BsmtFinSF2262 BsmtFinSF2263 BsmtFinSF2264
## 0.000000e+00 0.000000e+00 -1.534046e+04
## BsmtFinSF2270 BsmtFinSF2273 BsmtFinSF2276
## 0.000000e+00 5.335489e+03 1.514238e+04
## BsmtFinSF2278 BsmtFinSF2279 BsmtFinSF228
## 0.000000e+00 9.664050e+03 8.723050e+03
## BsmtFinSF2281 BsmtFinSF2284 BsmtFinSF2286
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2287 BsmtFinSF2288 BsmtFinSF2290
## 6.008355e+03 0.000000e+00 -6.292972e+03
## BsmtFinSF2294 BsmtFinSF2297 BsmtFinSF2306
## -6.512031e+03 0.000000e+00 -9.402588e+02
## BsmtFinSF2308 BsmtFinSF2311 BsmtFinSF2319
## 0.000000e+00 -4.320055e+04 0.000000e+00
## BsmtFinSF232 BsmtFinSF2321 BsmtFinSF2324
## -1.996252e+04 0.000000e+00 1.687370e+03
## BsmtFinSF2334 BsmtFinSF2336 BsmtFinSF2337
## 1.298195e+04 -1.040385e+04 0.000000e+00
## BsmtFinSF2344 BsmtFinSF2345 BsmtFinSF235
## 2.339532e+03 5.455588e+03 -2.285602e+02
## BsmtFinSF2350 BsmtFinSF2351 BsmtFinSF2352
## 0.000000e+00 0.000000e+00 1.390960e+04
## BsmtFinSF2354 BsmtFinSF2360 BsmtFinSF2362
## -1.138431e+04 0.000000e+00 1.212834e+04
## BsmtFinSF2364 BsmtFinSF2373 BsmtFinSF2374
## 0.000000e+00 0.000000e+00 9.557159e+03
## BsmtFinSF2375 BsmtFinSF2377 BsmtFinSF238
## -1.189763e+03 1.607947e+04 0.000000e+00
## BsmtFinSF2380 BsmtFinSF2382 BsmtFinSF2387
## 6.189775e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2391 BsmtFinSF2393 BsmtFinSF2396
## -1.792192e+02 0.000000e+00 2.250496e+03
## BsmtFinSF2398 BsmtFinSF240 BsmtFinSF2400
## 0.000000e+00 1.073999e+03 1.181195e+04
## BsmtFinSF2402 BsmtFinSF2404 BsmtFinSF241
## 0.000000e+00 0.000000e+00 2.515163e+03
## BsmtFinSF2411 BsmtFinSF2417 BsmtFinSF2419
## -6.722345e+03 0.000000e+00 0.000000e+00
## BsmtFinSF242 BsmtFinSF2420 BsmtFinSF2432
## 0.000000e+00 -4.823725e+02 0.000000e+00
## BsmtFinSF2435 BsmtFinSF2438 BsmtFinSF2441
## 3.148071e+03 2.369131e+03 -2.946108e+03
## BsmtFinSF2442 BsmtFinSF2448 BsmtFinSF2449
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2450 BsmtFinSF2453 BsmtFinSF2456
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF246 BsmtFinSF2465 BsmtFinSF2466
## 0.000000e+00 -2.205504e+03 8.449990e+03
## BsmtFinSF2468 BsmtFinSF2469 BsmtFinSF2472
## 5.706866e+02 -3.032134e+03 6.298455e+03
## BsmtFinSF2474 BsmtFinSF2479 BsmtFinSF248
## 0.000000e+00 1.154375e+04 0.000000e+00
## BsmtFinSF2480 BsmtFinSF2483 BsmtFinSF2486
## -5.700156e+03 0.000000e+00 -4.466679e+03
## BsmtFinSF2488 BsmtFinSF2491 BsmtFinSF2492
## 0.000000e+00 -5.106503e+02 -8.062515e+03
## BsmtFinSF2495 BsmtFinSF2497 BsmtFinSF2499
## 3.407171e+03 0.000000e+00 -4.575565e+02
## BsmtFinSF2500 BsmtFinSF2506 BsmtFinSF2507
## 1.195982e+04 2.189610e+02 0.000000e+00
## BsmtFinSF2512 BsmtFinSF252 BsmtFinSF2522
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2529 BsmtFinSF2530 BsmtFinSF2531
## 0.000000e+00 0.000000e+00 5.612074e+03
## BsmtFinSF2532 BsmtFinSF2539 BsmtFinSF2543
## 6.319348e+03 2.215632e+04 0.000000e+00
## BsmtFinSF2544 BsmtFinSF2546 BsmtFinSF2547
## -1.801495e+03 -1.752788e+04 9.629136e+03
## BsmtFinSF2551 BsmtFinSF2555 BsmtFinSF2557
## -2.059360e+03 0.000000e+00 1.741338e+04
## BsmtFinSF2580 BsmtFinSF2590 BsmtFinSF2596
## -5.879887e+03 0.000000e+00 0.000000e+00
## BsmtFinSF26 BsmtFinSF260 BsmtFinSF2600
## 0.000000e+00 0.000000e+00 1.226665e+04
## BsmtFinSF2604 BsmtFinSF2606 BsmtFinSF2608
## 0.000000e+00 1.229458e+04 8.348176e+03
## BsmtFinSF2612 BsmtFinSF2613 BsmtFinSF2619
## 1.073864e+04 0.000000e+00 0.000000e+00
## BsmtFinSF2620 BsmtFinSF2622 BsmtFinSF2624
## -8.882159e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2627 BsmtFinSF263 BsmtFinSF2630
## 5.687315e+03 0.000000e+00 5.759723e+03
## BsmtFinSF2634 BsmtFinSF264 BsmtFinSF2645
## -3.569339e+03 -2.220762e+03 6.230628e+02
## BsmtFinSF266 BsmtFinSF2661 BsmtFinSF2668
## 0.000000e+00 -7.695721e+03 1.631817e+03
## BsmtFinSF2670 BsmtFinSF2679 BsmtFinSF268
## -1.150065e+03 0.000000e+00 1.545585e+04
## BsmtFinSF2682 BsmtFinSF2684 BsmtFinSF2688
## 7.820742e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2690 BsmtFinSF2691 BsmtFinSF2692
## 7.444249e+03 0.000000e+00 7.984630e+03
## BsmtFinSF2694 BsmtFinSF2712 BsmtFinSF2713
## 0.000000e+00 -2.162486e+03 -2.915498e+03
## BsmtFinSF272 BsmtFinSF2722 BsmtFinSF2723
## 0.000000e+00 0.000000e+00 -1.609455e+04
## BsmtFinSF2748 BsmtFinSF2750 BsmtFinSF2755
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF276 BsmtFinSF2761 BsmtFinSF2764
## 0.000000e+00 0.000000e+00 -1.238583e+04
## BsmtFinSF2768 BsmtFinSF2774 BsmtFinSF278
## -1.568920e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2791 BsmtFinSF2799 BsmtFinSF280
## -1.130571e+03 0.000000e+00 1.302940e+04
## BsmtFinSF281 BsmtFinSF2811 BsmtFinSF2820
## 3.275390e+02 0.000000e+00 4.325085e+04
## BsmtFinSF2823 BsmtFinSF2826 BsmtFinSF2829
## 6.835485e+03 0.000000e+00 0.000000e+00
## BsmtFinSF2831 BsmtFinSF2841 BsmtFinSF2842
## 0.000000e+00 -1.352517e+03 0.000000e+00
## BsmtFinSF2850 BsmtFinSF2852 BsmtFinSF2859
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2869 BsmtFinSF2872 BsmtFinSF2873
## 1.631854e+03 2.898566e+03 0.000000e+00
## BsmtFinSF2875 BsmtFinSF2884 BsmtFinSF2891
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF2904 BsmtFinSF2906 BsmtFinSF2912
## 0.000000e+00 -1.364953e+03 0.000000e+00
## BsmtFinSF2915 BsmtFinSF292 BsmtFinSF293
## 0.000000e+00 0.000000e+00 1.016176e+04
## BsmtFinSF295 BsmtFinSF2955 BsmtFinSF2956
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtFinSF296 BsmtFinSF2972 BsmtFinSF2981
## 2.200619e+03 4.514795e+03 0.000000e+00
## BsmtFinSF2982 BsmtUnfSF100 BsmtUnfSF1005
## 0.000000e+00 3.361062e+03 -1.429866e+03
## BsmtUnfSF1007 BsmtUnfSF1008 BsmtUnfSF1010
## -4.336203e+03 -1.932568e+04 3.025622e+03
## BsmtUnfSF1012 BsmtUnfSF1013 BsmtUnfSF1017
## 2.258818e+03 1.925724e+03 3.722949e+03
## BsmtUnfSF1018 BsmtUnfSF102 BsmtUnfSF1020
## 0.000000e+00 -1.113647e+03 5.129397e+03
## BsmtUnfSF1022 BsmtUnfSF1026 BsmtUnfSF1028
## 0.000000e+00 2.286445e+04 0.000000e+00
## BsmtUnfSF103 BsmtUnfSF1030 BsmtUnfSF1032
## -1.893655e+03 1.482897e+04 3.483146e+03
## BsmtUnfSF1035 BsmtUnfSF104 BsmtUnfSF1040
## -9.583059e+03 1.119188e+04 0.000000e+00
## BsmtUnfSF1041 BsmtUnfSF1042 BsmtUnfSF1043
## 0.000000e+00 -1.412802e+03 3.757051e+03
## BsmtUnfSF1045 BsmtUnfSF1046 BsmtUnfSF1048
## 6.578100e+03 0.000000e+00 9.668804e+03
## BsmtUnfSF105 BsmtUnfSF1050 BsmtUnfSF1052
## 6.523437e+03 -1.341823e+04 0.000000e+00
## BsmtUnfSF1053 BsmtUnfSF1054 BsmtUnfSF1055
## 1.253470e+02 0.000000e+00 -2.700251e+03
## BsmtUnfSF1057 BsmtUnfSF1058 BsmtUnfSF106
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1063 BsmtUnfSF1064 BsmtUnfSF1065
## 1.485405e+04 -5.160139e+03 -1.377622e+04
## BsmtUnfSF1066 BsmtUnfSF1068 BsmtUnfSF107
## 0.000000e+00 0.000000e+00 2.394926e+04
## BsmtUnfSF1072 BsmtUnfSF1073 BsmtUnfSF1074
## 2.961904e+02 -1.214460e+04 -8.997579e+02
## BsmtUnfSF1075 BsmtUnfSF1077 BsmtUnfSF1078
## 0.000000e+00 0.000000e+00 -8.141012e+03
## BsmtUnfSF1079 BsmtUnfSF108 BsmtUnfSF1081
## 8.401632e+03 7.040380e+03 0.000000e+00
## BsmtUnfSF1082 BsmtUnfSF1084 BsmtUnfSF1085
## 1.347267e+04 0.000000e+00 1.641713e+04
## BsmtUnfSF1087 BsmtUnfSF1088 BsmtUnfSF109
## 0.000000e+00 1.751562e+04 0.000000e+00
## BsmtUnfSF1090 BsmtUnfSF1092 BsmtUnfSF1093
## -6.837819e+02 -1.100507e+04 0.000000e+00
## BsmtUnfSF1094 BsmtUnfSF1095 BsmtUnfSF1097
## 9.519685e+03 -5.694942e+03 -7.497185e+03
## BsmtUnfSF1098 BsmtUnfSF1099 BsmtUnfSF110
## -2.832785e+03 -7.103471e+03 -1.171769e+04
## BsmtUnfSF1100 BsmtUnfSF1104 BsmtUnfSF1105
## 0.000000e+00 -6.805324e+03 0.000000e+00
## BsmtUnfSF1107 BsmtUnfSF1108 BsmtUnfSF111
## 8.655371e+04 0.000000e+00 -1.515582e+04
## BsmtUnfSF1114 BsmtUnfSF1115 BsmtUnfSF1116
## 0.000000e+00 0.000000e+00 -1.418058e+03
## BsmtUnfSF1117 BsmtUnfSF1118 BsmtUnfSF112
## 1.788700e+04 0.000000e+00 6.718062e+03
## BsmtUnfSF1120 BsmtUnfSF1121 BsmtUnfSF1122
## 1.630117e+04 -8.258185e+03 2.576474e+04
## BsmtUnfSF1125 BsmtUnfSF1126 BsmtUnfSF1128
## 7.393840e+03 0.000000e+00 2.893923e+04
## BsmtUnfSF1129 BsmtUnfSF113 BsmtUnfSF1131
## 3.551610e+03 -2.400300e+04 0.000000e+00
## BsmtUnfSF1139 BsmtUnfSF114 BsmtUnfSF1140
## 4.467975e+02 -4.245913e+03 -2.274296e+04
## BsmtUnfSF1141 BsmtUnfSF1143 BsmtUnfSF1144
## -7.617822e+02 2.630284e+04 0.000000e+00
## BsmtUnfSF1145 BsmtUnfSF1146 BsmtUnfSF115
## -3.666673e+03 0.000000e+00 -4.184818e+03
## BsmtUnfSF1150 BsmtUnfSF1152 BsmtUnfSF1153
## 0.000000e+00 7.366121e+03 0.000000e+00
## BsmtUnfSF1158 BsmtUnfSF1162 BsmtUnfSF1163
## 2.127325e+04 0.000000e+00 1.738026e+03
## BsmtUnfSF1164 BsmtUnfSF1168 BsmtUnfSF117
## 1.433623e+03 0.000000e+00 6.262412e+03
## BsmtUnfSF1173 BsmtUnfSF1176 BsmtUnfSF1179
## 0.000000e+00 -1.121604e+03 0.000000e+00
## BsmtUnfSF118 BsmtUnfSF1180 BsmtUnfSF1181
## 0.000000e+00 0.000000e+00 1.463950e+04
## BsmtUnfSF1184 BsmtUnfSF119 BsmtUnfSF1191
## 1.194648e+04 -8.091524e+02 -7.329297e+02
## BsmtUnfSF1194 BsmtUnfSF1195 BsmtUnfSF1198
## 2.071362e+03 5.988076e+03 1.160021e+04
## BsmtUnfSF120 BsmtUnfSF1200 BsmtUnfSF1203
## 3.373695e+04 6.500122e+03 1.640786e+04
## BsmtUnfSF1204 BsmtUnfSF1209 BsmtUnfSF121
## 0.000000e+00 0.000000e+00 -4.236388e+03
## BsmtUnfSF1211 BsmtUnfSF1212 BsmtUnfSF1214
## 0.000000e+00 4.013363e+03 0.000000e+00
## BsmtUnfSF1216 BsmtUnfSF1217 BsmtUnfSF1218
## 0.000000e+00 2.595043e+04 0.000000e+00
## BsmtUnfSF122 BsmtUnfSF1221 BsmtUnfSF1226
## 3.029017e+04 1.287583e+04 8.178273e+03
## BsmtUnfSF1228 BsmtUnfSF123 BsmtUnfSF1232
## 1.468562e+03 0.000000e+00 6.897681e+03
## BsmtUnfSF1234 BsmtUnfSF1237 BsmtUnfSF124
## -2.034857e+03 1.792977e+04 1.372375e+04
## BsmtUnfSF1240 BsmtUnfSF1242 BsmtUnfSF1246
## 1.161279e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF1248 BsmtUnfSF1249 BsmtUnfSF125
## 0.000000e+00 1.945136e+04 1.746755e+03
## BsmtUnfSF1250 BsmtUnfSF1251 BsmtUnfSF1252
## 0.000000e+00 0.000000e+00 -1.853340e+04
## BsmtUnfSF1254 BsmtUnfSF1257 BsmtUnfSF1258
## 0.000000e+00 -1.012673e+04 -2.062298e+03
## BsmtUnfSF126 BsmtUnfSF1262 BsmtUnfSF1264
## 2.913167e+02 0.000000e+00 4.525225e+03
## BsmtUnfSF1266 BsmtUnfSF127 BsmtUnfSF1270
## -1.576608e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1272 BsmtUnfSF1273 BsmtUnfSF1276
## 0.000000e+00 6.851243e+03 -8.725077e+03
## BsmtUnfSF128 BsmtUnfSF1280 BsmtUnfSF1284
## 0.000000e+00 0.000000e+00 6.838956e+03
## BsmtUnfSF1286 BsmtUnfSF1288 BsmtUnfSF129
## -6.942436e+03 -7.846236e+03 0.000000e+00
## BsmtUnfSF1290 BsmtUnfSF1293 BsmtUnfSF1296
## -1.518634e+04 -1.266448e+04 1.572264e+04
## BsmtUnfSF1298 BsmtUnfSF130 BsmtUnfSF1300
## 0.000000e+00 -2.929602e+03 0.000000e+00
## BsmtUnfSF1302 BsmtUnfSF1304 BsmtUnfSF1307
## 8.915484e+03 -1.165759e+04 3.033032e+03
## BsmtUnfSF1308 BsmtUnfSF131 BsmtUnfSF1313
## 0.000000e+00 -7.526468e+03 0.000000e+00
## BsmtUnfSF1314 BsmtUnfSF1316 BsmtUnfSF1318
## 0.000000e+00 1.294534e+04 0.000000e+00
## BsmtUnfSF1319 BsmtUnfSF132 BsmtUnfSF1323
## -3.857525e+02 1.664569e+03 0.000000e+00
## BsmtUnfSF1324 BsmtUnfSF1326 BsmtUnfSF1327
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF1328 BsmtUnfSF133 BsmtUnfSF1330
## 0.000000e+00 1.000292e+04 -4.199936e+03
## BsmtUnfSF1332 BsmtUnfSF1335 BsmtUnfSF1337
## 0.000000e+00 3.602492e+04 0.000000e+00
## BsmtUnfSF1339 BsmtUnfSF134 BsmtUnfSF1341
## 0.000000e+00 -2.186897e+03 0.000000e+00
## BsmtUnfSF1342 BsmtUnfSF1344 BsmtUnfSF1346
## -1.609407e+04 0.000000e+00 -1.592990e+03
## BsmtUnfSF1347 BsmtUnfSF1348 BsmtUnfSF1349
## 0.000000e+00 0.000000e+00 1.666303e+04
## BsmtUnfSF135 BsmtUnfSF1351 BsmtUnfSF1352
## 6.548334e+03 3.086693e+04 1.193312e+03
## BsmtUnfSF1357 BsmtUnfSF136 BsmtUnfSF1362
## -6.244426e+01 -4.096440e+03 9.161014e+03
## BsmtUnfSF1367 BsmtUnfSF1368 BsmtUnfSF1369
## -3.820000e+02 8.596442e+03 0.000000e+00
## BsmtUnfSF137 BsmtUnfSF1372 BsmtUnfSF1373
## 0.000000e+00 2.723470e+04 -1.414425e+04
## BsmtUnfSF1374 BsmtUnfSF1375 BsmtUnfSF1376
## 1.831927e+04 6.188810e+02 0.000000e+00
## BsmtUnfSF138 BsmtUnfSF1380 BsmtUnfSF1390
## 6.344452e+03 -1.230011e+04 1.386152e+04
## BsmtUnfSF1392 BsmtUnfSF1393 BsmtUnfSF14
## -2.173154e+04 2.467978e+04 3.023480e+03
## BsmtUnfSF140 BsmtUnfSF1400 BsmtUnfSF1402
## -1.443235e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF1404 BsmtUnfSF1405 BsmtUnfSF1406
## 0.000000e+00 -9.776870e+03 1.036527e+04
## BsmtUnfSF141 BsmtUnfSF1410 BsmtUnfSF1411
## -3.276315e+03 3.313369e+04 0.000000e+00
## BsmtUnfSF1413 BsmtUnfSF1417 BsmtUnfSF142
## 6.962877e+03 1.770035e+04 6.120103e+04
## BsmtUnfSF1420 BsmtUnfSF1421 BsmtUnfSF1422
## -2.184698e+03 0.000000e+00 4.440399e+03
## BsmtUnfSF1424 BsmtUnfSF1428 BsmtUnfSF143
## -3.235415e+02 -3.674297e+03 5.508569e+03
## BsmtUnfSF1430 BsmtUnfSF1434 BsmtUnfSF1436
## 0.000000e+00 -2.565648e+03 -1.876196e+04
## BsmtUnfSF1439 BsmtUnfSF144 BsmtUnfSF1442
## 0.000000e+00 0.000000e+00 7.759477e+02
## BsmtUnfSF1444 BsmtUnfSF1450 BsmtUnfSF1451
## 0.000000e+00 -4.425135e+04 0.000000e+00
## BsmtUnfSF1453 BsmtUnfSF1459 BsmtUnfSF1461
## 0.000000e+00 3.989517e+03 0.000000e+00
## BsmtUnfSF1466 BsmtUnfSF1468 BsmtUnfSF147
## 0.000000e+00 6.013281e+03 0.000000e+00
## BsmtUnfSF1470 BsmtUnfSF1473 BsmtUnfSF1474
## 1.859571e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF148 BsmtUnfSF1480 BsmtUnfSF1482
## -3.252910e+03 2.915591e+03 8.932569e+02
## BsmtUnfSF1486 BsmtUnfSF1488 BsmtUnfSF1489
## 0.000000e+00 0.000000e+00 1.471079e+04
## BsmtUnfSF149 BsmtUnfSF1491 BsmtUnfSF1494
## -2.225762e+03 0.000000e+00 2.561939e+04
## BsmtUnfSF1495 BsmtUnfSF1496 BsmtUnfSF1497
## 0.000000e+00 9.548577e+03 -2.551993e+03
## BsmtUnfSF1498 BsmtUnfSF15 BsmtUnfSF150
## 1.596698e+04 5.962789e+03 4.196780e+03
## BsmtUnfSF1502 BsmtUnfSF1503 BsmtUnfSF1504
## 4.095726e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1508 BsmtUnfSF151 BsmtUnfSF1510
## 0.000000e+00 -3.130107e+03 0.000000e+00
## BsmtUnfSF1515 BsmtUnfSF1519 BsmtUnfSF1526
## 3.134069e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1527 BsmtUnfSF1528 BsmtUnfSF153
## 0.000000e+00 1.995826e+03 1.327419e+03
## BsmtUnfSF1530 BsmtUnfSF154 BsmtUnfSF1541
## 3.820537e+03 -1.564443e+04 8.490812e+02
## BsmtUnfSF1544 BsmtUnfSF155 BsmtUnfSF1550
## 0.000000e+00 1.129526e+03 3.222005e+03
## BsmtUnfSF1556 BsmtUnfSF1558 BsmtUnfSF1559
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF156 BsmtUnfSF1560 BsmtUnfSF1566
## -1.012794e+03 1.376346e+03 1.004714e+04
## BsmtUnfSF1568 BsmtUnfSF1571 BsmtUnfSF1573
## 0.000000e+00 1.465333e+04 2.029311e+04
## BsmtUnfSF1574 BsmtUnfSF158 BsmtUnfSF1580
## 0.000000e+00 0.000000e+00 4.259216e+04
## BsmtUnfSF1582 BsmtUnfSF1584 BsmtUnfSF1588
## 0.000000e+00 -1.702544e+04 4.122773e+03
## BsmtUnfSF1590 BsmtUnfSF1594 BsmtUnfSF1595
## 0.000000e+00 1.022122e+04 0.000000e+00
## BsmtUnfSF1598 BsmtUnfSF160 BsmtUnfSF1602
## 0.000000e+00 -7.107278e+02 0.000000e+00
## BsmtUnfSF1603 BsmtUnfSF1604 BsmtUnfSF161
## 8.232106e+03 0.000000e+00 -4.947139e+03
## BsmtUnfSF1614 BsmtUnfSF1615 BsmtUnfSF1616
## 0.000000e+00 0.000000e+00 1.956243e+03
## BsmtUnfSF1618 BsmtUnfSF1619 BsmtUnfSF162
## 0.000000e+00 0.000000e+00 -6.507615e+03
## BsmtUnfSF1622 BsmtUnfSF1625 BsmtUnfSF1626
## 1.582637e+04 0.000000e+00 7.335847e+03
## BsmtUnfSF1629 BsmtUnfSF163 BsmtUnfSF1630
## 0.000000e+00 -9.165600e+02 7.331606e+03
## BsmtUnfSF1632 BsmtUnfSF1638 BsmtUnfSF164
## 1.376172e+04 7.410129e+03 0.000000e+00
## BsmtUnfSF1640 BsmtUnfSF1643 BsmtUnfSF1649
## 0.000000e+00 0.000000e+00 1.873930e+04
## BsmtUnfSF165 BsmtUnfSF1652 BsmtUnfSF1656
## -4.694566e+03 2.137368e+03 -2.775631e+03
## BsmtUnfSF166 BsmtUnfSF1660 BsmtUnfSF1664
## 1.737861e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF167 BsmtUnfSF1670 BsmtUnfSF1678
## 6.595200e+03 1.058488e+04 0.000000e+00
## BsmtUnfSF168 BsmtUnfSF1680 BsmtUnfSF1685
## 3.078466e+03 -1.401497e+03 0.000000e+00
## BsmtUnfSF1686 BsmtUnfSF1689 BsmtUnfSF169
## 2.699728e+03 1.571715e+04 -5.999986e+02
## BsmtUnfSF1694 BsmtUnfSF1696 BsmtUnfSF17
## 6.559263e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF170 BsmtUnfSF1704 BsmtUnfSF1706
## -4.313898e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF1709 BsmtUnfSF171 BsmtUnfSF1710
## 2.998319e+03 -1.423937e+04 -6.080293e+03
## BsmtUnfSF172 BsmtUnfSF1721 BsmtUnfSF1726
## -1.062964e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF1728 BsmtUnfSF173 BsmtUnfSF1734
## 0.000000e+00 -6.710168e+03 9.030465e+04
## BsmtUnfSF1736 BsmtUnfSF174 BsmtUnfSF175
## 0.000000e+00 2.011119e+03 -5.388303e+03
## BsmtUnfSF1752 BsmtUnfSF1753 BsmtUnfSF176
## 5.370265e+04 1.106775e+04 1.432232e+04
## BsmtUnfSF1765 BsmtUnfSF1768 BsmtUnfSF177
## 0.000000e+00 6.532761e+03 2.404809e+04
## BsmtUnfSF1774 BsmtUnfSF1777 BsmtUnfSF178
## 9.483715e+03 9.836411e+03 1.211328e+04
## BsmtUnfSF179 BsmtUnfSF1794 BsmtUnfSF1795
## -3.029791e+03 0.000000e+00 -2.690513e+04
## BsmtUnfSF180 BsmtUnfSF1800 BsmtUnfSF1802
## -4.708400e+02 1.399469e+02 0.000000e+00
## BsmtUnfSF181 BsmtUnfSF182 BsmtUnfSF1824
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF183 BsmtUnfSF1836 BsmtUnfSF184
## 0.000000e+00 5.351793e+02 -1.681553e+03
## BsmtUnfSF185 BsmtUnfSF1851 BsmtUnfSF186
## 0.000000e+00 0.000000e+00 -9.586165e+02
## BsmtUnfSF1866 BsmtUnfSF1869 BsmtUnfSF187
## 0.000000e+00 3.358501e+04 2.025651e+03
## BsmtUnfSF188 BsmtUnfSF189 BsmtUnfSF190
## -4.514803e+03 2.947400e+03 1.063893e+04
## BsmtUnfSF1905 BsmtUnfSF1907 BsmtUnfSF191
## 1.995559e+04 -3.562875e+02 -1.408247e+04
## BsmtUnfSF192 BsmtUnfSF1921 BsmtUnfSF1926
## -1.083844e+03 0.000000e+00 3.508624e+04
## BsmtUnfSF193 BsmtUnfSF1935 BsmtUnfSF194
## 7.362007e+03 4.807327e+04 0.000000e+00
## BsmtUnfSF195 BsmtUnfSF1958 BsmtUnfSF196
## 3.809834e+03 0.000000e+00 -7.592624e+02
## BsmtUnfSF1967 BsmtUnfSF1969 BsmtUnfSF197
## 0.000000e+00 4.516302e+04 -3.859429e+02
## BsmtUnfSF198 BsmtUnfSF20 BsmtUnfSF200
## -5.653024e+03 0.000000e+00 4.859849e+03
## BsmtUnfSF2002 BsmtUnfSF201 BsmtUnfSF203
## 4.096102e+04 -5.390668e+03 3.081256e+03
## BsmtUnfSF204 BsmtUnfSF2042 BsmtUnfSF2046
## 2.338306e+03 -3.192398e+03 2.749023e+04
## BsmtUnfSF206 BsmtUnfSF2062 BsmtUnfSF207
## 0.000000e+00 0.000000e+00 7.578874e+03
## BsmtUnfSF208 BsmtUnfSF210 BsmtUnfSF212
## -2.599559e+03 5.056790e+03 -3.214620e+03
## BsmtUnfSF2121 BsmtUnfSF213 BsmtUnfSF214
## 3.484570e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF2140 BsmtUnfSF215 BsmtUnfSF2153
## 0.000000e+00 0.000000e+00 2.633600e+04
## BsmtUnfSF216 BsmtUnfSF217 BsmtUnfSF218
## 9.196101e+03 5.945908e+02 -1.315736e+03
## BsmtUnfSF219 BsmtUnfSF22 BsmtUnfSF220
## -6.096909e+03 0.000000e+00 -3.972977e+03
## BsmtUnfSF221 BsmtUnfSF222 BsmtUnfSF223
## 1.967395e+03 0.000000e+00 1.093760e+04
## BsmtUnfSF224 BsmtUnfSF225 BsmtUnfSF226
## 1.090575e+04 -1.713403e+04 0.000000e+00
## BsmtUnfSF227 BsmtUnfSF228 BsmtUnfSF229
## 2.679246e+03 0.000000e+00 -3.362847e+03
## BsmtUnfSF23 BsmtUnfSF230 BsmtUnfSF231
## 7.477627e+03 1.082909e+04 0.000000e+00
## BsmtUnfSF232 BsmtUnfSF233 BsmtUnfSF2336
## 0.000000e+00 0.000000e+00 2.014566e+04
## BsmtUnfSF234 BsmtUnfSF235 BsmtUnfSF236
## 2.317328e+04 -1.002505e+04 0.000000e+00
## BsmtUnfSF237 BsmtUnfSF238 BsmtUnfSF239
## 2.696439e+03 -2.918223e+03 4.786700e+02
## BsmtUnfSF240 BsmtUnfSF241 BsmtUnfSF242
## -1.645850e+03 -5.855248e+03 -2.280647e+03
## BsmtUnfSF243 BsmtUnfSF244 BsmtUnfSF245
## 0.000000e+00 -1.485729e+03 1.487397e+04
## BsmtUnfSF246 BsmtUnfSF247 BsmtUnfSF248
## -8.293610e+01 -3.128811e+03 7.564661e+03
## BsmtUnfSF249 BsmtUnfSF25 BsmtUnfSF250
## 0.000000e+00 0.000000e+00 7.535261e+03
## BsmtUnfSF251 BsmtUnfSF252 BsmtUnfSF253
## 6.536714e+02 -5.396477e+03 -1.839813e+04
## BsmtUnfSF254 BsmtUnfSF255 BsmtUnfSF256
## 1.669442e+04 1.023888e+04 -1.662417e+03
## BsmtUnfSF257 BsmtUnfSF258 BsmtUnfSF26
## 6.655654e+03 0.000000e+00 -7.414117e+03
## BsmtUnfSF260 BsmtUnfSF261 BsmtUnfSF262
## 0.000000e+00 9.407404e+03 -3.192033e+03
## BsmtUnfSF263 BsmtUnfSF264 BsmtUnfSF265
## 0.000000e+00 5.589297e+03 0.000000e+00
## BsmtUnfSF266 BsmtUnfSF268 BsmtUnfSF269
## 5.053061e+03 -5.226949e+03 0.000000e+00
## BsmtUnfSF27 BsmtUnfSF270 BsmtUnfSF271
## 0.000000e+00 -9.846532e+02 0.000000e+00
## BsmtUnfSF272 BsmtUnfSF273 BsmtUnfSF274
## 0.000000e+00 -5.933280e+03 1.221222e+04
## BsmtUnfSF275 BsmtUnfSF276 BsmtUnfSF277
## 0.000000e+00 -8.430496e+02 9.714801e+03
## BsmtUnfSF278 BsmtUnfSF279 BsmtUnfSF28
## 2.206196e+03 2.822434e+02 0.000000e+00
## BsmtUnfSF280 BsmtUnfSF281 BsmtUnfSF282
## 5.743049e+03 3.113221e+03 0.000000e+00
## BsmtUnfSF284 BsmtUnfSF285 BsmtUnfSF286
## 9.274725e+03 5.129018e+03 -1.757216e+04
## BsmtUnfSF288 BsmtUnfSF289 BsmtUnfSF29
## 8.727627e+02 3.175736e+03 4.137388e+03
## BsmtUnfSF290 BsmtUnfSF291 BsmtUnfSF292
## 1.496612e+04 -6.540749e+03 7.816605e+03
## BsmtUnfSF293 BsmtUnfSF294 BsmtUnfSF295
## 1.522585e+04 8.379365e+03 1.711423e+04
## BsmtUnfSF296 BsmtUnfSF297 BsmtUnfSF298
## 0.000000e+00 1.789013e+04 1.573114e+04
## BsmtUnfSF299 BsmtUnfSF30 BsmtUnfSF300
## -1.051334e+04 -1.683635e+04 1.032889e+04
## BsmtUnfSF301 BsmtUnfSF303 BsmtUnfSF304
## -2.691175e+04 -2.166718e+03 4.543185e+03
## BsmtUnfSF305 BsmtUnfSF306 BsmtUnfSF307
## -5.431597e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF308 BsmtUnfSF309 BsmtUnfSF310
## -2.090050e+02 7.107231e+03 1.083385e+04
## BsmtUnfSF311 BsmtUnfSF312 BsmtUnfSF313
## 6.602696e+03 -4.401287e+02 0.000000e+00
## BsmtUnfSF314 BsmtUnfSF315 BsmtUnfSF316
## 1.560140e+04 1.994071e+03 1.816227e+04
## BsmtUnfSF317 BsmtUnfSF318 BsmtUnfSF319
## 4.617521e+03 1.526945e+03 -2.343894e+03
## BsmtUnfSF32 BsmtUnfSF320 BsmtUnfSF321
## 8.093490e+03 -6.268240e+03 -1.682693e+04
## BsmtUnfSF322 BsmtUnfSF323 BsmtUnfSF324
## 9.945646e+03 -4.674242e+03 -3.429576e+01
## BsmtUnfSF325 BsmtUnfSF326 BsmtUnfSF327
## 0.000000e+00 2.125328e+03 0.000000e+00
## BsmtUnfSF328 BsmtUnfSF329 BsmtUnfSF33
## 4.894197e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF330 BsmtUnfSF331 BsmtUnfSF332
## 0.000000e+00 -8.600711e+01 0.000000e+00
## BsmtUnfSF333 BsmtUnfSF334 BsmtUnfSF335
## -5.644186e+03 1.338330e+04 0.000000e+00
## BsmtUnfSF336 BsmtUnfSF338 BsmtUnfSF339
## -5.738318e+03 -6.152203e+03 0.000000e+00
## BsmtUnfSF34 BsmtUnfSF340 BsmtUnfSF341
## 0.000000e+00 3.155967e+03 -2.424635e+03
## BsmtUnfSF342 BsmtUnfSF343 BsmtUnfSF344
## -8.135131e+03 5.541446e+03 7.701601e+02
## BsmtUnfSF345 BsmtUnfSF346 BsmtUnfSF348
## 0.000000e+00 0.000000e+00 4.090239e+02
## BsmtUnfSF349 BsmtUnfSF35 BsmtUnfSF350
## 7.133533e+03 -6.521617e+02 6.077585e+02
## BsmtUnfSF352 BsmtUnfSF354 BsmtUnfSF355
## -1.565993e+03 1.783377e+04 -5.994485e+03
## BsmtUnfSF356 BsmtUnfSF357 BsmtUnfSF358
## 7.269678e+03 -3.414500e+03 0.000000e+00
## BsmtUnfSF359 BsmtUnfSF36 BsmtUnfSF360
## -1.272137e+04 -4.476514e+03 7.022014e+03
## BsmtUnfSF361 BsmtUnfSF362 BsmtUnfSF363
## 1.580844e+03 0.000000e+00 3.041720e+03
## BsmtUnfSF364 BsmtUnfSF365 BsmtUnfSF366
## 3.794647e+03 -2.384825e+03 1.583129e+04
## BsmtUnfSF367 BsmtUnfSF369 BsmtUnfSF370
## 9.135156e+03 0.000000e+00 1.646525e+03
## BsmtUnfSF371 BsmtUnfSF372 BsmtUnfSF374
## 5.624726e+03 -1.086598e+04 -1.202337e+04
## BsmtUnfSF375 BsmtUnfSF378 BsmtUnfSF379
## -2.345160e+02 8.754285e+03 -1.476597e+04
## BsmtUnfSF38 BsmtUnfSF380 BsmtUnfSF381
## -3.946945e+03 -3.189926e+03 -5.277006e+03
## BsmtUnfSF382 BsmtUnfSF383 BsmtUnfSF384
## 0.000000e+00 1.548084e+04 5.032775e+03
## BsmtUnfSF385 BsmtUnfSF386 BsmtUnfSF387
## 0.000000e+00 1.701834e+03 1.230978e+04
## BsmtUnfSF388 BsmtUnfSF389 BsmtUnfSF39
## 0.000000e+00 1.015370e+04 4.131934e+03
## BsmtUnfSF390 BsmtUnfSF392 BsmtUnfSF393
## 1.683700e+03 -2.286629e+02 0.000000e+00
## BsmtUnfSF394 BsmtUnfSF395 BsmtUnfSF396
## 0.000000e+00 0.000000e+00 3.371659e+03
## BsmtUnfSF397 BsmtUnfSF398 BsmtUnfSF399
## 4.071185e+03 -1.965468e+04 -3.707872e+03
## BsmtUnfSF40 BsmtUnfSF400 BsmtUnfSF402
## 4.462507e+03 -2.484447e+03 1.473901e+03
## BsmtUnfSF403 BsmtUnfSF404 BsmtUnfSF405
## 3.684103e+04 5.187098e+03 3.286862e+03
## BsmtUnfSF406 BsmtUnfSF407 BsmtUnfSF408
## -3.002650e+03 0.000000e+00 2.248560e+02
## BsmtUnfSF409 BsmtUnfSF410 BsmtUnfSF411
## -5.050308e+03 -2.279650e+03 1.594019e+04
## BsmtUnfSF412 BsmtUnfSF413 BsmtUnfSF414
## -7.678207e+03 8.301299e+03 -5.409362e+03
## BsmtUnfSF415 BsmtUnfSF416 BsmtUnfSF417
## 7.603569e+03 -2.594197e+03 1.269418e+04
## BsmtUnfSF418 BsmtUnfSF42 BsmtUnfSF420
## -3.400842e+02 0.000000e+00 1.873364e+03
## BsmtUnfSF422 BsmtUnfSF423 BsmtUnfSF424
## -1.856760e+03 0.000000e+00 7.100989e+03
## BsmtUnfSF425 BsmtUnfSF426 BsmtUnfSF427
## 8.889140e+03 1.197306e+04 -4.407580e+03
## BsmtUnfSF428 BsmtUnfSF429 BsmtUnfSF430
## 7.346521e+03 -1.211412e+03 -1.121989e+04
## BsmtUnfSF431 BsmtUnfSF432 BsmtUnfSF433
## -4.644791e+01 1.270351e+04 0.000000e+00
## BsmtUnfSF434 BsmtUnfSF435 BsmtUnfSF436
## 9.564596e+02 5.627273e+03 0.000000e+00
## BsmtUnfSF437 BsmtUnfSF438 BsmtUnfSF439
## 0.000000e+00 3.171895e+04 0.000000e+00
## BsmtUnfSF440 BsmtUnfSF441 BsmtUnfSF442
## -6.974515e+03 2.818473e+03 3.847106e+04
## BsmtUnfSF443 BsmtUnfSF444 BsmtUnfSF445
## 0.000000e+00 3.010973e+04 1.562680e+04
## BsmtUnfSF447 BsmtUnfSF448 BsmtUnfSF449
## -3.056527e+03 6.131267e+01 1.340080e+04
## BsmtUnfSF45 BsmtUnfSF450 BsmtUnfSF451
## 0.000000e+00 -1.617527e+03 0.000000e+00
## BsmtUnfSF452 BsmtUnfSF453 BsmtUnfSF454
## -3.381181e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF455 BsmtUnfSF456 BsmtUnfSF457
## 0.000000e+00 -1.284349e+04 7.451170e+03
## BsmtUnfSF458 BsmtUnfSF459 BsmtUnfSF46
## 7.033391e+03 -1.489028e+02 0.000000e+00
## BsmtUnfSF460 BsmtUnfSF461 BsmtUnfSF462
## 4.561970e+03 4.083123e+03 1.558383e+03
## BsmtUnfSF463 BsmtUnfSF464 BsmtUnfSF465
## 3.444898e+03 9.806838e+03 2.082520e+03
## BsmtUnfSF466 BsmtUnfSF467 BsmtUnfSF468
## -5.413168e+03 2.135868e+03 -8.784123e+02
## BsmtUnfSF469 BsmtUnfSF470 BsmtUnfSF471
## 0.000000e+00 -1.659712e+03 0.000000e+00
## BsmtUnfSF472 BsmtUnfSF473 BsmtUnfSF474
## 0.000000e+00 1.071838e+04 2.041888e+04
## BsmtUnfSF475 BsmtUnfSF476 BsmtUnfSF477
## 0.000000e+00 -1.839498e+04 0.000000e+00
## BsmtUnfSF479 BsmtUnfSF48 BsmtUnfSF480
## 1.542930e+04 0.000000e+00 -9.060719e+03
## BsmtUnfSF481 BsmtUnfSF482 BsmtUnfSF483
## -7.242205e+02 3.469020e+02 -1.685302e+04
## BsmtUnfSF484 BsmtUnfSF485 BsmtUnfSF486
## 2.717348e+03 -1.297594e+03 -5.552535e+02
## BsmtUnfSF487 BsmtUnfSF488 BsmtUnfSF490
## 1.531442e+04 3.129128e+03 -3.866854e+03
## BsmtUnfSF491 BsmtUnfSF494 BsmtUnfSF495
## 6.525979e+03 0.000000e+00 -4.517983e+03
## BsmtUnfSF496 BsmtUnfSF497 BsmtUnfSF498
## 7.619505e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF499 BsmtUnfSF50 BsmtUnfSF500
## 6.964082e+02 -3.532114e+03 -1.333191e+04
## BsmtUnfSF501 BsmtUnfSF502 BsmtUnfSF503
## 2.060219e+04 0.000000e+00 2.078773e+04
## BsmtUnfSF504 BsmtUnfSF505 BsmtUnfSF506
## -4.977674e+03 0.000000e+00 -4.596230e+03
## BsmtUnfSF507 BsmtUnfSF508 BsmtUnfSF510
## 0.000000e+00 9.796150e+03 -6.042554e+02
## BsmtUnfSF512 BsmtUnfSF513 BsmtUnfSF515
## 2.077365e+03 0.000000e+00 1.207418e+03
## BsmtUnfSF516 BsmtUnfSF517 BsmtUnfSF519
## 4.828385e+03 0.000000e+00 5.134502e+03
## BsmtUnfSF52 BsmtUnfSF520 BsmtUnfSF521
## 0.000000e+00 -5.698039e+03 0.000000e+00
## BsmtUnfSF522 BsmtUnfSF523 BsmtUnfSF524
## 4.484671e+03 0.000000e+00 -2.092509e+03
## BsmtUnfSF525 BsmtUnfSF526 BsmtUnfSF527
## -2.247237e+03 1.608482e+04 0.000000e+00
## BsmtUnfSF528 BsmtUnfSF529 BsmtUnfSF53
## 6.723541e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF530 BsmtUnfSF532 BsmtUnfSF533
## 4.560427e+03 0.000000e+00 1.043674e+04
## BsmtUnfSF534 BsmtUnfSF535 BsmtUnfSF536
## 0.000000e+00 0.000000e+00 1.360781e+04
## BsmtUnfSF537 BsmtUnfSF538 BsmtUnfSF539
## 3.406519e+04 -1.213482e+04 9.602776e+03
## BsmtUnfSF54 BsmtUnfSF540 BsmtUnfSF541
## 0.000000e+00 -1.684264e+04 0.000000e+00
## BsmtUnfSF542 BsmtUnfSF543 BsmtUnfSF544
## 2.056775e+04 6.325055e+04 1.902554e+03
## BsmtUnfSF545 BsmtUnfSF546 BsmtUnfSF547
## -9.338905e+03 -5.559168e+03 0.000000e+00
## BsmtUnfSF548 BsmtUnfSF549 BsmtUnfSF55
## 3.714131e+03 -4.019550e+03 9.938579e+03
## BsmtUnfSF550 BsmtUnfSF551 BsmtUnfSF552
## -1.029165e+04 1.146837e+03 -6.203690e+03
## BsmtUnfSF554 BsmtUnfSF555 BsmtUnfSF556
## -3.170318e+03 0.000000e+00 8.560565e+03
## BsmtUnfSF557 BsmtUnfSF559 BsmtUnfSF56
## -5.545859e+02 0.000000e+00 0.000000e+00
## BsmtUnfSF560 BsmtUnfSF561 BsmtUnfSF563
## 3.798308e+03 0.000000e+00 -1.786425e+03
## BsmtUnfSF564 BsmtUnfSF565 BsmtUnfSF567
## -1.930095e+04 0.000000e+00 8.320891e+02
## BsmtUnfSF568 BsmtUnfSF569 BsmtUnfSF57
## 9.167949e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF570 BsmtUnfSF571 BsmtUnfSF572
## -4.212928e+02 2.589937e+03 -5.897927e+02
## BsmtUnfSF574 BsmtUnfSF575 BsmtUnfSF576
## 7.476900e+03 0.000000e+00 -5.318266e+03
## BsmtUnfSF577 BsmtUnfSF578 BsmtUnfSF579
## -9.025961e+03 1.110126e+04 0.000000e+00
## BsmtUnfSF58 BsmtUnfSF580 BsmtUnfSF581
## 0.000000e+00 8.686248e+01 0.000000e+00
## BsmtUnfSF583 BsmtUnfSF584 BsmtUnfSF585
## 0.000000e+00 0.000000e+00 -9.650550e+03
## BsmtUnfSF586 BsmtUnfSF587 BsmtUnfSF588
## 4.753658e+03 0.000000e+00 -1.302739e+04
## BsmtUnfSF589 BsmtUnfSF590 BsmtUnfSF591
## 8.631666e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF592 BsmtUnfSF593 BsmtUnfSF594
## 0.000000e+00 0.000000e+00 7.596482e+03
## BsmtUnfSF595 BsmtUnfSF596 BsmtUnfSF598
## -7.058329e+01 3.227628e+03 3.545619e+03
## BsmtUnfSF599 BsmtUnfSF60 BsmtUnfSF600
## -9.029937e+03 1.241417e+04 -1.493952e+04
## BsmtUnfSF602 BsmtUnfSF604 BsmtUnfSF605
## -1.117536e+04 1.170626e+03 -2.602374e+03
## BsmtUnfSF606 BsmtUnfSF608 BsmtUnfSF61
## 1.092335e+04 0.000000e+00 -7.009424e+03
## BsmtUnfSF610 BsmtUnfSF611 BsmtUnfSF612
## 0.000000e+00 1.797323e+03 -4.553768e+03
## BsmtUnfSF613 BsmtUnfSF615 BsmtUnfSF616
## 0.000000e+00 0.000000e+00 4.838599e+03
## BsmtUnfSF618 BsmtUnfSF619 BsmtUnfSF620
## 0.000000e+00 -5.570486e+03 -1.843715e+03
## BsmtUnfSF621 BsmtUnfSF622 BsmtUnfSF624
## 0.000000e+00 7.336740e+03 -5.218308e+03
## BsmtUnfSF625 BsmtUnfSF626 BsmtUnfSF628
## 6.063677e+03 1.275244e+04 3.303218e+03
## BsmtUnfSF63 BsmtUnfSF630 BsmtUnfSF631
## 0.000000e+00 -8.615651e+03 0.000000e+00
## BsmtUnfSF632 BsmtUnfSF634 BsmtUnfSF635
## 0.000000e+00 0.000000e+00 -8.725352e+03
## BsmtUnfSF636 BsmtUnfSF637 BsmtUnfSF638
## -1.334408e+03 -4.586043e+03 -4.483669e+02
## BsmtUnfSF639 BsmtUnfSF64 BsmtUnfSF640
## 0.000000e+00 -1.573445e+04 1.228281e+04
## BsmtUnfSF641 BsmtUnfSF643 BsmtUnfSF644
## -1.090858e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF645 BsmtUnfSF646 BsmtUnfSF647
## 2.908080e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF648 BsmtUnfSF649 BsmtUnfSF650
## -4.658806e+03 -4.449284e+04 1.512130e+03
## BsmtUnfSF651 BsmtUnfSF652 BsmtUnfSF655
## -1.639191e+04 1.131497e+01 0.000000e+00
## BsmtUnfSF656 BsmtUnfSF657 BsmtUnfSF658
## -2.595422e+04 0.000000e+00 -9.710116e+03
## BsmtUnfSF659 BsmtUnfSF660 BsmtUnfSF661
## 0.000000e+00 -8.059135e+03 -9.569437e+03
## BsmtUnfSF662 BsmtUnfSF663 BsmtUnfSF664
## -1.313014e+04 0.000000e+00 3.306550e+03
## BsmtUnfSF666 BsmtUnfSF667 BsmtUnfSF668
## -1.007663e+03 0.000000e+00 -2.569000e+03
## BsmtUnfSF671 BsmtUnfSF672 BsmtUnfSF673
## 8.711991e+03 -9.405525e+03 1.257826e+04
## BsmtUnfSF674 BsmtUnfSF675 BsmtUnfSF676
## 0.000000e+00 0.000000e+00 -1.285279e+04
## BsmtUnfSF677 BsmtUnfSF678 BsmtUnfSF679
## 0.000000e+00 -2.347672e+03 0.000000e+00
## BsmtUnfSF680 BsmtUnfSF683 BsmtUnfSF684
## -1.050447e+04 0.000000e+00 -9.691672e+03
## BsmtUnfSF686 BsmtUnfSF689 BsmtUnfSF690
## 2.694490e+03 -8.703412e+03 4.559598e+04
## BsmtUnfSF691 BsmtUnfSF692 BsmtUnfSF693
## -1.899231e+03 1.298354e+04 -4.149312e+03
## BsmtUnfSF697 BsmtUnfSF698 BsmtUnfSF70
## 8.906000e+03 -1.819262e+03 8.352848e+03
## BsmtUnfSF700 BsmtUnfSF701 BsmtUnfSF702
## 4.802820e+03 9.491114e+03 -1.038678e+04
## BsmtUnfSF704 BsmtUnfSF705 BsmtUnfSF706
## 0.000000e+00 -1.857119e+04 -4.852193e+03
## BsmtUnfSF707 BsmtUnfSF708 BsmtUnfSF709
## -1.251777e+04 -6.547063e+03 -1.370695e+04
## BsmtUnfSF710 BsmtUnfSF712 BsmtUnfSF713
## 1.269799e+03 8.923215e+03 0.000000e+00
## BsmtUnfSF715 BsmtUnfSF716 BsmtUnfSF717
## -2.725984e+04 0.000000e+00 8.014152e+02
## BsmtUnfSF718 BsmtUnfSF72 BsmtUnfSF720
## -1.044210e+04 -1.298056e+03 3.743563e+04
## BsmtUnfSF721 BsmtUnfSF722 BsmtUnfSF723
## -3.920801e+03 4.657362e+03 0.000000e+00
## BsmtUnfSF724 BsmtUnfSF725 BsmtUnfSF726
## -9.215737e+00 1.253993e+04 2.643782e+03
## BsmtUnfSF727 BsmtUnfSF728 BsmtUnfSF729
## 0.000000e+00 -1.313877e+04 0.000000e+00
## BsmtUnfSF730 BsmtUnfSF731 BsmtUnfSF732
## 1.124918e+04 -2.026798e+03 -8.060959e+03
## BsmtUnfSF733 BsmtUnfSF734 BsmtUnfSF735
## 6.462971e+02 2.412687e+02 1.163177e+03
## BsmtUnfSF736 BsmtUnfSF738 BsmtUnfSF739
## -5.478963e+03 0.000000e+00 -1.512025e+04
## BsmtUnfSF74 BsmtUnfSF740 BsmtUnfSF741
## 1.121900e+04 4.051766e+03 -7.219806e+03
## BsmtUnfSF742 BsmtUnfSF744 BsmtUnfSF745
## -1.033941e+04 1.319157e+04 0.000000e+00
## BsmtUnfSF746 BsmtUnfSF747 BsmtUnfSF748
## -8.613945e+03 -7.440829e+03 -3.991817e+03
## BsmtUnfSF749 BsmtUnfSF75 BsmtUnfSF750
## 0.000000e+00 -2.985814e+03 2.862862e+04
## BsmtUnfSF752 BsmtUnfSF755 BsmtUnfSF756
## -5.335249e+03 -1.363454e+04 -2.260474e+04
## BsmtUnfSF758 BsmtUnfSF76 BsmtUnfSF760
## -1.036376e+04 -8.792851e+03 0.000000e+00
## BsmtUnfSF761 BsmtUnfSF762 BsmtUnfSF763
## 3.956897e+03 -4.364698e+03 0.000000e+00
## BsmtUnfSF764 BsmtUnfSF765 BsmtUnfSF767
## 1.011210e+04 2.910490e+04 0.000000e+00
## BsmtUnfSF768 BsmtUnfSF769 BsmtUnfSF77
## -9.318423e+03 1.040823e+04 -8.010809e+02
## BsmtUnfSF770 BsmtUnfSF771 BsmtUnfSF772
## 8.941832e+03 0.000000e+00 -2.407449e+03
## BsmtUnfSF773 BsmtUnfSF774 BsmtUnfSF776
## 3.040739e+04 6.141449e+03 -2.919339e+03
## BsmtUnfSF777 BsmtUnfSF778 BsmtUnfSF779
## -2.286523e+04 -1.025282e+04 7.463017e+02
## BsmtUnfSF78 BsmtUnfSF780 BsmtUnfSF781
## 1.248997e+04 -2.149611e+01 0.000000e+00
## BsmtUnfSF782 BsmtUnfSF783 BsmtUnfSF784
## 0.000000e+00 4.004032e+03 1.158464e+03
## BsmtUnfSF785 BsmtUnfSF788 BsmtUnfSF789
## 6.409546e+03 6.002635e+04 0.000000e+00
## BsmtUnfSF79 BsmtUnfSF791 BsmtUnfSF792
## 0.000000e+00 4.959106e+03 2.834262e+04
## BsmtUnfSF793 BsmtUnfSF794 BsmtUnfSF795
## 4.927946e+03 1.284143e+04 -3.219384e+04
## BsmtUnfSF796 BsmtUnfSF797 BsmtUnfSF798
## -6.415312e+03 9.894719e+03 -1.239507e+04
## BsmtUnfSF799 BsmtUnfSF80 BsmtUnfSF801
## 1.666406e+03 -1.269095e+03 6.310954e+03
## BsmtUnfSF802 BsmtUnfSF803 BsmtUnfSF804
## 0.000000e+00 -1.945237e+04 -5.468360e+03
## BsmtUnfSF806 BsmtUnfSF808 BsmtUnfSF809
## -3.693751e+03 -5.485995e+03 0.000000e+00
## BsmtUnfSF81 BsmtUnfSF810 BsmtUnfSF811
## -4.167352e+03 -1.822047e+04 -7.960713e+03
## BsmtUnfSF812 BsmtUnfSF813 BsmtUnfSF814
## 1.001217e+04 -5.168378e+03 -3.656037e+03
## BsmtUnfSF815 BsmtUnfSF816 BsmtUnfSF817
## -2.658436e+01 -2.054649e+04 0.000000e+00
## BsmtUnfSF818 BsmtUnfSF819 BsmtUnfSF82
## -4.467021e+03 0.000000e+00 -2.558504e+04
## BsmtUnfSF821 BsmtUnfSF823 BsmtUnfSF825
## 0.000000e+00 7.127603e+02 0.000000e+00
## BsmtUnfSF827 BsmtUnfSF828 BsmtUnfSF83
## 0.000000e+00 0.000000e+00 -5.909520e+03
## BsmtUnfSF830 BsmtUnfSF831 BsmtUnfSF832
## 0.000000e+00 1.238433e+04 -1.112443e+04
## BsmtUnfSF833 BsmtUnfSF834 BsmtUnfSF835
## -7.792841e+03 2.149551e+03 0.000000e+00
## BsmtUnfSF836 BsmtUnfSF84 BsmtUnfSF840
## 0.000000e+00 -1.400475e+03 -5.552428e+03
## BsmtUnfSF841 BsmtUnfSF844 BsmtUnfSF845
## -5.720830e+03 7.584284e+02 0.000000e+00
## BsmtUnfSF846 BsmtUnfSF847 BsmtUnfSF848
## 1.754779e+03 -5.680780e+02 0.000000e+00
## BsmtUnfSF849 BsmtUnfSF850 BsmtUnfSF851
## -1.372254e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF852 BsmtUnfSF856 BsmtUnfSF858
## 0.000000e+00 0.000000e+00 -1.986414e+03
## BsmtUnfSF859 BsmtUnfSF86 BsmtUnfSF860
## -3.278706e+03 0.000000e+00 8.738151e+03
## BsmtUnfSF861 BsmtUnfSF862 BsmtUnfSF863
## -3.588005e+03 -5.851775e+03 0.000000e+00
## BsmtUnfSF864 BsmtUnfSF866 BsmtUnfSF868
## -5.536736e+03 -4.672202e+03 2.051968e+04
## BsmtUnfSF869 BsmtUnfSF871 BsmtUnfSF872
## 0.000000e+00 -1.003127e+04 0.000000e+00
## BsmtUnfSF873 BsmtUnfSF874 BsmtUnfSF876
## 0.000000e+00 1.819605e+04 -1.281590e+04
## BsmtUnfSF877 BsmtUnfSF878 BsmtUnfSF879
## 2.202587e+04 -2.036686e+03 5.124993e+02
## BsmtUnfSF88 BsmtUnfSF880 BsmtUnfSF882
## 4.019731e+03 -9.091507e+02 -4.436822e+03
## BsmtUnfSF884 BsmtUnfSF888 BsmtUnfSF889
## -1.654727e+04 0.000000e+00 0.000000e+00
## BsmtUnfSF89 BsmtUnfSF891 BsmtUnfSF892
## 1.996945e+04 1.827227e+04 -1.224068e+04
## BsmtUnfSF893 BsmtUnfSF894 BsmtUnfSF896
## 8.071539e+03 -3.631482e+03 -1.263345e+04
## BsmtUnfSF897 BsmtUnfSF898 BsmtUnfSF899
## 0.000000e+00 0.000000e+00 -1.039692e+04
## BsmtUnfSF90 BsmtUnfSF901 BsmtUnfSF903
## -9.949624e+03 -8.150534e+03 0.000000e+00
## BsmtUnfSF905 BsmtUnfSF906 BsmtUnfSF907
## 2.691237e+03 -9.020990e+03 7.748858e+03
## BsmtUnfSF908 BsmtUnfSF91 BsmtUnfSF910
## 0.000000e+00 0.000000e+00 0.000000e+00
## BsmtUnfSF912 BsmtUnfSF914 BsmtUnfSF916
## 3.743076e+03 8.470224e+03 -4.754045e+03
## BsmtUnfSF917 BsmtUnfSF918 BsmtUnfSF92
## 0.000000e+00 -2.331154e+04 8.072179e+02
## BsmtUnfSF920 BsmtUnfSF924 BsmtUnfSF925
## -6.688248e+03 -3.420391e+03 -1.958081e+04
## BsmtUnfSF926 BsmtUnfSF927 BsmtUnfSF928
## -1.295490e+04 -8.364055e+02 0.000000e+00
## BsmtUnfSF929 BsmtUnfSF93 BsmtUnfSF930
## 0.000000e+00 1.753437e+04 -6.866656e+03
## BsmtUnfSF931 BsmtUnfSF932 BsmtUnfSF935
## 0.000000e+00 -5.593444e+03 2.505349e+02
## BsmtUnfSF936 BsmtUnfSF938 BsmtUnfSF939
## -7.763169e+02 0.000000e+00 -2.115133e+03
## BsmtUnfSF94 BsmtUnfSF940 BsmtUnfSF941
## 0.000000e+00 -2.708893e+03 -1.360145e+04
## BsmtUnfSF944 BsmtUnfSF945 BsmtUnfSF948
## 0.000000e+00 0.000000e+00 -1.242669e+04
## BsmtUnfSF949 BsmtUnfSF95 BsmtUnfSF951
## 0.000000e+00 -3.836771e+03 0.000000e+00
## BsmtUnfSF952 BsmtUnfSF953 BsmtUnfSF957
## 1.008645e+04 5.760270e+02 0.000000e+00
## BsmtUnfSF958 BsmtUnfSF96 BsmtUnfSF960
## -1.678915e+03 -3.563165e+03 -1.308347e+04
## BsmtUnfSF961 BsmtUnfSF963 BsmtUnfSF964
## 1.043166e+03 0.000000e+00 9.671751e+03
## BsmtUnfSF966 BsmtUnfSF967 BsmtUnfSF968
## 0.000000e+00 2.049112e+03 -2.917051e+03
## BsmtUnfSF969 BsmtUnfSF970 BsmtUnfSF971
## 1.312601e+04 -1.238457e+04 2.505225e+03
## BsmtUnfSF972 BsmtUnfSF974 BsmtUnfSF975
## 5.172714e+01 0.000000e+00 -1.068513e+02
## BsmtUnfSF976 BsmtUnfSF977 BsmtUnfSF978
## -8.843859e+03 1.793870e+03 1.444804e+04
## BsmtUnfSF98 BsmtUnfSF982 BsmtUnfSF983
## 0.000000e+00 -7.893297e+03 1.317640e+04
## BsmtUnfSF988 BsmtUnfSF989 BsmtUnfSF99
## -4.709476e+03 7.069753e+04 5.551642e+03
## BsmtUnfSF992 BsmtUnfSF993 BsmtUnfSF994
## 0.000000e+00 -2.099893e+03 -9.499196e+03
## BsmtUnfSF995 BsmtUnfSF996 BsmtUnfSF998
## 7.046965e+03 0.000000e+00 0.000000e+00
## BsmtUnfSF999 TotalBsmtSF1000 TotalBsmtSF1001
## -4.143220e+03 0.000000e+00 1.492532e+03
## TotalBsmtSF1002 TotalBsmtSF1003 TotalBsmtSF1004
## 1.280251e+04 -3.009041e+02 -3.047904e+03
## TotalBsmtSF1005 TotalBsmtSF1006 TotalBsmtSF1007
## -1.985540e+03 -1.481415e+04 -7.721868e+03
## TotalBsmtSF1008 TotalBsmtSF1010 TotalBsmtSF1012
## -3.355923e+03 -1.025837e+03 5.865024e+03
## TotalBsmtSF1013 TotalBsmtSF1014 TotalBsmtSF1015
## -4.228284e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1017 TotalBsmtSF1019 TotalBsmtSF1020
## 7.160282e+03 -6.198302e+03 2.682132e+03
## TotalBsmtSF1021 TotalBsmtSF1022 TotalBsmtSF1024
## -1.498963e+04 -9.357280e+03 1.234574e+04
## TotalBsmtSF1025 TotalBsmtSF1026 TotalBsmtSF1027
## 0.000000e+00 4.710002e+03 0.000000e+00
## TotalBsmtSF1028 TotalBsmtSF1029 TotalBsmtSF1030
## 1.374460e+04 2.401305e+03 1.177191e+04
## TotalBsmtSF1031 TotalBsmtSF1032 TotalBsmtSF1034
## 0.000000e+00 -4.059124e+03 3.642453e+04
## TotalBsmtSF1035 TotalBsmtSF1036 TotalBsmtSF1037
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1038 TotalBsmtSF1039 TotalBsmtSF1040
## 0.000000e+00 -6.605649e+03 -4.625463e+03
## TotalBsmtSF1041 TotalBsmtSF1042 TotalBsmtSF1043
## -5.213520e+03 3.774298e+02 0.000000e+00
## TotalBsmtSF1044 TotalBsmtSF1045 TotalBsmtSF1046
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1047 TotalBsmtSF1048 TotalBsmtSF1049
## 0.000000e+00 2.132745e+03 0.000000e+00
## TotalBsmtSF105 TotalBsmtSF1050 TotalBsmtSF1051
## -1.072863e+04 2.363477e+01 -4.226734e+02
## TotalBsmtSF1052 TotalBsmtSF1053 TotalBsmtSF1054
## -1.079412e+04 -2.674463e+03 6.263996e+03
## TotalBsmtSF1055 TotalBsmtSF1056 TotalBsmtSF1057
## -6.799404e+02 2.394276e+03 -1.116775e+03
## TotalBsmtSF1058 TotalBsmtSF1059 TotalBsmtSF1060
## 7.499796e+02 9.750531e+02 1.850310e+03
## TotalBsmtSF1061 TotalBsmtSF1062 TotalBsmtSF1063
## 0.000000e+00 -1.050317e+04 5.842776e+03
## TotalBsmtSF1064 TotalBsmtSF1065 TotalBsmtSF1066
## 6.781065e+02 5.401031e+03 0.000000e+00
## TotalBsmtSF1067 TotalBsmtSF1068 TotalBsmtSF1069
## -9.651144e+03 0.000000e+00 -4.201516e+02
## TotalBsmtSF1070 TotalBsmtSF1072 TotalBsmtSF1073
## -6.033430e+03 0.000000e+00 1.268897e+03
## TotalBsmtSF1074 TotalBsmtSF1075 TotalBsmtSF1076
## -1.933304e+03 -2.027741e+04 0.000000e+00
## TotalBsmtSF1077 TotalBsmtSF1078 TotalBsmtSF1079
## 0.000000e+00 -1.491264e+03 6.557998e+03
## TotalBsmtSF1080 TotalBsmtSF1081 TotalBsmtSF1082
## -6.080649e+03 0.000000e+00 7.093952e+03
## TotalBsmtSF1083 TotalBsmtSF1084 TotalBsmtSF1085
## 0.000000e+00 -1.031896e+04 1.431570e+04
## TotalBsmtSF1086 TotalBsmtSF1088 TotalBsmtSF1089
## 2.367781e+03 -3.039242e+02 0.000000e+00
## TotalBsmtSF1090 TotalBsmtSF1091 TotalBsmtSF1092
## -5.823529e+03 0.000000e+00 1.042527e+03
## TotalBsmtSF1093 TotalBsmtSF1094 TotalBsmtSF1095
## 0.000000e+00 -1.222498e+03 5.217274e+02
## TotalBsmtSF1096 TotalBsmtSF1097 TotalBsmtSF1098
## 3.195271e+03 -5.639577e+03 1.123575e+03
## TotalBsmtSF1099 TotalBsmtSF1100 TotalBsmtSF1103
## -1.713838e+04 4.363278e+02 -5.909303e+02
## TotalBsmtSF1104 TotalBsmtSF1105 TotalBsmtSF1106
## 6.140831e+03 -2.803629e+03 -1.105935e+03
## TotalBsmtSF1107 TotalBsmtSF1108 TotalBsmtSF1109
## 3.450246e+04 3.575711e+04 2.350411e+03
## TotalBsmtSF1112 TotalBsmtSF1113 TotalBsmtSF1114
## 1.853228e+03 -4.970901e+03 -3.690670e+03
## TotalBsmtSF1116 TotalBsmtSF1117 TotalBsmtSF1118
## -5.226164e+02 1.975567e+02 0.000000e+00
## TotalBsmtSF1120 TotalBsmtSF1121 TotalBsmtSF1122
## -5.759534e+03 -4.649846e+03 6.601962e+03
## TotalBsmtSF1124 TotalBsmtSF1125 TotalBsmtSF1126
## 0.000000e+00 6.730309e+03 2.382271e+04
## TotalBsmtSF1127 TotalBsmtSF1128 TotalBsmtSF1129
## 8.991727e+03 1.305252e+04 0.000000e+00
## TotalBsmtSF1130 TotalBsmtSF1131 TotalBsmtSF1132
## 0.000000e+00 0.000000e+00 -3.204855e+03
## TotalBsmtSF1134 TotalBsmtSF1135 TotalBsmtSF1136
## 4.659505e+03 0.000000e+00 7.262381e+03
## TotalBsmtSF1138 TotalBsmtSF1140 TotalBsmtSF1141
## -1.812593e+03 -2.597954e+04 -4.962980e+03
## TotalBsmtSF1142 TotalBsmtSF1143 TotalBsmtSF1144
## 8.397794e+03 4.872455e+03 1.489610e+03
## TotalBsmtSF1145 TotalBsmtSF1146 TotalBsmtSF1147
## -1.248206e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1148 TotalBsmtSF1149 TotalBsmtSF1150
## -2.190442e+04 3.011268e+03 3.052288e+03
## TotalBsmtSF1151 TotalBsmtSF1152 TotalBsmtSF1153
## -1.083294e+04 1.114910e+04 -2.814252e+02
## TotalBsmtSF1154 TotalBsmtSF1156 TotalBsmtSF1157
## -1.032414e+04 -4.664287e+03 2.022047e+04
## TotalBsmtSF1158 TotalBsmtSF1160 TotalBsmtSF1161
## 8.733285e+03 1.737644e+03 1.369556e+04
## TotalBsmtSF1162 TotalBsmtSF1163 TotalBsmtSF1164
## -1.041731e+04 6.974639e+03 5.891191e+03
## TotalBsmtSF1165 TotalBsmtSF1166 TotalBsmtSF1168
## 3.580001e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1169 TotalBsmtSF1170 TotalBsmtSF1172
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1173 TotalBsmtSF1174 TotalBsmtSF1175
## 0.000000e+00 0.000000e+00 2.320525e+04
## TotalBsmtSF1176 TotalBsmtSF1177 TotalBsmtSF1178
## -3.450521e+02 0.000000e+00 0.000000e+00
## TotalBsmtSF1179 TotalBsmtSF1180 TotalBsmtSF1181
## 0.000000e+00 0.000000e+00 2.389203e+03
## TotalBsmtSF1182 TotalBsmtSF1184 TotalBsmtSF1187
## 0.000000e+00 4.773517e+03 -5.062679e+03
## TotalBsmtSF1188 TotalBsmtSF1189 TotalBsmtSF1190
## 7.143435e+03 0.000000e+00 8.137351e+03
## TotalBsmtSF1191 TotalBsmtSF1192 TotalBsmtSF1193
## 0.000000e+00 2.051666e+04 -9.332490e+02
## TotalBsmtSF1194 TotalBsmtSF1195 TotalBsmtSF1196
## 2.582415e+03 1.321197e+03 4.515796e+03
## TotalBsmtSF1198 TotalBsmtSF1199 TotalBsmtSF1200
## -1.552134e+04 -5.137308e+03 2.337205e+03
## TotalBsmtSF1202 TotalBsmtSF1203 TotalBsmtSF1204
## 1.555358e+04 1.484643e+04 -3.760970e+03
## TotalBsmtSF1205 TotalBsmtSF1206 TotalBsmtSF1208
## 2.126239e+04 0.000000e+00 -4.155382e+03
## TotalBsmtSF1209 TotalBsmtSF1210 TotalBsmtSF1211
## 0.000000e+00 1.565188e+04 0.000000e+00
## TotalBsmtSF1212 TotalBsmtSF1214 TotalBsmtSF1215
## 9.805665e+02 -4.307034e+03 3.036929e+03
## TotalBsmtSF1216 TotalBsmtSF1217 TotalBsmtSF1218
## -4.377636e+01 0.000000e+00 2.898928e+02
## TotalBsmtSF1219 TotalBsmtSF1220 TotalBsmtSF1221
## 9.605843e+03 3.576908e+03 -9.939487e+03
## TotalBsmtSF1222 TotalBsmtSF1223 TotalBsmtSF1224
## 0.000000e+00 7.822282e+03 -4.189718e+03
## TotalBsmtSF1225 TotalBsmtSF1226 TotalBsmtSF1228
## 1.619206e+04 8.941950e+03 3.458769e+02
## TotalBsmtSF1230 TotalBsmtSF1231 TotalBsmtSF1232
## 0.000000e+00 0.000000e+00 -1.238008e+03
## TotalBsmtSF1234 TotalBsmtSF1235 TotalBsmtSF1236
## -4.366407e+03 -8.467362e+03 0.000000e+00
## TotalBsmtSF1237 TotalBsmtSF1240 TotalBsmtSF1241
## 5.615639e+03 4.617486e+03 3.057113e+03
## TotalBsmtSF1242 TotalBsmtSF1243 TotalBsmtSF1244
## 1.413498e+04 0.000000e+00 2.823249e+03
## TotalBsmtSF1246 TotalBsmtSF1247 TotalBsmtSF1248
## 1.758546e+02 -4.254081e+03 -5.504437e+03
## TotalBsmtSF1249 TotalBsmtSF1250 TotalBsmtSF1251
## 8.949561e+03 0.000000e+00 -2.398030e+03
## TotalBsmtSF1252 TotalBsmtSF1253 TotalBsmtSF1254
## -9.356038e+02 4.451513e+03 0.000000e+00
## TotalBsmtSF1256 TotalBsmtSF1257 TotalBsmtSF1258
## 4.562180e+03 -1.089658e+04 -1.061455e+04
## TotalBsmtSF1259 TotalBsmtSF1260 TotalBsmtSF1261
## 0.000000e+00 1.161984e+04 -9.784359e+02
## TotalBsmtSF1262 TotalBsmtSF1264 TotalBsmtSF1265
## -5.728896e+02 2.037726e+04 0.000000e+00
## TotalBsmtSF1266 TotalBsmtSF1267 TotalBsmtSF1268
## -6.694801e+03 -5.594287e+03 -4.877961e+03
## TotalBsmtSF1269 TotalBsmtSF1270 TotalBsmtSF1271
## 8.629229e+03 0.000000e+00 -5.595984e+03
## TotalBsmtSF1272 TotalBsmtSF1273 TotalBsmtSF1274
## -6.928872e+03 2.740392e+03 5.922508e+03
## TotalBsmtSF1276 TotalBsmtSF1277 TotalBsmtSF1278
## -6.391294e+03 -3.968376e+03 2.244510e+03
## TotalBsmtSF1280 TotalBsmtSF1281 TotalBsmtSF1282
## 0.000000e+00 -4.067322e+03 0.000000e+00
## TotalBsmtSF1284 TotalBsmtSF1286 TotalBsmtSF1288
## 1.123120e+04 1.043111e+04 1.287363e+04
## TotalBsmtSF1290 TotalBsmtSF1291 TotalBsmtSF1292
## 0.000000e+00 -1.255337e+04 0.000000e+00
## TotalBsmtSF1293 TotalBsmtSF1295 TotalBsmtSF1296
## -1.012840e+04 0.000000e+00 4.250716e+03
## TotalBsmtSF1297 TotalBsmtSF1298 TotalBsmtSF1299
## -7.315733e+03 4.046317e+03 5.990908e+03
## TotalBsmtSF1300 TotalBsmtSF1302 TotalBsmtSF1304
## -1.678166e+03 1.548892e+03 -7.462848e+02
## TotalBsmtSF1306 TotalBsmtSF1308 TotalBsmtSF1309
## 2.020586e+04 0.000000e+00 7.709604e+02
## TotalBsmtSF1310 TotalBsmtSF1311 TotalBsmtSF1312
## -2.326457e+04 1.774098e+04 0.000000e+00
## TotalBsmtSF1313 TotalBsmtSF1314 TotalBsmtSF1316
## 0.000000e+00 5.910212e+03 5.014378e+03
## TotalBsmtSF1317 TotalBsmtSF1318 TotalBsmtSF1319
## 0.000000e+00 9.248326e+03 -3.913616e+02
## TotalBsmtSF1324 TotalBsmtSF1325 TotalBsmtSF1326
## 1.313548e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1328 TotalBsmtSF1329 TotalBsmtSF1330
## 9.579443e+02 0.000000e+00 9.596038e+02
## TotalBsmtSF1331 TotalBsmtSF1332 TotalBsmtSF1334
## 0.000000e+00 1.046105e+04 0.000000e+00
## TotalBsmtSF1335 TotalBsmtSF1336 TotalBsmtSF1337
## 0.000000e+00 0.000000e+00 -6.336586e+03
## TotalBsmtSF1338 TotalBsmtSF1339 TotalBsmtSF1340
## 1.616553e+04 0.000000e+00 -1.742984e+04
## TotalBsmtSF1341 TotalBsmtSF1342 TotalBsmtSF1344
## 0.000000e+00 0.000000e+00 -3.762004e+03
## TotalBsmtSF1346 TotalBsmtSF1347 TotalBsmtSF1348
## -7.236265e+03 -7.617378e+03 0.000000e+00
## TotalBsmtSF1349 TotalBsmtSF1350 TotalBsmtSF1351
## 1.202450e+04 1.166499e+04 0.000000e+00
## TotalBsmtSF1352 TotalBsmtSF1356 TotalBsmtSF1357
## 1.355473e+03 1.919018e+04 0.000000e+00
## TotalBsmtSF1358 TotalBsmtSF1360 TotalBsmtSF1361
## 1.355741e+03 1.664276e+03 1.145731e+03
## TotalBsmtSF1362 TotalBsmtSF1363 TotalBsmtSF1364
## 5.233506e+03 0.000000e+00 9.726115e+03
## TotalBsmtSF1365 TotalBsmtSF1367 TotalBsmtSF1368
## 0.000000e+00 5.322726e+02 5.374714e+03
## TotalBsmtSF1369 TotalBsmtSF1370 TotalBsmtSF1372
## 0.000000e+00 -6.391871e+03 9.169105e+03
## TotalBsmtSF1373 TotalBsmtSF1374 TotalBsmtSF1375
## -1.002542e+04 1.490547e+04 -8.920569e+03
## TotalBsmtSF1376 TotalBsmtSF1377 TotalBsmtSF1378
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1379 TotalBsmtSF1380 TotalBsmtSF1381
## 2.328346e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1382 TotalBsmtSF1383 TotalBsmtSF1385
## 0.000000e+00 -2.253800e+03 6.872226e+03
## TotalBsmtSF1386 TotalBsmtSF1388 TotalBsmtSF1389
## -2.197060e+04 0.000000e+00 6.225105e+03
## TotalBsmtSF1390 TotalBsmtSF1391 TotalBsmtSF1392
## -1.748343e+03 1.324017e+04 -1.022762e+03
## TotalBsmtSF1393 TotalBsmtSF1394 TotalBsmtSF1395
## 2.276669e+04 -8.833213e+03 0.000000e+00
## TotalBsmtSF1396 TotalBsmtSF1398 TotalBsmtSF1400
## 2.196928e+04 5.158323e+03 0.000000e+00
## TotalBsmtSF1401 TotalBsmtSF1402 TotalBsmtSF1405
## 0.000000e+00 0.000000e+00 1.500290e+03
## TotalBsmtSF1406 TotalBsmtSF1408 TotalBsmtSF1409
## 7.828627e+03 3.755144e+02 0.000000e+00
## TotalBsmtSF1410 TotalBsmtSF1413 TotalBsmtSF1414
## 3.236608e+04 2.307092e+03 1.147167e+04
## TotalBsmtSF1415 TotalBsmtSF1416 TotalBsmtSF1417
## 0.000000e+00 -6.236830e+03 1.334649e+04
## TotalBsmtSF1418 TotalBsmtSF1419 TotalBsmtSF1420
## 0.000000e+00 8.299631e+04 0.000000e+00
## TotalBsmtSF1422 TotalBsmtSF1424 TotalBsmtSF1425
## 6.630041e+03 1.562181e+04 4.343561e+03
## TotalBsmtSF1426 TotalBsmtSF1427 TotalBsmtSF1428
## 0.000000e+00 0.000000e+00 -5.314878e+03
## TotalBsmtSF1430 TotalBsmtSF1431 TotalBsmtSF1432
## 5.398787e+03 -9.478577e+03 0.000000e+00
## TotalBsmtSF1433 TotalBsmtSF1434 TotalBsmtSF1436
## 0.000000e+00 -5.194652e+03 -5.682277e+03
## TotalBsmtSF1437 TotalBsmtSF1438 TotalBsmtSF1440
## -8.528639e+02 0.000000e+00 2.261563e+03
## TotalBsmtSF1441 TotalBsmtSF1442 TotalBsmtSF1444
## 0.000000e+00 3.656485e+03 1.541386e+04
## TotalBsmtSF1445 TotalBsmtSF1449 TotalBsmtSF1450
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1451 TotalBsmtSF1452 TotalBsmtSF1453
## 0.000000e+00 3.827324e+04 1.388753e+03
## TotalBsmtSF1454 TotalBsmtSF1455 TotalBsmtSF1459
## -2.100731e+03 0.000000e+00 -7.776066e+02
## TotalBsmtSF1460 TotalBsmtSF1461 TotalBsmtSF1462
## 0.000000e+00 7.282122e+03 2.458994e+04
## TotalBsmtSF1463 TotalBsmtSF1466 TotalBsmtSF1468
## 1.319324e+04 5.601098e+03 2.289530e+03
## TotalBsmtSF1470 TotalBsmtSF1473 TotalBsmtSF1475
## 1.056648e+04 6.979695e+02 6.446925e+03
## TotalBsmtSF1476 TotalBsmtSF1477 TotalBsmtSF1478
## 6.103686e+03 6.398716e+03 -5.951744e+03
## TotalBsmtSF1479 TotalBsmtSF1480 TotalBsmtSF1482
## 1.620489e+04 0.000000e+00 5.977869e+03
## TotalBsmtSF1484 TotalBsmtSF1485 TotalBsmtSF1486
## -1.761074e+03 9.786701e+03 1.211258e+04
## TotalBsmtSF1487 TotalBsmtSF1488 TotalBsmtSF1489
## 0.000000e+00 1.011237e+04 1.908952e+04
## TotalBsmtSF1490 TotalBsmtSF1491 TotalBsmtSF1492
## 6.326400e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1494 TotalBsmtSF1495 TotalBsmtSF1496
## 1.017633e+04 0.000000e+00 2.247654e+04
## TotalBsmtSF1498 TotalBsmtSF1499 TotalBsmtSF1500
## 1.339987e+04 -6.014688e+03 4.844664e+02
## TotalBsmtSF1501 TotalBsmtSF1502 TotalBsmtSF1504
## 2.669504e+04 1.348829e+04 -6.969503e+03
## TotalBsmtSF1505 TotalBsmtSF1508 TotalBsmtSF1509
## 1.761241e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1510 TotalBsmtSF1511 TotalBsmtSF1512
## 4.657047e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1516 TotalBsmtSF1517 TotalBsmtSF1518
## 6.601693e+03 5.172969e+01 1.505074e+04
## TotalBsmtSF1519 TotalBsmtSF1520 TotalBsmtSF1522
## 0.000000e+00 1.556146e+04 1.891044e+04
## TotalBsmtSF1524 TotalBsmtSF1525 TotalBsmtSF1528
## 0.000000e+00 3.416403e+03 0.000000e+00
## TotalBsmtSF1529 TotalBsmtSF1530 TotalBsmtSF1531
## 0.000000e+00 5.596689e+03 0.000000e+00
## TotalBsmtSF1533 TotalBsmtSF1536 TotalBsmtSF1538
## 3.506893e+04 -5.925939e+02 0.000000e+00
## TotalBsmtSF1540 TotalBsmtSF1541 TotalBsmtSF1542
## 0.000000e+00 -3.376140e+03 8.985339e+03
## TotalBsmtSF1544 TotalBsmtSF1546 TotalBsmtSF1550
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1552 TotalBsmtSF1553 TotalBsmtSF1554
## -8.832910e+02 0.000000e+00 1.195196e+03
## TotalBsmtSF1555 TotalBsmtSF1556 TotalBsmtSF1557
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1559 TotalBsmtSF1560 TotalBsmtSF1561
## 9.356650e+03 4.021533e+02 1.591230e+04
## TotalBsmtSF1562 TotalBsmtSF1563 TotalBsmtSF1564
## 0.000000e+00 4.688931e+03 0.000000e+00
## TotalBsmtSF1565 TotalBsmtSF1566 TotalBsmtSF1567
## 1.252026e+04 3.986629e+03 -5.502148e+03
## TotalBsmtSF1568 TotalBsmtSF1569 TotalBsmtSF1570
## 9.651203e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1571 TotalBsmtSF1572 TotalBsmtSF1573
## 1.198653e+04 1.508928e+04 7.784157e+03
## TotalBsmtSF1574 TotalBsmtSF1575 TotalBsmtSF1577
## -2.505301e+02 -4.546420e+03 0.000000e+00
## TotalBsmtSF1578 TotalBsmtSF1580 TotalBsmtSF1581
## 0.000000e+00 2.235826e+04 8.845054e+03
## TotalBsmtSF1582 TotalBsmtSF1584 TotalBsmtSF1587
## 1.924636e+04 -1.500815e+04 0.000000e+00
## TotalBsmtSF1588 TotalBsmtSF1590 TotalBsmtSF1592
## 3.260111e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1593 TotalBsmtSF1594 TotalBsmtSF1595
## 1.825760e+04 -1.943801e+03 8.260598e+03
## TotalBsmtSF1596 TotalBsmtSF1598 TotalBsmtSF160
## 0.000000e+00 3.862767e+03 0.000000e+00
## TotalBsmtSF1600 TotalBsmtSF1602 TotalBsmtSF1603
## 3.124383e+04 5.263201e+03 0.000000e+00
## TotalBsmtSF1604 TotalBsmtSF1606 TotalBsmtSF1610
## -1.548799e+03 4.718151e+03 -5.810018e+02
## TotalBsmtSF1612 TotalBsmtSF1614 TotalBsmtSF1615
## 0.000000e+00 8.932012e+03 0.000000e+00
## TotalBsmtSF1616 TotalBsmtSF1617 TotalBsmtSF1618
## 5.388933e+03 -2.959328e+03 0.000000e+00
## TotalBsmtSF1620 TotalBsmtSF1621 TotalBsmtSF1622
## 7.335223e+03 0.000000e+00 1.326310e+04
## TotalBsmtSF1623 TotalBsmtSF1624 TotalBsmtSF1625
## -5.271497e+02 1.028180e+04 0.000000e+00
## TotalBsmtSF1626 TotalBsmtSF1629 TotalBsmtSF1630
## 4.779250e+03 2.849521e+04 2.589694e+03
## TotalBsmtSF1632 TotalBsmtSF1638 TotalBsmtSF1641
## -5.858445e+03 7.832997e+03 0.000000e+00
## TotalBsmtSF1642 TotalBsmtSF1643 TotalBsmtSF1645
## 0.000000e+00 2.075594e+04 0.000000e+00
## TotalBsmtSF1649 TotalBsmtSF1650 TotalBsmtSF1652
## 1.579496e+04 1.960548e+04 1.144765e+04
## TotalBsmtSF1654 TotalBsmtSF1656 TotalBsmtSF1657
## -4.644273e+03 7.365407e+03 3.600909e+02
## TotalBsmtSF1660 TotalBsmtSF1664 TotalBsmtSF1666
## 1.459842e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF1670 TotalBsmtSF1671 TotalBsmtSF1673
## 6.466721e+03 0.000000e+00 1.582532e+04
## TotalBsmtSF1675 TotalBsmtSF1678 TotalBsmtSF1679
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1680 TotalBsmtSF1682 TotalBsmtSF1683
## 2.564577e+03 1.456345e+04 1.130845e+04
## TotalBsmtSF1684 TotalBsmtSF1685 TotalBsmtSF1686
## 1.089074e+04 0.000000e+00 6.295146e+03
## TotalBsmtSF1689 TotalBsmtSF1694 TotalBsmtSF1696
## 1.322635e+04 6.652153e+03 0.000000e+00
## TotalBsmtSF1698 TotalBsmtSF1700 TotalBsmtSF1702
## 2.557481e+04 1.148679e+04 2.755753e+04
## TotalBsmtSF1704 TotalBsmtSF1705 TotalBsmtSF1706
## 1.450304e+04 9.441317e+03 0.000000e+00
## TotalBsmtSF1709 TotalBsmtSF1710 TotalBsmtSF1712
## 7.562591e+01 1.446416e+04 0.000000e+00
## TotalBsmtSF1713 TotalBsmtSF1714 TotalBsmtSF1719
## 8.276168e+03 0.000000e+00 2.935471e+04
## TotalBsmtSF1720 TotalBsmtSF1721 TotalBsmtSF1722
## 3.165935e+03 0.000000e+00 4.176741e+04
## TotalBsmtSF1726 TotalBsmtSF1728 TotalBsmtSF173
## 2.493356e+04 1.505569e+03 0.000000e+00
## TotalBsmtSF1732 TotalBsmtSF1733 TotalBsmtSF1734
## 2.902043e+02 0.000000e+00 3.398202e+04
## TotalBsmtSF1736 TotalBsmtSF1738 TotalBsmtSF1739
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1740 TotalBsmtSF1742 TotalBsmtSF1746
## 0.000000e+00 3.134083e+04 3.576887e+04
## TotalBsmtSF1748 TotalBsmtSF1751 TotalBsmtSF1752
## 0.000000e+00 0.000000e+00 1.594185e+04
## TotalBsmtSF1753 TotalBsmtSF1760 TotalBsmtSF1763
## 8.601079e+03 0.000000e+00 -3.152980e+03
## TotalBsmtSF1765 TotalBsmtSF1766 TotalBsmtSF1768
## 0.000000e+00 2.884171e+04 7.478949e+03
## TotalBsmtSF1774 TotalBsmtSF1776 TotalBsmtSF1777
## 0.000000e+00 0.000000e+00 6.109582e+03
## TotalBsmtSF1778 TotalBsmtSF1779 TotalBsmtSF1780
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1782 TotalBsmtSF1790 TotalBsmtSF1792
## 0.000000e+00 0.000000e+00 3.776251e+04
## TotalBsmtSF1795 TotalBsmtSF1800 TotalBsmtSF1802
## -2.985291e+04 6.051551e+03 0.000000e+00
## TotalBsmtSF1803 TotalBsmtSF1809 TotalBsmtSF1814
## 0.000000e+00 4.216249e+03 1.601538e+04
## TotalBsmtSF1822 TotalBsmtSF1824 TotalBsmtSF1829
## 8.784809e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF1832 TotalBsmtSF1833 TotalBsmtSF1836
## 0.000000e+00 1.636113e+04 9.205086e+03
## TotalBsmtSF1838 TotalBsmtSF1840 TotalBsmtSF1842
## 1.058151e+04 0.000000e+00 3.669463e+04
## TotalBsmtSF1844 TotalBsmtSF1845 TotalBsmtSF1848
## -1.031138e+03 1.132319e+04 3.109462e+04
## TotalBsmtSF1850 TotalBsmtSF1851 TotalBsmtSF1856
## 0.000000e+00 0.000000e+00 3.528813e+04
## TotalBsmtSF1858 TotalBsmtSF1860 TotalBsmtSF1865
## 0.000000e+00 1.939948e+03 0.000000e+00
## TotalBsmtSF1866 TotalBsmtSF1868 TotalBsmtSF1869
## 0.000000e+00 2.560203e+04 3.277819e+04
## TotalBsmtSF1884 TotalBsmtSF1896 TotalBsmtSF1898
## 0.000000e+00 2.676976e+04 0.000000e+00
## TotalBsmtSF190 TotalBsmtSF1902 TotalBsmtSF1905
## -2.335500e+04 9.312303e+03 1.762808e+04
## TotalBsmtSF1907 TotalBsmtSF1910 TotalBsmtSF192
## -6.383072e+02 0.000000e+00 0.000000e+00
## TotalBsmtSF1921 TotalBsmtSF1922 TotalBsmtSF1926
## 0.000000e+00 2.635062e+04 3.979616e+04
## TotalBsmtSF1930 TotalBsmtSF1932 TotalBsmtSF1934
## 4.474424e+04 3.495563e+04 0.000000e+00
## TotalBsmtSF1935 TotalBsmtSF1947 TotalBsmtSF1949
## 4.650870e+04 -7.266890e+03 0.000000e+00
## TotalBsmtSF1950 TotalBsmtSF1952 TotalBsmtSF1958
## 0.000000e+00 2.345309e+04 0.000000e+00
## TotalBsmtSF1964 TotalBsmtSF1966 TotalBsmtSF1967
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF1976 TotalBsmtSF1978 TotalBsmtSF1980
## 5.443195e+04 0.000000e+00 1.546775e+04
## TotalBsmtSF1982 TotalBsmtSF1986 TotalBsmtSF1992
## 0.000000e+00 1.645648e+04 5.447610e+04
## TotalBsmtSF1994 TotalBsmtSF2000 TotalBsmtSF2002
## 0.000000e+00 2.224893e+04 4.375391e+04
## TotalBsmtSF2006 TotalBsmtSF2014 TotalBsmtSF2020
## 5.084945e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF2024 TotalBsmtSF2033 TotalBsmtSF2035
## 0.000000e+00 2.352243e+04 -2.097104e+04
## TotalBsmtSF2036 TotalBsmtSF2042 TotalBsmtSF2046
## 0.000000e+00 -1.924629e+03 2.560661e+04
## TotalBsmtSF2048 TotalBsmtSF2062 TotalBsmtSF2076
## 0.000000e+00 0.000000e+00 4.785851e+04
## TotalBsmtSF2077 TotalBsmtSF2078 TotalBsmtSF2108
## 4.318205e+04 3.597185e+04 0.000000e+00
## TotalBsmtSF2109 TotalBsmtSF2110 TotalBsmtSF2121
## 2.391908e+04 9.601437e+03 3.608604e+04
## TotalBsmtSF2136 TotalBsmtSF2140 TotalBsmtSF2153
## 1.696569e+04 0.000000e+00 2.689751e+04
## TotalBsmtSF2158 TotalBsmtSF216 TotalBsmtSF2171
## 1.158928e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF2190 TotalBsmtSF2200 TotalBsmtSF2208
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2216 TotalBsmtSF2217 TotalBsmtSF2220
## 5.381739e+04 2.235739e+03 0.000000e+00
## TotalBsmtSF2223 TotalBsmtSF2271 TotalBsmtSF2320
## 8.436880e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF2330 TotalBsmtSF2392 TotalBsmtSF2396
## 6.437253e+04 1.878871e+04 8.762186e+04
## TotalBsmtSF240 TotalBsmtSF2418 TotalBsmtSF2444
## 0.000000e+00 0.000000e+00 7.864438e+04
## TotalBsmtSF245 TotalBsmtSF2452 TotalBsmtSF2458
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2461 TotalBsmtSF2492 TotalBsmtSF2524
## 0.000000e+00 0.000000e+00 8.682394e+02
## TotalBsmtSF2535 TotalBsmtSF2552 TotalBsmtSF2630
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF2633 TotalBsmtSF264 TotalBsmtSF2660
## 3.208940e+04 -6.581228e+03 0.000000e+00
## TotalBsmtSF270 TotalBsmtSF279 TotalBsmtSF2846
## -3.333715e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF290 TotalBsmtSF297 TotalBsmtSF301
## 8.189396e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF3094 TotalBsmtSF3138 TotalBsmtSF319
## 5.879772e+04 -3.967429e+04 -1.236491e+04
## TotalBsmtSF3200 TotalBsmtSF3206 TotalBsmtSF346
## 4.641262e+04 5.593605e+03 0.000000e+00
## TotalBsmtSF348 TotalBsmtSF352 TotalBsmtSF356
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF360 TotalBsmtSF370 TotalBsmtSF372
## -3.619167e+04 0.000000e+00 2.184807e+03
## TotalBsmtSF381 TotalBsmtSF384 TotalBsmtSF385
## 0.000000e+00 -3.550963e+03 0.000000e+00
## TotalBsmtSF392 TotalBsmtSF396 TotalBsmtSF405
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF407 TotalBsmtSF408 TotalBsmtSF409
## 0.000000e+00 -2.118519e+04 0.000000e+00
## TotalBsmtSF416 TotalBsmtSF420 TotalBsmtSF423
## 0.000000e+00 -1.232484e+04 0.000000e+00
## TotalBsmtSF430 TotalBsmtSF432 TotalBsmtSF440
## 0.000000e+00 0.000000e+00 -2.842575e+04
## TotalBsmtSF448 TotalBsmtSF450 TotalBsmtSF451
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF456 TotalBsmtSF458 TotalBsmtSF462
## 0.000000e+00 -4.715889e+03 -1.840956e+04
## TotalBsmtSF468 TotalBsmtSF480 TotalBsmtSF481
## 0.000000e+00 -1.212945e+04 0.000000e+00
## TotalBsmtSF482 TotalBsmtSF483 TotalBsmtSF484
## 1.634451e+02 -5.829593e+03 0.000000e+00
## TotalBsmtSF485 TotalBsmtSF492 TotalBsmtSF494
## -1.320990e+04 0.000000e+00 0.000000e+00
## TotalBsmtSF498 TotalBsmtSF502 TotalBsmtSF504
## 0.000000e+00 0.000000e+00 -1.482624e+04
## TotalBsmtSF506 TotalBsmtSF5095 TotalBsmtSF516
## -1.562647e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF520 TotalBsmtSF525 TotalBsmtSF526
## 5.903181e+02 -1.297581e+04 0.000000e+00
## TotalBsmtSF528 TotalBsmtSF530 TotalBsmtSF531
## -3.617459e+03 -2.018314e+03 0.000000e+00
## TotalBsmtSF533 TotalBsmtSF536 TotalBsmtSF539
## 7.610810e+03 4.684302e+03 7.795132e+03
## TotalBsmtSF540 TotalBsmtSF544 TotalBsmtSF546
## -1.660559e+04 -2.699232e+04 -6.815851e+03
## TotalBsmtSF547 TotalBsmtSF550 TotalBsmtSF551
## -5.861070e+03 0.000000e+00 -1.112278e+04
## TotalBsmtSF552 TotalBsmtSF554 TotalBsmtSF559
## 0.000000e+00 0.000000e+00 -1.019717e+04
## TotalBsmtSF560 TotalBsmtSF561 TotalBsmtSF565
## -6.407744e+03 -1.547042e+03 0.000000e+00
## TotalBsmtSF569 TotalBsmtSF570 TotalBsmtSF572
## 0.000000e+00 -1.197828e+04 -3.515811e+03
## TotalBsmtSF576 TotalBsmtSF583 TotalBsmtSF585
## -3.447992e+03 0.000000e+00 5.776174e+03
## TotalBsmtSF588 TotalBsmtSF592 TotalBsmtSF596
## -6.854153e+03 0.000000e+00 -1.133156e+04
## TotalBsmtSF600 TotalBsmtSF602 TotalBsmtSF608
## -1.704686e+04 -1.384600e+04 -7.616615e+03
## TotalBsmtSF610 TotalBsmtSF611 TotalBsmtSF6110
## 0.000000e+00 -2.820817e+03 -5.032042e+04
## TotalBsmtSF612 TotalBsmtSF616 TotalBsmtSF617
## -9.295421e+03 -5.096721e+03 7.995752e+03
## TotalBsmtSF621 TotalBsmtSF622 TotalBsmtSF624
## 0.000000e+00 -7.814593e+03 -6.126549e+03
## TotalBsmtSF625 TotalBsmtSF626 TotalBsmtSF628
## 4.560068e+03 -2.913968e+04 0.000000e+00
## TotalBsmtSF629 TotalBsmtSF630 TotalBsmtSF631
## 0.000000e+00 -5.759155e+03 0.000000e+00
## TotalBsmtSF635 TotalBsmtSF636 TotalBsmtSF637
## 0.000000e+00 -3.669080e+03 -6.949434e+03
## TotalBsmtSF641 TotalBsmtSF644 TotalBsmtSF648
## -1.253023e+04 7.267603e+02 8.336107e+03
## TotalBsmtSF649 TotalBsmtSF650 TotalBsmtSF651
## -1.054012e+04 -1.832463e+03 -1.764589e+04
## TotalBsmtSF654 TotalBsmtSF655 TotalBsmtSF656
## -7.819053e+03 1.330665e+04 -2.583598e+04
## TotalBsmtSF658 TotalBsmtSF660 TotalBsmtSF661
## -1.869361e+04 -1.173412e+04 -2.037899e+04
## TotalBsmtSF662 TotalBsmtSF663 TotalBsmtSF666
## -2.317293e+04 6.027900e+03 0.000000e+00
## TotalBsmtSF671 TotalBsmtSF672 TotalBsmtSF673
## 0.000000e+00 -3.786997e+03 -1.546465e+04
## TotalBsmtSF675 TotalBsmtSF676 TotalBsmtSF677
## 0.000000e+00 -3.536489e+04 0.000000e+00
## TotalBsmtSF678 TotalBsmtSF680 TotalBsmtSF683
## 0.000000e+00 -6.485077e+03 -2.392995e+03
## TotalBsmtSF684 TotalBsmtSF686 TotalBsmtSF687
## -6.130047e+03 -9.230055e+02 0.000000e+00
## TotalBsmtSF689 TotalBsmtSF690 TotalBsmtSF691
## -3.308542e+03 -9.583811e+02 -4.423191e+02
## TotalBsmtSF693 TotalBsmtSF696 TotalBsmtSF697
## -5.721029e+03 -1.742088e+04 1.702977e+04
## TotalBsmtSF698 TotalBsmtSF699 TotalBsmtSF700
## -1.239383e+03 0.000000e+00 -5.144741e+01
## TotalBsmtSF702 TotalBsmtSF704 TotalBsmtSF707
## -1.770280e+03 -2.822251e+03 -1.344632e+04
## TotalBsmtSF708 TotalBsmtSF709 TotalBsmtSF710
## -2.095916e+02 -6.887384e+03 -1.860897e+04
## TotalBsmtSF712 TotalBsmtSF713 TotalBsmtSF714
## -1.339269e+04 -3.850024e+03 -1.669826e+04
## TotalBsmtSF715 TotalBsmtSF716 TotalBsmtSF718
## -8.536267e+03 -4.709350e+03 -6.617984e+03
## TotalBsmtSF720 TotalBsmtSF721 TotalBsmtSF723
## -4.383458e+03 -2.180866e+03 -1.905983e+03
## TotalBsmtSF725 TotalBsmtSF727 TotalBsmtSF728
## -1.037747e+04 3.908538e+03 -2.859383e+03
## TotalBsmtSF729 TotalBsmtSF731 TotalBsmtSF732
## -4.765811e+03 -7.543997e+03 -8.570747e+03
## TotalBsmtSF734 TotalBsmtSF735 TotalBsmtSF736
## 0.000000e+00 -2.828313e+03 4.084595e+03
## TotalBsmtSF738 TotalBsmtSF739 TotalBsmtSF740
## -8.690424e+03 0.000000e+00 -2.955231e+03
## TotalBsmtSF741 TotalBsmtSF742 TotalBsmtSF744
## -4.423847e+03 -1.073792e+04 3.077994e+03
## TotalBsmtSF745 TotalBsmtSF746 TotalBsmtSF747
## 0.000000e+00 -1.893638e+04 -1.013361e+04
## TotalBsmtSF750 TotalBsmtSF752 TotalBsmtSF754
## -9.116347e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF755 TotalBsmtSF756 TotalBsmtSF757
## -1.037943e+04 -3.933166e+03 8.425053e+03
## TotalBsmtSF760 TotalBsmtSF761 TotalBsmtSF763
## 0.000000e+00 1.116922e+04 0.000000e+00
## TotalBsmtSF764 TotalBsmtSF765 TotalBsmtSF768
## 1.536827e+03 4.060954e+03 -4.591209e+03
## TotalBsmtSF770 TotalBsmtSF771 TotalBsmtSF773
## -1.944609e+03 1.606929e+03 8.275867e+02
## TotalBsmtSF774 TotalBsmtSF776 TotalBsmtSF777
## 3.094890e+03 -4.464732e+03 -1.048961e+04
## TotalBsmtSF778 TotalBsmtSF779 TotalBsmtSF780
## -9.126723e+03 0.000000e+00 -1.969559e+03
## TotalBsmtSF781 TotalBsmtSF782 TotalBsmtSF783
## 0.000000e+00 0.000000e+00 -5.905440e+03
## TotalBsmtSF784 TotalBsmtSF788 TotalBsmtSF789
## -4.100930e+03 -5.658942e+03 1.273216e+04
## TotalBsmtSF791 TotalBsmtSF792 TotalBsmtSF793
## 6.112637e+03 2.898329e+04 -5.831662e+02
## TotalBsmtSF794 TotalBsmtSF795 TotalBsmtSF796
## -1.205952e+03 -5.608624e+03 -5.383614e+03
## TotalBsmtSF797 TotalBsmtSF798 TotalBsmtSF799
## 0.000000e+00 1.253625e+04 -7.257271e+02
## TotalBsmtSF800 TotalBsmtSF801 TotalBsmtSF802
## 1.259941e+04 0.000000e+00 -6.112021e+03
## TotalBsmtSF803 TotalBsmtSF804 TotalBsmtSF806
## 1.225044e+02 -4.873778e+03 -3.658287e+03
## TotalBsmtSF807 TotalBsmtSF808 TotalBsmtSF810
## 2.357291e+03 -1.637820e+03 -2.441635e+03
## TotalBsmtSF811 TotalBsmtSF812 TotalBsmtSF813
## -1.747618e+04 0.000000e+00 -4.977814e+03
## TotalBsmtSF814 TotalBsmtSF815 TotalBsmtSF816
## 6.172739e+03 -5.278541e+03 -8.478671e+03
## TotalBsmtSF817 TotalBsmtSF818 TotalBsmtSF819
## -4.176343e+03 -4.417487e+03 -9.718139e+03
## TotalBsmtSF821 TotalBsmtSF822 TotalBsmtSF824
## 0.000000e+00 -7.415256e+03 -3.691356e+03
## TotalBsmtSF825 TotalBsmtSF826 TotalBsmtSF827
## 5.805650e+03 0.000000e+00 0.000000e+00
## TotalBsmtSF828 TotalBsmtSF830 TotalBsmtSF831
## 9.840618e+02 0.000000e+00 1.132101e+04
## TotalBsmtSF832 TotalBsmtSF833 TotalBsmtSF835
## -3.173129e+03 3.336482e+03 0.000000e+00
## TotalBsmtSF836 TotalBsmtSF837 TotalBsmtSF839
## -1.088481e+03 0.000000e+00 1.044474e+04
## TotalBsmtSF840 TotalBsmtSF841 TotalBsmtSF842
## -7.849769e+02 -5.855295e+03 0.000000e+00
## TotalBsmtSF844 TotalBsmtSF845 TotalBsmtSF846
## 1.682597e+04 -4.821672e+01 7.976784e+03
## TotalBsmtSF847 TotalBsmtSF848 TotalBsmtSF849
## -8.966192e+02 -7.612818e+03 -3.835500e+04
## TotalBsmtSF850 TotalBsmtSF851 TotalBsmtSF852
## 0.000000e+00 0.000000e+00 0.000000e+00
## TotalBsmtSF853 TotalBsmtSF854 TotalBsmtSF855
## 3.384012e+04 1.714121e+04 8.456774e+01
## TotalBsmtSF856 TotalBsmtSF858 TotalBsmtSF859
## -9.332546e+03 -3.494949e+03 -1.622885e+03
## TotalBsmtSF860 TotalBsmtSF861 TotalBsmtSF862
## -6.534614e+02 -2.743798e+03 -4.966562e+03
## TotalBsmtSF864 TotalBsmtSF866 TotalBsmtSF868
## -1.717920e+03 9.608145e+03 2.266221e+03
## TotalBsmtSF869 TotalBsmtSF870 TotalBsmtSF872
## 0.000000e+00 -1.738229e+04 -1.600609e+04
## TotalBsmtSF873 TotalBsmtSF874 TotalBsmtSF876
## -3.158323e+03 9.798418e+03 -2.031910e+03
## TotalBsmtSF878 TotalBsmtSF879 TotalBsmtSF880
## 0.000000e+00 1.651050e+03 3.183298e+03
## TotalBsmtSF882 TotalBsmtSF883 TotalBsmtSF884
## 1.514426e+03 1.040792e+03 -8.442120e+03
## TotalBsmtSF886 TotalBsmtSF888 TotalBsmtSF890
## 0.000000e+00 -4.975719e+03 0.000000e+00
## TotalBsmtSF891 TotalBsmtSF892 TotalBsmtSF893
## 0.000000e+00 -2.558229e+04 6.495760e+03
## TotalBsmtSF894 TotalBsmtSF895 TotalBsmtSF896
## 6.341290e+03 0.000000e+00 -5.026457e+03
## TotalBsmtSF900 TotalBsmtSF901 TotalBsmtSF902
## 1.251789e+04 -1.135404e+04 0.000000e+00
## TotalBsmtSF903 TotalBsmtSF904 TotalBsmtSF907
## 0.000000e+00 0.000000e+00 -2.355337e+03
## TotalBsmtSF908 TotalBsmtSF910 TotalBsmtSF911
## 4.553520e+02 1.959874e+03 6.018423e+03
## TotalBsmtSF912 TotalBsmtSF913 TotalBsmtSF914
## -7.191572e+02 -4.583965e+03 0.000000e+00
## TotalBsmtSF915 TotalBsmtSF916 TotalBsmtSF917
## 6.591836e+02 -1.050447e+04 0.000000e+00
## TotalBsmtSF918 TotalBsmtSF920 TotalBsmtSF922
## -4.534869e+03 -3.605987e+03 0.000000e+00
## TotalBsmtSF923 TotalBsmtSF924 TotalBsmtSF925
## 8.021815e+03 4.836436e+03 -6.523319e+03
## TotalBsmtSF926 TotalBsmtSF927 TotalBsmtSF928
## -3.376606e+03 -1.169332e+04 5.121668e+03
## TotalBsmtSF929 TotalBsmtSF930 TotalBsmtSF931
## 0.000000e+00 -8.512959e+03 1.173295e+04
## TotalBsmtSF932 TotalBsmtSF935 TotalBsmtSF936
## -4.131882e+03 -3.779101e+03 -7.435594e+03
## TotalBsmtSF938 TotalBsmtSF939 TotalBsmtSF940
## -1.331147e+03 -2.027888e+03 -1.446819e+03
## TotalBsmtSF941 TotalBsmtSF942 TotalBsmtSF943
## -3.086254e+03 -1.918683e+04 -7.449331e+03
## TotalBsmtSF944 TotalBsmtSF945 TotalBsmtSF946
## 4.605607e+03 -4.093555e+04 0.000000e+00
## TotalBsmtSF948 TotalBsmtSF949 TotalBsmtSF950
## -1.242873e+04 0.000000e+00 7.077572e+03
## TotalBsmtSF951 TotalBsmtSF952 TotalBsmtSF953
## -2.149648e+03 6.356850e+03 1.394002e+03
## TotalBsmtSF954 TotalBsmtSF955 TotalBsmtSF956
## 1.778924e+04 -1.880775e+03 1.131167e+04
## TotalBsmtSF957 TotalBsmtSF958 TotalBsmtSF959
## 0.000000e+00 7.294858e+03 2.604136e+01
## TotalBsmtSF960 TotalBsmtSF961 TotalBsmtSF963
## -2.381551e+03 -2.643958e+03 1.290195e+03
## TotalBsmtSF964 TotalBsmtSF965 TotalBsmtSF966
## 1.075868e+04 3.686713e+04 0.000000e+00
## TotalBsmtSF967 TotalBsmtSF968 TotalBsmtSF969
## 6.129299e+02 -1.162896e+04 3.336022e+03
## TotalBsmtSF970 TotalBsmtSF971 TotalBsmtSF972
## -1.682515e+04 -4.974962e+03 -2.820902e+03
## TotalBsmtSF973 TotalBsmtSF974 TotalBsmtSF975
## 6.914161e+03 -1.620450e+04 -8.235281e+03
## TotalBsmtSF976 TotalBsmtSF978 TotalBsmtSF979
## -1.693012e+04 -3.135595e+03 1.252288e+03
## TotalBsmtSF980 TotalBsmtSF981 TotalBsmtSF982
## -1.172599e+03 -1.336048e+03 -9.948551e+03
## TotalBsmtSF983 TotalBsmtSF984 TotalBsmtSF985
## -5.455493e+03 -1.483196e+03 -1.491347e+04
## TotalBsmtSF988 TotalBsmtSF989 TotalBsmtSF990
## -9.559333e+02 0.000000e+00 -1.013647e+04
## TotalBsmtSF991 TotalBsmtSF992 TotalBsmtSF993
## 1.370639e+02 1.686120e+03 -2.429824e+03
## TotalBsmtSF994 TotalBsmtSF995 TotalBsmtSF996
## -6.889300e+03 0.000000e+00 -3.018481e+03
## TotalBsmtSF998 TotalBsmtSF999 HeatingGasA
## 1.275424e+04 -3.246988e+03 1.251412e+02
## HeatingGasW HeatingGrav HeatingOthW
## 4.077659e+03 -4.364018e+03 -1.511353e+04
## HeatingWall HeatingQCFa HeatingQCGd
## 3.139781e+03 -1.063929e+04 -2.345867e+03
## HeatingQCPo HeatingQCTA CentralAirY
## 1.198297e+04 -5.338838e+03 7.825171e+03
## ElectricalFuseA ElectricalFuseF ElectricalFuseP
## -1.056617e+03 -3.813964e+03 -5.687887e+03
## ElectricalMix ElectricalSBrkr X1stFlrSF
## -2.612636e+03 4.708925e+02 1.517702e+01
## X2ndFlrSF LowQualFinSF GrLivArea
## 9.086591e+00 2.002412e+00 1.427035e+01
## BsmtFullBath1 BsmtFullBath2 BsmtFullBath3
## 4.061321e+03 1.262900e+04 1.151125e+04
## BsmtHalfBath1 BsmtHalfBath2 FullBath
## 1.991587e+03 -9.698804e+02 7.063934e+03
## HalfBath BedroomAbvGr KitchenAbvGr
## 6.339018e+03 4.593539e+02 -8.592628e+03
## KitchenQualFa KitchenQualGd KitchenQualTA
## -1.016003e+04 4.719306e+02 -3.955446e+03
## KitchenQual0 TotRmsAbvGrd FunctionalMaj2
## 0.000000e+00 2.101009e+03 -1.856997e+04
## FunctionalMin1 FunctionalMin2 FunctionalMod
## -1.109890e+04 -4.338867e+03 -3.455639e+02
## FunctionalSev FunctionalTyp Functional0
## -1.568483e+04 3.439625e+03 0.000000e+00
## Fireplaces FireplaceQuEx FireplaceQuFa
## 4.625979e+03 1.366682e+04 -1.399646e+03
## FireplaceQuGd FireplaceQuPo FireplaceQuTA
## 3.485512e+03 5.081110e+03 1.382546e+03
## GarageType2Types GarageTypeAttchd GarageTypeBasment
## -5.227278e+03 2.220725e+03 6.708476e+03
## GarageTypeBuiltIn GarageTypeCarPort GarageTypeDetchd
## 4.925970e+03 -2.885782e+03 -7.282241e+02
## GarageYrBlt1900 GarageYrBlt1906 GarageYrBlt1908
## -2.022089e+04 2.517157e+04 1.211772e+04
## GarageYrBlt1910 GarageYrBlt1914 GarageYrBlt1915
## 1.239546e+03 -8.337709e+03 -1.254937e+04
## GarageYrBlt1916 GarageYrBlt1918 GarageYrBlt1920
## 7.226793e+03 -4.100137e+03 -3.868351e+03
## GarageYrBlt1921 GarageYrBlt1922 GarageYrBlt1923
## 5.366425e+03 4.272310e+03 3.057561e+03
## GarageYrBlt1924 GarageYrBlt1925 GarageYrBlt1926
## -1.743562e+04 -3.283424e+03 -3.356281e+03
## GarageYrBlt1927 GarageYrBlt1928 GarageYrBlt1929
## 3.289186e+04 -8.013237e+02 2.533738e+03
## GarageYrBlt1930 GarageYrBlt1931 GarageYrBlt1932
## 5.560758e+03 -1.555002e+04 7.138748e+03
## GarageYrBlt1933 GarageYrBlt1934 GarageYrBlt1935
## -2.073246e+04 1.872898e+04 -6.569584e+03
## GarageYrBlt1936 GarageYrBlt1937 GarageYrBlt1938
## 5.673534e+02 -2.641502e+03 -1.045094e+03
## GarageYrBlt1939 GarageYrBlt1940 GarageYrBlt1941
## 5.128349e+03 3.363547e+03 2.319245e+03
## GarageYrBlt1942 GarageYrBlt1945 GarageYrBlt1946
## -2.129021e+03 4.678858e+02 -1.564433e+04
## GarageYrBlt1947 GarageYrBlt1948 GarageYrBlt1949
## 2.186345e+04 -4.936025e+03 -5.655035e+03
## GarageYrBlt1950 GarageYrBlt1951 GarageYrBlt1952
## 4.886085e+03 5.036863e+03 -4.392864e+03
## GarageYrBlt1953 GarageYrBlt1954 GarageYrBlt1955
## -4.284146e+03 3.066823e+03 7.560076e+02
## GarageYrBlt1956 GarageYrBlt1957 GarageYrBlt1958
## -2.466300e+03 -8.257444e+02 7.427283e+02
## GarageYrBlt1959 GarageYrBlt1960 GarageYrBlt1961
## 3.284947e+02 6.349436e+03 1.951483e+03
## GarageYrBlt1962 GarageYrBlt1963 GarageYrBlt1964
## 6.377297e+03 -1.844568e+03 3.786418e+03
## GarageYrBlt1965 GarageYrBlt1966 GarageYrBlt1967
## 1.230671e+03 1.929645e+03 -4.697359e+03
## GarageYrBlt1968 GarageYrBlt1969 GarageYrBlt1970
## -6.080139e+02 -2.075169e+03 -6.305951e+03
## GarageYrBlt1971 GarageYrBlt1972 GarageYrBlt1973
## -3.030702e+03 5.452934e+03 -6.155129e+01
## GarageYrBlt1974 GarageYrBlt1975 GarageYrBlt1976
## 4.595249e+03 2.516172e+03 -5.882118e+03
## GarageYrBlt1977 GarageYrBlt1978 GarageYrBlt1979
## -1.582778e+03 2.152588e+03 7.343665e+02
## GarageYrBlt1980 GarageYrBlt1981 GarageYrBlt1982
## -6.226223e+03 -3.910406e+03 -1.209952e+04
## GarageYrBlt1983 GarageYrBlt1984 GarageYrBlt1985
## 2.897070e+03 -1.790387e+03 9.695247e+02
## GarageYrBlt1986 GarageYrBlt1987 GarageYrBlt1988
## -2.511479e+03 8.442847e+03 -2.251404e+03
## GarageYrBlt1989 GarageYrBlt1990 GarageYrBlt1991
## -2.661046e+02 -6.280764e+02 1.349970e+03
## GarageYrBlt1992 GarageYrBlt1993 GarageYrBlt1994
## -5.287680e+03 -2.103895e+03 1.805335e+03
## GarageYrBlt1995 GarageYrBlt1996 GarageYrBlt1997
## 2.559394e+03 3.027215e+03 4.116140e+03
## GarageYrBlt1998 GarageYrBlt1999 GarageYrBlt2000
## -1.060556e+03 2.680969e+03 -4.895077e+03
## GarageYrBlt2001 GarageYrBlt2002 GarageYrBlt2003
## 5.587721e+03 -7.883759e+03 -9.812251e+00
## GarageYrBlt2004 GarageYrBlt2005 GarageYrBlt2006
## -7.709125e+03 2.643916e+03 6.625423e+02
## GarageYrBlt2007 GarageYrBlt2008 GarageYrBlt2009
## -5.352961e+03 9.696257e+03 1.290075e+04
## GarageYrBlt2010 GarageYrBlt1895 GarageYrBlt1896
## 1.246778e+04 0.000000e+00 0.000000e+00
## GarageYrBlt1917 GarageYrBlt1919 GarageYrBlt1943
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageYrBlt2207 GarageFinishFin GarageFinishRFn
## 0.000000e+00 8.155912e+02 -2.608066e+02
## GarageFinishUnf GarageCars1 GarageCars2
## 2.943123e+03 -7.881335e+02 -1.772212e+03
## GarageCars3 GarageCars4 GarageCars5
## 7.572046e+03 1.548729e+04 0.000000e+00
## GarageArea100 GarageArea1003 GarageArea1008
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea1014 GarageArea1017 GarageArea1020
## 3.408949e+04 0.000000e+00 7.430553e+04
## GarageArea1025 GarageArea1040 GarageArea1041
## 7.369162e+03 0.000000e+00 0.000000e+00
## GarageArea1043 GarageArea1052 GarageArea1053
## 2.948754e+03 3.121996e+04 3.844266e+04
## GarageArea1069 GarageArea1085 GarageArea1092
## 5.141702e+03 0.000000e+00 0.000000e+00
## GarageArea1105 GarageArea1110 GarageArea1134
## 0.000000e+00 0.000000e+00 3.198567e+04
## GarageArea1138 GarageArea1150 GarageArea1154
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea1166 GarageArea1174 GarageArea1184
## 3.783711e+04 0.000000e+00 0.000000e+00
## GarageArea1200 GarageArea1220 GarageArea1231
## 0.000000e+00 1.767961e+04 0.000000e+00
## GarageArea1248 GarageArea1314 GarageArea1348
## -1.324650e+04 0.000000e+00 0.000000e+00
## GarageArea1356 GarageArea1390 GarageArea1418
## 7.318362e+02 -1.489387e+04 -7.268432e+04
## GarageArea1488 GarageArea160 GarageArea162
## 0.000000e+00 -1.588722e+03 0.000000e+00
## GarageArea164 GarageArea180 GarageArea184
## -1.253240e+04 3.356500e+03 0.000000e+00
## GarageArea185 GarageArea186 GarageArea189
## 0.000000e+00 1.117803e+04 -1.345988e+04
## GarageArea192 GarageArea195 GarageArea198
## 4.859897e+03 0.000000e+00 -2.743389e+03
## GarageArea200 GarageArea205 GarageArea207
## -1.493816e+02 -5.588064e+03 0.000000e+00
## GarageArea208 GarageArea209 GarageArea210
## 2.678916e+03 0.000000e+00 4.450939e+03
## GarageArea213 GarageArea215 GarageArea216
## 9.054461e+03 0.000000e+00 -2.724078e+03
## GarageArea217 GarageArea220 GarageArea224
## 0.000000e+00 -7.639169e+02 0.000000e+00
## GarageArea225 GarageArea226 GarageArea228
## 7.699725e+03 0.000000e+00 1.654488e+04
## GarageArea230 GarageArea231 GarageArea234
## 2.028945e+04 0.000000e+00 8.034908e+03
## GarageArea240 GarageArea242 GarageArea244
## -8.381950e+02 0.000000e+00 -1.656835e+04
## GarageArea246 GarageArea248 GarageArea249
## 1.436859e+03 -1.140605e+04 0.000000e+00
## GarageArea250 GarageArea252 GarageArea253
## -1.014723e+04 -7.543993e+03 0.000000e+00
## GarageArea254 GarageArea255 GarageArea256
## 5.684629e+03 -1.047284e+04 -1.945300e+03
## GarageArea257 GarageArea258 GarageArea260
## 0.000000e+00 0.000000e+00 -2.665921e+02
## GarageArea261 GarageArea263 GarageArea264
## 1.422820e+04 0.000000e+00 -3.115856e+01
## GarageArea265 GarageArea266 GarageArea267
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea270 GarageArea271 GarageArea272
## -4.814084e+03 -4.068138e+03 0.000000e+00
## GarageArea273 GarageArea275 GarageArea276
## -7.618504e+03 7.781849e+03 3.222414e+03
## GarageArea280 GarageArea281 GarageArea282
## 2.304403e+02 2.177939e+04 1.795848e+04
## GarageArea283 GarageArea284 GarageArea286
## 1.045189e+04 5.247976e+03 -2.188366e+03
## GarageArea287 GarageArea288 GarageArea290
## -2.418806e+04 5.440589e+03 -8.698911e+02
## GarageArea292 GarageArea293 GarageArea294
## 3.734425e+03 0.000000e+00 1.450591e+03
## GarageArea295 GarageArea296 GarageArea297
## 0.000000e+00 -3.358227e+03 6.399233e+02
## GarageArea299 GarageArea300 GarageArea301
## 2.990010e+03 7.978012e+03 5.648265e+03
## GarageArea303 GarageArea304 GarageArea305
## 8.541301e+02 7.619854e+02 7.316024e+03
## GarageArea306 GarageArea307 GarageArea308
## 2.864167e+02 0.000000e+00 -4.768632e+03
## GarageArea309 GarageArea310 GarageArea311
## -5.112732e+03 0.000000e+00 0.000000e+00
## GarageArea312 GarageArea313 GarageArea315
## -2.386435e+03 0.000000e+00 5.754955e+01
## GarageArea316 GarageArea317 GarageArea318
## 0.000000e+00 0.000000e+00 1.011734e+04
## GarageArea319 GarageArea320 GarageArea322
## 1.399004e+04 2.271338e+04 -2.484429e+03
## GarageArea323 GarageArea324 GarageArea325
## 0.000000e+00 -4.461699e+03 -3.760092e+03
## GarageArea326 GarageArea327 GarageArea328
## 3.084209e+03 1.104825e+04 -8.734045e+03
## GarageArea330 GarageArea331 GarageArea332
## -3.726979e+04 0.000000e+00 0.000000e+00
## GarageArea336 GarageArea338 GarageArea340
## -1.396474e+04 5.739556e+03 0.000000e+00
## GarageArea342 GarageArea343 GarageArea344
## 1.019269e+04 1.853633e+04 0.000000e+00
## GarageArea345 GarageArea349 GarageArea350
## 0.000000e+00 4.716444e+04 -3.238364e+04
## GarageArea351 GarageArea352 GarageArea353
## 0.000000e+00 1.492392e+03 0.000000e+00
## GarageArea354 GarageArea355 GarageArea356
## 6.156567e+03 0.000000e+00 0.000000e+00
## GarageArea357 GarageArea358 GarageArea360
## 0.000000e+00 1.112039e+04 4.057144e+03
## GarageArea363 GarageArea364 GarageArea365
## 0.000000e+00 3.959596e+03 0.000000e+00
## GarageArea366 GarageArea367 GarageArea368
## 7.439785e+03 1.204405e+02 -5.259646e+03
## GarageArea369 GarageArea370 GarageArea371
## 0.000000e+00 1.612604e+04 0.000000e+00
## GarageArea372 GarageArea373 GarageArea374
## -3.907723e+03 1.484837e+03 0.000000e+00
## GarageArea375 GarageArea377 GarageArea378
## 2.078436e+03 -1.098783e+04 0.000000e+00
## GarageArea379 GarageArea380 GarageArea384
## -1.123022e+04 -7.145059e+03 -3.748220e+03
## GarageArea386 GarageArea388 GarageArea389
## 3.490441e+03 -1.315660e+04 6.169851e+02
## GarageArea390 GarageArea392 GarageArea393
## -8.954827e+03 -1.005570e+04 -1.516657e+04
## GarageArea394 GarageArea396 GarageArea397
## 0.000000e+00 -7.368500e+01 -2.540364e+04
## GarageArea398 GarageArea399 GarageArea400
## -8.606132e+02 0.000000e+00 -1.735710e+03
## GarageArea401 GarageArea402 GarageArea403
## 0.000000e+00 -1.465792e+04 -1.106543e+04
## GarageArea404 GarageArea405 GarageArea406
## -1.172202e+04 -2.242175e+04 -1.191138e+04
## GarageArea408 GarageArea409 GarageArea410
## 4.053975e+03 -7.146661e+03 1.302937e+03
## GarageArea412 GarageArea413 GarageArea414
## -8.337741e+03 -9.551558e+03 -9.779320e+03
## GarageArea416 GarageArea418 GarageArea420
## -1.465919e+03 2.888311e+03 -6.144939e+03
## GarageArea422 GarageArea423 GarageArea424
## -1.635944e+03 -2.411854e+03 1.501395e+03
## GarageArea425 GarageArea426 GarageArea427
## -8.248071e+03 -1.683315e+04 -1.165095e+04
## GarageArea428 GarageArea429 GarageArea430
## 0.000000e+00 2.664688e+03 -5.459850e+03
## GarageArea431 GarageArea432 GarageArea433
## 3.463887e+03 -7.382842e+03 1.653479e+04
## GarageArea434 GarageArea435 GarageArea436
## 7.286548e+03 5.886082e+03 -2.696021e+03
## GarageArea437 GarageArea438 GarageArea439
## -7.609856e+03 -1.412679e+04 5.020828e+03
## GarageArea440 GarageArea441 GarageArea442
## -2.510552e+03 1.372349e+04 1.944035e+04
## GarageArea443 GarageArea444 GarageArea445
## 0.000000e+00 -7.875070e+03 -8.813782e+03
## GarageArea447 GarageArea449 GarageArea450
## 2.276761e+03 0.000000e+00 -8.573443e+02
## GarageArea451 GarageArea452 GarageArea453
## -2.331561e+03 -1.833614e+04 -1.611569e+03
## GarageArea454 GarageArea455 GarageArea456
## 7.069574e+03 9.830795e+03 -9.815119e+03
## GarageArea457 GarageArea458 GarageArea459
## -8.523714e+03 1.540474e+03 -6.524627e+02
## GarageArea460 GarageArea461 GarageArea462
## -4.958288e+03 4.554268e+03 -3.237747e+03
## GarageArea463 GarageArea464 GarageArea465
## 8.327456e+03 0.000000e+00 0.000000e+00
## GarageArea466 GarageArea467 GarageArea468
## -3.294612e+03 8.078835e+02 -6.494860e+03
## GarageArea469 GarageArea470 GarageArea471
## 0.000000e+00 1.972612e+03 -6.714750e+03
## GarageArea472 GarageArea473 GarageArea474
## -4.051295e+03 2.046525e+04 -8.448863e+03
## GarageArea475 GarageArea476 GarageArea477
## -2.462121e+04 8.852992e+03 -1.426391e+04
## GarageArea478 GarageArea479 GarageArea480
## -2.061790e+02 3.121045e+03 6.700001e+03
## GarageArea481 GarageArea482 GarageArea483
## 4.504850e+03 2.792363e+03 6.527349e+01
## GarageArea484 GarageArea485 GarageArea486
## -1.553309e+03 0.000000e+00 6.048695e+02
## GarageArea487 GarageArea488 GarageArea489
## -4.512400e+03 0.000000e+00 0.000000e+00
## GarageArea490 GarageArea492 GarageArea493
## -4.761841e+03 -7.365916e+03 -3.955329e+03
## GarageArea494 GarageArea495 GarageArea496
## 3.718425e+03 3.899645e+03 -9.788963e+02
## GarageArea497 GarageArea498 GarageArea499
## -2.702540e+03 -2.559125e+03 5.256986e+03
## GarageArea500 GarageArea501 GarageArea502
## -2.089768e+03 -2.061310e+04 -1.445689e+03
## GarageArea504 GarageArea505 GarageArea506
## -6.991945e+03 7.353401e+03 5.700311e+02
## GarageArea508 GarageArea509 GarageArea510
## -7.028041e+02 -7.925906e+03 -1.554757e+04
## GarageArea511 GarageArea512 GarageArea513
## 4.369327e+03 -1.023685e+04 2.232820e+03
## GarageArea514 GarageArea515 GarageArea516
## -2.605954e+03 8.864058e+03 -4.785536e+03
## GarageArea517 GarageArea518 GarageArea520
## 0.000000e+00 1.285519e+04 -6.183262e+03
## GarageArea521 GarageArea522 GarageArea523
## -1.170368e+04 -1.641254e+03 1.053972e+04
## GarageArea524 GarageArea525 GarageArea526
## 0.000000e+00 -6.516546e+03 2.198852e+03
## GarageArea527 GarageArea528 GarageArea529
## -1.007940e+04 -5.198211e+03 6.200213e+03
## GarageArea530 GarageArea531 GarageArea532
## -5.146151e+03 -9.029615e+02 5.132778e+03
## GarageArea533 GarageArea534 GarageArea535
## 2.068633e+04 -8.895196e+02 0.000000e+00
## GarageArea538 GarageArea539 GarageArea540
## -5.340122e+03 -9.860129e+03 -3.037793e+03
## GarageArea541 GarageArea542 GarageArea543
## -4.124608e+03 -2.536410e+03 1.519649e+03
## GarageArea544 GarageArea545 GarageArea546
## -6.242076e+02 0.000000e+00 6.290085e+03
## GarageArea548 GarageArea549 GarageArea550
## -6.190399e+03 0.000000e+00 9.230588e+02
## GarageArea551 GarageArea552 GarageArea554
## 4.061858e+03 1.362541e+03 -4.135713e+02
## GarageArea555 GarageArea556 GarageArea557
## -8.214066e+03 -1.310164e+03 0.000000e+00
## GarageArea558 GarageArea559 GarageArea560
## 2.985475e+02 0.000000e+00 -2.523772e+03
## GarageArea561 GarageArea562 GarageArea564
## 0.000000e+00 1.218525e+04 -3.572286e+03
## GarageArea565 GarageArea566 GarageArea567
## 5.640097e+01 5.911172e+03 4.285810e+04
## GarageArea568 GarageArea569 GarageArea570
## 0.000000e+00 5.649613e+03 -6.662130e+03
## GarageArea571 GarageArea572 GarageArea573
## 0.000000e+00 1.163920e+04 -5.617818e+03
## GarageArea574 GarageArea575 GarageArea576
## 1.370531e+01 -3.477277e+03 1.491483e+03
## GarageArea577 GarageArea578 GarageArea579
## -8.750496e+03 -3.816405e+03 0.000000e+00
## GarageArea580 GarageArea581 GarageArea582
## 0.000000e+00 0.000000e+00 -3.410161e+03
## GarageArea583 GarageArea584 GarageArea585
## 2.738321e+02 0.000000e+00 0.000000e+00
## GarageArea586 GarageArea588 GarageArea590
## -3.236629e+03 9.168647e+00 4.894188e+03
## GarageArea591 GarageArea592 GarageArea594
## 0.000000e+00 4.425282e+02 1.197267e+04
## GarageArea595 GarageArea596 GarageArea597
## -7.442090e+03 1.004687e+03 0.000000e+00
## GarageArea598 GarageArea599 GarageArea600
## 9.468187e+03 0.000000e+00 7.312249e+02
## GarageArea601 GarageArea602 GarageArea603
## -1.433606e+03 -3.776113e+03 4.741970e+03
## GarageArea604 GarageArea605 GarageArea606
## 1.035153e+04 -6.055425e+03 -1.452958e+02
## GarageArea608 GarageArea609 GarageArea610
## -6.212909e+03 0.000000e+00 2.034530e+04
## GarageArea611 GarageArea612 GarageArea613
## 2.611565e+03 2.163482e+04 -4.558172e+03
## GarageArea614 GarageArea615 GarageArea616
## 7.191023e+02 2.441679e+04 3.901874e+03
## GarageArea617 GarageArea618 GarageArea619
## 2.406461e+04 2.609968e+03 2.359676e+03
## GarageArea620 GarageArea621 GarageArea622
## -3.256838e+03 7.652597e+03 9.444243e+03
## GarageArea623 GarageArea624 GarageArea625
## 0.000000e+00 2.349575e+03 -5.358238e+03
## GarageArea626 GarageArea627 GarageArea628
## -2.815914e+03 -6.830932e+03 3.502064e+03
## GarageArea630 GarageArea631 GarageArea632
## 1.299072e+03 0.000000e+00 -7.271523e+03
## GarageArea636 GarageArea638 GarageArea639
## 5.482434e+03 0.000000e+00 1.165661e+04
## GarageArea640 GarageArea641 GarageArea642
## 0.000000e+00 1.424963e+04 -5.707857e+03
## GarageArea644 GarageArea645 GarageArea646
## 4.565791e+03 -1.284158e+03 0.000000e+00
## GarageArea647 GarageArea648 GarageArea649
## -5.717064e+03 -6.701520e+03 0.000000e+00
## GarageArea650 GarageArea656 GarageArea658
## -3.264296e+03 -2.298043e+03 0.000000e+00
## GarageArea660 GarageArea662 GarageArea663
## -1.877845e+03 3.206462e+03 2.893104e+03
## GarageArea665 GarageArea666 GarageArea667
## 5.862686e+03 1.356494e+04 1.036583e+04
## GarageArea668 GarageArea670 GarageArea671
## -2.348511e+04 -6.579622e+03 -8.846897e+02
## GarageArea672 GarageArea673 GarageArea674
## 6.615239e+03 -6.325367e+03 0.000000e+00
## GarageArea675 GarageArea676 GarageArea678
## 7.956092e+02 1.089511e+04 -1.303379e+03
## GarageArea680 GarageArea682 GarageArea683
## 5.175224e+03 1.037908e+04 5.588293e+03
## GarageArea684 GarageArea685 GarageArea686
## 4.299322e+03 -3.896350e+03 -1.841935e+04
## GarageArea687 GarageArea688 GarageArea689
## 0.000000e+00 0.000000e+00 -1.133526e+04
## GarageArea690 GarageArea691 GarageArea692
## -6.176830e+03 4.988358e+03 0.000000e+00
## GarageArea693 GarageArea694 GarageArea696
## 2.693965e+04 1.272740e+04 6.201918e+03
## GarageArea698 GarageArea700 GarageArea701
## 0.000000e+00 0.000000e+00 5.033349e+03
## GarageArea702 GarageArea704 GarageArea706
## 3.698462e+04 -3.372550e+03 1.116752e+04
## GarageArea708 GarageArea711 GarageArea712
## 1.544461e+04 1.442306e+04 -5.714305e+03
## GarageArea713 GarageArea714 GarageArea715
## 0.000000e+00 -5.136940e+03 0.000000e+00
## GarageArea716 GarageArea719 GarageArea720
## 3.862487e+04 -1.257379e+04 5.159570e+03
## GarageArea721 GarageArea722 GarageArea724
## 3.000753e+03 7.356944e+02 0.000000e+00
## GarageArea725 GarageArea726 GarageArea728
## 0.000000e+00 2.188647e+04 0.000000e+00
## GarageArea729 GarageArea730 GarageArea732
## 0.000000e+00 0.000000e+00 2.207807e+04
## GarageArea736 GarageArea738 GarageArea739
## -3.721081e+03 5.371309e+03 1.864599e+04
## GarageArea740 GarageArea741 GarageArea744
## 7.977322e+02 0.000000e+00 0.000000e+00
## GarageArea746 GarageArea747 GarageArea748
## 1.087525e+04 0.000000e+00 6.152537e+03
## GarageArea749 GarageArea750 GarageArea751
## 5.974707e+02 -4.060873e+02 0.000000e+00
## GarageArea752 GarageArea753 GarageArea754
## -4.890018e+03 -1.323164e+03 1.050123e+02
## GarageArea756 GarageArea757 GarageArea758
## 9.951655e+03 -1.737054e+03 6.755361e+03
## GarageArea760 GarageArea762 GarageArea765
## 0.000000e+00 0.000000e+00 1.762015e+03
## GarageArea766 GarageArea768 GarageArea770
## 2.234438e+02 -6.304217e+02 2.089596e+03
## GarageArea772 GarageArea773 GarageArea774
## 2.100646e+03 0.000000e+00 9.854245e+03
## GarageArea776 GarageArea779 GarageArea780
## -1.688670e+02 -7.251442e+03 0.000000e+00
## GarageArea782 GarageArea783 GarageArea784
## -9.817772e+03 0.000000e+00 -6.331975e+03
## GarageArea786 GarageArea787 GarageArea788
## 1.103400e+03 0.000000e+00 4.726070e+03
## GarageArea789 GarageArea791 GarageArea792
## 9.115703e+03 0.000000e+00 1.545419e+04
## GarageArea795 GarageArea796 GarageArea800
## -1.005479e+04 1.105683e+04 -3.521637e+03
## GarageArea803 GarageArea804 GarageArea806
## 0.000000e+00 1.891491e+04 0.000000e+00
## GarageArea807 GarageArea808 GarageArea810
## 4.549429e+04 1.468026e+03 1.609944e+04
## GarageArea811 GarageArea812 GarageArea813
## 0.000000e+00 2.631362e+03 8.112091e+04
## GarageArea814 GarageArea815 GarageArea816
## 0.000000e+00 0.000000e+00 7.490867e+03
## GarageArea818 GarageArea820 GarageArea824
## 3.140668e+04 3.574386e+04 -1.250956e+04
## GarageArea825 GarageArea826 GarageArea828
## -1.103075e+04 -1.026952e+04 0.000000e+00
## GarageArea830 GarageArea831 GarageArea832
## -3.387236e+04 1.202162e+03 5.775077e+04
## GarageArea833 GarageArea834 GarageArea836
## -1.284667e+04 6.828953e+03 -5.578736e+03
## GarageArea839 GarageArea840 GarageArea841
## 4.562026e+03 1.879164e+04 3.719851e+04
## GarageArea842 GarageArea843 GarageArea844
## 2.551365e+04 -1.376262e+04 -8.254329e+01
## GarageArea845 GarageArea846 GarageArea848
## 0.000000e+00 3.598817e+04 0.000000e+00
## GarageArea850 GarageArea851 GarageArea852
## 3.551073e+04 0.000000e+00 1.137016e+04
## GarageArea853 GarageArea856 GarageArea857
## 5.479933e+03 4.425895e+02 -6.319169e+03
## GarageArea858 GarageArea859 GarageArea860
## 2.352977e+04 0.000000e+00 1.760194e+03
## GarageArea862 GarageArea864 GarageArea865
## -4.079216e+03 3.972309e+04 -6.414511e+03
## GarageArea866 GarageArea868 GarageArea869
## 1.031859e+04 -2.232044e+03 0.000000e+00
## GarageArea870 GarageArea871 GarageArea872
## 6.942763e+03 4.909656e+03 1.558186e+03
## GarageArea874 GarageArea876 GarageArea878
## 2.229993e+04 0.000000e+00 3.152230e+02
## GarageArea880 GarageArea884 GarageArea885
## 1.495336e+04 -1.805887e+04 0.000000e+00
## GarageArea886 GarageArea888 GarageArea889
## 0.000000e+00 1.281586e+03 -8.582026e+03
## GarageArea890 GarageArea892 GarageArea894
## -3.978917e+03 0.000000e+00 2.537140e+04
## GarageArea895 GarageArea896 GarageArea898
## -4.141079e+03 0.000000e+00 1.118671e+04
## GarageArea899 GarageArea900 GarageArea902
## 0.000000e+00 1.239621e+04 2.230268e+04
## GarageArea904 GarageArea905 GarageArea907
## 0.000000e+00 2.373457e+04 0.000000e+00
## GarageArea908 GarageArea912 GarageArea916
## 1.472537e+04 -6.595160e+03 0.000000e+00
## GarageArea920 GarageArea923 GarageArea924
## 0.000000e+00 1.552777e+04 -8.951817e+02
## GarageArea925 GarageArea927 GarageArea928
## 0.000000e+00 0.000000e+00 7.558629e+02
## GarageArea932 GarageArea933 GarageArea936
## 0.000000e+00 0.000000e+00 -9.146243e+03
## GarageArea938 GarageArea944 GarageArea947
## 0.000000e+00 0.000000e+00 -6.083283e+02
## GarageArea949 GarageArea954 GarageArea958
## 0.000000e+00 4.601099e+03 0.000000e+00
## GarageArea959 GarageArea962 GarageArea963
## 0.000000e+00 0.000000e+00 0.000000e+00
## GarageArea968 GarageArea972 GarageArea983
## 4.026642e+03 0.000000e+00 4.407282e+03
## GarageArea984 GarageArea995 GarageQualEx
## 0.000000e+00 -7.341339e+03 2.349387e+04
## GarageQualFa GarageQualGd GarageQualPo
## -6.781566e+02 7.920626e+03 5.237824e+03
## GarageQualTA GarageCondEx GarageCondFa
## 2.774186e+03 -4.284511e+03 3.129549e+03
## GarageCondGd GarageCondPo GarageCondTA
## 4.170788e+03 3.749052e+03 3.065128e+03
## PavedDriveP PavedDriveY WoodDeckSF
## -7.083580e+02 4.046771e+03 1.294345e+01
## OpenPorchSF EnclosedPorch X3SsnPorch
## 1.375774e+01 8.471093e+00 7.978399e+00
## ScreenPorch PoolArea PoolQCEx
## 4.721969e+01 2.046811e+01 3.372530e+04
## PoolQCFa PoolQCGd FenceGdPrv
## -1.770050e+03 -5.756857e+03 -5.725963e+02
## FenceGdWo FenceMnPrv FenceMnWw
## -2.007052e+03 3.105697e+03 3.742811e+03
## MiscFeatureGar2 MiscFeatureOthr MiscFeatureShed
## 3.573047e+03 -1.340033e+04 1.603710e+03
## MiscFeatureTenC MiscVal MoSold
## -1.535344e+04 1.282204e-01 1.132455e+02
## YrSold SaleTypeCon SaleTypeConLD
## -9.931244e+01 1.113674e+04 -1.141394e+04
## SaleTypeConLI SaleTypeConLw SaleTypeCWD
## -4.025007e+03 -1.754348e+04 1.431269e+04
## SaleTypeNew SaleTypeOth SaleTypeWD
## -5.335381e+02 9.301330e+03 9.241979e+02
## SaleType0 SaleConditionAdjLand SaleConditionAlloca
## 0.000000e+00 -8.502189e+02 3.881622e+03
## SaleConditionFamily SaleConditionNormal
## -1.969986e+03 5.990712e+03
#SCAD
#SCAD
library(ncvreg)
scad.mod=ncvreg(x[train,],y[train],lambda=grid, penalty="SCAD",max.iter=100000)
#cross-validation to select the tuning parameter
set.seed(1)
cv.out=cv.ncvreg(x[train,],y[train], lambda=grid, nfolds=10, max.iter=1000000)
bestlam=cv.out$lambda.min
scad.pred=predict(scad.mod, x[test,], type="response", lambda=bestlam)
MSE[2]=mean((scad.pred-y[test])^2)
out=ncvreg(x,y,lambda=grid, penalty="SCAD")
scad.coef=predict(out,type="coefficients",lambda=bestlam)[1:4994,]
#MCP
mcp.mod=ncvreg(x[train,],y[train],lambda=grid, penalty="MCP",max.iter=100000)
#cross-validation to select the tuning parameter
set.seed(1)
cv.out=cv.ncvreg(x[train,],y[train],lambda=grid, nfolds=10,penalty="MCP")
plot(cv.out)
bestlam=cv.out$lambda.min
mcp.pred=predict(mcp.mod, x[test,], type="response", lambda=bestlam)
MSE[3]=mean((mcp.pred-y[test])^2)
out=ncvreg(x,y,lambda=grid, penalty="MCP")
mcp.coef=predict(out,type="coefficients",lambda=bestlam)[1:4994,]
#Elastic Net
enet.mod=glmnet(x[train,],y[train],alpha=.4,lambda=grid)
plot(enet.mod) #large norm corresponds to small lambda
#depending on the choice of tuning parameter, some of the coefficients will be exactly equal to zero.
#cross-validation to select the tuning parameter
set.seed(1)
cv.out=cv.glmnet(x[train,],y[train],lambda=grid,alpha=.4, maxit=1000000)
plot(cv.out)
bestlam=cv.out$lambda.min
enet.pred=predict(enet.mod,s=bestlam,newx=x[test,])
MSE[4]=mean((enet.pred-y[test])^2) #ridge is better in prediction than LASSO
out=glmnet(x,y,alpha=1,lambda=grid)
enet.mod.coef=predict(out,type="coefficients",s=bestlam)[1:4994,]
enet.mod.coef[enet.mod.coef!=0]
## (Intercept) MSSubClass MSZoningRM LotFrontage110
## -7.898599e+05 -8.588599e+01 -5.508106e+03 1.244553e+04
## LotFrontage140 LotFrontage152 LotFrontage160 LotFrontage36
## 2.568963e+03 -1.505933e+04 1.253049e+05 -1.649142e+02
## LotArea StreetPave LotConfigCulDSac LandSlopeMod
## 5.051711e-01 1.196143e+04 3.545442e+03 1.796692e+03
## NeighborhoodBrkSide NeighborhoodCrawfor NeighborhoodEdwards NeighborhoodMitchel
## 2.591527e+03 1.232795e+04 -1.942143e+03 -2.483572e+03
## NeighborhoodNoRidge NeighborhoodNridgHt NeighborhoodSomerst NeighborhoodStoneBr
## 2.129287e+04 1.810767e+04 5.499618e+03 2.217435e+04
## NeighborhoodVeenker Condition1Norm Condition2PosA BldgTypeDuplex
## 6.732908e+03 5.849707e+03 1.121762e+04 -3.189046e+03
## BldgTypeTwnhs HouseStyle2.5Fin OverallQual OverallCond
## -3.633371e+03 -5.819048e+03 1.057410e+04 4.145613e+03
## YearBuilt YearRemodAdd RoofStyleGable RoofMatlWdShngl
## 2.786513e+02 1.045393e+02 -1.319539e+02 1.064587e+04
## Exterior1stBrkFace Exterior1stCemntBd MasVnrTypeBrkCmn MasVnrArea1170
## 1.066725e+04 2.380160e+03 -5.640877e+02 2.090355e+05
## MasVnrArea1378 MasVnrArea209 MasVnrArea250 MasVnrArea287
## 9.243483e+04 -2.382126e+04 -2.030509e+02 -2.207296e+04
## MasVnrArea293 MasVnrArea312 MasVnrArea315 MasVnrArea32
## 1.224248e+04 3.900174e+03 8.692582e+03 8.563034e+03
## MasVnrArea375 MasVnrArea396 MasVnrArea420 MasVnrArea426
## 4.147217e+04 8.794069e+03 3.691829e+03 9.362766e+03
## MasVnrArea428 MasVnrArea432 MasVnrArea479 MasVnrArea506
## -1.043514e+05 -2.350872e+03 2.416446e+03 2.919396e+04
## MasVnrArea528 MasVnrArea579 MasVnrArea603 MasVnrArea705
## 8.878354e+03 1.135500e+02 1.001168e+05 1.137548e+04
## MasVnrArea748 MasVnrArea760 MasVnrArea762 MasVnrArea772
## 7.676602e+04 1.023181e+05 -2.930236e+05 2.952286e+03
## MasVnrArea796 ExterQualTA FoundationPConc BsmtQualEx
## -3.542122e+05 -4.892281e+03 3.255927e+02 2.754867e+04
## BsmtCondTA BsmtExposureGd BsmtExposureNo BsmtFinType1ALQ
## 1.827091e+03 1.480502e+04 -7.233305e+02 5.800150e+01
## BsmtFinType1GLQ BsmtFinType1Unf BsmtFinSF11036 BsmtFinSF11074
## 5.717950e+03 -4.379002e+03 -1.392171e+02 1.370528e+03
## BsmtFinSF11150 BsmtFinSF11231 BsmtFinSF11238 BsmtFinSF11280
## 6.852077e+03 2.674850e+04 1.696290e+04 1.406131e+03
## BsmtFinSF11282 BsmtFinSF11309 BsmtFinSF11320 BsmtFinSF11324
## 1.149743e+03 3.884725e+03 5.096263e+02 -2.579138e+04
## BsmtFinSF11338 BsmtFinSF11350 BsmtFinSF11351 BsmtFinSF11358
## 1.136992e+04 3.307773e+04 -1.537500e+03 1.612659e+03
## BsmtFinSF11361 BsmtFinSF11386 BsmtFinSF11387 BsmtFinSF11400
## 1.153356e+03 3.920762e+04 2.156673e+02 4.375578e+03
## BsmtFinSF11410 BsmtFinSF11416 BsmtFinSF11441 BsmtFinSF11445
## 1.386448e+04 6.420016e+01 8.980848e+02 1.752618e+04
## BsmtFinSF11455 BsmtFinSF11480 BsmtFinSF11619 BsmtFinSF1168
## 5.370183e+02 5.180560e+04 2.174874e+04 -2.704939e+03
## BsmtFinSF11721 BsmtFinSF11767 BsmtFinSF11904 BsmtFinSF12096
## 4.239926e+04 1.043916e+05 9.494296e+02 9.489038e+04
## BsmtFinSF12188 BsmtFinSF12260 BsmtFinSF124 BsmtFinSF1240
## 9.415623e+02 -4.776361e+03 -1.085375e+03 1.226315e+05
## BsmtFinSF1297 BsmtFinSF1341 BsmtFinSF1427 BsmtFinSF1456
## 5.260658e+03 2.377986e+04 -2.852135e+03 8.548231e+02
## BsmtFinSF148 BsmtFinSF15644 BsmtFinSF1573 BsmtFinSF1674
## -1.788483e+03 -4.557913e+03 -1.018903e+04 -1.056200e+04
## BsmtFinSF1689 BsmtFinSF1837 BsmtFinSF1912 BsmtFinSF1984
## 5.280362e+02 -9.480972e+03 -2.298168e+03 8.470601e+03
## BsmtFinSF1987 BsmtFinSF2311 BsmtFinSF2546 BsmtFinSF2723
## -2.747109e+04 -9.831987e+03 -1.887519e+04 -3.054378e+04
## BsmtUnfSF1035 BsmtUnfSF1048 BsmtUnfSF1107 BsmtUnfSF111
## -3.866938e+01 9.466624e+01 8.397120e+04 -1.502449e+00
## BsmtUnfSF113 BsmtUnfSF1140 BsmtUnfSF120 BsmtUnfSF1217
## -1.640177e+02 -1.861452e+03 2.602953e+02 1.455807e+03
## BsmtUnfSF122 BsmtUnfSF1258 BsmtUnfSF1335 BsmtUnfSF1351
## 2.132837e+04 -1.917893e+04 7.529211e+03 3.772689e-01
## BsmtUnfSF1373 BsmtUnfSF138 BsmtUnfSF1436 BsmtUnfSF1482
## -2.633669e+03 1.685597e+02 -4.179640e+02 -9.711254e+03
## BsmtUnfSF1580 BsmtUnfSF1584 BsmtUnfSF1734 BsmtUnfSF1752
## 8.011406e+03 -1.341791e+04 1.451619e+05 1.197877e+02
## BsmtUnfSF1795 BsmtUnfSF191 BsmtUnfSF1935 BsmtUnfSF1969
## -2.877894e+03 -1.130833e+02 4.973076e+02 4.916190e+02
## BsmtUnfSF2002 BsmtUnfSF2042 BsmtUnfSF2121 BsmtUnfSF2153
## 8.125027e+03 -3.601201e+04 4.129290e+03 4.604579e+03
## BsmtUnfSF301 BsmtUnfSF425 BsmtUnfSF501 BsmtUnfSF537
## -6.513394e+03 -3.014519e+03 1.944931e+02 1.706781e+04
## BsmtUnfSF540 BsmtUnfSF543 BsmtUnfSF564 BsmtUnfSF588
## -2.335011e+04 1.534146e+01 -3.982132e+03 -4.515040e+03
## BsmtUnfSF649 BsmtUnfSF689 BsmtUnfSF690 BsmtUnfSF718
## -1.494187e+04 -5.385853e+01 3.109378e+03 -1.257720e+04
## BsmtUnfSF720 BsmtUnfSF744 BsmtUnfSF765 BsmtUnfSF773
## 1.318219e+02 1.526853e+02 1.056371e+03 3.533729e+03
## BsmtUnfSF788 BsmtUnfSF83 BsmtUnfSF892 BsmtUnfSF989
## 1.680825e+02 -1.375233e+00 -5.791695e+01 1.118857e+01
## TotalBsmtSF1021 TotalBsmtSF1108 TotalBsmtSF1140 TotalBsmtSF1210
## -9.707052e+01 7.066236e+02 -1.129226e+01 1.171167e+03
## TotalBsmtSF1258 TotalBsmtSF1324 TotalBsmtSF1347 TotalBsmtSF1386
## -9.288022e+03 8.520658e+03 -2.025778e+02 -2.911124e+04
## TotalBsmtSF1419 TotalBsmtSF1476 TotalBsmtSF1494 TotalBsmtSF1501
## 4.130499e+04 1.215240e+03 4.688489e+03 5.324247e+03
## TotalBsmtSF1584 TotalBsmtSF1600 TotalBsmtSF1629 TotalBsmtSF1719
## -8.448435e+02 3.891651e+01 5.960258e+03 2.925872e+02
## TotalBsmtSF1734 TotalBsmtSF1746 TotalBsmtSF1795 TotalBsmtSF1930
## 3.036967e+03 8.954477e+03 -1.352450e+02 3.186551e+04
## TotalBsmtSF1935 TotalBsmtSF1947 TotalBsmtSF2002 TotalBsmtSF2035
## 4.482544e+03 -1.811453e+02 7.328447e-02 -8.326952e+02
## TotalBsmtSF2042 TotalBsmtSF2076 TotalBsmtSF2077 TotalBsmtSF2121
## -1.085353e+02 2.394908e-02 2.941402e+02 3.477978e+02
## TotalBsmtSF2153 TotalBsmtSF2444 TotalBsmtSF3094 TotalBsmtSF3138
## 3.153848e-02 1.418617e-02 5.455969e+01 -2.831207e+02
## TotalBsmtSF559 TotalBsmtSF6110 TotalBsmtSF714 TotalBsmtSF844
## -2.622281e+02 -2.585789e+02 -1.978936e+02 1.584481e+03
## TotalBsmtSF942 TotalBsmtSF965 TotalBsmtSF970 HeatingOthW
## -2.161420e+02 5.545521e+01 -1.492204e+03 -1.393861e+04
## HeatingQCTA X1stFlrSF LowQualFinSF GrLivArea
## -6.856995e+02 1.305558e+01 -1.572693e+01 5.218179e+01
## BsmtFullBath1 HalfBath BedroomAbvGr KitchenAbvGr
## 6.115719e+03 6.623956e+02 -1.744480e+03 -8.531004e+03
## KitchenQualTA FunctionalSev FunctionalTyp Fireplaces
## -1.553078e+03 -2.899136e+03 1.173475e+04 3.606402e+03
## GarageType2Types GarageTypeBuiltIn GarageYrBlt1974 GarageYrBlt1997
## -1.240010e+03 7.171608e+02 9.250127e+01 6.359634e+02
## GarageYrBlt2008 GarageYrBlt2009 GarageFinishFin GarageCars1
## 1.112483e+04 8.524554e+03 1.615902e+03 -1.518281e+02
## GarageCars3 GarageCars4 GarageArea1020 GarageArea1052
## 2.462486e+04 9.863649e+03 8.895021e+01 1.377012e+04
## GarageArea1134 GarageArea1390 GarageArea1418 GarageArea330
## 4.169508e+02 -2.959984e+03 -3.055145e+04 -4.443249e+03
## GarageArea350 GarageArea475 GarageArea492 GarageArea567
## -4.324489e+03 -8.851908e+03 -2.172566e+03 5.666136e+04
## GarageArea694 GarageArea711 GarageArea716 GarageArea732
## 4.535921e+01 6.520461e+01 3.567492e+02 9.198883e+01
## GarageArea804 GarageArea807 GarageArea810 GarageArea813
## 4.615235e+01 2.551562e+02 7.847295e+02 5.235279e+02
## GarageArea820 GarageArea832 GarageArea834 GarageArea840
## 6.717531e+04 8.029831e+01 1.657446e+03 9.674682e+03
## GarageArea841 GarageArea842 GarageArea846 GarageArea850
## 2.474818e+01 4.589083e+03 5.018423e+02 4.106530e+01
## GarageArea880 GarageArea905 GarageQualGd GarageCondTA
## 5.801173e+03 4.270684e+01 1.454113e+03 1.761735e+03
## WoodDeckSF OpenPorchSF ScreenPorch SaleTypeNew
## 1.530184e+01 7.344073e+00 1.947452e+01 1.023473e+04
## SaleConditionNormal
## 2.679142e+02
#LASSO
lasso.mod=glmnet(x[train,],y[train],alpha=1,lambda=grid, maxit=1000000)
plot(lasso.mod) #large norm corresponds to small lambda
#depending on the choice of tuning parameter, some of the coefficients will be exactly equal to zero.
#cross-validation to select the tuning parameter
set.seed(1)
cv.out=cv.glmnet(x[train,],y[train],lambda=grid,alpha=1)
plot(cv.out)
bestlam=cv.out$lambda.min
lasso.pred=predict(lasso.mod,s=bestlam,newx=x[test,])
MSE[5]=mean((lasso.pred-y[test])^2) #ridge is better in prediction than LASSO
out=glmnet(x,y,alpha=1,lambda=grid)
lasso.coef=predict(out,type="coefficients",s=bestlam)[1:4994,]
lasso.coef[lasso.coef!=0]
## (Intercept) MSSubClass MSZoningRM LotFrontage110
## -7.898599e+05 -8.588599e+01 -5.508106e+03 1.244553e+04
## LotFrontage140 LotFrontage152 LotFrontage160 LotFrontage36
## 2.568963e+03 -1.505933e+04 1.253049e+05 -1.649142e+02
## LotArea StreetPave LotConfigCulDSac LandSlopeMod
## 5.051711e-01 1.196143e+04 3.545442e+03 1.796692e+03
## NeighborhoodBrkSide NeighborhoodCrawfor NeighborhoodEdwards NeighborhoodMitchel
## 2.591527e+03 1.232795e+04 -1.942143e+03 -2.483572e+03
## NeighborhoodNoRidge NeighborhoodNridgHt NeighborhoodSomerst NeighborhoodStoneBr
## 2.129287e+04 1.810767e+04 5.499618e+03 2.217435e+04
## NeighborhoodVeenker Condition1Norm Condition2PosA BldgTypeDuplex
## 6.732908e+03 5.849707e+03 1.121762e+04 -3.189046e+03
## BldgTypeTwnhs HouseStyle2.5Fin OverallQual OverallCond
## -3.633371e+03 -5.819048e+03 1.057410e+04 4.145613e+03
## YearBuilt YearRemodAdd RoofStyleGable RoofMatlWdShngl
## 2.786513e+02 1.045393e+02 -1.319539e+02 1.064587e+04
## Exterior1stBrkFace Exterior1stCemntBd MasVnrTypeBrkCmn MasVnrArea1170
## 1.066725e+04 2.380160e+03 -5.640877e+02 2.090355e+05
## MasVnrArea1378 MasVnrArea209 MasVnrArea250 MasVnrArea287
## 9.243483e+04 -2.382126e+04 -2.030509e+02 -2.207296e+04
## MasVnrArea293 MasVnrArea312 MasVnrArea315 MasVnrArea32
## 1.224248e+04 3.900174e+03 8.692582e+03 8.563034e+03
## MasVnrArea375 MasVnrArea396 MasVnrArea420 MasVnrArea426
## 4.147217e+04 8.794069e+03 3.691829e+03 9.362766e+03
## MasVnrArea428 MasVnrArea432 MasVnrArea479 MasVnrArea506
## -1.043514e+05 -2.350872e+03 2.416446e+03 2.919396e+04
## MasVnrArea528 MasVnrArea579 MasVnrArea603 MasVnrArea705
## 8.878354e+03 1.135500e+02 1.001168e+05 1.137548e+04
## MasVnrArea748 MasVnrArea760 MasVnrArea762 MasVnrArea772
## 7.676602e+04 1.023181e+05 -2.930236e+05 2.952286e+03
## MasVnrArea796 ExterQualTA FoundationPConc BsmtQualEx
## -3.542122e+05 -4.892281e+03 3.255927e+02 2.754867e+04
## BsmtCondTA BsmtExposureGd BsmtExposureNo BsmtFinType1ALQ
## 1.827091e+03 1.480502e+04 -7.233305e+02 5.800150e+01
## BsmtFinType1GLQ BsmtFinType1Unf BsmtFinSF11036 BsmtFinSF11074
## 5.717950e+03 -4.379002e+03 -1.392171e+02 1.370528e+03
## BsmtFinSF11150 BsmtFinSF11231 BsmtFinSF11238 BsmtFinSF11280
## 6.852077e+03 2.674850e+04 1.696290e+04 1.406131e+03
## BsmtFinSF11282 BsmtFinSF11309 BsmtFinSF11320 BsmtFinSF11324
## 1.149743e+03 3.884725e+03 5.096263e+02 -2.579138e+04
## BsmtFinSF11338 BsmtFinSF11350 BsmtFinSF11351 BsmtFinSF11358
## 1.136992e+04 3.307773e+04 -1.537500e+03 1.612659e+03
## BsmtFinSF11361 BsmtFinSF11386 BsmtFinSF11387 BsmtFinSF11400
## 1.153356e+03 3.920762e+04 2.156673e+02 4.375578e+03
## BsmtFinSF11410 BsmtFinSF11416 BsmtFinSF11441 BsmtFinSF11445
## 1.386448e+04 6.420016e+01 8.980848e+02 1.752618e+04
## BsmtFinSF11455 BsmtFinSF11480 BsmtFinSF11619 BsmtFinSF1168
## 5.370183e+02 5.180560e+04 2.174874e+04 -2.704939e+03
## BsmtFinSF11721 BsmtFinSF11767 BsmtFinSF11904 BsmtFinSF12096
## 4.239926e+04 1.043916e+05 9.494296e+02 9.489038e+04
## BsmtFinSF12188 BsmtFinSF12260 BsmtFinSF124 BsmtFinSF1240
## 9.415623e+02 -4.776361e+03 -1.085375e+03 1.226315e+05
## BsmtFinSF1297 BsmtFinSF1341 BsmtFinSF1427 BsmtFinSF1456
## 5.260658e+03 2.377986e+04 -2.852135e+03 8.548231e+02
## BsmtFinSF148 BsmtFinSF15644 BsmtFinSF1573 BsmtFinSF1674
## -1.788483e+03 -4.557913e+03 -1.018903e+04 -1.056200e+04
## BsmtFinSF1689 BsmtFinSF1837 BsmtFinSF1912 BsmtFinSF1984
## 5.280362e+02 -9.480972e+03 -2.298168e+03 8.470601e+03
## BsmtFinSF1987 BsmtFinSF2311 BsmtFinSF2546 BsmtFinSF2723
## -2.747109e+04 -9.831987e+03 -1.887519e+04 -3.054378e+04
## BsmtUnfSF1035 BsmtUnfSF1048 BsmtUnfSF1107 BsmtUnfSF111
## -3.866938e+01 9.466624e+01 8.397120e+04 -1.502449e+00
## BsmtUnfSF113 BsmtUnfSF1140 BsmtUnfSF120 BsmtUnfSF1217
## -1.640177e+02 -1.861452e+03 2.602953e+02 1.455807e+03
## BsmtUnfSF122 BsmtUnfSF1258 BsmtUnfSF1335 BsmtUnfSF1351
## 2.132837e+04 -1.917893e+04 7.529211e+03 3.772689e-01
## BsmtUnfSF1373 BsmtUnfSF138 BsmtUnfSF1436 BsmtUnfSF1482
## -2.633669e+03 1.685597e+02 -4.179640e+02 -9.711254e+03
## BsmtUnfSF1580 BsmtUnfSF1584 BsmtUnfSF1734 BsmtUnfSF1752
## 8.011406e+03 -1.341791e+04 1.451619e+05 1.197877e+02
## BsmtUnfSF1795 BsmtUnfSF191 BsmtUnfSF1935 BsmtUnfSF1969
## -2.877894e+03 -1.130833e+02 4.973076e+02 4.916190e+02
## BsmtUnfSF2002 BsmtUnfSF2042 BsmtUnfSF2121 BsmtUnfSF2153
## 8.125027e+03 -3.601201e+04 4.129290e+03 4.604579e+03
## BsmtUnfSF301 BsmtUnfSF425 BsmtUnfSF501 BsmtUnfSF537
## -6.513394e+03 -3.014519e+03 1.944931e+02 1.706781e+04
## BsmtUnfSF540 BsmtUnfSF543 BsmtUnfSF564 BsmtUnfSF588
## -2.335011e+04 1.534146e+01 -3.982132e+03 -4.515040e+03
## BsmtUnfSF649 BsmtUnfSF689 BsmtUnfSF690 BsmtUnfSF718
## -1.494187e+04 -5.385853e+01 3.109378e+03 -1.257720e+04
## BsmtUnfSF720 BsmtUnfSF744 BsmtUnfSF765 BsmtUnfSF773
## 1.318219e+02 1.526853e+02 1.056371e+03 3.533729e+03
## BsmtUnfSF788 BsmtUnfSF83 BsmtUnfSF892 BsmtUnfSF989
## 1.680825e+02 -1.375233e+00 -5.791695e+01 1.118857e+01
## TotalBsmtSF1021 TotalBsmtSF1108 TotalBsmtSF1140 TotalBsmtSF1210
## -9.707052e+01 7.066236e+02 -1.129226e+01 1.171167e+03
## TotalBsmtSF1258 TotalBsmtSF1324 TotalBsmtSF1347 TotalBsmtSF1386
## -9.288022e+03 8.520658e+03 -2.025778e+02 -2.911124e+04
## TotalBsmtSF1419 TotalBsmtSF1476 TotalBsmtSF1494 TotalBsmtSF1501
## 4.130499e+04 1.215240e+03 4.688489e+03 5.324247e+03
## TotalBsmtSF1584 TotalBsmtSF1600 TotalBsmtSF1629 TotalBsmtSF1719
## -8.448435e+02 3.891651e+01 5.960258e+03 2.925872e+02
## TotalBsmtSF1734 TotalBsmtSF1746 TotalBsmtSF1795 TotalBsmtSF1930
## 3.036967e+03 8.954477e+03 -1.352450e+02 3.186551e+04
## TotalBsmtSF1935 TotalBsmtSF1947 TotalBsmtSF2002 TotalBsmtSF2035
## 4.482544e+03 -1.811453e+02 7.328447e-02 -8.326952e+02
## TotalBsmtSF2042 TotalBsmtSF2076 TotalBsmtSF2077 TotalBsmtSF2121
## -1.085353e+02 2.394908e-02 2.941402e+02 3.477978e+02
## TotalBsmtSF2153 TotalBsmtSF2444 TotalBsmtSF3094 TotalBsmtSF3138
## 3.153848e-02 1.418617e-02 5.455969e+01 -2.831207e+02
## TotalBsmtSF559 TotalBsmtSF6110 TotalBsmtSF714 TotalBsmtSF844
## -2.622281e+02 -2.585789e+02 -1.978936e+02 1.584481e+03
## TotalBsmtSF942 TotalBsmtSF965 TotalBsmtSF970 HeatingOthW
## -2.161420e+02 5.545521e+01 -1.492204e+03 -1.393861e+04
## HeatingQCTA X1stFlrSF LowQualFinSF GrLivArea
## -6.856995e+02 1.305558e+01 -1.572693e+01 5.218179e+01
## BsmtFullBath1 HalfBath BedroomAbvGr KitchenAbvGr
## 6.115719e+03 6.623956e+02 -1.744480e+03 -8.531004e+03
## KitchenQualTA FunctionalSev FunctionalTyp Fireplaces
## -1.553078e+03 -2.899136e+03 1.173475e+04 3.606402e+03
## GarageType2Types GarageTypeBuiltIn GarageYrBlt1974 GarageYrBlt1997
## -1.240010e+03 7.171608e+02 9.250127e+01 6.359634e+02
## GarageYrBlt2008 GarageYrBlt2009 GarageFinishFin GarageCars1
## 1.112483e+04 8.524554e+03 1.615902e+03 -1.518281e+02
## GarageCars3 GarageCars4 GarageArea1020 GarageArea1052
## 2.462486e+04 9.863649e+03 8.895021e+01 1.377012e+04
## GarageArea1134 GarageArea1390 GarageArea1418 GarageArea330
## 4.169508e+02 -2.959984e+03 -3.055145e+04 -4.443249e+03
## GarageArea350 GarageArea475 GarageArea492 GarageArea567
## -4.324489e+03 -8.851908e+03 -2.172566e+03 5.666136e+04
## GarageArea694 GarageArea711 GarageArea716 GarageArea732
## 4.535921e+01 6.520461e+01 3.567492e+02 9.198883e+01
## GarageArea804 GarageArea807 GarageArea810 GarageArea813
## 4.615235e+01 2.551562e+02 7.847295e+02 5.235279e+02
## GarageArea820 GarageArea832 GarageArea834 GarageArea840
## 6.717531e+04 8.029831e+01 1.657446e+03 9.674682e+03
## GarageArea841 GarageArea842 GarageArea846 GarageArea850
## 2.474818e+01 4.589083e+03 5.018423e+02 4.106530e+01
## GarageArea880 GarageArea905 GarageQualGd GarageCondTA
## 5.801173e+03 4.270684e+01 1.454113e+03 1.761735e+03
## WoodDeckSF OpenPorchSF ScreenPorch SaleTypeNew
## 1.530184e+01 7.344073e+00 1.947452e+01 1.023473e+04
## SaleConditionNormal
## 2.679142e+02
colnames(MSE)<-c("Ridge","SCAD","MCP","Enet","Lasso")
MSE
## Ridge SCAD MCP Enet Lasso
## [1,] 2124107207 1224928874 1204936214 1123266040 1173361029
#Scad has lowest MSE
cv.out=cv.ncvreg(x[train,],y[train], lambda=grid, nfolds=10, max.iter=1000000)
# Utilities should be dropped, only 1 factor level
bestlam=cv.out$lambda.min
x=model.matrix(SalePrice~., Data)[,-1] #without the intercept column
y = trainData$SalePrice
for(i in 1:1460){
x<-x[-1,]
}
predSalesPrice=predict(scad.mod, x, type="response", lambda=bestlam)
testData$SalePrice<-predSalesPrice
testData<-testData[ , -2:-79]
write_csv(testData, file="G:/My Drive/Seans Drive/PhD/Classes/AQME/HW/Kaggle/submission_SCAD.csv")
knitr::include_graphics("G:/My Drive/Seans Drive/PhD/Classes/AQME/HW/Kaggle/kaggle.png")
## Warning in knitr::include_graphics("G:/My Drive/Seans Drive/PhD/Classes/AQME/HW/
## Kaggle/kaggle.png"): It is highly recommended to use relative paths for images.
## You had absolute paths: "G:/My Drive/Seans Drive/PhD/Classes/AQME/HW/Kaggle/
## kaggle.png"
#Tree
#library(rpart)
#mod_rpart <- rpart(SalePrice~., data=trainData)
# Try this command to make a nice tree plot!
# fancyRpartPlot(mod_rpart, caption = NULL)
#pred_rpart <- predict(mod_rpart, newdata = testData) #issues with new levels
#submission_rpart <- tibble(Id=test_raw$Id, SalePrice=pred_rpart)
#head(submission_rpart)
# Obviously, your file path might be different here:
#write_csv(submission_rpart, file="G:/My Drive/Seans Drive/PhD/Classes/AQME/HW/Kaggle/submission_rpart.csv")
# Fitting Classification Trees
#library(tree)
#library(ISLR)
#trainData<-trainData[,-26]
#testData<-testData[,-26]
#trainData<-trainData[,-57]
#testData<-testData[,-57]
#trainData<-trainData[,-4]
#testData<-testData[,-4]
#tree.sales=tree(SalePrice~.,trainData)
#training/test
#tree.pred=predict(tree.sales,testData) #issue with varying levels across the fit
#Ran out of time to do the tree, but finished with the SCAD