Cleaning Housing Data From Ames, Iowa
Michael Arango, Yeshwant Chillakuru, Jack Crum, Paul Brewster
5/1/2017
- Initializing Packages and Importing Data
- Cleaning
- Parcel ID Number
- Dwelling Type
- Lot Frontage
- Lot Area
- Street
- Alley
- Lot Shape
- Land Contour
- Utilities
- Lot Configuration
- Land Slope
- Neighborhood
- Condition 1
- Condition 2
- Building Type
- House Style
- Overall Quality
- Overall Condition
- Year Built
- Year Remodeled
- Pool Quality
- Roof, Basement, Exterior, and heating/air conditioning
- Electrical
- Living Area
- First Floor Square Feet
- Second Floor Square Feet
- Low Quality Finish Square Feet
- Greater Living Area
- Bathrooms
- Bedrooms
- Kitchen Variables
- Total Rooms Above Ground
- Functional
- Fireplaces
- Garage Variables
- Removing Data
- Fill in missing garage year built
- Exploratory Data Analysis
- Cleaning paved.drive to saleprice:
- Converting fence value of NA to “No Fence”
- Converting misc.feature value of NA to “No Feature”
- Sales Type
- Sale Condition
- Drop outliers of sale price below and above 1st and 99th percentile
- Write cleaned data to csv
Initializing Packages and Importing Data
# install.packages("gdata")
# install.packages("tidyverse")
# install.packages("stringr")
# install.packages("lubridate")
# install.packages("scales")
# install.packages("graphics")
# install.packages("caret")
library(gdata)
library(tidyverse)
library(stringr)
library(lubridate)
library(scales)
library(graphics)
library(caret)# commented out the version Paul needs to use to run and kept normal implementation
# df <- read.xls('./data/AmesHousing.xls', stringsAsFactors = FALSE, perl = "C:/Strawberry/perl/bin/perl.exe")
df <- read.xls('./original_data/AmesHousing.xls', stringsAsFactors = FALSE)
glimpse(df)## Observations: 2,930
## Variables: 82
## $ Order <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14,...
## $ PID <int> 526301100, 526350040, 526351010, 526353030, 52...
## $ MS.SubClass <int> 20, 20, 20, 20, 60, 60, 120, 120, 120, 60, 60,...
## $ MS.Zoning <chr> "RL", "RH", "RL", "RL", "RL", "RL", "RL", "RL"...
## $ Lot.Frontage <int> 141, 80, 81, 93, 74, 78, 41, 43, 39, 60, 75, N...
## $ Lot.Area <int> 31770, 11622, 14267, 11160, 13830, 9978, 4920,...
## $ Street <chr> "Pave", "Pave", "Pave", "Pave", "Pave", "Pave"...
## $ Alley <chr> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA...
## $ Lot.Shape <chr> "IR1", "Reg", "IR1", "Reg", "IR1", "IR1", "Reg...
## $ Land.Contour <chr> "Lvl", "Lvl", "Lvl", "Lvl", "Lvl", "Lvl", "Lvl...
## $ Utilities <chr> "AllPub", "AllPub", "AllPub", "AllPub", "AllPu...
## $ Lot.Config <chr> "Corner", "Inside", "Corner", "Corner", "Insid...
## $ Land.Slope <chr> "Gtl", "Gtl", "Gtl", "Gtl", "Gtl", "Gtl", "Gtl...
## $ Neighborhood <chr> "NAmes", "NAmes", "NAmes", "NAmes", "Gilbert",...
## $ Condition.1 <chr> "Norm", "Feedr", "Norm", "Norm", "Norm", "Norm...
## $ Condition.2 <chr> "Norm", "Norm", "Norm", "Norm", "Norm", "Norm"...
## $ Bldg.Type <chr> "1Fam", "1Fam", "1Fam", "1Fam", "1Fam", "1Fam"...
## $ House.Style <chr> "1Story", "1Story", "1Story", "1Story", "2Stor...
## $ Overall.Qual <int> 6, 5, 6, 7, 5, 6, 8, 8, 8, 7, 6, 6, 6, 7, 8, 8...
## $ Overall.Cond <int> 5, 6, 6, 5, 5, 6, 5, 5, 5, 5, 5, 7, 5, 5, 5, 5...
## $ Year.Built <int> 1960, 1961, 1958, 1968, 1997, 1998, 2001, 1992...
## $ Year.Remod.Add <int> 1960, 1961, 1958, 1968, 1998, 1998, 2001, 1992...
## $ Roof.Style <chr> "Hip", "Gable", "Hip", "Hip", "Gable", "Gable"...
## $ Roof.Matl <chr> "CompShg", "CompShg", "CompShg", "CompShg", "C...
## $ Exterior.1st <chr> "BrkFace", "VinylSd", "Wd Sdng", "BrkFace", "V...
## $ Exterior.2nd <chr> "Plywood", "VinylSd", "Wd Sdng", "BrkFace", "V...
## $ Mas.Vnr.Type <chr> "Stone", "None", "BrkFace", "None", "None", "B...
## $ Mas.Vnr.Area <int> 112, 0, 108, 0, 0, 20, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Exter.Qual <chr> "TA", "TA", "TA", "Gd", "TA", "TA", "Gd", "Gd"...
## $ Exter.Cond <chr> "TA", "TA", "TA", "TA", "TA", "TA", "TA", "TA"...
## $ Foundation <chr> "CBlock", "CBlock", "CBlock", "CBlock", "PConc...
## $ Bsmt.Qual <chr> "TA", "TA", "TA", "TA", "Gd", "TA", "Gd", "Gd"...
## $ Bsmt.Cond <chr> "Gd", "TA", "TA", "TA", "TA", "TA", "TA", "TA"...
## $ Bsmt.Exposure <chr> "Gd", "No", "No", "No", "No", "No", "Mn", "No"...
## $ BsmtFin.Type.1 <chr> "BLQ", "Rec", "ALQ", "ALQ", "GLQ", "GLQ", "GLQ...
## $ BsmtFin.SF.1 <int> 639, 468, 923, 1065, 791, 602, 616, 263, 1180,...
## $ BsmtFin.Type.2 <chr> "Unf", "LwQ", "Unf", "Unf", "Unf", "Unf", "Unf...
## $ BsmtFin.SF.2 <int> 0, 144, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 11...
## $ Bsmt.Unf.SF <int> 441, 270, 406, 1045, 137, 324, 722, 1017, 415,...
## $ Total.Bsmt.SF <int> 1080, 882, 1329, 2110, 928, 926, 1338, 1280, 1...
## $ Heating <chr> "GasA", "GasA", "GasA", "GasA", "GasA", "GasA"...
## $ Heating.QC <chr> "Fa", "TA", "TA", "Ex", "Gd", "Ex", "Ex", "Ex"...
## $ Central.Air <chr> "Y", "Y", "Y", "Y", "Y", "Y", "Y", "Y", "Y", "...
## $ Electrical <chr> "SBrkr", "SBrkr", "SBrkr", "SBrkr", "SBrkr", "...
## $ X1st.Flr.SF <int> 1656, 896, 1329, 2110, 928, 926, 1338, 1280, 1...
## $ X2nd.Flr.SF <int> 0, 0, 0, 0, 701, 678, 0, 0, 0, 776, 892, 0, 67...
## $ Low.Qual.Fin.SF <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Gr.Liv.Area <int> 1656, 896, 1329, 2110, 1629, 1604, 1338, 1280,...
## $ Bsmt.Full.Bath <int> 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1...
## $ Bsmt.Half.Bath <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Full.Bath <int> 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 3...
## $ Half.Bath <int> 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1...
## $ Bedroom.AbvGr <int> 3, 2, 3, 3, 3, 3, 2, 2, 2, 3, 3, 3, 3, 2, 1, 4...
## $ Kitchen.AbvGr <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1...
## $ Kitchen.Qual <chr> "TA", "TA", "Gd", "Ex", "TA", "Gd", "Gd", "Gd"...
## $ TotRms.AbvGrd <int> 7, 5, 6, 8, 6, 7, 6, 5, 5, 7, 7, 6, 7, 5, 4, 1...
## $ Functional <chr> "Typ", "Typ", "Typ", "Typ", "Typ", "Typ", "Typ...
## $ Fireplaces <int> 2, 0, 0, 2, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1...
## $ Fireplace.Qu <chr> "Gd", NA, NA, "TA", "TA", "Gd", NA, NA, "TA", ...
## $ Garage.Type <chr> "Attchd", "Attchd", "Attchd", "Attchd", "Attch...
## $ Garage.Yr.Blt <int> 1960, 1961, 1958, 1968, 1997, 1998, 2001, 1992...
## $ Garage.Finish <chr> "Fin", "Unf", "Unf", "Fin", "Fin", "Fin", "Fin...
## $ Garage.Cars <int> 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3...
## $ Garage.Area <int> 528, 730, 312, 522, 482, 470, 582, 506, 608, 4...
## $ Garage.Qual <chr> "TA", "TA", "TA", "TA", "TA", "TA", "TA", "TA"...
## $ Garage.Cond <chr> "TA", "TA", "TA", "TA", "TA", "TA", "TA", "TA"...
## $ Paved.Drive <chr> "P", "Y", "Y", "Y", "Y", "Y", "Y", "Y", "Y", "...
## $ Wood.Deck.SF <int> 210, 140, 393, 0, 212, 360, 0, 0, 237, 140, 15...
## $ Open.Porch.SF <int> 62, 0, 36, 0, 34, 36, 0, 82, 152, 60, 84, 21, ...
## $ Enclosed.Porch <int> 0, 0, 0, 0, 0, 0, 170, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ X3Ssn.Porch <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Screen.Porch <int> 0, 120, 0, 0, 0, 0, 0, 144, 0, 0, 0, 0, 0, 0, ...
## $ Pool.Area <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pool.QC <chr> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA...
## $ Fence <chr> NA, "MnPrv", NA, NA, "MnPrv", NA, NA, NA, NA, ...
## $ Misc.Feature <chr> NA, NA, "Gar2", NA, NA, NA, NA, NA, NA, NA, NA...
## $ Misc.Val <int> 0, 0, 12500, 0, 0, 0, 0, 0, 0, 0, 0, 500, 0, 0...
## $ Mo.Sold <int> 5, 6, 6, 4, 3, 6, 4, 1, 3, 6, 4, 3, 5, 2, 6, 6...
## $ Yr.Sold <int> 2010, 2010, 2010, 2010, 2010, 2010, 2010, 2010...
## $ Sale.Type <chr> "WD ", "WD ", "WD ", "WD ", "WD ", "WD ", "WD ...
## $ Sale.Condition <chr> "Normal", "Normal", "Normal", "Normal", "Norma...
## $ SalePrice <int> 215000, 105000, 172000, 244000, 189900, 195500...We will adopt a standard variable naming convention where all variables are lowercase and words are concatenated with periods.
names(df) <- tolower(names(df))
# drop the order variable
df <- df %>%
dplyr::select(everything(), -order)
names(df)## [1] "pid" "ms.subclass" "ms.zoning"
## [4] "lot.frontage" "lot.area" "street"
## [7] "alley" "lot.shape" "land.contour"
## [10] "utilities" "lot.config" "land.slope"
## [13] "neighborhood" "condition.1" "condition.2"
## [16] "bldg.type" "house.style" "overall.qual"
## [19] "overall.cond" "year.built" "year.remod.add"
## [22] "roof.style" "roof.matl" "exterior.1st"
## [25] "exterior.2nd" "mas.vnr.type" "mas.vnr.area"
## [28] "exter.qual" "exter.cond" "foundation"
## [31] "bsmt.qual" "bsmt.cond" "bsmt.exposure"
## [34] "bsmtfin.type.1" "bsmtfin.sf.1" "bsmtfin.type.2"
## [37] "bsmtfin.sf.2" "bsmt.unf.sf" "total.bsmt.sf"
## [40] "heating" "heating.qc" "central.air"
## [43] "electrical" "x1st.flr.sf" "x2nd.flr.sf"
## [46] "low.qual.fin.sf" "gr.liv.area" "bsmt.full.bath"
## [49] "bsmt.half.bath" "full.bath" "half.bath"
## [52] "bedroom.abvgr" "kitchen.abvgr" "kitchen.qual"
## [55] "totrms.abvgrd" "functional" "fireplaces"
## [58] "fireplace.qu" "garage.type" "garage.yr.blt"
## [61] "garage.finish" "garage.cars" "garage.area"
## [64] "garage.qual" "garage.cond" "paved.drive"
## [67] "wood.deck.sf" "open.porch.sf" "enclosed.porch"
## [70] "x3ssn.porch" "screen.porch" "pool.area"
## [73] "pool.qc" "fence" "misc.feature"
## [76] "misc.val" "mo.sold" "yr.sold"
## [79] "sale.type" "sale.condition" "saleprice"# save original number of obs and vars
startObs <- dim(df)[1]
endObs <- dim(df)[2]We decided to drop the order variable as it is just a duplicate row index and corresponds to the observation number.
Description of Dataset
The dataset we chose for our project contains information from the Ames Assessor’s Office on residential property sales that occurred in Ames, Iowa from 2006 to 2010.1 Thus, the unit of observation in the dataset is a single property sale in Ames, Iowa in a given year. The dataset contains 2930 observations and 81 variables.
Of the 81 variables, 23 are nominal, 23 are ordinal, 14 are discrete, and 20 are continuous. The variables included are basic characteristics that anyone wanting to buy a house would be interested in. For the most part, the different variables may be split up into specific groups. In general, the 20 continuous variables relate measurements of area dimensions for each observation. These include, among others, the sizes of lots, rooms, porches, and garages. The 14 discrete variables mostly have to do with the number of bedrooms, bathrooms, kitchens, etc. that a given property has. There are several geographic categorical variables that start profiling properties at the individual Parcel ID level and end at the neighborhood level. The rest of the nominal variables identify characteristics of the property and dwelling type/structure. Most of the ordinal variables are rankings of the quality/condition of rooms and lot characteristics. For more information on the variables in the dataset, consult the DataDescription.txt file in the data directory.
Cleaning
# Are there any missing values in the data
any(is.na(df))## [1] TRUE# How many are there
sum(is.na(df))## [1] 13960# return index of columns that have missing values
na.cols = which(colSums(is.na(df)) > 0)
# Break down missing values by variable
sort(colSums(sapply(df[na.cols], is.na)), decreasing = TRUE)## pool.qc misc.feature alley fence fireplace.qu
## 2917 2824 2732 2358 1422
## lot.frontage garage.yr.blt garage.qual garage.cond garage.type
## 490 159 158 158 157
## garage.finish bsmt.qual bsmt.cond bsmt.exposure bsmtfin.type.1
## 157 79 79 79 79
## bsmtfin.type.2 mas.vnr.area bsmt.full.bath bsmt.half.bath bsmtfin.sf.1
## 79 23 2 2 1
## bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf garage.cars garage.area
## 1 1 1 1 1One thing to be aware of is that some variables such as Alley have NA encoded as a level to specify No Alley Access. Thus, these cases are not “missing” values.
# This is a helper function to plot the categorical variables in the dataset
plotCategorical = function(cols, dataframe) {
for (col in cols) {
# Remove NA's & sort categories by tally
order.cols = names(sort(table(df[,col]), decreasing = TRUE))
# qplot is ggplot's equivalent of base R's high-level plotting function `plot`
num.plot = qplot(dataframe[,col]) +
# change bar color
geom_bar(fill = 'cornflowerblue') +
# add the value labels to each bar
geom_text(aes(label = ..count..), stat='count', vjust=-0.5) +
# minimal theme
theme_minimal() +
# set scales for each plot to go from 0 to max of categorical feature
scale_y_continuous(limits = c(0,max(table(dataframe[,col]))*1.1)) +
scale_x_discrete(limits = order.cols) +
xlab(col) +
# rotate x-axis label text 30 degrees and set font size to 12
theme(axis.text.x = element_text(angle = 30, size=12))
# Show plot and suppress warning messages from plot function
suppressWarnings(print(num.plot))
}
}Parcel ID Number
We already saw that the pid variable does not have any missing values, but it might be interesting to see if any parcel appears twice. We would be able to see appreciation/depreciation over time if the same house was bought and sold within a 5 year window.
dplyr::summarise(df,
n_obs = n(),
n_pid = n_distinct(pid))## n_obs n_pid
## 1 2930 2930Unfortunately, every parcel ID only appears once in the dataset. Since the parcel ID doesn’t add meaningful information in predicting price, we are going to drop it. It may be interesting to use for mapping purposes, but that is outside the scope of this project.
df <- df %>%
dplyr::select(everything(), -pid)Dwelling Type
The ms.subclass variable specifies the type of dwelling involved in the sale. The variable is coded as an integer and has a key that can be found in the documentation. There are 16 types of dwellings included. Numbers in the 20 to 85 range represent different traditional style homes and others represent duplexes or other split homes.
table(df$ms.subclass)##
## 20 30 40 45 50 60 70 75 80 85 90 120 150 160 180
## 1079 139 6 18 287 575 128 23 118 48 109 192 1 129 17
## 190
## 61The table shows that most residential sales during this time were one or two-story houses built after 1946. ## Zoning Classification
There are 8 different zoning classifications and they range from agricultural to residential.
table(df$ms.zoning)##
## A (agr) C (all) FV I (all) RH RL RM
## 2 25 139 2 27 2273 462# shorten to A
index <- which(df$ms.zoning == "A (agr)")
df[index, 'ms.zoning'] <- "A"
# shorten to C
index <- which(df$ms.zoning == "C (all)")
df[index, 'ms.zoning'] <- "C"
# Shorten to I
index <- which(df$ms.zoning == "I (all)")
df[index, 'ms.zoning'] <- "I"
# results
table(df$ms.zoning) ##
## A C FV I RH RL RM
## 2 25 139 2 27 2273 462Even though there are a few properties on here that are listed as agricultural, commercial, or industrial, we include them since they were residential sales. Just because a property was zoned commercially at the time it was built does not necessarily imply that the zoning laws or neighborhood have not changed.
df %>%
group_by(ms.zoning) %>%
dplyr::summarise(n = n(),
median_year_built = median(year.built),
median_sale_price = median(saleprice)) %>%
arrange(desc(median_sale_price))## # A tibble: 7 × 4
## ms.zoning n median_year_built median_sale_price
## <chr> <int> <dbl> <dbl>
## 1 FV 139 2005.0 209000.0
## 2 RL 2273 1977.0 172000.0
## 3 RH 27 1949.0 140000.0
## 4 RM 462 1936.0 120750.0
## 5 I 2 1905.0 80312.5
## 6 C 25 1920.0 78000.0
## 7 A 2 1951.5 47300.0The table above shows the median sale price for each zoning classification included in the dataset. It makes sense that residential properties are listed for more money than their non-residentially zoned counterparts. We hypothesize that these non-residentially zoned houses were built longer ago than the residential ones. This leaves two possibilities: 1) the house was originally zoned residentially when built and city zoning reform has taken place since then or 2) the house was originally an office space, company, etc. that was converted into a house after the fact. The graph below shows each individual sale, the sale price, the year the dwelling was built, and whether or not it was zoned as residential.
library(graphics)
plot(df$year.built, df$saleprice, type = "n", axes = FALSE, main = "Scatter Plot of Year Built and Sale Price", xlab = "Year Built", ylab = "Sale Price")
points(df$year.built, df$saleprice, pch = 1)
index <- which(df$ms.zoning %in% c("A", "I", "C"))
points(df$year.built[index], df$saleprice[index], pch = 16, col = "red")
legend("topleft", pch = c(1, 16), col = c('black', 'red'), legend = c("Residential", "Non-Residential"), title = "Zoning Classification")
axis(2, at = axTicks(2), labels = formatC(axTicks(2), format = 'd'), las = 0)
axis(1, at = axTicks(1), labels = format(axTicks(1)))
Lot Frontage
In real estate, lot frontage is generally a measure of the width of a lot, but our documentation states it is the linear feet of street connected to property.
summary(df$lot.frontage)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 21.00 58.00 68.00 69.22 80.00 313.00 490There are 490 missing values in the lot frontage variable. Let’s see which ones are missing lot frontage data.
index <- which(is.na(df$lot.frontage))
head(df[index,])## ms.subclass ms.zoning lot.frontage lot.area street alley lot.shape
## 12 20 RL NA 7980 Pave <NA> IR1
## 15 120 RL NA 6820 Pave <NA> IR1
## 23 60 FV NA 7500 Pave <NA> Reg
## 24 20 RL NA 11241 Pave <NA> IR1
## 25 20 RL NA 12537 Pave <NA> IR1
## 56 60 RL NA 7851 Pave <NA> Reg
## land.contour utilities lot.config land.slope neighborhood condition.1
## 12 Lvl AllPub Inside Gtl Gilbert Norm
## 15 Lvl AllPub Corner Gtl StoneBr Norm
## 23 Lvl AllPub Inside Gtl Somerst Norm
## 24 Lvl AllPub CulDSac Gtl NAmes Norm
## 25 Lvl AllPub CulDSac Gtl NAmes Norm
## 56 Lvl AllPub Inside Gtl Gilbert Norm
## condition.2 bldg.type house.style overall.qual overall.cond year.built
## 12 Norm 1Fam 1Story 6 7 1992
## 15 Norm TwnhsE 1Story 8 5 1985
## 23 Norm 1Fam 2Story 7 5 2000
## 24 Norm 1Fam 1Story 6 7 1970
## 25 Norm 1Fam 1Story 5 6 1971
## 56 Norm 1Fam 2Story 6 5 2002
## year.remod.add roof.style roof.matl exterior.1st exterior.2nd
## 12 2007 Gable CompShg HdBoard HdBoard
## 15 1985 Gable CompShg HdBoard HdBoard
## 23 2000 Gable CompShg VinylSd VinylSd
## 24 1970 Gable CompShg Wd Sdng Wd Sdng
## 25 2008 Gable CompShg VinylSd VinylSd
## 56 2002 Gable CompShg VinylSd VinylSd
## mas.vnr.type mas.vnr.area exter.qual exter.cond foundation bsmt.qual
## 12 None 0 TA Gd PConc Gd
## 15 None 0 Gd TA PConc Gd
## 23 None 0 Gd TA PConc Gd
## 24 BrkFace 180 TA TA CBlock TA
## 25 None 0 TA TA CBlock TA
## 56 NA Gd TA PConc Gd
## bsmt.cond bsmt.exposure bsmtfin.type.1 bsmtfin.sf.1 bsmtfin.type.2
## 12 TA No ALQ 935 Unf
## 15 TA Av GLQ 368 BLQ
## 23 TA No GLQ 533 Unf
## 24 TA No ALQ 578 Unf
## 25 TA No GLQ 734 Unf
## 56 TA No GLQ 625 Unf
## bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf heating heating.qc central.air
## 12 0 233 1168 GasA Ex Y
## 15 1120 0 1488 GasA TA Y
## 23 0 281 814 GasA Ex Y
## 24 0 426 1004 GasA Ex Y
## 25 0 344 1078 GasA Ex Y
## 56 0 235 860 GasA Ex Y
## electrical x1st.flr.sf x2nd.flr.sf low.qual.fin.sf gr.liv.area
## 12 SBrkr 1187 0 0 1187
## 15 SBrkr 1502 0 0 1502
## 23 SBrkr 814 860 0 1674
## 24 SBrkr 1004 0 0 1004
## 25 SBrkr 1078 0 0 1078
## 56 SBrkr 860 1100 0 1960
## bsmt.full.bath bsmt.half.bath full.bath half.bath bedroom.abvgr
## 12 1 0 2 0 3
## 15 1 0 1 1 1
## 23 1 0 2 1 3
## 24 1 0 1 0 2
## 25 1 0 1 1 3
## 56 1 0 2 1 4
## kitchen.abvgr kitchen.qual totrms.abvgrd functional fireplaces
## 12 1 TA 6 Typ 0
## 15 1 Gd 4 Typ 0
## 23 1 Gd 7 Typ 0
## 24 1 TA 5 Typ 1
## 25 1 TA 6 Typ 1
## 56 1 Gd 8 Typ 2
## fireplace.qu garage.type garage.yr.blt garage.finish garage.cars
## 12 <NA> Attchd 1992 Fin 2
## 15 <NA> Attchd 1985 RFn 2
## 23 <NA> Attchd 2000 RFn 2
## 24 TA Attchd 1970 Fin 2
## 25 Fa Attchd 1971 Fin 2
## 56 TA BuiltIn 2002 Fin 2
## garage.area garage.qual garage.cond paved.drive wood.deck.sf
## 12 420 TA TA Y 483
## 15 528 TA TA Y 0
## 23 663 TA TA Y 0
## 24 480 TA TA Y 0
## 25 500 TA TA Y 0
## 56 440 TA TA Y 288
## open.porch.sf enclosed.porch x3ssn.porch screen.porch pool.area pool.qc
## 12 21 0 0 0 0 <NA>
## 15 54 0 0 140 0 <NA>
## 23 96 0 0 0 0 <NA>
## 24 0 0 0 0 0 <NA>
## 25 0 0 0 0 0 <NA>
## 56 48 0 0 0 0 <NA>
## fence misc.feature misc.val mo.sold yr.sold sale.type sale.condition
## 12 GdPrv Shed 500 3 2010 WD Normal
## 15 <NA> <NA> 0 6 2010 WD Normal
## 23 <NA> <NA> 0 1 2010 WD Normal
## 24 <NA> Shed 700 3 2010 WD Normal
## 25 <NA> <NA> 0 4 2010 WD Normal
## 56 <NA> <NA> 0 5 2010 WD Normal
## saleprice
## 12 185000
## 15 212000
## 23 216000
## 24 149000
## 25 149900
## 56 216500Let’s see if some lot configurations are missing more lot frontage than others or whether some neighborhoods are missing a bunch of lot frontage data.
table(df[index, 'neighborhood'])##
## Blmngtn BrkSide ClearCr CollgCr Crawfor Edwards Gilbert Greens GrnHill
## 8 13 24 47 20 16 54 1 2
## IDOTRR Landmrk MeadowV Mitchel NAmes NoRidge NPkVill NridgHt NWAmes
## 6 1 4 24 68 17 2 3 46
## OldTown Sawyer SawyerW Somerst StoneBr SWISU Timber Veenker
## 10 53 19 20 5 4 15 8# Check to see if any neighborhood data is missing first
any(is.na(df$neighborhood))## [1] FALSE# df for the imputation data
frontage_by_hood <- df %>%
dplyr::select(neighborhood, lot.frontage) %>%
group_by(neighborhood) %>%
summarise(median_frontage = median(lot.frontage, na.rm = TRUE))
# Any missing data in new df?
any(is.na(frontage_by_hood$median_frontage))## [1] TRUE# Which ones are missing?
index2 <- which(is.na(frontage_by_hood$median_frontage))
frontage_by_hood[index2, ]## # A tibble: 2 × 2
## neighborhood median_frontage
## <chr> <dbl>
## 1 GrnHill NA
## 2 Landmrk NA# how many properties is this?
df %>%
filter(neighborhood == "GrnHill" | neighborhood == "Landmrk") %>%
count()## # A tibble: 1 × 1
## n
## <int>
## 1 3# drop these 3 observations ---- Note we dropped observations here
df <- df %>%
filter(neighborhood != "GrnHill" & neighborhood != "Landmrk")
# drop from frontage df as well
frontage_by_hood <- frontage_by_hood %>%
filter(neighborhood != "GrnHill" & neighborhood != "Landmrk")
# redefine index for missing frontage data
index <- which(is.na(df$lot.frontage))There are no missing values in the neighborhood data, but some neighborhoods have missing lot frontage data for every house listed in that neighborhood. The GrnHill and Landmark neighborhoods are missing frontage data for every listed property in the dataset. We decided to drop these as both neighborhoods only account for three observations in the original dataset.
There is no single variable in the dataset that gives a reason why these values are missing. We make the assumption that the lot frontage for a given house is fairly similar to the other properties in the same neighborhood. So, we use median imputation to fill these missing values and reevaluate whether we want to add this variable to our models later on.
# for loop for imputation
# select neighborhood from first column of frontage df based on the corresponding neighborhood
# in the original df and return the median frontage for that neighborhood
for (i in index) {
med_frontage = frontage_by_hood[frontage_by_hood == df$neighborhood[i], 'median_frontage']
# then replace the missing value with the median
df[i, 'lot.frontage'] = med_frontage[[1]]
}
# check to see that it worked
any(is.na(df$lot.frontage))## [1] FALSENow that all values are imputed, let’s check the distribution.
ggplot(df, aes(x = log(lot.frontage), y = saleprice)) + geom_point() + geom_smooth(method = "lm")
df$ln.lot.frontage <- log(df$lot.frontage)The relationship between sale price and lot frontage looks much more linear after a log transformation of lot frontage.
Lot Area
# scatter plot vs sale price
ggplot(df, aes(x = lot.area, y = saleprice)) +
geom_point(alpha = 0.2) +
geom_smooth(method = "lm") +
scale_y_continuous(labels = dollar)
# distribution of lot area
summary(df$lot.area)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1300 7440 9439 10151 11556 215245# ln lot area
ggplot(df, aes(x = log(lot.area), y = saleprice)) +
geom_point(alpha = 0.2) +
geom_smooth(method = "lm") +
scale_y_continuous(labels = dollar)
# add variable
df$ln.lot.area <- log(df$lot.area)There seems to be some very high end outliers influencing the scatter plot of sale price and lot area–some lot areas are much larger than most. For this reason, we look at the natural log of lot area instead. We also add a variable to represent the natural log of lot area.
Street
plotCategorical('street', df)
df %>%
group_by(street) %>%
dplyr::summarise(median_sale_price = median(saleprice),
n = n())## # A tibble: 2 × 3
## street median_sale_price n
## <chr> <dbl> <int>
## 1 Grvl 87425 12
## 2 Pave 160250 2915Alley
There are 2729 missing values in the alley variable, but that’s because the documentation states NA means No Alley.
index <- which(is.na(df$alley))
df[index, 'alley'] <- 'No Alley'Coding the NAs to No Alley, fixes all these missing values.
Lot Shape
plotCategorical('lot.shape', df)
# median sale price by lot shape
df %>%
group_by(lot.shape) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 4 × 3
## lot.shape n median_saleprice
## <chr> <int> <dbl>
## 1 IR1 976 190000
## 2 IR2 76 213000
## 3 IR3 16 213000
## 4 Reg 1859 145000# Combine IR2 and IR3 into one level
index <- which(df$lot.shape == "IR2" | df$lot.shape == "IR3")
df[index, 'lot.shape'] <- "Mod+ IR"
# New median sale price by lot shape
df %>%
group_by(lot.shape) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 3 × 3
## lot.shape n median_saleprice
## <chr> <int> <dbl>
## 1 IR1 976 190000
## 2 Mod+ IR 92 213000
## 3 Reg 1859 145000Land Contour
plotCategorical('land.contour', df)
df %>%
group_by(land.contour) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 4 × 3
## land.contour n median_saleprice
## <chr> <int> <dbl>
## 1 Bnk 117 136500.0
## 2 HLS 120 232606.5
## 3 Low 60 187750.0
## 4 Lvl 2630 160000.0Utilities
plotCategorical('utilities', df)
df %>%
group_by(utilities) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 3 × 3
## utilities n median_saleprice
## <chr> <int> <dbl>
## 1 AllPub 2924 160000.0
## 2 NoSeWa 1 137500.0
## 3 NoSewr 2 86312.5# find the 3 non-allpub utility houses
index <- which(df$utilities != "AllPub")
df[index, ]## ms.subclass ms.zoning lot.frontage lot.area street alley lot.shape
## 946 30 I 109 21780 Grvl No Alley Reg
## 956 20 RL 82 14375 Pave No Alley IR1
## 1014 20 RL 64 31220 Pave No Alley IR1
## land.contour utilities lot.config land.slope neighborhood condition.1
## 946 Lvl NoSewr Inside Gtl IDOTRR Norm
## 956 Lvl NoSeWa CulDSac Gtl Timber Norm
## 1014 Bnk NoSewr FR2 Gtl Gilbert Feedr
## condition.2 bldg.type house.style overall.qual overall.cond
## 946 Norm 1Fam 1Story 2 4
## 956 Norm 1Fam SLvl 6 6
## 1014 Norm 1Fam 1Story 6 2
## year.built year.remod.add roof.style roof.matl exterior.1st
## 946 1910 1950 Gable CompShg Wd Sdng
## 956 1958 1958 Gable CompShg HdBoard
## 1014 1952 1952 Hip CompShg BrkFace
## exterior.2nd mas.vnr.type mas.vnr.area exter.qual exter.cond
## 946 Wd Sdng None 0 Fa Fa
## 956 HdBoard BrkFace 541 TA TA
## 1014 BrkFace None 0 TA TA
## foundation bsmt.qual bsmt.cond bsmt.exposure bsmtfin.type.1
## 946 CBlock <NA> <NA> <NA> <NA>
## 956 CBlock TA TA No GLQ
## 1014 CBlock TA TA No Unf
## bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## 946 0 <NA> 0 0 0
## 956 111 Rec 354 354 819
## 1014 0 Unf 0 1632 1632
## heating heating.qc central.air electrical x1st.flr.sf x2nd.flr.sf
## 946 GasA TA N FuseA 810 0
## 956 GasA Gd Y FuseA 1344 0
## 1014 GasA TA Y FuseA 1474 0
## low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath full.bath
## 946 0 810 0 0 1
## 956 0 1344 0 1 1
## 1014 0 1474 0 0 1
## half.bath bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## 946 0 1 1 TA 4
## 956 0 3 1 Gd 7
## 1014 0 3 1 TA 7
## functional fireplaces fireplace.qu garage.type garage.yr.blt
## 946 Min1 0 <NA> Detchd 1975
## 956 Typ 1 Gd Basment 1958
## 1014 Min2 2 Gd Attchd 1952
## garage.finish garage.cars garage.area garage.qual garage.cond
## 946 Unf 1 280 TA TA
## 956 RFn 2 525 TA TA
## 1014 Unf 2 495 TA TA
## paved.drive wood.deck.sf open.porch.sf enclosed.porch x3ssn.porch
## 946 N 119 24 0 0
## 956 Y 0 118 0 0
## 1014 Y 0 0 144 0
## screen.porch pool.area pool.qc fence misc.feature misc.val mo.sold
## 946 0 0 <NA> <NA> <NA> 0 3
## 956 233 0 <NA> <NA> <NA> 0 1
## 1014 0 0 <NA> <NA> Shed 750 5
## yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 946 2009 ConLD Normal 57625 4.691348
## 956 2009 COD Abnorml 137500 4.406719
## 1014 2008 WD Normal 115000 4.158883
## ln.lot.area
## 946 9.988747
## 956 9.573246
## 1014 10.348814# We are going to drop these 3 houses
df <- df[-index, ]
# Now we drop the utitlity variable
df <- df %>%
dplyr::select(everything(), -utilities)We dropped the 3 observations that did not have public utilities. Then, we dropped the utility variable.
Lot Configuration
plotCategorical("lot.config", df)
# look at median sale price by lot configuration
df %>%
group_by(lot.config) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 5 × 3
## lot.config n median_saleprice
## <chr> <int> <dbl>
## 1 Corner 511 160000
## 2 CulDSac 179 207500
## 3 FR2 84 161125
## 4 FR3 14 184450
## 5 Inside 2136 158000Land Slope
plotCategorical("land.slope", df)
# median sale price by slope
df %>%
group_by(land.slope) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 3 × 3
## land.slope n median_saleprice
## <chr> <int> <dbl>
## 1 Gtl 2783 160000
## 2 Mod 125 188000
## 3 Sev 16 206975# combine moderate and severe land slope into 1 level
index <- which(df$land.slope != "Gtl")
df[index, "land.slope"] <- "Not Gtl"
# new plot
plotCategorical("land.slope", df)
# new table
df %>%
group_by(land.slope) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 2 × 3
## land.slope n median_saleprice
## <chr> <int> <int>
## 1 Gtl 2783 160000
## 2 Not Gtl 141 188000Neighborhood
# boxplot of neighborhood and saleprice
ggplot(df, aes(x = neighborhood, y = saleprice)) +
geom_boxplot(fill = "#81AC9B") +
theme(axis.text.x = element_text(angle = 90, size = 8), legend.position = "none") +
scale_y_continuous(labels = dollar) 
# creat median sale price by neighborhood
tbl <- df %>%
group_by(neighborhood) %>%
summarise(median_saleprice = median(saleprice))
# plot tbl
ggplot(tbl, aes(x = neighborhood, y = median_saleprice)) +
geom_bar(stat = 'identity', fill = "#81AC9B") +
scale_y_continuous(labels = dollar) +
theme(axis.text.x = element_text(angle = 90, size = 8), legend.position = "none") +
labs(x = 'Neighborhood', y = 'Median Sale Price')
Condition 1
plotCategorical('condition.1', df)
# median sale price by condition 1
df %>%
group_by(condition.1) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 9 × 3
## condition.1 n median_saleprice
## <chr> <int> <dbl>
## 1 Artery 92 121125
## 2 Feedr 163 139000
## 3 Norm 2517 165000
## 4 PosA 20 208000
## 5 PosN 39 212000
## 6 RRAe 28 140250
## 7 RRAn 50 170215
## 8 RRNe 6 147500
## 9 RRNn 9 214000Condition 2
plotCategorical('condition.2', df)
df %>%
group_by(condition.2) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 8 × 3
## condition.2 n median_saleprice
## <chr> <int> <dbl>
## 1 Artery 5 118000
## 2 Feedr 13 128000
## 3 Norm 2894 160500
## 4 PosA 4 423500
## 5 PosN 4 359500
## 6 RRAe 1 190000
## 7 RRAn 1 136905
## 8 RRNn 2 96750# No case where first condition is norm and second isn't
any(df$condition.1 == "Norm" & df$condition.2 != "Norm")## [1] FALSEBuilding Type
plotCategorical('bldg.type', df)
df %>%
group_by(bldg.type) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 5 × 3
## bldg.type n median_saleprice
## <chr> <int> <dbl>
## 1 1Fam 2422 165000
## 2 2fmCon 62 122250
## 3 Duplex 109 136905
## 4 Twnhs 100 130000
## 5 TwnhsE 231 180000House Style
plotCategorical('house.style', df)
df %>%
group_by(house.style) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))## # A tibble: 8 × 3
## house.style n median_saleprice
## <chr> <int> <dbl>
## 1 1.5Fin 314 129675
## 2 1.5Unf 19 113000
## 3 1Story 1477 155000
## 4 2.5Fin 8 194000
## 5 2.5Unf 24 160950
## 6 2Story 872 189000
## 7 SFoyer 83 143000
## 8 SLvl 127 165000We decided to drop the ms.subclass variable as it is a combination of bldg.type, house.style, and year.built.
df <- df %>% dplyr::select(everything(), -ms.subclass)Overall Quality
# df to store median sale price of overall qual
tbl <- df %>%
group_by(overall.qual) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))
#
ggplot(tbl, aes(x = factor(overall.qual), y = median_saleprice)) +
geom_bar(stat = 'identity', fill = "#81AC9B") +
scale_y_continuous(labels = dollar) +
theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none") +
labs(x = 'Overall House Quality', y = 'Median Sale Price') +
ggsave(filename = "overallquality.png", width = 5, height = 5)
The relationship between median sale price and overall house quality is parabolic. We may need to linearly transform this variable.
ggplot(df, aes(x = factor(overall.qual), y = saleprice)) +
geom_boxplot(fill = "#81AC9B") +
theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none") +
scale_y_continuous(labels = dollar) +
scale_x_discrete("Overall Quality")
It also seems that as overall quality increases, so too does variance.
Overall Condition
ggplot(df, aes(x = factor(overall.cond), y = saleprice)) +
geom_boxplot(fill = "#788BBD") +
theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none") +
scale_y_continuous(labels = dollar) +
scale_x_discrete("Overall Condition")
# df to see median sale price for overall condition
tbl <- df %>%
group_by(overall.cond) %>%
dplyr::summarise(n = n(),
median_saleprice = median(saleprice))
# plot house condition and median sale price
ggplot(tbl, aes(x = factor(overall.cond), y = median_saleprice)) +
geom_bar(stat = 'identity', fill = "#788BBD") +
scale_y_continuous(labels = dollar) +
theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none") +
labs(x = 'Overall House Condition', y = 'Median Sale Price')
Year Built
We find it more insightful to calculate the age of the house at the time it was sold as this is a slightly better proxy of house age.
df$house.age <- df$yr.sold - df$year.built
summary(df$house.age)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -1.00 7.00 34.00 36.42 54.00 136.00index <- which(df$house.age < 0)
df[index, ]## ms.zoning lot.frontage lot.area street alley lot.shape
## 2181 RL 128 39290 Pave No Alley IR1
## land.contour lot.config land.slope neighborhood condition.1
## 2181 Bnk Inside Gtl Edwards Norm
## condition.2 bldg.type house.style overall.qual overall.cond
## 2181 Norm 1Fam 1Story 10 5
## year.built year.remod.add roof.style roof.matl exterior.1st
## 2181 2008 2009 Hip CompShg CemntBd
## exterior.2nd mas.vnr.type mas.vnr.area exter.qual exter.cond
## 2181 CmentBd Stone 1224 Ex TA
## foundation bsmt.qual bsmt.cond bsmt.exposure bsmtfin.type.1
## 2181 PConc Ex TA Gd GLQ
## bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## 2181 4010 Unf 0 1085 5095
## heating heating.qc central.air electrical x1st.flr.sf x2nd.flr.sf
## 2181 GasA Ex Y SBrkr 5095 0
## low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath full.bath
## 2181 0 5095 1 1 2
## half.bath bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## 2181 1 2 1 Ex 15
## functional fireplaces fireplace.qu garage.type garage.yr.blt
## 2181 Typ 2 Gd Attchd 2008
## garage.finish garage.cars garage.area garage.qual garage.cond
## 2181 Fin 3 1154 TA TA
## paved.drive wood.deck.sf open.porch.sf enclosed.porch x3ssn.porch
## 2181 Y 546 484 0 0
## screen.porch pool.area pool.qc fence misc.feature misc.val mo.sold
## 2181 0 0 <NA> <NA> Elev 17000 10
## yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 2181 2007 New Partial 183850 4.85203
## ln.lot.area house.age
## 2181 10.57873 -1Figure out what to do about this house that was sold the year before it was built and 2 years before it was remodeled further.
Year Remodeled
df$yrs.since.remod <- df$yr.sold - df$year.remod.add
summary(df$yrs.since.remod)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -2.0 4.0 15.0 23.5 42.0 60.0index <- which(df$yrs.since.remod < 0)
df[index, ]## ms.zoning lot.frontage lot.area street alley lot.shape
## 1703 RL 134 16659 Pave No Alley IR1
## 2181 RL 128 39290 Pave No Alley IR1
## 2182 RL 130 40094 Pave No Alley IR1
## land.contour lot.config land.slope neighborhood condition.1
## 1703 Lvl Corner Gtl NridgHt Norm
## 2181 Bnk Inside Gtl Edwards Norm
## 2182 Bnk Inside Gtl Edwards PosN
## condition.2 bldg.type house.style overall.qual overall.cond
## 1703 Norm 1Fam 2Story 8 5
## 2181 Norm 1Fam 1Story 10 5
## 2182 PosN 1Fam 2Story 10 5
## year.built year.remod.add roof.style roof.matl exterior.1st
## 1703 2007 2008 Gable CompShg VinylSd
## 2181 2008 2009 Hip CompShg CemntBd
## 2182 2007 2008 Hip CompShg CemntBd
## exterior.2nd mas.vnr.type mas.vnr.area exter.qual exter.cond
## 1703 VinylSd None 0 Gd TA
## 2181 CmentBd Stone 1224 Ex TA
## 2182 CmentBd Stone 762 Ex TA
## foundation bsmt.qual bsmt.cond bsmt.exposure bsmtfin.type.1
## 1703 PConc Gd TA No Unf
## 2181 PConc Ex TA Gd GLQ
## 2182 PConc Ex TA Gd GLQ
## bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## 1703 0 Unf 0 1582 1582
## 2181 4010 Unf 0 1085 5095
## 2182 2260 Unf 0 878 3138
## heating heating.qc central.air electrical x1st.flr.sf x2nd.flr.sf
## 1703 GasA Ex Y SBrkr 1582 570
## 2181 GasA Ex Y SBrkr 5095 0
## 2182 GasA Ex Y SBrkr 3138 1538
## low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath full.bath
## 1703 0 2152 0 0 2
## 2181 0 5095 1 1 2
## 2182 0 4676 1 0 3
## half.bath bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## 1703 1 3 1 Gd 7
## 2181 1 2 1 Ex 15
## 2182 1 3 1 Ex 11
## functional fireplaces fireplace.qu garage.type garage.yr.blt
## 1703 Typ 1 Gd Detchd 2007
## 2181 Typ 2 Gd Attchd 2008
## 2182 Typ 1 Gd BuiltIn 2007
## garage.finish garage.cars garage.area garage.qual garage.cond
## 1703 Unf 2 728 TA TA
## 2181 Fin 3 1154 TA TA
## 2182 Fin 3 884 TA TA
## paved.drive wood.deck.sf open.porch.sf enclosed.porch x3ssn.porch
## 1703 Y 0 368 0 0
## 2181 Y 546 484 0 0
## 2182 Y 208 406 0 0
## screen.porch pool.area pool.qc fence misc.feature misc.val mo.sold
## 1703 0 0 <NA> <NA> <NA> 0 6
## 2181 0 0 <NA> <NA> Elev 17000 10
## 2182 0 0 <NA> <NA> <NA> 0 10
## yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1703 2007 New Partial 260116 4.897840
## 2181 2007 New Partial 183850 4.852030
## 2182 2007 New Partial 184750 4.867534
## ln.lot.area house.age yrs.since.remod
## 1703 9.720706 0 -1
## 2181 10.578725 -1 -2
## 2182 10.598982 0 -1These are all new houses that were remodeled the year after they were built and sold.
Pool Quality
Pool quality is an ordinal description of the condition of the pool. It seems there are so many NA’s because the houses are in Ames, Iowa and you cannot rate pool quality if a house does not have a pool. Since we have the actual dimensions of the pools for all houses, we can double-check to make sure if this assumption is correct.
plotCategorical('pool.qc', df)
The following code will return all rows (if there are any) where the pool area is greater than 0 and the pool quality is missing.
df[(df$pool.area > 0) & is.na(df$pool.qc), c('pool.qc','pool.area')]## [1] pool.qc pool.area
## <0 rows> (or 0-length row.names)It appears that no pool quality information is missing for houses that have pools. This checks out as there are 2930 rows, 2917 missing values in the pool quality variable, and 13 recorded pool quality records in the bar chart. We changed the missing values for pool quality from NA to No Pool to give it an appropriate level.
index <- which(is.na(df$pool.qc))
df[index, 'pool.qc'] <- 'No Pool'Roof, Basement, Exterior, and heating/air conditioning
Cleaning roof.style to central.air:
start <- which(colnames(df) == 'roof.style')
end <- which(colnames(df) == 'central.air')
colnames_yesh <- colnames(df[, start:end])
colnames_yesh## [1] "roof.style" "roof.matl" "exterior.1st" "exterior.2nd"
## [5] "mas.vnr.type" "mas.vnr.area" "exter.qual" "exter.cond"
## [9] "foundation" "bsmt.qual" "bsmt.cond" "bsmt.exposure"
## [13] "bsmtfin.type.1" "bsmtfin.sf.1" "bsmtfin.type.2" "bsmtfin.sf.2"
## [17] "bsmt.unf.sf" "total.bsmt.sf" "heating" "heating.qc"
## [21] "central.air"Check for any missing values:
print(paste('Total NAs: ', sum(is.na(df[start:end]))))## [1] "Total NAs: 412"colnamesWithNA_yesh <- NULL
for(i in colnames_yesh) {
print(paste0(i, ': ', sum(is.na(df[, i]))))
if(sum(is.na(df[, i])) > 0) {
colnamesWithNA_yesh <- append(colnamesWithNA_yesh, i)
}
}## [1] "roof.style: 0"
## [1] "roof.matl: 0"
## [1] "exterior.1st: 0"
## [1] "exterior.2nd: 0"
## [1] "mas.vnr.type: 0"
## [1] "mas.vnr.area: 23"
## [1] "exter.qual: 0"
## [1] "exter.cond: 0"
## [1] "foundation: 0"
## [1] "bsmt.qual: 77"
## [1] "bsmt.cond: 77"
## [1] "bsmt.exposure: 77"
## [1] "bsmtfin.type.1: 77"
## [1] "bsmtfin.sf.1: 1"
## [1] "bsmtfin.type.2: 77"
## [1] "bsmtfin.sf.2: 1"
## [1] "bsmt.unf.sf: 1"
## [1] "total.bsmt.sf: 1"
## [1] "heating: 0"
## [1] "heating.qc: 0"
## [1] "central.air: 0"colnamesWithNA_yesh## [1] "mas.vnr.area" "bsmt.qual" "bsmt.cond" "bsmt.exposure"
## [5] "bsmtfin.type.1" "bsmtfin.sf.1" "bsmtfin.type.2" "bsmtfin.sf.2"
## [9] "bsmt.unf.sf" "total.bsmt.sf"Converting NA to No Basement for bsmt variables
It is important to note that “NA”" in bsmt.qual, bsmt.cond, bsmt.exposure, bsmtfin.type1, and bsmtfin.type2, actually means “No Basement.” As seen above, each of these have 78 NAs (shows consistency), and if all 5 variables above were listed as NA, they are converted to “No Basement.”
bsmtNAfunction <- function(x){
if(is.na(x[10]) & is.na(x[11]) & is.na(x[12]) & is.na(x[13]) & is.na(x[15]) ){
TRUE
} else {
FALSE
}
}
#apply the function to assigned variables for cleaning section
noBasmentLogical <- apply(df[,start:end], 1, bsmtNAfunction)
# 78 observations have no basement for all 5 categories.
table(noBasmentLogical) ## noBasmentLogical
## FALSE TRUE
## 2847 77# replace NA's with "No Basement"
df[, c('bsmt.qual','bsmt.cond','bsmt.exposure','bsmtfin.type.1','bsmtfin.type.2')][is.na(df[, c('bsmt.qual','bsmt.cond','bsmt.exposure','bsmtfin.type.1','bsmtfin.type.2')])] <- "No Basement"Drop NA’s in other variables
# remove fixed columns from list
colnamesWithNA_yesh <- colnamesWithNA_yesh[! (colnamesWithNA_yesh %in% c('bsmt.qual','bsmt.cond','bsmt.exposure','bsmtfin.type.1','bsmtfin.type.2'))]
# calculate number of dropped observations
obsDropped <- dim(df)[1] - dim(df[complete.cases(df[,colnamesWithNA_yesh]),])[1]
df <- df[complete.cases(df[,colnamesWithNA_yesh]),]24 Observations Dropped because of missing values in: mas.vnr.area, bsmtfin.sf.1, bsmtfin.sf.2, bsmt.unf.sf, total.bsmt.sf
Plot Categorical for Roof, Basement, Exterior, and heating/ac
Because 98.37% of roof.matl (roof material) is CompShg with the remaining spread across 7 categories, we transformed the data to Comp.Shg or not.
# Change roof.matl to CompShg and Other
df$roof.matl <- ifelse(df$roof.matl == 'CompShg', 'CompShg', 'Other')Due to similar reasoning as roof.matl, heating is transformed to GasA, GasW, and other.
# check median sale price by heating type
df %>% group_by(heating) %>% summarise(median(saleprice))## # A tibble: 6 × 2
## heating `median(saleprice)`
## <chr> <dbl>
## 1 Floor 72500
## 2 GasA 160500
## 3 GasW 136000
## 4 Grav 79000
## 5 OthW 125750
## 6 Wall 88750# Combine Hot Water sources
index <- which(df$heating == "GasW" | df$heating == "OthW")
df[index, 'heating'] <- "HotW"
# make all else other
index <- which(df$heating != "GasA" & df$heating != "HotW")
df[index, 'heating'] <- "Other"From the bar plot of bsmt.exposure it seems as if there is an unnamed level of the variable. Looking at median sale price by the type of basement exposure, we can see this is true. These 3 observations are dropped.
df %>% group_by(bsmt.exposure) %>% summarise(median(saleprice))## # A tibble: 6 × 2
## bsmt.exposure `median(saleprice)`
## <chr> <dbl>
## 1 212109
## 2 Av 184250
## 3 Gd 239000
## 4 Mn 170000
## 5 No 150000
## 6 No Basement 101800# change no -> no basement
index <- which(df$bsmt.exposure == "No")
df[index, 'bsmt.exposure'] <- "No Exposure"
# look again
df %>% group_by(bsmt.exposure) %>% summarise(median(saleprice))## # A tibble: 6 × 2
## bsmt.exposure `median(saleprice)`
## <chr> <dbl>
## 1 212109
## 2 Av 184250
## 3 Gd 239000
## 4 Mn 170000
## 5 No Basement 101800
## 6 No Exposure 150000# drop observations for basement exposure which are not labeled
index <- which(df$bsmt.exposure == "")
df <- df[-index, ]Electrical
The electrical variable identifies the electrical system in the sold home. 2677 homes (91.52%) use Standard Circuit Breakers & Romex. Nominal Variable.
We decided to change the names of the electrical categories to shorter abbreviations.
table(df$electrical)##
## FuseA FuseF FuseP Mix SBrkr
## 1 184 50 8 1 2653# shorten to SB
index <- which(df$electrical == "SBrkr")
df[index, 'electrical'] <- "SB"
# shorten to FA
index <- which(df$electrical == "FuseA")
df[index, 'electrical'] <- "FA"
# Shorten to FF
index <- which(df$electrical == "FuseF")
df[index, 'electrical'] <- "FF"
# shorten to FP
index <- which(df$electrical == "FuseP")
df[index, 'electrical'] <- "FP"
# shorten to M
index <- which(df$electrical == "Mix")
df[index, 'electrical'] <- "M"
#New category names
table(df$electrical)##
## FA FF FP M SB
## 1 184 50 8 1 2653# Replace these with "SB" (Mode Imputation)
index <- which(df$electrical == "")
df[index, 'electrical'] <- "SB"Living Area
Four variables deal with living area: - x1st.flr.sf (First Floor Square Feet), Continuous - x2nd.flr.sf (Second Floor Square Feet), Continuous - low.qual.fin.sf (Low quality finished square feet), Continuous - gr.live.area (Above Ground living area square feet), Continuous
As advised in the documentation for the original project, we have dropped all houses with an above ground living area greater than 4000 square feet, dropping a total of 5 observatinons. Three of them are true outliers (Partial Sales that likely don’t represent actual market values) and two of them are simply unusual sales (very large houses priced relatively appropriately).
First Floor Square Feet
Continuous Variable, ranging from 334 to 3820, median = 1082, mean = 1155
Ordered the data by above ground area, checked the head and tail to compare 1st floor square feet and above ground living area to make sure they align logically.
summary(df$x1st.flr.sf)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 334 877 1083 1159 1383 5095sort.area <- df[order(df$gr.liv.area),]
head(subset(sort.area, select = c(x1st.flr.sf, gr.liv.area)))## x1st.flr.sf gr.liv.area
## 1902 334 334
## 1303 407 407
## 908 438 438
## 2879 480 480
## 2653 492 492
## 2842 498 498tail(subset(sort.area, select = c(x1st.flr.sf, gr.liv.area)))## x1st.flr.sf gr.liv.area
## 1498 3820 3820
## 1768 2444 4316
## 1761 2411 4476
## 2182 3138 4676
## 2181 5095 5095
## 1499 4692 5642Second Floor Square Feet
Continuous variable, ranging from 0 to 1862, median = 0, mean = 333.8, indicating that at least 50% of homes sold in Ames, Iowa do not have second floors. I made a new variable called has.2nd.floor, which is a dummy variable where 0 = “no second floor” and 1 = “has second floor”. 42.67% of homes sold in Ames have 2nd floors.
Made a table containing neighborhoods and the ratio of houses sold that had a second floor in each neighborhood
summary(df$x2nd.flr.sf)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0 0.0 0.0 335.1 702.0 2065.0df$has.2nd.floor <- ifelse(df$x2nd.flr.sf > 0, 1, 0)
summary(df$has.2nd.floor)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.4273 1.0000 1.0000#Percentage of houses that have 2 floors
a <- df %>% filter(has.2nd.floor == 1)
nrow(a) / nrow(df)## [1] 0.4273386#Checking neighborhood distribution of houses with 2 floors
tall.houses <- df %>% group_by(neighborhood) %>% summarise(floors = mean(as.numeric(has.2nd.floor)))
head(tall.houses)## # A tibble: 6 × 2
## neighborhood floors
## <chr> <dbl>
## 1 Blmngtn 0.0000000
## 2 Blueste 0.7000000
## 3 BrDale 1.0000000
## 4 BrkSide 0.6355140
## 5 ClearCr 0.4318182
## 6 CollgCr 0.3598485Low Quality Finish Square Feet
Continuous variable, ranging from 0 to 1064, median = 0, mean = 4.685, no missing values98.63%(2885/2925) of homes have 0 square feet of low quality finish.OldTown (10), IDOTRR (7), and SWISU (6) have the most homes with low quality finish, though there are not that many (40) total.
summary(df$low.qual.fin.sf)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 0.00 0.00 4.73 0.00 1064.00no.low.qual <- df %>% filter(low.qual.fin.sf == 0)
nrow(no.low.qual) / nrow(df)## [1] 0.9861926wherelow <- df %>% group_by(neighborhood) %>% filter(low.qual.fin.sf > 0) %>% dplyr::summarise(n = n())
wherelow## # A tibble: 11 × 2
## neighborhood n
## <chr> <int>
## 1 BrkSide 2
## 2 ClearCr 2
## 3 Crawfor 1
## 4 Edwards 2
## 5 Gilbert 1
## 6 IDOTRR 7
## 7 NAmes 4
## 8 OldTown 10
## 9 Sawyer 1
## 10 Somerst 4
## 11 SWISU 6Greater Living Area
Continuous Variable, ranging from 334 to 5642, same as 1st floor square feet, median = 1441, mean = 1494
We arranged by above ground living area from lowest to high and checked the head and tail to make sure everything made sense. The smallest homes have low room counts and few other features whereas the biggest homes have high room counts and many features.
summary(df$gr.liv.area)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 334 1124 1440 1499 1742 5642head(df[order(df$gr.liv.area),] )## ms.zoning lot.frontage lot.area street alley lot.shape
## 1902 RL 50 5000 Pave No Alley Reg
## 1303 RM 62 7311 Pave No Alley Reg
## 908 RL 60 8400 Pave No Alley Reg
## 2879 C 50 9000 Pave No Alley Reg
## 2653 RM 52 7830 Pave No Alley Reg
## 2842 RL 60 8088 Pave Grvl Reg
## land.contour lot.config land.slope neighborhood condition.1
## 1902 Low Inside Not Gtl BrkSide Norm
## 1303 Lvl Corner Gtl OldTown Norm
## 908 Bnk Inside Gtl SWISU Norm
## 2879 Lvl Inside Gtl IDOTRR Norm
## 2653 Lvl Inside Gtl OldTown Norm
## 2842 Lvl Inside Gtl Edwards Feedr
## condition.2 bldg.type house.style overall.qual overall.cond
## 1902 Norm 1Fam 1Story 1 3
## 1303 Norm 1Fam 1Story 2 5
## 908 Norm 1Fam 1Story 2 5
## 2879 Norm 1Fam 1Story 2 3
## 2653 Norm 1Fam 1Story 3 5
## 2842 Norm 1Fam 1Story 2 3
## year.built year.remod.add roof.style roof.matl exterior.1st
## 1902 1946 1950 Gable CompShg VinylSd
## 1303 1946 1950 Gable CompShg VinylSd
## 908 1920 1950 Gable CompShg Wd Sdng
## 2879 1949 1950 Gable CompShg AsbShng
## 2653 1921 1950 Gable CompShg AsbShng
## 2842 1922 1955 Gable CompShg MetalSd
## exterior.2nd mas.vnr.type mas.vnr.area exter.qual exter.cond
## 1902 VinylSd None 0 Fa Fa
## 1303 VinylSd None 0 TA Gd
## 908 Wd Sdng None 0 TA TA
## 2879 AsbShng None 0 TA TA
## 2653 AsbShng None 0 TA TA
## 2842 MetalSd None 0 TA TA
## foundation bsmt.qual bsmt.cond bsmt.exposure bsmtfin.type.1
## 1902 Slab No Basement No Basement No Basement No Basement
## 1303 BrkTil TA TA No Exposure Unf
## 908 CBlock TA Fa No Exposure Rec
## 2879 CBlock TA TA Av BLQ
## 2653 BrkTil Fa TA No Exposure LwQ
## 2842 BrkTil TA TA No Exposure Unf
## bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## 1902 0 No Basement 0 0 0
## 1303 0 Unf 0 407 407
## 908 290 Unf 0 0 290
## 2879 50 Unf 0 430 480
## 2653 416 Unf 0 76 492
## 2842 0 Unf 0 498 498
## heating heating.qc central.air electrical x1st.flr.sf x2nd.flr.sf
## 1902 GasA Fa N FF 334 0
## 1303 GasA TA N FA 407 0
## 908 GasA TA N FF 438 0
## 2879 GasA TA N FA 480 0
## 2653 GasA TA Y SB 492 0
## 2842 GasA TA N FF 498 0
## low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath full.bath
## 1902 0 334 0 0 1
## 1303 0 407 0 0 1
## 908 0 438 0 0 1
## 2879 0 480 1 0 0
## 2653 0 492 1 0 1
## 2842 0 498 0 0 1
## half.bath bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## 1902 0 1 1 Fa 2
## 1303 0 1 1 TA 3
## 908 0 1 1 Fa 3
## 2879 0 1 1 TA 4
## 2653 0 1 1 TA 3
## 2842 0 1 1 TA 3
## functional fireplaces fireplace.qu garage.type garage.yr.blt
## 1902 Typ 0 <NA> <NA> NA
## 1303 Typ 0 <NA> Detchd 1949
## 908 Typ 0 <NA> Detchd 1930
## 2879 Typ 0 <NA> Detchd 1958
## 2653 Typ 0 <NA> Detchd 1921
## 2842 Typ 0 <NA> Detchd 1922
## garage.finish garage.cars garage.area garage.qual garage.cond
## 1902 <NA> 0 0 <NA> <NA>
## 1303 Unf 1 297 Fa TA
## 908 Unf 1 246 TA TA
## 2879 Unf 1 308 TA TA
## 2653 Unf 1 200 Fa TA
## 2842 Unf 1 216 Fa Fa
## paved.drive wood.deck.sf open.porch.sf enclosed.porch x3ssn.porch
## 1902 N 0 0 0 0
## 1303 Y 76 0 120 0
## 908 N 0 0 0 0
## 2879 Y 0 0 0 0
## 2653 N 0 0 78 0
## 2842 N 0 0 100 0
## screen.porch pool.area pool.qc fence misc.feature misc.val mo.sold
## 1902 0 0 No Pool <NA> <NA> 0 1
## 1303 0 0 No Pool <NA> <NA> 0 3
## 908 0 0 No Pool <NA> <NA> 0 1
## 2879 0 0 No Pool <NA> <NA> 0 10
## 2653 0 0 No Pool <NA> <NA> 0 6
## 2842 0 0 No Pool <NA> <NA> 0 2
## yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1902 2007 WD Normal 39300 3.912023
## 1303 2008 WD Abnorml 46500 4.127134
## 908 2009 WD Normal 60000 4.094345
## 2879 2006 WD Abnorml 35311 3.912023
## 2653 2006 WD Normal 61500 3.951244
## 2842 2006 ConLD Normal 35000 4.094345
## ln.lot.area house.age yrs.since.remod has.2nd.floor
## 1902 8.517193 61 57 0
## 1303 8.897135 62 58 0
## 908 9.035987 89 59 0
## 2879 9.104980 57 56 0
## 2653 8.965718 85 56 0
## 2842 8.998137 84 51 0tail(df[order(df$gr.liv.area),] )## ms.zoning lot.frontage lot.area street alley lot.shape
## 1498 RL 123 47007 Pave No Alley IR1
## 1768 RL 104 21535 Pave No Alley IR1
## 1761 RL 160 15623 Pave No Alley IR1
## 2182 RL 130 40094 Pave No Alley IR1
## 2181 RL 128 39290 Pave No Alley IR1
## 1499 RL 313 63887 Pave No Alley Mod+ IR
## land.contour lot.config land.slope neighborhood condition.1
## 1498 Lvl Inside Gtl Edwards Norm
## 1768 Lvl Corner Gtl NoRidge Norm
## 1761 Lvl Corner Gtl NoRidge Norm
## 2182 Bnk Inside Gtl Edwards PosN
## 2181 Bnk Inside Gtl Edwards Norm
## 1499 Bnk Corner Gtl Edwards Feedr
## condition.2 bldg.type house.style overall.qual overall.cond
## 1498 Norm 1Fam 1Story 5 7
## 1768 Norm 1Fam 2Story 10 6
## 1761 Norm 1Fam 2Story 10 5
## 2182 PosN 1Fam 2Story 10 5
## 2181 Norm 1Fam 1Story 10 5
## 1499 Norm 1Fam 2Story 10 5
## year.built year.remod.add roof.style roof.matl exterior.1st
## 1498 1959 1996 Gable CompShg Plywood
## 1768 1994 1995 Gable Other HdBoard
## 1761 1996 1996 Hip CompShg Wd Sdng
## 2182 2007 2008 Hip CompShg CemntBd
## 2181 2008 2009 Hip CompShg CemntBd
## 1499 2008 2008 Hip Other Stucco
## exterior.2nd mas.vnr.type mas.vnr.area exter.qual exter.cond
## 1498 Plywood None 0 TA TA
## 1768 HdBoard BrkFace 1170 Ex TA
## 1761 ImStucc None 0 Gd TA
## 2182 CmentBd Stone 762 Ex TA
## 2181 CmentBd Stone 1224 Ex TA
## 1499 Stucco Stone 796 Ex TA
## foundation bsmt.qual bsmt.cond bsmt.exposure bsmtfin.type.1
## 1498 Slab No Basement No Basement No Basement No Basement
## 1768 PConc Ex TA Gd GLQ
## 1761 PConc Ex TA Av GLQ
## 2182 PConc Ex TA Gd GLQ
## 2181 PConc Ex TA Gd GLQ
## 1499 PConc Ex TA Gd GLQ
## bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## 1498 0 No Basement 0 0 0
## 1768 1455 Unf 0 989 2444
## 1761 2096 Unf 0 300 2396
## 2182 2260 Unf 0 878 3138
## 2181 4010 Unf 0 1085 5095
## 1499 5644 Unf 0 466 6110
## heating heating.qc central.air electrical x1st.flr.sf x2nd.flr.sf
## 1498 GasA TA Y SB 3820 0
## 1768 GasA Ex Y SB 2444 1872
## 1761 GasA Ex Y SB 2411 2065
## 2182 GasA Ex Y SB 3138 1538
## 2181 GasA Ex Y SB 5095 0
## 1499 GasA Ex Y SB 4692 950
## low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath full.bath
## 1498 0 3820 NA NA 3
## 1768 0 4316 0 1 3
## 1761 0 4476 1 0 3
## 2182 0 4676 1 0 3
## 2181 0 5095 1 1 2
## 1499 0 5642 2 0 2
## half.bath bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## 1498 1 5 1 Ex 11
## 1768 1 4 1 Ex 10
## 1761 1 4 1 Ex 10
## 2182 1 3 1 Ex 11
## 2181 1 2 1 Ex 15
## 1499 1 3 1 Ex 12
## functional fireplaces fireplace.qu garage.type garage.yr.blt
## 1498 Typ 2 Gd Attchd 1959
## 1768 Typ 2 Ex Attchd 1994
## 1761 Typ 2 TA Attchd 1996
## 2182 Typ 1 Gd BuiltIn 2007
## 2181 Typ 2 Gd Attchd 2008
## 1499 Typ 3 Gd Attchd 2008
## garage.finish garage.cars garage.area garage.qual garage.cond
## 1498 Unf 2 624 TA TA
## 1768 Fin 3 832 TA TA
## 1761 Fin 3 813 TA TA
## 2182 Fin 3 884 TA TA
## 2181 Fin 3 1154 TA TA
## 1499 Fin 2 1418 TA TA
## paved.drive wood.deck.sf open.porch.sf enclosed.porch x3ssn.porch
## 1498 Y 0 372 0 0
## 1768 Y 382 50 0 0
## 1761 Y 171 78 0 0
## 2182 Y 208 406 0 0
## 2181 Y 546 484 0 0
## 1499 Y 214 292 0 0
## screen.porch pool.area pool.qc fence misc.feature misc.val mo.sold
## 1498 0 0 No Pool <NA> <NA> 0 7
## 1768 0 0 No Pool <NA> <NA> 0 1
## 1761 0 555 Ex MnPrv <NA> 0 7
## 2182 0 0 No Pool <NA> <NA> 0 10
## 2181 0 0 No Pool <NA> Elev 17000 10
## 1499 0 480 Gd <NA> <NA> 0 1
## yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1498 2008 WD Normal 284700 4.812184
## 1768 2007 WD Normal 755000 4.644391
## 1761 2007 WD Abnorml 745000 5.075174
## 2182 2007 New Partial 184750 4.867534
## 2181 2007 New Partial 183850 4.852030
## 1499 2008 New Partial 160000 5.746203
## ln.lot.area house.age yrs.since.remod has.2nd.floor
## 1498 10.758052 49 12 0
## 1768 9.977435 13 12 1
## 1761 9.656499 11 11 1
## 2182 10.598982 0 -1 1
## 2181 10.578725 -1 -2 0
## 1499 11.064871 0 0 1Bathrooms
Four discrete variables relating to bathroom numbers: - bsmt.full.bath - number of full baths in the basement - bsmt.half.bath - number of half baths in the basement - full.bath - number of full baths above ground level - half.bath - number of half baths above ground level
The majority of homes do not have any half baths or basement full baths. Both bsmt.full.bath and bsmt.half.bath have two missing values. Both missing values for the 2 variables correspond to row indices of 1342 and 1498. Observation 1342 is missing 10 predictors, all related to the basement, giving no indication of whether or not they have a basement. Observation 1498 has no basement as shown by other predictors, so I have given both missing variables a value of 0.
bath.missing <- df %>% filter(is.na(bsmt.half.bath) | is.na(bsmt.full.bath))
bath.missing## ms.zoning lot.frontage lot.area street alley lot.shape land.contour
## 1 RL 123 47007 Pave No Alley IR1 Lvl
## lot.config land.slope neighborhood condition.1 condition.2 bldg.type
## 1 Inside Gtl Edwards Norm Norm 1Fam
## house.style overall.qual overall.cond year.built year.remod.add
## 1 1Story 5 7 1959 1996
## roof.style roof.matl exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## 1 Gable CompShg Plywood Plywood None 0
## exter.qual exter.cond foundation bsmt.qual bsmt.cond bsmt.exposure
## 1 TA TA Slab No Basement No Basement No Basement
## bsmtfin.type.1 bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf
## 1 No Basement 0 No Basement 0 0
## total.bsmt.sf heating heating.qc central.air electrical x1st.flr.sf
## 1 0 GasA TA Y SB 3820
## x2nd.flr.sf low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath
## 1 0 0 3820 NA NA
## full.bath half.bath bedroom.abvgr kitchen.abvgr kitchen.qual
## 1 3 1 5 1 Ex
## totrms.abvgrd functional fireplaces fireplace.qu garage.type
## 1 11 Typ 2 Gd Attchd
## garage.yr.blt garage.finish garage.cars garage.area garage.qual
## 1 1959 Unf 2 624 TA
## garage.cond paved.drive wood.deck.sf open.porch.sf enclosed.porch
## 1 TA Y 0 372 0
## x3ssn.porch screen.porch pool.area pool.qc fence misc.feature misc.val
## 1 0 0 0 No Pool <NA> <NA> 0
## mo.sold yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1 7 2008 WD Normal 284700 4.812184
## ln.lot.area house.age yrs.since.remod has.2nd.floor
## 1 10.75805 49 12 0# Impute missing values
df$bsmt.full.bath[which(is.na(df$bsmt.full.bath))] <- 0
df$bsmt.half.bath[which(is.na(df$bsmt.half.bath))] <- 0
# check counts
table(df$bsmt.full.bath)##
## 0 1 2 3
## 1687 1170 38 2table(df$bsmt.half.bath)##
## 0 1 2
## 2723 170 4table(df$full.bath)##
## 0 1 2 3 4
## 12 1311 1510 60 4table(df$half.bath)##
## 0 1 2
## 1828 1045 24Decided to combine all bathroom variables (above ground and basement full baths and half baths) into one total bathroom variable, discrete, if we want to simplify our analysis regarding bathrooms. Note: we need to be wary of including all of these variables into our model as total.bath is a linear combination of other variables. It might be worth running a very simple housing regression model with this total.bath variable.
# Calculate total bath variable
mutate(df, total.bath = bsmt.full.bath + full.bath + (.5 * bsmt.half.bath) + (.5 * half.bath))## ms.zoning lot.frontage lot.area street alley lot.shape
## 1 RL 141.0 31770 Pave No Alley IR1
## 2 RH 80.0 11622 Pave No Alley Reg
## 3 RL 81.0 14267 Pave No Alley IR1
## 4 RL 93.0 11160 Pave No Alley Reg
## 5 RL 74.0 13830 Pave No Alley IR1
## 6 RL 78.0 9978 Pave No Alley IR1
## 7 RL 41.0 4920 Pave No Alley Reg
## 8 RL 43.0 5005 Pave No Alley IR1
## 9 RL 39.0 5389 Pave No Alley IR1
## 10 RL 60.0 7500 Pave No Alley Reg
## 11 RL 75.0 10000 Pave No Alley IR1
## 12 RL 64.0 7980 Pave No Alley IR1
## 13 RL 63.0 8402 Pave No Alley IR1
## 14 RL 85.0 10176 Pave No Alley Reg
## 15 RL 60.0 6820 Pave No Alley IR1
## 16 RL 47.0 53504 Pave No Alley Mod+ IR
## 17 RL 152.0 12134 Pave No Alley IR1
## 18 RL 88.0 11394 Pave No Alley Reg
## 19 RL 140.0 19138 Pave No Alley Reg
## 20 RL 85.0 13175 Pave No Alley Reg
## 21 RL 105.0 11751 Pave No Alley IR1
## 22 RL 85.0 10625 Pave No Alley Reg
## 23 FV 72.5 7500 Pave No Alley Reg
## 24 RL 73.0 11241 Pave No Alley IR1
## 25 RL 73.0 12537 Pave No Alley IR1
## 26 RL 65.0 8450 Pave No Alley Reg
## 27 RL 70.0 8400 Pave No Alley Reg
## 28 RL 70.0 10500 Pave No Alley Reg
## 29 RH 26.0 5858 Pave No Alley IR1
## 30 RM 21.0 1680 Pave No Alley Reg
## 31 RM 21.0 1680 Pave No Alley Reg
## 32 RM 21.0 1680 Pave No Alley Reg
## 33 RL 53.0 4043 Pave No Alley Reg
## 34 RL 24.0 2280 Pave No Alley Reg
## 35 RL 24.0 2280 Pave No Alley Reg
## 36 RL 24.0 2280 Pave No Alley Reg
## 37 RL 102.0 12858 Pave No Alley IR1
## 38 RL 98.0 11478 Pave No Alley Reg
## 39 RL 83.0 10159 Pave No Alley IR1
## 40 RL 94.0 12883 Pave No Alley IR1
## 41 RL 95.0 12182 Pave No Alley Reg
## 42 RL 90.0 11520 Pave No Alley Reg
## 43 RL 79.0 14122 Pave No Alley IR1
## 44 RL 70.0 10171 Pave No Alley IR1
## 45 RL 100.0 12919 Pave No Alley IR1
## 46 RL 44.0 6371 Pave No Alley IR1
## 47 RL 110.0 14300 Pave No Alley Reg
## 48 RL 105.0 13650 Pave No Alley Reg
## 49 RL 61.0 7658 Pave No Alley Reg
## 50 RL 41.0 7132 Pave No Alley IR1
## 51 RL 36.0 2628 Pave No Alley Reg
## 52 RL 100.0 18494 Pave No Alley IR1
## 53 RL 43.0 3203 Pave No Alley Reg
## 54 RL 43.0 3182 Pave No Alley Reg
## 55 RL 67.0 13300 Pave No Alley IR1
## 56 RL 63.0 8577 Pave No Alley IR1
## 57 RL 64.0 7750 Pave No Alley IR1
## 58 RL 64.0 9505 Pave No Alley IR1
## 59 RL 108.0 14774 Pave No Alley IR1
## 60 RL 60.0 17433 Pave No Alley Mod+ IR
## 61 RL 59.0 10593 Pave No Alley IR1
## 62 RL 98.0 12256 Pave No Alley IR1
## 63 RL 92.0 11764 Pave No Alley IR1
## 64 RL 58.0 16770 Pave No Alley Mod+ IR
## 65 RL 56.0 14720 Pave No Alley IR1
## 66 FV 92.0 9215 Pave No Alley Reg
## 67 FV 72.0 8640 Pave No Alley Reg
## 68 FV 75.0 9000 Pave No Alley Reg
## 69 FV 100.0 12552 Pave No Alley Reg
## 70 FV 84.0 10440 Pave No Alley Reg
## 71 RL 76.0 10142 Pave No Alley IR1
## 72 RL 70.0 11920 Pave No Alley Reg
## 73 RL 67.0 8880 Pave No Alley IR1
## 74 RL 50.0 8012 Pave No Alley Reg
## 75 RL 70.0 11218 Pave No Alley Reg
## 76 RL 55.0 7892 Pave No Alley Reg
## 77 RL 50.0 7175 Pave No Alley Reg
## 78 RL 67.0 9453 Pave No Alley IR1
## 79 RL 81.0 9672 Pave No Alley Reg
## 80 RL 70.0 8400 Pave No Alley Reg
## 81 RH 70.0 9800 Pave No Alley Reg
## 82 RM 68.0 8930 Pave No Alley Reg
## 83 RL 88.0 11782 Pave No Alley IR1
## 84 RL 65.0 8450 Pave No Alley Reg
## 85 RL 72.0 9819 Pave No Alley IR1
## 86 RL 75.0 7500 Pave No Alley Reg
## 87 RL 72.0 6897 Pave No Alley IR1
## 88 RL 39.0 15410 Pave No Alley IR1
## 89 RL 107.0 10186 Pave No Alley IR1
## 90 RL 85.0 13143 Pave No Alley IR1
## 91 RL 88.0 11134 Pave No Alley Reg
## 92 FV 25.0 4835 Pave No Alley IR1
## 93 FV 39.0 3515 Pave Pave Reg
## 94 FV 30.0 3215 Pave Pave Reg
## 95 FV 30.0 3182 Pave Pave Reg
## 96 FV 24.0 2544 Pave Pave Reg
## 97 FV 24.0 2544 Pave Pave Reg
## 98 FV 72.5 4403 Pave No Alley Mod+ IR
## 99 FV 72.5 2117 Pave No Alley Reg
## 100 FV 72.5 2980 Pave No Alley Reg
## 101 FV 24.0 2572 Pave No Alley Reg
## 102 FV 72.5 2403 Pave No Alley IR1
## 103 FV 57.0 12853 Pave Pave IR1
## 104 FV 68.0 7379 Pave No Alley IR1
## 105 RL 30.0 4420 Pave No Alley IR1
## 106 RL 40.0 3880 Pave No Alley IR1
## 107 RL 72.0 13517 Pave No Alley IR1
## 108 FV 80.0 8000 Pave No Alley Reg
## 109 RL 80.0 10456 Pave No Alley IR1
## 110 RL 80.0 10791 Pave No Alley Reg
## 111 RL 80.0 10603 Pave No Alley IR1
## 112 RL 80.0 18837 Pave No Alley IR1
## 113 RL 80.0 10421 Pave No Alley Reg
## 114 RL 78.0 9360 Pave No Alley Reg
## 115 RL 80.0 9600 Pave No Alley Reg
## 116 RL 80.0 9600 Pave No Alley Reg
## 117 RL 80.0 9790 Pave No Alley Reg
## 118 RL 77.0 9320 Pave No Alley IR1
## 119 RL 90.0 9900 Pave No Alley Reg
## 120 RL 88.0 9680 Pave No Alley Reg
## 121 RL 73.0 10600 Pave Pave IR1
## 122 RL 73.0 14112 Pave No Alley IR1
## 123 RL 80.0 8800 Pave No Alley Reg
## 124 RL 98.0 13260 Pave No Alley IR1
## 125 RL 68.0 9717 Pave No Alley Reg
## 126 RL 68.0 9724 Pave No Alley Reg
## 127 RL 120.0 17360 Pave No Alley Reg
## 128 RL 50.0 7207 Pave No Alley IR1
## 129 RL 55.0 5350 Pave No Alley IR1
## 130 RL 80.0 9920 Pave No Alley Reg
## 131 RL 80.0 9600 Pave No Alley Reg
## 132 RL 78.0 7800 Pave No Alley Reg
## 133 RL 75.0 11380 Pave No Alley IR1
## 134 RL 80.0 11600 Pave No Alley Reg
## 135 RL 73.0 19900 Pave No Alley Reg
## 136 RL 137.0 16492 Pave No Alley IR1
## 137 RL 70.0 8267 Pave No Alley Reg
## 138 RL 70.0 8197 Pave No Alley Reg
## 139 RL 73.0 8050 Pave No Alley IR1
## 140 RL 70.0 10552 Pave No Alley IR1
## 141 RL 70.0 8400 Pave No Alley Reg
## 142 RL 73.0 8760 Pave No Alley Reg
## 143 RL 73.0 12160 Pave No Alley IR1
## 144 RL 73.0 9300 Pave No Alley Reg
## 145 RL 87.0 10725 Pave No Alley IR1
## 146 RL 80.0 10032 Pave No Alley Reg
## 147 RL 60.0 8382 Pave No Alley Reg
## 148 RL 60.0 10950 Pave No Alley Reg
## 149 RL 119.0 10895 Pave No Alley Reg
## 150 RL 70.0 13587 Pave No Alley Reg
## 151 RL 68.0 7922 Pave No Alley Reg
## 152 RL 65.0 7898 Pave No Alley Reg
## 153 RL 60.0 7200 Pave No Alley Reg
## 154 RL 85.0 10200 Pave No Alley Reg
## 155 RL 74.0 5868 Pave No Alley Reg
## 156 RL 78.0 17503 Pave No Alley Reg
## 157 RL 64.0 6979 Pave No Alley Reg
## 158 RL 73.0 9830 Pave No Alley IR1
## 159 RL 96.0 11275 Pave No Alley Reg
## 160 RL 60.0 8064 Pave No Alley Reg
## 161 RL 75.0 7500 Pave No Alley Reg
## 162 RL 71.0 8520 Pave No Alley Reg
## 163 RL 60.0 7200 Pave No Alley Reg
## 164 RL 87.0 10000 Pave No Alley IR1
## 165 RL 81.0 7635 Pave No Alley IR1
## 166 RL 80.0 9760 Pave No Alley Reg
## 167 RL 70.0 7700 Pave No Alley Reg
## 168 RM 60.0 4800 Pave No Alley Reg
## 169 RM 55.0 8800 Pave Grvl Reg
## 170 RM 56.0 4485 Pave Grvl Reg
## 171 RM 56.0 8960 Pave Grvl Reg
## 172 RM 69.0 5805 Pave Grvl Reg
## 173 RM 60.0 5790 Pave No Alley Reg
## 174 RM 47.0 4608 Pave No Alley Reg
## 175 RM 60.0 7200 Pave No Alley Reg
## 176 RM 50.0 5500 Pave No Alley Reg
## 177 RM 50.0 6900 Pave No Alley Reg
## 178 RM 69.0 11851 Pave No Alley Reg
## 179 RM 60.0 8239 Pave No Alley Reg
## 180 RM 68.0 9656 Pave No Alley Reg
## 181 RM 60.0 8520 Pave No Alley Reg
## 182 RM 60.0 9600 Pave Grvl Reg
## 183 RM 60.0 10800 Pave No Alley Reg
## 184 RM 50.0 9000 Pave Grvl Reg
## 185 RM 100.0 9045 Pave No Alley Reg
## 186 RM 90.0 7407 Pave No Alley Reg
## 187 RM 60.0 7740 Pave No Alley Reg
## 188 RM 60.0 11340 Pave No Alley Reg
## 189 RM 60.0 10560 Pave No Alley Reg
## 190 RM 53.0 5830 Pave No Alley Reg
## 191 RL 51.0 7793 Pave No Alley IR1
## 192 RM 50.0 5000 Pave No Alley Reg
## 193 RM 50.0 6000 Pave No Alley Reg
## 194 RM 50.0 6000 Pave No Alley Reg
## 195 RM 53.0 6360 Pave No Alley Reg
## 196 RM 50.0 6000 Pave No Alley Reg
## 197 RM 52.0 6240 Pave No Alley Reg
## 198 RM 52.0 6240 Pave No Alley Reg
## 199 RM 51.0 6120 Pave No Alley Reg
## 200 RM 50.0 10300 Pave No Alley IR1
## 201 RM 57.0 8094 Pave Grvl Reg
## 202 RM 60.0 12900 Pave Grvl Reg
## 203 RM 52.0 3068 Pave Grvl Reg
## 204 RM 110.0 8472 Grvl No Alley Mod+ IR
## 205 RM 70.0 5600 Pave No Alley Reg
## 206 RM 76.0 7630 Pave No Alley Reg
## 207 RL 80.5 24090 Pave No Alley Reg
## 208 RL 100.0 15263 Pave No Alley IR1
## 209 RL 72.0 10632 Pave No Alley IR1
## 210 RL 60.0 9900 Pave No Alley Reg
## 211 RL 65.0 6001 Pave No Alley IR1
## 212 C 60.0 6449 Pave No Alley IR1
## 213 RH 60.0 6048 Pave No Alley Reg
## 214 RL 54.0 6342 Pave No Alley Reg
## 215 RL 72.0 10773 Pave No Alley Reg
## 216 RL 72.0 10778 Pave No Alley Reg
## 217 RL 75.0 11625 Pave No Alley Reg
## 218 RL 72.0 11341 Pave No Alley IR1
## 219 RL 70.0 8521 Pave No Alley Reg
## 220 RL 72.0 8246 Pave No Alley IR1
## 221 RL 65.0 7800 Pave No Alley Reg
## 222 RL 80.0 9364 Pave No Alley Reg
## 223 RL 65.0 7832 Pave No Alley Reg
## 224 RL 72.0 7424 Pave No Alley IR1
## 225 RL 86.0 11227 Pave No Alley Reg
## 226 RL 72.0 11616 Pave No Alley IR1
## 227 RL 80.0 14000 Pave No Alley Reg
## 228 RL 80.5 20062 Pave No Alley IR1
## 229 RL 94.0 9259 Pave No Alley Reg
## 230 RL 60.0 9600 Pave No Alley Reg
## 231 RL 80.5 23595 Pave No Alley Reg
## 232 RL 80.5 17082 Pave No Alley IR1
## 233 RL 124.0 18600 Pave No Alley Reg
## 234 RL 85.0 10625 Pave No Alley Reg
## 235 RL 65.0 11479 Pave No Alley Reg
## 236 RL 68.0 9571 Pave No Alley Reg
## 237 RL 50.0 9350 Pave No Alley Reg
## 238 RL 75.0 9525 Pave No Alley Reg
## 239 RL 83.0 10420 Pave No Alley Reg
## 240 RL 44.0 17485 Pave No Alley Mod+ IR
## 241 RL 65.0 11200 Pave No Alley IR1
## 242 RL 60.0 11100 Pave No Alley Reg
## 243 RL 77.0 9206 Pave No Alley Reg
## 244 RL 83.0 11980 Pave No Alley Reg
## 245 RL 87.0 12361 Pave No Alley IR1
## 246 RL 80.0 9938 Pave No Alley Reg
## 247 RL 73.0 9069 Pave No Alley Reg
## 248 RL 64.0 10475 Pave No Alley IR1
## 249 RL 64.0 6762 Pave No Alley Reg
## 250 RL 94.0 10402 Pave No Alley IR1
## 251 RL 64.0 7360 Pave No Alley Reg
## 252 RL 90.0 12376 Pave No Alley Reg
## 253 RL 82.0 14235 Pave No Alley IR1
## 254 RL 80.0 8816 Pave No Alley Reg
## 255 RL 82.0 11105 Pave No Alley Reg
## 256 RL 70.0 9337 Pave No Alley IR1
## 257 RL 70.0 8750 Pave No Alley Reg
## 258 RL 38.0 15240 Pave No Alley IR1
## 259 RL 70.0 10900 Pave No Alley IR1
## 260 RL 75.0 10650 Pave No Alley Reg
## 261 RL 68.0 7480 Pave No Alley Reg
## 262 RL 80.0 10389 Pave No Alley Reg
## 263 RL 70.0 11423 Pave No Alley Reg
## 264 RL 44.0 9548 Pave No Alley IR1
## 265 RL 75.0 9375 Pave No Alley Reg
## 266 RL 48.0 12137 Pave No Alley Mod+ IR
## 267 RM 70.0 4435 Pave No Alley Reg
## 268 RM 70.0 4426 Pave No Alley Reg
## 269 RL 48.0 10635 Pave No Alley Mod+ IR
## 270 RL 70.0 8400 Pave No Alley Reg
## 271 RL 65.0 8773 Pave No Alley Reg
## 272 RL 67.0 8777 Pave No Alley Reg
## 273 RL 68.0 8842 Pave No Alley Reg
## 274 RL 75.0 9825 Pave No Alley Reg
## 275 RL 60.0 10044 Pave No Alley IR1
## 276 RL 89.0 11792 Pave No Alley Reg
## 277 RL 65.0 6305 Pave No Alley Reg
## 278 RL 94.0 7819 Pave No Alley Reg
## 279 RL 64.0 6410 Pave No Alley Reg
## 280 RM 80.0 8546 Pave No Alley Reg
## 281 RL 52.0 8741 Pave No Alley Reg
## 282 RL 60.0 12180 Pave No Alley Reg
## 283 RL 68.0 8562 Pave No Alley Reg
## 284 RL 67.0 4853 Pave No Alley Reg
## 285 RL 66.0 6858 Pave No Alley Reg
## 286 RL 45.0 8212 Pave Grvl Reg
## 287 RL 50.0 5000 Pave Pave Reg
## 288 RL 60.0 7890 Pave No Alley Reg
## 289 RH 60.0 7200 Pave Pave Reg
## 290 RL 51.0 9839 Pave No Alley Reg
## 291 RL 50.0 9638 Pave No Alley Reg
## 292 RL 78.0 10452 Pave No Alley IR1
## 293 RL 78.0 15600 Pave No Alley Reg
## 294 RL 66.0 9042 Pave No Alley Reg
## 295 RL 100.0 17500 Pave No Alley Reg
## 296 RL 85.0 19645 Pave No Alley IR1
## 297 RM 35.0 3907 Pave No Alley IR1
## 298 RM 35.0 3907 Pave No Alley IR1
## 299 RL 100.0 15602 Pave No Alley IR1
## 300 RM 40.0 5436 Pave No Alley Reg
## 301 RM 58.0 8154 Pave No Alley Reg
## 302 RM 50.0 9140 Pave No Alley Reg
## 303 C 60.0 7500 Pave No Alley Reg
## 304 C 66.0 8712 Pave Pave Reg
## 305 C 66.0 8712 Grvl No Alley Reg
## 306 C 66.0 8712 Grvl No Alley Reg
## 307 RM 44.0 3811 Pave No Alley IR1
## 308 RL 85.0 11050 Pave No Alley Reg
## 309 RL 74.0 9620 Pave No Alley Reg
## 310 RL 129.0 9196 Pave No Alley IR1
## 311 RL 74.0 12328 Pave No Alley IR1
## 312 RL 74.0 12760 Pave No Alley IR1
## 313 RL 82.0 57200 Pave No Alley IR1
## 314 RL 88.0 11896 Pave No Alley IR1
## 315 RL 73.0 9803 Pave No Alley Reg
## 316 RL 73.0 9802 Pave No Alley Reg
## 317 RL 92.0 12003 Pave No Alley Reg
## 318 RL 80.0 11316 Pave No Alley Reg
## 319 RL 85.0 14191 Pave No Alley Reg
## 320 RL 89.0 13214 Pave No Alley IR1
## 321 RL 85.0 15300 Pave No Alley Reg
## 322 RL 93.0 10114 Pave No Alley Reg
## 323 RL 94.0 9400 Pave No Alley Reg
## 324 RL 74.0 11875 Pave No Alley Reg
## 325 RM 21.0 1974 Pave No Alley Reg
## 326 RM 31.0 2394 Pave No Alley Reg
## 327 RM 36.0 2592 Pave No Alley Reg
## 328 RM 21.0 1476 Pave No Alley Reg
## 329 RM 21.0 1491 Pave No Alley Reg
## 330 RM 21.0 1900 Pave No Alley Reg
## 331 RM 21.0 1890 Pave No Alley Reg
## 332 RL 50.0 6953 Pave No Alley Reg
## 333 RL 74.0 26142 Pave No Alley IR1
## 334 RL 76.0 12887 Pave No Alley Reg
## 335 RL 70.0 7700 Pave No Alley Reg
## 336 RL 63.0 10475 Pave No Alley Reg
## 337 RL 68.0 10544 Pave No Alley IR1
## 338 RL 76.0 9892 Pave No Alley Reg
## 339 RL 74.0 12961 Pave No Alley Reg
## 340 RL 74.0 13008 Pave No Alley IR1
## 341 RL 85.0 10200 Pave No Alley Reg
## 342 RL 75.0 13860 Pave No Alley Reg
## 343 RL 88.0 10179 Pave No Alley IR1
## 344 RL 64.0 11792 Pave No Alley IR1
## 345 RL 60.0 8400 Pave No Alley Reg
## 346 RL 42.0 14892 Pave No Alley IR1
## 347 RL 64.0 8530 Pave No Alley IR1
## 348 RL 28.0 7296 Pave No Alley IR1
## 349 RL 40.0 5664 Pave No Alley IR1
## 350 RL 61.0 7380 Pave No Alley IR1
## 351 RL 57.0 8013 Pave No Alley IR1
## 352 RL 57.0 8923 Pave No Alley IR1
## 353 RL 74.0 10141 Pave No Alley IR1
## 354 RL 60.0 7500 Pave No Alley Reg
## 355 RL 59.0 7837 Pave No Alley IR1
## 356 RL 64.0 9765 Pave No Alley Mod+ IR
## 357 RL 64.0 8803 Pave No Alley IR1
## 358 RL 58.0 7250 Pave No Alley Reg
## 359 RL 64.0 9636 Pave No Alley IR1
## 360 RL 65.0 8125 Pave No Alley Reg
## 361 RL 64.0 9248 Pave No Alley IR1
## 362 RL 64.0 10762 Pave No Alley IR1
## 363 RL 99.0 11851 Pave No Alley Reg
## 364 RL 60.0 5814 Pave No Alley IR1
## 365 RL 63.0 17423 Pave No Alley IR1
## 366 RL 80.0 11844 Pave No Alley IR1
## 367 RL 124.0 16158 Pave No Alley IR1
## 368 RL 85.0 11900 Pave No Alley Reg
## 369 RL 94.0 13005 Pave No Alley IR1
## 370 RL 48.0 17043 Pave No Alley IR1
## 371 RL 85.0 11900 Pave No Alley Reg
## 372 RL 80.0 16635 Pave No Alley IR1
## 373 RL 80.0 13250 Pave No Alley IR1
## 374 RL 80.0 10928 Pave No Alley Reg
## 375 RL 80.0 12388 Pave No Alley IR1
## 376 RL 80.0 14115 Pave No Alley Reg
## 377 RL 80.0 11088 Pave No Alley Reg
## 378 RL 80.0 9600 Pave No Alley Reg
## 379 RL 82.0 11880 Pave No Alley IR1
## 380 RL 80.0 10400 Pave No Alley Reg
## 381 RL 80.0 10304 Pave No Alley IR1
## 382 FV 70.0 7000 Pave No Alley Reg
## 383 FV 75.0 8004 Pave No Alley IR1
## 384 FV 72.5 7500 Pave No Alley Reg
## 385 FV 72.5 8470 Pave No Alley Reg
## 386 RL 80.0 9373 Pave No Alley IR1
## 387 RL 78.0 10140 Pave No Alley Reg
## 388 RL 85.0 11050 Pave No Alley IR1
## 389 RL 78.0 10140 Pave No Alley Reg
## 390 RL 80.0 10448 Pave No Alley IR1
## 391 RL 60.0 9000 Pave No Alley Reg
## 392 RL 73.0 8750 Pave No Alley IR1
## 393 RL 61.0 7930 Pave No Alley Reg
## 394 RL 73.0 7830 Pave No Alley IR1
## 395 RL 73.0 8510 Pave No Alley IR1
## 396 RL 60.0 7038 Pave No Alley Reg
## 397 RL 60.0 6960 Pave No Alley Reg
## 398 RL 70.0 8120 Pave No Alley Reg
## 399 RL 70.0 10500 Pave No Alley Reg
## 400 RL 60.0 9000 Pave No Alley Reg
## 401 RM 21.0 1680 Pave No Alley Reg
## 402 RM 24.0 2368 Pave No Alley Reg
## 403 RM 21.0 1680 Pave No Alley Reg
## 404 RM 21.0 1680 Pave No Alley Reg
## 405 RM 21.0 1680 Pave No Alley Reg
## 406 RM 21.0 1680 Pave No Alley Reg
## 407 RL 24.0 4928 Pave No Alley IR1
## 408 RL 24.0 2308 Pave No Alley Reg
## 409 RL 24.0 2280 Pave No Alley Reg
## 410 RL 24.0 2280 Pave No Alley Reg
## 411 RL 24.0 2308 Pave No Alley Reg
## 412 RL 24.0 2349 Pave No Alley Reg
## 413 RL 24.0 2364 Pave No Alley Reg
## 414 RL 24.0 2289 Pave No Alley Reg
## 415 RL 24.0 2364 Pave No Alley Reg
## 416 RL 24.0 2104 Pave No Alley Reg
## 417 RL 65.0 7150 Pave No Alley Reg
## 418 RL 73.0 10710 Pave No Alley Reg
## 419 RL 96.0 12456 Pave No Alley Reg
## 420 RL 110.0 14257 Pave No Alley Reg
## 421 RL 104.0 13518 Pave No Alley Reg
## 422 RL 105.0 15431 Pave No Alley Reg
## 423 RL 108.0 13173 Pave No Alley IR1
## 424 RL 110.0 14230 Pave No Alley Reg
## 425 RL 98.0 12704 Pave No Alley Reg
## 426 RL 95.0 12350 Pave No Alley Reg
## 427 RL 96.0 11308 Pave No Alley IR1
## 428 RL 95.0 12350 Pave No Alley Reg
## 429 RL 94.0 12220 Pave No Alley Reg
## 430 RL 97.0 13478 Pave No Alley IR1
## 431 RL 105.0 13693 Pave No Alley Reg
## 432 RL 107.0 13891 Pave No Alley Reg
## 433 RL 95.0 11578 Pave No Alley Reg
## 434 RL 129.0 16870 Pave No Alley IR1
## 435 RL 59.0 23303 Pave No Alley Mod+ IR
## 436 RL 87.0 11146 Pave No Alley IR1
## 437 RL 87.0 10367 Pave No Alley IR1
## 438 RL 76.0 9591 Pave No Alley Reg
## 439 RL 77.0 10872 Pave No Alley IR1
## 440 RL 102.0 13514 Pave No Alley IR1
## 441 RL 74.0 8834 Pave No Alley Reg
## 442 RL 107.0 11362 Pave No Alley IR1
## 443 RL 85.0 10655 Pave No Alley IR1
## 444 RL 90.0 12878 Pave No Alley IR1
## 445 RL 79.0 9541 Pave No Alley IR1
## 446 RL 103.0 13472 Pave No Alley Reg
## 447 RL 110.0 15274 Pave No Alley IR1
## 448 RL 96.0 13262 Pave No Alley IR1
## 449 RL 70.0 9658 Pave No Alley IR1
## 450 RL 47.0 6904 Pave No Alley IR1
## 451 RL 34.0 5381 Pave No Alley IR1
## 452 RL 34.0 5122 Pave No Alley IR1
## 453 RL 80.0 10307 Pave No Alley IR1
## 454 RL 34.0 5001 Pave No Alley IR1
## 455 RL 100.0 14836 Pave No Alley IR1
## 456 RL 117.0 15262 Pave No Alley IR1
## 457 RL 44.0 7390 Pave No Alley IR1
## 458 RL 48.0 6472 Pave No Alley Reg
## 459 RL 129.0 16770 Pave No Alley Reg
## 460 RL 48.0 6240 Pave No Alley Reg
## 461 RL 48.0 3480 Pave No Alley Reg
## 462 RL 36.0 2268 Pave No Alley Reg
## 463 RL 63.0 10928 Pave No Alley Reg
## 464 RL 57.0 8918 Pave No Alley IR1
## 465 RL 149.0 12589 Pave No Alley Mod+ IR
## 466 RL 122.0 11911 Pave No Alley Mod+ IR
## 467 RL 53.0 3684 Pave No Alley Reg
## 468 RL 51.0 3635 Pave No Alley Reg
## 469 RL 43.0 3182 Pave No Alley Reg
## 470 RL 43.0 3182 Pave No Alley Reg
## 471 RL 43.0 3182 Pave No Alley Reg
## 472 RL 43.0 3182 Pave No Alley Reg
## 473 RL 71.0 7795 Pave No Alley IR1
## 474 RL 64.0 8068 Pave No Alley IR1
## 475 RL 59.0 9434 Pave No Alley IR1
## 476 RL 62.0 7984 Pave No Alley IR1
## 477 RL 64.0 7750 Pave No Alley Reg
## 478 RL 61.0 10125 Pave No Alley IR1
## 479 RL 64.0 8965 Pave No Alley IR1
## 480 RL 64.0 8174 Pave No Alley IR1
## 481 RL 34.0 5063 Pave No Alley Reg
## 482 RL 64.0 8795 Pave No Alley IR1
## 483 RL 64.0 12224 Pave No Alley IR1
## 484 RL 61.0 9734 Pave No Alley IR1
## 485 RL 60.0 8123 Pave No Alley IR1
## 486 RL 42.0 8433 Pave No Alley IR1
## 487 RL 62.0 7750 Pave No Alley Reg
## 488 RL 64.0 15896 Pave No Alley Mod+ IR
## 489 RL 64.0 24682 Pave No Alley Mod+ IR
## 490 RL 64.0 8755 Pave No Alley IR1
## 491 RL 64.0 7848 Pave No Alley IR1
## 492 RL 82.0 9430 Pave No Alley Reg
## 493 RL 174.0 15138 Pave No Alley IR1
## 494 RL 106.0 12720 Pave No Alley Reg
## 495 RL 89.0 16545 Pave No Alley IR1
## 496 RL 98.0 12203 Pave No Alley IR1
## 497 RL 79.0 10208 Pave No Alley IR1
## 498 RL 89.0 10750 Pave No Alley IR1
## 499 RL 90.0 9900 Pave No Alley Reg
## 500 RL 79.0 9085 Pave No Alley Reg
## 501 RL 89.0 11692 Pave No Alley IR1
## 502 RL 52.0 46589 Pave No Alley Mod+ IR
## 503 RL 89.0 29959 Pave No Alley Mod+ IR
## 504 RL 74.0 9612 Pave No Alley Reg
## 505 RL 86.0 11194 Pave No Alley IR1
## 506 RL 78.0 10206 Pave No Alley Reg
## 507 RL 78.0 9262 Pave No Alley Reg
## 508 RL 85.0 10130 Pave No Alley Reg
## 509 RL 76.0 9139 Pave No Alley IR1
## 510 RL 75.0 9675 Pave No Alley Reg
## 511 RL 85.0 11128 Pave No Alley Reg
## 512 FV 72.0 8640 Pave No Alley Reg
## 513 FV 75.0 9000 Pave No Alley Reg
## 514 FV 75.0 7862 Pave No Alley IR1
## 515 FV 72.0 8640 Pave No Alley Reg
## 516 FV 72.0 8640 Pave No Alley Reg
## 517 FV 112.0 12606 Pave No Alley IR1
## 518 FV 85.0 9187 Pave No Alley Reg
## 519 FV 75.0 7500 Pave No Alley Reg
## 520 FV 85.0 11003 Pave No Alley Reg
## 521 FV 84.0 10603 Pave No Alley Reg
## 522 FV 85.0 10574 Pave No Alley Reg
## 523 FV 65.0 8125 Pave No Alley Reg
## 524 FV 65.0 8125 Pave No Alley Reg
## 525 FV 85.0 10625 Pave No Alley Reg
## 526 FV 75.0 9375 Pave No Alley Reg
## 527 FV 62.0 7500 Pave Pave Reg
## 528 FV 68.0 8736 Pave No Alley IR1
## 529 FV 65.0 8127 Pave No Alley IR1
## 530 RL 80.0 9605 Pave No Alley Reg
## 531 RL 63.0 7500 Pave No Alley Reg
## 532 RL 63.0 7500 Pave No Alley Reg
## 533 RL 96.0 10628 Pave No Alley IR1
## 534 RL 76.0 10141 Pave No Alley IR1
## 535 RL 63.0 13072 Pave No Alley Reg
## 536 RL 63.0 13072 Pave No Alley Reg
## 537 RL 60.0 12450 Pave No Alley Reg
## 538 RL 61.0 7328 Pave No Alley Reg
## 539 RL 43.0 11492 Pave No Alley IR1
## 540 RL 88.0 10994 Pave No Alley IR1
## 541 RL 65.0 8529 Pave No Alley IR1
## 542 RL 70.0 7703 Pave No Alley Reg
## 543 RL 75.0 10762 Pave No Alley Reg
## 544 RL 50.0 7175 Pave No Alley Reg
## 545 RL 70.0 9109 Pave No Alley Reg
## 546 RL 67.0 10274 Pave No Alley IR1
## 547 RL 75.0 8250 Pave No Alley Reg
## 548 RH 60.0 8400 Pave No Alley Reg
## 549 RH 60.0 9000 Pave No Alley Reg
## 550 RL 63.0 9750 Pave No Alley IR1
## 551 RL 71.0 7064 Pave No Alley Reg
## 552 RL 72.0 8499 Pave No Alley IR1
## 553 RL 72.0 9079 Pave No Alley IR1
## 554 RL 72.0 9316 Pave No Alley IR1
## 555 RL 72.0 7791 Pave No Alley IR1
## 556 RL 80.0 10000 Pave No Alley Reg
## 557 RL 60.0 8281 Pave No Alley IR1
## 558 RL 65.0 7150 Pave No Alley Reg
## 559 RL 80.0 15676 Pave No Alley IR1
## 560 RL 89.0 11949 Pave No Alley Reg
## 561 FV 32.0 2880 Pave Pave Reg
## 562 FV 40.0 3951 Pave Pave Reg
## 563 FV 30.0 3000 Pave Pave Reg
## 564 FV 72.5 3830 Pave Pave IR1
## 565 FV 72.5 4217 Pave Pave IR1
## 566 FV 34.0 3230 Pave Pave Reg
## 567 FV 34.0 2998 Pave No Alley Reg
## 568 FV 35.0 3768 Pave No Alley Reg
## 569 FV 24.0 2645 Pave Pave Reg
## 570 RL 80.0 14694 Pave No Alley IR1
## 571 RL 61.0 3782 Pave No Alley IR1
## 572 RL 110.0 15417 Pave No Alley Reg
## 573 RL 80.0 9600 Pave No Alley Reg
## 574 RL 72.0 9991 Pave No Alley IR1
## 575 RL 78.0 11700 Pave No Alley Reg
## 576 RL 80.0 11717 Pave No Alley IR1
## 577 RL 80.0 9156 Pave No Alley IR1
## 578 RL 80.0 10382 Pave No Alley IR1
## 579 RL 80.0 12732 Pave No Alley IR1
## 580 RL 80.0 12936 Pave No Alley IR1
## 581 RL 80.0 10400 Pave No Alley Reg
## 582 RL 80.0 17871 Pave No Alley IR1
## 583 RL 80.0 9600 Pave No Alley Reg
## 584 RL 75.0 9000 Pave No Alley Reg
## 585 RL 80.0 13774 Pave No Alley IR1
## 586 RL 80.0 9650 Pave No Alley Reg
## 587 RL 78.0 10140 Pave No Alley Reg
## 588 RL 70.0 8400 Pave No Alley Reg
## 589 RL 62.0 7130 Pave No Alley Reg
## 590 RL 80.0 9600 Pave No Alley Reg
## 591 RL 70.0 9100 Pave No Alley Reg
## 592 RL 80.0 9600 Pave No Alley Reg
## 593 RL 80.0 16500 Pave No Alley Reg
## 594 RL 80.0 9790 Pave No Alley Reg
## 595 RL 60.0 7436 Pave No Alley Reg
## 596 RL 65.0 8125 Pave No Alley Reg
## 597 RL 70.0 9100 Pave No Alley Reg
## 598 RL 73.0 9450 Pave No Alley IR1
## 599 RL 73.0 13495 Pave No Alley IR1
## 600 RL 85.0 11475 Pave No Alley Reg
## 601 RL 100.0 10004 Pave No Alley Reg
## 602 RL 85.0 9350 Pave No Alley Reg
## 603 RL 115.0 10500 Pave No Alley IR1
## 604 RL 73.0 11000 Pave No Alley IR1
## 605 RL 73.0 8970 Pave No Alley IR1
## 606 RL 73.0 12095 Pave No Alley IR1
## 607 RL 80.0 9600 Pave No Alley Reg
## 608 RL 85.0 11475 Pave No Alley Reg
## 609 RL 68.0 9768 Pave No Alley Reg
## 610 RL 50.0 5330 Pave No Alley Reg
## 611 RL 51.0 7015 Pave No Alley IR1
## 612 RL 128.0 12160 Pave No Alley Reg
## 613 RL 90.0 9900 Pave No Alley Reg
## 614 RL 80.0 9600 Pave No Alley Reg
## 615 RL 80.0 9600 Pave No Alley Reg
## 616 RL 80.0 9600 Pave No Alley Reg
## 617 RL 80.0 9600 Pave No Alley Reg
## 618 RL 65.0 8944 Pave No Alley Reg
## 619 RL 92.0 10573 Pave No Alley IR1
## 620 RL 73.0 9500 Pave No Alley IR1
## 621 RL 80.0 14695 Pave No Alley IR1
## 622 RL 85.0 13600 Pave No Alley Reg
## 623 RL 100.0 13000 Pave No Alley Reg
## 624 RL 120.0 13560 Pave No Alley Reg
## 625 RL 73.0 12513 Pave No Alley IR1
## 626 RL 73.0 8760 Pave No Alley Reg
## 627 RL 70.0 8400 Pave No Alley Reg
## 628 RL 73.0 12285 Pave No Alley IR1
## 629 RL 66.0 9240 Pave No Alley IR1
## 630 RL 80.0 9600 Pave No Alley Reg
## 631 RL 66.0 12400 Pave No Alley IR1
## 632 RL 70.0 8750 Pave No Alley Reg
## 633 RL 70.0 8750 Pave No Alley Reg
## 634 RL 80.0 10400 Pave No Alley Reg
## 635 RL 120.0 19296 Pave No Alley Reg
## 636 RL 74.0 8532 Pave No Alley Reg
## 637 RL 76.0 9482 Pave No Alley Reg
## 638 RL 53.0 8128 Pave No Alley IR1
## 639 RL 79.0 10634 Pave No Alley Reg
## 640 RL 67.0 13070 Pave No Alley Reg
## 641 RL 60.0 10434 Pave No Alley Reg
## 642 RL 75.0 14559 Pave No Alley Reg
## 643 RL 80.0 8480 Pave No Alley Reg
## 644 RL 60.0 7626 Pave No Alley Reg
## 645 RL 75.0 9533 Pave No Alley Reg
## 646 RL 107.0 10615 Pave No Alley IR1
## 647 RL 78.0 11419 Pave No Alley Reg
## 648 RL 60.0 9600 Pave No Alley Reg
## 649 RL 50.0 8000 Pave No Alley Reg
## 650 RL 53.0 5470 Pave No Alley Reg
## 651 RL 60.0 10410 Pave No Alley Reg
## 652 RL 60.0 10800 Pave No Alley Reg
## 653 RL 80.0 8146 Pave No Alley Reg
## 654 RL 52.0 9022 Pave No Alley Reg
## 655 RL 60.0 10230 Pave Grvl Reg
## 656 RL 60.0 10410 Pave Grvl Reg
## 657 RL 60.0 7200 Pave No Alley Reg
## 658 RL 90.0 5400 Pave No Alley Reg
## 659 RL 90.0 5400 Pave No Alley Reg
## 660 RL 60.0 10800 Pave Grvl Reg
## 661 RL 60.0 10800 Pave Grvl Reg
## 662 RL 81.0 9671 Pave No Alley Reg
## 663 RL 83.0 10143 Pave No Alley Reg
## 664 RL 77.0 11500 Pave No Alley IR1
## 665 RL 91.0 11643 Pave No Alley Reg
## 666 RL 62.0 8010 Pave No Alley Reg
## 667 RL 90.0 10454 Pave No Alley IR1
## 668 RL 64.0 8712 Pave No Alley IR1
## 669 RL 73.0 17600 Pave No Alley IR1
## 670 RL 80.0 9000 Pave No Alley IR1
## 671 RL 60.0 12144 Pave No Alley Reg
## 672 RL 60.0 8544 Pave No Alley Reg
## 673 RL 60.0 8064 Pave No Alley Reg
## 674 RL 60.0 7200 Pave No Alley Reg
## 675 RL 60.0 7200 Pave No Alley Reg
## 676 RL 71.0 7350 Pave No Alley Reg
## 677 RL 70.0 7560 Pave No Alley Reg
## 678 RL 60.0 7200 Pave No Alley Reg
## 679 RL 80.0 8000 Pave No Alley Reg
## 680 RL 70.0 7931 Pave No Alley Reg
## 681 RL 60.0 10800 Pave No Alley Reg
## 682 RL 60.0 8064 Pave No Alley Reg
## 683 RL 76.0 7570 Pave No Alley Reg
## 684 RL 75.0 8604 Pave No Alley IR1
## 685 RL 80.0 7936 Pave No Alley Reg
## 686 RL 60.0 6600 Pave No Alley Reg
## 687 RM 60.0 3950 Pave Grvl Reg
## 688 RM 60.0 10440 Pave Grvl Reg
## 689 RM 68.0 4080 Pave Grvl Reg
## 690 RM 57.0 10307 Pave Grvl Reg
## 691 RM 52.0 5720 Pave No Alley Reg
## 692 RM 90.0 15660 Pave No Alley Reg
## 693 RM 90.0 9900 Pave No Alley Reg
## 694 RM 57.0 6406 Pave Grvl Reg
## 695 RM 60.0 6600 Pave No Alley Reg
## 696 RM 63.0 7627 Pave No Alley Reg
## 697 RM 60.0 7596 Pave Grvl Reg
## 698 RM 60.0 3378 Pave Grvl Reg
## 699 RM 56.0 10134 Pave Grvl Reg
## 700 RM 60.0 6000 Pave Pave Reg
## 701 RM 50.0 6000 Pave No Alley Reg
## 702 RM 50.0 6000 Pave No Alley Reg
## 703 RM 62.0 7404 Pave No Alley Reg
## 704 RM 50.0 5925 Pave No Alley Reg
## 705 RM 50.0 5925 Pave No Alley Reg
## 706 RM 50.0 5784 Pave No Alley Reg
## 707 RM 60.0 8520 Pave No Alley Reg
## 708 RM 33.0 4456 Pave No Alley Reg
## 709 RM 60.0 9600 Pave No Alley Reg
## 710 RM 50.0 3500 Pave Grvl Reg
## 711 RM 90.0 8100 Pave No Alley Reg
## 712 RM 65.0 11700 Pave Pave IR1
## 713 RM 70.0 8400 Pave No Alley Reg
## 714 RM 60.0 3600 Pave Grvl Reg
## 715 RM 121.0 17671 Pave Grvl Reg
## 716 C 60.0 3300 Pave No Alley Reg
## 717 RM 50.0 9000 Pave No Alley Reg
## 718 RM 60.0 7200 Pave No Alley Reg
## 719 RM 98.0 8820 Pave No Alley Reg
## 720 RM 60.0 5400 Pave No Alley Reg
## 721 RM 60.0 9720 Pave Grvl Reg
## 722 C 60.0 7879 Pave No Alley Reg
## 723 C 72.0 9392 Pave No Alley Reg
## 724 RL 144.0 21384 Pave No Alley Reg
## 725 RL 51.0 6615 Pave No Alley Reg
## 726 RL 55.0 7264 Pave No Alley Reg
## 727 RL 50.0 4960 Pave No Alley Reg
## 728 RL 51.0 8854 Pave No Alley Reg
## 729 RM 50.0 6000 Pave No Alley Reg
## 730 RM 50.0 6000 Pave No Alley Reg
## 731 RM 50.0 6000 Pave No Alley Reg
## 732 RM 50.0 6000 Pave No Alley Reg
## 733 RM 60.0 6000 Pave No Alley Reg
## 734 RM 50.0 6000 Pave No Alley Reg
## 735 RM 60.0 6911 Pave No Alley Reg
## 736 RM 51.0 6120 Pave No Alley Reg
## 737 RM 51.0 6120 Pave No Alley Reg
## 738 RM 51.0 6120 Pave No Alley Reg
## 739 RM 51.0 6120 Pave No Alley Reg
## 740 RM 51.0 6120 Pave No Alley Reg
## 741 RM 51.0 6120 Pave No Alley Reg
## 742 RM 50.0 8635 Pave No Alley Reg
## 743 RL 51.0 11888 Pave Pave IR1
## 744 RL 60.0 11414 Pave No Alley IR1
## 745 RM 57.0 8094 Pave Grvl Reg
## 746 RM 50.0 2500 Pave Pave Reg
## 747 RM 68.0 9928 Pave Grvl Reg
## 748 RM 92.0 5520 Pave No Alley Reg
## 749 RM 50.0 3000 Pave Grvl Reg
## 750 RM 57.0 6876 Pave No Alley Reg
## 751 RM 52.0 6240 Pave Grvl Reg
## 752 RM 60.0 5775 Pave No Alley Mod+ IR
## 753 RM 41.0 5852 Pave No Alley Mod+ IR
## 754 RM 60.0 5160 Pave No Alley Reg
## 755 RM 86.0 5160 Pave Grvl Reg
## 756 RM 60.0 10320 Pave Grvl Reg
## 757 RL 50.0 4280 Pave No Alley IR1
## 758 RL 60.0 10800 Pave No Alley Reg
## 759 RL 60.0 10800 Pave No Alley Reg
## 760 RL 65.0 10547 Pave No Alley IR1
## 761 RL 65.0 10020 Pave No Alley IR1
## 762 RH 54.0 6629 Pave No Alley Reg
## 763 RL 60.0 9780 Pave No Alley Reg
## 764 RL 70.0 12886 Pave No Alley IR1
## 765 RL 80.0 8816 Pave No Alley Reg
## 766 RL 70.0 11184 Pave No Alley Reg
## 767 RL 75.0 11625 Pave No Alley Reg
## 768 RL 65.0 7800 Pave No Alley Reg
## 769 RL 72.0 8014 Pave No Alley IR1
## 770 RL 72.0 7252 Pave No Alley IR1
## 771 RL 74.0 8740 Pave No Alley IR1
## 772 RL 72.0 11616 Pave No Alley Reg
## 773 RL 88.0 15400 Pave No Alley Reg
## 774 RL 88.0 15312 Pave No Alley Reg
## 775 RL 80.5 15584 Pave No Alley Reg
## 776 RL 72.0 9000 Pave No Alley Reg
## 777 RL 80.5 11250 Pave No Alley Reg
## 778 RL 65.0 25095 Pave No Alley IR1
## 779 RL 65.0 17140 Pave No Alley Reg
## 780 RL 65.0 12342 Pave No Alley IR1
## 781 RL 80.5 10708 Pave No Alley IR1
## 782 RL 65.0 13680 Pave No Alley IR1
## 783 RL 65.0 15635 Pave No Alley IR1
## 784 RL 73.0 9855 Pave No Alley Reg
## 785 RL 68.0 9571 Pave No Alley Reg
## 786 RL 68.0 9571 Pave No Alley Reg
## 787 RL 50.0 9350 Pave No Alley Reg
## 788 RL 50.0 9340 Pave No Alley Reg
## 789 RL 62.0 7440 Pave No Alley Reg
## 790 RL 65.0 11500 Pave No Alley IR1
## 791 RL 42.0 4235 Pave No Alley Reg
## 792 RL 60.0 11409 Pave No Alley Reg
## 793 RL 60.0 9060 Pave No Alley Reg
## 794 RL 60.0 9084 Pave No Alley Reg
## 795 RL 74.0 10778 Pave No Alley IR1
## 796 RL 66.0 19255 Pave No Alley IR1
## 797 RL 79.0 12327 Pave No Alley IR1
## 798 RL 90.0 14684 Pave No Alley IR1
## 799 RL 75.0 9317 Pave No Alley Reg
## 800 RL 85.0 10560 Pave No Alley Reg
## 801 RL 80.0 9828 Pave No Alley IR1
## 802 RL 120.0 26400 Pave No Alley Reg
## 803 RL 64.0 7018 Pave No Alley Reg
## 804 RL 64.0 7018 Pave No Alley Reg
## 805 RL 64.0 7018 Pave No Alley Reg
## 806 RL 64.0 7018 Pave No Alley Reg
## 807 RL 64.0 7018 Pave No Alley Reg
## 808 RL 64.0 7018 Pave No Alley Reg
## 809 RL 64.0 7040 Pave No Alley Reg
## 810 RL 64.0 7007 Pave No Alley Reg
## 811 RL 67.0 11855 Pave No Alley Reg
## 812 RL 67.0 7939 Pave No Alley Reg
## 813 RL 67.0 7976 Pave No Alley Reg
## 814 RL 84.0 10933 Pave No Alley Reg
## 815 RL 79.0 10637 Pave No Alley Reg
## 816 RL 61.0 10226 Pave No Alley IR1
## 817 RL 65.0 10816 Pave No Alley IR1
## 818 RL 71.0 9178 Pave No Alley Reg
## 819 RL 68.0 10769 Pave No Alley IR1
## 820 RL 77.0 11422 Pave No Alley IR1
## 821 RL 122.0 11923 Pave No Alley IR1
## 822 RL 68.0 8814 Pave No Alley Reg
## 823 RL 64.0 6762 Pave No Alley Reg
## 824 RL 95.0 10324 Pave No Alley IR1
## 825 RL 64.0 7314 Pave No Alley Reg
## 826 RL 78.0 11645 Pave No Alley Reg
## 827 RL 79.0 11646 Pave No Alley IR1
## 828 RL 67.0 12800 Pave No Alley Reg
## 829 RL 80.5 16698 Pave No Alley IR1
## 830 RL 80.5 28698 Pave No Alley Mod+ IR
## 831 RL 82.0 12464 Pave No Alley Mod+ IR
## 832 RL 65.0 9757 Pave No Alley Reg
## 833 RL 65.0 15426 Pave No Alley IR1
## 834 RL 43.0 10667 Pave No Alley Mod+ IR
## 835 RL 65.0 14753 Pave No Alley Mod+ IR
## 836 RL 112.0 10859 Pave No Alley Reg
## 837 RL 60.0 8072 Pave No Alley Reg
## 838 RL 80.0 10400 Pave No Alley Reg
## 839 RL 78.0 10335 Pave No Alley IR1
## 840 RL 68.0 9017 Pave No Alley IR1
## 841 RL 70.0 8750 Pave No Alley Reg
## 842 RL 68.0 8935 Pave No Alley IR1
## 843 RL 67.0 9808 Pave No Alley IR1
## 844 RL 79.0 12420 Pave No Alley Reg
## 845 RL 67.0 16285 Pave No Alley Mod+ IR
## 846 RL 65.0 10739 Pave No Alley IR1
## 847 RL 75.0 11166 Pave No Alley Reg
## 848 RL 60.0 8430 Pave No Alley Reg
## 849 RL 70.0 16269 Pave No Alley IR1
## 850 RL 76.0 6950 Pave No Alley IR1
## 851 RL 61.0 8800 Pave No Alley IR1
## 852 RL 70.0 7000 Pave No Alley IR1
## 853 RL 70.0 9286 Pave No Alley IR1
## 854 RL 36.0 15523 Pave No Alley IR1
## 855 RL 60.0 7200 Pave No Alley Reg
## 856 RL 60.0 7200 Pave No Alley Reg
## 857 RL 70.0 8445 Pave No Alley Reg
## 858 RL 90.0 11664 Pave No Alley Reg
## 859 RL 70.0 12334 Pave No Alley IR1
## 860 RL 70.0 11838 Pave No Alley Reg
## 861 RL 70.0 11885 Pave No Alley Reg
## 862 RL 70.0 11050 Pave No Alley Reg
## 863 RL 70.0 11250 Pave No Alley Reg
## 864 RL 90.0 15750 Pave No Alley Reg
## 865 RL 73.0 11883 Pave No Alley Reg
## 866 RL 70.0 12782 Pave No Alley Reg
## 867 RL 70.0 8750 Pave No Alley Reg
## 868 RL 70.0 9375 Pave No Alley Reg
## 869 RL 70.0 8750 Pave No Alley Reg
## 870 RL 70.0 9100 Pave No Alley Reg
## 871 RL 75.0 9750 Pave No Alley Reg
## 872 RM 70.0 4435 Pave No Alley Reg
## 873 RM 70.0 4435 Pave No Alley Reg
## 874 RL 85.0 10200 Pave No Alley Reg
## 875 RL 65.0 9313 Pave No Alley IR1
## 876 RL 63.0 8487 Pave No Alley Reg
## 877 RL 64.0 8633 Pave No Alley Reg
## 878 RL 85.0 11069 Pave No Alley Reg
## 879 RL 67.0 8777 Pave No Alley Reg
## 880 RL 75.0 9937 Pave No Alley Reg
## 881 RL 67.0 8877 Pave No Alley Reg
## 882 RL 64.0 7301 Pave No Alley Reg
## 883 RL 75.0 7950 Pave No Alley IR1
## 884 RL 80.0 10682 Pave No Alley Reg
## 885 RL 72.0 7200 Pave No Alley Reg
## 886 RL 86.0 13286 Pave No Alley IR1
## 887 RM 35.0 3675 Pave No Alley Reg
## 888 RL 50.0 9405 Pave No Alley Reg
## 889 RL 64.0 6410 Pave No Alley Reg
## 890 RL 70.0 11767 Pave No Alley Reg
## 891 RL 50.0 8405 Pave No Alley Reg
## 892 RL 56.0 4060 Pave No Alley Reg
## 893 RL 74.0 10206 Pave No Alley Reg
## 894 RL 65.0 10926 Pave No Alley Reg
## 895 RL 70.0 11767 Pave No Alley Reg
## 896 RL 65.0 8926 Pave No Alley IR1
## 897 RL 67.0 12354 Pave Grvl Reg
## 898 RL 45.0 8212 Pave Grvl Reg
## 899 RL 60.0 10998 Pave Grvl Reg
## 900 RH 70.0 6300 Pave Pave Reg
## 901 RH 55.0 4500 Pave Pave Mod+ IR
## 902 RL 60.0 8400 Pave No Alley Reg
## 903 RL 60.0 9900 Pave No Alley Reg
## 904 RL 102.0 15863 Pave No Alley Reg
## 905 RL 43.0 5707 Pave No Alley Reg
## 906 RL 65.0 7804 Pave No Alley Reg
## 907 RL 64.0 8574 Pave No Alley Reg
## 908 RL 51.0 6171 Pave No Alley Reg
## 909 RL 60.0 7200 Pave No Alley Reg
## 910 RL 57.0 7558 Pave No Alley Reg
## 911 RL 52.0 6292 Pave No Alley Reg
## 912 RL 53.0 7155 Pave No Alley Reg
## 913 RL 53.0 10918 Pave No Alley Reg
## 914 RL 60.0 13680 Pave No Alley Reg
## 915 RL 70.0 7500 Pave No Alley IR1
## 916 RL 130.0 9600 Pave No Alley IR1
## 917 RL 80.0 14680 Pave Grvl IR1
## 918 RL 80.0 13360 Pave Grvl IR1
## 919 RL 54.0 7681 Pave No Alley IR1
## 920 RL 70.0 8145 Pave No Alley IR1
## 921 RL 70.0 9100 Pave No Alley Reg
## 922 RL 75.0 12000 Pave No Alley Reg
## 923 RL 90.0 13339 Pave No Alley IR1
## 924 RL 78.0 15600 Pave No Alley Reg
## 925 RL 80.0 14000 Pave No Alley Reg
## 926 RL 100.0 17500 Pave No Alley Reg
## 927 RM 24.0 1733 Pave No Alley Reg
## 928 RM 24.0 1488 Pave No Alley Reg
## 929 RM 24.0 1612 Pave No Alley Reg
## 930 RM 24.0 1300 Pave No Alley Reg
## 931 RL 70.0 13607 Pave No Alley IR1
## 932 RL 70.0 17597 Pave No Alley Reg
## 933 RL 70.0 21695 Pave No Alley IR1
## 934 RM 59.0 10690 Pave No Alley Reg
## 935 RM 50.0 8660 Pave No Alley Reg
## 936 RM 60.0 6402 Pave No Alley Reg
## 937 C 105.0 8470 Pave No Alley IR1
## 938 C 60.0 10200 Pave Grvl Reg
## 939 RM 44.0 3843 Pave No Alley IR1
## 940 RL 75.0 10125 Pave No Alley Reg
## 941 RL 48.0 12822 Pave No Alley IR1
## 942 RL 43.0 12118 Pave No Alley IR1
## 943 RL 71.0 12209 Pave No Alley IR1
## 944 RL 75.0 9750 Pave No Alley Reg
## 945 RL 72.0 9360 Pave No Alley Reg
## 946 RL 75.0 10125 Pave No Alley Reg
## 947 RL 74.0 9947 Pave No Alley IR1
## 948 RL 82.0 11070 Pave No Alley Reg
## 949 RL 150.0 215245 Pave No Alley Mod+ IR
## 950 RL 89.0 12898 Pave No Alley IR1
## 951 RL 83.0 13159 Pave No Alley IR1
## 952 RL 113.0 13438 Pave No Alley IR1
## 953 RL 79.0 14463 Pave No Alley IR1
## 954 RL 73.0 8925 Pave No Alley IR1
## 955 RL 130.0 11457 Pave No Alley IR1
## 956 RL 82.0 9839 Pave No Alley IR1
## 957 RL 125.0 14419 Pave No Alley IR1
## 958 RL 82.0 6853 Pave No Alley IR1
## 959 RL 75.0 9157 Pave No Alley IR1
## 960 RL 85.0 14601 Pave No Alley Reg
## 961 RL 85.0 12633 Pave No Alley IR1
## 962 RL 75.0 12518 Pave No Alley IR1
## 963 RL 100.0 21750 Pave No Alley Reg
## 964 RM 32.0 4500 Pave No Alley Reg
## 965 RM 74.0 4500 Pave No Alley Reg
## 966 RM 21.0 1596 Pave No Alley Reg
## 967 RL 62.0 9858 Pave No Alley Reg
## 968 RM 21.0 1526 Pave No Alley Reg
## 969 RL 83.0 13383 Pave No Alley IR1
## 970 RM 21.0 1477 Pave No Alley Reg
## 971 RM 21.0 1533 Pave No Alley Reg
## 972 RM 21.0 2217 Pave No Alley Reg
## 973 RL 50.0 7689 Pave No Alley IR1
## 974 RL 62.0 7706 Pave No Alley Reg
## 975 RL 74.0 9101 Pave No Alley IR1
## 976 RL 74.0 8780 Pave No Alley IR1
## 977 RL 70.0 7669 Pave No Alley Reg
## 978 RL 85.0 14115 Pave No Alley IR1
## 979 RL 62.0 10429 Pave No Alley Reg
## 980 RL 74.0 9819 Pave No Alley IR1
## 981 RL 70.0 10457 Pave No Alley IR1
## 982 RL 87.0 11029 Pave No Alley IR1
## 983 RL 73.0 12925 Pave No Alley IR1
## 984 RL 85.0 11075 Pave No Alley Reg
## 985 RL 72.0 8702 Pave No Alley IR1
## 986 RL 65.0 8139 Pave No Alley Reg
## 987 RL 59.0 9535 Pave No Alley IR1
## 988 RL 59.0 9042 Pave No Alley IR1
## 989 RL 64.0 15038 Pave No Alley Mod+ IR
## 990 RL 53.0 14137 Pave No Alley IR1
## 991 RL 57.0 21872 Pave No Alley Mod+ IR
## 992 RL 41.0 4923 Pave No Alley Reg
## 993 RL 45.0 6264 Pave No Alley IR1
## 994 RL 41.0 5395 Pave No Alley IR1
## 995 RL 39.0 5070 Pave No Alley IR1
## 996 RL 100.0 10839 Pave No Alley IR1
## 997 RL 73.0 11184 Pave No Alley IR1
## 998 RL 64.0 8000 Pave No Alley Reg
## 999 RL 64.0 10832 Pave No Alley IR1
## 1000 RL 64.0 14067 Pave No Alley Reg
## 1001 RL 40.0 4671 Pave No Alley IR1
## 1002 RL 65.0 5950 Pave No Alley IR1
## 1003 RL 101.0 13543 Pave No Alley IR1
## 1004 RL 77.0 11198 Pave No Alley IR1
## 1005 RL 53.0 15401 Pave No Alley IR1
## 1006 RL 60.0 8118 Pave No Alley Reg
## 1007 RL 64.0 47280 Pave No Alley IR1
## 1008 RL 46.0 20544 Pave No Alley IR1
## 1009 RL 63.0 12680 Pave No Alley IR1
## 1010 RL 78.0 12090 Pave No Alley IR1
## 1011 RL 80.0 10825 Pave No Alley IR1
## 1012 RL 56.0 18559 Pave No Alley IR1
## 1013 RL 85.0 14450 Pave No Alley Reg
## 1014 RL 80.0 12227 Pave No Alley IR1
## 1015 RL 90.0 13068 Pave No Alley Reg
## 1016 RL 80.0 15611 Pave No Alley IR1
## 1017 RL 80.0 10400 Pave No Alley Reg
## 1018 RL 75.0 9743 Pave No Alley Reg
## 1019 RL 80.0 12511 Pave No Alley IR1
## 1020 RL 104.0 11361 Pave No Alley Reg
## 1021 RL 80.0 10400 Pave No Alley Reg
## 1022 RL 80.0 10480 Pave No Alley Reg
## 1023 RL 80.0 10000 Pave No Alley Reg
## 1024 RL 80.0 14311 Pave No Alley IR1
## 1025 RL 60.0 9000 Pave No Alley Reg
## 1026 RL 65.0 9750 Pave No Alley Reg
## 1027 RL 68.0 10295 Pave No Alley Reg
## 1028 RL 63.0 7560 Pave No Alley Reg
## 1029 RL 73.0 12735 Pave No Alley IR1
## 1030 RH 34.0 4060 Pave No Alley Reg
## 1031 RM 21.0 1680 Pave No Alley Reg
## 1032 RM 21.0 1680 Pave No Alley Reg
## 1033 RM 21.0 1890 Pave No Alley Reg
## 1034 RM 21.0 1869 Pave No Alley Reg
## 1035 RM 21.0 1680 Pave No Alley Reg
## 1036 RM 21.0 1680 Pave No Alley Reg
## 1037 RM 21.0 1680 Pave No Alley Reg
## 1038 RL 53.0 4043 Pave No Alley Reg
## 1039 RL 24.0 2308 Pave No Alley Reg
## 1040 RL 24.0 2529 Pave No Alley Reg
## 1041 RL 73.0 9477 Pave No Alley Reg
## 1042 RL 96.0 12444 Pave No Alley Reg
## 1043 RL 96.0 12474 Pave No Alley Reg
## 1044 RL 114.0 14803 Pave No Alley Reg
## 1045 RL 67.0 14948 Pave No Alley IR1
## 1046 RL 98.0 12704 Pave No Alley Reg
## 1047 RL 107.0 13891 Pave No Alley Reg
## 1048 RL 105.0 13693 Pave No Alley Reg
## 1049 RL 104.0 14418 Pave No Alley IR1
## 1050 RL 108.0 13418 Pave No Alley Reg
## 1051 RL 96.0 12539 Pave No Alley Reg
## 1052 RL 102.0 12151 Pave No Alley IR1
## 1053 RL 74.0 8899 Pave No Alley Reg
## 1054 RL 85.0 10574 Pave No Alley IR1
## 1055 RL 106.0 12720 Pave No Alley Reg
## 1056 RL 110.0 13688 Pave No Alley IR1
## 1057 RL 85.0 10625 Pave No Alley Reg
## 1058 RL 92.0 10845 Pave No Alley IR1
## 1059 RL 130.0 16900 Pave No Alley Reg
## 1060 RL 112.0 16451 Pave No Alley IR1
## 1061 RL 58.0 10110 Pave No Alley IR1
## 1062 RL 65.0 8769 Pave No Alley Reg
## 1063 RL 135.0 12304 Pave No Alley Mod+ IR
## 1064 RL 62.0 12677 Pave No Alley IR1
## 1065 RL 63.0 8849 Pave No Alley IR1
## 1066 RL 89.0 8232 Pave No Alley IR1
## 1067 RL 48.0 6240 Pave No Alley Reg
## 1068 RL 48.0 6240 Pave No Alley Reg
## 1069 RL 36.0 2448 Pave No Alley Reg
## 1070 RL 36.0 2448 Pave No Alley Reg
## 1071 RM 59.0 8198 Pave No Alley Reg
## 1072 RL 43.0 3940 Pave No Alley Reg
## 1073 RM 43.0 3940 Pave No Alley Reg
## 1074 RL 43.0 3182 Pave No Alley Reg
## 1075 RL 43.0 3182 Pave No Alley Reg
## 1076 RL 53.0 3710 Pave No Alley Reg
## 1077 RL 80.0 9024 Pave No Alley IR1
## 1078 RL 62.0 7415 Pave No Alley IR1
## 1079 RL 59.0 9587 Pave No Alley IR1
## 1080 RL 51.0 8029 Pave No Alley IR1
## 1081 RL 64.0 8010 Pave No Alley IR1
## 1082 RL 64.0 8396 Pave No Alley IR1
## 1083 RL 55.0 7301 Pave No Alley IR1
## 1084 RL 93.0 10261 Pave No Alley IR1
## 1085 RL 71.0 8220 Pave No Alley IR1
## 1086 RL 60.0 15384 Pave No Alley IR1
## 1087 RL 41.0 12460 Pave No Alley IR1
## 1088 RL 77.0 8390 Pave No Alley IR1
## 1089 RL 84.0 9660 Pave No Alley Reg
## 1090 RL 80.0 9200 Pave No Alley Reg
## 1091 RL 84.0 14260 Pave No Alley IR1
## 1092 RL 89.0 11000 Pave No Alley Reg
## 1093 RL 136.0 11675 Pave No Alley IR1
## 1094 RL 97.0 10990 Pave No Alley IR1
## 1095 RL 89.0 11929 Pave No Alley IR1
## 1096 RL 91.0 10437 Pave No Alley IR1
## 1097 RL 96.0 10542 Pave No Alley Reg
## 1098 RL 91.0 10010 Pave No Alley Reg
## 1099 RL 81.0 10944 Pave No Alley IR1
## 1100 RL 91.0 14303 Pave No Alley IR1
## 1101 RL 92.0 11932 Pave No Alley Reg
## 1102 RL 86.0 14598 Pave No Alley IR1
## 1103 RL 75.0 11957 Pave No Alley IR1
## 1104 RL 74.0 13253 Pave No Alley IR1
## 1105 RL 75.0 14587 Pave No Alley IR1
## 1106 RL 78.0 10206 Pave No Alley Reg
## 1107 RL 91.0 12274 Pave No Alley IR1
## 1108 RL 73.0 9801 Pave No Alley Reg
## 1109 RL 80.0 9428 Pave No Alley Reg
## 1110 FV 72.0 8640 Pave No Alley Reg
## 1111 FV 72.0 8640 Pave No Alley Reg
## 1112 FV 75.0 9803 Pave No Alley Reg
## 1113 FV 75.0 9375 Pave No Alley Reg
## 1114 FV 85.0 10625 Pave No Alley Reg
## 1115 FV 85.0 10800 Pave No Alley Reg
## 1116 FV 85.0 10625 Pave No Alley Reg
## 1117 FV 62.0 7500 Pave Pave Reg
## 1118 FV 64.0 8791 Pave No Alley IR1
## 1119 RL 63.0 7500 Pave No Alley Reg
## 1120 RL 68.0 10110 Pave No Alley Reg
## 1121 RL 67.0 12774 Pave No Alley Reg
## 1122 RL 63.0 13072 Pave No Alley Reg
## 1123 RL 66.0 13695 Pave No Alley Reg
## 1124 RL 66.0 13695 Pave No Alley Reg
## 1125 RL 65.0 8366 Pave No Alley IR1
## 1126 RL 81.0 9260 Pave No Alley Reg
## 1127 RL 65.0 8453 Pave No Alley IR1
## 1128 RL 50.0 8480 Pave No Alley IR1
## 1129 RL 65.0 8125 Pave No Alley Reg
## 1130 RL 43.0 14565 Pave No Alley Mod+ IR
## 1131 RL 65.0 8450 Pave No Alley Reg
## 1132 RL 75.0 8285 Pave No Alley Reg
## 1133 RL 67.0 7153 Pave No Alley Reg
## 1134 RL 76.0 9291 Pave No Alley IR1
## 1135 RL 50.0 8012 Pave No Alley Reg
## 1136 RL 55.0 7892 Pave No Alley Reg
## 1137 RL 70.0 9100 Pave No Alley Reg
## 1138 RL 72.0 12968 Pave No Alley Mod+ IR
## 1139 RL 75.0 8100 Pave No Alley Reg
## 1140 RL 65.0 8450 Pave No Alley Reg
## 1141 RL 60.0 6360 Pave No Alley Reg
## 1142 RL 65.0 6768 Pave No Alley IR1
## 1143 RL 95.0 19508 Pave No Alley Reg
## 1144 RL 70.0 10759 Pave No Alley Reg
## 1145 RL 89.0 9205 Pave No Alley IR1
## 1146 RL 105.0 11025 Pave No Alley Reg
## 1147 FV 59.0 4282 Pave Pave Mod+ IR
## 1148 FV 35.0 4017 Pave Pave IR1
## 1149 FV 37.0 3435 Pave Pave IR1
## 1150 FV 30.0 3180 Pave Pave Reg
## 1151 FV 30.0 3180 Pave Pave Reg
## 1152 FV 34.0 3604 Pave Pave Reg
## 1153 FV 24.0 2280 Pave Pave Reg
## 1154 FV 24.0 2280 Pave Pave Reg
## 1155 FV 72.5 4765 Pave No Alley IR1
## 1156 FV 72.5 4538 Pave No Alley IR1
## 1157 FV 42.0 4385 Pave No Alley IR1
## 1158 FV 35.0 4109 Pave No Alley IR1
## 1159 FV 50.0 5119 Pave No Alley IR1
## 1160 FV 24.0 2160 Pave Pave Reg
## 1161 FV 24.0 2160 Pave Pave Reg
## 1162 FV 79.0 10646 Pave No Alley IR1
## 1163 FV 24.0 2645 Pave Pave Reg
## 1164 FV 24.0 2645 Pave Pave Reg
## 1165 FV 36.0 3951 Pave Pave IR1
## 1166 RL 38.0 14963 Pave No Alley Mod+ IR
## 1167 RL 22.0 11064 Pave No Alley Mod+ IR
## 1168 RL 32.0 10846 Pave No Alley IR1
## 1169 RL 80.0 11120 Pave No Alley IR1
## 1170 RL 80.0 24572 Pave No Alley IR1
## 1171 RL 103.0 16280 Pave No Alley Reg
## 1172 RL 80.0 10400 Pave No Alley Reg
## 1173 RL 80.0 11104 Pave No Alley IR1
## 1174 RL 85.0 11050 Pave No Alley Reg
## 1175 RL 80.0 11040 Pave No Alley Reg
## 1176 RL 80.0 15387 Pave No Alley IR1
## 1177 RL 75.0 9750 Pave No Alley Reg
## 1178 RL 90.0 10800 Pave No Alley Reg
## 1179 RL 73.0 8814 Pave No Alley Reg
## 1180 RL 72.0 8872 Pave No Alley Reg
## 1181 RL 65.0 8125 Pave No Alley Reg
## 1182 RL 72.0 11072 Pave No Alley IR1
## 1183 RL 74.0 13101 Pave No Alley IR1
## 1184 RL 87.0 9246 Pave No Alley IR1
## 1185 RL 80.0 13355 Pave No Alley IR1
## 1186 RL 80.0 8963 Pave No Alley IR1
## 1187 RL 76.0 9120 Pave No Alley Reg
## 1188 RL 80.0 9130 Pave No Alley Reg
## 1189 RL 73.0 12122 Pave No Alley IR1
## 1190 RL 80.0 9900 Pave No Alley Reg
## land.contour lot.config land.slope neighborhood condition.1
## 1 Lvl Corner Gtl NAmes Norm
## 2 Lvl Inside Gtl NAmes Feedr
## 3 Lvl Corner Gtl NAmes Norm
## 4 Lvl Corner Gtl NAmes Norm
## 5 Lvl Inside Gtl Gilbert Norm
## 6 Lvl Inside Gtl Gilbert Norm
## 7 Lvl Inside Gtl StoneBr Norm
## 8 HLS Inside Gtl StoneBr Norm
## 9 Lvl Inside Gtl StoneBr Norm
## 10 Lvl Inside Gtl Gilbert Norm
## 11 Lvl Corner Gtl Gilbert Norm
## 12 Lvl Inside Gtl Gilbert Norm
## 13 Lvl Inside Gtl Gilbert Norm
## 14 Lvl Inside Gtl Gilbert Norm
## 15 Lvl Corner Gtl StoneBr Norm
## 16 HLS CulDSac Not Gtl StoneBr Norm
## 17 Bnk Inside Not Gtl Gilbert Norm
## 18 Lvl Corner Gtl StoneBr Norm
## 19 Lvl Corner Gtl Gilbert Norm
## 20 Lvl Inside Gtl NWAmes Norm
## 21 Lvl Inside Gtl NWAmes Norm
## 22 Lvl Inside Gtl NWAmes Norm
## 23 Lvl Inside Gtl Somerst Norm
## 24 Lvl CulDSac Gtl NAmes Norm
## 25 Lvl CulDSac Gtl NAmes Norm
## 26 Lvl Inside Gtl NAmes Norm
## 27 Lvl Corner Gtl NAmes Norm
## 28 Lvl FR2 Gtl NAmes Norm
## 29 Lvl FR2 Gtl NAmes Norm
## 30 Lvl Inside Gtl BrDale Norm
## 31 Lvl Inside Gtl BrDale Norm
## 32 Lvl Inside Gtl BrDale Norm
## 33 Lvl Inside Gtl NPkVill Norm
## 34 Lvl FR2 Gtl NPkVill Norm
## 35 Lvl FR2 Gtl NPkVill Norm
## 36 Lvl Inside Gtl NPkVill Norm
## 37 Lvl Inside Gtl NridgHt Norm
## 38 Lvl Inside Gtl NridgHt Norm
## 39 Lvl Inside Gtl NridgHt Norm
## 40 Lvl Corner Gtl NridgHt Norm
## 41 Lvl Corner Gtl NridgHt Norm
## 42 Lvl Inside Gtl NridgHt PosN
## 43 Lvl Inside Gtl NridgHt Norm
## 44 Lvl Inside Gtl NridgHt Norm
## 45 Lvl Inside Gtl NridgHt Norm
## 46 Lvl Inside Gtl NridgHt Norm
## 47 HLS Inside Not Gtl NridgHt Norm
## 48 Lvl Corner Gtl NridgHt Norm
## 49 Lvl Inside Gtl NridgHt Norm
## 50 Lvl Inside Gtl NridgHt Norm
## 51 Lvl Inside Gtl NridgHt Norm
## 52 Lvl Corner Gtl Gilbert Norm
## 53 Lvl Inside Gtl Blmngtn Norm
## 54 Lvl Inside Gtl Blmngtn Norm
## 55 Lvl Inside Gtl Gilbert Norm
## 56 Lvl Inside Gtl Gilbert Norm
## 57 Lvl Inside Gtl Gilbert Norm
## 58 Lvl CulDSac Gtl Gilbert Norm
## 59 Lvl Corner Gtl NoRidge Norm
## 60 Lvl CulDSac Gtl NoRidge Norm
## 61 Lvl Inside Gtl NoRidge Norm
## 62 Lvl Corner Gtl NoRidge Norm
## 63 Lvl CulDSac Gtl NoRidge Norm
## 64 Lvl CulDSac Gtl NoRidge Norm
## 65 Lvl CulDSac Gtl NoRidge Norm
## 66 Lvl Inside Gtl Somerst Norm
## 67 Lvl Inside Gtl Somerst Norm
## 68 Lvl Inside Gtl Somerst Norm
## 69 Lvl Corner Gtl Somerst Norm
## 70 Lvl Corner Gtl Somerst Norm
## 71 Lvl Inside Gtl SawyerW Norm
## 72 Lvl Inside Gtl SawyerW Norm
## 73 Lvl Inside Gtl SawyerW Norm
## 74 Lvl Inside Gtl SawyerW Norm
## 75 Lvl Inside Gtl SawyerW Norm
## 76 Lvl Inside Gtl SawyerW Norm
## 77 Lvl Inside Gtl SawyerW Norm
## 78 Lvl CulDSac Gtl SawyerW RRNe
## 79 Lvl Corner Gtl SawyerW Norm
## 80 Lvl Inside Gtl SawyerW Norm
## 81 Lvl Corner Gtl SawyerW Feedr
## 82 Lvl Inside Gtl Sawyer RRAe
## 83 Lvl Inside Gtl Sawyer Norm
## 84 Lvl Inside Gtl Sawyer RRAe
## 85 Lvl Inside Gtl Sawyer Norm
## 86 Lvl Corner Gtl Sawyer Feedr
## 87 Lvl Corner Gtl Sawyer Norm
## 88 Lvl CulDSac Gtl Sawyer RRNe
## 89 Lvl Inside Gtl NoRidge Norm
## 90 Lvl Inside Gtl NoRidge Norm
## 91 Lvl Inside Gtl NoRidge Norm
## 92 Lvl CulDSac Gtl Somerst Norm
## 93 Lvl Inside Gtl Somerst Norm
## 94 Lvl Inside Gtl Somerst Norm
## 95 Lvl Inside Gtl Somerst Norm
## 96 Lvl Inside Gtl Somerst Norm
## 97 Lvl Inside Gtl Somerst Norm
## 98 Lvl Inside Gtl Somerst Norm
## 99 Lvl Inside Gtl Somerst Norm
## 100 Lvl Corner Gtl Somerst Norm
## 101 Lvl FR2 Gtl Somerst Norm
## 102 Lvl FR2 Gtl Somerst Norm
## 103 Lvl Inside Gtl Somerst Norm
## 104 Lvl Inside Gtl Somerst Norm
## 105 Lvl CulDSac Gtl Greens Norm
## 106 Lvl Inside Gtl Greens Norm
## 107 Lvl CulDSac Gtl Sawyer RRAe
## 108 Lvl Inside Gtl Somerst Norm
## 109 Lvl Inside Gtl NWAmes Norm
## 110 Lvl Inside Gtl NWAmes Norm
## 111 Lvl Inside Gtl NWAmes Norm
## 112 Lvl Inside Gtl NWAmes Norm
## 113 Lvl Inside Gtl NWAmes Norm
## 114 Lvl Inside Gtl NWAmes Norm
## 115 Lvl Inside Gtl NWAmes Norm
## 116 Lvl Inside Gtl NAmes Norm
## 117 Lvl Inside Gtl NWAmes Feedr
## 118 Lvl Inside Gtl NAmes Norm
## 119 Lvl Corner Gtl NAmes Norm
## 120 Lvl Inside Gtl NAmes Norm
## 121 Lvl Inside Gtl NAmes Norm
## 122 Lvl Corner Gtl NAmes Norm
## 123 Lvl Inside Gtl NAmes Feedr
## 124 Lvl Inside Gtl NAmes Norm
## 125 Lvl Inside Gtl NAmes Norm
## 126 Lvl Inside Gtl NAmes Norm
## 127 Lvl Corner Gtl NAmes Artery
## 128 Lvl Inside Gtl BrkSide Norm
## 129 Lvl Inside Gtl BrkSide Norm
## 130 Lvl Inside Gtl NAmes Norm
## 131 Lvl Inside Gtl NAmes Norm
## 132 Lvl Inside Gtl NAmes Norm
## 133 Lvl Inside Gtl NAmes Norm
## 134 Lvl Corner Gtl NAmes Feedr
## 135 Lvl Inside Gtl NAmes PosA
## 136 Lvl Corner Gtl NAmes PosA
## 137 Lvl Corner Gtl NAmes Feedr
## 138 Lvl Inside Gtl NAmes Norm
## 139 Lvl Inside Gtl NAmes Norm
## 140 Lvl Inside Gtl NAmes Norm
## 141 Lvl Inside Gtl NAmes Norm
## 142 Lvl Inside Gtl NAmes Norm
## 143 Lvl Inside Gtl NAmes Norm
## 144 Lvl Inside Gtl NAmes Feedr
## 145 Lvl Inside Gtl NAmes Norm
## 146 Lvl Inside Gtl NAmes Norm
## 147 Lvl Inside Gtl NAmes Norm
## 148 Lvl Inside Gtl NAmes Norm
## 149 Lvl Corner Gtl NAmes Norm
## 150 Lvl Inside Gtl NAmes Norm
## 151 Lvl Inside Gtl NAmes Norm
## 152 Lvl Corner Gtl NAmes Norm
## 153 Lvl Inside Gtl NAmes Norm
## 154 Lvl Inside Gtl NAmes Norm
## 155 Lvl Inside Gtl NAmes Norm
## 156 Lvl Inside Gtl NAmes Artery
## 157 Lvl Inside Gtl OldTown Norm
## 158 Lvl Corner Gtl NAmes Norm
## 159 Lvl Corner Gtl NAmes PosN
## 160 Lvl Inside Gtl NAmes Artery
## 161 Lvl Inside Gtl NAmes Norm
## 162 Lvl Corner Gtl NAmes Artery
## 163 Lvl Corner Gtl NAmes Norm
## 164 Lvl Corner Gtl NAmes Norm
## 165 Lvl Corner Gtl NAmes Norm
## 166 Lvl Inside Not Gtl NAmes Norm
## 167 Lvl Inside Gtl NAmes PosN
## 168 Lvl Corner Gtl OldTown Norm
## 169 Lvl Corner Gtl OldTown Norm
## 170 Lvl Inside Gtl OldTown Artery
## 171 Lvl Inside Gtl OldTown Artery
## 172 Bnk Inside Not Gtl OldTown Norm
## 173 Lvl Corner Gtl OldTown Norm
## 174 Lvl Corner Gtl OldTown Artery
## 175 Lvl Corner Gtl OldTown Norm
## 176 Lvl Corner Gtl OldTown Norm
## 177 Lvl Corner Gtl OldTown Norm
## 178 Lvl Inside Gtl OldTown Artery
## 179 Lvl Inside Gtl OldTown Artery
## 180 Lvl Inside Gtl OldTown Norm
## 181 Lvl Inside Gtl OldTown Norm
## 182 Lvl Corner Gtl OldTown Norm
## 183 Lvl Inside Gtl OldTown Artery
## 184 Lvl Inside Gtl OldTown Norm
## 185 Lvl Inside Gtl OldTown Norm
## 186 Lvl Inside Gtl OldTown Artery
## 187 Lvl Inside Gtl OldTown Norm
## 188 Lvl Inside Gtl OldTown Norm
## 189 Lvl Inside Gtl OldTown Norm
## 190 Lvl Corner Gtl BrkSide Feedr
## 191 Bnk Corner Gtl BrkSide Norm
## 192 Lvl Inside Gtl BrkSide Feedr
## 193 Lvl Inside Gtl BrkSide Norm
## 194 Lvl Inside Gtl BrkSide Norm
## 195 Lvl Corner Gtl BrkSide Feedr
## 196 Lvl Inside Gtl BrkSide Norm
## 197 Lvl Inside Gtl BrkSide Norm
## 198 Lvl Inside Gtl BrkSide Norm
## 199 Lvl Inside Gtl OldTown Artery
## 200 Bnk Inside Gtl OldTown RRAn
## 201 Lvl Inside Gtl OldTown Norm
## 202 Lvl Inside Gtl OldTown Norm
## 203 Lvl Inside Gtl OldTown Norm
## 204 Bnk Corner Not Gtl IDOTRR RRNn
## 205 Lvl Inside Gtl IDOTRR Norm
## 206 Lvl Inside Gtl OldTown Feedr
## 207 Lvl Inside Gtl ClearCr Norm
## 208 Lvl Inside Gtl ClearCr Feedr
## 209 Lvl Inside Gtl ClearCr Norm
## 210 Lvl Inside Gtl SWISU Norm
## 211 Bnk Inside Not Gtl SWISU Norm
## 212 Lvl Inside Gtl SWISU Norm
## 213 Lvl Corner Gtl SWISU Artery
## 214 Lvl Inside Gtl Sawyer Feedr
## 215 Lvl Inside Gtl Sawyer Norm
## 216 Lvl Inside Gtl Sawyer Norm
## 217 Lvl Inside Gtl Sawyer Norm
## 218 Lvl Inside Gtl Sawyer Norm
## 219 Lvl FR2 Gtl Sawyer Feedr
## 220 Lvl Inside Gtl Sawyer Norm
## 221 Lvl Inside Gtl Sawyer Norm
## 222 Lvl Corner Gtl Sawyer Norm
## 223 Lvl Inside Gtl Sawyer Norm
## 224 Lvl Inside Gtl Sawyer Norm
## 225 Lvl Inside Gtl Sawyer Norm
## 226 Lvl CulDSac Gtl Sawyer Norm
## 227 Lvl Inside Not Gtl ClearCr Norm
## 228 Low Inside Not Gtl ClearCr Norm
## 229 Lvl Corner Gtl Sawyer Feedr
## 230 Lvl Inside Gtl Sawyer Norm
## 231 Low Inside Not Gtl ClearCr Norm
## 232 Low CulDSac Not Gtl ClearCr Norm
## 233 Lvl Inside Gtl Edwards Norm
## 234 Lvl Corner Gtl Edwards Norm
## 235 Lvl Inside Gtl Edwards Norm
## 236 Lvl Inside Gtl Edwards Norm
## 237 Bnk Inside Gtl Edwards Norm
## 238 Lvl Inside Gtl Edwards Norm
## 239 Lvl Corner Gtl Edwards Norm
## 240 Lvl Inside Gtl Edwards Norm
## 241 Lvl CulDSac Gtl Edwards Norm
## 242 Low Inside Gtl Edwards Norm
## 243 Lvl Inside Gtl SawyerW Norm
## 244 Low Inside Not Gtl SawyerW Norm
## 245 Lvl CulDSac Gtl SawyerW Norm
## 246 Lvl Inside Gtl SawyerW Norm
## 247 Lvl Inside Gtl SawyerW Norm
## 248 Lvl Corner Gtl CollgCr Norm
## 249 Lvl Inside Gtl CollgCr Norm
## 250 Lvl Corner Gtl CollgCr Norm
## 251 Lvl Inside Gtl CollgCr Norm
## 252 Lvl Corner Gtl SawyerW Norm
## 253 Lvl Inside Gtl SawyerW Norm
## 254 Lvl Inside Gtl ClearCr Norm
## 255 Lvl Corner Gtl CollgCr Norm
## 256 Lvl Inside Gtl CollgCr Norm
## 257 Lvl Inside Gtl CollgCr Norm
## 258 Lvl FR2 Gtl CollgCr Norm
## 259 Lvl FR2 Gtl CollgCr Norm
## 260 Lvl Corner Gtl CollgCr Norm
## 261 Lvl Inside Gtl CollgCr Norm
## 262 Lvl Inside Gtl CollgCr Norm
## 263 Lvl Inside Gtl CollgCr Norm
## 264 Lvl CulDSac Gtl CollgCr Norm
## 265 Lvl Inside Gtl CollgCr Norm
## 266 Lvl CulDSac Gtl CollgCr Norm
## 267 Lvl Inside Gtl CollgCr Norm
## 268 Lvl Inside Gtl CollgCr Norm
## 269 Lvl FR2 Gtl CollgCr Norm
## 270 Lvl Inside Gtl CollgCr Norm
## 271 Lvl FR2 Gtl CollgCr Norm
## 272 Lvl Inside Not Gtl Edwards Feedr
## 273 Lvl Corner Gtl Edwards Norm
## 274 Lvl Inside Gtl Edwards Norm
## 275 Low CulDSac Gtl Edwards Norm
## 276 Lvl Inside Gtl Edwards Norm
## 277 Lvl Inside Gtl Edwards Norm
## 278 Lvl Inside Gtl Edwards Norm
## 279 HLS Inside Gtl Edwards Norm
## 280 Lvl Corner Gtl Edwards Norm
## 281 Lvl Inside Gtl Edwards Norm
## 282 Lvl Inside Gtl Edwards Norm
## 283 Lvl Inside Not Gtl Edwards Norm
## 284 Bnk Inside Gtl SWISU Artery
## 285 Bnk Corner Gtl SWISU Norm
## 286 Lvl Inside Gtl Edwards Norm
## 287 Lvl Inside Gtl SWISU Norm
## 288 Lvl Corner Gtl SWISU Norm
## 289 Lvl Inside Gtl SWISU Norm
## 290 Lvl Inside Gtl SWISU Feedr
## 291 Lvl Inside Gtl SWISU Feedr
## 292 Lvl Inside Gtl Crawfor Norm
## 293 Lvl Inside Gtl Crawfor Norm
## 294 Lvl Inside Gtl Crawfor Norm
## 295 Lvl Inside Gtl Crawfor PosA
## 296 Lvl FR2 Gtl Crawfor Norm
## 297 HLS Inside Not Gtl Blueste Norm
## 298 HLS Inside Not Gtl Blueste Norm
## 299 Lvl Inside Gtl Crawfor Norm
## 300 Lvl Inside Gtl IDOTRR Norm
## 301 Lvl Inside Gtl IDOTRR Norm
## 302 HLS Inside Gtl IDOTRR Norm
## 303 Lvl Inside Gtl IDOTRR Norm
## 304 HLS Inside Not Gtl IDOTRR Norm
## 305 Bnk Inside Not Gtl IDOTRR Norm
## 306 Lvl Corner Gtl IDOTRR Norm
## 307 HLS Corner Not Gtl Crawfor Artery
## 308 Lvl Inside Gtl Mitchel Norm
## 309 Lvl Inside Gtl Mitchel Norm
## 310 Lvl Inside Gtl Mitchel Norm
## 311 Lvl Inside Gtl Mitchel Norm
## 312 Lvl Inside Gtl Mitchel Norm
## 313 Bnk Inside Not Gtl Timber Norm
## 314 Lvl Corner Gtl Timber Norm
## 315 Lvl Inside Gtl Timber Norm
## 316 Lvl Inside Gtl Timber Norm
## 317 Lvl Corner Gtl Timber Norm
## 318 Lvl Corner Gtl Timber Norm
## 319 Lvl Inside Gtl Timber Norm
## 320 HLS Inside Gtl Timber Norm
## 321 Bnk Inside Gtl Mitchel Norm
## 322 Lvl Inside Gtl Mitchel Norm
## 323 Low Corner Gtl Mitchel Norm
## 324 Lvl Inside Gtl Mitchel Norm
## 325 Lvl Inside Gtl MeadowV Norm
## 326 Low Inside Not Gtl MeadowV Norm
## 327 Lvl Inside Gtl MeadowV Norm
## 328 Lvl Inside Gtl MeadowV Norm
## 329 Lvl Inside Gtl MeadowV Norm
## 330 Lvl Inside Gtl MeadowV Norm
## 331 Lvl Inside Gtl MeadowV Norm
## 332 Lvl Inside Gtl Mitchel Norm
## 333 Lvl CulDSac Gtl Mitchel Norm
## 334 Lvl Inside Gtl Mitchel Norm
## 335 Lvl Inside Gtl Mitchel Norm
## 336 Lvl Inside Gtl Mitchel Norm
## 337 Lvl Inside Not Gtl Mitchel Norm
## 338 Lvl Inside Not Gtl Mitchel Norm
## 339 Lvl Inside Gtl Mitchel Norm
## 340 Lvl Inside Gtl NAmes Norm
## 341 Lvl Inside Gtl NAmes Norm
## 342 Lvl Inside Gtl NAmes Norm
## 343 Lvl Corner Gtl Gilbert Norm
## 344 Lvl Inside Gtl Gilbert Norm
## 345 Lvl Inside Gtl Gilbert Norm
## 346 HLS CulDSac Gtl Gilbert Norm
## 347 Lvl Inside Gtl Gilbert Norm
## 348 Lvl CulDSac Gtl StoneBr Norm
## 349 Lvl Inside Gtl StoneBr Norm
## 350 Lvl Corner Gtl StoneBr Norm
## 351 Lvl Corner Gtl StoneBr Norm
## 352 Lvl Inside Gtl Gilbert Norm
## 353 Lvl Corner Gtl Gilbert Norm
## 354 Lvl Inside Gtl Gilbert Norm
## 355 Lvl Inside Gtl Gilbert Norm
## 356 Lvl Corner Gtl Gilbert Norm
## 357 Lvl Inside Gtl Gilbert Norm
## 358 Lvl Inside Gtl Gilbert Norm
## 359 Lvl Corner Gtl Gilbert Norm
## 360 Lvl Inside Gtl Gilbert Norm
## 361 Lvl Inside Gtl Gilbert Norm
## 362 Lvl CulDSac Gtl Gilbert Norm
## 363 Lvl Corner Gtl Gilbert Norm
## 364 Lvl CulDSac Gtl StoneBr Norm
## 365 Lvl CulDSac Gtl StoneBr Norm
## 366 Lvl Inside Gtl StoneBr Norm
## 367 Low Inside Not Gtl StoneBr Norm
## 368 Lvl Inside Gtl Gilbert Norm
## 369 Lvl Corner Gtl NWAmes Norm
## 370 Lvl CulDSac Gtl NWAmes Norm
## 371 Lvl Inside Gtl NWAmes Norm
## 372 Lvl FR2 Gtl NWAmes Norm
## 373 Lvl Inside Gtl NWAmes RRNn
## 374 Lvl Inside Gtl NWAmes Norm
## 375 Lvl Inside Gtl NWAmes Norm
## 376 Lvl Inside Gtl NWAmes Norm
## 377 Lvl Inside Gtl NWAmes Norm
## 378 Lvl Inside Gtl NWAmes PosN
## 379 Lvl Inside Gtl NWAmes RRAn
## 380 Lvl Inside Gtl NWAmes Norm
## 381 Lvl CulDSac Gtl NWAmes PosN
## 382 Lvl Inside Gtl Somerst Norm
## 383 Lvl Inside Gtl Somerst RRAn
## 384 Lvl Inside Gtl Somerst RRNn
## 385 Lvl Corner Gtl Somerst Norm
## 386 Lvl CulDSac Gtl NWAmes PosN
## 387 Lvl Inside Gtl NWAmes Norm
## 388 Lvl Corner Gtl NWAmes Norm
## 389 Lvl Inside Gtl NWAmes Norm
## 390 Lvl Corner Gtl NWAmes Norm
## 391 Lvl FR2 Gtl NAmes Norm
## 392 Lvl Inside Gtl NAmes Norm
## 393 Lvl Inside Gtl NAmes Norm
## 394 Lvl Inside Gtl NAmes Norm
## 395 Lvl Inside Gtl NAmes Norm
## 396 Lvl Inside Gtl NAmes Norm
## 397 Lvl Inside Gtl NAmes Norm
## 398 Lvl Inside Gtl NAmes Norm
## 399 Lvl FR2 Gtl NAmes Norm
## 400 Lvl FR2 Gtl NAmes Norm
## 401 Lvl Inside Gtl BrDale Norm
## 402 Lvl Inside Gtl BrDale Norm
## 403 Lvl Inside Gtl BrDale Norm
## 404 Lvl Inside Gtl BrDale Norm
## 405 Lvl Inside Gtl BrDale Norm
## 406 Lvl Inside Gtl BrDale Norm
## 407 Lvl Inside Gtl NPkVill Norm
## 408 Lvl FR2 Gtl NPkVill Norm
## 409 Lvl FR2 Gtl NPkVill Norm
## 410 Lvl FR2 Gtl NPkVill Norm
## 411 Lvl Inside Gtl NPkVill Norm
## 412 Lvl Inside Gtl NPkVill Norm
## 413 Lvl Inside Gtl NPkVill Norm
## 414 Lvl Inside Gtl NPkVill Norm
## 415 Lvl Inside Gtl NPkVill Norm
## 416 Lvl Inside Gtl NPkVill Norm
## 417 Lvl Inside Gtl NAmes Norm
## 418 Lvl Inside Gtl NAmes Norm
## 419 Lvl FR2 Gtl NridgHt Norm
## 420 Lvl Inside Gtl NridgHt PosN
## 421 Lvl Inside Gtl NridgHt Norm
## 422 Lvl Inside Gtl NridgHt Norm
## 423 Lvl Corner Gtl NridgHt Norm
## 424 Lvl Corner Gtl NridgHt Norm
## 425 Lvl Inside Gtl NridgHt Norm
## 426 Lvl Inside Gtl NridgHt Norm
## 427 Lvl Inside Gtl NridgHt Norm
## 428 Lvl Inside Gtl NridgHt Norm
## 429 Lvl Inside Gtl NridgHt Norm
## 430 Lvl Corner Gtl NridgHt Norm
## 431 Lvl Inside Gtl NridgHt PosA
## 432 Lvl Inside Gtl NridgHt Norm
## 433 Lvl Inside Gtl NridgHt Norm
## 434 Lvl FR3 Gtl NridgHt Norm
## 435 Lvl CulDSac Gtl NridgHt Norm
## 436 Lvl Inside Gtl NridgHt Norm
## 437 Lvl Inside Gtl NridgHt Norm
## 438 Lvl Inside Gtl NridgHt Norm
## 439 Lvl Inside Gtl NridgHt Norm
## 440 Lvl Corner Gtl NridgHt Norm
## 441 Lvl Inside Gtl NridgHt Norm
## 442 Lvl Inside Gtl NridgHt Norm
## 443 Lvl Inside Gtl NridgHt Norm
## 444 Lvl Corner Gtl NridgHt Norm
## 445 Lvl Inside Gtl NridgHt Norm
## 446 Lvl Inside Gtl NridgHt Norm
## 447 Lvl Corner Gtl NridgHt Norm
## 448 Lvl Inside Gtl NridgHt Norm
## 449 Lvl Inside Gtl NridgHt Norm
## 450 Lvl Inside Gtl NridgHt Norm
## 451 Lvl Inside Gtl NridgHt Norm
## 452 Lvl Inside Gtl NridgHt Norm
## 453 Lvl Inside Gtl NridgHt Norm
## 454 Lvl Inside Gtl NridgHt Norm
## 455 HLS Inside Not Gtl NridgHt Norm
## 456 Lvl Corner Gtl NridgHt Norm
## 457 Lvl Inside Gtl NridgHt Norm
## 458 Lvl Inside Gtl NridgHt Norm
## 459 Lvl Corner Gtl NridgHt Norm
## 460 Lvl Inside Gtl NridgHt Norm
## 461 Lvl Inside Gtl NridgHt Norm
## 462 Lvl Inside Gtl NridgHt Norm
## 463 Lvl Inside Gtl Gilbert RRAn
## 464 Lvl Inside Gtl Gilbert Norm
## 465 Lvl Inside Gtl Gilbert Norm
## 466 Lvl Inside Gtl Gilbert Norm
## 467 Lvl Inside Gtl Blmngtn Norm
## 468 Lvl Inside Gtl Blmngtn Norm
## 469 Lvl Inside Gtl Blmngtn Norm
## 470 Lvl Inside Gtl Blmngtn Norm
## 471 Lvl Inside Gtl Blmngtn Norm
## 472 Lvl Inside Gtl Blmngtn Norm
## 473 Lvl Inside Gtl Gilbert Norm
## 474 Lvl Inside Gtl Gilbert Norm
## 475 Lvl Inside Gtl Gilbert Norm
## 476 Lvl Inside Gtl Gilbert Norm
## 477 Lvl Inside Gtl Gilbert Norm
## 478 Lvl Inside Gtl Gilbert Norm
## 479 Lvl Inside Gtl Gilbert Norm
## 480 Lvl Inside Gtl Gilbert Norm
## 481 Lvl Inside Gtl NridgHt Norm
## 482 Lvl Inside Gtl Gilbert Norm
## 483 Lvl Corner Gtl Gilbert Norm
## 484 Lvl Inside Gtl Gilbert RRAn
## 485 Lvl Inside Gtl Gilbert RRAn
## 486 Lvl Inside Gtl Gilbert Norm
## 487 Lvl Inside Gtl Gilbert Norm
## 488 Lvl CulDSac Gtl Gilbert RRNn
## 489 Lvl CulDSac Gtl Gilbert RRAn
## 490 Lvl FR2 Gtl Gilbert RRNn
## 491 Lvl Inside Gtl Gilbert Norm
## 492 Lvl Inside Gtl NoRidge Norm
## 493 Lvl Inside Gtl NoRidge Norm
## 494 Lvl Inside Gtl NoRidge Norm
## 495 Lvl Inside Gtl NoRidge Norm
## 496 Lvl Corner Gtl NoRidge Norm
## 497 Lvl Inside Gtl NoRidge Norm
## 498 Lvl CulDSac Gtl NoRidge Norm
## 499 Low Inside Not Gtl NoRidge Norm
## 500 Lvl Inside Gtl NoRidge Norm
## 501 Lvl Inside Gtl NoRidge Norm
## 502 Lvl CulDSac Gtl NoRidge Norm
## 503 Lvl FR2 Gtl NoRidge Norm
## 504 Lvl Inside Gtl Somerst Feedr
## 505 Lvl Inside Gtl Somerst PosN
## 506 Lvl Inside Gtl Somerst PosN
## 507 Lvl Inside Gtl Somerst Norm
## 508 Lvl Inside Gtl Somerst Norm
## 509 Lvl Inside Gtl Somerst Norm
## 510 Lvl Inside Gtl Somerst Norm
## 511 Lvl Corner Gtl Somerst PosN
## 512 Lvl Inside Gtl Somerst Norm
## 513 Lvl Inside Gtl Somerst Norm
## 514 Lvl Inside Gtl Somerst Norm
## 515 Lvl Inside Gtl Somerst Norm
## 516 Lvl Inside Gtl Somerst Norm
## 517 Lvl Inside Gtl Somerst Norm
## 518 Lvl Inside Gtl Somerst Norm
## 519 Lvl Inside Gtl Somerst Norm
## 520 Lvl Inside Gtl Somerst Norm
## 521 Lvl Inside Gtl Somerst Norm
## 522 Lvl Inside Gtl Somerst Norm
## 523 Lvl Inside Gtl Somerst Norm
## 524 Lvl Corner Gtl Somerst Norm
## 525 Lvl Inside Gtl Somerst Norm
## 526 Lvl Inside Gtl Somerst Norm
## 527 Lvl Inside Gtl Somerst Norm
## 528 Lvl Inside Gtl Somerst Norm
## 529 Lvl Inside Gtl Somerst Norm
## 530 Lvl Corner Gtl SawyerW Norm
## 531 Lvl Inside Gtl SawyerW Norm
## 532 Lvl Inside Gtl SawyerW Norm
## 533 Lvl Corner Gtl SawyerW Norm
## 534 Lvl Inside Gtl SawyerW Norm
## 535 Lvl Inside Gtl SawyerW RRAe
## 536 Lvl Inside Gtl SawyerW RRAe
## 537 Lvl Inside Gtl SawyerW RRAe
## 538 Lvl Inside Gtl SawyerW Norm
## 539 Lvl CulDSac Gtl SawyerW Norm
## 540 Lvl Corner Gtl SawyerW Norm
## 541 Lvl Inside Gtl SawyerW Norm
## 542 Lvl Inside Gtl SawyerW Norm
## 543 Lvl Corner Gtl SawyerW Norm
## 544 Lvl Inside Gtl SawyerW Norm
## 545 Lvl Inside Gtl SawyerW RRAe
## 546 Lvl CulDSac Gtl SawyerW Norm
## 547 Lvl Inside Gtl SawyerW Norm
## 548 Lvl Inside Gtl SawyerW Feedr
## 549 Lvl Corner Gtl SawyerW Norm
## 550 Lvl Inside Gtl Sawyer Norm
## 551 Lvl Inside Gtl Sawyer Norm
## 552 Lvl Corner Gtl Sawyer Feedr
## 553 Lvl Inside Gtl Sawyer Norm
## 554 Lvl Inside Gtl Sawyer Norm
## 555 Lvl Inside Gtl Sawyer RRAe
## 556 Lvl Corner Gtl Sawyer Feedr
## 557 Lvl Inside Gtl Sawyer Norm
## 558 Lvl Inside Gtl Sawyer Feedr
## 559 Low Inside Gtl Veenker Norm
## 560 Lvl Inside Gtl NoRidge Norm
## 561 Lvl Inside Gtl Somerst Norm
## 562 Lvl Corner Gtl Somerst Norm
## 563 Lvl Inside Gtl Somerst Norm
## 564 Lvl Inside Gtl Somerst Norm
## 565 Lvl Inside Gtl Somerst Norm
## 566 Lvl Inside Gtl Somerst Norm
## 567 Lvl Inside Gtl Somerst Norm
## 568 Lvl FR2 Gtl Somerst Norm
## 569 Lvl Inside Gtl Somerst Norm
## 570 Lvl Inside Gtl Veenker Norm
## 571 Lvl CulDSac Gtl Greens Norm
## 572 Lvl Inside Gtl Veenker Norm
## 573 Low FR2 Not Gtl Veenker Feedr
## 574 Lvl Corner Gtl Sawyer Feedr
## 575 Lvl Inside Gtl NWAmes RRAn
## 576 Lvl Inside Gtl NWAmes PosA
## 577 Lvl Inside Gtl NWAmes PosN
## 578 Lvl Corner Gtl NWAmes PosN
## 579 Lvl CulDSac Gtl NWAmes PosN
## 580 Lvl CulDSac Gtl NWAmes Norm
## 581 Lvl Inside Gtl NWAmes PosA
## 582 Lvl CulDSac Gtl NWAmes Norm
## 583 Lvl Inside Gtl NWAmes Feedr
## 584 Lvl Inside Gtl NWAmes Feedr
## 585 Lvl Inside Gtl NWAmes Norm
## 586 Lvl Inside Gtl NWAmes Norm
## 587 Lvl Inside Gtl NWAmes RRAn
## 588 Lvl Inside Gtl NWAmes Norm
## 589 Lvl Inside Gtl NAmes Norm
## 590 Lvl Inside Gtl NAmes Norm
## 591 Lvl Inside Gtl NAmes Norm
## 592 Lvl Inside Gtl NWAmes Norm
## 593 Lvl Inside Gtl NWAmes Norm
## 594 Lvl Inside Gtl NWAmes Feedr
## 595 Lvl Inside Gtl NAmes Norm
## 596 Lvl Inside Gtl NAmes Norm
## 597 Lvl Inside Gtl NAmes Norm
## 598 Lvl Corner Gtl NAmes Norm
## 599 Lvl Corner Gtl NAmes Norm
## 600 Lvl Corner Gtl NAmes Norm
## 601 Lvl Inside Gtl NAmes Norm
## 602 Lvl Inside Gtl NAmes Norm
## 603 Lvl Inside Gtl NAmes Norm
## 604 Lvl CulDSac Gtl NAmes Norm
## 605 Lvl Corner Gtl NAmes Norm
## 606 Lvl Corner Gtl NAmes Norm
## 607 Lvl Corner Gtl NAmes Norm
## 608 Lvl Corner Gtl NAmes Norm
## 609 Lvl Inside Gtl NAmes Norm
## 610 HLS Inside Gtl BrkSide Norm
## 611 Bnk Corner Gtl BrkSide Norm
## 612 Lvl Inside Gtl NAmes Feedr
## 613 Lvl Inside Gtl NAmes Feedr
## 614 Lvl Inside Gtl NAmes Norm
## 615 Lvl Inside Gtl NAmes Norm
## 616 Lvl Inside Gtl NAmes Norm
## 617 Lvl Inside Gtl NAmes Norm
## 618 Lvl Inside Gtl NAmes Norm
## 619 Lvl Corner Gtl NAmes Norm
## 620 Lvl Inside Gtl NAmes Norm
## 621 Lvl Inside Gtl NAmes Norm
## 622 Lvl Inside Gtl NAmes Norm
## 623 Lvl Corner Gtl NAmes Norm
## 624 Lvl Corner Gtl NAmes Norm
## 625 Lvl FR2 Gtl NAmes Feedr
## 626 Lvl Inside Gtl NAmes Norm
## 627 Lvl Inside Gtl NAmes Norm
## 628 Lvl Inside Gtl NAmes Norm
## 629 Lvl Inside Gtl NAmes Norm
## 630 Lvl Inside Gtl NAmes Feedr
## 631 Lvl Inside Gtl NAmes Feedr
## 632 Lvl Inside Gtl NAmes Norm
## 633 Lvl Inside Gtl NAmes Norm
## 634 Lvl Corner Gtl NAmes Norm
## 635 Lvl Corner Gtl NAmes Artery
## 636 Lvl Inside Gtl NAmes Norm
## 637 Lvl Inside Gtl NAmes Norm
## 638 Lvl CulDSac Gtl NAmes Norm
## 639 Lvl Inside Gtl NAmes Norm
## 640 Lvl Corner Gtl NAmes Norm
## 641 Lvl Inside Gtl NAmes Norm
## 642 Lvl Inside Gtl NAmes Norm
## 643 Lvl Corner Gtl NAmes Norm
## 644 Lvl Inside Gtl NAmes Norm
## 645 Lvl Inside Gtl NAmes Norm
## 646 Bnk Corner Not Gtl OldTown Artery
## 647 Lvl Corner Gtl NAmes Artery
## 648 Lvl Inside Gtl NAmes Norm
## 649 Lvl Inside Gtl NAmes Norm
## 650 Lvl Inside Gtl OldTown Norm
## 651 Lvl Inside Gtl OldTown Norm
## 652 Lvl Inside Gtl OldTown Norm
## 653 Lvl Corner Gtl OldTown Norm
## 654 Lvl Inside Gtl OldTown Norm
## 655 Lvl Inside Gtl OldTown Norm
## 656 Lvl Inside Gtl OldTown Norm
## 657 Lvl Corner Gtl OldTown Artery
## 658 Lvl Inside Gtl OldTown Artery
## 659 Lvl Corner Gtl OldTown Artery
## 660 Lvl Inside Gtl OldTown Norm
## 661 Lvl Corner Gtl OldTown Norm
## 662 Lvl Corner Gtl NAmes Artery
## 663 Lvl Inside Gtl NAmes Norm
## 664 Lvl Inside Gtl NAmes Norm
## 665 Lvl Inside Gtl NAmes Artery
## 666 Lvl Inside Gtl NAmes Norm
## 667 Lvl Corner Gtl NAmes Norm
## 668 Lvl Inside Gtl NAmes Norm
## 669 Lvl Inside Gtl NAmes Norm
## 670 HLS Inside Not Gtl NAmes Norm
## 671 Lvl Inside Gtl NAmes Norm
## 672 Lvl Corner Gtl NAmes Norm
## 673 Lvl Inside Gtl NAmes Artery
## 674 Lvl Inside Gtl NAmes Norm
## 675 Lvl Inside Gtl NAmes Norm
## 676 Lvl Inside Gtl NAmes Norm
## 677 Lvl Inside Gtl NAmes Norm
## 678 Lvl Corner Gtl NAmes Norm
## 679 Lvl Inside Gtl NAmes Norm
## 680 Lvl Inside Gtl NAmes Norm
## 681 Lvl Inside Gtl NAmes Artery
## 682 Lvl Corner Gtl NAmes Artery
## 683 Lvl Corner Gtl NAmes Norm
## 684 Lvl Inside Gtl NAmes Norm
## 685 Lvl Inside Gtl NAmes Norm
## 686 Lvl Inside Gtl NAmes PosN
## 687 Bnk Inside Gtl OldTown Artery
## 688 Lvl Corner Gtl OldTown Norm
## 689 Lvl Inside Gtl OldTown Norm
## 690 Lvl Inside Gtl OldTown Norm
## 691 Lvl Inside Gtl OldTown Artery
## 692 Lvl Inside Gtl OldTown Norm
## 693 Lvl Corner Gtl OldTown Norm
## 694 Lvl Inside Gtl OldTown Norm
## 695 Lvl Corner Gtl OldTown Norm
## 696 Lvl Corner Gtl OldTown Artery
## 697 Lvl Inside Gtl OldTown Artery
## 698 HLS Inside Gtl OldTown Norm
## 699 Lvl Inside Gtl OldTown Norm
## 700 Bnk Inside Not Gtl OldTown Norm
## 701 Lvl Inside Gtl OldTown Norm
## 702 Lvl Inside Gtl OldTown Norm
## 703 Lvl Corner Gtl OldTown Norm
## 704 Lvl Corner Gtl OldTown Norm
## 705 Lvl Inside Gtl OldTown Norm
## 706 Lvl Inside Gtl OldTown Artery
## 707 Lvl Inside Gtl OldTown Norm
## 708 Lvl Inside Gtl OldTown Norm
## 709 Lvl Inside Gtl OldTown Norm
## 710 Lvl Inside Gtl OldTown Norm
## 711 Lvl Corner Gtl OldTown Norm
## 712 Lvl Corner Gtl OldTown Norm
## 713 Lvl Corner Gtl OldTown Artery
## 714 Lvl Inside Gtl OldTown Norm
## 715 Lvl Corner Gtl OldTown Artery
## 716 Lvl Inside Gtl OldTown Norm
## 717 Lvl Inside Gtl OldTown Artery
## 718 Lvl Inside Gtl OldTown Norm
## 719 Lvl Corner Gtl OldTown Norm
## 720 Lvl Inside Gtl OldTown Norm
## 721 Lvl Inside Gtl OldTown Norm
## 722 Lvl Inside Gtl IDOTRR Norm
## 723 Lvl Corner Gtl IDOTRR Norm
## 724 Lvl Inside Gtl BrkSide Norm
## 725 Lvl Inside Gtl BrkSide Norm
## 726 Lvl Inside Gtl BrkSide Norm
## 727 Lvl Inside Gtl BrkSide RRAn
## 728 Lvl Inside Gtl BrkSide Norm
## 729 Lvl Inside Gtl BrkSide Norm
## 730 Lvl Inside Gtl BrkSide Norm
## 731 Lvl Corner Gtl BrkSide Norm
## 732 Lvl Inside Gtl BrkSide Norm
## 733 Lvl Corner Gtl BrkSide Norm
## 734 Lvl Inside Gtl BrkSide Norm
## 735 Lvl FR2 Gtl BrkSide Feedr
## 736 Lvl Corner Gtl BrkSide Norm
## 737 Lvl Inside Gtl BrkSide Norm
## 738 Lvl Inside Gtl BrkSide Norm
## 739 Lvl Corner Gtl BrkSide Norm
## 740 Lvl Inside Gtl BrkSide Norm
## 741 Lvl Inside Gtl BrkSide Norm
## 742 Lvl Inside Gtl BrkSide Norm
## 743 Bnk Inside Gtl BrkSide PosN
## 744 Lvl Corner Gtl BrkSide RRAn
## 745 Lvl Inside Gtl OldTown Norm
## 746 Lvl Corner Gtl OldTown Norm
## 747 Lvl Inside Gtl OldTown Norm
## 748 Lvl Corner Gtl OldTown Norm
## 749 Bnk Inside Gtl OldTown Norm
## 750 Lvl Inside Gtl IDOTRR Norm
## 751 Lvl Inside Gtl IDOTRR Norm
## 752 Bnk Corner Not Gtl OldTown Feedr
## 753 Bnk Corner Gtl OldTown Feedr
## 754 Lvl Corner Gtl IDOTRR Norm
## 755 Lvl Inside Gtl IDOTRR Norm
## 756 Bnk Inside Gtl IDOTRR Artery
## 757 Lvl Inside Gtl Sawyer Norm
## 758 Lvl Inside Gtl Edwards Norm
## 759 Lvl Inside Gtl Edwards Norm
## 760 Lvl Inside Gtl Edwards Norm
## 761 Low Inside Not Gtl Edwards Norm
## 762 Lvl Inside Gtl Edwards Artery
## 763 Lvl Inside Gtl Edwards Norm
## 764 Lvl Inside Gtl Sawyer Norm
## 765 Lvl Corner Gtl Sawyer Feedr
## 766 Lvl Inside Gtl Sawyer Norm
## 767 Lvl Inside Gtl Sawyer Norm
## 768 Lvl Inside Gtl Sawyer Norm
## 769 Lvl CulDSac Gtl Sawyer Norm
## 770 Lvl CulDSac Gtl Sawyer Norm
## 771 Lvl Inside Gtl Sawyer Norm
## 772 Lvl Inside Gtl Sawyer Norm
## 773 Lvl Inside Gtl Sawyer Norm
## 774 Lvl Inside Gtl Sawyer Norm
## 775 Lvl Inside Gtl ClearCr Norm
## 776 Lvl Corner Gtl Sawyer Norm
## 777 Lvl Inside Gtl ClearCr Norm
## 778 Low Inside Not Gtl ClearCr Norm
## 779 Lvl Inside Gtl Edwards Norm
## 780 Lvl Inside Gtl Edwards Norm
## 781 Lvl Inside Gtl ClearCr Norm
## 782 Lvl CulDSac Gtl Edwards Norm
## 783 Lvl CulDSac Gtl Edwards Norm
## 784 Lvl Corner Gtl Edwards Norm
## 785 Lvl Inside Gtl Edwards Norm
## 786 Lvl Inside Gtl Edwards Norm
## 787 Bnk Inside Gtl Edwards Norm
## 788 Lvl Inside Gtl Edwards Norm
## 789 Lvl Inside Gtl Edwards Norm
## 790 Lvl CulDSac Gtl Edwards Norm
## 791 Lvl Inside Gtl Edwards Norm
## 792 Lvl Inside Gtl Edwards Norm
## 793 Lvl Inside Gtl Edwards Norm
## 794 Lvl Inside Gtl Edwards Artery
## 795 Lvl Inside Gtl SawyerW Feedr
## 796 Lvl Inside Gtl SawyerW Norm
## 797 Low Inside Not Gtl SawyerW Norm
## 798 Lvl CulDSac Gtl SawyerW Norm
## 799 Lvl Inside Gtl SawyerW Norm
## 800 Lvl Corner Gtl SawyerW Norm
## 801 Lvl Inside Gtl SawyerW Norm
## 802 Bnk FR2 Gtl SawyerW Feedr
## 803 Bnk Inside Gtl SawyerW Norm
## 804 Bnk Inside Gtl SawyerW Feedr
## 805 Lvl Inside Gtl SawyerW Feedr
## 806 Bnk Inside Gtl SawyerW Norm
## 807 Bnk Inside Gtl SawyerW Norm
## 808 Lvl Inside Gtl SawyerW Feedr
## 809 Lvl Inside Gtl SawyerW Feedr
## 810 Bnk Inside Gtl SawyerW Norm
## 811 Lvl Inside Gtl SawyerW Norm
## 812 Lvl Inside Gtl SawyerW Feedr
## 813 Lvl Inside Gtl SawyerW Feedr
## 814 Lvl Inside Gtl CollgCr Norm
## 815 Lvl Inside Gtl CollgCr Norm
## 816 Lvl Inside Gtl CollgCr Norm
## 817 Lvl Inside Gtl CollgCr Norm
## 818 Lvl Inside Gtl CollgCr Norm
## 819 Lvl Inside Gtl CollgCr Norm
## 820 Lvl Inside Gtl CollgCr Norm
## 821 Lvl Corner Gtl CollgCr Norm
## 822 Lvl Inside Gtl CollgCr Norm
## 823 Lvl Inside Gtl CollgCr Norm
## 824 Lvl Corner Gtl CollgCr Norm
## 825 Lvl Inside Gtl CollgCr Norm
## 826 Lvl Inside Gtl CollgCr Norm
## 827 Lvl Inside Gtl CollgCr Norm
## 828 Low Inside Not Gtl SawyerW Norm
## 829 HLS CulDSac Not Gtl ClearCr Norm
## 830 Low CulDSac Not Gtl ClearCr Norm
## 831 Low Corner Not Gtl CollgCr Norm
## 832 Low Inside Not Gtl CollgCr Norm
## 833 Lvl Inside Gtl CollgCr Norm
## 834 Lvl CulDSac Gtl CollgCr PosN
## 835 Low Inside Gtl CollgCr PosN
## 836 Lvl Corner Gtl CollgCr Norm
## 837 Lvl Inside Gtl CollgCr Norm
## 838 Lvl Corner Gtl CollgCr Norm
## 839 Lvl Inside Gtl CollgCr Norm
## 840 Lvl Inside Gtl CollgCr Norm
## 841 Lvl Inside Gtl CollgCr Norm
## 842 Lvl Inside Gtl CollgCr Norm
## 843 Lvl Inside Gtl CollgCr Norm
## 844 Lvl Inside Gtl CollgCr Norm
## 845 Lvl Inside Gtl CollgCr Norm
## 846 Lvl Inside Gtl CollgCr Norm
## 847 Lvl Inside Gtl CollgCr Norm
## 848 HLS Inside Not Gtl CollgCr Norm
## 849 Lvl CulDSac Gtl CollgCr Norm
## 850 Lvl Inside Gtl CollgCr Norm
## 851 Lvl Inside Gtl CollgCr Norm
## 852 Lvl CulDSac Gtl CollgCr Norm
## 853 Lvl CulDSac Not Gtl CollgCr Norm
## 854 Lvl CulDSac Gtl CollgCr Norm
## 855 Low Inside Gtl CollgCr Norm
## 856 Lvl Inside Gtl CollgCr Norm
## 857 Lvl Corner Gtl CollgCr Norm
## 858 Lvl Corner Gtl CollgCr Norm
## 859 Lvl Inside Gtl CollgCr Norm
## 860 Lvl Inside Gtl CollgCr Norm
## 861 Lvl Inside Gtl CollgCr Norm
## 862 Lvl Inside Gtl CollgCr PosN
## 863 Lvl Corner Gtl CollgCr Norm
## 864 Lvl FR3 Gtl CollgCr Feedr
## 865 Lvl Inside Gtl CollgCr Norm
## 866 Lvl Inside Gtl CollgCr Norm
## 867 Lvl Inside Gtl CollgCr Norm
## 868 Lvl Inside Gtl CollgCr Norm
## 869 Lvl Inside Gtl CollgCr Norm
## 870 Lvl Inside Gtl CollgCr Norm
## 871 Lvl Inside Gtl CollgCr Norm
## 872 Lvl Inside Gtl CollgCr Norm
## 873 Lvl Inside Gtl CollgCr Norm
## 874 Lvl Inside Gtl CollgCr Norm
## 875 Lvl Inside Gtl CollgCr Norm
## 876 Lvl FR2 Gtl CollgCr Norm
## 877 Lvl FR2 Gtl CollgCr Norm
## 878 Lvl Corner Gtl CollgCr Norm
## 879 Lvl Inside Gtl Edwards Feedr
## 880 Lvl Corner Gtl Edwards Norm
## 881 Lvl Inside Not Gtl Edwards Norm
## 882 Lvl Corner Gtl Edwards Norm
## 883 Bnk Corner Gtl Edwards Norm
## 884 Lvl Inside Gtl Edwards Norm
## 885 Lvl Inside Gtl Edwards Norm
## 886 Lvl Inside Gtl Edwards Norm
## 887 Lvl Inside Gtl Edwards Norm
## 888 Lvl Inside Gtl Edwards Norm
## 889 HLS Inside Not Gtl Edwards Norm
## 890 Lvl Inside Gtl Edwards Norm
## 891 Lvl Inside Gtl Edwards Norm
## 892 Lvl Corner Gtl Edwards Feedr
## 893 Lvl Corner Gtl Edwards Norm
## 894 Lvl Inside Gtl Edwards Norm
## 895 Lvl Inside Gtl Edwards Norm
## 896 Lvl Corner Gtl Edwards Norm
## 897 Lvl Corner Gtl Edwards Norm
## 898 Lvl Inside Gtl Edwards Norm
## 899 Lvl Inside Gtl Edwards Norm
## 900 Lvl Corner Gtl SWISU Norm
## 901 Bnk Inside Gtl SWISU Norm
## 902 Bnk Inside Gtl SWISU Norm
## 903 Lvl Inside Gtl SWISU Norm
## 904 Lvl Corner Gtl SWISU Norm
## 905 Bnk Inside Gtl SWISU Feedr
## 906 Lvl Inside Gtl SWISU Norm
## 907 Lvl Inside Gtl Crawfor Norm
## 908 Lvl Inside Gtl SWISU Norm
## 909 Lvl Inside Gtl SWISU Feedr
## 910 Bnk Inside Gtl Crawfor Norm
## 911 Lvl Inside Gtl SWISU Norm
## 912 Lvl Inside Gtl Crawfor Norm
## 913 Lvl Inside Gtl Crawfor Norm
## 914 HLS Inside Not Gtl Crawfor Norm
## 915 Bnk Inside Gtl Crawfor Norm
## 916 HLS Inside Gtl Crawfor Norm
## 917 HLS Inside Gtl Crawfor Norm
## 918 HLS Inside Gtl Crawfor Norm
## 919 Lvl FR2 Gtl Crawfor Norm
## 920 HLS Corner Gtl Crawfor Norm
## 921 Lvl Inside Gtl Crawfor Feedr
## 922 Bnk Inside Gtl Crawfor Norm
## 923 Lvl Inside Gtl Crawfor Norm
## 924 Bnk Inside Gtl Crawfor Norm
## 925 Lvl Inside Gtl Crawfor Norm
## 926 Bnk Corner Not Gtl Crawfor PosA
## 927 Lvl Inside Gtl Blueste Norm
## 928 Lvl Inside Gtl Blueste Norm
## 929 Lvl Inside Gtl Blueste Norm
## 930 Lvl Inside Gtl Blueste Norm
## 931 Lvl Inside Gtl Crawfor Norm
## 932 Bnk Inside Gtl Crawfor Norm
## 933 Lvl Corner Gtl Crawfor Norm
## 934 Lvl Inside Gtl IDOTRR Norm
## 935 Bnk Inside Gtl IDOTRR Norm
## 936 Lvl Corner Gtl IDOTRR Norm
## 937 Lvl Corner Gtl IDOTRR Feedr
## 938 Lvl Inside Gtl IDOTRR Norm
## 939 HLS Inside Not Gtl Crawfor Norm
## 940 Lvl Inside Gtl Mitchel Norm
## 941 Lvl CulDSac Gtl Mitchel Norm
## 942 Lvl CulDSac Gtl Mitchel Norm
## 943 Lvl CulDSac Gtl Mitchel Norm
## 944 Lvl Inside Gtl Mitchel Norm
## 945 Bnk Inside Gtl Mitchel Norm
## 946 Lvl Inside Gtl Mitchel Norm
## 947 Lvl CulDSac Gtl Mitchel Norm
## 948 Lvl Inside Gtl Mitchel Norm
## 949 Low Inside Not Gtl Timber Norm
## 950 HLS Inside Gtl Timber Norm
## 951 HLS Corner Gtl Timber Norm
## 952 HLS Corner Gtl Timber Norm
## 953 HLS Corner Gtl Timber Norm
## 954 HLS Inside Gtl Timber Norm
## 955 Lvl Corner Gtl Timber Norm
## 956 Lvl CulDSac Gtl Timber Norm
## 957 Lvl Corner Gtl Timber Norm
## 958 Lvl Inside Gtl Timber Norm
## 959 Lvl Corner Gtl Timber Norm
## 960 Lvl Inside Gtl Timber Norm
## 961 HLS Inside Gtl Timber Norm
## 962 Lvl Inside Gtl Mitchel Norm
## 963 Lvl Inside Gtl Mitchel Norm
## 964 Lvl FR2 Gtl Mitchel Norm
## 965 Lvl FR2 Gtl Mitchel Norm
## 966 Lvl Inside Gtl MeadowV Norm
## 967 Lvl Inside Gtl Mitchel Norm
## 968 Lvl Inside Gtl MeadowV Norm
## 969 Lvl Inside Not Gtl Mitchel Norm
## 970 Lvl Inside Gtl MeadowV Norm
## 971 Lvl Inside Gtl MeadowV Norm
## 972 Lvl Inside Gtl MeadowV Norm
## 973 Lvl Inside Gtl Mitchel Norm
## 974 Lvl Inside Gtl Mitchel Norm
## 975 Lvl Corner Gtl Mitchel Norm
## 976 Lvl Corner Gtl Mitchel Norm
## 977 Lvl Inside Gtl Mitchel Norm
## 978 Lvl Inside Gtl Mitchel Norm
## 979 Lvl Inside Gtl Mitchel Norm
## 980 Lvl Inside Not Gtl Mitchel Norm
## 981 Lvl Inside Not Gtl Mitchel Norm
## 982 Lvl Corner Gtl NAmes Norm
## 983 Lvl Corner Gtl NAmes Norm
## 984 Lvl Inside Gtl NAmes Norm
## 985 Lvl Inside Gtl Gilbert Norm
## 986 Lvl Inside Gtl Gilbert Norm
## 987 Lvl Inside Gtl Gilbert Norm
## 988 Lvl Inside Gtl Gilbert Norm
## 989 Lvl Corner Gtl Gilbert Norm
## 990 Lvl Inside Gtl Gilbert Norm
## 991 HLS FR2 Gtl Gilbert Norm
## 992 Lvl Inside Gtl StoneBr Norm
## 993 Lvl Corner Gtl StoneBr Norm
## 994 HLS Inside Gtl StoneBr Norm
## 995 HLS Inside Gtl StoneBr Norm
## 996 Lvl Corner Gtl Gilbert Norm
## 997 Lvl Corner Gtl Gilbert Norm
## 998 Lvl Inside Gtl Gilbert Norm
## 999 Lvl Corner Gtl Gilbert Norm
## 1000 Lvl FR3 Gtl Gilbert Norm
## 1001 HLS Inside Gtl StoneBr Norm
## 1002 HLS Inside Not Gtl StoneBr Norm
## 1003 HLS Corner Gtl StoneBr Norm
## 1004 Lvl Inside Gtl StoneBr Norm
## 1005 HLS CulDSac Gtl StoneBr Norm
## 1006 HLS Inside Gtl StoneBr PosN
## 1007 Lvl Inside Gtl Gilbert Norm
## 1008 Lvl CulDSac Gtl NWAmes Norm
## 1009 Lvl Inside Gtl NWAmes Norm
## 1010 Lvl Inside Gtl NWAmes Norm
## 1011 Lvl Inside Gtl NWAmes Norm
## 1012 Lvl CulDSac Gtl NWAmes Norm
## 1013 Lvl Inside Gtl NWAmes Norm
## 1014 Lvl Corner Gtl NWAmes PosN
## 1015 Lvl Corner Gtl NWAmes Norm
## 1016 Lvl Corner Gtl NWAmes Norm
## 1017 Lvl Inside Gtl NWAmes Norm
## 1018 Lvl Inside Gtl NWAmes Norm
## 1019 Lvl Corner Gtl NWAmes Norm
## 1020 Lvl Inside Gtl NWAmes Norm
## 1021 Lvl Inside Gtl NWAmes Norm
## 1022 Lvl Inside Gtl NWAmes Norm
## 1023 Lvl Inside Gtl NWAmes Norm
## 1024 Lvl FR3 Gtl NWAmes Norm
## 1025 Lvl FR2 Gtl NAmes Norm
## 1026 Lvl FR2 Gtl NAmes Norm
## 1027 Lvl FR2 Gtl NAmes Norm
## 1028 Lvl Inside Gtl NAmes Norm
## 1029 Lvl FR2 Gtl NAmes Norm
## 1030 Lvl Inside Gtl NAmes Norm
## 1031 Lvl Inside Gtl BrDale Norm
## 1032 Lvl Inside Gtl BrDale Norm
## 1033 Lvl Inside Gtl BrDale Norm
## 1034 Lvl Inside Gtl BrDale Norm
## 1035 Lvl Inside Gtl BrDale Norm
## 1036 Lvl Inside Gtl BrDale Norm
## 1037 Lvl Inside Gtl BrDale Norm
## 1038 Lvl Inside Gtl NPkVill Norm
## 1039 Lvl FR2 Gtl NPkVill Norm
## 1040 Lvl Inside Gtl NPkVill Norm
## 1041 Lvl Corner Gtl NAmes Norm
## 1042 Lvl FR2 Gtl NridgHt Norm
## 1043 Lvl Inside Gtl NridgHt Norm
## 1044 Lvl Inside Gtl NridgHt PosN
## 1045 Lvl Inside Gtl NridgHt Norm
## 1046 Lvl Inside Gtl NridgHt Norm
## 1047 Lvl Inside Gtl NridgHt Norm
## 1048 Lvl Inside Gtl NridgHt Norm
## 1049 Lvl Inside Gtl NridgHt Norm
## 1050 Lvl Inside Gtl NridgHt Norm
## 1051 Lvl Inside Gtl NridgHt PosN
## 1052 Lvl Inside Gtl NridgHt Norm
## 1053 Lvl Inside Gtl NridgHt Norm
## 1054 Lvl Inside Gtl NridgHt Norm
## 1055 HLS Inside Not Gtl NridgHt Norm
## 1056 Lvl Inside Gtl NridgHt Norm
## 1057 Lvl Inside Gtl NridgHt Norm
## 1058 Lvl Corner Gtl NridgHt Norm
## 1059 Lvl Inside Gtl NridgHt Norm
## 1060 Lvl Corner Gtl NridgHt Norm
## 1061 Lvl Inside Gtl NridgHt Norm
## 1062 Lvl Corner Gtl NridgHt Norm
## 1063 Lvl Corner Gtl NridgHt Norm
## 1064 Lvl Inside Gtl NridgHt Norm
## 1065 Lvl Inside Gtl NridgHt Norm
## 1066 Lvl Inside Gtl NridgHt Norm
## 1067 Lvl Inside Gtl NridgHt Norm
## 1068 Lvl Inside Gtl NridgHt Norm
## 1069 Lvl Inside Gtl NridgHt Norm
## 1070 Lvl Inside Gtl NridgHt Norm
## 1071 Lvl FR3 Gtl NridgHt Norm
## 1072 Lvl Inside Gtl Blmngtn Norm
## 1073 Lvl Inside Gtl Blmngtn Norm
## 1074 Lvl Inside Gtl Blmngtn Norm
## 1075 Lvl Inside Gtl Blmngtn Norm
## 1076 Lvl Inside Gtl Blmngtn Norm
## 1077 Lvl Inside Gtl Gilbert Norm
## 1078 Lvl Inside Gtl Gilbert Norm
## 1079 Lvl Inside Gtl Gilbert Norm
## 1080 Lvl Inside Gtl Gilbert Norm
## 1081 Lvl Inside Gtl Gilbert Norm
## 1082 Lvl Inside Gtl Gilbert Norm
## 1083 Lvl Inside Gtl NridgHt Norm
## 1084 Lvl Inside Gtl Gilbert Norm
## 1085 Lvl Inside Gtl Gilbert Norm
## 1086 Lvl Inside Gtl Gilbert RRAn
## 1087 Lvl FR2 Gtl Gilbert RRAn
## 1088 Lvl Inside Gtl Gilbert Norm
## 1089 Lvl Inside Gtl NoRidge Norm
## 1090 Lvl Inside Gtl NoRidge Norm
## 1091 Lvl FR2 Gtl NoRidge Norm
## 1092 Lvl FR2 Gtl NoRidge Norm
## 1093 Lvl Inside Gtl NoRidge Norm
## 1094 Lvl CulDSac Gtl NoRidge Norm
## 1095 Lvl CulDSac Gtl NoRidge Norm
## 1096 Lvl Inside Gtl NoRidge Norm
## 1097 Lvl Inside Gtl NoRidge Norm
## 1098 Lvl Inside Gtl NoRidge Norm
## 1099 Lvl Inside Gtl NoRidge Norm
## 1100 Lvl Corner Gtl NoRidge Norm
## 1101 Lvl FR2 Gtl Somerst Feedr
## 1102 Lvl CulDSac Gtl Somerst Feedr
## 1103 Lvl Inside Gtl Somerst RRAn
## 1104 Lvl Inside Gtl Somerst RRAn
## 1105 Lvl Inside Gtl Somerst Norm
## 1106 Lvl Inside Gtl Somerst Norm
## 1107 Lvl FR2 Gtl Somerst Norm
## 1108 Lvl Inside Gtl Somerst Norm
## 1109 Lvl Inside Gtl Somerst Norm
## 1110 Lvl Inside Gtl Somerst Norm
## 1111 Lvl Inside Gtl Somerst Norm
## 1112 Lvl Inside Gtl Somerst Norm
## 1113 Lvl Inside Gtl Somerst Norm
## 1114 Lvl Inside Gtl Somerst Norm
## 1115 Lvl Inside Gtl Somerst Norm
## 1116 Lvl Inside Gtl Somerst Norm
## 1117 Lvl Inside Gtl Somerst Norm
## 1118 Lvl Inside Gtl Somerst Norm
## 1119 Lvl Inside Gtl SawyerW Norm
## 1120 Lvl Inside Gtl SawyerW Norm
## 1121 Lvl FR2 Gtl SawyerW Norm
## 1122 Lvl Inside Gtl SawyerW RRAe
## 1123 Lvl Inside Gtl SawyerW RRAe
## 1124 Lvl Inside Gtl SawyerW RRAe
## 1125 Lvl Inside Gtl SawyerW Norm
## 1126 Lvl Corner Gtl SawyerW Norm
## 1127 Lvl Inside Gtl SawyerW Norm
## 1128 Lvl Inside Gtl SawyerW Norm
## 1129 Lvl Inside Gtl SawyerW Norm
## 1130 Lvl CulDSac Gtl SawyerW Norm
## 1131 Lvl Inside Gtl SawyerW Norm
## 1132 Lvl Corner Gtl SawyerW Norm
## 1133 Lvl Inside Gtl SawyerW Norm
## 1134 Lvl Corner Gtl SawyerW RRNe
## 1135 Lvl Inside Gtl SawyerW Norm
## 1136 Lvl Inside Gtl SawyerW Norm
## 1137 Lvl Inside Gtl Sawyer RRAe
## 1138 Lvl Inside Gtl Sawyer Norm
## 1139 Lvl Inside Gtl Sawyer Feedr
## 1140 Lvl Inside Gtl Sawyer RRAe
## 1141 Lvl Inside Gtl Sawyer Norm
## 1142 Lvl Inside Gtl Sawyer Feedr
## 1143 Lvl Inside Gtl Veenker Norm
## 1144 Lvl Corner Gtl Sawyer Feedr
## 1145 Lvl Inside Gtl NoRidge Norm
## 1146 Lvl Inside Gtl NoRidge Norm
## 1147 Lvl Inside Gtl Somerst Norm
## 1148 Lvl Inside Gtl Somerst Norm
## 1149 Lvl Corner Gtl Somerst Norm
## 1150 Lvl Inside Gtl Somerst Norm
## 1151 Lvl Inside Gtl Somerst Norm
## 1152 Lvl Corner Gtl Somerst Norm
## 1153 Lvl Inside Gtl Somerst Norm
## 1154 Lvl Inside Gtl Somerst Norm
## 1155 Lvl Inside Gtl Somerst Norm
## 1156 Lvl Inside Gtl Somerst Norm
## 1157 Lvl Inside Gtl Somerst Norm
## 1158 Lvl Inside Gtl Somerst Norm
## 1159 Lvl CulDSac Gtl Somerst Norm
## 1160 Lvl Inside Gtl Somerst Norm
## 1161 Lvl Inside Gtl Somerst Norm
## 1162 Lvl Corner Gtl Somerst Norm
## 1163 Lvl Inside Gtl Somerst Norm
## 1164 Lvl Inside Gtl Somerst Norm
## 1165 Lvl Inside Gtl Somerst Norm
## 1166 Lvl Inside Gtl Veenker Norm
## 1167 Lvl CulDSac Gtl Veenker Norm
## 1168 Lvl CulDSac Gtl Veenker Norm
## 1169 Lvl CulDSac Gtl Veenker Norm
## 1170 Lvl CulDSac Gtl Veenker Norm
## 1171 Lvl Inside Gtl Veenker Norm
## 1172 Lvl Inside Gtl NWAmes Norm
## 1173 Lvl Inside Gtl NWAmes Norm
## 1174 Lvl Inside Gtl NWAmes Norm
## 1175 Lvl Inside Gtl NWAmes Norm
## 1176 Lvl CulDSac Gtl NWAmes Norm
## 1177 Lvl Inside Gtl NWAmes RRAn
## 1178 Lvl Inside Gtl NWAmes Norm
## 1179 Lvl Inside Gtl NAmes Feedr
## 1180 Lvl Corner Gtl NAmes Norm
## 1181 Lvl Inside Gtl NAmes Norm
## 1182 Lvl Inside Gtl NAmes Norm
## 1183 Lvl Inside Gtl NAmes Norm
## 1184 Lvl Inside Gtl NWAmes Feedr
## 1185 Lvl Inside Gtl NWAmes Norm
## 1186 Lvl Inside Gtl NWAmes Norm
## 1187 Lvl Inside Gtl NWAmes Norm
## 1188 Lvl Inside Gtl NWAmes Feedr
## 1189 Lvl Corner Gtl NAmes Norm
## 1190 Lvl Inside Gtl NWAmes Feedr
## condition.2 bldg.type house.style overall.qual overall.cond
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## 1080 Norm 1Fam 2Story 6 5
## 1081 Norm 1Fam 2Story 7 5
## 1082 Norm 1Fam 2Story 7 5
## 1083 Norm TwnhsE 1Story 7 6
## 1084 Norm 1Fam 2Story 6 5
## 1085 Norm 1Fam 2Story 7 5
## 1086 Norm 1Fam 2Story 7 5
## 1087 Norm 1Fam 2Story 7 5
## 1088 Norm 1Fam 2Story 7 5
## 1089 Norm 1Fam 2.5Unf 8 5
## 1090 Norm 1Fam 2Story 8 5
## 1091 Norm 1Fam 2Story 8 5
## 1092 Norm 1Fam 2Story 9 5
## 1093 Norm 1Fam 1Story 8 5
## 1094 Norm 1Fam 2Story 7 5
## 1095 Norm 1Fam 2Story 8 7
## 1096 Norm 1Fam 1Story 8 6
## 1097 Norm 1Fam 2Story 7 5
## 1098 Norm 1Fam 2Story 7 5
## 1099 Norm 1Fam 2Story 7 5
## 1100 Norm 1Fam 1Story 8 5
## 1101 Norm 1Fam 1Story 8 5
## 1102 Norm 1Fam 2Story 6 5
## 1103 Norm 1Fam 1Story 8 5
## 1104 Norm 1Fam 1Story 7 5
## 1105 Norm 1Fam 1Story 9 5
## 1106 Norm 1Fam 1Story 8 5
## 1107 Norm 1Fam 1Story 7 5
## 1108 Norm 1Fam 2Story 8 5
## 1109 Norm 1Fam 2Story 8 5
## 1110 Norm 1Fam 1Story 8 5
## 1111 Norm 1Fam 1Story 7 5
## 1112 Norm 1Fam 2Story 7 5
## 1113 Norm 1Fam 2Story 8 5
## 1114 Norm 1Fam 2Story 7 5
## 1115 Norm 1Fam 2Story 8 5
## 1116 Norm 1Fam 1Story 8 5
## 1117 Norm 1Fam 1Story 7 5
## 1118 Norm 1Fam 2Story 6 5
## 1119 Norm 1Fam 1Story 7 5
## 1120 Norm 1Fam 2Story 6 5
## 1121 Norm 1Fam 2Story 7 5
## 1122 Norm 1Fam 1Story 6 5
## 1123 Norm 1Fam 1Story 5 5
## 1124 Norm 1Fam 1Story 6 5
## 1125 Norm 1Fam 2Story 6 5
## 1126 Norm 1Fam 1Story 7 5
## 1127 Norm 1Fam 2Story 6 5
## 1128 Norm 1Fam 2Story 6 5
## 1129 Norm 1Fam 1Story 6 5
## 1130 Norm 1Fam 2Story 7 5
## 1131 Norm 1Fam 2Story 6 5
## 1132 Norm 1Fam 2Story 7 5
## 1133 Norm 1Fam 1Story 6 5
## 1134 Norm 1Fam 2Story 6 5
## 1135 Norm TwnhsE 1Story 6 5
## 1136 Norm TwnhsE 1Story 6 5
## 1137 Norm 1Fam 1Story 5 5
## 1138 Norm 1Fam 1Story 5 6
## 1139 Norm 1Fam 1Story 5 8
## 1140 Norm 2fmCon 1Story 5 5
## 1141 Norm 1Fam 1Story 5 5
## 1142 Norm 1Fam 1Story 6 8
## 1143 Norm 1Fam 1Story 6 5
## 1144 Norm 1Fam 1.5Fin 5 4
## 1145 Norm 1Fam 2Story 6 5
## 1146 Norm 1Fam 1.5Fin 9 5
## 1147 Norm TwnhsE 1Story 7 5
## 1148 Norm TwnhsE 2Story 7 5
## 1149 Norm TwnhsE 1Story 7 5
## 1150 Norm TwnhsE 2Story 6 5
## 1151 Norm TwnhsE 2Story 7 5
## 1152 Norm TwnhsE 2Story 7 5
## 1153 Norm Twnhs 2Story 7 5
## 1154 Norm Twnhs 2Story 6 5
## 1155 Norm TwnhsE 1Story 9 5
## 1156 Norm TwnhsE 1Story 9 5
## 1157 Norm TwnhsE 1Story 9 5
## 1158 Norm TwnhsE 1Story 9 5
## 1159 Norm TwnhsE 1Story 9 5
## 1160 Norm Twnhs 2Story 7 5
## 1161 Norm Twnhs SLvl 7 5
## 1162 Norm 1Fam 2Story 7 5
## 1163 Norm Twnhs 2Story 8 5
## 1164 Norm Twnhs 2Story 8 5
## 1165 Norm TwnhsE 2Story 10 5
## 1166 Norm TwnhsE 1Story 8 5
## 1167 Norm TwnhsE 1Story 8 5
## 1168 Norm TwnhsE 1Story 8 5
## 1169 Norm 1Fam 1Story 6 6
## 1170 Norm 1Fam 2Story 9 3
## 1171 Norm 1Fam 1Story 8 9
## 1172 Norm 1Fam 1Story 7 6
## 1173 Norm 1Fam SLvl 6 6
## 1174 Norm 1Fam 1Story 6 5
## 1175 Norm 1Fam 1Story 6 7
## 1176 Norm 1Fam 1Story 7 7
## 1177 Norm Duplex 1Story 5 6
## 1178 Norm 1Fam 2Story 6 7
## 1179 Norm 1Fam 2Story 5 6
## 1180 Norm 1Fam 1Story 5 8
## 1181 Norm 1Fam 1Story 5 7
## 1182 Norm Duplex 1Story 5 5
## 1183 Norm Duplex 1Story 5 5
## 1184 Norm Duplex 1Story 5 5
## 1185 Norm 1Fam 2Story 7 6
## 1186 Norm 1Fam 2Story 8 9
## 1187 Norm 1Fam 2Story 6 6
## 1188 Norm 1Fam 2Story 6 8
## 1189 Norm 1Fam SFoyer 7 9
## 1190 Norm 1Fam 2Story 7 5
## year.built year.remod.add roof.style roof.matl exterior.1st
## 1 1960 1960 Hip CompShg BrkFace
## 2 1961 1961 Gable CompShg VinylSd
## 3 1958 1958 Hip CompShg Wd Sdng
## 4 1968 1968 Hip CompShg BrkFace
## 5 1997 1998 Gable CompShg VinylSd
## 6 1998 1998 Gable CompShg VinylSd
## 7 2001 2001 Gable CompShg CemntBd
## 8 1992 1992 Gable CompShg HdBoard
## 9 1995 1996 Gable CompShg CemntBd
## 10 1999 1999 Gable CompShg VinylSd
## 11 1993 1994 Gable CompShg HdBoard
## 12 1992 2007 Gable CompShg HdBoard
## 13 1998 1998 Gable CompShg VinylSd
## 14 1990 1990 Gable CompShg HdBoard
## 15 1985 1985 Gable CompShg HdBoard
## 16 2003 2003 Hip CompShg CemntBd
## 17 1988 2005 Gable CompShg Wd Sdng
## 18 2010 2010 Hip CompShg VinylSd
## 19 1951 1951 Gable CompShg VinylSd
## 20 1978 1988 Gable CompShg Plywood
## 21 1977 1977 Hip CompShg Plywood
## 22 1974 1974 Gable CompShg Plywood
## 23 2000 2000 Gable CompShg VinylSd
## 24 1970 1970 Gable CompShg Wd Sdng
## 25 1971 2008 Gable CompShg VinylSd
## 26 1968 1968 Gable CompShg VinylSd
## 27 1970 1970 Gable CompShg Plywood
## 28 1971 1971 Gable CompShg HdBoard
## 29 1999 1999 Gable CompShg MetalSd
## 30 1971 1971 Gable CompShg HdBoard
## 31 1971 1971 Gable CompShg HdBoard
## 32 1971 1971 Gable CompShg HdBoard
## 33 1977 1977 Gable CompShg Plywood
## 34 1975 1975 Gable CompShg Plywood
## 35 1975 1975 Gable CompShg Plywood
## 36 1978 1978 Gable CompShg Plywood
## 37 2009 2010 Gable CompShg VinylSd
## 38 2007 2008 Gable CompShg VinylSd
## 39 2009 2010 Hip CompShg VinylSd
## 40 2009 2010 Gable CompShg VinylSd
## 41 2005 2005 Gable CompShg VinylSd
## 42 2005 2005 Hip CompShg VinylSd
## 43 2005 2006 Hip CompShg CemntBd
## 44 2004 2004 Gable CompShg VinylSd
## 45 2009 2010 Hip CompShg VinylSd
## 46 2009 2010 Gable CompShg VinylSd
## 47 2003 2004 Hip CompShg VinylSd
## 48 2002 2002 Gable CompShg VinylSd
## 49 2005 2005 Hip CompShg MetalSd
## 50 2006 2006 Gable CompShg VinylSd
## 51 2003 2003 Gable CompShg VinylSd
## 52 2005 2005 Gable CompShg VinylSd
## 53 2006 2006 Gable CompShg VinylSd
## 54 2004 2005 Gable CompShg VinylSd
## 55 2004 2004 Gable CompShg VinylSd
## 56 2004 2004 Gable CompShg VinylSd
## 57 2000 2000 Gable CompShg VinylSd
## 58 2001 2001 Gable CompShg VinylSd
## 59 1999 1999 Gable CompShg VinylSd
## 60 1998 1998 Hip CompShg VinylSd
## 61 1996 1996 Hip CompShg VinylSd
## 62 1994 1995 Gable CompShg HdBoard
## 63 1999 2007 Gable CompShg VinylSd
## 64 1998 1998 Gable CompShg VinylSd
## 65 1995 1996 Hip CompShg VinylSd
## 66 2009 2010 Hip CompShg VinylSd
## 67 2009 2009 Gable CompShg VinylSd
## 68 2008 2008 Gable CompShg VinylSd
## 69 2004 2005 Gable CompShg VinylSd
## 70 2005 2005 Gable CompShg VinylSd
## 71 2004 2004 Gable CompShg VinylSd
## 72 2004 2004 Gable CompShg VinylSd
## 73 1994 2002 Gable CompShg VinylSd
## 74 1980 1980 Gable CompShg Plywood
## 75 1992 1992 Gable CompShg Wd Sdng
## 76 1979 1979 Gable CompShg Plywood
## 77 1984 1984 Gable CompShg Plywood
## 78 1993 2003 Gable CompShg HdBoard
## 79 1984 1985 Hip CompShg HdBoard
## 80 1980 1981 Gable CompShg HdBoard
## 81 1920 1950 Gable CompShg Wd Sdng
## 82 1978 1978 Gable CompShg VinylSd
## 83 1961 1995 Gable CompShg HdBoard
## 84 1965 2009 Gable CompShg MetalSd
## 85 1967 1967 Gable CompShg MetalSd
## 86 1963 1963 Gable CompShg HdBoard
## 87 1962 2010 Gable CompShg HdBoard
## 88 1974 2002 Hip CompShg Plywood
## 89 1992 1992 Gable CompShg HdBoard
## 90 1993 1993 Gable CompShg HdBoard
## 91 1992 1993 Gable CompShg HdBoard
## 92 2004 2005 Gable CompShg MetalSd
## 93 2004 2004 Gable CompShg VinylSd
## 94 2004 2004 Gable CompShg MetalSd
## 95 2004 2005 Gable CompShg MetalSd
## 96 2004 2005 Gable CompShg MetalSd
## 97 2005 2005 Gable CompShg VinylSd
## 98 2009 2009 Gable CompShg MetalSd
## 99 2000 2000 Gable CompShg MetalSd
## 100 2000 2000 Gable CompShg MetalSd
## 101 1999 1999 Hip CompShg MetalSd
## 102 2003 2003 Gable CompShg VinylSd
## 103 2010 2010 Gable CompShg CemntBd
## 104 2000 2000 Gable CompShg VinylSd
## 105 1980 1980 Gable CompShg Wd Sdng
## 106 1978 1978 Gable CompShg Wd Sdng
## 107 1976 2005 Gable CompShg HdBoard
## 108 2002 2002 Gable CompShg VinylSd
## 109 1967 1967 Hip CompShg HdBoard
## 110 1993 1993 Gable CompShg MetalSd
## 111 1977 2001 Gable CompShg Plywood
## 112 1978 1978 Gable CompShg MetalSd
## 113 1988 1988 Gable CompShg HdBoard
## 114 1972 2006 Hip CompShg Plywood
## 115 1971 1971 Gable CompShg MetalSd
## 116 1966 1966 Hip CompShg VinylSd
## 117 1963 1963 Hip CompShg HdBoard
## 118 1959 1959 Gable CompShg Plywood
## 119 1966 1966 Hip CompShg HdBoard
## 120 1967 1967 Gable CompShg Wd Sdng
## 121 1964 1964 Gable CompShg HdBoard
## 122 1964 1964 Hip CompShg Wd Sdng
## 123 1963 1963 Gable CompShg MetalSd
## 124 1962 2001 Hip CompShg HdBoard
## 125 1950 1996 Hip CompShg MetalSd
## 126 1952 2002 Gable CompShg MetalSd
## 127 1949 1950 Gable CompShg MetalSd
## 128 1958 2008 Gable CompShg Wd Sdng
## 129 1940 1966 Gable CompShg Wd Sdng
## 130 1954 1954 Gable CompShg HdBoard
## 131 1955 1972 Gable CompShg AsbShng
## 132 1954 1954 Gable CompShg HdBoard
## 133 1966 2008 Gable CompShg HdBoard
## 134 1960 1960 Gable CompShg MetalSd
## 135 1970 1989 Gable CompShg Plywood
## 136 1966 2002 Gable CompShg BrkFace
## 137 1958 1958 Gable CompShg HdBoard
## 138 2003 2009 Gable CompShg VinylSd
## 139 1959 1959 Hip CompShg MetalSd
## 140 1959 1959 Hip CompShg BrkFace
## 141 1957 1957 Gable CompShg MetalSd
## 142 1959 1959 Hip CompShg MetalSd
## 143 1959 1959 Hip CompShg Plywood
## 144 1960 1960 Gable CompShg MetalSd
## 145 1959 1959 Hip CompShg MetalSd
## 146 1959 1959 Gable CompShg Wd Sdng
## 147 1956 1956 Gable CompShg MetalSd
## 148 1952 1952 Gable CompShg WdShing
## 149 1955 1955 Gable CompShg MetalSd
## 150 1958 1958 Gable CompShg MetalSd
## 151 1953 2007 Gable CompShg VinylSd
## 152 1920 1994 Gable CompShg MetalSd
## 153 1955 2007 Gable CompShg VinylSd
## 154 1954 2003 Gable CompShg Wd Sdng
## 155 1956 2000 Gable CompShg MetalSd
## 156 1948 1950 Gable CompShg VinylSd
## 157 1980 1980 Gable CompShg Plywood
## 158 1959 2006 Gable CompShg Wd Sdng
## 159 1967 2007 Mansard Other Wd Sdng
## 160 1948 2004 Gable CompShg WdShing
## 161 1959 1994 Hip CompShg BrkFace
## 162 1952 1952 Gable CompShg BrkFace
## 163 1951 2000 Gable CompShg Wd Sdng
## 164 1962 1962 Hip CompShg Wd Sdng
## 165 1960 1960 Gable CompShg BrkFace
## 166 1963 1984 Hip CompShg Wd Sdng
## 167 1966 1966 Gable CompShg MetalSd
## 168 1900 1954 Hip CompShg Wd Sdng
## 169 1910 2004 Gable CompShg Wd Sdng
## 170 1920 1950 Gable CompShg Wd Sdng
## 171 1927 1950 Gable CompShg WdShing
## 172 1957 1957 Hip CompShg MetalSd
## 173 1915 1950 Gambrel CompShg VinylSd
## 174 1945 1950 Gable CompShg MetalSd
## 175 1940 1992 Gable CompShg MetalSd
## 176 1929 2001 Gable CompShg Wd Sdng
## 177 1938 2000 Gable CompShg MetalSd
## 178 1948 2009 Gable CompShg VinylSd
## 179 1920 1962 Gable CompShg MetalSd
## 180 1923 1970 Gable CompShg AsbShng
## 181 1928 2003 Gable CompShg VinylSd
## 182 1900 2003 Gable CompShg Wd Sdng
## 183 1915 1950 Gable CompShg MetalSd
## 184 1890 2002 Gable CompShg Wd Sdng
## 185 1910 1950 Gable CompShg MetalSd
## 186 1957 1996 Gable CompShg MetalSd
## 187 1910 1950 Gable CompShg VinylSd
## 188 1885 1950 Gable CompShg VinylSd
## 189 1922 1994 Gable CompShg Wd Sdng
## 190 1950 1997 Gable CompShg MetalSd
## 191 1922 2005 Gable CompShg Wd Sdng
## 192 1925 1950 Gable CompShg MetalSd
## 193 1939 1950 Gable CompShg MetalSd
## 194 1940 1950 Gable CompShg MetalSd
## 195 1942 1950 Gable CompShg MetalSd
## 196 1948 1950 Gable CompShg Wd Sdng
## 197 1936 1980 Gable CompShg VinylSd
## 198 1930 1950 Gable CompShg MetalSd
## 199 1923 1950 Gable CompShg Wd Sdng
## 200 1921 1950 Gable CompShg Stucco
## 201 1915 1950 Gable CompShg MetalSd
## 202 1912 2009 Gable CompShg Wd Sdng
## 203 1920 1993 Gable CompShg VinylSd
## 204 1963 1963 Gable CompShg Wd Sdng
## 205 1930 1950 Hip CompShg VinylSd
## 206 1900 1996 Gable CompShg Wd Sdng
## 207 1940 1950 Gable CompShg MetalSd
## 208 1959 1959 Gable CompShg HdBoard
## 209 1917 1950 Gable CompShg Wd Sdng
## 210 1915 1950 Gable CompShg Wd Sdng
## 211 1940 1950 Gable CompShg VinylSd
## 212 1907 1950 Gambrel CompShg Wd Sdng
## 213 1910 1950 Gable CompShg Wd Sdng
## 214 1875 1996 Gable CompShg VinylSd
## 215 1967 1967 Gable Other Plywood
## 216 1968 1968 Hip CompShg HdBoard
## 217 1965 1965 Hip CompShg Plywood
## 218 1957 1996 Hip CompShg Wd Sdng
## 219 1967 1967 Gable CompShg HdBoard
## 220 1968 2001 Gable CompShg Plywood
## 221 1966 2008 Hip CompShg HdBoard
## 222 1969 1969 Gable CompShg HdBoard
## 223 1968 1968 Hip CompShg HdBoard
## 224 1978 1978 Gable CompShg Plywood
## 225 1968 1968 Gable CompShg HdBoard
## 226 1978 1978 Hip CompShg HdBoard
## 227 1996 1997 Gable CompShg Wd Sdng
## 228 1977 2001 Hip CompShg Wd Sdng
## 229 1927 1950 Gable CompShg Wd Sdng
## 230 1950 1995 Gable CompShg VinylSd
## 231 1979 1979 Shed Other Plywood
## 232 1978 1992 Gable CompShg VinylSd
## 233 1938 1990 Gable CompShg Wd Sdng
## 234 1920 1950 Gable CompShg Wd Sdng
## 235 1950 1987 Gable CompShg Wd Sdng
## 236 1956 1956 Gable CompShg Wd Sdng
## 237 1947 1979 Gable CompShg WdShing
## 238 1954 1998 Gable CompShg WdShing
## 239 2009 2009 Gable CompShg VinylSd
## 240 2009 2010 Gable CompShg VinylSd
## 241 1964 1964 Gable CompShg Wd Sdng
## 242 1946 2006 Gable CompShg MetalSd
## 243 1985 1985 Gable CompShg HdBoard
## 244 1987 1987 Gable CompShg Plywood
## 245 1993 1993 Gable CompShg VinylSd
## 246 1993 1994 Gable CompShg MetalSd
## 247 1992 1992 Gable CompShg HdBoard
## 248 2008 2008 Gable CompShg VinylSd
## 249 2006 2006 Gable CompShg VinylSd
## 250 2009 2009 Gable CompShg VinylSd
## 251 2010 2010 Gable CompShg VinylSd
## 252 1990 1990 Hip CompShg Plywood
## 253 1900 1993 Gable CompShg Wd Sdng
## 254 1971 1971 Gable CompShg HdBoard
## 255 1996 1996 Gable CompShg VinylSd
## 256 1997 1998 Gable CompShg VinylSd
## 257 1998 1998 Gable CompShg VinylSd
## 258 1977 2004 Gable CompShg CemntBd
## 259 1977 1977 Gable CompShg HdBoard
## 260 1976 1976 Gable CompShg HdBoard
## 261 1972 1972 Gable CompShg Wd Sdng
## 262 2003 2003 Hip CompShg CemntBd
## 263 2001 2002 Gable CompShg VinylSd
## 264 2003 2003 Gable CompShg VinylSd
## 265 1997 1997 Gable CompShg VinylSd
## 266 1998 1998 Gable CompShg VinylSd
## 267 2003 2003 Gable CompShg VinylSd
## 268 2004 2004 Gable CompShg VinylSd
## 269 2003 2003 Hip CompShg VinylSd
## 270 2004 2005 Gable CompShg VinylSd
## 271 2004 2004 Gable CompShg VinylSd
## 272 1945 2007 Gable CompShg VinylSd
## 273 1954 1954 Gable CompShg VinylSd
## 274 1965 1965 Hip CompShg AsphShn
## 275 1968 1968 Gable CompShg MetalSd
## 276 1948 1950 Gable CompShg VinylSd
## 277 1975 1975 Gable CompShg Plywood
## 278 1976 1976 Gable CompShg Plywood
## 279 1958 1958 Hip CompShg WdShing
## 280 2003 2004 Gable CompShg VinylSd
## 281 1945 1950 Gable CompShg VinylSd
## 282 1941 1950 Gable CompShg MetalSd
## 283 1957 2002 Hip CompShg HdBoard
## 284 1924 1999 Gable CompShg MetalSd
## 285 1915 1950 Gable CompShg Wd Sdng
## 286 1914 1950 Gable CompShg Stucco
## 287 1924 1950 Gable CompShg BrkFace
## 288 1939 1950 Gable CompShg Wd Sdng
## 289 1967 1967 Flat Other Plywood
## 290 1931 1950 Gable CompShg VinylSd
## 291 1919 1990 Gable CompShg Wd Sdng
## 292 1941 1985 Gable CompShg Wd Sdng
## 293 1950 1991 Gable CompShg VinylSd
## 294 1941 2006 Gable CompShg CemntBd
## 295 1959 2002 Gable CompShg BrkFace
## 296 1994 2007 Gable CompShg VinylSd
## 297 1989 1989 Gable CompShg HdBoard
## 298 1989 1989 Gable CompShg HdBoard
## 299 1959 1997 Gable CompShg BrkFace
## 300 1922 2007 Gable CompShg VinylSd
## 301 1941 1950 Gable CompShg Wd Sdng
## 302 1921 1975 Gable CompShg Wd Sdng
## 303 1920 1950 Gable CompShg MetalSd
## 304 1900 1950 Gable CompShg MetalSd
## 305 1952 1952 Hip CompShg Wd Sdng
## 306 1896 1950 Hip CompShg Wd Sdng
## 307 2004 2005 Hip CompShg CemntBd
## 308 1998 1999 Gable CompShg VinylSd
## 309 1977 1977 Gable CompShg Plywood
## 310 2003 2003 Gable CompShg VinylSd
## 311 1976 1976 Gable CompShg HdBoard
## 312 1976 1976 Gable CompShg Plywood
## 313 1948 1950 Gable CompShg Wd Sdng
## 314 2008 2008 Gable CompShg VinylSd
## 315 2009 2010 Gable CompShg VinylSd
## 316 2006 2007 Gable CompShg VinylSd
## 317 2009 2010 Gable CompShg VinylSd
## 318 2002 2003 Gable CompShg VinylSd
## 319 2002 2002 Gable CompShg VinylSd
## 320 2008 2009 Hip CompShg Stucco
## 321 1965 1977 Hip CompShg Plywood
## 322 2004 2005 Gable CompShg VinylSd
## 323 1971 1971 Mansard CompShg MetalSd
## 324 1999 1999 Gable CompShg VinylSd
## 325 1973 1973 Gable CompShg CemntBd
## 326 1973 1973 Gable CompShg CemntBd
## 327 1976 1976 Gable CompShg CemntBd
## 328 1970 1970 Gable CompShg CemntBd
## 329 1972 1972 Gable CompShg CemntBd
## 330 1970 1970 Gable CompShg CemntBd
## 331 1972 1972 Gable CompShg CemntBd
## 332 1971 2004 Gable CompShg VinylSd
## 333 1962 1962 Gable CompShg HdBoard
## 334 1984 1984 Gable CompShg VinylSd
## 335 1985 1986 Gable CompShg HdBoard
## 336 1991 1991 Gable CompShg HdBoard
## 337 1969 1969 Gable CompShg HdBoard
## 338 1994 1995 Hip CompShg VinylSd
## 339 1993 1994 Gable CompShg VinylSd
## 340 1956 1956 Gable CompShg MetalSd
## 341 1974 1974 Hip CompShg Plywood
## 342 1972 1995 Gable CompShg Plywood
## 343 1997 1997 Gable CompShg VinylSd
## 344 2003 2003 Gable CompShg VinylSd
## 345 1996 1997 Gable CompShg HdBoard
## 346 2006 2007 Gable CompShg VinylSd
## 347 1995 1996 Gable CompShg HdBoard
## 348 2004 2005 Gable CompShg CemntBd
## 349 2000 2000 Gable CompShg CemntBd
## 350 1998 1998 Gable CompShg CemntBd
## 351 1995 1996 Gable CompShg CemntBd
## 352 1998 1998 Gable CompShg VinylSd
## 353 1998 1998 Gable CompShg VinylSd
## 354 1998 1999 Gable CompShg VinylSd
## 355 1993 1994 Gable CompShg VinylSd
## 356 1993 1993 Gable CompShg VinylSd
## 357 1994 1995 Gable CompShg HdBoard
## 358 1993 1993 Gable CompShg HdBoard
## 359 1992 1993 Gable CompShg VinylSd
## 360 1994 1995 Gable CompShg HdBoard
## 361 1992 1992 Gable CompShg HdBoard
## 362 1999 1999 Gable CompShg VinylSd
## 363 1990 1990 Gable CompShg HdBoard
## 364 1984 1984 Gable CompShg HdBoard
## 365 2008 2009 Hip CompShg VinylSd
## 366 2008 2008 Hip CompShg VinylSd
## 367 2005 2005 Hip CompShg VinylSd
## 368 1977 1977 Gable CompShg HdBoard
## 369 1980 1980 Gable CompShg CemntBd
## 370 1979 1998 Gable CompShg HdBoard
## 371 1977 1977 Hip CompShg Plywood
## 372 1977 2000 Gable CompShg CemntBd
## 373 1978 1978 Gable CompShg HdBoard
## 374 1978 1986 Gable CompShg VinylSd
## 375 1980 1991 Gable CompShg Plywood
## 376 1980 1980 Gable CompShg Plywood
## 377 1978 1998 Gable CompShg HdBoard
## 378 1981 1981 Hip Other BrkFace
## 379 1978 1978 Gable CompShg Plywood
## 380 1976 1976 Gable CompShg HdBoard
## 381 1976 1976 Gable CompShg Plywood
## 382 2003 2003 Gable CompShg CemntBd
## 383 2009 2009 Gable CompShg VinylSd
## 384 2000 2001 Gable CompShg VinylSd
## 385 2002 2002 Gable CompShg VinylSd
## 386 1975 1975 Gable CompShg HdBoard
## 387 1974 1974 Hip CompShg Plywood
## 388 1975 1975 Gable CompShg Plywood
## 389 1974 1974 Hip CompShg HdBoard
## 390 1972 1972 Gable CompShg HdBoard
## 391 1974 1974 Gable CompShg VinylSd
## 392 1970 1970 Gable CompShg MetalSd
## 393 1969 2005 Gable CompShg Plywood
## 394 1970 1970 Gable CompShg HdBoard
## 395 1971 1971 Gable CompShg Plywood
## 396 1970 1970 Gable CompShg VinylSd
## 397 1970 1970 Gable CompShg HdBoard
## 398 1970 1970 Gable CompShg MetalSd
## 399 1971 1971 Gable CompShg HdBoard
## 400 1971 2006 Gable CompShg VinylSd
## 401 1973 1973 Gable CompShg HdBoard
## 402 1970 1970 Gable CompShg HdBoard
## 403 1971 1971 Gable CompShg HdBoard
## 404 1972 1972 Gable CompShg HdBoard
## 405 1972 2007 Gable CompShg HdBoard
## 406 1972 1972 Gable CompShg CemntBd
## 407 1976 1976 Gable CompShg Plywood
## 408 1976 1976 Gable CompShg Plywood
## 409 1976 1976 Gable CompShg Plywood
## 410 1975 1975 Gable CompShg Plywood
## 411 1974 1974 Gable CompShg Plywood
## 412 1977 1977 Gable CompShg Plywood
## 413 1978 1978 Gable CompShg Plywood
## 414 1978 1978 Gable CompShg Plywood
## 415 1978 1978 Gable CompShg Plywood
## 416 1976 1976 Gable CompShg Plywood
## 417 1967 1967 Gable CompShg HdBoard
## 418 1966 2004 Hip CompShg HdBoard
## 419 2006 2007 Hip CompShg CemntBd
## 420 2007 2007 Hip CompShg VinylSd
## 421 2008 2009 Hip CompShg VinylSd
## 422 2008 2008 Hip CompShg VinylSd
## 423 2006 2007 Hip CompShg VinylSd
## 424 2007 2007 Gable CompShg VinylSd
## 425 2008 2009 Hip CompShg VinylSd
## 426 2009 2009 Gable CompShg VinylSd
## 427 2008 2008 Gable CompShg VinylSd
## 428 2008 2008 Hip CompShg VinylSd
## 429 2009 2009 Hip CompShg CemntBd
## 430 2008 2008 Gable CompShg CemntBd
## 431 2007 2007 Hip CompShg VinylSd
## 432 2008 2009 Hip CompShg VinylSd
## 433 2008 2008 Gable CompShg VinylSd
## 434 2004 2005 Hip CompShg VinylSd
## 435 2007 2007 Gable CompShg VinylSd
## 436 2006 2006 Gable CompShg VinylSd
## 437 2008 2008 Hip CompShg VinylSd
## 438 2004 2005 Hip CompShg VinylSd
## 439 2006 2006 Gable CompShg VinylSd
## 440 2008 2008 Hip CompShg VinylSd
## 441 2004 2005 Hip CompShg VinylSd
## 442 2004 2005 Gable CompShg MetalSd
## 443 2003 2004 Gable CompShg VinylSd
## 444 2003 2004 Hip CompShg VinylSd
## 445 2009 2009 Gable CompShg VinylSd
## 446 2003 2003 Hip CompShg VinylSd
## 447 2003 2003 Hip CompShg VinylSd
## 448 2003 2004 Gable CompShg VinylSd
## 449 2006 2006 Gable CompShg VinylSd
## 450 2005 2005 Gable CompShg VinylSd
## 451 2005 2005 Gable CompShg VinylSd
## 452 2005 2005 Gable CompShg VinylSd
## 453 2007 2008 Gable CompShg VinylSd
## 454 2007 2008 Gable CompShg VinylSd
## 455 2004 2005 Hip CompShg CemntBd
## 456 2003 2004 Hip CompShg VinylSd
## 457 2008 2009 Hip CompShg MetalSd
## 458 2008 2008 Hip CompShg VinylSd
## 459 2002 2003 Hip CompShg VinylSd
## 460 2006 2006 Hip CompShg MetalSd
## 461 2003 2003 Gable CompShg VinylSd
## 462 2003 2004 Gable CompShg VinylSd
## 463 2005 2005 Gable CompShg VinylSd
## 464 2005 2006 Gable CompShg VinylSd
## 465 2005 2005 Gable CompShg VinylSd
## 466 2005 2005 Gable CompShg VinylSd
## 467 2007 2007 Hip CompShg VinylSd
## 468 2007 2007 Hip CompShg VinylSd
## 469 2005 2006 Gable CompShg VinylSd
## 470 2005 2006 Gable CompShg VinylSd
## 471 2005 2006 Gable CompShg VinylSd
## 472 2005 2006 Gable CompShg VinylSd
## 473 2004 2005 Gable CompShg VinylSd
## 474 2002 2002 Gable CompShg VinylSd
## 475 2004 2005 Gable CompShg WdShing
## 476 2004 2005 Gable CompShg VinylSd
## 477 2002 2002 Hip CompShg VinylSd
## 478 2004 2004 Gable CompShg VinylSd
## 479 2003 2003 Gable CompShg VinylSd
## 480 2003 2003 Gable CompShg VinylSd
## 481 2007 2008 Gable CompShg VinylSd
## 482 2000 2000 Gable CompShg VinylSd
## 483 2000 2000 Gable CompShg VinylSd
## 484 2004 2004 Gable CompShg VinylSd
## 485 2000 2000 Gable CompShg VinylSd
## 486 2000 2000 Gable CompShg VinylSd
## 487 1999 2000 Gable CompShg VinylSd
## 488 1999 1999 Gable CompShg VinylSd
## 489 1999 1999 Gable CompShg VinylSd
## 490 1999 1999 Gable CompShg VinylSd
## 491 1999 1999 Gable CompShg VinylSd
## 492 1999 1999 Gable CompShg VinylSd
## 493 1995 1996 Gable CompShg VinylSd
## 494 2000 2000 Gable CompShg VinylSd
## 495 1998 1998 Gable CompShg VinylSd
## 496 1998 1999 Hip CompShg VinylSd
## 497 1996 1997 Gable CompShg VinylSd
## 498 1994 1995 Hip CompShg Wd Sdng
## 499 1993 1993 Gable CompShg HdBoard
## 500 1995 1996 Gable CompShg VinylSd
## 501 1993 1994 Gable CompShg HdBoard
## 502 1994 2005 Hip CompShg VinylSd
## 503 1994 1994 Gable CompShg HdBoard
## 504 2008 2009 Gable CompShg VinylSd
## 505 2008 2008 Gable CompShg VinylSd
## 506 2008 2008 Gable CompShg VinylSd
## 507 2008 2009 Gable CompShg CemntBd
## 508 2007 2007 Gable CompShg VinylSd
## 509 2006 2006 Hip CompShg VinylSd
## 510 2005 2005 Gable CompShg VinylSd
## 511 2005 2006 Hip CompShg VinylSd
## 512 2009 2009 Gable CompShg VinylSd
## 513 2008 2008 Gable CompShg VinylSd
## 514 2009 2009 Gable CompShg VinylSd
## 515 2009 2009 Gable CompShg CemntBd
## 516 2008 2008 Hip CompShg VinylSd
## 517 2007 2008 Gable CompShg VinylSd
## 518 2009 2009 Gable CompShg CemntBd
## 519 2006 2007 Gable CompShg VinylSd
## 520 2008 2008 Gable CompShg VinylSd
## 521 2006 2006 Hip CompShg VinylSd
## 522 2005 2006 Gable CompShg VinylSd
## 523 2006 2007 Gable CompShg CemntBd
## 524 2008 2009 Hip CompShg VinylSd
## 525 2006 2007 Gable CompShg VinylSd
## 526 2003 2004 Gable CompShg VinylSd
## 527 2004 2005 Gable CompShg VinylSd
## 528 2003 2004 Gable CompShg VinylSd
## 529 2003 2003 Gable CompShg VinylSd
## 530 2007 2007 Gable CompShg VinylSd
## 531 2006 2006 Gable CompShg VinylSd
## 532 2004 2004 Gable CompShg VinylSd
## 533 2004 2004 Gable CompShg VinylSd
## 534 2004 2004 Gable Other VinylSd
## 535 2004 2005 Gable CompShg VinylSd
## 536 2004 2004 Gable CompShg VinylSd
## 537 2003 2004 Gable CompShg VinylSd
## 538 2008 2009 Gable CompShg VinylSd
## 539 1996 1997 Gable CompShg VinylSd
## 540 2005 2006 Gable CompShg VinylSd
## 541 2001 2001 Gable CompShg VinylSd
## 542 1992 1992 Gable CompShg HdBoard
## 543 1980 1980 Gable CompShg Plywood
## 544 1990 1991 Gable CompShg Plywood
## 545 1994 1994 Gable CompShg VinylSd
## 546 1986 1986 Gable CompShg VinylSd
## 547 1981 1981 Gable CompShg Wd Sdng
## 548 1950 1950 Gable CompShg Wd Sdng
## 549 1928 1950 Gable CompShg Wd Sdng
## 550 1962 1962 Hip CompShg HdBoard
## 551 1977 1977 Gable CompShg Plywood
## 552 1961 1961 Gable CompShg MetalSd
## 553 1961 1961 Gable CompShg Wd Sdng
## 554 1965 1965 Gable CompShg HdBoard
## 555 1963 1995 Gable CompShg Plywood
## 556 1961 1983 Hip CompShg HdBoard
## 557 1965 1965 Gable CompShg MetalSd
## 558 1962 1962 Gable CompShg VinylSd
## 559 1980 1980 Gable CompShg VinylSd
## 560 1991 2008 Gable CompShg VinylSd
## 561 2004 2005 Gable CompShg MetalSd
## 562 2009 2009 Gable CompShg VinylSd
## 563 2009 2009 Gable CompShg VinylSd
## 564 2008 2008 Gable CompShg VinylSd
## 565 2008 2008 Gable CompShg VinylSd
## 566 1999 1999 Gable CompShg MetalSd
## 567 2000 2000 Gable CompShg MetalSd
## 568 1999 1999 Hip CompShg MetalSd
## 569 1999 2000 Gable CompShg MetalSd
## 570 1977 2008 Gable CompShg MetalSd
## 571 1981 1981 Gable CompShg Wd Sdng
## 572 1981 1981 Gable CompShg BrkFace
## 573 1976 1976 Gable CompShg Plywood
## 574 1976 1993 Gable CompShg Plywood
## 575 1968 1968 Gable CompShg MetalSd
## 576 1970 1970 Hip CompShg HdBoard
## 577 1968 1968 Hip CompShg BrkFace
## 578 1973 1973 Gable CompShg HdBoard
## 579 1974 1974 Gable CompShg VinylSd
## 580 1972 1972 Gable CompShg HdBoard
## 581 1967 1997 Gable CompShg MetalSd
## 582 1967 1976 Gable CompShg HdBoard
## 583 1969 1969 Gable CompShg HdBoard
## 584 1969 1969 Gable CompShg HdBoard
## 585 1977 1992 Hip CompShg HdBoard
## 586 1977 1977 Gable CompShg Plywood
## 587 1998 1999 Hip CompShg VinylSd
## 588 2001 2001 Gable CompShg VinylSd
## 589 1967 1967 Gable CompShg HdBoard
## 590 1967 1967 Hip CompShg HdBoard
## 591 1965 1965 Gable CompShg VinylSd
## 592 1974 1974 Gable CompShg Plywood
## 593 1971 1971 Hip CompShg HdBoard
## 594 1967 1967 Gable CompShg BrkFace
## 595 1960 1960 Gable CompShg VinylSd
## 596 1959 1959 Hip CompShg MetalSd
## 597 1959 1959 Hip CompShg Wd Sdng
## 598 1957 1957 Gable CompShg Wd Sdng
## 599 1956 1956 Gable CompShg Wd Sdng
## 600 1958 1958 Gable CompShg VinylSd
## 601 1964 1964 Gable CompShg HdBoard
## 602 1961 1995 Gable CompShg Wd Sdng
## 603 1964 1964 Gable CompShg HdBoard
## 604 1966 1966 Gable CompShg Plywood
## 605 1965 1965 Gable CompShg MetalSd
## 606 1964 1964 Gable CompShg MetalSd
## 607 1959 1959 Gable CompShg MetalSd
## 608 1961 1961 Hip CompShg HdBoard
## 609 1955 1955 Gable CompShg Wd Sdng
## 610 1940 1950 Hip CompShg VinylSd
## 611 1950 1950 Gable CompShg MetalSd
## 612 1953 1953 Hip CompShg Wd Sdng
## 613 1967 1967 Gable CompShg BrkComm
## 614 1953 1953 Hip CompShg HdBoard
## 615 1956 1956 Hip CompShg MetalSd
## 616 1950 2005 Gable CompShg VinylSd
## 617 1950 2007 Gable CompShg MetalSd
## 618 1967 1967 Gable CompShg Plywood
## 619 1961 1961 Hip CompShg MetalSd
## 620 1963 1963 Gable CompShg Plywood
## 621 1966 2008 Gable CompShg MetalSd
## 622 1965 1990 Gable CompShg HdBoard
## 623 1968 1968 Gable CompShg VinylSd
## 624 1968 1968 Hip CompShg Wd Sdng
## 625 1920 2007 Gable CompShg VinylSd
## 626 1956 1956 Gable CompShg Wd Sdng
## 627 1957 1957 Hip CompShg BrkFace
## 628 1960 1960 Gable CompShg Plywood
## 629 1959 1998 Hip CompShg MetalSd
## 630 1958 1988 Hip CompShg Wd Sdng
## 631 1958 1998 Hip CompShg Wd Sdng
## 632 1956 1956 Gable CompShg BrkFace
## 633 1955 1955 Gable CompShg AsbShng
## 634 1956 1956 Gable CompShg Plywood
## 635 1962 1962 Gable CompShg Wd Sdng
## 636 1954 1990 Hip CompShg Wd Sdng
## 637 1958 1958 Hip CompShg Wd Sdng
## 638 1954 1954 Hip CompShg MetalSd
## 639 1953 1953 Gable CompShg MetalSd
## 640 1951 1951 Hip CompShg MetalSd
## 641 1955 1955 Gable CompShg Plywood
## 642 1951 2000 Hip CompShg Wd Sdng
## 643 1945 1950 Gable CompShg MetalSd
## 644 1952 2005 Hip CompShg Wd Sdng
## 645 1953 1953 Hip CompShg Wd Sdng
## 646 1900 1970 Gable CompShg HdBoard
## 647 1948 1999 Gable CompShg WdShing
## 648 1950 1950 Gable CompShg Wd Sdng
## 649 1948 2002 Gable CompShg VinylSd
## 650 1958 1958 Gable CompShg MetalSd
## 651 1916 1987 Gable CompShg HdBoard
## 652 1939 2006 Gable CompShg VinylSd
## 653 1900 2003 Gable CompShg MetalSd
## 654 1924 2006 Gable CompShg VinylSd
## 655 1925 1950 Gable CompShg MetalSd
## 656 1915 1950 Gable CompShg MetalSd
## 657 1910 2008 Gable CompShg VinylSd
## 658 1940 1950 Gable CompShg Stucco
## 659 1920 1950 Gable CompShg CBlock
## 660 1920 1950 Gable CompShg Wd Sdng
## 661 1890 1998 Gable CompShg VinylSd
## 662 1969 1969 Gable CompShg MetalSd
## 663 1963 1963 Gable CompShg HdBoard
## 664 1967 1967 Gable CompShg HdBoard
## 665 1969 1969 Gable CompShg MetalSd
## 666 1958 2007 Hip CompShg Wd Sdng
## 667 1957 1957 Hip CompShg Plywood
## 668 1957 2000 Hip CompShg MetalSd
## 669 1960 1960 Gable CompShg Wd Sdng
## 670 1958 1958 Flat Other Wd Sdng
## 671 1949 1950 Gable CompShg HdBoard
## 672 1950 1950 Gable CompShg BrkFace
## 673 1950 1950 Gable CompShg Wd Sdng
## 674 1949 1950 Gable CompShg BrkFace
## 675 1950 1982 Gable CompShg VinylSd
## 676 1958 1958 Hip CompShg BrkFace
## 677 1958 1965 Hip CompShg BrkFace
## 678 1952 1952 Gable CompShg MetalSd
## 679 1959 1959 Gable CompShg BrkFace
## 680 1959 1959 Hip CompShg BrkFace
## 681 1949 1996 Gable CompShg MetalSd
## 682 1948 1994 Gable CompShg MetalSd
## 683 1964 1964 Gable CompShg HdBoard
## 684 1978 1978 Gable CompShg Plywood
## 685 1963 1963 Hip CompShg HdBoard
## 686 1962 1962 Hip CompShg MetalSd
## 687 1926 2004 Gable CompShg MetalSd
## 688 1910 1981 Gable CompShg Wd Sdng
## 689 1935 1998 Gable CompShg Wd Sdng
## 690 1910 1950 Gable CompShg Wd Sdng
## 691 1941 1950 Gable CompShg Wd Sdng
## 692 1910 2003 Gable CompShg VinylSd
## 693 1910 2002 Gable CompShg VinylSd
## 694 1939 1950 Gable CompShg Wd Sdng
## 695 1892 1965 Gable CompShg Wd Sdng
## 696 1920 1950 Gable CompShg AsbShng
## 697 1952 1952 Hip CompShg Wd Sdng
## 698 1946 1992 Gable CompShg HdBoard
## 699 1910 1950 Gable CompShg MetalSd
## 700 1953 1953 Gable CompShg MetalSd
## 701 1950 1970 Gable CompShg Wd Sdng
## 702 1954 1954 Gable CompShg Wd Sdng
## 703 1920 1950 Gable CompShg MetalSd
## 704 1940 1950 Gable CompShg MetalSd
## 705 1910 1950 Gable CompShg VinylSd
## 706 1938 1996 Gable CompShg MetalSd
## 707 1923 1950 Gable CompShg Stucco
## 708 1920 2008 Gable CompShg MetalSd
## 709 1910 1950 Gable CompShg VinylSd
## 710 1947 1950 Gable CompShg AsbShng
## 711 1898 1965 Hip CompShg AsbShng
## 712 1880 2003 Mansard CompShg Stucco
## 713 1900 1950 Gable CompShg Stucco
## 714 1917 2007 Gable CompShg Stucco
## 715 1882 1986 Gable CompShg Wd Sdng
## 716 1910 1950 Gable CompShg Stucco
## 717 1920 1988 Hip CompShg VinylSd
## 718 1910 2006 Hip CompShg MetalSd
## 719 1890 1996 Hip CompShg VinylSd
## 720 1920 1950 Gable CompShg MetalSd
## 721 1910 2002 Gable CompShg MetalSd
## 722 1920 1950 Gable CompShg Wd Sdng
## 723 1900 1950 Mansard CompShg AsbShng
## 724 1923 2004 Gable CompShg Wd Sdng
## 725 1923 1950 Gable CompShg MetalSd
## 726 1925 2007 Gable CompShg Wd Sdng
## 727 1930 1982 Gable CompShg WdShing
## 728 1916 1950 Gable CompShg Wd Sdng
## 729 1936 1950 Gable CompShg MetalSd
## 730 1937 2000 Gable CompShg MetalSd
## 731 1925 1997 Gable CompShg Wd Sdng
## 732 1939 1950 Gable CompShg MetalSd
## 733 1924 1950 Gable CompShg Stucco
## 734 1926 2004 Gable CompShg Wd Sdng
## 735 1924 1950 Gable CompShg Wd Sdng
## 736 1936 1950 Gable CompShg Wd Sdng
## 737 1935 1995 Gable CompShg AsbShng
## 738 1936 1950 Gable CompShg AsbShng
## 739 1931 1993 Gable CompShg Wd Sdng
## 740 1925 1999 Gable CompShg MetalSd
## 741 1938 1950 Gable CompShg Wd Sdng
## 742 1925 1950 Hip CompShg Wd Sdng
## 743 1916 1994 Gable CompShg Wd Sdng
## 744 1910 1993 Gable CompShg HdBoard
## 745 1915 1950 Gable CompShg MetalSd
## 746 1915 2005 Gable CompShg Stucco
## 747 1915 1994 Gable CompShg Wd Sdng
## 748 1912 1950 Gable CompShg Wd Sdng
## 749 1922 1950 Hip CompShg MetalSd
## 750 1927 1950 Gable CompShg Plywood
## 751 1925 1950 Gable CompShg MetalSd
## 752 1915 2002 Gable CompShg Wd Sdng
## 753 1902 2000 Gable CompShg MetalSd
## 754 1927 1950 Gable CompShg MetalSd
## 755 1923 1950 Hip CompShg MetalSd
## 756 1915 1965 Gable CompShg MetalSd
## 757 1946 2001 Gable CompShg MetalSd
## 758 1987 1988 Gable CompShg Plywood
## 759 1987 1988 Gable CompShg Plywood
## 760 1978 1978 Gable CompShg Plywood
## 761 1922 1950 Gable CompShg Wd Sdng
## 762 1925 1950 Gambrel CompShg Wd Sdng
## 763 1934 1950 Gable CompShg MetalSd
## 764 1963 1999 Gable CompShg HdBoard
## 765 1963 1963 Gable CompShg VinylSd
## 766 1978 1978 Hip CompShg HdBoard
## 767 1967 1967 Hip CompShg HdBoard
## 768 1967 2004 Hip CompShg HdBoard
## 769 1978 1978 Gable CompShg Plywood
## 770 1982 1982 Hip CompShg Wd Sdng
## 771 1982 1982 Hip CompShg HdBoard
## 772 1962 1962 Gable CompShg Wd Sdng
## 773 1961 1961 Hip CompShg HdBoard
## 774 1960 1960 Hip CompShg Wd Sdng
## 775 1956 1956 Hip CompShg Wd Sdng
## 776 1947 1950 Gable CompShg Wd Sdng
## 777 1957 1989 Gable CompShg Wd Sdng
## 778 1968 2003 Flat Other Wd Sdng
## 779 1956 1956 Gable CompShg VinylSd
## 780 1940 1950 Gable CompShg VinylSd
## 781 1955 1993 Hip CompShg Wd Sdng
## 782 1955 1955 Hip CompShg BrkFace
## 783 1954 1954 Gable CompShg VinylSd
## 784 1956 1956 Hip CompShg Wd Sdng
## 785 1956 1956 Hip CompShg MetalSd
## 786 1958 1958 Gable CompShg BrkComm
## 787 1946 1950 Hip CompShg MetalSd
## 788 1941 1950 Hip CompShg MetalSd
## 789 1954 1954 Gable CompShg Wd Sdng
## 790 1957 1957 Gable CompShg Wd Sdng
## 791 1984 1984 Gable CompShg HdBoard
## 792 1949 2008 Gable CompShg Wd Sdng
## 793 1939 1950 Gable CompShg WdShing
## 794 1940 1950 Gable CompShg MetalSd
## 795 1990 1991 Gable CompShg HdBoard
## 796 1983 1983 Gable CompShg Wd Sdng
## 797 1983 2009 Gable CompShg Wd Sdng
## 798 1990 1991 Hip CompShg HdBoard
## 799 1993 1993 Gable CompShg HdBoard
## 800 1993 1994 Gable CompShg VinylSd
## 801 1995 1995 Gable CompShg VinylSd
## 802 1880 2007 Gable CompShg HdBoard
## 803 1979 1979 Gable CompShg HdBoard
## 804 1979 1979 Gable CompShg Plywood
## 805 1979 1979 Gable CompShg HdBoard
## 806 1979 1979 Gable CompShg HdBoard
## 807 1979 1979 Gable CompShg Plywood
## 808 1979 1979 Gable CompShg Plywood
## 809 1979 1979 Gable CompShg Plywood
## 810 1979 1979 Gable CompShg HdBoard
## 811 2000 2000 Hip CompShg VinylSd
## 812 2000 2000 Hip CompShg VinylSd
## 813 2000 2000 Hip CompShg VinylSd
## 814 2009 2009 Hip CompShg VinylSd
## 815 2007 2008 Hip CompShg VinylSd
## 816 2008 2008 Gable CompShg VinylSd
## 817 2008 2008 Gable CompShg VinylSd
## 818 2008 2008 Gable CompShg VinylSd
## 819 2007 2007 Gable CompShg VinylSd
## 820 2007 2008 Hip CompShg VinylSd
## 821 2007 2007 Gable CompShg VinylSd
## 822 2006 2006 Gable CompShg VinylSd
## 823 2007 2007 Gable CompShg VinylSd
## 824 2008 2008 Gable CompShg VinylSd
## 825 2007 2007 Gable CompShg VinylSd
## 826 2005 2006 Gable CompShg VinylSd
## 827 2005 2006 Gable CompShg VinylSd
## 828 1989 1989 Gable CompShg Wd Sdng
## 829 1992 1993 Gable CompShg VinylSd
## 830 1967 1967 Flat Other Plywood
## 831 1996 1996 Gable CompShg VinylSd
## 832 1994 1994 Gable CompShg VinylSd
## 833 1997 1997 Gable CompShg VinylSd
## 834 1996 1996 Gable CompShg VinylSd
## 835 1998 1998 Gable CompShg VinylSd
## 836 1994 1995 Gable CompShg VinylSd
## 837 1994 1995 Gable CompShg VinylSd
## 838 1998 1998 Gable CompShg VinylSd
## 839 1999 1999 Gable CompShg VinylSd
## 840 1999 1999 Gable CompShg VinylSd
## 841 1998 1998 Gable CompShg VinylSd
## 842 2002 2002 Gable CompShg VinylSd
## 843 2002 2002 Gable CompShg VinylSd
## 844 2001 2001 Gable CompShg VinylSd
## 845 2001 2002 Gable CompShg VinylSd
## 846 2002 2001 Gable CompShg VinylSd
## 847 2001 2001 Gable CompShg VinylSd
## 848 1978 1978 Gable CompShg HdBoard
## 849 1978 1978 Gable CompShg MetalSd
## 850 1979 1979 Gable CompShg HdBoard
## 851 1977 2008 Gable CompShg HdBoard
## 852 1978 2005 Gable CompShg VinylSd
## 853 1977 1989 Gable CompShg HdBoard
## 854 1972 1972 Gable CompShg HdBoard
## 855 1972 1972 Hip CompShg MetalSd
## 856 1972 2003 Gable CompShg WdShing
## 857 1972 2007 Gable CompShg HdBoard
## 858 2002 2002 Hip CompShg VinylSd
## 859 2003 2003 Gable CompShg VinylSd
## 860 2001 2001 Hip CompShg VinylSd
## 861 2001 2001 Gable CompShg VinylSd
## 862 2000 2000 Hip CompShg VinylSd
## 863 2001 2001 Gable CompShg VinylSd
## 864 1999 2000 Gable CompShg VinylSd
## 865 1996 1996 Hip CompShg VinylSd
## 866 2002 2003 Hip CompShg HdBoard
## 867 1997 1998 Gable CompShg VinylSd
## 868 1997 1998 Gable CompShg VinylSd
## 869 1996 1996 Gable CompShg VinylSd
## 870 2001 2001 Gable CompShg VinylSd
## 871 2000 2001 Gable CompShg VinylSd
## 872 2003 2004 Gable CompShg VinylSd
## 873 2003 2003 Gable CompShg VinylSd
## 874 2007 2007 Gable CompShg VinylSd
## 875 2004 2004 Gable CompShg VinylSd
## 876 2004 2004 Gable CompShg VinylSd
## 877 2005 2005 Gable CompShg VinylSd
## 878 2007 2007 Gable CompShg VinylSd
## 879 1949 2003 Gable CompShg VinylSd
## 880 1964 1999 Hip CompShg MetalSd
## 881 1938 1958 Gable CompShg MetalSd
## 882 2003 2003 Gable CompShg HdBoard
## 883 1977 1977 Hip CompShg HdBoard
## 884 1960 1971 Gable CompShg HdBoard
## 885 1976 1976 Hip CompShg MetalSd
## 886 2007 2008 Hip CompShg CemntBd
## 887 2005 2006 Gable CompShg VinylSd
## 888 1947 2008 Hip CompShg VinylSd
## 889 1959 1959 Gable CompShg AsbShng
## 890 1950 1950 Gable CompShg MetalSd
## 891 1945 1950 Gable CompShg WdShing
## 892 1922 1950 Gable CompShg Wd Sdng
## 893 1952 1952 Flat Other BrkComm
## 894 1959 1959 Hip CompShg VinylSd
## 895 1956 1956 Hip CompShg HdBoard
## 896 1956 1956 Gable CompShg AsbShng
## 897 1920 2000 Gable CompShg Wd Sdng
## 898 1941 1950 Gable CompShg Wd Sdng
## 899 1941 1960 Gable CompShg Wd Sdng
## 900 1938 1950 Gable CompShg MetalSd
## 901 1932 2000 Gable CompShg VinylSd
## 902 1920 1950 Gable CompShg Wd Sdng
## 903 1940 1950 Gable CompShg VinylSd
## 904 1920 1970 Gable CompShg Wd Sdng
## 905 1935 1950 Gable CompShg Wd Sdng
## 906 1928 1950 Gable CompShg WdShing
## 907 1916 2000 Gable CompShg Stucco
## 908 1925 1990 Gable CompShg WdShing
## 909 1936 2007 Gable CompShg Wd Sdng
## 910 1928 1950 Gable CompShg BrkFace
## 911 1928 1950 Gable CompShg Wd Sdng
## 912 1918 1990 Gambrel CompShg Wd Sdng
## 913 1926 2004 Gambrel CompShg MetalSd
## 914 1940 1950 Gable CompShg Wd Sdng
## 915 1942 1950 Gable CompShg Wd Sdng
## 916 1940 1950 Gable CompShg MetalSd
## 917 1960 1960 Gable CompShg MetalSd
## 918 1921 2006 Gable CompShg Wd Sdng
## 919 1921 1950 Gable CompShg Wd Sdng
## 920 1940 1950 Gable CompShg Wd Sdng
## 921 1954 1954 Gable CompShg BrkFace
## 922 1941 1950 Gable CompShg MetalSd
## 923 1960 1960 Gable CompShg HdBoard
## 924 1949 2005 Gable CompShg BrkComm
## 925 1950 2004 Gable CompShg HdBoard
## 926 1954 1954 Gable CompShg HdBoard
## 927 1980 1980 Gable CompShg MetalSd
## 928 1980 1992 Gable CompShg MetalSd
## 929 1980 1980 Gable CompShg MetalSd
## 930 1980 1980 Gable CompShg MetalSd
## 931 1986 1986 Gable CompShg VinylSd
## 932 1971 2009 Hip CompShg BrkFace
## 933 1988 2007 Hip CompShg Wd Sdng
## 934 1920 1997 Hip CompShg VinylSd
## 935 1900 1993 Gambrel CompShg AsbShng
## 936 1920 1950 Gable CompShg Wd Sdng
## 937 1915 1982 Hip CompShg Plywood
## 938 1925 1950 Gable CompShg MetalSd
## 939 2007 2008 Hip CompShg CemntBd
## 940 2000 2001 Gable CompShg CemntBd
## 941 2003 2003 Gable CompShg VinylSd
## 942 2004 2005 Hip CompShg VinylSd
## 943 2001 2002 Gable CompShg VinylSd
## 944 1977 1977 Gable CompShg Plywood
## 945 1977 1977 Gable CompShg Plywood
## 946 1977 1977 Gable CompShg Plywood
## 947 1990 1991 Gable CompShg HdBoard
## 948 1991 1991 Gable CompShg HdBoard
## 949 1965 1965 Hip CompShg BrkFace
## 950 2007 2008 Hip CompShg VinylSd
## 951 2009 2009 Gable CompShg VinylSd
## 952 2008 2008 Gable CompShg CemntBd
## 953 2008 2008 Gable CompShg CemntBd
## 954 2007 2007 Gable CompShg VinylSd
## 955 1988 1988 Gable CompShg HdBoard
## 956 1980 2006 Gable CompShg MetalSd
## 957 1987 1989 Hip CompShg Plywood
## 958 2001 2002 Gable CompShg VinylSd
## 959 2003 2003 Gable CompShg VinylSd
## 960 2006 2006 Hip CompShg VinylSd
## 961 2007 2007 Hip CompShg CemntBd
## 962 1968 1968 Gable CompShg HdBoard
## 963 1960 2006 Hip CompShg HdBoard
## 964 1998 1998 Hip CompShg VinylSd
## 965 1999 1999 Hip CompShg VinylSd
## 966 1973 1973 Gable CompShg CemntBd
## 967 1968 1968 Gable CompShg HdBoard
## 968 1970 2002 Gable CompShg CemntBd
## 969 1969 2000 Hip CompShg HdBoard
## 970 1970 1970 Gable CompShg CemntBd
## 971 1970 2008 Gable CompShg CemntBd
## 972 1970 1970 Gable CompShg CemntBd
## 973 1972 1972 Gable CompShg MetalSd
## 974 1993 1996 Gable CompShg HdBoard
## 975 1978 1978 Gable CompShg Plywood
## 976 1985 1985 Gable CompShg HdBoard
## 977 1992 1993 Gable CompShg HdBoard
## 978 1993 1995 Gable CompShg VinylSd
## 979 1992 1992 Gable CompShg HdBoard
## 980 1977 1977 Gable CompShg Plywood
## 981 1969 1969 Gable CompShg VinylSd
## 982 1958 2002 Hip CompShg MetalSd
## 983 1970 1970 Gable CompShg BrkFace
## 984 1969 1969 Gable CompShg HdBoard
## 985 1997 1998 Gable CompShg VinylSd
## 986 1995 1996 Gable CompShg VinylSd
## 987 1998 1998 Gable CompShg VinylSd
## 988 1998 1998 Gable CompShg VinylSd
## 989 1996 1996 Gable CompShg HdBoard
## 990 1996 1997 Gable CompShg HdBoard
## 991 1996 1997 Gable CompShg HdBoard
## 992 2001 2002 Gable CompShg CemntBd
## 993 1997 1997 Gable CompShg CemntBd
## 994 1993 1993 Gable CompShg HdBoard
## 995 1992 1992 Gable CompShg HdBoard
## 996 1997 1998 Gable CompShg VinylSd
## 997 1998 1998 Gable CompShg VinylSd
## 998 1995 1996 Gable CompShg HdBoard
## 999 1994 1996 Gable CompShg MetalSd
## 1000 1991 1991 Gable CompShg HdBoard
## 1001 1988 1989 Gable CompShg HdBoard
## 1002 1989 1989 Gable CompShg HdBoard
## 1003 2005 2005 Gable CompShg VinylSd
## 1004 2005 2007 Hip CompShg VinylSd
## 1005 2004 2004 Hip CompShg VinylSd
## 1006 2007 2007 Hip CompShg MetalSd
## 1007 1950 1950 Hip CompShg AsbShng
## 1008 1986 1991 Gable CompShg Plywood
## 1009 1988 1988 Gable CompShg Plywood
## 1010 1981 1981 Gable CompShg MetalSd
## 1011 1983 1983 Gable CompShg WdShing
## 1012 1978 1978 Hip CompShg Plywood
## 1013 1979 1979 Hip CompShg Plywood
## 1014 1977 1995 Gable CompShg HdBoard
## 1015 1976 1976 Hip CompShg HdBoard
## 1016 1977 1977 Gable CompShg VinylSd
## 1017 1980 1988 Gable CompShg HdBoard
## 1018 1969 1969 Gable CompShg VinylSd
## 1019 1978 1978 Mansard Other Plywood
## 1020 1976 1976 Gable CompShg Plywood
## 1021 1976 1976 Gable CompShg HdBoard
## 1022 1976 1976 Hip CompShg Plywood
## 1023 1973 2000 Gable CompShg HdBoard
## 1024 1996 1996 Gable CompShg VinylSd
## 1025 1974 1974 Gable CompShg VinylSd
## 1026 1969 1969 Gable CompShg HdBoard
## 1027 1969 1969 Gable CompShg HdBoard
## 1028 1971 1971 Hip CompShg MetalSd
## 1029 1972 1972 Hip CompShg MetalSd
## 1030 1998 1999 Gable CompShg MetalSd
## 1031 1973 1973 Gable CompShg HdBoard
## 1032 1973 1973 Gable CompShg HdBoard
## 1033 1972 1972 Gable CompShg HdBoard
## 1034 1970 1970 Gable CompShg HdBoard
## 1035 1971 1971 Gable CompShg HdBoard
## 1036 1971 1971 Gable CompShg HdBoard
## 1037 1972 1972 Gable CompShg HdBoard
## 1038 1977 1977 Gable CompShg Plywood
## 1039 1975 1975 Gable CompShg Plywood
## 1040 1977 1977 Gable CompShg Plywood
## 1041 1966 1966 Gable CompShg HdBoard
## 1042 2008 2008 Hip CompShg VinylSd
## 1043 2007 2008 Gable CompShg VinylSd
## 1044 2007 2008 Hip CompShg CemntBd
## 1045 2008 2008 Hip CompShg VinylSd
## 1046 2007 2007 Hip CompShg VinylSd
## 1047 2007 2008 Hip CompShg VinylSd
## 1048 2007 2007 Hip CompShg VinylSd
## 1049 2007 2007 Hip CompShg VinylSd
## 1050 2006 2006 Hip CompShg VinylSd
## 1051 2005 2006 Hip CompShg CemntBd
## 1052 2005 2005 Gable CompShg CemntBd
## 1053 2007 2007 Hip CompShg VinylSd
## 1054 2004 2004 Gable CompShg VinylSd
## 1055 2003 2003 Hip CompShg MetalSd
## 1056 2003 2004 Gable CompShg VinylSd
## 1057 2003 2004 Gable CompShg VinylSd
## 1058 2003 2004 Gable CompShg VinylSd
## 1059 2001 2002 Gable CompShg VinylSd
## 1060 2003 2003 Gable CompShg VinylSd
## 1061 2008 2008 Hip CompShg MetalSd
## 1062 2008 2008 Hip CompShg MetalSd
## 1063 2005 2005 Gable CompShg VinylSd
## 1064 2003 2004 Hip CompShg MetalSd
## 1065 2005 2005 Hip CompShg MetalSd
## 1066 2007 2008 Hip CompShg MetalSd
## 1067 2006 2007 Hip CompShg MetalSd
## 1068 2006 2007 Hip CompShg MetalSd
## 1069 2003 2004 Gable CompShg VinylSd
## 1070 2003 2004 Gable CompShg VinylSd
## 1071 2004 2004 Gable CompShg VinylSd
## 1072 2003 2003 Gable CompShg VinylSd
## 1073 2004 2004 Hip CompShg VinylSd
## 1074 2005 2006 Gable CompShg VinylSd
## 1075 2007 2007 Gable CompShg VinylSd
## 1076 2007 2008 Gable CompShg WdShing
## 1077 2004 2004 Gable CompShg VinylSd
## 1078 2004 2004 Gable CompShg VinylSd
## 1079 2005 2005 Gable CompShg VinylSd
## 1080 2005 2005 Gable CompShg VinylSd
## 1081 2002 2003 Gable CompShg VinylSd
## 1082 2003 2003 Gable CompShg VinylSd
## 1083 2007 2008 Gable CompShg VinylSd
## 1084 2000 2000 Gable CompShg VinylSd
## 1085 2000 2001 Gable CompShg VinylSd
## 1086 2004 2005 Gable CompShg VinylSd
## 1087 1999 2000 Gable CompShg VinylSd
## 1088 1999 1999 Gable CompShg VinylSd
## 1089 1997 1997 Hip CompShg HdBoard
## 1090 1998 1998 Gable CompShg VinylSd
## 1091 2000 2000 Gable CompShg VinylSd
## 1092 2000 2000 Hip CompShg VinylSd
## 1093 1998 1998 Gable CompShg VinylSd
## 1094 1996 1997 Gable CompShg VinylSd
## 1095 1995 1995 Gable CompShg VinylSd
## 1096 1995 1995 Hip CompShg MetalSd
## 1097 1993 1994 Hip CompShg Wd Sdng
## 1098 1993 1994 Hip Other VinylSd
## 1099 1994 1994 Gable CompShg VinylSd
## 1100 1994 1994 Hip CompShg HdBoard
## 1101 2007 2008 Gable CompShg VinylSd
## 1102 2007 2007 Gable CompShg VinylSd
## 1103 2006 2006 Gable CompShg VinylSd
## 1104 2006 2006 Gable CompShg VinylSd
## 1105 2008 2008 Gable CompShg VinylSd
## 1106 2007 2007 Gable CompShg VinylSd
## 1107 2008 2008 Gable CompShg VinylSd
## 1108 2007 2007 Gable CompShg VinylSd
## 1109 2007 2008 Hip CompShg VinylSd
## 1110 2007 2008 Gable CompShg VinylSd
## 1111 2007 2008 Gable CompShg VinylSd
## 1112 2005 2005 Gable CompShg VinylSd
## 1113 2003 2004 Hip CompShg VinylSd
## 1114 2005 2005 Gable CompShg CemntBd
## 1115 2007 2008 Gable CompShg VinylSd
## 1116 2007 2007 Gable CompShg VinylSd
## 1117 2007 2008 Gable CompShg CemntBd
## 1118 2003 2003 Gable CompShg VinylSd
## 1119 2004 2005 Gable CompShg VinylSd
## 1120 2003 2003 Gable CompShg VinylSd
## 1121 2003 2004 Gable CompShg VinylSd
## 1122 2005 2006 Gable CompShg VinylSd
## 1123 2004 2004 Gable CompShg VinylSd
## 1124 2003 2004 Gable CompShg VinylSd
## 1125 2004 2004 Gable CompShg VinylSd
## 1126 2007 2007 Gable CompShg VinylSd
## 1127 1995 1995 Gable CompShg VinylSd
## 1128 1993 1994 Gable CompShg HdBoard
## 1129 1994 1998 Gable CompShg HdBoard
## 1130 1994 1995 Gable CompShg VinylSd
## 1131 2001 2001 Gable CompShg VinylSd
## 1132 1992 1992 Gable CompShg HdBoard
## 1133 1991 1991 Gable CompShg HdBoard
## 1134 1993 1993 Gable CompShg HdBoard
## 1135 1993 1994 Gable CompShg Plywood
## 1136 1993 1993 Gable CompShg Plywood
## 1137 1963 1963 Hip CompShg Wd Sdng
## 1138 1962 1962 Hip CompShg HdBoard
## 1139 1961 2007 Gable CompShg Wd Sdng
## 1140 1968 1968 Gable CompShg HdBoard
## 1141 1963 1963 Hip CompShg Wd Sdng
## 1142 1961 1996 Hip CompShg HdBoard
## 1143 1974 1974 Gable CompShg HdBoard
## 1144 1972 1972 Gable CompShg HdBoard
## 1145 1990 1991 Hip CompShg HdBoard
## 1146 1993 1994 Hip CompShg Wd Sdng
## 1147 2004 2004 Gable CompShg MetalSd
## 1148 2006 2007 Gable CompShg MetalSd
## 1149 2004 2005 Gable CompShg MetalSd
## 1150 2005 2005 Gable CompShg MetalSd
## 1151 2007 2007 Gable CompShg VinylSd
## 1152 2007 2007 Gable CompShg VinylSd
## 1153 1999 1999 Gable CompShg MetalSd
## 1154 1999 1999 Gable CompShg MetalSd
## 1155 2000 2000 Hip CompShg MetalSd
## 1156 2001 2001 Gable CompShg VinylSd
## 1157 2001 2001 Gable CompShg VinylSd
## 1158 1999 2000 Gable CompShg VinylSd
## 1159 1999 2000 Gable CompShg MetalSd
## 1160 1999 2000 Gable CompShg MetalSd
## 1161 1999 2000 Gable CompShg VinylSd
## 1162 2001 2001 Gable CompShg VinylSd
## 1163 1999 1999 Gable CompShg MetalSd
## 1164 1999 2000 Gable CompShg MetalSd
## 1165 1998 1999 Gable CompShg BrkFace
## 1166 1996 1996 Gable CompShg BrkFace
## 1167 1995 1995 Hip CompShg BrkFace
## 1168 1993 1993 Gable CompShg BrkFace
## 1169 1984 1984 Gable CompShg Plywood
## 1170 1977 1977 Mansard CompShg Wd Sdng
## 1171 1976 2007 Gable CompShg VinylSd
## 1172 1970 1970 Hip CompShg Plywood
## 1173 1969 1969 Gable CompShg MetalSd
## 1174 1968 1968 Gable CompShg HdBoard
## 1175 1971 2004 Gable CompShg VinylSd
## 1176 1967 1967 Gable CompShg Plywood
## 1177 1965 1965 Gable CompShg MetalSd
## 1178 1974 1997 Gable CompShg HdBoard
## 1179 1968 1968 Gable CompShg MetalSd
## 1180 1965 2008 Gable CompShg VinylSd
## 1181 1965 2005 Hip CompShg HdBoard
## 1182 1965 1965 Gable CompShg HdBoard
## 1183 1965 1965 Gable CompShg HdBoard
## 1184 1973 1973 Gable CompShg Plywood
## 1185 1971 1971 Gable CompShg HdBoard
## 1186 1976 1996 Hip CompShg VinylSd
## 1187 1974 1974 Hip CompShg HdBoard
## 1188 1966 2000 Hip CompShg HdBoard
## 1189 1961 2007 Gable CompShg CemntBd
## 1190 1968 1968 Gable CompShg MetalSd
## exterior.2nd mas.vnr.type mas.vnr.area exter.qual exter.cond
## 1 Plywood Stone 112 TA TA
## 2 VinylSd None 0 TA TA
## 3 Wd Sdng BrkFace 108 TA TA
## 4 BrkFace None 0 Gd TA
## 5 VinylSd None 0 TA TA
## 6 VinylSd BrkFace 20 TA TA
## 7 CmentBd None 0 Gd TA
## 8 HdBoard None 0 Gd TA
## 9 CmentBd None 0 Gd TA
## 10 VinylSd None 0 TA TA
## 11 HdBoard None 0 TA TA
## 12 HdBoard None 0 TA Gd
## 13 VinylSd None 0 TA TA
## 14 HdBoard None 0 TA TA
## 15 HdBoard None 0 Gd TA
## 16 Wd Shng BrkFace 603 Ex TA
## 17 Wd Sdng None 0 Gd TA
## 18 VinylSd Stone 350 Gd TA
## 19 VinylSd None 0 TA TA
## 20 Plywood Stone 119 TA TA
## 21 Plywood BrkFace 480 TA TA
## 22 Plywood BrkFace 81 TA TA
## 23 VinylSd None 0 Gd TA
## 24 Wd Sdng BrkFace 180 TA TA
## 25 VinylSd None 0 TA TA
## 26 VinylSd None 0 TA TA
## 27 Plywood None 0 TA TA
## 28 HdBoard None 0 TA TA
## 29 MetalSd None 0 Gd TA
## 30 HdBoard BrkFace 504 TA TA
## 31 HdBoard BrkFace 492 TA TA
## 32 ImStucc BrkFace 381 TA TA
## 33 Plywood None 0 TA TA
## 34 Brk Cmn None 0 TA TA
## 35 Brk Cmn None 0 TA TA
## 36 Brk Cmn None 0 TA TA
## 37 VinylSd Stone 162 Ex TA
## 38 VinylSd Stone 200 Gd TA
## 39 VinylSd Stone 450 Ex TA
## 40 VinylSd Stone 256 Gd TA
## 41 VinylSd BrkFace 226 Gd TA
## 42 VinylSd BrkFace 615 Gd TA
## 43 CmentBd BrkFace 240 Gd TA
## 44 VinylSd BrkFace 168 Gd TA
## 45 VinylSd Stone 760 Ex TA
## 46 VinylSd Stone 128 Gd TA
## 47 VinylSd BrkFace 1095 Ex TA
## 48 VinylSd BrkFace 232 Gd TA
## 49 MetalSd BrkFace 412 Ex TA
## 50 VinylSd Stone 178 Gd TA
## 51 Wd Shng Stone 106 Gd TA
## 52 VinylSd None 0 Gd TA
## 53 VinylSd BrkFace 14 Gd TA
## 54 VinylSd BrkFace 16 Gd TA
## 55 VinylSd None 0 Gd TA
## 56 VinylSd None 0 Gd TA
## 57 VinylSd None 0 TA TA
## 58 VinylSd BrkFace 180 Gd TA
## 59 VinylSd BrkFace 165 Gd TA
## 60 VinylSd BrkFace 114 Gd TA
## 61 VinylSd BrkFace 338 Gd TA
## 62 HdBoard BrkFace 362 Gd TA
## 63 VinylSd BrkFace 348 Gd TA
## 64 VinylSd BrkFace 30 Gd TA
## 65 VinylSd BrkFace 579 Gd TA
## 66 VinylSd None 0 Gd TA
## 67 VinylSd None 0 TA TA
## 68 VinylSd Stone 36 Gd TA
## 69 VinylSd None 0 Gd TA
## 70 VinylSd None 0 Gd TA
## 71 VinylSd None 0 Gd TA
## 72 VinylSd BrkFace 122 Gd TA
## 73 VinylSd None 0 Gd TA
## 74 Plywood None 0 TA TA
## 75 Wd Sdng None 0 Gd TA
## 76 Plywood None 0 TA TA
## 77 Plywood None 0 TA TA
## 78 HdBoard None 0 Gd TA
## 79 Plywood None 0 TA TA
## 80 HdBoard BrkFace 130 TA TA
## 81 Wd Sdng None 0 TA Fa
## 82 VinylSd None 0 TA TA
## 83 HdBoard None 0 TA TA
## 84 MetalSd None 0 TA Gd
## 85 MetalSd BrkFace 31 TA Gd
## 86 HdBoard None 0 TA TA
## 87 HdBoard None 0 TA Gd
## 88 Plywood BrkCmn 250 TA Gd
## 89 HdBoard None 0 Gd TA
## 90 ImStucc BrkFace 504 Gd TA
## 91 HdBoard BrkFace 180 Gd TA
## 92 MetalSd None 0 Gd TA
## 93 VinylSd None 0 Gd TA
## 94 MetalSd BrkFace 120 Gd TA
## 95 MetalSd None 0 Gd TA
## 96 MetalSd None 0 Gd TA
## 97 VinylSd BrkFace 216 Gd TA
## 98 MetalSd Stone 432 Ex TA
## 99 MetalSd BrkFace 216 Gd TA
## 100 MetalSd BrkFace 1159 Gd TA
## 101 MetalSd None 0 Gd TA
## 102 VinylSd None 0 Gd TA
## 103 CmentBd None 0 Gd TA
## 104 VinylSd None 0 Gd TA
## 105 Wd Sdng None 0 Gd TA
## 106 Plywood None 0 Gd TA
## 107 Plywood BrkFace 289 Gd TA
## 108 VinylSd None 0 Gd TA
## 109 HdBoard BrkFace 120 TA TA
## 110 MetalSd None 0 TA TA
## 111 Plywood BrkFace 28 TA TA
## 112 MetalSd None 0 TA TA
## 113 HdBoard BrkFace 42 TA TA
## 114 Plywood None 0 TA TA
## 115 MetalSd None 0 TA TA
## 116 VinylSd BrkFace 172 TA TA
## 117 HdBoard BrkFace 451 TA TA
## 118 Plywood None 0 TA TA
## 119 HdBoard None 0 TA TA
## 120 Plywood BrkFace 268 TA TA
## 121 HdBoard None 0 TA TA
## 122 HdBoard BrkFace 86 TA TA
## 123 MetalSd BrkFace 156 TA Gd
## 124 HdBoard BrkFace 144 TA TA
## 125 MetalSd None 0 TA TA
## 126 MetalSd BrkFace 265 Gd TA
## 127 MetalSd Stone 340 TA Gd
## 128 Plywood None 0 TA Gd
## 129 Plywood None 0 TA Po
## 130 HdBoard Stone 110 TA TA
## 131 AsbShng BrkFace 164 TA TA
## 132 HdBoard BrkFace 200 TA TA
## 133 HdBoard BrkFace 216 TA TA
## 134 MetalSd BrkFace 361 TA TA
## 135 Plywood BrkFace 287 TA TA
## 136 Plywood None 0 Gd TA
## 137 HdBoard None 0 TA TA
## 138 VinylSd BrkFace 506 Gd TA
## 139 MetalSd BrkFace 150 TA TA
## 140 BrkFace None 0 TA TA
## 141 MetalSd None 0 TA Gd
## 142 MetalSd BrkFace 220 TA TA
## 143 Plywood BrkFace 180 TA TA
## 144 HdBoard BrkFace 324 TA TA
## 145 MetalSd BrkFace 91 TA TA
## 146 Wd Sdng Stone 432 TA TA
## 147 MetalSd None 0 TA TA
## 148 Wd Shng None 0 TA TA
## 149 MetalSd None 0 TA Gd
## 150 MetalSd None 0 TA TA
## 151 VinylSd None 0 TA Gd
## 152 MetalSd None 0 TA TA
## 153 VinylSd None 0 TA TA
## 154 Wd Sdng BrkFace 104 TA TA
## 155 MetalSd None 0 TA TA
## 156 VinylSd None 0 TA TA
## 157 Plywood None 0 TA TA
## 158 Wd Sdng None 0 TA Gd
## 159 Wd Sdng BrkFace 300 Gd Gd
## 160 Wd Shng None 0 TA TA
## 161 BrkFace None 0 TA TA
## 162 Wd Sdng None 0 TA Fa
## 163 Wd Sdng None 0 TA TA
## 164 Wd Sdng BrkFace 261 TA TA
## 165 Wd Sdng None 0 TA TA
## 166 Wd Sdng BrkFace 218 TA TA
## 167 MetalSd BrkFace 351 TA TA
## 168 Wd Sdng BrkFace 771 TA TA
## 169 Wd Sdng None 0 TA TA
## 170 Wd Sdng None 0 TA TA
## 171 Wd Shng None 0 TA TA
## 172 MetalSd None 0 TA TA
## 173 VinylSd None 0 Gd Gd
## 174 MetalSd None 0 TA Gd
## 175 MetalSd Stone 294 TA Gd
## 176 Wd Sdng None 0 TA TA
## 177 MetalSd None 0 TA TA
## 178 VinylSd None 0 TA Gd
## 179 MetalSd None 0 TA TA
## 180 AsbShng None 0 TA Fa
## 181 VinylSd None 0 TA Gd
## 182 Wd Sdng None 0 Gd Gd
## 183 MetalSd None 0 TA Gd
## 184 Wd Sdng None 0 Gd Gd
## 185 MetalSd None 0 TA Fa
## 186 MetalSd None 0 TA TA
## 187 VinylSd None 0 TA TA
## 188 AsbShng None 0 TA TA
## 189 Wd Sdng None 0 TA TA
## 190 MetalSd None 0 TA Gd
## 191 Wd Sdng None 0 TA TA
## 192 MetalSd None 0 TA TA
## 193 MetalSd None 0 TA TA
## 194 MetalSd None 0 TA Gd
## 195 MetalSd Stone 300 TA TA
## 196 Wd Sdng None 0 TA TA
## 197 VinylSd None 0 TA TA
## 198 MetalSd None 0 TA TA
## 199 Wd Sdng None 0 TA TA
## 200 Stucco None 0 TA TA
## 201 MetalSd None 0 TA Fa
## 202 Wd Sdng None 0 Gd Gd
## 203 VinylSd None 0 TA Gd
## 204 Wd Sdng None 0 Fa TA
## 205 Wd Shng None 0 Fa Fa
## 206 Wd Sdng None 0 TA Gd
## 207 MetalSd None 0 TA Gd
## 208 HdBoard BrkFace 90 TA TA
## 209 Wd Sdng None 0 TA TA
## 210 Wd Shng None 0 Fa Fa
## 211 VinylSd None 0 TA TA
## 212 Stucco None 0 TA TA
## 213 Wd Sdng None 0 TA Gd
## 214 VinylSd None 0 TA Gd
## 215 Plywood BrkFace 72 Fa Fa
## 216 HdBoard None 0 TA TA
## 217 HdBoard None 0 TA TA
## 218 Wd Sdng BrkFace 180 TA TA
## 219 HdBoard None 0 TA TA
## 220 Plywood None 0 TA Gd
## 221 HdBoard BrkFace 47 TA TA
## 222 HdBoard Stone 143 TA TA
## 223 HdBoard None 0 TA TA
## 224 Plywood None 0 TA TA
## 225 HdBoard None 0 TA Gd
## 226 HdBoard BrkCmn 328 TA TA
## 227 Wd Sdng None 0 Gd TA
## 228 Wd Sdng None 0 Gd Gd
## 229 Wd Sdng None 0 TA TA
## 230 HdBoard None 0 TA TA
## 231 Plywood None 0 Gd TA
## 232 VinylSd BrkFace 288 TA TA
## 233 Wd Sdng None 0 TA TA
## 234 Wd Sdng None 0 TA TA
## 235 Plywood None 0 TA TA
## 236 Wd Sdng None 0 TA TA
## 237 Wd Shng None 0 TA TA
## 238 Wd Shng None 0 TA TA
## 239 VinylSd None 0 TA TA
## 240 VinylSd Stone 96 Gd TA
## 241 Wd Sdng None 0 TA Fa
## 242 MetalSd None 0 TA TA
## 243 HdBoard BrkFace 336 Gd TA
## 244 Plywood BrkFace 177 Gd TA
## 245 VinylSd BrkFace 85 Gd Gd
## 246 MetalSd BrkFace 246 Gd TA
## 247 HdBoard None 0 TA TA
## 248 VinylSd Stone 72 Gd TA
## 249 VinylSd Stone 24 Gd TA
## 250 VinylSd None 0 TA TA
## 251 VinylSd Stone 80 Gd TA
## 252 Plywood None 0 TA TA
## 253 Plywood None 0 TA TA
## 254 HdBoard BrkFace 80 TA TA
## 255 VinylSd None 0 TA Gd
## 256 VinylSd None 0 TA TA
## 257 VinylSd BrkFace 116 TA TA
## 258 CmentBd None 0 Gd Gd
## 259 HdBoard BrkFace 153 TA TA
## 260 HdBoard None 0 TA TA
## 261 Wd Sdng None 0 TA TA
## 262 CmentBd BrkFace 320 Gd TA
## 263 VinylSd BrkFace 479 Gd TA
## 264 VinylSd BrkFace 223 Gd TA
## 265 VinylSd None 0 Gd TA
## 266 VinylSd BrkFace 442 TA TA
## 267 VinylSd BrkFace 170 Gd TA
## 268 VinylSd BrkFace 169 Gd TA
## 269 VinylSd BrkFace 171 Gd TA
## 270 VinylSd BrkFace 109 Gd TA
## 271 VinylSd BrkFace 98 Gd TA
## 272 VinylSd None 0 TA Gd
## 273 VinylSd None 0 TA Gd
## 274 AsphShn None 0 TA TA
## 275 MetalSd None 0 TA TA
## 276 VinylSd None 0 TA TA
## 277 Plywood None 0 TA TA
## 278 Plywood None 0 TA TA
## 279 Wd Shng None 0 TA TA
## 280 VinylSd None 0 TA TA
## 281 VinylSd None 0 TA TA
## 282 MetalSd None 0 TA Fa
## 283 HdBoard Stone 145 TA TA
## 284 VinylSd BrkFace 203 TA TA
## 285 Wd Sdng None 0 TA TA
## 286 Stucco None 0 TA Fa
## 287 Wd Sdng None 0 TA TA
## 288 Wd Sdng None 0 TA TA
## 289 CBlock None 0 TA TA
## 290 VinylSd None 0 TA TA
## 291 Wd Shng None 0 TA TA
## 292 Wd Sdng BrkFace 371 Gd Gd
## 293 VinylSd BrkFace 430 TA Gd
## 294 CmentBd None 0 Ex Gd
## 295 HdBoard None 0 Gd Gd
## 296 VinylSd BrkFace 44 TA TA
## 297 HdBoard None 0 Gd TA
## 298 HdBoard None 0 Gd TA
## 299 Wd Sdng None 0 TA TA
## 300 VinylSd None 0 TA Gd
## 301 Wd Sdng None 0 TA TA
## 302 Wd Sdng None 0 TA TA
## 303 MetalSd None 0 TA Gd
## 304 MetalSd None 0 TA TA
## 305 Wd Sdng None 0 Fa TA
## 306 Wd Sdng None 0 Fa Fa
## 307 CmentBd Stone 186 Gd TA
## 308 VinylSd None 0 Gd TA
## 309 Plywood None 0 TA TA
## 310 VinylSd None 0 Gd TA
## 311 HdBoard BrkFace 335 TA TA
## 312 Plywood None 0 TA TA
## 313 Wd Sdng None 0 TA TA
## 314 VinylSd Stone 60 Gd TA
## 315 VinylSd None 0 Gd TA
## 316 VinylSd None 0 TA TA
## 317 VinylSd BrkFace 84 Gd TA
## 318 VinylSd BrkFace 44 Gd TA
## 319 VinylSd None 0 Gd TA
## 320 CmentBd None 0 Ex TA
## 321 HdBoard None 0 TA TA
## 322 VinylSd None 0 TA TA
## 323 Wd Shng None 0 TA TA
## 324 VinylSd None 0 TA TA
## 325 CmentBd None 0 TA TA
## 326 CmentBd None 0 TA TA
## 327 CmentBd None 0 TA TA
## 328 CmentBd None 0 TA TA
## 329 CmentBd None 0 TA TA
## 330 CmentBd None 0 TA TA
## 331 CmentBd None 0 TA TA
## 332 VinylSd None 0 TA Gd
## 333 HdBoard BrkFace 189 TA TA
## 334 VinylSd None 0 TA TA
## 335 HdBoard None 0 TA Po
## 336 HdBoard None 0 TA TA
## 337 HdBoard None 0 TA TA
## 338 VinylSd None 0 Gd Gd
## 339 VinylSd None 0 Gd Gd
## 340 MetalSd None 0 TA TA
## 341 Plywood BrkFace 440 TA TA
## 342 Wd Sdng None 0 Gd TA
## 343 VinylSd None 0 TA TA
## 344 VinylSd BrkFace 188 Gd TA
## 345 HdBoard BrkFace 32 TA TA
## 346 VinylSd Stone 160 Ex TA
## 347 HdBoard BrkFace 22 TA TA
## 348 CmentBd None 0 Gd TA
## 349 CmentBd None 0 Gd TA
## 350 CmentBd None 0 TA TA
## 351 CmentBd None 0 Gd TA
## 352 VinylSd None 0 Gd TA
## 353 VinylSd BrkFace 40 TA TA
## 354 VinylSd None 0 Gd TA
## 355 VinylSd None 0 Gd TA
## 356 VinylSd BrkFace 68 Ex Gd
## 357 HdBoard None 0 TA TA
## 358 HdBoard BrkFace 45 TA TA
## 359 VinylSd None 0 TA TA
## 360 HdBoard None 0 TA TA
## 361 HdBoard BrkFace 106 TA TA
## 362 VinylSd None 344 Gd TA
## 363 HdBoard None 0 TA TA
## 364 HdBoard None 0 Gd TA
## 365 VinylSd Stone 748 Ex TA
## 366 VinylSd Stone 464 Gd TA
## 367 VinylSd Stone 16 Gd TA
## 368 Wd Sdng BrkFace 157 TA TA
## 369 CmentBd BrkFace 278 Gd TA
## 370 HdBoard None 0 TA Gd
## 371 Plywood BrkFace 209 TA Gd
## 372 CmentBd Stone 126 Gd TA
## 373 HdBoard BrkFace 256 TA TA
## 374 VinylSd BrkFace 101 TA TA
## 375 Plywood BrkFace 229 TA TA
## 376 Plywood BrkFace 225 TA TA
## 377 HdBoard BrkFace 144 TA TA
## 378 BrkFace None 0 Gd TA
## 379 Plywood BrkFace 206 TA TA
## 380 HdBoard BrkFace 189 TA TA
## 381 Plywood BrkFace 44 TA Gd
## 382 CmentBd None 0 Gd TA
## 383 VinylSd Stone 110 Gd TA
## 384 VinylSd None 0 Gd TA
## 385 VinylSd None 0 Gd TA
## 386 HdBoard BrkFace 161 TA TA
## 387 Plywood BrkFace 196 TA TA
## 388 Plywood None 0 TA TA
## 389 HdBoard BrkFace 174 TA TA
## 390 HdBoard BrkFace 333 TA TA
## 391 VinylSd None 0 TA TA
## 392 MetalSd BrkFace 76 TA TA
## 393 Plywood None 0 TA TA
## 394 HdBoard None 0 TA TA
## 395 Plywood BrkFace 178 TA TA
## 396 VinylSd None 0 TA TA
## 397 Plywood None 0 TA TA
## 398 MetalSd None 0 TA Gd
## 399 HdBoard None 0 TA TA
## 400 VinylSd None 0 TA Gd
## 401 HdBoard BrkFace 504 TA TA
## 402 HdBoard None 312 TA TA
## 403 HdBoard BrkFace 142 TA TA
## 404 HdBoard BrkFace 425 TA TA
## 405 HdBoard BrkFace 510 TA TA
## 406 CmentBd BrkFace 268 TA TA
## 407 Plywood None 0 TA TA
## 408 Brk Cmn None 0 TA TA
## 409 Brk Cmn None 0 TA TA
## 410 Brk Cmn None 0 TA TA
## 411 Brk Cmn None 0 TA TA
## 412 Brk Cmn None 0 TA TA
## 413 Brk Cmn None 0 TA TA
## 414 Brk Cmn None 0 TA TA
## 415 Brk Cmn None 0 Gd TA
## 416 Brk Cmn None 0 TA TA
## 417 HdBoard BrkFace 60 TA TA
## 418 HdBoard BrkFace 165 Gd TA
## 419 CmentBd Stone 230 Ex TA
## 420 VinylSd Stone 726 Ex TA
## 421 VinylSd Stone 860 Ex TA
## 422 VinylSd Stone 200 Ex TA
## 423 VinylSd Stone 300 Gd TA
## 424 VinylSd Stone 640 Gd TA
## 425 VinylSd BrkFace 306 Ex TA
## 426 VinylSd None 0 Gd TA
## 427 VinylSd Stone 154 Ex TA
## 428 VinylSd Stone 450 Ex TA
## 429 CmentBd BrkFace 305 Ex TA
## 430 CmentBd Stone 420 Ex TA
## 431 VinylSd Stone 472 Ex TA
## 432 VinylSd Stone 424 Ex TA
## 433 VinylSd Stone 302 Ex TA
## 434 VinylSd BrkFace 238 Gd TA
## 435 VinylSd Stone 20 Gd TA
## 436 VinylSd Stone 250 Gd TA
## 437 VinylSd Stone 284 Ex TA
## 438 VinylSd BrkFace 262 Gd TA
## 439 VinylSd Stone 122 Gd TA
## 440 VinylSd None 285 Ex TA
## 441 VinylSd Stone 216 Gd TA
## 442 MetalSd Stone 42 Gd TA
## 443 VinylSd BrkFace 296 Gd TA
## 444 VinylSd BrkFace 418 Gd TA
## 445 VinylSd Stone 268 Gd TA
## 446 VinylSd BrkFace 922 Ex TA
## 447 VinylSd BrkFace 724 Gd TA
## 448 VinylSd Stone 186 Gd TA
## 449 VinylSd Stone 383 Gd TA
## 450 VinylSd Stone 240 Gd TA
## 451 VinylSd Stone 135 Gd TA
## 452 VinylSd Stone 135 Gd TA
## 453 VinylSd Stone 176 Gd TA
## 454 VinylSd Stone 166 Gd TA
## 455 CmentBd Stone 730 Ex TA
## 456 VinylSd BrkFace 470 Gd TA
## 457 MetalSd BrkFace 308 Ex TA
## 458 VinylSd BrkFace 500 Ex TA
## 459 VinylSd BrkFace 270 Gd TA
## 460 MetalSd BrkFace 176 Gd TA
## 461 VinylSd Stone 163 Gd TA
## 462 Wd Shng Stone 106 Gd TA
## 463 VinylSd None 0 Gd TA
## 464 VinylSd None 0 Gd TA
## 465 VinylSd None 0 Gd TA
## 466 VinylSd None 0 Gd TA
## 467 VinylSd BrkFace 130 Gd TA
## 468 VinylSd BrkFace 130 Gd TA
## 469 VinylSd BrkFace 16 Gd TA
## 470 VinylSd BrkFace 16 Gd TA
## 471 VinylSd BrkFace 16 Gd TA
## 472 VinylSd BrkFace 11 Gd TA
## 473 VinylSd None 0 Gd TA
## 474 VinylSd None 0 Gd TA
## 475 Wd Shng None 0 Gd TA
## 476 VinylSd BrkFace 200 Gd TA
## 477 VinylSd None 0 Gd TA
## 478 VinylSd None 0 Gd TA
## 479 VinylSd None 0 Gd TA
## 480 VinylSd None 0 Gd TA
## 481 VinylSd Stone 166 Gd TA
## 482 VinylSd None 0 Gd TA
## 483 VinylSd BrkFace 40 Gd TA
## 484 VinylSd None 0 Gd TA
## 485 VinylSd BrkFace 16 TA TA
## 486 VinylSd None 0 TA TA
## 487 VinylSd None 0 TA TA
## 488 VinylSd BrkFace 210 Gd TA
## 489 VinylSd None 0 TA TA
## 490 VinylSd BrkFace 298 Gd TA
## 491 VinylSd None 0 TA TA
## 492 VinylSd BrkFace 673 Gd TA
## 493 VinylSd BrkFace 506 Gd TA
## 494 VinylSd BrkFace 150 Gd TA
## 495 VinylSd BrkFace 731 Gd TA
## 496 VinylSd BrkFace 975 Gd TA
## 497 VinylSd BrkFace 921 Gd TA
## 498 Wd Sdng BrkFace 634 Gd TA
## 499 HdBoard BrkFace 256 Gd TA
## 500 VinylSd BrkFace 286 Gd TA
## 501 HdBoard BrkFace 372 Gd TA
## 502 VinylSd BrkFace 528 Gd TA
## 503 HdBoard None 0 Gd TA
## 504 VinylSd Stone 72 Gd TA
## 505 VinylSd Stone 240 Gd TA
## 506 VinylSd BrkFace 294 Gd TA
## 507 CmentBd Stone 194 Gd TA
## 508 VinylSd Stone 260 Gd TA
## 509 VinylSd Stone 206 Gd TA
## 510 VinylSd None 0 Gd TA
## 511 VinylSd Stone 198 Ex TA
## 512 VinylSd None 0 TA TA
## 513 VinylSd None 0 Gd TA
## 514 VinylSd None 0 Gd TA
## 515 CmentBd Stone 72 Gd TA
## 516 VinylSd None 0 Gd TA
## 517 VinylSd Stone 120 Gd TA
## 518 CmentBd Stone 162 Ex TA
## 519 VinylSd Stone 238 Gd TA
## 520 VinylSd Stone 160 Ex TA
## 521 VinylSd Stone 121 Gd TA
## 522 VinylSd None 0 Gd TA
## 523 CmentBd Stone 100 Gd TA
## 524 VinylSd BrkFace 288 Gd TA
## 525 VinylSd None 0 Gd TA
## 526 VinylSd None 0 Gd TA
## 527 VinylSd None 0 Gd TA
## 528 Wd Shng None 0 Gd TA
## 529 VinylSd None 0 Gd TA
## 530 VinylSd None 0 Gd TA
## 531 VinylSd None 0 Gd TA
## 532 VinylSd None 0 TA TA
## 533 VinylSd None 0 Gd TA
## 534 VinylSd BrkFace 264 Gd TA
## 535 VinylSd None 0 Gd TA
## 536 VinylSd None 0 TA TA
## 537 VinylSd None 0 TA TA
## 538 VinylSd BrkFace 140 Gd TA
## 539 VinylSd BrkFace 132 Gd TA
## 540 VinylSd Stone 366 Gd TA
## 541 VinylSd None 0 Gd TA
## 542 HdBoard None 0 Gd Gd
## 543 Plywood None 0 TA TA
## 544 ImStucc None 0 Gd TA
## 545 VinylSd None 0 Gd TA
## 546 VinylSd BrkFace 141 TA Gd
## 547 Wd Shng None 0 TA TA
## 548 AsbShng None 0 Fa Fa
## 549 Wd Sdng None 0 TA TA
## 550 Plywood None 0 TA TA
## 551 Plywood BrkFace 153 TA TA
## 552 MetalSd None 0 TA TA
## 553 Plywood None 0 TA TA
## 554 Plywood None 0 TA TA
## 555 Plywood None 0 Gd Gd
## 556 HdBoard None 0 TA TA
## 557 MetalSd None 0 TA TA
## 558 VinylSd BrkFace 60 TA TA
## 559 VinylSd BrkFace 115 Gd Gd
## 560 VinylSd BrkFace 196 Gd Gd
## 561 MetalSd None 0 Gd TA
## 562 VinylSd Stone 76 Gd TA
## 563 VinylSd Stone 76 Gd TA
## 564 VinylSd Stone 280 Gd TA
## 565 VinylSd Stone 252 Gd TA
## 566 MetalSd BrkFace 894 TA TA
## 567 MetalSd BrkFace 513 Gd TA
## 568 MetalSd BrkFace 218 Gd TA
## 569 MetalSd BrkFace 456 Gd TA
## 570 MetalSd BrkFace 450 Ex Ex
## 571 Plywood None 0 Gd TA
## 572 BrkFace None 0 Gd TA
## 573 Plywood BrkFace 200 Gd Gd
## 574 Plywood None 0 TA TA
## 575 MetalSd None 0 TA TA
## 576 HdBoard BrkFace 571 TA TA
## 577 BrkFace None 0 TA TA
## 578 HdBoard Stone 240 TA TA
## 579 VinylSd None 0 TA TA
## 580 Plywood None 0 TA TA
## 581 MetalSd BrkFace 256 TA TA
## 582 HdBoard BrkFace 359 TA TA
## 583 HdBoard BrkFace 128 TA TA
## 584 HdBoard BrkFace 200 TA TA
## 585 HdBoard BrkFace 283 TA Gd
## 586 Plywood BrkFace 360 TA TA
## 587 VinylSd None 0 Gd TA
## 588 VinylSd None 0 Gd TA
## 589 HdBoard None 0 TA TA
## 590 HdBoard None 0 TA TA
## 591 VinylSd None 0 TA TA
## 592 Plywood BrkFace 252 TA TA
## 593 HdBoard BrkFace 509 TA TA
## 594 Wd Sdng None 0 TA TA
## 595 VinylSd None 0 TA TA
## 596 MetalSd None 0 TA TA
## 597 Wd Sdng None 0 TA TA
## 598 Wd Sdng BrkFace 160 TA TA
## 599 Wd Sdng BrkFace 70 TA Gd
## 600 VinylSd BrkFace 95 TA TA
## 601 Plywood BrkFace 180 TA TA
## 602 Wd Sdng BrkFace 217 TA TA
## 603 HdBoard Stone 144 TA Gd
## 604 Plywood BrkFace 200 TA TA
## 605 MetalSd None 0 TA Gd
## 606 HdBoard BrkFace 115 TA Gd
## 607 MetalSd BrkFace 132 TA TA
## 608 HdBoard BrkFace 90 TA TA
## 609 Wd Sdng None 0 TA TA
## 610 VinylSd None 0 Fa TA
## 611 MetalSd BrkCmn 161 TA TA
## 612 Wd Sdng BrkFace 90 TA TA
## 613 Brk Cmn None 0 Gd TA
## 614 HdBoard Stone 238 TA TA
## 615 MetalSd None 0 TA TA
## 616 VinylSd None 0 TA Gd
## 617 MetalSd None 0 Gd TA
## 618 Plywood None 0 TA TA
## 619 MetalSd BrkFace 3 TA TA
## 620 Plywood BrkFace 247 TA TA
## 621 MetalSd BrkFace 210 TA Gd
## 622 HdBoard BrkFace 176 TA TA
## 623 VinylSd BrkFace 576 TA Gd
## 624 Wd Sdng BrkFace 216 TA TA
## 625 VinylSd None 0 TA Gd
## 626 Wd Sdng BrkFace 164 Gd TA
## 627 BrkFace None 0 TA TA
## 628 Plywood BrkFace 128 TA TA
## 629 MetalSd None 0 Gd TA
## 630 Wd Sdng BrkCmn 183 TA TA
## 631 Wd Sdng BrkFace 176 TA TA
## 632 BrkFace None 0 TA TA
## 633 AsbShng None 0 TA TA
## 634 Plywood None 0 TA TA
## 635 Wd Sdng BrkFace 399 TA TA
## 636 Wd Sdng BrkFace 650 TA TA
## 637 Wd Sdng BrkFace 657 TA TA
## 638 MetalSd BrkFace 80 TA TA
## 639 MetalSd None 0 TA TA
## 640 MetalSd None 0 TA TA
## 641 Plywood None 0 TA TA
## 642 Wd Sdng BrkCmn 70 Gd TA
## 643 MetalSd None 0 TA Gd
## 644 Wd Sdng None 0 Gd TA
## 645 Wd Sdng BrkFace 140 TA TA
## 646 HdBoard None 0 TA TA
## 647 Wd Shng None 0 TA TA
## 648 Wd Sdng None 0 TA TA
## 649 VinylSd None 0 TA Gd
## 650 MetalSd None 0 TA TA
## 651 HdBoard None 0 TA TA
## 652 VinylSd None 0 TA Gd
## 653 MetalSd None 0 Gd Gd
## 654 VinylSd None 0 Gd TA
## 655 MetalSd None 0 TA TA
## 656 MetalSd None 0 TA TA
## 657 VinylSd None 0 Gd Gd
## 658 Stucco None 0 Fa TA
## 659 CBlock None 0 Fa TA
## 660 Wd Sdng None 0 TA TA
## 661 VinylSd None 0 TA TA
## 662 MetalSd Stone 480 TA TA
## 663 HdBoard BrkFace 295 TA TA
## 664 HdBoard None 0 Fa TA
## 665 MetalSd BrkFace 368 TA TA
## 666 Wd Sdng None 0 Gd Gd
## 667 Plywood Stone 143 TA TA
## 668 MetalSd None 0 TA Gd
## 669 Wd Sdng BrkFace 30 TA TA
## 670 Wd Sdng BrkFace 82 TA TA
## 671 HdBoard None 0 Gd TA
## 672 BrkFace None 0 TA TA
## 673 Wd Sdng None 0 TA TA
## 674 Stone None 0 TA TA
## 675 Wd Sdng None 0 TA TA
## 676 BrkFace None 0 TA TA
## 677 Plywood None 0 TA TA
## 678 MetalSd None 0 TA Gd
## 679 Plywood None 0 TA TA
## 680 Plywood None 0 TA TA
## 681 MetalSd None 0 TA TA
## 682 MetalSd None 0 TA TA
## 683 HdBoard BrkFace 420 TA TA
## 684 Plywood BrkFace 124 TA Gd
## 685 HdBoard None 0 TA TA
## 686 MetalSd None 0 TA TA
## 687 MetalSd None 0 TA TA
## 688 Wd Sdng None 0 TA TA
## 689 Wd Sdng None 0 TA TA
## 690 Wd Sdng None 0 TA TA
## 691 Wd Sdng None 0 TA TA
## 692 VinylSd None 0 TA Gd
## 693 VinylSd None 0 Gd TA
## 694 Wd Sdng None 0 TA TA
## 695 Wd Sdng None 0 TA TA
## 696 AsbShng None 0 Fa TA
## 697 Wd Sdng BrkFace 360 TA TA
## 698 HdBoard None 0 TA Gd
## 699 MetalSd None 0 TA TA
## 700 MetalSd None 0 Fa TA
## 701 Wd Sdng None 0 TA Ex
## 702 Wd Sdng None 0 TA TA
## 703 MetalSd None 0 TA TA
## 704 MetalSd None 0 TA Gd
## 705 VinylSd None 0 TA TA
## 706 MetalSd None 0 TA TA
## 707 Stucco None 0 Gd TA
## 708 MetalSd None 0 TA TA
## 709 VinylSd None 0 Gd Gd
## 710 AsbShng None 0 TA TA
## 711 AsbShng None 0 TA TA
## 712 Stucco None 0 Gd TA
## 713 BrkFace None 0 TA TA
## 714 Stucco None 0 TA TA
## 715 Wd Sdng None 0 Gd Gd
## 716 Stucco None 0 TA TA
## 717 VinylSd None 0 TA Gd
## 718 Stucco None 0 TA TA
## 719 VinylSd None 0 TA TA
## 720 MetalSd None 0 Fa TA
## 721 MetalSd None 0 TA TA
## 722 Wd Sdng None 0 TA TA
## 723 AsbShng None 0 TA Fa
## 724 Wd Sdng None 0 TA TA
## 725 MetalSd None 0 TA TA
## 726 Wd Sdng None 0 Gd Gd
## 727 Wd Shng None 0 TA TA
## 728 Wd Sdng None 0 TA TA
## 729 MetalSd None 0 TA TA
## 730 MetalSd None 0 Gd TA
## 731 Wd Sdng None 0 TA TA
## 732 MetalSd None 0 TA Fa
## 733 Stucco BrkFace 444 TA TA
## 734 Wd Sdng None 0 Gd TA
## 735 Wd Sdng None 0 TA TA
## 736 Wd Sdng None 0 TA Fa
## 737 AsbShng None 0 TA TA
## 738 AsbShng None 0 Fa Fa
## 739 Wd Sdng None 0 TA TA
## 740 MetalSd None 0 TA TA
## 741 Wd Sdng None 0 TA TA
## 742 Wd Sdng None 0 TA Fa
## 743 Wd Shng None 0 TA TA
## 744 HdBoard None 0 TA Gd
## 745 MetalSd None 0 TA TA
## 746 Stucco None 0 Gd TA
## 747 Wd Sdng None 0 TA Gd
## 748 Wd Sdng None 0 TA TA
## 749 MetalSd None 0 TA TA
## 750 Plywood None 0 TA TA
## 751 MetalSd None 0 TA TA
## 752 Wd Sdng None 0 TA TA
## 753 MetalSd Stone 188 TA Fa
## 754 MetalSd None 0 TA Fa
## 755 MetalSd None 0 TA Gd
## 756 MetalSd None 0 TA Gd
## 757 MetalSd None 0 TA Gd
## 758 Plywood None 0 TA TA
## 759 Plywood None 0 TA Gd
## 760 Plywood None 0 TA TA
## 761 Wd Sdng None 0 Fa Fa
## 762 Wd Sdng None 0 TA Gd
## 763 MetalSd None 0 TA TA
## 764 HdBoard None 0 TA TA
## 765 VinylSd None 0 TA TA
## 766 HdBoard BrkFace 92 TA TA
## 767 HdBoard BrkFace 172 TA TA
## 768 HdBoard BrkFace 89 TA TA
## 769 HdBoard BrkFace 23 TA TA
## 770 Wd Sdng None 0 TA TA
## 771 HdBoard None 0 TA TA
## 772 Wd Sdng BrkFace 116 TA TA
## 773 HdBoard None 0 TA TA
## 774 Wd Sdng BrkFace 54 TA TA
## 775 Wd Sdng BrkFace 366 TA TA
## 776 Wd Sdng None 0 TA TA
## 777 Wd Sdng None 0 TA TA
## 778 Wd Sdng None 0 TA TA
## 779 VinylSd None 0 TA TA
## 780 VinylSd None 0 TA TA
## 781 Wd Sdng None 0 Gd TA
## 782 Wd Sdng None 0 TA TA
## 783 VinylSd None 0 TA TA
## 784 Wd Sdng None 0 TA TA
## 785 MetalSd None 0 TA TA
## 786 Brk Cmn None 0 TA Fa
## 787 MetalSd None 0 TA TA
## 788 MetalSd None 0 TA TA
## 789 Wd Sdng None 0 TA TA
## 790 Wd Sdng None 0 TA Gd
## 791 HdBoard BrkFace 149 Gd TA
## 792 Wd Sdng None 0 TA TA
## 793 Wd Shng None 0 TA TA
## 794 MetalSd None 0 TA TA
## 795 HdBoard None 0 Gd TA
## 796 Wd Sdng BrkFace 100 Gd TA
## 797 Wd Sdng None 0 Gd TA
## 798 HdBoard BrkFace 234 Gd TA
## 799 HdBoard BrkFace 137 Gd TA
## 800 VinylSd None 0 Gd Gd
## 801 VinylSd None 0 Gd TA
## 802 HdBoard None 0 Gd TA
## 803 HdBoard None 0 TA Fa
## 804 Plywood Stone 275 TA TA
## 805 HdBoard None 0 TA TA
## 806 HdBoard None 0 TA TA
## 807 Plywood None 0 TA TA
## 808 Plywood None 0 TA TA
## 809 Plywood BrkFace 216 TA TA
## 810 HdBoard None 0 TA TA
## 811 VinylSd BrkFace 23 TA TA
## 812 VinylSd BrkFace 23 TA TA
## 813 VinylSd BrkFace 23 TA TA
## 814 VinylSd Stone 242 Ex TA
## 815 VinylSd Stone 336 Gd TA
## 816 VinylSd Stone 270 Gd TA
## 817 VinylSd Stone 364 Ex TA
## 818 VinylSd None 0 Gd TA
## 819 VinylSd None 0 Gd TA
## 820 VinylSd Stone 352 Gd TA
## 821 VinylSd None 0 Gd TA
## 822 VinylSd Stone 180 Gd TA
## 823 VinylSd None 0 Gd TA
## 824 VinylSd BrkFace 140 Gd TA
## 825 VinylSd Stone 82 Gd TA
## 826 VinylSd Stone 76 Gd TA
## 827 VinylSd None 0 Gd TA
## 828 Wd Sdng BrkFace 145 Gd TA
## 829 VinylSd None 0 Gd TA
## 830 Plywood None 0 TA TA
## 831 VinylSd None 0 TA Gd
## 832 VinylSd None 0 TA Gd
## 833 VinylSd None 0 TA TA
## 834 VinylSd None 0 Gd TA
## 835 VinylSd None 0 TA TA
## 836 VinylSd None 0 TA TA
## 837 VinylSd None 0 TA Gd
## 838 VinylSd None 0 TA TA
## 839 VinylSd BrkFace 183 Gd TA
## 840 VinylSd None 0 Gd TA
## 841 VinylSd BrkFace 120 TA TA
## 842 VinylSd BrkFace 95 Gd TA
## 843 VinylSd BrkFace 110 Gd TA
## 844 VinylSd None 0 Gd TA
## 845 VinylSd None 0 Gd TA
## 846 VinylSd BrkFace 68 Gd TA
## 847 VinylSd BrkFace 180 Gd TA
## 848 HdBoard BrkFace 136 TA TA
## 849 MetalSd BrkFace 76 TA TA
## 850 HdBoard BrkFace 40 TA TA
## 851 HdBoard None 0 TA TA
## 852 VinylSd BrkFace 90 Gd Gd
## 853 Plywood None 0 TA TA
## 854 Plywood None 0 TA TA
## 855 MetalSd None 0 TA TA
## 856 HdBoard None 0 TA Gd
## 857 Wd Shng None 0 TA TA
## 858 VinylSd None 0 Gd TA
## 859 VinylSd BrkFace 198 Gd TA
## 860 VinylSd None 0 Gd TA
## 861 VinylSd BrkFace 108 Gd TA
## 862 VinylSd BrkFace 204 Gd TA
## 863 VinylSd None 0 Gd TA
## 864 VinylSd BrkFace 260 Gd TA
## 865 VinylSd BrkFace 196 Gd TA
## 866 HdBoard BrkFace 164 Gd TA
## 867 VinylSd BrkFace 209 Gd TA
## 868 VinylSd BrkFace 573 TA TA
## 869 VinylSd None 0 Gd TA
## 870 VinylSd None 0 Gd TA
## 871 VinylSd BrkFace 171 Gd TA
## 872 VinylSd BrkFace 170 Gd TA
## 873 VinylSd BrkFace 170 Gd TA
## 874 VinylSd BrkFace 180 Gd TA
## 875 VinylSd None 0 Gd TA
## 876 VinylSd BrkFace 210 Gd TA
## 877 VinylSd None 0 Gd TA
## 878 VinylSd None 0 Gd TA
## 879 VinylSd None 0 TA TA
## 880 MetalSd None 0 TA Gd
## 881 MetalSd None 0 TA TA
## 882 HdBoard BrkFace 500 Gd TA
## 883 Plywood BrkFace 140 TA TA
## 884 HdBoard None 0 TA TA
## 885 MetalSd BrkFace 255 TA TA
## 886 CmentBd Stone 340 Ex TA
## 887 VinylSd BrkFace 80 TA TA
## 888 VinylSd None 0 TA Ex
## 889 AsbShng None 0 TA TA
## 890 MetalSd None 0 TA TA
## 891 Wd Shng None 0 TA TA
## 892 Wd Sdng None 0 TA TA
## 893 Brk Cmn None 0 TA TA
## 894 VinylSd BrkFace 74 TA TA
## 895 HdBoard BrkFace 259 TA TA
## 896 AsbShng None 0 TA TA
## 897 Wd Sdng None 0 TA TA
## 898 Wd Sdng None 0 TA TA
## 899 Wd Sdng None 0 TA TA
## 900 MetalSd BrkFace 88 TA TA
## 901 Stucco None 0 TA TA
## 902 Wd Sdng None 0 TA TA
## 903 VinylSd None 0 TA TA
## 904 Plywood None 0 TA TA
## 905 Wd Sdng None 0 TA TA
## 906 Plywood None 0 TA TA
## 907 Stucco None 0 Gd TA
## 908 Wd Shng None 0 TA TA
## 909 Wd Sdng None 0 Gd Gd
## 910 Stone None 0 TA TA
## 911 Wd Sdng None 0 TA TA
## 912 Wd Sdng None 0 TA TA
## 913 MetalSd None 0 Gd TA
## 914 Wd Sdng None 0 TA TA
## 915 Wd Sdng None 0 TA TA
## 916 MetalSd None 0 Gd Gd
## 917 MetalSd None 0 TA TA
## 918 Wd Sdng None 0 TA Gd
## 919 Wd Sdng None 0 TA TA
## 920 Wd Sdng None 0 TA TA
## 921 BrkFace None 0 TA Gd
## 922 MetalSd None 0 TA TA
## 923 Plywood Stone 132 TA TA
## 924 Brk Cmn None 0 TA TA
## 925 HdBoard None 0 TA Gd
## 926 HdBoard Stone 420 TA TA
## 927 MetalSd None 0 TA TA
## 928 MetalSd None 0 TA Gd
## 929 MetalSd None 0 TA TA
## 930 MetalSd None 0 TA TA
## 931 VinylSd BrkFace 242 TA Gd
## 932 BrkFace None 0 Gd Gd
## 933 Plywood BrkFace 260 Gd Gd
## 934 VinylSd None 0 TA Gd
## 935 AsbShng None 0 TA TA
## 936 Wd Shng None 0 TA TA
## 937 Plywood None 0 Fa Fa
## 938 MetalSd None 0 TA TA
## 939 CmentBd Stone 174 Ex TA
## 940 CmentBd None 0 Gd TA
## 941 VinylSd None 0 Gd TA
## 942 VinylSd Stone 108 Gd TA
## 943 VinylSd None 0 TA TA
## 944 Plywood None 0 TA TA
## 945 Plywood None 0 TA TA
## 946 Plywood None 0 TA TA
## 947 HdBoard None 0 TA TA
## 948 HdBoard None 0 TA TA
## 949 BrkFace None 0 TA TA
## 950 VinylSd Stone 70 Gd TA
## 951 VinylSd None 0 TA TA
## 952 CmentBd Stone 246 Ex TA
## 953 CmentBd BrkFace 406 Ex TA
## 954 VinylSd None 0 Gd TA
## 955 HdBoard None 0 TA TA
## 956 MetalSd None 0 TA Gd
## 957 Plywood BrkFace 310 TA TA
## 958 VinylSd BrkFace 136 Gd TA
## 959 VinylSd None 0 Gd TA
## 960 VinylSd BrkFace 584 Ex TA
## 961 CmentBd Stone 290 Ex TA
## 962 HdBoard BrkFace 182 TA TA
## 963 HdBoard BrkFace 75 TA Fa
## 964 VinylSd BrkFace 320 TA TA
## 965 VinylSd BrkFace 425 TA TA
## 966 CmentBd None 0 TA TA
## 967 HdBoard None 0 TA TA
## 968 CmentBd None 0 TA Gd
## 969 HdBoard BrkFace 176 TA TA
## 970 CmentBd None 0 TA TA
## 971 CmentBd None 0 TA TA
## 972 CmentBd None 0 TA TA
## 973 MetalSd None 0 TA TA
## 974 HdBoard None 0 TA Gd
## 975 Plywood BrkFace 104 TA Gd
## 976 Plywood None 0 TA TA
## 977 Wd Shng None 0 TA TA
## 978 VinylSd None 0 TA TA
## 979 Wd Shng None 0 TA TA
## 980 ImStucc None 0 TA TA
## 981 VinylSd BrkFace 178 Gd Ex
## 982 MetalSd None 0 Ex TA
## 983 Plywood None 0 TA TA
## 984 HdBoard None 0 TA TA
## 985 VinylSd None 0 TA TA
## 986 VinylSd BrkFace 119 TA TA
## 987 VinylSd None 0 TA TA
## 988 VinylSd None 0 TA TA
## 989 HdBoard None 0 TA TA
## 990 HdBoard None 0 Gd TA
## 991 HdBoard None 0 TA TA
## 992 CmentBd None 0 Gd TA
## 993 CmentBd None 0 Gd TA
## 994 HdBoard None 0 Gd TA
## 995 HdBoard None 0 Gd TA
## 996 VinylSd None 0 TA TA
## 997 VinylSd None 0 TA TA
## 998 HdBoard None 0 TA TA
## 999 MetalSd None 0 Gd TA
## 1000 HdBoard BrkFace 194 TA TA
## 1001 HdBoard None 0 Gd TA
## 1002 HdBoard None 0 Gd TA
## 1003 VinylSd Stone 130 Gd TA
## 1004 VinylSd BrkFace 245 Gd TA
## 1005 VinylSd BrkFace 296 Ex TA
## 1006 MetalSd BrkFace 178 Ex TA
## 1007 AsbShng BrkFace 44 TA TA
## 1008 Plywood BrkFace 123 TA Gd
## 1009 Wd Sdng BrkFace 102 Gd TA
## 1010 MetalSd BrkFace 210 TA Gd
## 1011 Plywood BrkFace 174 Gd TA
## 1012 Plywood BrkFace 383 Gd Gd
## 1013 Plywood BrkFace 194 Gd TA
## 1014 HdBoard BrkFace 424 TA Gd
## 1015 HdBoard BrkFace 621 TA TA
## 1016 VinylSd None 0 TA TA
## 1017 HdBoard BrkFace 280 TA TA
## 1018 VinylSd None 0 TA TA
## 1019 Plywood BrkFace 168 Gd TA
## 1020 Plywood BrkFace 160 TA TA
## 1021 HdBoard BrkFace 120 TA TA
## 1022 Plywood BrkFace 660 TA TA
## 1023 HdBoard None 0 TA TA
## 1024 VinylSd BrkFace 402 Gd TA
## 1025 VinylSd None 0 TA TA
## 1026 HdBoard None 0 TA TA
## 1027 HdBoard BrkFace 72 TA TA
## 1028 MetalSd None 0 TA TA
## 1029 MetalSd None 0 TA TA
## 1030 MetalSd None 0 Gd TA
## 1031 HdBoard BrkFace 359 TA TA
## 1032 HdBoard BrkFace 158 TA TA
## 1033 HdBoard BrkFace 422 TA TA
## 1034 HdBoard BrkFace 127 TA TA
## 1035 HdBoard BrkFace 232 TA TA
## 1036 HdBoard BrkFace 604 TA TA
## 1037 HdBoard BrkFace 356 TA TA
## 1038 Plywood None 0 TA TA
## 1039 Brk Cmn None 0 TA TA
## 1040 Brk Cmn None 0 TA TA
## 1041 HdBoard BrkFace 65 TA TA
## 1042 VinylSd Stone 426 Ex TA
## 1043 VinylSd Stone 272 Ex TA
## 1044 CmentBd BrkFace 816 Ex TA
## 1045 VinylSd Stone 268 Ex TA
## 1046 VinylSd Stone 302 Gd TA
## 1047 VinylSd Stone 436 Gd TA
## 1048 VinylSd Stone 554 Gd TA
## 1049 VinylSd BrkFace 480 Ex TA
## 1050 VinylSd BrkFace 270 Gd TA
## 1051 CmentBd BrkFace 468 Ex TA
## 1052 CmentBd BrkFace 368 Gd TA
## 1053 VinylSd Stone 108 Ex TA
## 1054 VinylSd Stone 126 Gd TA
## 1055 MetalSd Stone 680 Ex TA
## 1056 VinylSd BrkFace 664 Gd TA
## 1057 VinylSd BrkFace 292 Gd TA
## 1058 VinylSd BrkFace 504 Gd TA
## 1059 VinylSd BrkFace 1110 Gd TA
## 1060 VinylSd BrkFace 221 Gd TA
## 1061 MetalSd BrkFace 492 Ex TA
## 1062 MetalSd BrkFace 766 Ex TA
## 1063 VinylSd Stone 144 Gd TA
## 1064 MetalSd BrkFace 472 Ex TA
## 1065 MetalSd BrkFace 616 Ex TA
## 1066 MetalSd BrkFace 714 Ex TA
## 1067 MetalSd BrkFace 176 Gd TA
## 1068 MetalSd BrkFace 196 Gd TA
## 1069 Wd Shng Stone 106 Gd TA
## 1070 Wd Shng Stone 106 Gd TA
## 1071 VinylSd Stone 146 Gd TA
## 1072 VinylSd BrkFace 143 Gd TA
## 1073 VinylSd BrkFace 24 Gd TA
## 1074 VinylSd BrkFace 14 Gd TA
## 1075 VinylSd BrkFace 16 Gd TA
## 1076 Wd Shng BrkFace 20 Gd TA
## 1077 VinylSd None 0 Gd TA
## 1078 VinylSd None 0 TA TA
## 1079 VinylSd Stone 182 Gd TA
## 1080 VinylSd None 0 TA TA
## 1081 VinylSd None 0 Gd TA
## 1082 VinylSd BrkFace 196 Gd TA
## 1083 VinylSd Stone 176 Gd TA
## 1084 VinylSd BrkFace 318 TA TA
## 1085 VinylSd BrkFace 647 Gd TA
## 1086 VinylSd None 0 Gd TA
## 1087 VinylSd None 0 Gd TA
## 1088 VinylSd None 0 TA TA
## 1089 HdBoard BrkFace 1290 Gd TA
## 1090 VinylSd BrkFace 473 Gd TA
## 1091 VinylSd BrkFace 350 Gd TA
## 1092 VinylSd BrkFace 295 Gd TA
## 1093 VinylSd BrkFace 495 Gd TA
## 1094 VinylSd None 0 Gd TA
## 1095 VinylSd BrkFace 466 Gd TA
## 1096 MetalSd BrkFace 660 Gd Gd
## 1097 ImStucc BrkFace 651 Gd TA
## 1098 VinylSd BrkFace 320 Gd TA
## 1099 VinylSd BrkFace 448 Gd TA
## 1100 HdBoard BrkFace 554 Gd TA
## 1101 VinylSd Stone 186 Gd TA
## 1102 VinylSd Stone 74 Gd TA
## 1103 VinylSd BrkFace 53 Gd TA
## 1104 VinylSd BrkFace 128 Gd TA
## 1105 VinylSd Stone 284 Gd TA
## 1106 VinylSd Stone 468 TA TA
## 1107 VinylSd Stone 256 Gd TA
## 1108 VinylSd Stone 156 Gd TA
## 1109 VinylSd Stone 310 Gd TA
## 1110 VinylSd None 0 Gd TA
## 1111 VinylSd None 0 Gd TA
## 1112 VinylSd None 0 Gd TA
## 1113 VinylSd BrkFace 768 Gd TA
## 1114 CmentBd None 0 Gd TA
## 1115 VinylSd Stone 100 Gd TA
## 1116 VinylSd BrkFace 292 Gd TA
## 1117 CmentBd Stone 210 Gd TA
## 1118 VinylSd None 0 Gd TA
## 1119 VinylSd BrkFace 120 TA TA
## 1120 VinylSd None 0 Gd TA
## 1121 VinylSd BrkFace 95 Gd TA
## 1122 VinylSd BrkFace 126 TA TA
## 1123 VinylSd None 0 TA TA
## 1124 VinylSd None 0 TA TA
## 1125 VinylSd None 0 Gd TA
## 1126 VinylSd None 0 Gd TA
## 1127 VinylSd BrkFace 38 Gd TA
## 1128 HdBoard BrkFace 120 Gd TA
## 1129 HdBoard BrkFace 258 TA TA
## 1130 VinylSd BrkFace 145 Gd TA
## 1131 VinylSd None 0 Gd TA
## 1132 HdBoard None 0 Gd TA
## 1133 HdBoard BrkFace 88 TA TA
## 1134 HdBoard BrkFace 120 Gd TA
## 1135 Plywood None 0 Gd TA
## 1136 Plywood None 0 Gd TA
## 1137 Wd Sdng None 0 TA TA
## 1138 Plywood None 0 TA TA
## 1139 Wd Sdng None 0 TA Gd
## 1140 HdBoard None 0 TA TA
## 1141 HdBoard None 0 TA TA
## 1142 HdBoard None 0 TA Gd
## 1143 ImStucc BrkFace 144 TA TA
## 1144 HdBoard None 0 TA Gd
## 1145 HdBoard BrkFace 304 Gd TA
## 1146 Wd Sdng BrkFace 568 Gd TA
## 1147 MetalSd None 0 Gd TA
## 1148 MetalSd None 0 Gd TA
## 1149 MetalSd None 0 Gd TA
## 1150 MetalSd None 0 Gd TA
## 1151 VinylSd None 0 Gd TA
## 1152 VinylSd None 0 Gd TA
## 1153 MetalSd BrkFace 360 TA TA
## 1154 MetalSd Stone 216 TA TA
## 1155 MetalSd BrkFace 260 Gd TA
## 1156 VinylSd BrkFace 179 Gd TA
## 1157 VinylSd None 0 Gd TA
## 1158 VinylSd BrkFace 260 Gd TA
## 1159 MetalSd BrkFace 60 Gd TA
## 1160 MetalSd BrkFace 212 Gd TA
## 1161 VinylSd BrkFace 216 Gd TA
## 1162 VinylSd BrkFace 513 TA TA
## 1163 MetalSd BrkFace 466 Gd TA
## 1164 MetalSd BrkFace 456 Gd TA
## 1165 MetalSd None 0 Ex TA
## 1166 BrkFace None 0 Gd TA
## 1167 BrkFace None 0 Gd TA
## 1168 BrkFace None 0 Gd TA
## 1169 Plywood None 0 TA TA
## 1170 Wd Sdng BrkFace 1050 Gd Gd
## 1171 VinylSd None 0 Ex Ex
## 1172 Plywood BrkFace 288 TA TA
## 1173 MetalSd None 0 TA TA
## 1174 HdBoard None 0 TA TA
## 1175 VinylSd BrkFace 144 Gd Gd
## 1176 Plywood None 0 TA TA
## 1177 MetalSd None 0 TA TA
## 1178 HdBoard None 0 TA TA
## 1179 MetalSd None 0 TA TA
## 1180 VinylSd BrkFace 300 TA TA
## 1181 HdBoard None 0 Gd TA
## 1182 HdBoard None 0 TA TA
## 1183 HdBoard BrkFace 108 TA TA
## 1184 Plywood BrkFace 564 TA TA
## 1185 HdBoard None 0 TA TA
## 1186 VinylSd BrkFace 289 Ex Gd
## 1187 HdBoard BrkFace 270 Gd TA
## 1188 HdBoard BrkFace 252 TA TA
## 1189 CmentBd Stone 210 Ex TA
## 1190 MetalSd BrkFace 342 TA TA
## foundation bsmt.qual bsmt.cond bsmt.exposure bsmtfin.type.1
## 1 CBlock TA Gd Gd BLQ
## 2 CBlock TA TA No Exposure Rec
## 3 CBlock TA TA No Exposure ALQ
## 4 CBlock TA TA No Exposure ALQ
## 5 PConc Gd TA No Exposure GLQ
## 6 PConc TA TA No Exposure GLQ
## 7 PConc Gd TA Mn GLQ
## 8 PConc Gd TA No Exposure ALQ
## 9 PConc Gd TA No Exposure GLQ
## 10 PConc TA TA No Exposure Unf
## 11 PConc Gd TA No Exposure Unf
## 12 PConc Gd TA No Exposure ALQ
## 13 PConc Gd TA No Exposure Unf
## 14 PConc Gd TA Gd GLQ
## 15 PConc Gd TA Av GLQ
## 16 PConc Gd TA Gd ALQ
## 17 Wood Gd TA Av GLQ
## 18 PConc Ex TA Av GLQ
## 19 CBlock TA TA No Exposure LwQ
## 20 CBlock Gd TA No Exposure ALQ
## 21 CBlock Gd TA No Exposure BLQ
## 22 CBlock Gd TA Gd GLQ
## 23 PConc Gd TA No Exposure GLQ
## 24 CBlock TA TA No Exposure ALQ
## 25 CBlock TA TA No Exposure GLQ
## 26 CBlock TA TA No Exposure BLQ
## 27 CBlock TA TA No Exposure ALQ
## 28 CBlock TA TA No Exposure ALQ
## 29 PConc Gd TA No Exposure GLQ
## 30 CBlock TA TA No Exposure Rec
## 31 CBlock TA TA No Exposure Rec
## 32 CBlock TA TA No Exposure Unf
## 33 CBlock Gd TA No Exposure ALQ
## 34 CBlock TA TA No Exposure ALQ
## 35 CBlock Gd TA No Exposure Unf
## 36 CBlock Gd TA No Exposure ALQ
## 37 PConc Ex TA No Exposure Unf
## 38 PConc Ex TA No Exposure GLQ
## 39 PConc Ex TA Av GLQ
## 40 PConc Gd TA No Exposure Unf
## 41 PConc Gd TA Mn BLQ
## 42 PConc Ex TA No Exposure GLQ
## 43 PConc Ex TA No Exposure GLQ
## 44 PConc Gd TA No Exposure GLQ
## 45 PConc Ex TA Gd GLQ
## 46 PConc Gd TA Mn GLQ
## 47 PConc Ex TA Gd GLQ
## 48 PConc Gd TA Gd GLQ
## 49 PConc Ex TA No Exposure GLQ
## 50 PConc Gd TA Mn GLQ
## 51 PConc Gd TA No Exposure Unf
## 52 PConc Gd TA No Exposure Unf
## 53 PConc Gd TA Av GLQ
## 54 PConc Gd TA No Exposure GLQ
## 55 PConc Gd TA No Exposure GLQ
## 56 PConc Gd TA No Exposure Unf
## 57 PConc Gd TA No Exposure GLQ
## 58 PConc Gd TA No Exposure Unf
## 59 PConc Gd TA No Exposure Unf
## 60 PConc Ex TA No Exposure Unf
## 61 PConc Gd TA No Exposure GLQ
## 62 PConc Ex TA Av GLQ
## 63 PConc Gd TA No Exposure GLQ
## 64 PConc Gd TA No Exposure Unf
## 65 PConc Gd TA Av GLQ
## 66 PConc Gd TA No Exposure Unf
## 67 PConc Gd TA Mn GLQ
## 68 PConc Gd TA Av GLQ
## 69 PConc Gd TA No Exposure GLQ
## 70 PConc Ex TA No Exposure GLQ
## 71 PConc Gd TA No Exposure GLQ
## 72 PConc Gd TA Av Unf
## 73 PConc Gd TA No Exposure GLQ
## 74 CBlock Gd TA No Exposure BLQ
## 75 PConc Gd TA No Exposure Unf
## 76 CBlock Gd TA No Exposure Unf
## 77 CBlock Gd TA No Exposure ALQ
## 78 PConc Gd TA No Exposure BLQ
## 79 PConc Gd TA No Exposure GLQ
## 80 CBlock Gd TA No Exposure Unf
## 81 BrkTil TA TA No Exposure Unf
## 82 Slab No Basement No Basement No Basement No Basement
## 83 CBlock TA TA Av ALQ
## 84 CBlock TA TA No Exposure GLQ
## 85 CBlock TA TA No Exposure BLQ
## 86 CBlock TA TA No Exposure ALQ
## 87 CBlock TA TA No Exposure ALQ
## 88 CBlock TA TA Gd BLQ
## 89 PConc Gd TA No Exposure GLQ
## 90 PConc Gd TA No Exposure LwQ
## 91 PConc Gd TA No Exposure GLQ
## 92 PConc Ex TA Av GLQ
## 93 PConc Gd TA No Exposure Unf
## 94 PConc Gd TA Av GLQ
## 95 PConc Gd TA No Exposure Unf
## 96 PConc Gd TA No Exposure GLQ
## 97 PConc Gd TA No Exposure GLQ
## 98 PConc Ex TA Av GLQ
## 99 PConc Gd TA No Exposure GLQ
## 100 PConc Gd TA No Exposure GLQ
## 101 PConc Gd TA No Exposure ALQ
## 102 PConc Gd TA No Exposure GLQ
## 103 PConc Ex Po No Exposure GLQ
## 104 PConc Gd TA No Exposure GLQ
## 105 CBlock Gd TA Gd GLQ
## 106 CBlock Gd TA Gd GLQ
## 107 CBlock TA TA No Exposure GLQ
## 108 PConc Gd TA No Exposure GLQ
## 109 CBlock TA TA No Exposure GLQ
## 110 PConc Gd TA Mn GLQ
## 111 PConc TA TA Mn ALQ
## 112 PConc Gd TA Mn ALQ
## 113 CBlock Gd TA No Exposure GLQ
## 114 CBlock TA TA No Exposure ALQ
## 115 CBlock TA TA No Exposure ALQ
## 116 CBlock TA TA No Exposure Rec
## 117 CBlock TA TA No Exposure ALQ
## 118 CBlock TA TA No Exposure ALQ
## 119 PConc Gd TA No Exposure BLQ
## 120 CBlock TA TA No Exposure BLQ
## 121 CBlock TA TA No Exposure Unf
## 122 PConc TA TA Av GLQ
## 123 PConc TA TA Gd GLQ
## 124 CBlock TA TA No Exposure BLQ
## 125 CBlock TA TA Mn GLQ
## 126 CBlock TA TA No Exposure LwQ
## 127 CBlock TA TA No Exposure Rec
## 128 CBlock TA TA Gd BLQ
## 129 CBlock TA TA No Exposure Unf
## 130 CBlock TA TA No Exposure Rec
## 131 CBlock TA TA Av BLQ
## 132 PConc TA TA No Exposure LwQ
## 133 CBlock TA TA Gd GLQ
## 134 CBlock TA TA No Exposure Rec
## 135 CBlock Gd TA Gd GLQ
## 136 CBlock TA TA No Exposure ALQ
## 137 CBlock TA TA No Exposure Unf
## 138 PConc Gd TA No Exposure GLQ
## 139 CBlock TA TA No Exposure BLQ
## 140 CBlock TA TA No Exposure Rec
## 141 CBlock TA TA No Exposure Rec
## 142 CBlock TA TA No Exposure Unf
## 143 CBlock TA TA No Exposure Rec
## 144 CBlock TA TA No Exposure Rec
## 145 CBlock TA TA No Exposure Rec
## 146 CBlock TA TA No Exposure Rec
## 147 CBlock TA TA No Exposure Unf
## 148 CBlock TA TA No Exposure BLQ
## 149 CBlock TA TA No Exposure Rec
## 150 CBlock TA TA Av Rec
## 151 CBlock TA TA No Exposure GLQ
## 152 BrkTil TA TA No Exposure Unf
## 153 Slab No Basement No Basement No Basement No Basement
## 154 CBlock TA TA No Exposure ALQ
## 155 CBlock TA TA No Exposure BLQ
## 156 CBlock TA TA No Exposure Unf
## 157 CBlock TA TA No Exposure GLQ
## 158 CBlock TA TA No Exposure ALQ
## 159 CBlock Gd TA No Exposure Unf
## 160 CBlock TA TA No Exposure ALQ
## 161 CBlock TA TA No Exposure LwQ
## 162 CBlock TA TA No Exposure Rec
## 163 CBlock TA TA Mn BLQ
## 164 CBlock TA TA No Exposure Unf
## 165 CBlock TA TA No Exposure Rec
## 166 CBlock TA TA Gd BLQ
## 167 CBlock TA TA No Exposure Unf
## 168 PConc TA TA No Exposure ALQ
## 169 BrkTil TA Fa No Exposure Unf
## 170 PConc TA TA No Exposure BLQ
## 171 CBlock TA TA No Exposure Unf
## 172 CBlock TA TA Mn BLQ
## 173 CBlock Fa TA No Exposure Unf
## 174 CBlock TA TA No Exposure Unf
## 175 CBlock TA TA No Exposure BLQ
## 176 BrkTil TA TA No Exposure LwQ
## 177 PConc Gd TA No Exposure Unf
## 178 BrkTil TA TA No Exposure BLQ
## 179 BrkTil TA TA No Exposure Rec
## 180 BrkTil Fa Fa No Exposure Unf
## 181 BrkTil TA TA No Exposure Unf
## 182 BrkTil TA TA No Exposure Unf
## 183 PConc Fa TA No Exposure LwQ
## 184 Stone Fa Fa No Exposure Unf
## 185 BrkTil TA TA Mn Unf
## 186 CBlock TA TA No Exposure GLQ
## 187 CBlock Fa TA No Exposure Unf
## 188 PConc TA TA No Exposure Unf
## 189 CBlock Fa TA No Exposure Rec
## 190 CBlock TA TA No Exposure Rec
## 191 BrkTil Gd TA No Exposure BLQ
## 192 BrkTil TA TA No Exposure Rec
## 193 BrkTil TA Gd No Exposure BLQ
## 194 CBlock TA TA No Exposure LwQ
## 195 CBlock TA TA No Exposure Rec
## 196 CBlock TA TA No Exposure Rec
## 197 CBlock TA Fa No Exposure Rec
## 198 BrkTil TA TA No Exposure LwQ
## 199 BrkTil Fa Fa No Exposure ALQ
## 200 BrkTil TA TA No Exposure Unf
## 201 CBlock TA TA No Exposure Unf
## 202 PConc TA TA No Exposure Unf
## 203 BrkTil TA TA No Exposure Unf
## 204 CBlock Gd TA Gd LwQ
## 205 Slab No Basement No Basement No Basement No Basement
## 206 BrkTil Gd TA No Exposure Unf
## 207 CBlock TA TA Mn Unf
## 208 CBlock Gd TA No Exposure Rec
## 209 BrkTil Gd Fa No Exposure Unf
## 210 BrkTil TA TA No Exposure Rec
## 211 CBlock Fa TA No Exposure LwQ
## 212 CBlock TA TA No Exposure Rec
## 213 BrkTil TA TA Mn LwQ
## 214 CBlock TA TA No Exposure Unf
## 215 CBlock TA TA No Exposure ALQ
## 216 CBlock TA TA No Exposure Unf
## 217 PConc TA TA Mn BLQ
## 218 CBlock Gd TA No Exposure ALQ
## 219 CBlock TA TA No Exposure ALQ
## 220 CBlock TA TA Mn Rec
## 221 CBlock TA TA Mn BLQ
## 222 CBlock TA TA No Exposure ALQ
## 223 CBlock TA TA No Exposure GLQ
## 224 CBlock Gd TA Av GLQ
## 225 CBlock TA Gd No Exposure Rec
## 226 CBlock TA TA Mn Rec
## 227 PConc Ex TA Gd GLQ
## 228 CBlock Gd TA Gd ALQ
## 229 BrkTil Fa TA No Exposure Unf
## 230 CBlock Gd TA No Exposure BLQ
## 231 PConc Gd TA Gd GLQ
## 232 PConc Gd TA Av ALQ
## 233 CBlock TA TA Mn BLQ
## 234 BrkTil TA TA No Exposure ALQ
## 235 CBlock TA TA No Exposure GLQ
## 236 CBlock TA TA Av BLQ
## 237 CBlock TA Fa No Exposure LwQ
## 238 CBlock TA TA Av BLQ
## 239 PConc Gd TA Mn GLQ
## 240 PConc Gd TA Gd GLQ
## 241 CBlock TA TA Mn Unf
## 242 CBlock No Basement No Basement No Basement No Basement
## 243 CBlock Gd TA No Exposure Unf
## 244 CBlock Gd TA Gd GLQ
## 245 PConc Gd TA No Exposure GLQ
## 246 PConc Gd TA No Exposure GLQ
## 247 PConc Gd TA Av GLQ
## 248 PConc Gd TA Av Unf
## 249 PConc Gd TA Av GLQ
## 250 PConc Gd TA No Exposure Unf
## 251 PConc Gd TA No Exposure GLQ
## 252 PConc Gd TA Mn GLQ
## 253 PConc Fa Gd No Exposure Unf
## 254 CBlock TA TA Av GLQ
## 255 PConc Gd Fa Av GLQ
## 256 PConc Gd TA No Exposure ALQ
## 257 PConc Gd TA No Exposure GLQ
## 258 CBlock Gd TA No Exposure GLQ
## 259 CBlock Gd TA No Exposure GLQ
## 260 CBlock TA Gd Av LwQ
## 261 CBlock TA TA Av ALQ
## 262 PConc Gd TA No Exposure GLQ
## 263 PConc Gd TA Av GLQ
## 264 PConc Gd TA No Exposure GLQ
## 265 PConc Gd TA No Exposure Unf
## 266 PConc Gd TA No Exposure Unf
## 267 PConc Gd TA Av GLQ
## 268 PConc Gd TA Av GLQ
## 269 PConc Gd TA Av BLQ
## 270 PConc Gd TA Av GLQ
## 271 PConc Gd TA Av GLQ
## 272 CBlock No Basement No Basement No Basement No Basement
## 273 CBlock Fa TA No Exposure Unf
## 274 CBlock No Basement No Basement No Basement No Basement
## 275 CBlock Gd TA Gd ALQ
## 276 CBlock TA TA No Exposure Unf
## 277 CBlock TA TA Av ALQ
## 278 CBlock TA TA Av ALQ
## 279 CBlock TA TA No Exposure Unf
## 280 PConc Gd TA No Exposure Unf
## 281 CBlock TA Fa No Exposure LwQ
## 282 BrkTil Gd TA No Exposure BLQ
## 283 CBlock TA TA Av Rec
## 284 BrkTil TA TA Mn Rec
## 285 PConc Gd TA No Exposure Unf
## 286 BrkTil TA Fa No Exposure Rec
## 287 BrkTil TA TA No Exposure LwQ
## 288 CBlock TA TA No Exposure Rec
## 289 Slab No Basement No Basement No Basement No Basement
## 290 PConc TA Fa No Exposure Unf
## 291 PConc TA TA No Exposure Unf
## 292 BrkTil Gd TA No Exposure ALQ
## 293 CBlock TA TA No Exposure ALQ
## 294 Stone TA Gd No Exposure GLQ
## 295 PConc Gd TA Av GLQ
## 296 PConc Gd TA No Exposure GLQ
## 297 CBlock Gd TA Gd GLQ
## 298 CBlock Gd TA Av GLQ
## 299 CBlock TA TA No Exposure ALQ
## 300 BrkTil TA TA No Exposure BLQ
## 301 BrkTil TA TA No Exposure BLQ
## 302 BrkTil TA TA Mn BLQ
## 303 CBlock TA TA No Exposure Unf
## 304 Stone TA TA Mn Unf
## 305 CBlock TA TA Av Unf
## 306 CBlock TA TA No Exposure Unf
## 307 PConc Ex TA Gd GLQ
## 308 PConc Gd TA No Exposure GLQ
## 309 CBlock TA TA No Exposure ALQ
## 310 PConc Ex TA No Exposure Unf
## 311 CBlock TA TA Av GLQ
## 312 CBlock TA TA No Exposure Unf
## 313 CBlock TA TA Av BLQ
## 314 PConc Gd TA No Exposure GLQ
## 315 PConc Gd TA No Exposure Unf
## 316 PConc Gd TA No Exposure Unf
## 317 PConc Ex TA No Exposure Unf
## 318 PConc Gd TA No Exposure GLQ
## 319 PConc Gd TA No Exposure Unf
## 320 PConc Ex TA Gd Unf
## 321 CBlock TA TA No Exposure Rec
## 322 PConc Ex TA Av Unf
## 323 CBlock TA TA Av Unf
## 324 PConc Gd TA No Exposure Unf
## 325 CBlock TA TA No Exposure BLQ
## 326 CBlock Gd TA Gd GLQ
## 327 CBlock Gd TA No Exposure Rec
## 328 CBlock TA TA No Exposure GLQ
## 329 CBlock Gd TA Av LwQ
## 330 CBlock TA TA No Exposure Unf
## 331 CBlock TA TA No Exposure Rec
## 332 CBlock TA TA No Exposure ALQ
## 333 CBlock TA TA No Exposure Rec
## 334 CBlock Gd TA Mn Rec
## 335 PConc TA TA No Exposure Unf
## 336 PConc Gd TA No Exposure Rec
## 337 CBlock TA TA Av BLQ
## 338 PConc Gd Gd Gd GLQ
## 339 PConc Gd TA Mn GLQ
## 340 CBlock Fa Fa No Exposure Rec
## 341 CBlock TA TA No Exposure LwQ
## 342 CBlock Gd TA Gd GLQ
## 343 PConc Gd TA No Exposure ALQ
## 344 PConc Gd TA Gd GLQ
## 345 PConc Gd TA No Exposure GLQ
## 346 PConc Ex TA Gd GLQ
## 347 PConc Gd TA No Exposure Unf
## 348 PConc Ex TA Av GLQ
## 349 PConc Gd TA No Exposure GLQ
## 350 PConc Gd TA Av GLQ
## 351 PConc Gd TA No Exposure GLQ
## 352 PConc Gd TA No Exposure GLQ
## 353 PConc Gd TA No Exposure Unf
## 354 PConc Gd TA No Exposure GLQ
## 355 PConc Gd TA No Exposure Unf
## 356 PConc Gd Gd No Exposure ALQ
## 357 PConc Gd TA No Exposure GLQ
## 358 PConc Gd TA No Exposure Unf
## 359 PConc Gd TA No Exposure Unf
## 360 PConc Gd TA No Exposure Unf
## 361 PConc Gd TA No Exposure GLQ
## 362 PConc Gd TA No Exposure GLQ
## 363 PConc Gd TA No Exposure Unf
## 364 CBlock Gd TA Av GLQ
## 365 PConc Ex TA No Exposure GLQ
## 366 PConc Ex TA Mn Unf
## 367 PConc Ex TA Av ALQ
## 368 PConc Gd TA No Exposure ALQ
## 369 CBlock Gd TA No Exposure GLQ
## 370 CBlock Gd Fa No Exposure Unf
## 371 CBlock TA TA No Exposure ALQ
## 372 CBlock Gd TA No Exposure ALQ
## 373 CBlock Gd TA No Exposure Unf
## 374 PConc TA TA No Exposure LwQ
## 375 CBlock Gd TA No Exposure ALQ
## 376 CBlock Gd TA Av GLQ
## 377 PConc TA TA No Exposure ALQ
## 378 PConc Gd TA No Exposure ALQ
## 379 CBlock Gd TA No Exposure ALQ
## 380 CBlock Gd TA No Exposure Unf
## 381 CBlock TA TA No Exposure ALQ
## 382 PConc Gd TA Mn GLQ
## 383 PConc Gd TA No Exposure GLQ
## 384 PConc Gd TA No Exposure Unf
## 385 PConc Gd TA No Exposure GLQ
## 386 CBlock Gd TA Av ALQ
## 387 CBlock TA TA No Exposure ALQ
## 388 CBlock TA TA No Exposure ALQ
## 389 CBlock Gd TA No Exposure Unf
## 390 CBlock TA TA No Exposure Unf
## 391 CBlock Gd TA No Exposure Unf
## 392 CBlock TA TA No Exposure BLQ
## 393 CBlock TA TA No Exposure GLQ
## 394 CBlock TA TA No Exposure Unf
## 395 CBlock Gd TA No Exposure ALQ
## 396 CBlock TA TA No Exposure ALQ
## 397 CBlock TA TA No Exposure ALQ
## 398 CBlock TA TA No Exposure ALQ
## 399 CBlock TA TA No Exposure ALQ
## 400 CBlock TA TA No Exposure ALQ
## 401 CBlock TA TA No Exposure BLQ
## 402 CBlock TA TA No Exposure LwQ
## 403 CBlock TA TA No Exposure Unf
## 404 CBlock TA TA No Exposure Rec
## 405 CBlock TA TA No Exposure ALQ
## 406 CBlock TA TA No Exposure ALQ
## 407 CBlock Gd TA No Exposure LwQ
## 408 CBlock Gd TA No Exposure ALQ
## 409 CBlock Gd TA No Exposure ALQ
## 410 CBlock Gd TA No Exposure ALQ
## 411 CBlock TA TA No Exposure ALQ
## 412 CBlock Gd TA No Exposure ALQ
## 413 CBlock Gd TA No Exposure ALQ
## 414 CBlock TA TA No Exposure ALQ
## 415 CBlock Gd TA No Exposure ALQ
## 416 CBlock TA TA No Exposure ALQ
## 417 CBlock TA TA No Exposure BLQ
## 418 PConc TA TA No Exposure BLQ
## 419 PConc Ex TA Gd GLQ
## 420 PConc Ex TA No Exposure GLQ
## 421 PConc Ex TA No Exposure Unf
## 422 PConc Ex TA Gd GLQ
## 423 PConc Ex TA No Exposure GLQ
## 424 PConc Gd TA No Exposure Unf
## 425 PConc Ex TA No Exposure Unf
## 426 PConc Ex TA No Exposure GLQ
## 427 PConc Ex TA Av GLQ
## 428 PConc Ex TA Av GLQ
## 429 CBlock Ex TA No Exposure GLQ
## 430 PConc Ex TA Gd GLQ
## 431 PConc Ex TA Gd GLQ
## 432 PConc Ex TA Gd Unf
## 433 PConc Ex TA No Exposure Unf
## 434 PConc Ex TA Gd GLQ
## 435 PConc Ex TA Av GLQ
## 436 PConc Ex TA Av Unf
## 437 PConc Ex TA Mn GLQ
## 438 PConc Ex TA Av GLQ
## 439 PConc Ex Gd Av GLQ
## 440 PConc Ex TA No Exposure GLQ
## 441 PConc Ex TA No Exposure GLQ
## 442 PConc Ex TA Mn GLQ
## 443 PConc Gd TA No Exposure GLQ
## 444 PConc Gd TA No Exposure ALQ
## 445 PConc Gd TA No Exposure Unf
## 446 PConc Ex TA Gd GLQ
## 447 PConc Ex TA No Exposure GLQ
## 448 PConc Gd TA No Exposure Unf
## 449 PConc Gd TA No Exposure Unf
## 450 PConc Gd TA Av ALQ
## 451 PConc Gd TA Av ALQ
## 452 PConc Gd TA Av GLQ
## 453 PConc Gd TA No Exposure GLQ
## 454 PConc Gd TA No Exposure GLQ
## 455 PConc Ex TA Gd GLQ
## 456 PConc Ex TA Gd GLQ
## 457 PConc Ex TA No Exposure GLQ
## 458 PConc Ex TA No Exposure Unf
## 459 PConc Ex TA Gd GLQ
## 460 PConc Gd TA No Exposure GLQ
## 461 PConc Gd TA No Exposure Unf
## 462 PConc Gd TA No Exposure GLQ
## 463 PConc Gd Gd No Exposure Unf
## 464 PConc Gd TA Av Unf
## 465 PConc Gd TA No Exposure Unf
## 466 PConc Gd TA Av Unf
## 467 PConc Gd TA No Exposure Unf
## 468 PConc Gd TA No Exposure ALQ
## 469 PConc Gd TA Av GLQ
## 470 PConc Gd TA No Exposure GLQ
## 471 PConc Gd TA Av GLQ
## 472 PConc Gd TA No Exposure GLQ
## 473 PConc Gd TA No Exposure GLQ
## 474 PConc Gd TA No Exposure Unf
## 475 PConc Gd TA Mn Unf
## 476 PConc Gd TA No Exposure Unf
## 477 PConc Gd TA No Exposure GLQ
## 478 PConc Gd TA Mn Unf
## 479 PConc Gd TA No Exposure GLQ
## 480 PConc Gd TA No Exposure GLQ
## 481 PConc Gd TA No Exposure GLQ
## 482 PConc Gd TA No Exposure GLQ
## 483 PConc Gd TA No Exposure GLQ
## 484 PConc Gd TA Mn GLQ
## 485 PConc Gd TA No Exposure Unf
## 486 PConc Gd TA No Exposure GLQ
## 487 PConc Gd TA No Exposure Unf
## 488 PConc Gd TA No Exposure ALQ
## 489 PConc Gd TA No Exposure Unf
## 490 PConc Gd TA No Exposure ALQ
## 491 PConc TA TA No Exposure Unf
## 492 PConc Gd TA Mn GLQ
## 493 PConc Gd TA No Exposure GLQ
## 494 PConc Gd TA Mn GLQ
## 495 PConc Gd TA Mn GLQ
## 496 PConc Gd TA No Exposure GLQ
## 497 PConc Gd TA No Exposure Unf
## 498 PConc Gd TA Av BLQ
## 499 PConc Gd TA Gd GLQ
## 500 PConc Gd TA No Exposure GLQ
## 501 PConc Gd TA No Exposure GLQ
## 502 PConc Gd Gd No Exposure GLQ
## 503 PConc Gd TA No Exposure GLQ
## 504 PConc Gd TA No Exposure Unf
## 505 PConc Gd TA Mn Unf
## 506 PConc Gd TA No Exposure Unf
## 507 PConc Gd TA No Exposure Unf
## 508 PConc Gd TA Av GLQ
## 509 PConc Ex TA Av GLQ
## 510 PConc Gd TA Mn GLQ
## 511 PConc Ex TA Gd GLQ
## 512 PConc Gd TA No Exposure GLQ
## 513 PConc Gd TA No Exposure Unf
## 514 PConc Gd TA No Exposure GLQ
## 515 PConc Gd TA Mn GLQ
## 516 PConc Gd TA No Exposure Unf
## 517 PConc Gd TA Av Unf
## 518 PConc Ex TA Mn GLQ
## 519 PConc Gd TA No Exposure GLQ
## 520 PConc Ex TA Av GLQ
## 521 PConc Ex Gd No Exposure GLQ
## 522 PConc Gd TA Mn Unf
## 523 PConc Gd TA No Exposure GLQ
## 524 PConc Gd TA No Exposure Unf
## 525 PConc Gd TA No Exposure GLQ
## 526 PConc Gd TA No Exposure Unf
## 527 PConc Gd TA No Exposure GLQ
## 528 PConc Gd TA No Exposure GLQ
## 529 PConc Gd TA No Exposure GLQ
## 530 PConc Gd TA No Exposure Unf
## 531 PConc Gd Gd No Exposure GLQ
## 532 PConc Gd TA No Exposure Unf
## 533 PConc Gd TA Gd Unf
## 534 PConc Gd TA Gd BLQ
## 535 PConc Gd TA No Exposure Unf
## 536 PConc Gd TA No Exposure Unf
## 537 PConc Gd TA No Exposure GLQ
## 538 PConc Gd TA No Exposure Unf
## 539 PConc Gd TA No Exposure GLQ
## 540 PConc Gd Gd No Exposure GLQ
## 541 PConc Gd TA No Exposure GLQ
## 542 PConc Gd Gd No Exposure GLQ
## 543 CBlock Gd TA No Exposure Unf
## 544 PConc Gd TA No Exposure Unf
## 545 PConc Gd TA No Exposure LwQ
## 546 CBlock Gd TA No Exposure Rec
## 547 Slab No Basement No Basement No Basement No Basement
## 548 CBlock TA Fa No Exposure Unf
## 549 BrkTil Fa Fa No Exposure Unf
## 550 CBlock TA TA No Exposure LwQ
## 551 CBlock TA TA No Exposure BLQ
## 552 CBlock TA TA No Exposure GLQ
## 553 CBlock TA TA No Exposure BLQ
## 554 CBlock TA TA No Exposure Rec
## 555 CBlock TA TA No Exposure ALQ
## 556 CBlock TA TA No Exposure BLQ
## 557 CBlock TA TA No Exposure Rec
## 558 CBlock TA TA No Exposure LwQ
## 559 CBlock Gd Gd Gd ALQ
## 560 PConc Gd TA No Exposure GLQ
## 561 PConc Gd TA No Exposure Unf
## 562 PConc Gd TA Av Unf
## 563 PConc Gd TA Av GLQ
## 564 PConc Gd TA No Exposure Unf
## 565 PConc Gd TA No Exposure GLQ
## 566 PConc Gd TA No Exposure GLQ
## 567 PConc Gd TA No Exposure GLQ
## 568 PConc Gd TA No Exposure GLQ
## 569 PConc Gd TA No Exposure GLQ
## 570 CBlock Gd Gd Gd GLQ
## 571 CBlock Gd TA Gd GLQ
## 572 CBlock Gd TA Mn LwQ
## 573 CBlock TA TA No Exposure Unf
## 574 CBlock TA TA No Exposure BLQ
## 575 CBlock TA TA No Exposure Rec
## 576 CBlock TA TA No Exposure Unf
## 577 CBlock TA TA No Exposure Unf
## 578 CBlock Gd TA Mn ALQ
## 579 CBlock TA TA Mn GLQ
## 580 CBlock TA Gd No Exposure BLQ
## 581 PConc TA TA No Exposure Unf
## 582 CBlock Gd TA Av ALQ
## 583 CBlock Gd TA Mn ALQ
## 584 CBlock TA TA Av BLQ
## 585 PConc Gd TA No Exposure GLQ
## 586 CBlock Gd TA No Exposure ALQ
## 587 PConc Ex TA No Exposure LwQ
## 588 PConc Gd TA No Exposure GLQ
## 589 PConc TA TA No Exposure BLQ
## 590 CBlock TA TA No Exposure Unf
## 591 CBlock TA TA No Exposure BLQ
## 592 CBlock TA TA No Exposure ALQ
## 593 CBlock Gd TA Av GLQ
## 594 CBlock TA TA No Exposure Rec
## 595 CBlock TA TA No Exposure ALQ
## 596 CBlock TA TA No Exposure BLQ
## 597 CBlock TA TA No Exposure Rec
## 598 CBlock TA TA No Exposure BLQ
## 599 CBlock TA TA No Exposure BLQ
## 600 CBlock TA TA No Exposure Unf
## 601 CBlock TA TA No Exposure Rec
## 602 CBlock TA TA No Exposure ALQ
## 603 CBlock TA TA No Exposure LwQ
## 604 CBlock TA TA Mn BLQ
## 605 CBlock TA TA No Exposure ALQ
## 606 CBlock TA TA Gd Rec
## 607 CBlock TA TA No Exposure ALQ
## 608 CBlock TA TA Gd ALQ
## 609 CBlock TA TA No Exposure Rec
## 610 CBlock TA TA No Exposure LwQ
## 611 CBlock TA TA No Exposure LwQ
## 612 CBlock TA TA No Exposure BLQ
## 613 CBlock TA TA No Exposure Rec
## 614 CBlock TA TA No Exposure GLQ
## 615 CBlock TA TA No Exposure Rec
## 616 CBlock TA TA No Exposure BLQ
## 617 CBlock TA TA No Exposure ALQ
## 618 CBlock TA TA No Exposure Unf
## 619 CBlock TA TA No Exposure Rec
## 620 CBlock Gd TA No Exposure BLQ
## 621 CBlock TA TA No Exposure ALQ
## 622 CBlock TA TA No Exposure BLQ
## 623 CBlock Gd TA No Exposure Rec
## 624 CBlock Fa Fa No Exposure Unf
## 625 BrkTil TA Fa No Exposure Unf
## 626 CBlock TA TA No Exposure ALQ
## 627 CBlock TA TA No Exposure ALQ
## 628 CBlock TA TA No Exposure BLQ
## 629 CBlock TA TA No Exposure ALQ
## 630 CBlock TA TA No Exposure Rec
## 631 CBlock TA Fa No Exposure Rec
## 632 CBlock TA TA No Exposure Rec
## 633 CBlock TA TA No Exposure Rec
## 634 CBlock TA TA No Exposure Rec
## 635 CBlock TA TA Gd Rec
## 636 CBlock TA TA No Exposure Rec
## 637 PConc TA TA No Exposure Unf
## 638 CBlock TA TA No Exposure ALQ
## 639 PConc TA TA No Exposure BLQ
## 640 CBlock TA TA No Exposure Rec
## 641 CBlock TA TA No Exposure Unf
## 642 CBlock TA TA No Exposure BLQ
## 643 CBlock TA TA No Exposure BLQ
## 644 CBlock TA TA No Exposure GLQ
## 645 Slab No Basement No Basement No Basement No Basement
## 646 CBlock Fa TA Mn BLQ
## 647 CBlock TA TA Mn ALQ
## 648 CBlock TA TA No Exposure BLQ
## 649 CBlock TA TA No Exposure ALQ
## 650 CBlock TA TA No Exposure Unf
## 651 CBlock Fa TA No Exposure Unf
## 652 BrkTil TA TA No Exposure Unf
## 653 BrkTil Fa TA No Exposure Unf
## 654 BrkTil TA TA No Exposure Unf
## 655 BrkTil TA TA No Exposure Unf
## 656 BrkTil TA TA No Exposure Unf
## 657 PConc TA TA No Exposure Unf
## 658 PConc Fa TA No Exposure Unf
## 659 PConc TA TA No Exposure ALQ
## 660 BrkTil TA TA No Exposure Unf
## 661 BrkTil TA TA No Exposure Unf
## 662 CBlock TA TA No Exposure Unf
## 663 CBlock TA TA No Exposure Rec
## 664 CBlock TA Fa No Exposure BLQ
## 665 CBlock TA TA No Exposure LwQ
## 666 CBlock TA TA Mn GLQ
## 667 CBlock TA TA No Exposure Rec
## 668 CBlock TA TA Mn BLQ
## 669 CBlock TA TA No Exposure BLQ
## 670 CBlock Gd TA Gd Unf
## 671 CBlock TA TA No Exposure Rec
## 672 Slab No Basement No Basement No Basement No Basement
## 673 CBlock TA TA Av Rec
## 674 Slab No Basement No Basement No Basement No Basement
## 675 CBlock TA TA No Exposure Rec
## 676 CBlock TA TA No Exposure Unf
## 677 CBlock TA TA No Exposure LwQ
## 678 CBlock TA Gd No Exposure ALQ
## 679 CBlock Gd TA Av GLQ
## 680 CBlock TA TA No Exposure BLQ
## 681 CBlock TA TA No Exposure Unf
## 682 CBlock TA TA No Exposure LwQ
## 683 CBlock TA TA No Exposure Unf
## 684 CBlock Gd TA Av GLQ
## 685 CBlock TA TA No Exposure BLQ
## 686 CBlock TA TA No Exposure Unf
## 687 CBlock TA TA No Exposure Rec
## 688 PConc TA TA No Exposure Unf
## 689 PConc TA TA No Exposure Unf
## 690 CBlock TA TA Mn LwQ
## 691 CBlock TA TA No Exposure Unf
## 692 CBlock TA TA No Exposure Unf
## 693 CBlock TA TA No Exposure Unf
## 694 BrkTil TA TA No Exposure ALQ
## 695 Stone TA TA No Exposure Unf
## 696 BrkTil Fa Po No Exposure Unf
## 697 CBlock TA TA No Exposure Unf
## 698 CBlock TA TA No Exposure Unf
## 699 BrkTil Fa TA No Exposure Unf
## 700 CBlock Fa TA No Exposure Unf
## 701 CBlock TA TA No Exposure BLQ
## 702 CBlock TA TA No Exposure Unf
## 703 BrkTil Fa TA No Exposure Unf
## 704 BrkTil No Basement No Basement No Basement No Basement
## 705 BrkTil TA TA No Exposure Unf
## 706 BrkTil Fa TA No Exposure Unf
## 707 PConc Fa TA No Exposure Unf
## 708 BrkTil TA TA No Exposure Unf
## 709 BrkTil Fa TA No Exposure Unf
## 710 CBlock TA TA No Exposure LwQ
## 711 PConc TA TA No Exposure Unf
## 712 Stone TA Fa No Exposure Unf
## 713 BrkTil Fa Gd Mn Unf
## 714 BrkTil TA TA No Exposure Unf
## 715 BrkTil TA TA No Exposure BLQ
## 716 BrkTil TA TA No Exposure Unf
## 717 PConc TA TA No Exposure ALQ
## 718 BrkTil TA TA No Exposure ALQ
## 719 BrkTil TA TA No Exposure LwQ
## 720 BrkTil TA TA No Exposure Unf
## 721 PConc TA TA No Exposure Unf
## 722 CBlock TA TA No Exposure Rec
## 723 CBlock Fa TA No Exposure Unf
## 724 CBlock TA TA Gd GLQ
## 725 BrkTil TA TA No Exposure Unf
## 726 BrkTil TA TA No Exposure Unf
## 727 CBlock TA TA No Exposure Unf
## 728 BrkTil TA TA No Exposure Unf
## 729 BrkTil TA TA No Exposure BLQ
## 730 BrkTil TA TA No Exposure Unf
## 731 BrkTil TA TA No Exposure Unf
## 732 CBlock TA TA No Exposure Unf
## 733 BrkTil TA TA No Exposure Rec
## 734 PConc TA TA No Exposure Unf
## 735 PConc TA TA Mn LwQ
## 736 BrkTil TA TA No Exposure Unf
## 737 BrkTil TA TA No Exposure Unf
## 738 BrkTil TA Fa No Exposure Unf
## 739 BrkTil TA TA No Exposure BLQ
## 740 BrkTil TA TA No Exposure Unf
## 741 BrkTil TA Fa No Exposure LwQ
## 742 BrkTil TA TA No Exposure LwQ
## 743 BrkTil TA TA No Exposure Unf
## 744 BrkTil Gd TA No Exposure Unf
## 745 PConc TA TA No Exposure Unf
## 746 PConc TA TA No Exposure ALQ
## 747 BrkTil TA TA No Exposure Unf
## 748 CBlock TA TA No Exposure Unf
## 749 BrkTil TA Fa No Exposure Unf
## 750 CBlock TA Fa No Exposure BLQ
## 751 CBlock TA TA No Exposure BLQ
## 752 BrkTil TA TA No Exposure Unf
## 753 BrkTil TA Fa No Exposure Rec
## 754 BrkTil TA TA No Exposure Unf
## 755 PConc Gd Fa Av BLQ
## 756 CBlock TA TA No Exposure Rec
## 757 CBlock Fa TA No Exposure Unf
## 758 CBlock Gd Gd Gd GLQ
## 759 CBlock Gd Gd Gd GLQ
## 760 PConc Gd Gd Gd GLQ
## 761 BrkTil Fa Po Gd BLQ
## 762 BrkTil TA TA No Exposure BLQ
## 763 PConc TA TA No Exposure Unf
## 764 CBlock Gd TA Av ALQ
## 765 PConc TA TA No Exposure Rec
## 766 CBlock TA TA No Exposure LwQ
## 767 CBlock TA TA No Exposure BLQ
## 768 PConc TA TA No Exposure ALQ
## 769 CBlock Gd TA Gd GLQ
## 770 CBlock Gd TA Av GLQ
## 771 CBlock TA TA Av ALQ
## 772 CBlock TA TA No Exposure LwQ
## 773 CBlock TA Gd No Exposure Unf
## 774 CBlock TA TA Av BLQ
## 775 CBlock TA TA Mn Unf
## 776 Slab No Basement No Basement No Basement No Basement
## 777 CBlock TA TA Av Unf
## 778 CBlock TA TA Gd GLQ
## 779 CBlock TA TA No Exposure ALQ
## 780 CBlock TA TA No Exposure BLQ
## 781 CBlock TA TA No Exposure LwQ
## 782 Slab No Basement No Basement No Basement No Basement
## 783 CBlock No Basement No Basement No Basement No Basement
## 784 CBlock TA TA No Exposure Unf
## 785 CBlock TA TA No Exposure Rec
## 786 CBlock TA Fa No Exposure Unf
## 787 CBlock TA TA No Exposure BLQ
## 788 CBlock TA TA No Exposure Rec
## 789 CBlock Gd TA No Exposure BLQ
## 790 Slab No Basement No Basement No Basement No Basement
## 791 CBlock Gd TA Mn GLQ
## 792 CBlock TA TA No Exposure LwQ
## 793 BrkTil TA TA Mn Rec
## 794 CBlock TA TA Mn Unf
## 795 PConc Gd TA No Exposure GLQ
## 796 CBlock Gd TA Av Rec
## 797 CBlock Gd TA Gd GLQ
## 798 CBlock Gd TA Mn ALQ
## 799 PConc Gd TA No Exposure ALQ
## 800 PConc Gd Gd No Exposure GLQ
## 801 PConc Gd TA No Exposure GLQ
## 802 PConc No Basement No Basement No Basement No Basement
## 803 Slab No Basement No Basement No Basement No Basement
## 804 CBlock Gd TA Av GLQ
## 805 Slab No Basement No Basement No Basement No Basement
## 806 Slab No Basement No Basement No Basement No Basement
## 807 Slab No Basement No Basement No Basement No Basement
## 808 Slab No Basement No Basement No Basement No Basement
## 809 CBlock Gd TA Av GLQ
## 810 Slab No Basement No Basement No Basement No Basement
## 811 PConc Ex TA No Exposure GLQ
## 812 PConc Ex TA No Exposure GLQ
## 813 PConc Ex TA No Exposure GLQ
## 814 PConc Ex TA Gd GLQ
## 815 PConc Ex TA Gd GLQ
## 816 PConc Ex TA Gd Unf
## 817 PConc Ex TA Gd GLQ
## 818 PConc Gd TA Av Unf
## 819 PConc Gd TA Av GLQ
## 820 PConc Ex TA Av GLQ
## 821 PConc Ex TA No Exposure Unf
## 822 PConc Gd TA No Exposure GLQ
## 823 PConc Gd TA Av GLQ
## 824 PConc Gd TA Av GLQ
## 825 PConc Gd TA Av GLQ
## 826 PConc Ex TA Gd GLQ
## 827 PConc Gd TA Av Unf
## 828 PConc Gd TA Gd GLQ
## 829 PConc Gd TA Av GLQ
## 830 PConc TA Gd Gd LwQ
## 831 PConc Gd TA No Exposure GLQ
## 832 PConc TA TA No Exposure ALQ
## 833 PConc Gd TA No Exposure GLQ
## 834 PConc Gd TA Av GLQ
## 835 PConc Gd TA Mn GLQ
## 836 PConc Gd TA No Exposure Unf
## 837 PConc Gd Gd No Exposure ALQ
## 838 PConc Gd TA Av Unf
## 839 PConc Gd TA Gd GLQ
## 840 PConc Gd TA Av GLQ
## 841 PConc Gd TA No Exposure GLQ
## 842 PConc Gd TA No Exposure Unf
## 843 PConc Gd TA No Exposure GLQ
## 844 PConc Gd TA No Exposure GLQ
## 845 PConc Gd TA No Exposure Unf
## 846 PConc Gd TA No Exposure GLQ
## 847 PConc Gd TA Mn GLQ
## 848 CBlock Gd TA No Exposure Rec
## 849 BrkTil Gd TA Av GLQ
## 850 CBlock TA TA No Exposure ALQ
## 851 CBlock Gd TA Mn LwQ
## 852 CBlock TA TA No Exposure ALQ
## 853 CBlock Gd Gd Av ALQ
## 854 CBlock TA TA Av BLQ
## 855 CBlock TA TA Av Rec
## 856 CBlock Gd TA Av GLQ
## 857 CBlock Gd TA Av GLQ
## 858 PConc Gd TA Av GLQ
## 859 PConc Gd TA Av Unf
## 860 PConc Gd TA Av Unf
## 861 PConc Gd TA Av GLQ
## 862 PConc Ex TA Mn GLQ
## 863 PConc Gd TA No Exposure Unf
## 864 PConc Gd TA Gd GLQ
## 865 PConc Gd TA Gd GLQ
## 866 PConc Ex TA Gd GLQ
## 867 PConc Gd TA Av GLQ
## 868 PConc Gd TA No Exposure GLQ
## 869 PConc Gd TA No Exposure Unf
## 870 PConc Gd TA No Exposure Unf
## 871 PConc Gd TA No Exposure Unf
## 872 PConc Gd TA Av GLQ
## 873 PConc Gd TA Av GLQ
## 874 PConc Gd TA Av GLQ
## 875 PConc Gd TA No Exposure Unf
## 876 PConc Gd TA Av GLQ
## 877 PConc Gd TA No Exposure GLQ
## 878 PConc Gd TA No Exposure Unf
## 879 CBlock No Basement No Basement No Basement No Basement
## 880 PConc TA TA No Exposure BLQ
## 881 CBlock TA TA Mn ALQ
## 882 Slab No Basement No Basement No Basement No Basement
## 883 CBlock TA TA No Exposure BLQ
## 884 CBlock TA TA No Exposure GLQ
## 885 CBlock TA TA Av ALQ
## 886 PConc Ex TA No Exposure GLQ
## 887 Wood Gd TA Gd GLQ
## 888 CBlock TA TA No Exposure Unf
## 889 CBlock TA TA No Exposure LwQ
## 890 CBlock Fa TA Mn Rec
## 891 Slab No Basement No Basement No Basement No Basement
## 892 PConc Fa TA No Exposure Unf
## 893 Slab No Basement No Basement No Basement No Basement
## 894 CBlock TA TA No Exposure Unf
## 895 CBlock TA TA No Exposure Rec
## 896 CBlock TA TA No Exposure Unf
## 897 BrkTil TA Fa Mn Unf
## 898 CBlock TA TA No Exposure Rec
## 899 CBlock TA TA No Exposure LwQ
## 900 PConc TA Fa No Exposure LwQ
## 901 BrkTil TA TA No Exposure Rec
## 902 CBlock TA Fa No Exposure Rec
## 903 BrkTil TA TA No Exposure Unf
## 904 BrkTil TA TA No Exposure GLQ
## 905 BrkTil TA TA No Exposure Unf
## 906 BrkTil TA TA No Exposure BLQ
## 907 BrkTil TA TA No Exposure Unf
## 908 BrkTil TA TA No Exposure BLQ
## 909 PConc Gd Gd No Exposure ALQ
## 910 BrkTil TA TA No Exposure Unf
## 911 BrkTil TA TA No Exposure Unf
## 912 BrkTil TA Fa Mn Unf
## 913 BrkTil Gd TA No Exposure Unf
## 914 CBlock TA TA No Exposure ALQ
## 915 CBlock TA TA No Exposure BLQ
## 916 BrkTil TA Fa No Exposure Rec
## 917 CBlock TA TA No Exposure Rec
## 918 BrkTil Gd TA No Exposure ALQ
## 919 BrkTil TA TA No Exposure Unf
## 920 BrkTil TA TA No Exposure LwQ
## 921 BrkTil TA TA Mn Rec
## 922 CBlock TA TA No Exposure Rec
## 923 CBlock TA TA No Exposure LwQ
## 924 BrkTil TA TA No Exposure BLQ
## 925 CBlock TA TA No Exposure Unf
## 926 PConc TA TA Av LwQ
## 927 CBlock TA TA No Exposure Unf
## 928 CBlock Gd TA Mn ALQ
## 929 CBlock Gd TA No Exposure Unf
## 930 CBlock Gd TA No Exposure ALQ
## 931 CBlock TA TA No Exposure ALQ
## 932 CBlock Gd TA No Exposure GLQ
## 933 CBlock Gd TA No Exposure GLQ
## 934 CBlock TA Fa No Exposure Rec
## 935 BrkTil TA TA No Exposure Unf
## 936 PConc TA TA Mn Unf
## 937 CBlock TA Fa No Exposure Unf
## 938 BrkTil TA TA No Exposure Unf
## 939 PConc Ex TA Gd GLQ
## 940 PConc Gd TA No Exposure ALQ
## 941 PConc Ex TA No Exposure GLQ
## 942 PConc Ex TA Mn Unf
## 943 PConc Ex TA No Exposure ALQ
## 944 CBlock TA TA Av ALQ
## 945 CBlock Gd TA Av GLQ
## 946 CBlock No Basement No Basement No Basement No Basement
## 947 PConc Gd TA Av GLQ
## 948 PConc Gd TA No Exposure BLQ
## 949 CBlock Gd TA Gd ALQ
## 950 PConc Ex TA Gd GLQ
## 951 PConc Ex TA Av Unf
## 952 CBlock Ex TA Gd GLQ
## 953 PConc Ex TA Gd GLQ
## 954 PConc Gd TA Av GLQ
## 955 CBlock Gd TA Mn GLQ
## 956 PConc Gd TA No Exposure ALQ
## 957 PConc Gd TA Gd GLQ
## 958 PConc Ex TA No Exposure GLQ
## 959 PConc Gd TA No Exposure Unf
## 960 PConc Ex TA Av GLQ
## 961 PConc Ex TA Gd GLQ
## 962 CBlock TA TA No Exposure ALQ
## 963 Slab No Basement No Basement No Basement No Basement
## 964 PConc Ex TA No Exposure GLQ
## 965 PConc Ex TA No Exposure GLQ
## 966 CBlock Gd TA Gd GLQ
## 967 CBlock TA TA No Exposure BLQ
## 968 CBlock Gd TA Av GLQ
## 969 CBlock TA TA No Exposure BLQ
## 970 CBlock Gd TA Av GLQ
## 971 CBlock TA TA No Exposure Unf
## 972 CBlock TA TA No Exposure BLQ
## 973 CBlock Gd TA Av GLQ
## 974 CBlock Gd TA Av Rec
## 975 PConc Gd TA Av GLQ
## 976 CBlock TA TA No Exposure ALQ
## 977 PConc Gd TA Av GLQ
## 978 Wood Gd TA No Exposure GLQ
## 979 PConc Gd TA No Exposure ALQ
## 980 PConc TA TA Gd ALQ
## 981 CBlock TA TA Gd BLQ
## 982 CBlock Gd TA No Exposure ALQ
## 983 CBlock TA TA Mn BLQ
## 984 CBlock Fa TA Mn ALQ
## 985 PConc TA TA No Exposure BLQ
## 986 PConc Gd TA No Exposure ALQ
## 987 PConc Gd TA Gd GLQ
## 988 PConc Gd TA Gd GLQ
## 989 PConc Gd TA No Exposure Rec
## 990 PConc Gd TA No Exposure GLQ
## 991 PConc Gd TA Gd GLQ
## 992 PConc Ex TA Av GLQ
## 993 PConc Ex TA Mn GLQ
## 994 PConc Gd TA No Exposure GLQ
## 995 PConc Gd TA Mn Unf
## 996 PConc Gd TA No Exposure Unf
## 997 PConc Gd TA No Exposure Unf
## 998 PConc Gd TA No Exposure GLQ
## 999 PConc Gd TA No Exposure Unf
## 1000 PConc Gd TA No Exposure ALQ
## 1001 PConc Gd TA Mn GLQ
## 1002 PConc Gd TA Gd GLQ
## 1003 PConc Ex TA Gd GLQ
## 1004 PConc Gd Gd No Exposure Unf
## 1005 PConc Ex TA Gd GLQ
## 1006 PConc Ex TA Gd GLQ
## 1007 CBlock TA TA No Exposure Unf
## 1008 CBlock Gd TA No Exposure Unf
## 1009 CBlock Gd Gd Mn GLQ
## 1010 CBlock Gd TA No Exposure GLQ
## 1011 CBlock Gd TA Mn GLQ
## 1012 CBlock Gd TA No Exposure GLQ
## 1013 CBlock Gd Fa No Exposure ALQ
## 1014 CBlock Gd Gd No Exposure ALQ
## 1015 PConc Gd TA No Exposure ALQ
## 1016 PConc Gd TA Av ALQ
## 1017 CBlock Gd TA Mn Unf
## 1018 CBlock TA Fa No Exposure BLQ
## 1019 PConc Gd TA No Exposure ALQ
## 1020 CBlock Gd TA No Exposure ALQ
## 1021 CBlock TA TA No Exposure Unf
## 1022 CBlock TA TA No Exposure ALQ
## 1023 CBlock Gd TA No Exposure BLQ
## 1024 PConc Gd TA No Exposure GLQ
## 1025 CBlock Gd TA Mn Unf
## 1026 CBlock Gd TA No Exposure ALQ
## 1027 CBlock Gd TA Mn Rec
## 1028 CBlock Gd TA No Exposure Rec
## 1029 CBlock TA TA No Exposure BLQ
## 1030 PConc Gd TA No Exposure GLQ
## 1031 CBlock TA TA No Exposure LwQ
## 1032 CBlock TA TA No Exposure BLQ
## 1033 CBlock TA TA No Exposure LwQ
## 1034 CBlock TA TA No Exposure Rec
## 1035 CBlock TA TA No Exposure ALQ
## 1036 CBlock TA TA No Exposure ALQ
## 1037 CBlock TA TA No Exposure Rec
## 1038 CBlock Gd TA No Exposure ALQ
## 1039 CBlock Gd TA No Exposure ALQ
## 1040 CBlock Gd TA No Exposure ALQ
## 1041 CBlock TA TA No Exposure Rec
## 1042 PConc Ex TA Av GLQ
## 1043 PConc Ex TA Av GLQ
## 1044 PConc Ex TA Av GLQ
## 1045 PConc Ex TA Av GLQ
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## functional fireplaces fireplace.qu garage.type garage.yr.blt
## 1 Typ 2 Gd Attchd 1960
## 2 Typ 0 <NA> Attchd 1961
## 3 Typ 0 <NA> Attchd 1958
## 4 Typ 2 TA Attchd 1968
## 5 Typ 1 TA Attchd 1997
## 6 Typ 1 Gd Attchd 1998
## 7 Typ 0 <NA> Attchd 2001
## 8 Typ 0 <NA> Attchd 1992
## 9 Typ 1 TA Attchd 1995
## 10 Typ 1 TA Attchd 1999
## 11 Typ 1 TA Attchd 1993
## 12 Typ 0 <NA> Attchd 1992
## 13 Typ 1 Gd Attchd 1998
## 14 Typ 1 Po Attchd 1990
## 15 Typ 0 <NA> Attchd 1985
## 16 Mod 1 Gd BuiltIn 2003
## 17 Typ 0 <NA> Basment 1988
## 18 Typ 1 Ex Attchd 2010
## 19 Typ 0 <NA> Detchd 1951
## 20 Min1 2 TA Attchd 1978
## 21 Typ 1 TA Attchd 1977
## 22 Typ 2 TA Attchd 1974
## 23 Typ 0 <NA> Attchd 2000
## 24 Typ 1 TA Attchd 1970
## 25 Typ 1 Fa Attchd 1971
## 26 Typ 1 Fa Attchd 1968
## 27 Typ 0 <NA> Attchd 1970
## 28 Typ 1 Po <NA> NA
## 29 Typ 1 Fa Attchd 1999
## 30 Typ 0 <NA> Detchd 1971
## 31 Typ 0 <NA> Detchd 1997
## 32 Typ 0 <NA> Detchd 1971
## 33 Typ 1 Fa Attchd 1977
## 34 Typ 1 TA Attchd 1975
## 35 Typ 0 <NA> Attchd 1975
## 36 Typ 1 TA Attchd 1978
## 37 Typ 1 Gd Attchd 2009
## 38 Typ 1 Gd Attchd 2008
## 39 Typ 1 Gd Attchd 2010
## 40 Typ 0 <NA> Attchd 2009
## 41 Typ 1 Gd Attchd 2005
## 42 Typ 1 Gd Attchd 2005
## 43 Typ 1 Gd Attchd 2005
## 44 Typ 0 <NA> Attchd 2004
## 45 Typ 2 Gd Attchd 2009
## 46 Typ 1 Gd Attchd 2010
## 47 Typ 2 Gd Attchd 2003
## 48 Typ 1 Ex Attchd 2002
## 49 Typ 1 Gd Attchd 2005
## 50 Typ 1 Gd Attchd 2006
## 51 Typ 0 <NA> BuiltIn 2003
## 52 Typ 0 <NA> Attchd 2005
## 53 Typ 0 <NA> Attchd 2006
## 54 Typ 1 TA Attchd 2004
## 55 Typ 1 Gd BuiltIn 2004
## 56 Typ 1 Gd BuiltIn 2004
## 57 Typ 1 TA BuiltIn 2000
## 58 Typ 1 Gd BuiltIn 2001
## 59 Typ 1 TA BuiltIn 1999
## 60 Typ 1 TA Attchd 1998
## 61 Typ 1 TA Attchd 1996
## 62 Typ 2 TA Attchd 1994
## 63 Typ 1 Gd Attchd 1999
## 64 Typ 0 <NA> Attchd 1998
## 65 Typ 1 Ex Attchd 1996
## 66 Typ 0 <NA> Attchd 2009
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## 69 Typ 1 Gd Attchd 2004
## 70 Typ 1 Gd Attchd 2005
## 71 Typ 0 <NA> BuiltIn 2004
## 72 Typ 0 <NA> Attchd 2004
## 73 Typ 2 Fa Attchd 1994
## 74 Typ 1 TA Attchd 1980
## 75 Typ 1 TA Attchd 1992
## 76 Typ 1 TA Attchd 1979
## 77 Typ 0 <NA> Attchd 1984
## 78 Typ 0 <NA> Attchd 1993
## 79 Typ 0 <NA> Attchd 1986
## 80 Typ 1 TA Attchd 1980
## 81 Typ 0 <NA> Detchd 1920
## 82 Typ 0 <NA> Attchd 1978
## 83 Min2 0 <NA> Detchd 1987
## 84 Typ 1 Gd Detchd 1973
## 85 Typ 0 <NA> Detchd 1970
## 86 Typ 0 <NA> Attchd 1963
## 87 Typ 0 <NA> Detchd 1962
## 88 Typ 2 Fa Attchd 1974
## 89 Typ 1 TA Attchd 1992
## 90 Typ 1 TA Attchd 1993
## 91 Typ 1 TA Attchd 1992
## 92 Typ 1 Gd Attchd 2004
## 93 Typ 0 <NA> Attchd 2004
## 94 Typ 0 <NA> Detchd 2004
## 95 Typ 0 <NA> Detchd 2004
## 96 Typ 0 <NA> Detchd 2004
## 97 Typ 0 <NA> Detchd 2005
## 98 Typ 1 Gd Attchd 2009
## 99 Typ 0 <NA> Detchd 2000
## 100 Typ 0 <NA> Detchd 2000
## 101 Typ 0 <NA> Detchd 1999
## 102 Typ 0 <NA> Attchd 2003
## 103 Typ 1 Gd Attchd 2010
## 104 Typ 1 TA Attchd 2000
## 105 Typ 1 TA Detchd 1980
## 106 Typ 1 TA Attchd 1978
## 107 Typ 0 <NA> Attchd 1976
## 108 Typ 1 Gd Attchd 2002
## 109 Typ 0 <NA> Attchd 1967
## 110 Typ 1 TA Attchd 1993
## 111 Typ 2 TA Attchd 1977
## 112 Typ 1 TA Attchd 1978
## 113 Typ 1 TA Attchd 1988
## 114 Typ 1 TA Attchd 1972
## 115 Typ 0 <NA> Attchd 1971
## 116 Typ 0 <NA> Attchd 1966
## 117 Typ 2 Gd Attchd 1963
## 118 Typ 0 <NA> <NA> NA
## 119 Typ 0 <NA> Attchd 1966
## 120 Typ 0 <NA> Attchd 1967
## 121 Typ 0 <NA> Attchd 1964
## 122 Typ 1 Gd Attchd 1964
## 123 Typ 0 <NA> Attchd 1963
## 124 Typ 0 <NA> <NA> NA
## 125 Typ 0 <NA> Attchd 1950
## 126 Min2 2 Gd Detchd 1994
## 127 Typ 1 Gd Attchd 1949
## 128 Typ 0 <NA> <NA> NA
## 129 Mod 0 <NA> <NA> NA
## 130 Typ 0 <NA> Attchd 1954
## 131 Typ 2 Gd Basment 1955
## 132 Typ 1 Gd Attchd 1954
## 133 Typ 1 Gd Attchd 1966
## 134 Typ 0 <NA> Detchd 1960
## 135 Min1 1 Gd Attchd 1970
## 136 Mod 1 Gd Attchd 1966
## 137 Typ 0 <NA> Attchd 1958
## 138 Typ 0 <NA> Attchd 2003
## 139 Typ 0 <NA> Attchd 1959
## 140 Typ 1 Gd Attchd 1959
## 141 Typ 0 <NA> Attchd 1957
## 142 Typ 0 <NA> Attchd 1959
## 143 Typ 0 <NA> Attchd 1959
## 144 Typ 2 Gd Attchd 1960
## 145 Typ 0 <NA> Attchd 1959
## 146 Typ 2 Gd Attchd 1956
## 147 Typ 0 <NA> Attchd 1956
## 148 Typ 0 <NA> Detchd 1952
## 149 Typ 0 <NA> Attchd 1955
## 150 Typ 0 <NA> Attchd 1958
## 151 Typ 0 <NA> Detchd 1953
## 152 Typ 0 <NA> Detchd 1989
## 153 Mod 1 Po Detchd 1967
## 154 Typ 0 <NA> Attchd 1989
## 155 Typ 0 <NA> Attchd 1956
## 156 Typ 1 Gd Attchd 1948
## 157 Typ 0 <NA> Detchd 1980
## 158 Typ 1 Gd Detchd 1997
## 159 Typ 1 Gd BuiltIn 1961
## 160 Typ 0 <NA> Detchd 1950
## 161 Typ 0 <NA> Attchd 1959
## 162 Typ 0 <NA> Detchd 2000
## 163 Typ 0 <NA> Detchd 2005
## 164 Typ 0 <NA> Attchd 1962
## 165 Typ 0 <NA> Detchd 1960
## 166 Min1 1 TA Attchd 1963
## 167 Typ 1 TA Attchd 1966
## 168 Min2 2 Gd Basment 1900
## 169 Min2 0 <NA> <NA> NA
## 170 Typ 1 Gd <NA> NA
## 171 Typ 1 Gd Detchd 1927
## 172 Typ 0 <NA> Detchd 1957
## 173 Typ 0 <NA> Detchd 1915
## 174 Typ 0 <NA> Attchd 1945
## 175 Typ 2 Gd Attchd 1940
## 176 Typ 0 <NA> Detchd 1974
## 177 Typ 0 <NA> Detchd 1938
## 178 Typ 1 Gd Detchd 1948
## 179 Typ 0 <NA> Detchd 1962
## 180 Typ 1 Gd Detchd 1928
## 181 Typ 0 <NA> Detchd 2005
## 182 Typ 0 <NA> Detchd 1930
## 183 Typ 0 <NA> Detchd 1961
## 184 Typ 0 <NA> Detchd 2003
## 185 Typ 0 <NA> <NA> NA
## 186 Typ 0 <NA> Attchd 1957
## 187 Typ 0 <NA> Detchd 1966
## 188 Typ 0 <NA> Detchd 1971
## 189 Min1 0 <NA> Detchd 1970
## 190 Typ 0 <NA> Detchd 1950
## 191 Typ 1 Gd Detchd 1928
## 192 Typ 0 <NA> Detchd 1926
## 193 Typ 0 <NA> Detchd 1939
## 194 Typ 2 Gd Detchd 1973
## 195 Min2 2 Fa Detchd 1942
## 196 Typ 0 <NA> Detchd 1948
## 197 Typ 0 <NA> Detchd 1979
## 198 Typ 1 Gd Detchd 1930
## 199 Typ 1 Gd Detchd 1923
## 200 Typ 0 <NA> Detchd 1990
## 201 Typ 1 TA Detchd 1915
## 202 Typ 0 <NA> <NA> NA
## 203 Typ 0 <NA> Detchd 1920
## 204 Typ 0 <NA> CarPort 1963
## 205 Mod 0 <NA> <NA> NA
## 206 Typ 1 Po Detchd 1999
## 207 Typ 2 TA Attchd 1940
## 208 Typ 2 Gd Attchd 1959
## 209 Mod 0 <NA> Detchd 1917
## 210 Typ 0 <NA> <NA> NA
## 211 Typ 0 <NA> Detchd 1940
## 212 Typ 0 <NA> <NA> NA
## 213 Typ 1 Gd Detchd 1910
## 214 Typ 0 <NA> <NA> NA
## 215 Typ 0 <NA> <NA> NA
## 216 Typ 0 <NA> <NA> NA
## 217 Typ 0 <NA> Attchd 1965
## 218 Mod 1 Gd Detchd 1957
## 219 Typ 1 Fa Detchd 1974
## 220 Typ 1 TA Attchd 1968
## 221 Typ 0 <NA> Detchd 1966
## 222 Typ 0 <NA> Attchd 1969
## 223 Typ 0 <NA> Detchd 1969
## 224 Typ 2 TA Attchd 1978
## 225 Typ 2 TA Attchd 1968
## 226 Typ 1 TA Attchd 1978
## 227 Typ 0 <NA> Attchd 1996
## 228 Typ 2 TA Attchd 1977
## 229 Typ 0 <NA> Detchd 1945
## 230 Min2 0 <NA> Attchd 1996
## 231 Typ 1 TA Attchd 1979
## 232 Typ 1 TA Attchd 1978
## 233 Typ 1 Gd Attchd 1938
## 234 Typ 0 <NA> Basment 1920
## 235 Typ 1 TA Attchd 1987
## 236 Typ 0 <NA> Attchd 1956
## 237 Typ 1 TA Detchd 1947
## 238 Typ 0 <NA> Attchd 1954
## 239 Typ 0 <NA> Attchd 2009
## 240 Typ 2 TA Attchd 2009
## 241 Typ 0 <NA> Detchd 1964
## 242 Typ 0 <NA> Detchd 1946
## 243 Typ 1 TA Attchd 1985
## 244 Typ 2 TA Attchd 1987
## 245 Typ 1 Gd 2Types 2000
## 246 Typ 1 TA Attchd 1993
## 247 Typ 0 <NA> Attchd 1992
## 248 Typ 0 <NA> Attchd 2008
## 249 Typ 0 <NA> Attchd 2006
## 250 Typ 0 <NA> Attchd 2009
## 251 Typ 0 <NA> Attchd 2009
## 252 Typ 2 TA Attchd 1990
## 253 Typ 0 <NA> Detchd 1957
## 254 Typ 0 <NA> Attchd 1971
## 255 Typ 0 <NA> Attchd 1998
## 256 Typ 1 TA Attchd 1997
## 257 Typ 0 <NA> Attchd 1998
## 258 Typ 0 <NA> Attchd 1977
## 259 Typ 0 <NA> Attchd 1977
## 260 Typ 0 <NA> Attchd 1976
## 261 Typ 0 <NA> Detchd 1977
## 262 Typ 1 Gd Attchd 2003
## 263 Typ 1 TA Attchd 2001
## 264 Typ 1 TA Attchd 2003
## 265 Typ 1 TA Attchd 1997
## 266 Typ 0 <NA> Attchd 1998
## 267 Typ 0 <NA> Attchd 2003
## 268 Typ 0 <NA> Attchd 2004
## 269 Typ 1 TA Attchd 2003
## 270 Typ 0 <NA> Attchd 2004
## 271 Typ 0 <NA> Attchd 2004
## 272 Min1 0 <NA> Detchd 1945
## 273 Typ 0 <NA> Detchd 1954
## 274 Typ 0 <NA> <NA> NA
## 275 Typ 0 <NA> Attchd 1968
## 276 Typ 0 <NA> Detchd 1956
## 277 Typ 1 Fa Detchd 1975
## 278 Typ 1 TA Detchd 1976
## 279 Typ 0 <NA> <NA> NA
## 280 Typ 0 <NA> Attchd 2003
## 281 Typ 1 Gd Detchd 1949
## 282 Typ 0 <NA> Detchd 1941
## 283 Min2 1 Gd Basment 1957
## 284 Typ 1 Gd Detchd 1979
## 285 Typ 0 <NA> Detchd 1920
## 286 Typ 0 <NA> Detchd 1938
## 287 Typ 1 Gd Detchd 1924
## 288 Typ 1 Gd Detchd 1939
## 289 Min2 0 <NA> <NA> NA
## 290 Typ 1 Gd <NA> NA
## 291 Min2 1 Gd Detchd 1969
## 292 Typ 2 TA Attchd 1941
## 293 Typ 0 <NA> Detchd 1950
## 294 Typ 2 Gd Attchd 1941
## 295 Typ 2 TA Attchd 1959
## 296 Typ 0 <NA> BuiltIn 1994
## 297 Typ 1 TA Attchd 1989
## 298 Typ 1 TA Attchd 1989
## 299 Typ 2 TA Attchd 1959
## 300 Typ 0 <NA> Detchd 1922
## 301 Typ 0 <NA> Detchd 1951
## 302 Typ 0 <NA> Detchd 1950
## 303 Typ 0 <NA> Detchd 1980
## 304 Typ 0 <NA> Detchd 1964
## 305 Typ 0 <NA> Basment 1952
## 306 Typ 0 <NA> Detchd 1896
## 307 Typ 1 Gd Attchd 2004
## 308 Typ 1 TA Attchd 1998
## 309 Typ 1 Fa Attchd 1977
## 310 Typ 0 <NA> Attchd 2003
## 311 Typ 0 <NA> Attchd 1976
## 312 Typ 0 <NA> 2Types 1976
## 313 Min1 2 TA Detchd 1966
## 314 Typ 1 TA Attchd 2008
## 315 Typ 0 <NA> Attchd 2010
## 316 Typ 0 <NA> BuiltIn 2007
## 317 Typ 1 Gd BuiltIn 2009
## 318 Typ 1 Gd BuiltIn 2002
## 319 Typ 0 <NA> Attchd 2002
## 320 Typ 1 Gd Attchd 2009
## 321 Typ 1 TA Attchd 1965
## 322 Typ 0 <NA> Attchd 2004
## 323 Typ 0 <NA> <NA> NA
## 324 Typ 1 Gd Attchd 2001
## 325 Typ 0 <NA> Attchd 1973
## 326 Typ 1 Po Attchd 1973
## 327 Typ 0 <NA> Attchd 1976
## 328 Typ 0 <NA> <NA> NA
## 329 Typ 0 <NA> <NA> NA
## 330 Typ 0 <NA> <NA> NA
## 331 Typ 0 <NA> Attchd 1972
## 332 Typ 0 <NA> Detchd 1971
## 333 Typ 0 <NA> Attchd 1962
## 334 Typ 0 <NA> Attchd 1984
## 335 Typ 0 <NA> Attchd 1985
## 336 Typ 0 <NA> Detchd 1993
## 337 Typ 0 <NA> Attchd 1969
## 338 Typ 2 TA Attchd 1994
## 339 Typ 1 Fa Attchd 1993
## 340 Typ 0 <NA> Attchd 1956
## 341 Typ 1 Gd Attchd 1974
## 342 Typ 3 TA Attchd 1972
## 343 Typ 1 TA Attchd 1997
## 344 Typ 1 Gd BuiltIn 2003
## 345 Typ 1 TA BuiltIn 1996
## 346 Typ 2 Gd Attchd 2006
## 347 Typ 1 TA BuiltIn 1995
## 348 Typ 1 Gd Attchd 2004
## 349 Typ 1 Ex Attchd 2000
## 350 Typ 0 <NA> Attchd 1998
## 351 Typ 0 <NA> Attchd 1995
## 352 Typ 1 TA BuiltIn 1998
## 353 Typ 1 TA Attchd 1998
## 354 Typ 1 TA Attchd 1998
## 355 Typ 1 TA Attchd 1993
## 356 Typ 1 TA BuiltIn 1993
## 357 Typ 1 TA Attchd 1994
## 358 Typ 1 TA Attchd 1993
## 359 Typ 1 TA BuiltIn 1993
## 360 Typ 1 TA Attchd 1994
## 361 Typ 0 <NA> Attchd 1992
## 362 Typ 1 TA Attchd 1999
## 363 Typ 0 <NA> Attchd 1990
## 364 Typ 1 Ex Attchd 1984
## 365 Typ 1 Gd Attchd 2009
## 366 Typ 1 Gd Attchd 2008
## 367 Typ 1 Gd Attchd 2005
## 368 Typ 1 TA Attchd 1977
## 369 Typ 1 TA Attchd 1983
## 370 Typ 1 TA Attchd 1979
## 371 Typ 1 TA Attchd 1977
## 372 Typ 1 TA Attchd 1977
## 373 Typ 1 TA Attchd 1978
## 374 Typ 1 TA Attchd 1978
## 375 Typ 1 TA BuiltIn 1980
## 376 Typ 2 TA Attchd 1980
## 377 Typ 1 TA Attchd 1978
## 378 Typ 1 Gd Attchd 1981
## 379 Typ 1 TA Attchd 1978
## 380 Typ 1 TA Attchd 1976
## 381 Typ 1 TA Attchd 1976
## 382 Typ 1 Ex Attchd 2003
## 383 Typ 0 <NA> BuiltIn 2009
## 384 Typ 1 TA Attchd 2000
## 385 Typ 1 Gd Attchd 2002
## 386 Typ 2 Fa Attchd 1975
## 387 Typ 1 TA Attchd 1974
## 388 Typ 1 TA Attchd 1975
## 389 Typ 1 TA Attchd 1974
## 390 Typ 1 TA Attchd 1972
## 391 Typ 0 <NA> <NA> NA
## 392 Typ 0 <NA> Detchd 1973
## 393 Typ 0 <NA> Detchd 1969
## 394 Typ 0 <NA> Attchd 1970
## 395 Typ 0 <NA> Attchd 1971
## 396 Typ 0 <NA> Detchd 2001
## 397 Typ 0 <NA> Detchd 1989
## 398 Typ 0 <NA> Detchd 1994
## 399 Typ 0 <NA> Detchd 1989
## 400 Typ 0 <NA> Detchd 1986
## 401 Typ 0 <NA> Detchd 1973
## 402 Min1 0 <NA> Attchd 1970
## 403 Typ 0 <NA> Detchd 1991
## 404 Typ 0 <NA> Detchd 1972
## 405 Typ 0 <NA> Detchd 1972
## 406 Typ 0 <NA> Detchd 1972
## 407 Typ 0 <NA> Attchd 1976
## 408 Typ 1 TA Detchd 1976
## 409 Typ 1 TA Attchd 1976
## 410 Typ 1 Fa Attchd 1975
## 411 Typ 1 Fa Attchd 1974
## 412 Typ 1 TA Attchd 1977
## 413 Typ 1 TA Detchd 1978
## 414 Typ 1 TA Attchd 1978
## 415 Typ 1 TA Attchd 1978
## 416 Typ 0 <NA> Attchd 1976
## 417 Typ 0 <NA> Attchd 1967
## 418 Typ 1 TA Attchd 1966
## 419 Typ 1 Gd Attchd 2008
## 420 Typ 3 Gd BuiltIn 2007
## 421 Typ 2 Gd BuiltIn 2009
## 422 Typ 2 Gd Attchd 2008
## 423 Typ 2 Ex Attchd 2006
## 424 Typ 1 Gd Attchd 2007
## 425 Typ 1 Gd Attchd 2009
## 426 Typ 1 Gd Attchd 2009
## 427 Typ 1 Gd Attchd 2008
## 428 Typ 1 Gd Attchd 2008
## 429 Typ 1 Gd Attchd 2009
## 430 Typ 1 Gd BuiltIn 2008
## 431 Typ 2 Gd Attchd 2007
## 432 Typ 1 Gd BuiltIn 2009
## 433 Typ 1 Gd Attchd 2008
## 434 Typ 2 Gd Attchd 2004
## 435 Typ 1 Gd BuiltIn 2007
## 436 Typ 1 Gd Attchd 2006
## 437 Typ 1 Gd Attchd 2008
## 438 Typ 1 Gd Attchd 2004
## 439 Typ 1 Gd Attchd 2006
## 440 Typ 1 Gd Attchd 2008
## 441 Typ 1 Gd Attchd 2004
## 442 Typ 1 Gd Attchd 2004
## 443 Typ 1 Gd Attchd 2003
## 444 Typ 1 Gd Attchd 2003
## 445 Typ 0 <NA> Attchd 2009
## 446 Typ 1 Ex Attchd 2003
## 447 Typ 1 Gd Attchd 2003
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## 449 Typ 1 Gd Attchd 2006
## 450 Typ 1 Gd Attchd 2005
## 451 Typ 1 Gd Attchd 2005
## 452 Typ 1 Gd Attchd 2005
## 453 Typ 1 Gd Attchd 2008
## 454 Typ 1 Gd Attchd 2008
## 455 Typ 1 Ex Attchd 2004
## 456 Typ 1 Gd Attchd 2003
## 457 Typ 1 Gd Attchd 2008
## 458 Typ 1 Gd Attchd 2008
## 459 Typ 1 Gd Attchd 2002
## 460 Typ 1 Gd Attchd 2006
## 461 Typ 1 TA Attchd 2003
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## 463 Typ 1 Gd Attchd 2005
## 464 Typ 1 Gd Attchd 2005
## 465 Typ 1 Gd Attchd 2005
## 466 Typ 1 Gd BuiltIn 2005
## 467 Typ 1 TA Attchd 2007
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## 469 Typ 1 TA Attchd 2005
## 470 Typ 1 Gd Attchd 2005
## 471 Typ 1 Gd Attchd 2005
## 472 Typ 1 Gd Attchd 2005
## 473 Typ 1 Gd Attchd 2004
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## 475 Typ 1 Gd BuiltIn 2004
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## 477 Typ 1 TA BuiltIn 2002
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## 479 Typ 1 Gd Attchd 2003
## 480 Typ 1 TA Attchd 2003
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## 482 Typ 1 TA BuiltIn 2000
## 483 Typ 1 TA BuiltIn 2000
## 484 Typ 0 <NA> BuiltIn 2004
## 485 Typ 1 TA Attchd 2000
## 486 Typ 1 TA Attchd 2000
## 487 Typ 1 TA BuiltIn 1999
## 488 Typ 1 TA BuiltIn 1999
## 489 Typ 1 TA BuiltIn 1999
## 490 Typ 1 TA BuiltIn 1999
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## 492 Typ 1 Gd Attchd 1999
## 493 Typ 1 TA Attchd 1995
## 494 Typ 2 TA BuiltIn 2000
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## 496 Typ 1 TA Attchd 1998
## 497 Typ 1 TA Attchd 1996
## 498 Typ 2 Gd Attchd 1994
## 499 Typ 1 TA Attchd 1993
## 500 Typ 1 TA Attchd 1995
## 501 Typ 1 TA Attchd 1993
## 502 Typ 1 TA Attchd 1994
## 503 Typ 1 Gd BuiltIn 1994
## 504 Typ 1 Gd Attchd 2008
## 505 Typ 0 <NA> Attchd 2008
## 506 Typ 1 Gd Attchd 2008
## 507 Typ 1 Gd Attchd 2008
## 508 Typ 1 Gd Attchd 2007
## 509 Typ 1 Gd Attchd 2006
## 510 Typ 1 Gd Attchd 2005
## 511 Typ 2 Gd Attchd 2005
## 512 Typ 1 TA Attchd 2009
## 513 Typ 0 <NA> Attchd 2008
## 514 Typ 0 <NA> Attchd 2009
## 515 Typ 0 <NA> Attchd 2009
## 516 Typ 0 <NA> Attchd 2008
## 517 Typ 1 Gd Attchd 2008
## 518 Typ 1 Gd Attchd 2009
## 519 Typ 1 Gd Attchd 2006
## 520 Typ 1 Ex Attchd 2008
## 521 Typ 1 Gd Attchd 2006
## 522 Typ 1 Gd Attchd 2005
## 523 Typ 0 <NA> Attchd 2007
## 524 Typ 1 Gd Attchd 2009
## 525 Typ 1 Gd Attchd 2006
## 526 Typ 1 Gd BuiltIn 2003
## 527 Typ 0 <NA> Attchd 2004
## 528 Typ 0 <NA> Attchd 2003
## 529 Typ 0 <NA> Attchd 2003
## 530 Typ 0 <NA> Detchd 2007
## 531 Typ 0 <NA> Detchd 2006
## 532 Typ 0 <NA> <NA> NA
## 533 Typ 0 <NA> BuiltIn 2004
## 534 Typ 0 <NA> Attchd 2004
## 535 Typ 0 <NA> Detchd 2005
## 536 Typ 0 <NA> <NA> NA
## 537 Typ 0 <NA> Detchd 2004
## 538 Typ 0 <NA> Attchd 2008
## 539 Typ 1 TA Attchd 1997
## 540 Typ 1 Gd Attchd 2005
## 541 Typ 1 TA Attchd 2001
## 542 Typ 0 <NA> Attchd 1992
## 543 Typ 1 TA Attchd 1980
## 544 Typ 0 <NA> Attchd 1990
## 545 Typ 0 <NA> Attchd 1994
## 546 Typ 0 <NA> Attchd 1986
## 547 Typ 2 TA Attchd 1981
## 548 Typ 0 <NA> CarPort 1950
## 549 Typ 0 <NA> Detchd 1950
## 550 Typ 0 <NA> Detchd 1969
## 551 Typ 0 <NA> Detchd 1986
## 552 Typ 0 <NA> Detchd 1982
## 553 Typ 0 <NA> Attchd 1961
## 554 Typ 0 <NA> Attchd 1965
## 555 Typ 0 <NA> Attchd 1963
## 556 Typ 1 TA Attchd 1961
## 557 Typ 1 Po Detchd 1965
## 558 Typ 0 <NA> Attchd 1962
## 559 Maj1 2 Gd Attchd 1980
## 560 Typ 1 TA Attchd 1991
## 561 Mod 1 TA BuiltIn 2004
## 562 Typ 0 <NA> Detchd 2009
## 563 Typ 0 <NA> Detchd 2009
## 564 Typ 1 Gd Attchd 2008
## 565 Typ 1 Gd Attchd 2008
## 566 Typ 0 <NA> Detchd 1999
## 567 Typ 0 <NA> Detchd 2000
## 568 Typ 0 <NA> Detchd 1999
## 569 Typ 0 <NA> Attchd 1999
## 570 Typ 1 Gd Attchd 1977
## 571 Typ 2 TA Attchd 1981
## 572 Typ 0 <NA> Attchd 1981
## 573 Typ 1 Gd Attchd 1976
## 574 Min1 1 TA Attchd 1993
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## 576 Typ 1 TA Attchd 1970
## 577 Typ 1 Gd Attchd 1968
## 578 Typ 2 TA Attchd 1973
## 579 Typ 2 TA Attchd 1974
## 580 Typ 1 TA Attchd 1972
## 581 Typ 1 TA Attchd 1967
## 582 Typ 1 Gd Attchd 1967
## 583 Typ 1 Fa Attchd 1969
## 584 Typ 0 <NA> Attchd 1969
## 585 Typ 2 TA Attchd 1977
## 586 Typ 1 TA Attchd 1977
## 587 Maj1 1 TA Attchd 1998
## 588 Typ 0 <NA> Attchd 2001
## 589 Typ 0 <NA> Attchd 1967
## 590 Typ 0 <NA> Attchd 1967
## 591 Typ 0 <NA> Detchd 1965
## 592 Typ 1 TA Attchd 1974
## 593 Typ 1 Gd Attchd 1971
## 594 Typ 1 Gd Attchd 1967
## 595 Typ 1 Po Detchd 1988
## 596 Typ 0 <NA> Detchd 1960
## 597 Typ 0 <NA> Detchd 2008
## 598 Typ 1 Gd Attchd 1982
## 599 Min1 1 Gd Detchd 1956
## 600 Typ 0 <NA> Detchd 1968
## 601 Typ 0 <NA> Attchd 1964
## 602 Typ 1 TA Attchd 1961
## 603 Typ 2 Gd Detchd 1964
## 604 Typ 1 Po Attchd 1966
## 605 Typ 1 TA Attchd 1965
## 606 Typ 1 Fa Attchd 1964
## 607 Typ 0 <NA> Attchd 1959
## 608 Typ 1 Po BuiltIn 1961
## 609 Typ 0 <NA> Attchd 1955
## 610 Typ 0 <NA> <NA> NA
## 611 Typ 1 TA Detchd 1950
## 612 Typ 1 TA Attchd 1953
## 613 Typ 0 <NA> Attchd 1967
## 614 Typ 2 Gd Attchd 1953
## 615 Typ 0 <NA> Attchd 1956
## 616 Min2 0 <NA> Attchd 1950
## 617 Typ 1 Gd Attchd 1950
## 618 Mod 0 <NA> Detchd 1967
## 619 Typ 1 TA Attchd 1961
## 620 Typ 2 Gd Attchd 1963
## 621 Typ 2 Gd Attchd 1966
## 622 Typ 3 Fa Attchd 1965
## 623 Typ 1 Gd Attchd 1968
## 624 Maj2 2 TA Attchd 1968
## 625 Typ 1 Gd Attchd 1920
## 626 Typ 0 <NA> Attchd 1956
## 627 Typ 2 Gd Attchd 1957
## 628 Typ 2 Gd Attchd 1960
## 629 Typ 0 <NA> Attchd 1959
## 630 Min1 1 Gd Attchd 1958
## 631 Typ 0 <NA> Attchd 1958
## 632 Typ 0 <NA> Attchd 1956
## 633 Typ 0 <NA> Attchd 1955
## 634 Typ 2 Gd Attchd 1956
## 635 Typ 1 TA Attchd 1991
## 636 Typ 1 TA Attchd 1954
## 637 Typ 0 <NA> Detchd 1958
## 638 Typ 0 <NA> Attchd 1954
## 639 Min2 0 <NA> Attchd 1953
## 640 Typ 0 <NA> Basment 1951
## 641 Typ 1 TA Detchd 1977
## 642 Min1 2 TA CarPort 1951
## 643 Typ 0 <NA> Detchd 1945
## 644 Typ 0 <NA> Attchd 1952
## 645 Typ 0 <NA> Attchd 1953
## 646 Typ 0 <NA> CarPort 1920
## 647 Typ 1 Gd Attchd 1948
## 648 Typ 0 <NA> Attchd 1950
## 649 Typ 1 Gd Detchd 1948
## 650 Typ 0 <NA> Attchd 1958
## 651 Min2 0 <NA> Detchd 1916
## 652 Typ 0 <NA> Detchd 1939
## 653 Typ 0 <NA> Detchd 1940
## 654 Typ 0 <NA> Detchd 1924
## 655 Typ 0 <NA> Detchd 1987
## 656 Min2 1 TA Detchd 1954
## 657 Typ 0 <NA> Detchd 2008
## 658 Typ 0 <NA> <NA> NA
## 659 Typ 0 <NA> Detchd 1967
## 660 Typ 0 <NA> Detchd 1980
## 661 Typ 0 <NA> Detchd 1959
## 662 Typ 0 <NA> Attchd 1969
## 663 Typ 0 <NA> Attchd 1963
## 664 Min1 1 Po Attchd 1967
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## 666 Typ 0 <NA> Detchd 1985
## 667 Typ 0 <NA> Detchd 1957
## 668 Typ 0 <NA> Detchd 1968
## 669 Typ 2 Gd Attchd 1960
## 670 Typ 1 Gd Basment 1958
## 671 Typ 1 Gd Attchd 1949
## 672 Typ 0 <NA> Detchd 1987
## 673 Typ 0 <NA> Detchd 1989
## 674 Typ 0 <NA> Detchd 1956
## 675 Min1 0 <NA> Attchd 1950
## 676 Typ 0 <NA> Attchd 1958
## 677 Min1 0 <NA> Attchd 1958
## 678 Typ 0 <NA> Detchd 1952
## 679 Typ 0 <NA> Attchd 1959
## 680 Typ 0 <NA> Attchd 1959
## 681 Typ 0 <NA> Detchd 1949
## 682 Typ 0 <NA> Detchd 1994
## 683 Typ 0 <NA> Attchd 1964
## 684 Typ 0 <NA> Attchd 1978
## 685 Typ 1 Fa Attchd 1963
## 686 Typ 0 <NA> Detchd 1962
## 687 Typ 0 <NA> Detchd 1926
## 688 Typ 0 <NA> Detchd 1966
## 689 Typ 0 <NA> Detchd 1920
## 690 Typ 0 <NA> Detchd 1920
## 691 Typ 0 <NA> Detchd 1941
## 692 Typ 0 <NA> Detchd 1959
## 693 Typ 0 <NA> <NA> NA
## 694 Typ 1 Gd Detchd 1939
## 695 Min2 0 <NA> Attchd 1985
## 696 Typ 0 <NA> <NA> NA
## 697 Typ 0 <NA> Detchd 1952
## 698 Typ 2 Gd Detchd 1947
## 699 Typ 0 <NA> <NA> NA
## 700 Min2 0 <NA> Detchd 1974
## 701 Typ 0 <NA> Detchd 1950
## 702 Typ 0 <NA> BuiltIn 1954
## 703 Typ 0 <NA> Detchd 1920
## 704 Typ 0 <NA> Detchd 1965
## 705 Typ 0 <NA> <NA> NA
## 706 Typ 0 <NA> Attchd 1938
## 707 Typ 0 <NA> Detchd 1963
## 708 Typ 0 <NA> <NA> NA
## 709 Typ 0 <NA> Detchd 1974
## 710 Typ 0 <NA> Detchd 1948
## 711 Typ 0 <NA> Detchd 1910
## 712 Typ 1 Gd Detchd 1950
## 713 Typ 0 <NA> Detchd 1930
## 714 Typ 1 Gd Attchd 1917
## 715 Typ 1 Gd Attchd 1925
## 716 Typ 1 Gd <NA> NA
## 717 Typ 0 <NA> Detchd 1930
## 718 Maj2 0 <NA> Detchd 1956
## 719 Typ 0 <NA> Detchd 1963
## 720 Typ 0 <NA> Detchd 1920
## 721 Typ 0 <NA> Detchd 1950
## 722 Typ 0 <NA> <NA> NA
## 723 Typ 0 <NA> <NA> NA
## 724 Typ 1 TA Attchd 1923
## 725 Typ 1 Gd BuiltIn 1923
## 726 Typ 0 <NA> Detchd 1978
## 727 Typ 1 Gd Detchd 1955
## 728 Typ 1 Gd Detchd 1916
## 729 Typ 0 <NA> Detchd 1936
## 730 Typ 0 <NA> Detchd 1999
## 731 Typ 1 Fa Detchd 1960
## 732 Typ 1 Gd Detchd 1939
## 733 Typ 0 <NA> Attchd 1924
## 734 Typ 0 <NA> Detchd 1926
## 735 Min1 0 <NA> Detchd 1965
## 736 Typ 0 <NA> Detchd 1995
## 737 Typ 0 <NA> Detchd 1935
## 738 Maj1 1 Po <NA> NA
## 739 Typ 0 <NA> Detchd 1931
## 740 Typ 0 <NA> Detchd 1926
## 741 Typ 1 Gd Detchd 1938
## 742 Typ 0 <NA> Detchd 1982
## 743 Typ 0 <NA> Detchd 1930
## 744 Typ 0 <NA> Detchd 1997
## 745 Typ 0 <NA> Detchd 1930
## 746 Min2 1 Gd Attchd 1915
## 747 Min2 0 <NA> Detchd 1915
## 748 Typ 0 <NA> <NA> NA
## 749 Sev 0 <NA> <NA> NA
## 750 Typ 0 <NA> Attchd 1927
## 751 Typ 0 <NA> Detchd 1962
## 752 Typ 0 <NA> Attchd 1915
## 753 Typ 0 <NA> <NA> NA
## 754 Typ 0 <NA> Detchd 1927
## 755 Min2 0 <NA> <NA> NA
## 756 Typ 0 <NA> Detchd 1915
## 757 Typ 0 <NA> CarPort 1946
## 758 Typ 0 <NA> <NA> NA
## 759 Typ 0 <NA> <NA> NA
## 760 Typ 0 <NA> Detchd 1960
## 761 Maj1 0 <NA> <NA> NA
## 762 Typ 0 <NA> Detchd 1930
## 763 Typ 0 <NA> Detchd 1934
## 764 Min2 1 TA Attchd 1997
## 765 Typ 0 <NA> Detchd 1963
## 766 Typ 1 TA Attchd 1978
## 767 Typ 1 Po Attchd 1984
## 768 Typ 0 <NA> Attchd 1967
## 769 Typ 1 Fa Basment 1978
## 770 Typ 0 <NA> Detchd 1983
## 771 Typ 0 <NA> Detchd 1996
## 772 Typ 1 Po Attchd 1962
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## 1189 0 0 No Pool <NA> <NA> 0 7
## 1190 0 0 No Pool GdPrv <NA> 0 4
## yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1 2010 WD Normal 215000 4.948760
## 2 2010 WD Normal 105000 4.382027
## 3 2010 WD Normal 172000 4.394449
## 4 2010 WD Normal 244000 4.532599
## 5 2010 WD Normal 189900 4.304065
## 6 2010 WD Normal 195500 4.356709
## 7 2010 WD Normal 213500 3.713572
## 8 2010 WD Normal 191500 3.761200
## 9 2010 WD Normal 236500 3.663562
## 10 2010 WD Normal 189000 4.094345
## 11 2010 WD Normal 175900 4.317488
## 12 2010 WD Normal 185000 4.158883
## 13 2010 WD Normal 180400 4.143135
## 14 2010 WD Normal 171500 4.442651
## 15 2010 WD Normal 212000 4.094345
## 16 2010 WD Normal 538000 3.850148
## 17 2010 WD Normal 164000 5.023881
## 18 2010 New Partial 394432 4.477337
## 19 2010 WD Normal 141000 4.941642
## 20 2010 WD Normal 210000 4.442651
## 21 2010 COD Normal 190000 4.653960
## 22 2010 WD Family 170000 4.442651
## 23 2010 WD Normal 216000 4.283587
## 24 2010 WD Normal 149000 4.290459
## 25 2010 WD Normal 149900 4.290459
## 26 2010 WD Normal 142000 4.174387
## 27 2010 WD Normal 126000 4.248495
## 28 2010 ConLI Normal 115000 4.248495
## 29 2010 WD Normal 184000 3.258097
## 30 2010 COD Normal 96000 3.044522
## 31 2010 WD Normal 105500 3.044522
## 32 2010 WD Family 88000 3.044522
## 33 2010 WD Normal 127500 3.970292
## 34 2010 WD Normal 149900 3.178054
## 35 2010 WD Normal 120000 3.178054
## 36 2010 WD Normal 146000 3.178054
## 37 2010 New Partial 376162 4.624973
## 38 2010 WD Normal 306000 4.584967
## 39 2010 New Partial 395192 4.418841
## 40 2010 New Partial 290941 4.543295
## 41 2010 New Partial 220000 4.553877
## 42 2010 WD Normal 275000 4.499810
## 43 2010 WD Normal 259000 4.369448
## 44 2010 WD Normal 214000 4.248495
## 45 2010 New Partial 611657 4.605170
## 46 2010 New Partial 224000 3.784190
## 47 2010 WD Normal 500000 4.700480
## 48 2010 WD Normal 320000 4.653960
## 49 2010 WD Normal 319900 4.110874
## 50 2010 WD Normal 205000 3.713572
## 51 2010 WD Normal 175500 3.583519
## 52 2010 WD Normal 199500 4.605170
## 53 2010 WD Normal 160000 3.761200
## 54 2010 WD Normal 192000 3.761200
## 55 2010 WD Normal 184500 4.204693
## 56 2010 WD Normal 185088 4.143135
## 57 2010 WD Normal 180000 4.158883
## 58 2010 WD Normal 222500 4.158883
## 59 2010 WD Normal 333168 4.682131
## 60 2010 WD Normal 355000 4.094345
## 61 2010 WD Normal 260400 4.077537
## 62 2010 WD Normal 325000 4.584967
## 63 2010 WD Normal 290000 4.521789
## 64 2010 WD Normal 221000 4.060443
## 65 2010 WD Normal 410000 4.025352
## 66 2010 New Partial 204500 4.521789
## 67 2010 Con Normal 215200 4.276666
## 68 2010 WD Normal 262500 4.317488
## 69 2010 WD Normal 254900 4.605170
## 70 2010 WD Normal 271500 4.430817
## 71 2010 WD Normal 233000 4.330733
## 72 2010 WD Normal 181000 4.248495
## 73 2010 WD Normal 205000 4.204693
## 74 2010 WD Normal 143000 3.912023
## 75 2010 WD Normal 189000 4.248495
## 76 2010 WD Normal 99500 4.007333
## 77 2010 WD Normal 125000 3.912023
## 78 2010 WD Normal 194500 4.204693
## 79 2010 WD Normal 152000 4.394449
## 80 2010 WD Normal 171000 4.248495
## 81 2010 WD Normal 67500 4.248495
## 82 2010 WD Normal 112000 4.219508
## 83 2010 WD Normal 148000 4.477337
## 84 2010 WD Normal 138500 4.174387
## 85 2010 WD Normal 122000 4.276666
## 86 2010 WD Normal 133000 4.317488
## 87 2010 WD Normal 127000 4.276666
## 88 2010 WD Abnorml 169000 3.663562
## 89 2010 WD Normal 190000 4.672829
## 90 2010 WD Normal 362500 4.442651
## 91 2010 WD Normal 285000 4.477337
## 92 2010 WD Normal 260000 3.218876
## 93 2010 WD Normal 190000 3.663562
## 94 2010 ConLD Normal 155000 3.401197
## 95 2010 WD Normal 151000 3.401197
## 96 2010 WD Normal 149500 3.178054
## 97 2010 WD Normal 152000 3.178054
## 98 2010 New Partial 222000 4.283587
## 99 2010 WD Normal 177500 4.283587
## 100 2010 WD Normal 177000 4.283587
## 101 2010 WD Normal 155000 3.178054
## 102 2010 WD Normal 147110 4.283587
## 103 2010 New Partial 267916 4.043051
## 104 2010 WD Normal 254000 4.219508
## 105 2010 WD Normal 155000 3.401197
## 106 2010 WD Normal 206000 3.688879
## 107 2010 WD Normal 130500 4.276666
## 108 2010 WD Normal 230000 4.382027
## 109 2010 WD Normal 218500 4.382027
## 110 2010 WD Normal 243500 4.382027
## 111 2010 WD Normal 205000 4.382027
## 112 2010 WD Normal 212500 4.382027
## 113 2010 WD Normal 196500 4.382027
## 114 2010 WD Normal 197500 4.356709
## 115 2010 WD Normal 171000 4.382027
## 116 2010 WD Normal 142250 4.382027
## 117 2010 WD Normal 143000 4.382027
## 118 2010 WD Normal 128950 4.343805
## 119 2010 ConLD Normal 159000 4.499810
## 120 2010 WD Normal 178900 4.477337
## 121 2010 COD Family 136300 4.290459
## 122 2010 WD Normal 180500 4.290459
## 123 2010 WD Abnorml 137500 4.382027
## 124 2010 Oth Abnorml 84900 4.584967
## 125 2010 WD Normal 142125 4.219508
## 126 2010 WD Normal 197600 4.219508
## 127 2010 WD Normal 172500 4.787492
## 128 2010 WD Normal 116500 3.912023
## 129 2010 WD Normal 76500 4.007333
## 130 2010 WD Normal 128000 4.382027
## 131 2010 WD Normal 153000 4.382027
## 132 2010 WD Normal 132000 4.356709
## 133 2010 WD Normal 178000 4.317488
## 134 2010 WD Normal 154300 4.382027
## 135 2010 WD Normal 180000 4.290459
## 136 2010 WD Normal 190000 4.919981
## 137 2010 WD Normal 135000 4.248495
## 138 2010 WD Normal 214000 4.248495
## 139 2010 WD Normal 136000 4.290459
## 140 2010 WD Normal 165500 4.248495
## 141 2010 WD Normal 145000 4.248495
## 142 2010 WD Normal 148000 4.290459
## 143 2010 COD Abnorml 142000 4.290459
## 144 2010 WD Normal 167500 4.290459
## 145 2010 WD Normal 108538 4.465908
## 146 2010 WD Normal 159500 4.382027
## 147 2010 WD Normal 108000 4.094345
## 148 2010 WD Normal 135000 4.094345
## 149 2010 WD Normal 122500 4.779123
## 150 2010 WD Abnorml 119000 4.248495
## 151 2010 WD Abnorml 109000 4.219508
## 152 2010 WD Normal 105000 4.174387
## 153 2010 WD Normal 107500 4.094345
## 154 2010 WD Normal 144900 4.442651
## 155 2010 WD Normal 129000 4.304065
## 156 2010 WD Abnorml 97500 4.356709
## 157 2010 WD Normal 144000 4.158883
## 158 2010 WD Normal 162000 4.290459
## 159 2010 WD Normal 242000 4.564348
## 160 2010 WD Normal 132000 4.094345
## 161 2010 WD Normal 154000 4.317488
## 162 2010 WD Normal 166000 4.262680
## 163 2010 WD Normal 134800 4.094345
## 164 2010 WD Normal 160000 4.465908
## 165 2010 WD Normal 148000 4.394449
## 166 2010 WD Normal 192000 4.382027
## 167 2010 WD Normal 155000 4.248495
## 168 2010 COD Abnorml 80400 4.094345
## 169 2010 WD Normal 96500 4.007333
## 170 2010 WD Normal 109500 4.025352
## 171 2010 WD Normal 115000 4.025352
## 172 2010 WD Normal 143000 4.234107
## 173 2010 WD Normal 107400 4.094345
## 174 2010 WD Normal 80000 3.850148
## 175 2010 WD Abnorml 119000 4.094345
## 176 2010 WD Normal 130000 3.912023
## 177 2010 WD Normal 119000 3.912023
## 178 2010 WD Normal 129000 4.234107
## 179 2010 WD Normal 100000 4.094345
## 180 2010 WD Abnorml 12789 4.219508
## 181 2010 WD Normal 105900 4.094345
## 182 2010 WD Abnorml 150000 4.094345
## 183 2010 WD Normal 139000 4.094345
## 184 2010 WD Normal 240000 3.912023
## 185 2010 WD Abnorml 76500 4.605170
## 186 2010 WD Normal 149700 4.499810
## 187 2010 WD Normal 125500 4.094345
## 188 2010 WD Normal 122500 4.094345
## 189 2010 WD Normal 140750 4.094345
## 190 2010 WD Normal 128500 3.970292
## 191 2010 WD Normal 209500 3.931826
## 192 2010 WD Normal 87000 3.912023
## 193 2010 WD Abnorml 134000 3.912023
## 194 2010 WD Normal 128000 3.912023
## 195 2010 WD Normal 132000 3.970292
## 196 2010 WD Normal 139900 3.912023
## 197 2010 WD Normal 123900 3.951244
## 198 2010 WD Normal 138400 3.951244
## 199 2010 WD Normal 109500 3.931826
## 200 2010 WD Normal 140000 3.912023
## 201 2010 WD Normal 149500 4.043051
## 202 2010 WD Normal 159900 4.094345
## 203 2010 WD Normal 122000 3.951244
## 204 2010 WD Normal 110000 4.700480
## 205 2010 WD Normal 55000 4.248495
## 206 2010 WD Normal 140000 4.330733
## 207 2010 COD Normal 244400 4.388257
## 208 2010 WD Normal 173000 4.605170
## 209 2010 COD Normal 107500 4.276666
## 210 2010 ConLD Normal 100000 4.094345
## 211 2010 WD Normal 95000 4.174387
## 212 2010 WD Abnorml 93369 4.094345
## 213 2010 COD Normal 114900 4.094345
## 214 2010 WD Normal 94000 3.988984
## 215 2010 WD Normal 136000 4.276666
## 216 2010 WD Normal 136500 4.276666
## 217 2010 WD Normal 131500 4.317488
## 218 2010 WD Normal 121500 4.276666
## 219 2010 WD Normal 125000 4.248495
## 220 2010 WD Normal 154000 4.276666
## 221 2010 WD Normal 137900 4.174387
## 222 2010 WD Normal 158000 4.382027
## 223 2010 WD Normal 137250 4.174387
## 224 2010 WD Normal 160250 4.276666
## 225 2010 WD Normal 163000 4.454347
## 226 2010 WD Abnorml 158900 4.276666
## 227 2010 WD Normal 328000 4.382027
## 228 2010 WD Normal 270000 4.388257
## 229 2010 WD Normal 85000 4.543295
## 230 2010 WD Normal 128000 4.094345
## 231 2010 WD Normal 260000 4.388257
## 232 2010 WD Normal 230000 4.388257
## 233 2010 WD Normal 124000 4.820282
## 234 2010 COD Abnorml 83000 4.442651
## 235 2010 WD Normal 144500 4.174387
## 236 2010 WD Normal 129000 4.219508
## 237 2010 WD Normal 127000 3.912023
## 238 2010 WD Normal 128000 4.317488
## 239 2010 WD Normal 186000 4.418841
## 240 2010 Con Partial 308030 3.784190
## 241 2010 COD Normal 114000 4.174387
## 242 2010 WD Abnorml 84900 4.094345
## 243 2010 WD Normal 178000 4.343805
## 244 2010 WD Normal 270000 4.418841
## 245 2010 WD Normal 218000 4.465908
## 246 2010 WD Normal 236000 4.382027
## 247 2010 WD Normal 147000 4.290459
## 248 2010 WD Normal 245350 4.158883
## 249 2010 WD Normal 206000 4.158883
## 250 2010 WD Normal 198900 4.543295
## 251 2010 WD Normal 187000 4.158883
## 252 2010 WD Normal 320000 4.499810
## 253 2010 WD Normal 138500 4.406719
## 254 2010 WD Normal 155000 4.382027
## 255 2010 WD Normal 159000 4.406719
## 256 2010 WD Normal 191000 4.248495
## 257 2010 WD Normal 200500 4.248495
## 258 2010 WD Normal 150000 3.637586
## 259 2010 WD Normal 161750 4.248495
## 260 2010 WD Normal 128200 4.317488
## 261 2010 WD Normal 127000 4.219508
## 262 2010 WD Normal 318000 4.382027
## 263 2010 WD Normal 272000 4.248495
## 264 2010 WD Normal 237000 3.784190
## 265 2010 WD Normal 240000 4.317488
## 266 2010 WD Normal 224900 3.871201
## 267 2010 WD Normal 143750 4.248495
## 268 2010 WD Normal 143000 4.248495
## 269 2010 WD Normal 232000 3.871201
## 270 2010 WD Normal 213000 4.248495
## 271 2010 WD Normal 185500 4.174387
## 272 2010 ConLD Normal 84900 4.204693
## 273 2010 Oth Abnorml 155891 4.219508
## 274 2010 WD Normal 100000 4.317488
## 275 2010 WD Normal 144000 4.094345
## 276 2010 WD Abnorml 64000 4.488636
## 277 2010 WD Normal 125200 4.174387
## 278 2010 WD Abnorml 107000 4.543295
## 279 2010 WD Normal 90000 4.158883
## 280 2010 WD Normal 140000 4.382027
## 281 2010 WD Normal 113000 3.951244
## 282 2010 WD Normal 80000 4.094345
## 283 2010 WD Normal 144500 4.219508
## 284 2010 WD Normal 104000 4.204693
## 285 2010 WD Normal 128000 4.189655
## 286 2010 WD Normal 58500 3.806662
## 287 2010 WD Normal 127000 3.912023
## 288 2010 WD Normal 126000 4.094345
## 289 2010 WD Normal 160000 4.094345
## 290 2010 WD Normal 100000 3.931826
## 291 2010 WD Normal 169000 3.912023
## 292 2010 WD Normal 257500 4.356709
## 293 2010 WD Normal 215000 4.356709
## 294 2010 WD Normal 266500 4.189655
## 295 2010 WD Normal 335000 4.605170
## 296 2010 WD Normal 203135 4.442651
## 297 2010 WD Normal 185000 3.555348
## 298 2010 WD Normal 162500 3.555348
## 299 2010 WD Normal 289000 4.605170
## 300 2010 WD Normal 125500 3.688879
## 301 2010 ConLw Normal 82000 4.060443
## 302 2010 COD Normal 110000 3.912023
## 303 2010 COD Abnorml 68400 4.094345
## 304 2010 WD Abnorml 102776 4.189655
## 305 2010 WD Alloca 55993 4.189655
## 306 2010 WD Alloca 50138 4.189655
## 307 2010 WD Normal 246000 3.784190
## 308 2010 WD Normal 254900 4.442651
## 309 2010 WD Normal 190000 4.304065
## 310 2010 WD Normal 201000 4.859812
## 311 2010 WD Normal 169900 4.304065
## 312 2010 ConLD Normal 170000 4.304065
## 313 2010 WD Normal 160000 4.406719
## 314 2010 WD Normal 220000 4.477337
## 315 2010 New Partial 179781 4.290459
## 316 2010 WD Normal 174000 4.290459
## 317 2010 New Partial 269500 4.521789
## 318 2010 WD Normal 214900 4.382027
## 319 2010 WD Normal 202900 4.442651
## 320 2010 WD Normal 378500 4.488636
## 321 2010 WD Normal 169000 4.442651
## 322 2010 WD Normal 173500 4.532599
## 323 2010 WD Normal 139000 4.543295
## 324 2010 WD Normal 166500 4.304065
## 325 2010 WD Normal 83500 3.044522
## 326 2010 WD Normal 119500 3.433987
## 327 2010 WD Normal 85000 3.583519
## 328 2010 WD Normal 76000 3.044522
## 329 2010 WD Normal 75500 3.044522
## 330 2010 WD Normal 88250 3.044522
## 331 2010 WD Normal 85500 3.044522
## 332 2010 ConLD Normal 130000 3.912023
## 333 2010 WD Normal 157900 4.304065
## 334 2010 WD Normal 149900 4.330733
## 335 2010 WD Normal 159000 4.248495
## 336 2010 WD Normal 136000 4.143135
## 337 2010 WD Normal 161000 4.219508
## 338 2010 WD Normal 285000 4.330733
## 339 2010 WD Normal 231000 4.304065
## 340 2009 WD Normal 124500 4.304065
## 341 2009 WD Normal 157000 4.442651
## 342 2009 WD Normal 345000 4.317488
## 343 2009 WD Normal 189500 4.477337
## 344 2009 WD Normal 270000 4.158883
## 345 2009 WD Normal 189000 4.094345
## 346 2009 WD Normal 377500 3.737670
## 347 2009 WD Normal 168500 4.158883
## 348 2009 WD Normal 375000 3.332205
## 349 2009 WD Normal 278000 3.688879
## 350 2009 WD Normal 240000 4.110874
## 351 2009 WD Normal 239500 4.043051
## 352 2009 WD Normal 177500 4.043051
## 353 2009 WD Normal 185000 4.304065
## 354 2009 WD Normal 191000 4.094345
## 355 2009 WD Normal 178000 4.077537
## 356 2009 WD Normal 185000 4.158883
## 357 2009 WD Normal 181316 4.158883
## 358 2009 WD Normal 166000 4.060443
## 359 2009 WD Normal 178000 4.158883
## 360 2009 WD Normal 174000 4.174387
## 361 2009 WD Normal 173000 4.158883
## 362 2009 WD Normal 225000 4.158883
## 363 2009 WD Normal 180500 4.595120
## 364 2009 COD Abnorml 187500 4.094345
## 365 2009 New Partial 501837 4.143135
## 366 2009 New Partial 372500 4.382027
## 367 2009 WD Normal 260000 4.820282
## 368 2009 WD Normal 185000 4.442651
## 369 2009 WD Normal 260000 4.543295
## 370 2009 WD Normal 181000 3.871201
## 371 2009 WD Family 82500 4.442651
## 372 2009 WD Normal 215000 4.382027
## 373 2009 WD Abnorml 154000 4.382027
## 374 2009 WD Normal 200000 4.382027
## 375 2009 WD Normal 249000 4.382027
## 376 2009 WD Normal 187500 4.382027
## 377 2009 WD Normal 184000 4.382027
## 378 2009 WD Normal 278000 4.382027
## 379 2009 COD Abnorml 157000 4.406719
## 380 2009 WD Family 152000 4.382027
## 381 2009 WD Normal 197500 4.382027
## 382 2009 WD Normal 240900 4.248495
## 383 2009 New Partial 263435 4.317488
## 384 2009 WD Normal 220000 4.283587
## 385 2009 WD Normal 235000 4.283587
## 386 2009 WD Normal 213000 4.382027
## 387 2009 WD Normal 167900 4.356709
## 388 2009 WD Normal 158000 4.442651
## 389 2009 WD Normal 165000 4.356709
## 390 2009 COD Abnorml 158000 4.382027
## 391 2009 WD Normal 136000 4.094345
## 392 2009 WD Normal 148500 4.290459
## 393 2009 WD Normal 156000 4.110874
## 394 2009 COD Normal 128000 4.290459
## 395 2009 WD Normal 143000 4.290459
## 396 2009 WD Abnorml 76500 4.094345
## 397 2009 WD Normal 120500 4.094345
## 398 2009 WD Normal 124500 4.248495
## 399 2009 WD Abnorml 97000 4.248495
## 400 2009 WD Normal 130000 4.094345
## 401 2009 WD Normal 111000 3.044522
## 402 2009 WD Normal 125000 3.178054
## 403 2009 COD Abnorml 112000 3.044522
## 404 2009 WD Normal 97000 3.044522
## 405 2009 WD Normal 118000 3.044522
## 406 2009 WD Normal 119500 3.044522
## 407 2009 WD Normal 143750 3.178054
## 408 2009 WD Normal 146000 3.178054
## 409 2009 WD Normal 148500 3.178054
## 410 2009 WD Normal 123000 3.178054
## 411 2009 WD Normal 147000 3.178054
## 412 2009 WD Normal 137900 3.178054
## 413 2009 WD Normal 147000 3.178054
## 414 2009 WD Normal 148500 3.178054
## 415 2009 WD Normal 138000 3.178054
## 416 2009 WD Normal 128500 3.178054
## 417 2009 WD Normal 100000 4.174387
## 418 2009 WD Normal 148800 4.290459
## 419 2009 WD Normal 337500 4.564348
## 420 2009 WD Normal 462000 4.700480
## 421 2009 New Partial 485000 4.644391
## 422 2009 WD Normal 555000 4.653960
## 423 2009 WD Normal 325000 4.682131
## 424 2009 WD Normal 256300 4.700480
## 425 2009 New Partial 253293 4.584967
## 426 2009 New Partial 398800 4.553877
## 427 2009 WD Normal 335000 4.564348
## 428 2009 WD Normal 404000 4.553877
## 429 2009 New Partial 402861 4.543295
## 430 2009 ConLI Normal 451950 4.574711
## 431 2009 WD Normal 610000 4.653960
## 432 2009 New Partial 582933 4.672829
## 433 2009 WD Normal 360000 4.553877
## 434 2009 WD Normal 296000 4.859812
## 435 2009 WD Family 409900 4.077537
## 436 2009 WD Normal 255500 4.465908
## 437 2009 ConLI Normal 335000 4.465908
## 438 2009 WD Normal 274900 4.330733
## 439 2009 WD Normal 300000 4.343805
## 440 2009 WD Normal 324000 4.624973
## 441 2009 WD Normal 350000 4.304065
## 442 2009 WD Normal 280000 4.672829
## 443 2009 WD Normal 284000 4.442651
## 444 2009 WD Normal 269500 4.499810
## 445 2009 New Partial 233170 4.369448
## 446 2009 WD Normal 386250 4.634729
## 447 2009 WD Normal 445000 4.700480
## 448 2009 WD Normal 290000 4.564348
## 449 2009 WD Normal 255900 4.248495
## 450 2009 WD Normal 213000 3.850148
## 451 2009 WD Normal 196000 3.526361
## 452 2009 WD Normal 184500 3.526361
## 453 2009 WD Normal 212500 4.382027
## 454 2009 WD Normal 230000 3.526361
## 455 2009 WD Abnorml 552000 4.605170
## 456 2009 WD Normal 382500 4.762174
## 457 2009 New Partial 320000 3.784190
## 458 2009 WD Normal 248500 3.871201
## 459 2009 WD Normal 286500 4.859812
## 460 2009 WD Normal 254000 3.871201
## 461 2009 WD Normal 173000 3.871201
## 462 2009 WD Normal 173000 3.583519
## 463 2009 WD Normal 184000 4.143135
## 464 2009 WD Normal 167800 4.043051
## 465 2009 WD Normal 174000 5.003946
## 466 2009 WD Normal 174000 4.804021
## 467 2009 WD Normal 174000 3.970292
## 468 2009 WD Normal 175900 3.931826
## 469 2009 WD Normal 192500 3.761200
## 470 2009 WD Normal 181000 3.761200
## 471 2009 WD Normal 180000 3.761200
## 472 2009 WD Normal 160200 3.761200
## 473 2009 WD Normal 188500 4.262680
## 474 2009 ConLI Normal 200000 4.158883
## 475 2009 WD Normal 170000 4.077537
## 476 2009 WD Normal 189500 4.127134
## 477 2009 WD Normal 184100 4.158883
## 478 2009 WD Normal 195500 4.110874
## 479 2009 WD Normal 192000 4.158883
## 480 2009 WD Normal 178000 4.158883
## 481 2009 ConLw Normal 207500 3.526361
## 482 2009 WD Normal 236000 4.158883
## 483 2009 WD Normal 244000 4.158883
## 484 2009 WD Normal 167000 4.110874
## 485 2009 WD Normal 179000 4.094345
## 486 2009 WD Normal 190000 3.737670
## 487 2009 WD Normal 156000 4.127134
## 488 2009 WD Normal 245000 4.158883
## 489 2009 WD Normal 181000 4.158883
## 490 2009 WD Normal 214000 4.158883
## 491 2009 WD Normal 168000 4.158883
## 492 2009 WD Normal 337000 4.406719
## 493 2009 WD Normal 403000 5.159055
## 494 2009 WD Normal 327000 4.663439
## 495 2009 WD Normal 340000 4.488636
## 496 2009 WD Normal 336000 4.584967
## 497 2009 WD Normal 265000 4.369448
## 498 2009 WD Normal 315000 4.488636
## 499 2009 WD Normal 260000 4.499810
## 500 2009 WD Normal 260000 4.369448
## 501 2009 WD Normal 263550 4.488636
## 502 2009 WD Normal 402000 3.951244
## 503 2009 WD Normal 248000 4.488636
## 504 2009 New Partial 244600 4.304065
## 505 2009 WD Normal 275000 4.454347
## 506 2009 WD Normal 257500 4.356709
## 507 2009 New Partial 287090 4.356709
## 508 2009 WD Normal 275500 4.442651
## 509 2009 WD Normal 245000 4.330733
## 510 2009 WD Normal 253000 4.317488
## 511 2009 WD Normal 468000 4.442651
## 512 2009 New Partial 252678 4.276666
## 513 2009 WD Normal 210000 4.317488
## 514 2009 New Partial 208300 4.317488
## 515 2009 New Partial 229456 4.276666
## 516 2009 WD Normal 229800 4.276666
## 517 2009 WD Normal 250000 4.718499
## 518 2009 New Partial 370878 4.442651
## 519 2009 WD Normal 238500 4.317488
## 520 2009 WD Normal 310000 4.442651
## 521 2009 WD Normal 270000 4.430817
## 522 2009 WD Normal 252000 4.442651
## 523 2009 WD Normal 241000 4.174387
## 524 2009 New Partial 264500 4.174387
## 525 2009 WD Normal 291000 4.442651
## 526 2009 WD Normal 263000 4.317488
## 527 2009 WD Normal 185000 4.127134
## 528 2009 WD Normal 234500 4.219508
## 529 2009 WD Normal 209000 4.174387
## 530 2009 WD Normal 159000 4.382027
## 531 2009 WD Normal 152000 4.143135
## 532 2009 WD Normal 143500 4.143135
## 533 2009 WD Normal 193000 4.564348
## 534 2009 WD Normal 203000 4.330733
## 535 2009 WD Normal 159000 4.143135
## 536 2009 WD Normal 142000 4.143135
## 537 2009 WD Normal 153000 4.094345
## 538 2009 New Partial 224243 4.110874
## 539 2009 WD Normal 220000 3.761200
## 540 2009 COD Abnorml 257000 4.477337
## 541 2009 WD Normal 189000 4.174387
## 542 2009 WD Normal 171500 4.248495
## 543 2009 WD Normal 120000 4.317488
## 544 2009 WD Normal 145000 3.912023
## 545 2009 WD Normal 184000 4.248495
## 546 2009 WD Normal 162000 4.204693
## 547 2009 WD Normal 160000 4.317488
## 548 2009 WD Normal 82000 4.094345
## 549 2009 WD Normal 76000 4.094345
## 550 2009 WD Normal 110000 4.143135
## 551 2009 WD Normal 135000 4.262680
## 552 2009 WD Normal 141000 4.276666
## 553 2009 WD Normal 122000 4.276666
## 554 2009 Oth Family 124100 4.276666
## 555 2009 WD Normal 129000 4.276666
## 556 2009 WD Normal 131400 4.382027
## 557 2009 WD Normal 62383 4.094345
## 558 2009 WD Normal 123000 4.174387
## 559 2009 WD Normal 275000 4.382027
## 560 2009 WD Normal 235000 4.488636
## 561 2009 WD Normal 280750 3.465736
## 562 2009 New Partial 164500 3.688879
## 563 2009 New Partial 173733 3.401197
## 564 2009 New Partial 222000 4.283587
## 565 2009 WD Normal 195000 4.283587
## 566 2009 WD Normal 172500 3.526361
## 567 2009 WD Normal 180000 3.526361
## 568 2009 WD Normal 156000 3.555348
## 569 2009 WD Abnorml 172500 3.178054
## 570 2009 WD Normal 318750 4.382027
## 571 2009 WD Normal 211500 4.110874
## 572 2009 WD Normal 241600 4.700480
## 573 2009 WD Abnorml 180500 4.382027
## 574 2009 WD Normal 150000 4.276666
## 575 2009 WD Normal 154000 4.356709
## 576 2009 WD Normal 185000 4.382027
## 577 2009 WD Normal 185750 4.382027
## 578 2009 WD Normal 200000 4.382027
## 579 2009 WD Normal 206000 4.382027
## 580 2009 WD Normal 162000 4.382027
## 581 2009 WD Normal 256900 4.382027
## 582 2009 WD Normal 197900 4.382027
## 583 2009 WD Normal 163000 4.382027
## 584 2009 WD Abnorml 113000 4.317488
## 585 2009 WD Normal 230000 4.382027
## 586 2009 WD Normal 167900 4.382027
## 587 2009 WD Normal 213250 4.356709
## 588 2009 WD Normal 227000 4.248495
## 589 2009 WD Normal 130000 4.127134
## 590 2009 COD Normal 143000 4.382027
## 591 2009 WD Normal 117500 4.248495
## 592 2009 COD Abnorml 168500 4.382027
## 593 2009 WD Normal 172500 4.382027
## 594 2009 WD Normal 161500 4.382027
## 595 2009 WD Normal 141500 4.094345
## 596 2009 WD Normal 118000 4.174387
## 597 2009 WD Normal 127500 4.248495
## 598 2009 WD Normal 140000 4.290459
## 599 2009 WD Normal 177625 4.290459
## 600 2009 COD Abnorml 110000 4.442651
## 601 2009 WD Normal 167000 4.605170
## 602 2009 WD Normal 153000 4.442651
## 603 2009 COD Abnorml 145100 4.744932
## 604 2009 WD Normal 154000 4.290459
## 605 2009 WD Normal 177500 4.290459
## 606 2009 WD Normal 158000 4.290459
## 607 2009 WD Normal 124500 4.382027
## 608 2009 WD Normal 174500 4.442651
## 609 2009 WD Normal 122000 4.219508
## 610 2009 WD Normal 82500 3.912023
## 611 2009 WD Normal 110000 3.931826
## 612 2009 WD Normal 149500 4.852030
## 613 2009 WD Normal 175000 4.499810
## 614 2009 WD Normal 167000 4.382027
## 615 2009 WD Normal 128900 4.382027
## 616 2009 WD Normal 140000 4.382027
## 617 2009 WD Normal 147000 4.382027
## 618 2009 WD Normal 124000 4.174387
## 619 2009 WD Normal 187500 4.521789
## 620 2009 WD Normal 159000 4.290459
## 621 2009 WD Normal 256000 4.382027
## 622 2009 WD Normal 205000 4.442651
## 623 2009 WD Normal 193500 4.605170
## 624 2009 WD Normal 110000 4.787492
## 625 2009 WD Normal 104900 4.290459
## 626 2009 WD Normal 150000 4.290459
## 627 2009 WD Normal 156500 4.248495
## 628 2009 WD Normal 176000 4.290459
## 629 2009 WD Normal 149500 4.189655
## 630 2009 WD Normal 139000 4.382027
## 631 2009 WD Normal 155000 4.189655
## 632 2009 COD Abnorml 120000 4.248495
## 633 2009 WD Normal 153000 4.248495
## 634 2009 WD Family 144000 4.382027
## 635 2009 WD Normal 176000 4.787492
## 636 2009 WD Normal 153000 4.304065
## 637 2009 WD Normal 135000 4.330733
## 638 2009 WD Normal 131000 3.970292
## 639 2009 WD Normal 123000 4.369448
## 640 2009 WD Normal 126000 4.204693
## 641 2009 WD Normal 115000 4.094345
## 642 2009 WD Normal 164900 4.317488
## 643 2009 WD Normal 113000 4.382027
## 644 2009 WD Normal 145500 4.094345
## 645 2009 ConLD Normal 102900 4.317488
## 646 2009 WD Abnorml 95000 4.672829
## 647 2009 WD Normal 152500 4.356709
## 648 2009 WD Normal 129900 4.094345
## 649 2009 WD Normal 132000 3.912023
## 650 2009 WD Normal 99900 3.970292
## 651 2009 WD Normal 135000 4.094345
## 652 2009 WD Normal 149000 4.094345
## 653 2009 WD Normal 114000 4.382027
## 654 2009 WD Normal 109500 3.951244
## 655 2009 WD Normal 125000 4.094345
## 656 2009 WD Normal 142900 4.094345
## 657 2009 WD Normal 156500 4.094345
## 658 2009 WD Normal 59000 4.499810
## 659 2009 WD Normal 105000 4.499810
## 660 2009 WD Normal 106000 4.094345
## 661 2009 WD Normal 78500 4.094345
## 662 2009 WD Normal 190000 4.394449
## 663 2009 WD Normal 154000 4.418841
## 664 2009 WD Normal 163000 4.343805
## 665 2009 WD Normal 200000 4.510860
## 666 2009 WD Normal 143500 4.127134
## 667 2009 WD Normal 135000 4.499810
## 668 2009 WD Normal 153000 4.158883
## 669 2009 WD Normal 157500 4.290459
## 670 2009 WD Normal 113500 4.382027
## 671 2009 WD Normal 133000 4.094345
## 672 2009 WD Normal 92900 4.094345
## 673 2009 COD Abnorml 128500 4.094345
## 674 2009 WD Normal 90000 4.094345
## 675 2009 WD Normal 138000 4.094345
## 676 2009 WD Normal 128000 4.262680
## 677 2009 COD Abnorml 139000 4.248495
## 678 2009 WD Normal 118900 4.094345
## 679 2009 WD Normal 138000 4.382027
## 680 2009 WD Normal 132500 4.248495
## 681 2009 WD Normal 133500 4.094345
## 682 2009 COD Abnorml 135000 4.094345
## 683 2009 WD Normal 144750 4.330733
## 684 2009 WD Normal 145000 4.317488
## 685 2009 WD Normal 127000 4.382027
## 686 2009 WD Normal 109500 4.094345
## 687 2009 WD Normal 115000 4.094345
## 688 2009 WD Normal 110000 4.094345
## 689 2009 WD Normal 128900 4.219508
## 690 2009 WD Normal 103500 4.043051
## 691 2009 WD Abnorml 66500 3.951244
## 692 2009 WD Normal 130000 4.499810
## 693 2009 WD Normal 129000 4.499810
## 694 2009 WD Normal 150000 4.043051
## 695 2009 WD Normal 107500 4.094345
## 696 2009 WD Normal 94550 4.143135
## 697 2009 COD Normal 124500 4.094345
## 698 2009 WD Normal 135000 4.094345
## 699 2009 WD Normal 103000 4.025352
## 700 2009 WD Normal 93000 4.094345
## 701 2009 WD Normal 129500 3.912023
## 702 2009 WD Normal 93000 3.912023
## 703 2009 Oth Normal 80000 4.127134
## 704 2009 WD Normal 45000 3.912023
## 705 2009 WD Abnorml 37900 3.912023
## 706 2009 WD Normal 91300 3.912023
## 707 2009 WD Normal 99500 4.094345
## 708 2009 New Partial 113000 3.496508
## 709 2009 WD Normal 87500 4.094345
## 710 2009 WD Normal 110000 3.912023
## 711 2009 WD Normal 106000 4.499810
## 712 2009 WD Normal 265979 4.174387
## 713 2009 WD Normal 160000 4.248495
## 714 2009 WD Normal 119000 4.094345
## 715 2009 WD Normal 168000 4.795791
## 716 2009 WD Normal 58500 4.094345
## 717 2009 WD Normal 143000 3.912023
## 718 2009 WD Normal 85000 4.094345
## 719 2009 WD Normal 124900 4.584967
## 720 2009 ConLI Family 119000 4.094345
## 721 2009 WD Normal 146500 4.094345
## 722 2009 WD Abnorml 34900 4.094345
## 723 2009 WD Abnorml 44000 4.276666
## 724 2009 WD Normal 223500 4.969813
## 725 2009 WD Normal 149000 3.931826
## 726 2009 WD Normal 205000 4.007333
## 727 2009 WD Normal 137000 3.912023
## 728 2009 WD Normal 121000 3.931826
## 729 2009 WD Normal 128000 3.912023
## 730 2009 WD Normal 134900 3.912023
## 731 2009 WD Normal 117000 3.912023
## 732 2009 WD Normal 132500 3.912023
## 733 2009 WD Normal 93000 4.094345
## 734 2009 WD Normal 119000 3.912023
## 735 2009 WD Normal 100000 4.094345
## 736 2009 WD Normal 141500 3.931826
## 737 2009 WD Normal 133000 3.931826
## 738 2009 ConLw Normal 60000 3.931826
## 739 2009 WD Normal 105000 3.931826
## 740 2009 WD Abnorml 115000 3.931826
## 741 2009 WD Normal 150000 3.931826
## 742 2009 WD Normal 126500 3.912023
## 743 2009 WD Normal 214500 3.931826
## 744 2009 WD Normal 167500 4.094345
## 745 2009 WD Normal 155000 4.043051
## 746 2009 WD Normal 155000 3.912023
## 747 2009 WD Normal 179900 4.219508
## 748 2009 WD Abnorml 104000 4.521789
## 749 2009 WD Abnorml 62500 3.912023
## 750 2009 WD Normal 149000 4.043051
## 751 2009 WD Normal 103000 3.951244
## 752 2009 WD Normal 123000 4.094345
## 753 2009 WD Normal 97500 3.713572
## 754 2009 WD Normal 135000 4.094345
## 755 2009 COD Abnorml 70000 4.454347
## 756 2009 WD Normal 116000 4.094345
## 757 2009 WD Normal 88750 3.912023
## 758 2009 WD Alloca 179000 4.094345
## 759 2009 WD Alloca 179000 4.094345
## 760 2009 WD Normal 159900 4.174387
## 761 2009 WD Normal 61000 4.174387
## 762 2009 WD Normal 103600 3.988984
## 763 2009 WD Normal 63000 4.094345
## 764 2009 WD Normal 175000 4.248495
## 765 2009 WD Normal 139000 4.382027
## 766 2009 WD Normal 172500 4.248495
## 767 2009 WD Abnorml 113500 4.317488
## 768 2009 WD Normal 130000 4.174387
## 769 2009 WD Normal 149900 4.276666
## 770 2009 WD Normal 134900 4.276666
## 771 2009 WD Normal 137000 4.304065
## 772 2009 WD Normal 139000 4.276666
## 773 2009 WD Normal 165000 4.477337
## 774 2009 COD Normal 148000 4.477337
## 775 2009 WD Normal 165000 4.388257
## 776 2009 WD Normal 63900 4.276666
## 777 2009 WD Normal 161500 4.388257
## 778 2009 WD Partial 143000 4.174387
## 779 2009 WD Normal 135000 4.174387
## 780 2009 WD Normal 82500 4.174387
## 781 2009 COD Normal 190000 4.388257
## 782 2009 WD Normal 139600 4.174387
## 783 2009 WD Normal 122000 4.174387
## 784 2009 COD Normal 127500 4.290459
## 785 2009 WD Normal 121500 4.219508
## 786 2009 COD Abnorml 60000 4.219508
## 787 2009 WD Normal 154400 3.912023
## 788 2009 WD Normal 113000 3.912023
## 789 2009 WD Normal 125000 4.127134
## 790 2009 WD Normal 84000 4.174387
## 791 2009 WD Normal 139500 3.737670
## 792 2009 WD Normal 131000 4.094345
## 793 2009 WD Normal 105000 4.094345
## 794 2009 WD Normal 108000 4.094345
## 795 2009 WD Normal 162000 4.304065
## 796 2009 WD Normal 156500 4.189655
## 797 2009 WD Normal 316600 4.369448
## 798 2009 WD Normal 271900 4.499810
## 799 2009 WD Normal 213000 4.317488
## 800 2009 WD Normal 239900 4.442651
## 801 2009 WD Normal 239500 4.382027
## 802 2009 WD Normal 131000 4.787492
## 803 2009 WD Alloca 118964 4.158883
## 804 2009 WD Alloca 153337 4.158883
## 805 2009 WD Alloca 147983 4.158883
## 806 2009 WD Alloca 118858 4.158883
## 807 2009 WD Alloca 118858 4.158883
## 808 2009 WD Alloca 142953 4.158883
## 809 2009 WD Alloca 148325 4.158883
## 810 2009 WD Alloca 113722 4.158883
## 811 2009 WD Normal 269500 4.204693
## 812 2009 WD Normal 269500 4.204693
## 813 2009 WD Normal 269500 4.204693
## 814 2009 New Partial 323262 4.430817
## 815 2009 WD Normal 297000 4.369448
## 816 2009 WD Normal 295493 4.110874
## 817 2009 WD Normal 332000 4.174387
## 818 2009 WD Normal 239900 4.262680
## 819 2009 WD Normal 212000 4.219508
## 820 2009 WD Normal 272500 4.343805
## 821 2009 WD Normal 239000 4.804021
## 822 2009 WD Abnorml 220000 4.219508
## 823 2009 WD Normal 200000 4.158883
## 824 2009 WD Normal 221800 4.553877
## 825 2009 WD Normal 194500 4.158883
## 826 2009 WD Normal 237000 4.356709
## 827 2009 WD Normal 173000 4.369448
## 828 2009 WD Normal 275000 4.204693
## 829 2009 WD Normal 233500 4.388257
## 830 2009 WD Abnorml 185000 4.388257
## 831 2009 WD Normal 152000 4.406719
## 832 2009 WD Normal 143000 4.174387
## 833 2009 WD Normal 231500 4.174387
## 834 2009 ConLw Normal 212000 3.761200
## 835 2009 WD Normal 207000 4.174387
## 836 2009 WD Normal 145000 4.718499
## 837 2009 WD Normal 138000 4.094345
## 838 2009 WD Normal 197900 4.382027
## 839 2009 WD Normal 204000 4.356709
## 840 2009 WD Normal 192000 4.219508
## 841 2009 WD Normal 200000 4.248495
## 842 2009 WD Normal 195000 4.219508
## 843 2009 WD Normal 227000 4.204693
## 844 2009 WD Normal 230000 4.369448
## 845 2009 WD Normal 187100 4.204693
## 846 2009 WD Normal 203000 4.174387
## 847 2009 WD Family 201000 4.317488
## 848 2009 WD Normal 124000 4.094345
## 849 2009 WD Normal 140000 4.248495
## 850 2009 WD Normal 134900 4.330733
## 851 2009 WD Normal 150500 4.110874
## 852 2009 WD Normal 136500 4.248495
## 853 2009 WD Normal 143500 4.248495
## 854 2009 WD Normal 133500 3.583519
## 855 2009 WD Normal 123000 4.094345
## 856 2009 WD Normal 133900 4.094345
## 857 2009 WD Normal 133000 4.248495
## 858 2009 WD Normal 250000 4.499810
## 859 2009 WD Normal 254750 4.248495
## 860 2009 WD Normal 236500 4.248495
## 861 2009 WD Normal 261500 4.248495
## 862 2009 WD Normal 313000 4.248495
## 863 2009 WD Normal 211000 4.248495
## 864 2009 WD Normal 220000 4.499810
## 865 2009 WD Normal 203000 4.290459
## 866 2009 WD Normal 279500 4.248495
## 867 2009 WD Normal 210000 4.248495
## 868 2009 WD Normal 219500 4.248495
## 869 2009 WD Normal 191000 4.248495
## 870 2009 WD Normal 178000 4.248495
## 871 2009 WD Normal 213000 4.317488
## 872 2009 WD Normal 144000 4.248495
## 873 2009 WD Normal 140000 4.248495
## 874 2009 WD Normal 293200 4.442651
## 875 2009 WD Normal 190000 4.174387
## 876 2009 WD Normal 190000 4.143135
## 877 2009 WD Normal 173500 4.158883
## 878 2009 WD Normal 170000 4.442651
## 879 2009 WD Normal 108000 4.204693
## 880 2009 WD Normal 167000 4.317488
## 881 2009 WD Normal 100000 4.204693
## 882 2009 ConLD Normal 198500 4.158883
## 883 2009 WD Normal 159500 4.317488
## 884 2009 WD Normal 127000 4.382027
## 885 2009 WD Abnorml 125000 4.276666
## 886 2009 WD Normal 320000 4.454347
## 887 2009 WD Normal 145500 3.555348
## 888 2009 WD Normal 118000 3.912023
## 889 2009 WD Normal 85000 4.158883
## 890 2009 WD Normal 120000 4.248495
## 891 2009 WD Normal 98000 3.912023
## 892 2009 WD Normal 99900 4.025352
## 893 2009 WD Normal 82000 4.304065
## 894 2009 WD Normal 119900 4.174387
## 895 2009 WD Normal 103500 4.248495
## 896 2009 COD Abnorml 112000 4.174387
## 897 2009 ConLI Normal 110000 4.204693
## 898 2009 WD Normal 122000 3.806662
## 899 2009 WD Normal 117000 4.094345
## 900 2009 WD Abnorml 160000 4.248495
## 901 2009 WD Abnorml 159434 4.007333
## 902 2009 WD Normal 60000 4.094345
## 903 2009 WD Normal 139500 4.094345
## 904 2009 WD Normal 197000 4.624973
## 905 2009 WD Normal 105000 3.761200
## 906 2009 WD Normal 135000 4.174387
## 907 2009 WD Normal 147500 4.158883
## 908 2009 WD Normal 137450 3.931826
## 909 2009 WD Normal 155000 4.094345
## 910 2009 WD Normal 177000 4.043051
## 911 2009 WD Normal 145000 3.951244
## 912 2009 WD Normal 137000 3.970292
## 913 2009 WD Normal 234000 3.970292
## 914 2009 WD Normal 205000 4.094345
## 915 2009 WD Normal 177500 4.248495
## 916 2009 WD Normal 160000 4.867534
## 917 2009 WD Normal 155000 4.382027
## 918 2009 WD Normal 163500 4.382027
## 919 2009 WD Normal 154900 3.988984
## 920 2009 WD Normal 205000 4.248495
## 921 2009 WD Family 144800 4.248495
## 922 2009 WD Normal 174500 4.317488
## 923 2009 WD Normal 193000 4.499810
## 924 2009 WD Normal 158000 4.356709
## 925 2009 WD Family 158500 4.382027
## 926 2009 WD Normal 224000 4.605170
## 927 2009 WD Normal 115000 3.178054
## 928 2009 WD Normal 137000 3.178054
## 929 2009 WD Normal 121000 3.178054
## 930 2009 WD Normal 124000 3.178054
## 931 2009 WD Normal 208000 4.248495
## 932 2009 WD Normal 315000 4.248495
## 933 2009 WD Normal 222000 4.248495
## 934 2009 WD Normal 147000 4.077537
## 935 2009 WD Normal 123000 3.912023
## 936 2009 WD Normal 78000 4.094345
## 937 2009 ConLD Abnorml 85000 4.653960
## 938 2009 WD Normal 75000 4.094345
## 939 2009 New Partial 230000 3.784190
## 940 2009 WD Normal 251000 4.317488
## 941 2009 WD Abnorml 239686 3.871201
## 942 2009 WD Normal 240000 3.761200
## 943 2009 WD Normal 215000 4.262680
## 944 2009 WD Normal 156450 4.317488
## 945 2009 WD Normal 173000 4.276666
## 946 2009 COD Normal 126000 4.317488
## 947 2009 WD Normal 173000 4.304065
## 948 2009 COD Abnorml 152000 4.406719
## 949 2009 WD Normal 375000 5.010635
## 950 2009 WD Normal 315500 4.488636
## 951 2009 New Partial 224500 4.418841
## 952 2009 WD Normal 410000 4.727388
## 953 2009 WD Normal 316500 4.369448
## 954 2009 WD Normal 201000 4.290459
## 955 2009 WD Normal 175000 4.867534
## 956 2009 WD Normal 204000 4.406719
## 957 2009 WD Normal 213500 4.828314
## 958 2009 WD Normal 220000 4.406719
## 959 2009 WD Abnorml 170000 4.317488
## 960 2009 WD Normal 315000 4.442651
## 961 2009 WD Normal 425000 4.442651
## 962 2009 WD Normal 139500 4.317488
## 963 2009 WD Normal 115000 4.605170
## 964 2009 WD Normal 162000 3.465736
## 965 2009 WD Normal 165000 4.304065
## 966 2009 WD Normal 91000 3.044522
## 967 2009 WD Normal 130000 4.127134
## 968 2009 WD Normal 86000 3.044522
## 969 2009 WD Normal 160000 4.418841
## 970 2009 WD Normal 80000 3.044522
## 971 2009 WD Normal 97000 3.044522
## 972 2009 WD Normal 88000 3.044522
## 973 2009 WD Normal 131900 3.912023
## 974 2009 WD Normal 131250 4.127134
## 975 2009 WD Normal 165500 4.304065
## 976 2009 WD Normal 112000 4.304065
## 977 2009 WD Normal 149000 4.248495
## 978 2009 WD Normal 143000 4.442651
## 979 2009 WD Normal 130000 4.127134
## 980 2009 WD Normal 196000 4.304065
## 981 2009 WD Normal 173000 4.248495
## 982 2008 WD Normal 176500 4.465908
## 983 2008 WD Normal 237500 4.290459
## 984 2008 WD Normal 206900 4.442651
## 985 2008 WD Normal 187500 4.276666
## 986 2008 WD Normal 165000 4.174387
## 987 2008 WD Normal 195500 4.077537
## 988 2008 WD Normal 192000 4.077537
## 989 2008 WD Normal 173000 4.158883
## 990 2008 WD Normal 177900 3.970292
## 991 2008 WD Normal 175000 4.043051
## 992 2008 WD Normal 286000 3.713572
## 993 2008 WD Normal 247900 3.806662
## 994 2008 WD Normal 180000 3.713572
## 995 2008 WD Normal 180000 3.663562
## 996 2008 WD Normal 181000 4.605170
## 997 2008 WD Family 183000 4.290459
## 998 2008 WD Normal 188000 4.158883
## 999 2008 WD Normal 194500 4.158883
## 1000 2008 WD Normal 185000 4.158883
## 1001 2008 WD Normal 189000 3.688879
## 1002 2008 WD Normal 188500 4.174387
## 1003 2008 WD Normal 355000 4.615121
## 1004 2008 WD Normal 325000 4.343805
## 1005 2008 WD Normal 387000 3.970292
## 1006 2008 WD Normal 334000 4.094345
## 1007 2008 WD Family 133000 4.158883
## 1008 2008 WD Normal 215000 3.828641
## 1009 2008 WD Normal 226500 4.143135
## 1010 2008 WD Normal 175500 4.356709
## 1011 2008 WD Normal 181900 4.382027
## 1012 2008 WD Normal 235000 4.025352
## 1013 2008 WD Normal 220000 4.442651
## 1014 2008 WD Normal 272000 4.382027
## 1015 2008 WD Normal 161000 4.499810
## 1016 2008 WD Abnorml 175000 4.382027
## 1017 2008 WD Normal 185000 4.382027
## 1018 2008 WD Normal 146900 4.317488
## 1019 2008 WD Normal 292500 4.382027
## 1020 2008 COD Abnorml 180000 4.644391
## 1021 2008 WD Normal 159900 4.382027
## 1022 2008 WD Normal 205000 4.382027
## 1023 2008 WD Normal 157000 4.382027
## 1024 2008 WD Normal 306000 4.382027
## 1025 2008 WD Normal 133000 4.094345
## 1026 2008 WD Normal 151000 4.174387
## 1027 2008 COD Normal 111900 4.219508
## 1028 2008 WD Normal 123000 4.143135
## 1029 2008 COD Normal 111250 4.290459
## 1030 2008 COD Abnorml 181000 3.526361
## 1031 2008 WD Normal 103400 3.044522
## 1032 2008 WD Normal 100000 3.044522
## 1033 2008 WD Normal 100500 3.044522
## 1034 2008 WD Normal 106000 3.044522
## 1035 2008 COD Abnorml 85400 3.044522
## 1036 2008 WD Normal 89500 3.044522
## 1037 2008 WD Normal 111750 3.044522
## 1038 2008 COD Abnorml 140000 3.970292
## 1039 2008 WD Normal 143000 3.178054
## 1040 2008 WD Normal 148500 3.178054
## 1041 2008 WD Normal 110000 4.290459
## 1042 2008 New Partial 394617 4.564348
## 1043 2008 New Partial 426000 4.564348
## 1044 2008 New Partial 385000 4.736198
## 1045 2008 New Partial 446261 4.204693
## 1046 2008 New Partial 317500 4.584967
## 1047 2008 New Partial 372402 4.672829
## 1048 2008 WD Normal 417500 4.653960
## 1049 2008 WD Normal 383000 4.644391
## 1050 2008 WD Abnorml 390000 4.682131
## 1051 2008 WD Normal 460000 4.564348
## 1052 2008 WD Normal 379000 4.624973
## 1053 2008 WD Normal 250000 4.304065
## 1054 2008 WD Normal 316000 4.442651
## 1055 2008 WD Normal 615000 4.663439
## 1056 2008 WD Normal 412500 4.700480
## 1057 2008 WD Normal 284000 4.442651
## 1058 2008 WD Normal 284000 4.521789
## 1059 2008 WD Normal 421250 4.867534
## 1060 2008 WD Normal 370000 4.718499
## 1061 2008 New Partial 336860 4.060443
## 1062 2008 New Partial 367294 4.174387
## 1063 2008 WD Normal 192000 4.905275
## 1064 2008 WD Normal 274000 4.127134
## 1065 2008 WD Normal 266000 4.143135
## 1066 2008 New Partial 370967 4.488636
## 1067 2008 WD Normal 234250 3.871201
## 1068 2008 WD Normal 219500 3.871201
## 1069 2008 WD Normal 155000 3.583519
## 1070 2008 WD Normal 154000 3.583519
## 1071 2008 WD Normal 207000 4.077537
## 1072 2008 WD Normal 195000 3.761200
## 1073 2008 WD Normal 219990 3.761200
## 1074 2008 WD Normal 191000 3.761200
## 1075 2008 WD Normal 159895 3.761200
## 1076 2008 New Partial 187687 3.970292
## 1077 2008 WD Normal 179000 4.382027
## 1078 2008 WD Normal 193000 4.127134
## 1079 2008 WD Normal 190000 4.077537
## 1080 2008 WD Normal 176000 3.931826
## 1081 2008 WD Normal 188000 4.158883
## 1082 2008 WD Normal 213000 4.158883
## 1083 2008 New Partial 217300 4.007333
## 1084 2008 WD Normal 186500 4.532599
## 1085 2008 WD Normal 226750 4.262680
## 1086 2008 WD Normal 184000 4.094345
## 1087 2008 WD Normal 225000 3.713572
## 1088 2008 WD Normal 185900 4.343805
## 1089 2008 WD Normal 284500 4.430817
## 1090 2008 WD Normal 315000 4.382027
## 1091 2008 WD Normal 250000 4.430817
## 1092 2008 WD Normal 291000 4.488636
## 1093 2008 WD Normal 350000 4.912655
## 1094 2008 WD Normal 279500 4.574711
## 1095 2008 WD Normal 290000 4.488636
## 1096 2008 WD Normal 350000 4.510860
## 1097 2008 WD Normal 341000 4.564348
## 1098 2008 WD Normal 287500 4.510860
## 1099 2008 WD Normal 271000 4.394449
## 1100 2008 WD Normal 301500 4.510860
## 1101 2008 ConLD Partial 235128 4.521789
## 1102 2008 WD Normal 214000 4.454347
## 1103 2008 WD Normal 232000 4.317488
## 1104 2008 WD Normal 240000 4.304065
## 1105 2008 New Partial 264132 4.317488
## 1106 2008 WD Normal 245000 4.356709
## 1107 2008 New Partial 227680 4.510860
## 1108 2008 WD Normal 257000 4.290459
## 1109 2008 New Partial 297900 4.382027
## 1110 2008 New Partial 212700 4.276666
## 1111 2008 New Partial 250580 4.276666
## 1112 2008 WD Normal 226700 4.317488
## 1113 2008 WD Normal 250000 4.317488
## 1114 2008 WD Normal 250000 4.442651
## 1115 2008 New Partial 339750 4.442651
## 1116 2008 WD Normal 256000 4.442651
## 1117 2008 New Partial 230348 4.127134
## 1118 2008 WD Normal 207500 4.158883
## 1119 2008 WD Normal 141000 4.143135
## 1120 2008 WD Normal 188000 4.219508
## 1121 2008 WD Normal 192500 4.204693
## 1122 2008 WD Normal 146000 4.143135
## 1123 2008 WD Normal 159000 4.189655
## 1124 2008 WD Normal 155000 4.189655
## 1125 2008 WD Normal 173000 4.174387
## 1126 2008 WD Normal 170000 4.394449
## 1127 2008 WD Normal 182000 4.174387
## 1128 2008 WD Normal 163000 3.912023
## 1129 2008 WD Normal 193500 4.174387
## 1130 2008 WD Normal 189000 3.761200
## 1131 2008 WD Normal 190500 4.174387
## 1132 2008 WD Normal 175000 4.317488
## 1133 2008 WD Normal 179200 4.204693
## 1134 2008 WD Normal 187000 4.330733
## 1135 2008 WD Normal 193000 3.912023
## 1136 2008 WD Normal 153900 4.007333
## 1137 2008 WD Normal 128000 4.248495
## 1138 2008 WD Normal 144000 4.276666
## 1139 2008 WD Normal 135000 4.317488
## 1140 2008 WD Normal 115000 4.174387
## 1141 2008 COD Abnorml 119916 4.094345
## 1142 2008 WD Normal 142000 4.174387
## 1143 2008 WD Normal 192000 4.553877
## 1144 2008 WD Normal 140000 4.248495
## 1145 2008 WD Normal 290000 4.488636
## 1146 2008 WD Normal 372500 4.653960
## 1147 2008 WD Normal 196000 4.077537
## 1148 2008 WD Normal 171900 3.555348
## 1149 2008 WD Normal 178000 3.610918
## 1150 2008 WD Normal 165000 3.401197
## 1151 2008 WD Abnorml 146000 3.401197
## 1152 2008 WD Abnorml 146000 3.526361
## 1153 2008 WD Normal 179400 3.178054
## 1154 2008 WD Normal 172900 3.178054
## 1155 2008 WD Normal 300000 4.283587
## 1156 2008 WD Normal 285000 4.283587
## 1157 2008 WD Normal 290000 3.737670
## 1158 2008 WD Normal 305000 3.555348
## 1159 2008 CWD Abnorml 328900 3.912023
## 1160 2008 WD Normal 160000 3.178054
## 1161 2008 WD Normal 170000 3.178054
## 1162 2008 WD Normal 223000 4.369448
## 1163 2008 WD Normal 170000 3.178054
## 1164 2008 ConLD Normal 200000 3.178054
## 1165 2008 WD Normal 345000 3.583519
## 1166 2008 WD Normal 245500 3.637586
## 1167 2008 WD Normal 217500 3.091042
## 1168 2008 Con Normal 324000 3.465736
## 1169 2008 WD Normal 162500 4.382027
## 1170 2008 WD Family 150000 4.382027
## 1171 2008 WD Normal 290000 4.634729
## 1172 2008 WD Normal 174000 4.382027
## 1173 2008 WD Normal 183000 4.382027
## 1174 2008 WD Family 150000 4.442651
## 1175 2008 COD Abnorml 145000 4.382027
## 1176 2008 WD Normal 215000 4.382027
## 1177 2008 ConLD Normal 140500 4.317488
## 1178 2008 WD Normal 240000 4.499810
## 1179 2008 WD Normal 141000 4.290459
## 1180 2008 WD Normal 147000 4.276666
## 1181 2008 WD Normal 135000 4.174387
## 1182 2008 WD Normal 145000 4.276666
## 1183 2008 WD Normal 142600 4.304065
## 1184 2008 WD Normal 135000 4.465908
## 1185 2008 WD Normal 170000 4.382027
## 1186 2008 WD Normal 299800 4.382027
## 1187 2008 WD Normal 185000 4.330733
## 1188 2008 WD Normal 173000 4.382027
## 1189 2008 WD Normal 178400 4.290459
## 1190 2008 WD Normal 176000 4.382027
## ln.lot.area house.age yrs.since.remod has.2nd.floor total.bath
## 1 10.366278 50 50 0 2.0
## 2 9.360655 49 49 0 1.0
## 3 9.565704 52 52 0 1.5
## 4 9.320091 42 42 0 3.5
## 5 9.534595 13 12 1 2.5
## 6 9.208138 12 12 1 2.5
## 7 8.501064 9 9 0 3.0
## 8 8.518193 18 18 0 2.0
## 9 8.592115 15 14 0 3.0
## 10 8.922658 11 11 1 2.5
## 11 9.210340 17 16 1 2.5
## 12 8.984694 18 3 0 3.0
## 13 9.036225 12 12 1 2.5
## 14 9.227787 20 20 0 2.5
## 15 8.827615 25 25 0 2.5
## 16 10.887512 7 7 1 4.5
## 17 9.403767 22 5 1 2.0
## 18 9.340842 0 0 0 2.5
## 19 9.859431 59 59 0 1.0
## 20 9.486076 32 22 0 3.0
## 21 9.371694 33 33 0 2.0
## 22 9.270965 36 36 0 3.0
## 23 8.922658 10 10 1 3.5
## 24 9.327323 40 40 0 2.0
## 25 9.436440 39 2 0 2.5
## 26 9.041922 42 42 0 2.0
## 27 9.035987 40 40 0 2.0
## 28 9.259131 39 39 0 1.0
## 29 8.675564 11 11 0 3.0
## 30 7.426549 39 39 1 1.5
## 31 7.426549 39 39 1 1.5
## 32 7.426549 39 39 1 1.5
## 33 8.304742 33 33 0 2.0
## 34 7.731931 35 35 1 2.5
## 35 7.731931 35 35 0 1.0
## 36 7.731931 32 32 1 2.5
## 37 9.461721 1 0 1 2.5
## 38 9.348187 3 2 0 3.0
## 39 9.226115 1 0 0 3.5
## 40 9.463664 1 0 0 2.0
## 41 9.407715 5 5 0 2.0
## 42 9.351840 5 5 0 2.0
## 43 9.555489 5 4 0 2.0
## 44 9.227296 6 6 0 2.0
## 45 9.466454 1 0 0 3.5
## 46 8.759512 1 0 0 3.0
## 47 9.568015 7 6 0 3.5
## 48 9.521495 8 8 1 3.5
## 49 8.943506 5 5 0 3.0
## 50 8.872347 4 4 0 2.0
## 51 7.873978 7 7 1 2.5
## 52 9.825202 5 5 0 2.0
## 53 8.071843 4 4 0 2.0
## 54 8.065265 6 5 0 2.0
## 55 9.495519 6 6 1 3.5
## 56 9.056839 6 6 1 2.5
## 57 8.955448 10 10 1 2.5
## 58 9.159573 9 9 1 2.5
## 59 9.600624 11 11 1 2.5
## 60 9.766120 12 12 1 2.5
## 61 9.267949 14 14 0 3.0
## 62 9.413771 16 15 1 3.5
## 63 9.372799 11 3 1 2.5
## 64 9.727347 12 12 1 2.5
## 65 9.596962 15 14 1 3.5
## 66 9.128588 1 0 0 2.0
## 67 9.064158 1 1 1 2.5
## 68 9.104980 2 2 0 3.0
## 69 9.437635 6 5 1 2.5
## 70 9.253400 5 5 0 3.0
## 71 9.224440 6 6 1 3.5
## 72 9.385973 6 6 1 2.5
## 73 9.091557 16 8 1 3.5
## 74 8.988696 30 30 0 2.0
## 75 9.325275 18 18 1 2.5
## 76 8.973605 31 31 0 2.0
## 77 8.878358 26 26 0 2.0
## 78 9.154087 17 7 1 2.5
## 79 9.176990 26 25 0 2.0
## 80 9.035987 30 29 1 2.5
## 81 9.190138 90 60 0 1.0
## 82 9.097172 32 32 1 2.0
## 83 9.374328 49 15 0 2.0
## 84 9.041922 45 1 0 2.0
## 85 9.192075 43 43 0 1.0
## 86 8.922658 47 47 0 2.5
## 87 8.838842 48 0 0 2.5
## 88 9.642772 36 8 0 3.0
## 89 9.228770 18 18 1 3.5
## 90 9.483645 17 17 1 3.5
## 91 9.317759 18 17 1 3.5
## 92 8.483636 6 5 0 3.0
## 93 8.164795 6 6 1 2.5
## 94 8.075583 6 6 1 2.5
## 95 8.065265 6 5 1 2.5
## 96 7.841493 6 5 1 3.5
## 97 7.841493 5 5 1 3.5
## 98 8.390041 1 1 0 3.5
## 99 7.657755 10 10 1 2.5
## 100 7.999679 10 10 1 3.5
## 101 7.852439 11 11 1 3.5
## 102 7.784473 7 7 1 2.5
## 103 9.461333 0 0 0 2.5
## 104 8.906393 10 10 1 3.5
## 105 8.393895 30 30 0 2.0
## 106 8.263590 32 32 0 2.0
## 107 9.511703 34 5 1 2.5
## 108 8.987197 8 8 0 3.0
## 109 9.254931 43 43 0 3.0
## 110 9.286468 17 17 1 3.5
## 111 9.268892 33 9 0 3.0
## 112 9.843578 32 32 1 3.5
## 113 9.251578 22 22 1 2.5
## 114 9.144201 38 4 0 2.5
## 115 9.169518 39 39 1 2.0
## 116 9.169518 44 44 0 2.5
## 117 9.189117 47 47 0 2.5
## 118 9.139918 51 51 0 2.5
## 119 9.200290 44 44 0 2.0
## 120 9.177817 43 43 0 3.0
## 121 9.268609 46 46 1 2.0
## 122 9.554781 46 46 0 2.0
## 123 9.082507 47 47 0 2.0
## 124 9.492507 48 9 0 4.0
## 125 9.181632 60 14 0 2.0
## 126 9.182352 58 8 1 2.0
## 127 9.761924 61 60 1 2.0
## 128 8.882808 52 2 0 2.0
## 129 8.584852 70 44 0 1.0
## 130 9.202308 56 56 0 2.0
## 131 9.169518 55 38 0 2.0
## 132 8.961879 56 56 0 1.0
## 133 9.339613 44 2 0 2.0
## 134 9.358760 50 50 1 2.0
## 135 9.898475 40 21 0 3.0
## 136 9.710631 44 8 0 2.5
## 137 9.020027 52 52 0 2.0
## 138 9.011524 7 1 0 3.0
## 139 8.993427 51 51 0 2.0
## 140 9.264071 51 51 0 2.0
## 141 9.035987 53 53 0 2.0
## 142 9.077951 51 51 0 2.0
## 143 9.405907 51 51 0 2.0
## 144 9.137770 50 50 0 2.0
## 145 9.280333 51 51 0 1.0
## 146 9.213535 51 51 0 2.5
## 147 9.033842 54 54 1 1.0
## 148 9.301095 58 58 0 1.5
## 149 9.296059 55 55 0 1.0
## 150 9.516869 52 52 0 2.0
## 151 8.977399 57 3 0 2.0
## 152 8.974365 90 16 0 1.5
## 153 8.881836 55 3 0 1.0
## 154 9.230143 56 7 0 2.0
## 155 8.677269 54 10 0 2.0
## 156 9.770128 62 60 1 1.5
## 157 8.850661 30 30 0 2.0
## 158 9.193194 51 4 0 2.0
## 159 9.330343 43 3 1 2.5
## 160 8.995165 62 6 1 2.0
## 161 8.922658 51 16 0 2.5
## 162 9.050172 58 58 1 2.0
## 163 8.881836 59 10 0 1.5
## 164 9.210340 48 48 0 1.5
## 165 8.940498 50 50 0 1.5
## 166 9.186048 47 26 0 2.0
## 167 8.948976 44 44 1 1.5
## 168 8.476371 110 56 1 2.0
## 169 9.082507 100 6 1 1.0
## 170 8.408494 90 60 0 2.0
## 171 9.100526 83 60 0 1.0
## 172 8.666475 53 53 0 2.5
## 173 8.663888 95 60 1 2.0
## 174 8.435549 65 60 0 1.0
## 175 8.881836 70 18 0 2.0
## 176 8.612503 81 9 0 2.0
## 177 8.839277 72 10 1 1.0
## 178 9.380168 62 1 1 1.0
## 179 9.016634 90 48 1 1.0
## 180 9.175335 87 40 0 1.0
## 181 9.050172 82 7 0 1.0
## 182 9.169518 110 7 1 2.0
## 183 9.287301 95 60 1 3.0
## 184 9.104980 120 8 1 3.0
## 185 9.109967 100 60 1 2.0
## 186 8.910181 53 14 0 2.0
## 187 8.954157 100 60 1 1.0
## 188 9.336092 125 60 1 2.0
## 189 9.264829 88 16 1 1.5
## 190 8.670772 60 13 1 1.5
## 191 8.960981 88 5 1 1.5
## 192 8.517193 85 60 0 2.0
## 193 8.699515 71 60 1 2.0
## 194 8.699515 70 60 1 2.0
## 195 8.757784 68 60 1 1.5
## 196 8.699515 62 60 1 1.5
## 197 8.738735 74 30 1 1.0
## 198 8.738735 80 60 1 2.0
## 199 8.719317 87 60 0 2.0
## 200 9.239899 89 60 1 2.0
## 201 8.998878 95 60 1 1.5
## 202 9.464983 98 1 1 1.5
## 203 8.028781 90 17 1 1.5
## 204 9.044522 47 47 0 2.0
## 205 8.630522 80 60 1 2.0
## 206 8.939843 110 14 1 2.0
## 207 10.089552 70 60 1 2.0
## 208 9.633187 51 51 0 2.0
## 209 9.271624 93 60 1 1.5
## 210 9.200290 95 60 1 2.0
## 211 8.699681 70 60 1 1.0
## 212 8.771680 103 60 1 1.5
## 213 8.707483 100 60 1 3.0
## 214 8.754949 135 14 1 1.0
## 215 9.284798 43 43 0 4.0
## 216 9.285262 42 42 0 2.0
## 217 9.360913 45 45 0 2.5
## 218 9.336180 53 14 0 2.5
## 219 9.050289 43 43 0 1.0
## 220 9.017484 42 9 0 2.0
## 221 8.961879 44 2 0 2.0
## 222 9.144628 41 41 1 1.5
## 223 8.965973 42 42 0 2.0
## 224 8.912473 32 32 0 2.0
## 225 9.326077 42 42 1 1.5
## 226 9.360139 32 32 1 2.5
## 227 9.546813 14 13 1 3.5
## 228 9.906583 33 9 0 2.5
## 229 9.133351 83 60 0 1.0
## 230 9.169518 60 15 0 2.0
## 231 10.068790 31 31 1 2.5
## 232 9.745781 32 18 1 3.5
## 233 9.830917 72 20 1 2.5
## 234 9.270965 90 60 0 1.0
## 235 9.348275 60 23 0 2.0
## 236 9.166493 54 54 0 2.0
## 237 9.143132 63 31 0 1.0
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## 243 9.127611 25 25 1 2.5
## 244 9.390994 23 23 0 2.5
## 245 9.422302 17 17 1 3.0
## 246 9.204121 17 16 1 3.5
## 247 9.112617 18 18 0 2.0
## 248 9.256747 2 2 0 2.0
## 249 8.819074 4 4 0 3.0
## 250 9.249753 1 1 0 2.0
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## 257 9.076809 12 12 1 2.5
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## 260 9.273315 34 34 0 2.0
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## 265 9.145802 13 13 1 2.5
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## 276 9.375177 62 60 1 1.0
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## 281 9.075780 65 60 1 1.5
## 282 9.407551 69 60 1 2.0
## 283 9.055089 53 8 0 1.0
## 284 8.487352 86 11 0 2.0
## 285 8.833171 95 60 1 2.5
## 286 9.013352 96 60 0 2.0
## 287 8.517193 86 60 1 2.0
## 288 8.973351 71 60 0 2.0
## 289 8.881836 43 43 1 3.0
## 290 9.194109 79 60 1 2.0
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## 293 9.655026 60 19 1 2.5
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## 295 9.769956 51 8 0 3.0
## 296 9.885578 16 3 1 3.5
## 297 8.270525 21 21 0 2.0
## 298 8.270525 21 21 0 2.0
## 299 9.655154 51 13 0 3.0
## 300 8.600799 88 3 1 2.0
## 301 9.006264 69 60 0 1.0
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## 307 8.245647 6 5 0 3.5
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## 309 9.171600 33 33 0 2.5
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## 311 9.419628 34 34 0 2.0
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## 313 10.954309 62 60 0 2.0
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## 320 9.489032 2 1 0 2.0
## 321 9.635608 45 33 0 2.0
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## 324 9.382191 11 11 0 2.0
## 325 7.587817 37 37 1 1.5
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## 327 7.860185 34 34 1 1.5
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## 332 8.846929 39 6 0 1.0
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## 358 8.888757 16 16 0 2.0
## 359 9.173261 17 16 1 2.5
## 360 9.002701 15 14 1 2.5
## 361 9.132163 17 17 0 3.0
## 362 9.283777 10 10 1 2.5
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## 364 8.668024 25 25 0 2.0
## 365 9.765546 1 0 0 3.0
## 366 9.379577 1 1 0 2.5
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## 372 9.719264 32 9 0 2.5
## 373 9.491753 31 31 1 2.5
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## 1023 9.210340 35 8 0 2.0
## 1024 9.568784 12 12 1 3.5
## 1025 9.104980 34 34 1 3.0
## 1026 9.185023 39 39 0 2.5
## 1027 9.239414 39 39 0 1.0
## 1028 8.930626 37 37 0 2.0
## 1029 9.452109 36 36 0 1.0
## 1030 8.308938 10 9 0 3.0
## 1031 7.426549 35 35 1 2.0
## 1032 7.426549 35 35 1 2.5
## 1033 7.544332 36 36 1 1.5
## 1034 7.533159 38 38 1 1.5
## 1035 7.426549 37 37 1 1.5
## 1036 7.426549 37 37 1 1.5
## 1037 7.426549 36 36 1 2.5
## 1038 8.304742 31 31 0 2.0
## 1039 7.744137 33 33 1 2.5
## 1040 7.835579 31 31 0 2.0
## 1041 9.156623 42 42 0 1.0
## 1042 9.428994 0 0 0 3.0
## 1043 9.431402 1 0 1 3.5
## 1044 9.602585 1 0 0 3.0
## 1045 9.612333 0 0 1 3.5
## 1046 9.449672 1 1 0 3.0
## 1047 9.538996 1 0 0 3.0
## 1048 9.524640 1 1 0 3.5
## 1049 9.576233 1 1 0 3.0
## 1050 9.504352 2 2 1 3.5
## 1051 9.436599 3 2 1 3.5
## 1052 9.405167 3 3 1 3.5
## 1053 9.093694 1 1 1 2.5
## 1054 9.266153 4 4 1 3.5
## 1055 9.450931 5 5 0 3.5
## 1056 9.524275 5 4 1 3.5
## 1057 9.270965 5 4 1 3.5
## 1058 9.291459 5 4 0 3.0
## 1059 9.735069 7 6 1 3.5
## 1060 9.708142 5 5 1 2.5
## 1061 9.221280 0 0 0 3.0
## 1062 9.078978 0 0 0 2.5
## 1063 9.417680 3 3 0 2.0
## 1064 9.447545 5 4 0 1.5
## 1065 9.088060 3 3 0 2.0
## 1066 9.015784 1 0 0 3.0
## 1067 8.738735 2 1 0 3.0
## 1068 8.738735 2 1 0 2.0
## 1069 7.803027 5 4 1 2.5
## 1070 7.803027 5 4 1 3.5
## 1071 9.011646 4 4 0 3.0
## 1072 8.278936 5 5 0 3.0
## 1073 8.278936 4 4 0 3.0
## 1074 8.065265 3 2 0 2.0
## 1075 8.065265 1 1 0 2.0
## 1076 8.218787 1 0 0 2.0
## 1077 9.107643 4 4 1 2.5
## 1078 8.911260 4 4 1 3.5
## 1079 9.168163 3 3 0 3.0
## 1080 8.990815 3 3 1 2.5
## 1081 8.988446 6 5 1 2.5
## 1082 9.035511 5 5 1 2.5
## 1083 8.895767 1 0 0 3.0
## 1084 9.236106 8 8 1 3.5
## 1085 9.014325 8 7 1 2.5
## 1086 9.641083 4 3 1 3.5
## 1087 9.430279 9 8 1 2.5
## 1088 9.034796 9 9 1 2.5
## 1089 9.175749 11 11 1 2.5
## 1090 9.126959 10 10 1 3.5
## 1091 9.565214 8 8 1 3.5
## 1092 9.305651 8 8 1 2.5
## 1093 9.365205 10 10 0 3.0
## 1094 9.304741 12 11 1 3.5
## 1095 9.386728 13 13 1 2.5
## 1096 9.253112 13 13 0 3.5
## 1097 9.263123 15 14 1 3.5
## 1098 9.211340 15 14 1 3.5
## 1099 9.300547 14 14 1 3.5
## 1100 9.568225 14 14 0 3.0
## 1101 9.386979 1 0 0 2.0
## 1102 9.588640 1 1 1 2.5
## 1103 9.389072 2 2 0 2.0
## 1104 9.491979 2 2 0 3.0
## 1105 9.587886 0 0 0 2.0
## 1106 9.230731 1 1 0 2.0
## 1107 9.415238 0 0 0 2.0
## 1108 9.190240 1 1 1 3.0
## 1109 9.151439 1 0 1 3.5
## 1110 9.064158 1 0 0 2.0
## 1111 9.064158 1 0 0 2.0
## 1112 9.190444 3 3 1 2.5
## 1113 9.145802 5 4 1 2.5
## 1114 9.270965 3 3 1 2.5
## 1115 9.287301 1 0 1 3.5
## 1116 9.270965 1 1 0 2.0
## 1117 8.922658 1 0 0 3.0
## 1118 9.081484 5 5 1 2.5
## 1119 8.922658 4 3 0 2.0
## 1120 9.221280 5 5 1 3.5
## 1121 9.455167 5 4 1 2.5
## 1122 9.478228 3 2 0 2.0
## 1123 9.524786 4 4 0 2.5
## 1124 9.524786 5 4 0 2.0
## 1125 9.031931 4 4 1 2.5
## 1126 9.133459 1 1 0 2.0
## 1127 9.042277 13 13 1 2.5
## 1128 9.045466 15 14 1 3.0
## 1129 9.002701 14 10 0 3.0
## 1130 9.586377 14 13 1 2.5
## 1131 9.041922 7 7 1 3.5
## 1132 9.022202 16 16 1 3.0
## 1133 8.875287 17 17 0 3.0
## 1134 9.136801 15 15 1 2.5
## 1135 8.988696 15 14 0 3.0
## 1136 8.973605 15 15 0 2.0
## 1137 9.116030 45 45 0 2.0
## 1138 9.470240 46 46 0 2.0
## 1139 8.999619 47 1 0 2.0
## 1140 9.041922 40 40 0 2.0
## 1141 8.757784 45 45 0 1.0
## 1142 8.819961 47 12 0 2.5
## 1143 9.878580 34 34 0 2.5
## 1144 9.283498 36 36 1 2.0
## 1145 9.127502 18 17 1 3.5
## 1146 9.307921 15 14 1 3.5
## 1147 8.362175 4 4 0 2.0
## 1148 8.298291 2 1 1 2.5
## 1149 8.141772 4 3 0 2.0
## 1150 8.064636 3 3 1 3.5
## 1151 8.064636 1 1 1 2.0
## 1152 8.189800 1 1 1 2.0
## 1153 7.731931 9 9 1 2.5
## 1154 7.731931 9 9 1 3.5
## 1155 8.469053 8 8 0 3.0
## 1156 8.420242 7 7 0 2.5
## 1157 8.385945 7 7 0 2.5
## 1158 8.320935 9 8 0 3.0
## 1159 8.540714 9 8 0 3.0
## 1160 7.677864 9 8 1 3.5
## 1161 7.677864 9 8 1 3.5
## 1162 9.272940 7 7 1 3.5
## 1163 7.880426 9 9 1 3.5
## 1164 7.880426 9 8 1 3.5
## 1165 8.281724 10 9 1 3.5
## 1166 9.613336 12 12 0 2.5
## 1167 9.311452 13 13 0 2.5
## 1168 9.291552 15 15 0 3.5
## 1169 9.316501 24 24 0 2.0
## 1170 10.109363 31 31 1 3.0
## 1171 9.697693 32 1 0 4.0
## 1172 9.249561 38 38 0 2.0
## 1173 9.315061 39 39 0 2.5
## 1174 9.310186 40 40 0 1.5
## 1175 9.309280 37 4 0 2.5
## 1176 9.641278 41 41 0 2.0
## 1177 9.185023 43 43 0 2.0
## 1178 9.287301 34 11 1 2.5
## 1179 9.084097 40 40 1 1.5
## 1180 9.090656 43 0 0 2.0
## 1181 9.002701 43 3 0 2.0
## 1182 9.312175 43 43 0 2.0
## 1183 9.480444 43 43 0 2.0
## 1184 9.131946 35 35 0 2.0
## 1185 9.499646 37 37 1 1.5
## 1186 9.100860 32 12 1 4.0
## 1187 9.118225 34 34 1 2.5
## 1188 9.119321 42 8 1 2.0
## 1189 9.402777 47 1 0 2.0
## 1190 9.200290 40 40 1 2.5
## [ reached getOption("max.print") -- omitted 1707 rows ]summary(df$total.bath)## Length Class Mode
## 0 NULL NULLBedrooms
This discrete variable describes the number of bedrooms above ground level, ranging from 0 to 8 with a median of 3 and mean of 2.854.
There are 8 homes with 0 bedrooms above ground level, but those 8 have between 3-6 total above ground rooms. All but one have total.bsmt.sf near or greater than 1000 ft squared, indicating large basements, possibly with bedrooms. All but one also have no second floor. All have either one or two full baths in the basement and few other bathrooms. All have kitchens above ground. All have sale.type = WD and all but one sale.condition = Normal. Most have roughly equal total.bsmt.sf and gr.live.area.
There is most likely a strong correlation between number of bedrooms and total number of rooms.
table(df$bedroom.abvgr)##
## 0 1 2 3 4 5 6 8
## 8 109 734 1579 397 48 21 1bedless <- df %>% filter(bedroom.abvgr == 0)
bedless## ms.zoning lot.frontage lot.area street alley lot.shape land.contour
## 1 RL 64.0 6979 Pave No Alley Reg Lvl
## 2 RL 80.5 23595 Pave No Alley Reg Low
## 3 RL 41.0 4923 Pave No Alley Reg Lvl
## 4 RL 60.0 12900 Pave No Alley Reg Lvl
## 5 RL 155.0 20064 Pave No Alley IR1 Low
## 6 RM 62.0 6710 Pave No Alley IR1 Lvl
## 7 RL 68.0 50271 Pave No Alley IR1 Low
## 8 RL 72.0 10246 Pave No Alley IR1 Lvl
## lot.config land.slope neighborhood condition.1 condition.2 bldg.type
## 1 Inside Gtl OldTown Norm Norm Duplex
## 2 Inside Not Gtl ClearCr Norm Norm 1Fam
## 3 Inside Gtl StoneBr Norm Norm TwnhsE
## 4 Inside Gtl Sawyer Feedr Norm Duplex
## 5 Inside Not Gtl ClearCr Norm Norm 1Fam
## 6 FR3 Gtl Mitchel Norm Norm TwnhsE
## 7 Inside Gtl Veenker Norm Norm 1Fam
## 8 CulDSac Gtl Sawyer Norm Norm 1Fam
## house.style overall.qual overall.cond year.built year.remod.add
## 1 SFoyer 6 5 1980 1980
## 2 1Story 7 6 1979 1979
## 3 1Story 8 5 2001 2002
## 4 SFoyer 4 4 1969 1969
## 5 1Story 8 6 1976 1976
## 6 SFoyer 6 5 1996 1997
## 7 1Story 9 5 1981 1987
## 8 SLvl 4 9 1965 2001
## roof.style roof.matl exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## 1 Gable CompShg Plywood Plywood None 0
## 2 Shed Other Plywood Plywood None 0
## 3 Gable CompShg CemntBd CmentBd None 0
## 4 Gable CompShg Plywood Plywood None 0
## 5 Shed Other Wd Sdng Wd Sdng None 0
## 6 Gable CompShg VinylSd VinylSd BrkFace 134
## 7 Gable Other WdShing Wd Shng None 0
## 8 Gable CompShg VinylSd VinylSd None 0
## exter.qual exter.cond foundation bsmt.qual bsmt.cond bsmt.exposure
## 1 TA TA CBlock TA TA No Exposure
## 2 Gd TA PConc Gd TA Gd
## 3 Gd TA PConc Ex TA Av
## 4 TA TA CBlock Gd TA Av
## 5 Gd TA CBlock Gd Gd Gd
## 6 TA TA PConc Ex TA Av
## 7 Gd TA CBlock Ex TA Gd
## 8 TA Gd CBlock TA Gd Av
## bsmtfin.type.1 bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf
## 1 GLQ 1056 Unf 0 0
## 2 GLQ 1258 Unf 0 74
## 3 GLQ 1153 Unf 0 440
## 4 GLQ 1198 Unf 0 0
## 5 LwQ 51 GLQ 915 0
## 6 Rec 16 GLQ 904 0
## 7 GLQ 1810 Unf 0 32
## 8 GLQ 648 Unf 0 0
## total.bsmt.sf heating heating.qc central.air electrical x1st.flr.sf
## 1 1056 GasA Gd Y SB 1056
## 2 1332 GasA TA Y SB 1332
## 3 1593 GasA Ex Y SB 1593
## 4 1198 GasA TA Y SB 1258
## 5 966 GasA Ex Y SB 1743
## 6 920 GasA Ex Y SB 936
## 7 1842 GasA Gd Y SB 1842
## 8 648 GasA Ex Y SB 960
## x2nd.flr.sf low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath
## 1 0 0 1056 2 0
## 2 192 0 1524 2 0
## 3 0 0 1593 1 0
## 4 0 0 1258 2 0
## 5 0 0 1743 2 0
## 6 0 0 936 2 0
## 7 0 0 1842 2 0
## 8 0 0 960 1 1
## full.bath half.bath bedroom.abvgr kitchen.abvgr kitchen.qual
## 1 0 0 0 2 TA
## 2 0 1 0 1 Gd
## 3 1 1 0 1 Ex
## 4 0 2 0 2 TA
## 5 0 1 0 1 Gd
## 6 0 1 0 1 TA
## 7 0 1 0 1 Gd
## 8 0 0 0 1 TA
## totrms.abvgrd functional fireplaces fireplace.qu garage.type
## 1 4 Typ 0 <NA> Detchd
## 2 4 Typ 1 TA Attchd
## 3 5 Typ 1 Gd Attchd
## 4 6 Typ 0 <NA> CarPort
## 5 5 Typ 2 Fa Attchd
## 6 3 Typ 0 <NA> Attchd
## 7 5 Typ 1 Gd Attchd
## 8 3 Typ 0 <NA> Attchd
## garage.yr.blt garage.finish garage.cars garage.area garage.qual
## 1 1980 Unf 2 576 TA
## 2 1979 Fin 2 586 TA
## 3 2001 Fin 2 682 TA
## 4 1969 Unf 2 400 Fa
## 5 1976 Fin 2 529 TA
## 6 1996 Fin 2 460 TA
## 7 1981 Fin 3 894 TA
## 8 1965 Unf 1 364 TA
## garage.cond paved.drive wood.deck.sf open.porch.sf enclosed.porch
## 1 TA Y 264 56 0
## 2 TA Y 268 0 0
## 3 TA Y 0 120 0
## 4 TA Y 120 0 0
## 5 TA Y 646 0 0
## 6 TA Y 0 40 0
## 7 TA Y 857 72 0
## 8 TA Y 88 0 0
## x3ssn.porch screen.porch pool.area pool.qc fence misc.feature misc.val
## 1 0 0 0 No Pool GdPrv Shed 600
## 2 0 0 0 No Pool <NA> <NA> 0
## 3 0 224 0 No Pool <NA> <NA> 0
## 4 0 0 0 No Pool <NA> <NA> 0
## 5 0 0 0 No Pool <NA> <NA> 0
## 6 0 0 0 No Pool <NA> <NA> 0
## 7 0 0 0 No Pool <NA> <NA> 0
## 8 0 0 0 No Pool <NA> <NA> 0
## mo.sold yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1 6 2010 WD Normal 144000 4.158883
## 2 4 2010 WD Normal 260000 4.388257
## 3 8 2008 WD Normal 286000 3.713572
## 4 1 2008 WD Alloca 108959 4.094345
## 5 5 2007 WD Normal 279000 5.043425
## 6 6 2007 WD Normal 140000 4.127134
## 7 11 2006 WD Normal 385000 4.219508
## 8 5 2006 WD Normal 145000 4.276666
## ln.lot.area house.age yrs.since.remod has.2nd.floor
## 1 8.850661 30 30 0
## 2 10.068790 31 31 1
## 3 8.501673 7 6 0
## 4 9.464983 39 39 0
## 5 9.906682 31 31 0
## 6 8.811354 11 10 0
## 7 10.825184 25 19 0
## 8 9.234643 41 5 0#Checking how many rooms are in each sale with 0 bedrooms (ABOVE GROUND)
bedless1 <- subset(bedless, select = c(totrms.abvgrd))
bedless1## totrms.abvgrd
## 1 4
## 2 4
## 3 5
## 4 6
## 5 5
## 6 3
## 7 5
## 8 3#Comparing the basement area and above ground area of the homes with no above ground bedrooms
area.compare <- subset(bedless, select = c(total.bsmt.sf, gr.liv.area))
area.compare## total.bsmt.sf gr.liv.area
## 1 1056 1056
## 2 1332 1524
## 3 1593 1593
## 4 1198 1258
## 5 966 1743
## 6 920 936
## 7 1842 1842
## 8 648 960Kitchen Variables
Two kitchen variables: - kitchen.abvgr - number of kitchens above ground level, discrete - Most homes (2796) have only 1 kitchen - kitchenqual - kitchen quality, five levels ranging from excellent to poor, ordinal - There are no NA values for kitchen quality
table(df$kitchen.abvgr)##
## 0 1 2 3
## 3 2764 128 2table(df$kitchen.qual)##
## Ex Fa Gd Po TA
## 201 70 1137 1 1488df[(df$kitchen.abvgr > 0) & is.na(df$kitchen.qual), ]## [1] ms.zoning lot.frontage lot.area street
## [5] alley lot.shape land.contour lot.config
## [9] land.slope neighborhood condition.1 condition.2
## [13] bldg.type house.style overall.qual overall.cond
## [17] year.built year.remod.add roof.style roof.matl
## [21] exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## [25] exter.qual exter.cond foundation bsmt.qual
## [29] bsmt.cond bsmt.exposure bsmtfin.type.1 bsmtfin.sf.1
## [33] bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## [37] heating heating.qc central.air electrical
## [41] x1st.flr.sf x2nd.flr.sf low.qual.fin.sf gr.liv.area
## [45] bsmt.full.bath bsmt.half.bath full.bath half.bath
## [49] bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## [53] functional fireplaces fireplace.qu garage.type
## [57] garage.yr.blt garage.finish garage.cars garage.area
## [61] garage.qual garage.cond paved.drive wood.deck.sf
## [65] open.porch.sf enclosed.porch x3ssn.porch screen.porch
## [69] pool.area pool.qc fence misc.feature
## [73] misc.val mo.sold yr.sold sale.type
## [77] sale.condition saleprice ln.lot.frontage ln.lot.area
## [81] house.age yrs.since.remod has.2nd.floor
## <0 rows> (or 0-length row.names)Total Rooms Above Ground
Discrete Variable ranging from 2 to 15, no missing values
table(df$totrms.abvgrd)##
## 2 3 4 5 6 7 8 9 10 11 12 13 14 15
## 1 26 199 581 835 640 342 142 80 32 16 1 1 1Functional
The functional variable is an ordinal variable that describes home functionality and assumes typical unless deductions are warranted. The variable has 8 levels, typical and 7 levels of deductions.
2723 (93.09%) of the homes are typical functionality.
Rearranged the factors of functional to range from Salvage Only to Typical rather than be in alphabetical order
table(df$functional)##
## Maj1 Maj2 Min1 Min2 Mod Sal Sev Typ
## 18 9 64 69 35 2 2 2698Fireplaces
Two fireplace related variables: - fireplaces - number of fireplaces, discrete, no missing values, ranges 0 to 4 - fireplaces.qu - Ordinal variable that ranges from Na - no fireplace, to Ex - Excellent - Changed NA in fireplace.qu to “No Fireplace” - 1422 homes are recorded as having no fireplace, but the label is NA
nrow(df[(df$fireplaces > 0) & is.na(df$fireplace.qu), ])## [1] 0index.fire <- which(is.na(df$fireplace.qu))
df[index.fire, 'fireplace.qu'] <- 'No Fireplace'table(df$fireplaces)##
## 0 1 2 3 4
## 1408 1258 218 12 1table(df$fireplace.qu)##
## Ex Fa Gd No Fireplace Po
## 43 75 732 1408 46
## TA
## 593Garage Variables
There are seven total variables related to the home’s garage: - garage.type - garage location on the home, nominal variable, - six garage levels - NA for no garage (157) - garage.yr.blt - year the garage was built, discrete (159 NA’s) - garage.finish - interior finish of the garage, ordinal (157 NA’s) - three levels: unfinished, rough finished, finished - NA for no garage - garage.cars - size of the garage in car capacity, discrete (1 NA) - garage.area - size of the garage in square feet, continuous (1 NA) - garage.qual - quality of the garage, ordinal (158 NA’s) - five levels from poor to excellent - NA for no garage - garage.cond - condition of the garage, ordinal (158 NA’s) - five levels from poor to excellent - NA for no garage
Testing to see if any garage types that are NA have an area > 0 or cars > 0 to show that the NA is a missing value. The result is 0 observations that match this test. We can assume then that there are 157 homes without garages and each ordinal or nominal variable should have 157 NA’s.
df[(is.na(df$garage.type) & df$garage.area > 0) | (is.na(df$garage.type) & df$garage.cars > 0) , ]## [1] ms.zoning lot.frontage lot.area street
## [5] alley lot.shape land.contour lot.config
## [9] land.slope neighborhood condition.1 condition.2
## [13] bldg.type house.style overall.qual overall.cond
## [17] year.built year.remod.add roof.style roof.matl
## [21] exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## [25] exter.qual exter.cond foundation bsmt.qual
## [29] bsmt.cond bsmt.exposure bsmtfin.type.1 bsmtfin.sf.1
## [33] bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## [37] heating heating.qc central.air electrical
## [41] x1st.flr.sf x2nd.flr.sf low.qual.fin.sf gr.liv.area
## [45] bsmt.full.bath bsmt.half.bath full.bath half.bath
## [49] bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## [53] functional fireplaces fireplace.qu garage.type
## [57] garage.yr.blt garage.finish garage.cars garage.area
## [61] garage.qual garage.cond paved.drive wood.deck.sf
## [65] open.porch.sf enclosed.porch x3ssn.porch screen.porch
## [69] pool.area pool.qc fence misc.feature
## [73] misc.val mo.sold yr.sold sale.type
## [77] sale.condition saleprice ln.lot.frontage ln.lot.area
## [81] house.age yrs.since.remod has.2nd.floor
## <0 rows> (or 0-length row.names)This table examines garage.type. Simplifying the factor names.
table(as.factor(df$garage.type))##
## 2Types Attchd Basment BuiltIn CarPort Detchd
## 23 1706 35 183 15 779# shorten to 2T
index <- which(df$garage.type == "2Types")
df[index, 'garage.type'] <- "2T"
# shorten to A
index <- which(df$garage.type == "Attchd")
df[index, 'garage.type'] <- "A"
# Shorten to BM
index <- which(df$garage.type == "Basment")
df[index, 'garage.type'] <- "BM"
# shorten to BI
index <- which(df$garage.type == "BuiltIn")
df[index, 'garage.type'] <- "BI"
# shorten to CP
index <- which(df$garage.type == "CarPort")
df[index, 'garage.type'] <- "CP"
# Shorten to I
index <- which(df$garage.type == "Detchd")
df[index, 'garage.type'] <- "D"
#New factor names
table(as.factor(df$garage.type))##
## 2T A BI BM CP D
## 23 1706 183 35 15 779summary(df$garage.yr.blt)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 1895 1960 1979 1978 2002 2010 158As can be seen, garage year is missing 158 values and the maximum value is 2207, which is obviously an error as that year has yet to occur, unless of course they meant 2207 B.C. I filtered the data set to test for homes built later than 2010, which is the tail date of the data set. Only one observation has this error. As the home was built in 2006 and remodeled in 2007, we can assume that the garage was built in 2007 and an input error occurred.
missing.garage.year <- df %>% filter(is.na(garage.yr.blt) & !is.na(garage.type))
missing.garage.year## ms.zoning lot.frontage lot.area street alley lot.shape land.contour
## 1 RM 57 8094 Pave Grvl Reg Lvl
## 2 RM 50 9060 Pave No Alley Reg Lvl
## lot.config land.slope neighborhood condition.1 condition.2 bldg.type
## 1 Inside Gtl OldTown Norm Norm 2fmCon
## 2 Inside Gtl IDOTRR Norm Norm 1Fam
## house.style overall.qual overall.cond year.built year.remod.add
## 1 2.5Unf 6 8 1910 1983
## 2 2Story 5 6 1923 1999
## roof.style roof.matl exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## 1 Gable CompShg Wd Sdng Wd Sdng None 0
## 2 Gable CompShg Wd Sdng Plywood None 0
## exter.qual exter.cond foundation bsmt.qual bsmt.cond bsmt.exposure
## 1 TA TA PConc TA TA Mn
## 2 TA TA BrkTil Gd TA No Exposure
## bsmtfin.type.1 bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf
## 1 Rec 196 Unf 0 1046
## 2 ALQ 548 Unf 0 311
## total.bsmt.sf heating heating.qc central.air electrical x1st.flr.sf
## 1 1242 GasA Gd Y SB 1242
## 2 859 GasA Ex Y SB 942
## x2nd.flr.sf low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath
## 1 742 0 1984 0 0
## 2 886 0 1828 0 0
## full.bath half.bath bedroom.abvgr kitchen.abvgr kitchen.qual
## 1 2 0 5 1 TA
## 2 2 0 3 1 Gd
## totrms.abvgrd functional fireplaces fireplace.qu garage.type
## 1 8 Typ 0 No Fireplace D
## 2 6 Typ 0 No Fireplace D
## garage.yr.blt garage.finish garage.cars garage.area garage.qual
## 1 NA 1 360 <NA>
## 2 NA NA NA
## garage.cond paved.drive wood.deck.sf open.porch.sf enclosed.porch
## 1 <NA> Y 64 0 180
## 2 Y 174 0 212
## x3ssn.porch screen.porch pool.area pool.qc fence misc.feature misc.val
## 1 0 0 0 No Pool MnPrv Shed 1000
## 2 0 0 0 No Pool MnPrv <NA> 0
## mo.sold yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1 9 2008 WD Normal 160000 4.043051
## 2 3 2007 WD Alloca 150909 3.912023
## ln.lot.area house.age yrs.since.remod has.2nd.floor
## 1 8.998878 98 25 1
## 2 9.111624 84 8 1# 1357 and 2237 have missing garage data#Change garage year to integer for filtering
df$garage.yr.blt <- as.integer(df$garage.yr.blt)
#Get all garage with a build year later than 2010
future.garage <- df %>% filter(garage.yr.blt > 2010)
future.garage## [1] ms.zoning lot.frontage lot.area street
## [5] alley lot.shape land.contour lot.config
## [9] land.slope neighborhood condition.1 condition.2
## [13] bldg.type house.style overall.qual overall.cond
## [17] year.built year.remod.add roof.style roof.matl
## [21] exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## [25] exter.qual exter.cond foundation bsmt.qual
## [29] bsmt.cond bsmt.exposure bsmtfin.type.1 bsmtfin.sf.1
## [33] bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## [37] heating heating.qc central.air electrical
## [41] x1st.flr.sf x2nd.flr.sf low.qual.fin.sf gr.liv.area
## [45] bsmt.full.bath bsmt.half.bath full.bath half.bath
## [49] bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## [53] functional fireplaces fireplace.qu garage.type
## [57] garage.yr.blt garage.finish garage.cars garage.area
## [61] garage.qual garage.cond paved.drive wood.deck.sf
## [65] open.porch.sf enclosed.porch x3ssn.porch screen.porch
## [69] pool.area pool.qc fence misc.feature
## [73] misc.val mo.sold yr.sold sale.type
## [77] sale.condition saleprice ln.lot.frontage ln.lot.area
## [81] house.age yrs.since.remod has.2nd.floor
## <0 rows> (or 0-length row.names)#Only found one
#Change value of garage year from 2207 to 2007
df$garage.yr.blt[df$garage.yr.blt == "2207"] <- "2007"
#Confirm results
table(df$garage.yr.blt)##
## 1895 1896 1900 1906 1908 1910 1914 1915 1916 1917 1918 1919 1920 1921 1922
## 1 1 6 1 1 10 2 7 6 2 3 1 33 5 8
## 1923 1924 1925 1926 1927 1928 1929 1930 1931 1932 1933 1934 1935 1936 1937
## 6 8 15 15 5 7 2 27 4 4 1 4 8 7 6
## 1938 1939 1940 1941 1942 1943 1945 1946 1947 1948 1949 1950 1951 1952 1953
## 11 21 25 14 6 1 10 8 5 19 14 51 17 15 23
## 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 1966 1967 1968
## 37 24 41 34 41 36 37 31 35 34 35 34 39 36 48
## 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 1982 1983
## 32 32 24 27 29 35 26 50 66 44 35 36 16 9 11
## 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998
## 19 18 12 18 20 19 26 17 27 49 39 35 40 44 58
## 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010
## 54 55 41 46 90 99 140 112 107 60 29 5summary(as.factor(df$garage.finish))## Fin RFn Unf NA's
## 2 715 800 1224 156df[is.na(df$garage.finish) & !is.na(df$garage.type), ]## [1] ms.zoning lot.frontage lot.area street
## [5] alley lot.shape land.contour lot.config
## [9] land.slope neighborhood condition.1 condition.2
## [13] bldg.type house.style overall.qual overall.cond
## [17] year.built year.remod.add roof.style roof.matl
## [21] exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## [25] exter.qual exter.cond foundation bsmt.qual
## [29] bsmt.cond bsmt.exposure bsmtfin.type.1 bsmtfin.sf.1
## [33] bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## [37] heating heating.qc central.air electrical
## [41] x1st.flr.sf x2nd.flr.sf low.qual.fin.sf gr.liv.area
## [45] bsmt.full.bath bsmt.half.bath full.bath half.bath
## [49] bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## [53] functional fireplaces fireplace.qu garage.type
## [57] garage.yr.blt garage.finish garage.cars garage.area
## [61] garage.qual garage.cond paved.drive wood.deck.sf
## [65] open.porch.sf enclosed.porch x3ssn.porch screen.porch
## [69] pool.area pool.qc fence misc.feature
## [73] misc.val mo.sold yr.sold sale.type
## [77] sale.condition saleprice ln.lot.frontage ln.lot.area
## [81] house.age yrs.since.remod has.2nd.floor
## <0 rows> (or 0-length row.names)This table shows that there are 157 NA’s in garage.finish. I tested to see if any of the NA’s are in garage.finish but not in garage.type. There are no such observations.
summary(df$garage.cars)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.000 1.000 2.000 1.765 2.000 5.000 1df %>% filter(is.na(garage.cars))## ms.zoning lot.frontage lot.area street alley lot.shape land.contour
## 1 RM 50 9060 Pave No Alley Reg Lvl
## lot.config land.slope neighborhood condition.1 condition.2 bldg.type
## 1 Inside Gtl IDOTRR Norm Norm 1Fam
## house.style overall.qual overall.cond year.built year.remod.add
## 1 2Story 5 6 1923 1999
## roof.style roof.matl exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## 1 Gable CompShg Wd Sdng Plywood None 0
## exter.qual exter.cond foundation bsmt.qual bsmt.cond bsmt.exposure
## 1 TA TA BrkTil Gd TA No Exposure
## bsmtfin.type.1 bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf
## 1 ALQ 548 Unf 0 311
## total.bsmt.sf heating heating.qc central.air electrical x1st.flr.sf
## 1 859 GasA Ex Y SB 942
## x2nd.flr.sf low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath
## 1 886 0 1828 0 0
## full.bath half.bath bedroom.abvgr kitchen.abvgr kitchen.qual
## 1 2 0 3 1 Gd
## totrms.abvgrd functional fireplaces fireplace.qu garage.type
## 1 6 Typ 0 No Fireplace D
## garage.yr.blt garage.finish garage.cars garage.area garage.qual
## 1 <NA> NA NA
## garage.cond paved.drive wood.deck.sf open.porch.sf enclosed.porch
## 1 Y 174 0 212
## x3ssn.porch screen.porch pool.area pool.qc fence misc.feature misc.val
## 1 0 0 0 No Pool MnPrv <NA> 0
## mo.sold yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1 3 2007 WD Alloca 150909 3.912023
## ln.lot.area house.age yrs.since.remod has.2nd.floor
## 1 9.111624 84 8 1The single missing value of garage.cars is an observation that is missing all garage data.
summary(df$garage.area)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.0 320.0 479.0 472.3 576.0 1488.0 1df %>% filter(is.na(garage.area))## ms.zoning lot.frontage lot.area street alley lot.shape land.contour
## 1 RM 50 9060 Pave No Alley Reg Lvl
## lot.config land.slope neighborhood condition.1 condition.2 bldg.type
## 1 Inside Gtl IDOTRR Norm Norm 1Fam
## house.style overall.qual overall.cond year.built year.remod.add
## 1 2Story 5 6 1923 1999
## roof.style roof.matl exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## 1 Gable CompShg Wd Sdng Plywood None 0
## exter.qual exter.cond foundation bsmt.qual bsmt.cond bsmt.exposure
## 1 TA TA BrkTil Gd TA No Exposure
## bsmtfin.type.1 bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf
## 1 ALQ 548 Unf 0 311
## total.bsmt.sf heating heating.qc central.air electrical x1st.flr.sf
## 1 859 GasA Ex Y SB 942
## x2nd.flr.sf low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath
## 1 886 0 1828 0 0
## full.bath half.bath bedroom.abvgr kitchen.abvgr kitchen.qual
## 1 2 0 3 1 Gd
## totrms.abvgrd functional fireplaces fireplace.qu garage.type
## 1 6 Typ 0 No Fireplace D
## garage.yr.blt garage.finish garage.cars garage.area garage.qual
## 1 <NA> NA NA
## garage.cond paved.drive wood.deck.sf open.porch.sf enclosed.porch
## 1 Y 174 0 212
## x3ssn.porch screen.porch pool.area pool.qc fence misc.feature misc.val
## 1 0 0 0 No Pool MnPrv <NA> 0
## mo.sold yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1 3 2007 WD Alloca 150909 3.912023
## ln.lot.area house.age yrs.since.remod has.2nd.floor
## 1 9.111624 84 8 1As suspected, the same value missing garage.cars is missing garage.area.
summary(as.factor(df$garage.qual))## Ex Fa Gd Po TA NA's
## 1 3 124 24 5 2583 157df %>% filter(is.na(garage.finish) & !is.na(garage.type))## [1] ms.zoning lot.frontage lot.area street
## [5] alley lot.shape land.contour lot.config
## [9] land.slope neighborhood condition.1 condition.2
## [13] bldg.type house.style overall.qual overall.cond
## [17] year.built year.remod.add roof.style roof.matl
## [21] exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## [25] exter.qual exter.cond foundation bsmt.qual
## [29] bsmt.cond bsmt.exposure bsmtfin.type.1 bsmtfin.sf.1
## [33] bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf total.bsmt.sf
## [37] heating heating.qc central.air electrical
## [41] x1st.flr.sf x2nd.flr.sf low.qual.fin.sf gr.liv.area
## [45] bsmt.full.bath bsmt.half.bath full.bath half.bath
## [49] bedroom.abvgr kitchen.abvgr kitchen.qual totrms.abvgrd
## [53] functional fireplaces fireplace.qu garage.type
## [57] garage.yr.blt garage.finish garage.cars garage.area
## [61] garage.qual garage.cond paved.drive wood.deck.sf
## [65] open.porch.sf enclosed.porch x3ssn.porch screen.porch
## [69] pool.area pool.qc fence misc.feature
## [73] misc.val mo.sold yr.sold sale.type
## [77] sale.condition saleprice ln.lot.frontage ln.lot.area
## [81] house.age yrs.since.remod has.2nd.floor
## <0 rows> (or 0-length row.names)df %>% filter(is.na(garage.qual) & !is.na(garage.type))## ms.zoning lot.frontage lot.area street alley lot.shape land.contour
## 1 RM 57 8094 Pave Grvl Reg Lvl
## lot.config land.slope neighborhood condition.1 condition.2 bldg.type
## 1 Inside Gtl OldTown Norm Norm 2fmCon
## house.style overall.qual overall.cond year.built year.remod.add
## 1 2.5Unf 6 8 1910 1983
## roof.style roof.matl exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## 1 Gable CompShg Wd Sdng Wd Sdng None 0
## exter.qual exter.cond foundation bsmt.qual bsmt.cond bsmt.exposure
## 1 TA TA PConc TA TA Mn
## bsmtfin.type.1 bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf
## 1 Rec 196 Unf 0 1046
## total.bsmt.sf heating heating.qc central.air electrical x1st.flr.sf
## 1 1242 GasA Gd Y SB 1242
## x2nd.flr.sf low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath
## 1 742 0 1984 0 0
## full.bath half.bath bedroom.abvgr kitchen.abvgr kitchen.qual
## 1 2 0 5 1 TA
## totrms.abvgrd functional fireplaces fireplace.qu garage.type
## 1 8 Typ 0 No Fireplace D
## garage.yr.blt garage.finish garage.cars garage.area garage.qual
## 1 <NA> 1 360 <NA>
## garage.cond paved.drive wood.deck.sf open.porch.sf enclosed.porch
## 1 <NA> Y 64 0 180
## x3ssn.porch screen.porch pool.area pool.qc fence misc.feature misc.val
## 1 0 0 0 No Pool MnPrv Shed 1000
## mo.sold yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1 9 2008 WD Normal 160000 4.043051
## ln.lot.area house.age yrs.since.remod has.2nd.floor
## 1 8.998878 98 25 1df %>% filter(is.na(garage.cond) & !is.na(garage.type))## ms.zoning lot.frontage lot.area street alley lot.shape land.contour
## 1 RM 57 8094 Pave Grvl Reg Lvl
## lot.config land.slope neighborhood condition.1 condition.2 bldg.type
## 1 Inside Gtl OldTown Norm Norm 2fmCon
## house.style overall.qual overall.cond year.built year.remod.add
## 1 2.5Unf 6 8 1910 1983
## roof.style roof.matl exterior.1st exterior.2nd mas.vnr.type mas.vnr.area
## 1 Gable CompShg Wd Sdng Wd Sdng None 0
## exter.qual exter.cond foundation bsmt.qual bsmt.cond bsmt.exposure
## 1 TA TA PConc TA TA Mn
## bsmtfin.type.1 bsmtfin.sf.1 bsmtfin.type.2 bsmtfin.sf.2 bsmt.unf.sf
## 1 Rec 196 Unf 0 1046
## total.bsmt.sf heating heating.qc central.air electrical x1st.flr.sf
## 1 1242 GasA Gd Y SB 1242
## x2nd.flr.sf low.qual.fin.sf gr.liv.area bsmt.full.bath bsmt.half.bath
## 1 742 0 1984 0 0
## full.bath half.bath bedroom.abvgr kitchen.abvgr kitchen.qual
## 1 2 0 5 1 TA
## totrms.abvgrd functional fireplaces fireplace.qu garage.type
## 1 8 Typ 0 No Fireplace D
## garage.yr.blt garage.finish garage.cars garage.area garage.qual
## 1 <NA> 1 360 <NA>
## garage.cond paved.drive wood.deck.sf open.porch.sf enclosed.porch
## 1 <NA> Y 64 0 180
## x3ssn.porch screen.porch pool.area pool.qc fence misc.feature misc.val
## 1 0 0 0 No Pool MnPrv Shed 1000
## mo.sold yr.sold sale.type sale.condition saleprice ln.lot.frontage
## 1 9 2008 WD Normal 160000 4.043051
## ln.lot.area house.age yrs.since.remod has.2nd.floor
## 1 8.998878 98 25 1This table examines garage quality. It has 158 missing values, when it should have 157. The code finds the observation that is missing garage quality but has a value for garage type, indicting that it is missing data and not “No Garage”
summary(as.factor(df$garage.cond))## Ex Fa Gd Po TA NA's
## 1 3 74 15 14 2633 157Changing NA’s in garage variables to None
index.garage.type <- which(is.na(df$garage.type))
df[index.garage.type, 'garage.type'] <- 'None'
index.garage.finish <- which(is.na(df$garage.finish))
df[index.garage.finish, 'garage.finish'] <- 'None'
index.garage.qual <- which(is.na(df$garage.qual))
df[index.garage.qual, 'garage.qual'] <- 'None'
index.garage.cond <- which(is.na(df$garage.cond))
df[index.garage.cond, 'garage.cond'] <- 'None'Removing Data
Observation x=2237 is missing all garage data except for garage.type, indicting that there is a garage but no data on it. I have decided to remove it.
# Drop 1 observation
index <- which(df$garage.cond == "")
df <- df[-index,]Fill in missing garage year built
index <- which(is.na(df$garage.yr.blt))
df[index, 'garage.yr.blt'] <- "0"
# plot to see if it makes a difference to keep or not
test <- df %>% filter(garage.yr.blt != "No garage")
qplot(as.integer(test$garage.yr.blt), test$saleprice)
# convert to number
df$garage.yr.blt <- as.integer(df$garage.yr.blt)A garage year built of 0 means there is no garage.
# Are there any missing values in the data
any(is.na(df))## [1] TRUE# How many are there
sum(is.na(df))## [1] 5118# return index of columns that have missing values
na.cols = which(colSums(is.na(df)) > 0)
# Break down missing values by variable
sort(colSums(sapply(df[na.cols], is.na)), decreasing = TRUE)## misc.feature fence
## 2791 2327Exploratory Data Analysis
ggplot(df, aes(x = factor(totrms.abvgrd), y = saleprice, fill = factor(totrms.abvgrd))) + geom_boxplot() + theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none")
df1 <- df %>% mutate(total.sf = total.bsmt.sf + x1st.flr.sf + x2nd.flr.sf) %>% filter(!is.na(total.sf)) %>% filter(saleprice < 650000) %>% filter(total.sf < 7500)
df1$total.flr <- ifelse(df1$total.bsmt.sf == 0 & df1$x2nd.flr.sf == 0, 1,
ifelse((df1$total.bsmt.sf == 0 & df1$x2nd.flr.sf > 0) |
(df1$total.bsmt.sf > 0 & df1$x2nd.flr.sf == 0), 2, 3))
ggplot(df1, aes(x = total.sf, y = saleprice, color = as.factor(total.flr))) + geom_point(alpha = 0.3)
Cleaning paved.drive to saleprice:
# start and end area
start <- which(colnames(df) == 'paved.drive')
end <- which(colnames(df) == 'saleprice')
# paul section
colnames_paul <- colnames(df[, start:end])
colnames_paul## [1] "paved.drive" "wood.deck.sf" "open.porch.sf" "enclosed.porch"
## [5] "x3ssn.porch" "screen.porch" "pool.area" "pool.qc"
## [9] "fence" "misc.feature" "misc.val" "mo.sold"
## [13] "yr.sold" "sale.type" "sale.condition" "saleprice"Check for any missing values
print(paste('Total NAs: ',sum(is.na(df[start:end]))))## [1] "Total NAs: 5118"colnamesWithNA_paul <- NULL
for(i in colnames_paul){
print(paste0(i,': ',sum(is.na(df[, i]))))
if(sum(is.na(df[, i])) > 0){
colnamesWithNA_paul <- append(colnamesWithNA_paul, i)
}
}## [1] "paved.drive: 0"
## [1] "wood.deck.sf: 0"
## [1] "open.porch.sf: 0"
## [1] "enclosed.porch: 0"
## [1] "x3ssn.porch: 0"
## [1] "screen.porch: 0"
## [1] "pool.area: 0"
## [1] "pool.qc: 0"
## [1] "fence: 2327"
## [1] "misc.feature: 2791"
## [1] "misc.val: 0"
## [1] "mo.sold: 0"
## [1] "yr.sold: 0"
## [1] "sale.type: 0"
## [1] "sale.condition: 0"
## [1] "saleprice: 0"colnamesWithNA_paul## [1] "fence" "misc.feature"Converting fence value of NA to “No Fence”
It’s clear that the fence value of NA indicates a condition where no fence exists
plotCategorical('fence', df)
index <- which(is.na(df$fence))
df[index, 'fence'] <- 'No Fence'Converting misc.feature value of NA to “No Feature”
Misc Feature and Misc Val are connected fields. It looks like misc.val should be non-zero when a non-NA value exists in Misc,feature and should be zero when misc.feature is NA.
The following code will 1) return all rows (if there are any) where the misc.val is greater than 0 and the misc.feature is missing and 2) return all rows (if there are any) where the misc.val is equal to 0 and the misc.feature is coded.
df[(df$misc.val > 0) & is.na(df$misc.feature), c('misc.feature','misc.val')]## [1] misc.feature misc.val
## <0 rows> (or 0-length row.names)df[(df$misc.val == 0) & ! (is.na(df$misc.feature)), c('misc.feature','misc.val')]## misc.feature misc.val
## 676 Othr 0
## 1964 Shed 0
## 2360 Shed 0head(df[(df$misc.val > 0), c('misc.feature','misc.val')])## misc.feature misc.val
## 3 Gar2 12500
## 12 Shed 500
## 24 Shed 700
## 77 Shed 400
## 85 Shed 400
## 115 Shed 500It appears that misc.value is > 0 for houses that have misc,features and zero for houses that have no misc.feature.
It’s clear that the misc.feature value of NA indicates a condition where no misc feature exists.
index <- which(is.na(df$misc.feature))
df[index, 'misc.feature'] <- 'No Feature'
index <- which(df$misc.feature != "No Feature")
df[index, 'misc.feature'] <- 'Feature'
plotCategorical('misc.feature', df)
ggplot(df, aes(x = factor(misc.feature), y = misc.val)) + geom_boxplot(aes(fill = factor(misc.feature))) + theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none") + scale_y_continuous(labels = dollar)
# drop misc. value
df <- df %>% dplyr::select(-misc.val)Sales Type
For the sale type variable, we decided to trim the leading and trailing space of the categories. Then, after looking at the bar plot and boxplot of sale price by sale type, we combined the levels to warranty deeds, new sales (first owner), and all other sale types.
# trim trailing blanks from sales.type
trim.trailing <- function (x) sub("\\s+$", "", x)
df$sale.type = sapply(df$sale.type,trim.trailing)
#correcting New sales type for old house ... assume WD
index.sale.type <- which(df$sale.type=="New" & df$house.age == 89)
df[index.sale.type, "sale.type"] <- "WD"
# looking at sale types
table(df$sale.condition, df$sale.type)##
## COD Con ConLD ConLI ConLw CWD New Oth VWD WD
## Abnorml 45 0 2 2 0 1 0 5 0 133
## AdjLand 0 0 0 0 0 0 0 0 0 12
## Alloca 0 0 0 0 0 0 0 0 0 22
## Family 2 0 1 2 1 1 0 1 0 38
## Normal 39 4 20 5 7 10 0 1 1 2308
## Partial 0 1 1 0 0 0 226 0 0 5# bar plot
plotCategorical('sale.type', df)
# boxplot of saletype and sale price
ggplot(df, aes(x = factor(sale.type), y = saleprice)) + geom_boxplot(aes(fill = factor(sale.type))) + theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none") + scale_y_continuous(labels = dollar)
# check boxplot of sale.type vs house age
ggplot(df, aes(x = factor(sale.type), y = house.age)) + geom_boxplot(aes(fill = factor(sale.type))) + theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none")
# recode sale-type to be 3 different levels
index <- str_which(df$sale.type, "WD")
table(df[index, 'sale.type'])##
## CWD VWD WD
## 12 1 2518df[index, 'sale.type'] <- "Warranty Deed"
# recode all non-WD and non-new to other
index <- which(df$sale.type != "Warranty Deed" & df$sale.type != "New")
df[index, 'sale.type'] <- "Other"
# plot new boxplots
ggplot(df, aes(x = factor(sale.type), y = saleprice)) + geom_boxplot(aes(fill = factor(sale.type))) + theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none") + scale_y_continuous(labels = dollar)
Sale Condition
plotCategorical('sale.condition', df)
# boxplot of sale price vs sale condition
ggplot(df, aes(x = factor(sale.condition), y = saleprice)) +
geom_boxplot(aes(fill = factor(sale.condition))) +
theme(axis.text.x = element_text(angle = 0, size = 10), legend.position = "none") +
scale_y_continuous(labels = dollar)
# Change partial sales to normal sales
index <- which(df$sale.condition == "Partial")
df[index, 'sale.condition'] <- 'Normal'
# we see a significant difference in median sale price
temp <- df %>% group_by(sale.condition) %>% summarise(med_sale = median(saleprice))
temp## # A tibble: 5 × 2
## sale.condition med_sale
## <chr> <dbl>
## 1 Abnorml 129450
## 2 AdjLand 110000
## 3 Alloca 148154
## 4 Family 144400
## 5 Normal 164995# Normal vs not normal
index <- which(df$sale.condition != "Normal")
df[index, 'sale.condition'] <- 'Not Normal'When modeling, we can filter as needed based on sale condition to just include normal sales.
Drop outliers of sale price below and above 1st and 99th percentile
init <- dim(df)[1]
# histogram of sale price
ggplot(df, aes(x = saleprice)) +
geom_histogram(fill = "#81AC9B", col = "black", bins = 55) +
scale_x_continuous(name = "Sale Price", labels = dollar, limits = c(0, 800000)) +
ggsave(filename = "HistSaleprice.png", width = 5, height = 5)
# remove outliers
outlierMinMax <- quantile(df$saleprice, c(.01, .99))
df <- df[ df$saleprice > outlierMinMax[1] & df$saleprice < outlierMinMax[2], ]
# end number of obs
end <- dim(df)[1]58 observations were dropped.
Write cleaned data to csv
# obs and vars after cleaning
endObs <- dim(df)[1]
endVars <- dim(df)[2]
# check to see if fixed all missing data
any(is.na(df))## [1] FALSEOur cleaned dataset has 2838 observations of 82 variables. Overall, we dropped 92 observations (3.14%).
Train/Test Split
# Set seed
set.seed(42)
# create partition for train data
train_index <- createDataPartition(y = df$saleprice, p = 0.7, list = FALSE)
# index train and test data
train <- df[train_index, ]
test <- df[-train_index, ]# cleaned housing file
write_csv(df, "cleaned_housing.csv")
write_csv(train, "train_housing.csv")
write_csv(test, "test_housing.csv")Journal of Statistics Education, Volume 19, Number 3(2011), accessed April 11, 2017 at www.amstat.org/publications/jse/v19n3/decock.pdf↩