Final Project Data Analysis Methods BANA7038
Anil Palazzo
2025-08-20
Goal
The Goal of this project is to analyze/explore the data and find if there are common patterns and what those might mean. The data used is the housing data in Cincinnati (from Zillow), we worked on for Homework 0. There are many different factors that impact the price of housing, however, we will mostly be looking at zipcodes, number of bedrooms, number of bathrooms, squared feet, lot size, number of parking spots as well as the year built.
1. Data Exploration and Data Cleaning
#reading dataset from csv file
Housing <- read_csv("C:/Users/Anil Palazzo/Desktop/school stuff/Data Analytics/BANA7038/data/Housing_Data.csv")## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 1640 Columns: 11
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (7): Student Contributor Name, Address, Zip Code, Date Sold, Number of B...
## dbl (2): Number of Bedrooms, Year Built
## num (2): Price Sold, Squared Feet
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.#Change 'N/A' in the data to be read as NAs
Housing <- Housing %>%
replace_with_na_all(condition = ~.x %in% common_na_strings)
Housing <- na.omit(Housing)
#Transform Year_Built into Age
Housing$Year.Built <- as.numeric(Housing$`Year Built`)
Housing$age <- ifelse(is.na(Housing$Year.Built), NA, 2024 - Housing$Year.Built)
names(Housing)## [1] "Student Contributor Name"
## [2] "Address"
## [3] "Zip Code"
## [4] "Price Sold"
## [5] "Date Sold"
## [6] "Number of Bedrooms"
## [7] "Number of Bathrooms (add 0.5 for a half bath)"
## [8] "Year Built"
## [9] "Squared Feet"
## [10] "Lot size (in sqft)"
## [11] "Number of Parking Spots"
## [12] "Year.Built"
## [13] "age"colSums(is.na(Housing))## Student Contributor Name
## 0
## Address
## 0
## Zip Code
## 0
## Price Sold
## 0
## Date Sold
## 0
## Number of Bedrooms
## 0
## Number of Bathrooms (add 0.5 for a half bath)
## 0
## Year Built
## 0
## Squared Feet
## 0
## Lot size (in sqft)
## 0
## Number of Parking Spots
## 0
## Year.Built
## 0
## age
## 0#Dropping Unnecessary columns
columns_to_remove <- c("Student.Contributor.Name", "Address", "Date.Sold", "Year.Built")
indices_to_remove <- which(names(Housing) %in% columns_to_remove)
Housing2 <- Housing[, -indices_to_remove]
names(Housing2)## [1] "Student Contributor Name"
## [2] "Zip Code"
## [3] "Price Sold"
## [4] "Date Sold"
## [5] "Number of Bedrooms"
## [6] "Number of Bathrooms (add 0.5 for a half bath)"
## [7] "Year Built"
## [8] "Squared Feet"
## [9] "Lot size (in sqft)"
## [10] "Number of Parking Spots"
## [11] "age"#Only get necessary data, Price_Sold had a house sold for 0$ so it was removed.
Housing2 <- Housing2[Housing2$Price.Sold > 1, ]
Housing2 <- Housing2[Housing2$Squared.Feet > 0, ]
Housing2 <- Housing2[Housing2$Number.of.Parking.Spots > 0, ]
Housing2 <- Housing2[Housing2$Lot.size..in.sqft. > 1, ]
Housing2 <- Housing2[Housing2$Number.of.Bathrooms..add.0.5.for.a.half.bath. > .5, ]
Housing2 <- na.omit(Housing2)colSums(is.na(Housing2))## Student Contributor Name
## 0
## Zip Code
## 0
## Price Sold
## 0
## Date Sold
## 0
## Number of Bedrooms
## 0
## Number of Bathrooms (add 0.5 for a half bath)
## 0
## Year Built
## 0
## Squared Feet
## 0
## Lot size (in sqft)
## 0
## Number of Parking Spots
## 0
## age
## 0
## Zip.Code
## 0
## Price.Sold
## 0
## Number.of.Bedrooms
## 0
## Number.of.Bathrooms..add.0.5.for.a.half.bath.
## 0
## Squared.Feet
## 0
## Lot.size..in.sqft.
## 0
## Number.of.Parking.Spots
## 0From the Summary of the data we can see that Price.Sold has a huge range, with Min of 245$ and Max of 7,500,00$, the Lot.size..in.sqft. also has a big range from MIN 44 to MAX of 9496080.
summary(Housing2)## Student Contributor Name Zip Code Price Sold
## Length:1116 Length:1116 Min. : 245
## Class :character Class :character 1st Qu.: 208000
## Mode :character Mode :character Median : 320000
## Mean : 427116
## 3rd Qu.: 499900
## Max. :7500000
##
## Date Sold Number of Bedrooms
## Length:1116 Min. :1.000
## Class :character 1st Qu.:3.000
## Mode :character Median :3.000
## Mean :3.414
## 3rd Qu.:4.000
## Max. :7.000
##
## Number of Bathrooms (add 0.5 for a half bath) Year Built Squared Feet
## Length:1116 Min. : 1826 Min. : 672
## Class :character 1st Qu.: 1931 1st Qu.: 1472
## Mode :character Median : 1960 Median : 1938
## Mean : 1977 Mean : 2319
## 3rd Qu.: 1989 3rd Qu.: 2612
## Max. :21975 Max. :12170
##
## Lot size (in sqft) Number of Parking Spots age Zip.Code
## Length:1116 Length:1116 Min. :-19951.00 45220 : 83
## Class :character Class :character 1st Qu.: 35.00 45238 : 79
## Mode :character Mode :character Median : 64.00 45208 : 64
## Mean : 46.99 45230 : 63
## 3rd Qu.: 93.00 43140 : 49
## Max. : 198.00 45227 : 46
## (Other):732
## Price.Sold Number.of.Bedrooms
## Min. : 245 Min. :1.000
## 1st Qu.: 208000 1st Qu.:3.000
## Median : 320000 Median :3.000
## Mean : 427116 Mean :3.414
## 3rd Qu.: 499900 3rd Qu.:4.000
## Max. :7500000 Max. :7.000
##
## Number.of.Bathrooms..add.0.5.for.a.half.bath. Squared.Feet
## Min. :1.000 Min. : 672
## 1st Qu.:2.000 1st Qu.: 1472
## Median :2.500 Median : 1938
## Mean :2.686 Mean : 2319
## 3rd Qu.:3.000 3rd Qu.: 2612
## Max. :9.000 Max. :12170
##
## Lot.size..in.sqft. Number.of.Parking.Spots
## Min. : 44 Min. :1.000
## 1st Qu.: 6446 1st Qu.:1.000
## Median : 9640 Median :2.000
## Mean : 146727 Mean :1.901
## 3rd Qu.: 20038 3rd Qu.:2.000
## Max. :9496080 Max. :8.000
## 2. Data Visualization
par(mfrow=c(2,4))
hist(Housing2$Price.Sold, col = 'light blue', main = "Price Sold")
hist(Housing2$Number.of.Bedrooms, col = 'light blue', main = "# of Bedrooms")
hist(Housing2$Number.of.Bathrooms..add.0.5.for.a.half.bath., col = 'light blue', main = "# of Bathrooms")
hist(Housing2$age, col = 'lightblue', main = "Age")
hist(Housing2$Squared.Feet, col = 'light blue', main = "Squared Feet")
hist(Housing2$Number.of.Parking.Spots, col = 'light blue', main = "# of Parking Spots")
hist(Housing2$Lot.size..in.sqft., col = 'light blue', main = "Lot Size in Sqft")
Number of Bedrooms, # of bathrooms, and age are somehow normally
distributed. Price sold, Squared feet, Number of Parking spots and Lot
size in SQFT have brackets on the lower end indicating a large number of
data resides on the left side of the graphs.In the case of Price Sold
and Lot Size in sqft this might mean that there could be some outliers
in the data.
Below are some boxplots to showcase the spread of our data.We can notice especially in the case for Price.Sold that most of the data is clumped together and then there are quite a few outliers. The same goes for Lot size in sqft and number of parking spots.
par(mfrow=c(2,4))
boxplot(Housing2$Price.Sold, col = 'lightblue', main = "Price Sold")
boxplot(Housing2$Number.of.Bedrooms, col = 'lightblue', main = "# of Bedrooms")
boxplot(Housing2$Number.of.Bathrooms..add.0.5.for.a.half.bath., col = 'lightblue', main = "# of Bathrooms")
boxplot(Housing2$age, col = 'lightblue', main = "Age")
boxplot(Housing2$Squared.Feet, col = 'lightblue', main = "Square Feet")
boxplot(Housing2$Lot.size..in.sqft., col = 'lightblue', main = "Lot Size In Sqft")
boxplot(Housing2$Number.of.Parking.Spots, col = 'lightblue', main = "# of Parking spots")
I was interested in seeing if there was a correlation between Squared
Feet and the Price sold and I think there is one. Where if the Squared
feet increases so does the price sold. Wherein Zipcode does not really
have a correlation with Price sold.
par(mfrow = c(1, 2))
plot(Housing2$Squared.Feet, Housing2$Price.Sold,
main = "Price Sold per Square Feet",
xlab = "Squared Feet",
ylab = "Price",
pch = 20)
plot(Housing2$Zip.Code, Housing2$Price.Sold,
main = "Price Sold per Zip Code",
xlab = "Zip Code",
ylab = "Price",
pch = 20)
par(mfrow = c(1, 1))I was also interested in seeing if there was a relation between price sold and number of bathrooms, number of bedrooms and number of parking spots. I believe they each do.
par(mfrow = c(1, 3))
plot(Housing2$Number.of.Bathrooms..add.0.5.for.a.half.bath., Housing2$Price.Sold,
main = "Price Sold per Bathroom",
xlab = "# of Bathrooms",
ylab = "Price",
pch = 20)
plot(Housing2$Number.of.Bedrooms, Housing2$Price.Sold,
main = "Price Sold per Bedroom",
xlab = "# of Bedrooms",
ylab = "Price",
pch = 20)
plot(Housing2$Number.of.Parking.Spots, Housing2$Price.Sold,
main = "Price Sold per Parking Spot",
xlab = "# of Parking Spots",
ylab = "Price",
pch = 20)
par(mfrow = c(1, 1))Here we can look for correlation between covariates by plotting a pairplot.
pairs.panels(Housing2, main = "Pair Plot of Housing Data")
3. Modeling
Model1 <- lm(Price.Sold ~ Zip.Code + Number.of.Bedrooms + Number.of.Bathrooms..add.0.5.for.a.half.bath. + Squared.Feet + Lot.size..in.sqft. + Number.of.Parking.Spots + age, data = Housing2)par(mfrow = c(2, 2))
plot(Model1)
the residuals vs Fitted Values graph indicates that there is a relation
between the covariates and the response variable. It is normally
distributed. The normal Q-Q plot indicates that the distribution is
normal even though it might indicate that it has more extreme values
(both high and low) than would be expected under a normal distribution,
but otherwise it is symmetrical. It is somewhat normally
distributed.
bc <- MASS::boxcox(Price.Sold ~ . , data = Housing2)
(lambda <- bc$x[which.max(bc$y)])## [1] 0.989899Housing2$Price.Sold2 <- (Housing2$Price.Sold ^ lambda - 1) / lambda
Housing_fit_bc <- lm(Price.Sold2 ~ . - Price.Sold, data = Housing2)
par(mfrow = c(2, 2))
plot(Housing_fit_bc)
( MSRes = summary(Housing_fit_bc)$sigma^2 )## [1] 163567summary(Housing_fit_bc)##
## Call:
## lm(formula = Price.Sold2 ~ . - Price.Sold, data = Housing2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1616.73 0.00 0.00 1.52 859.41
##
## Coefficients: (267 not defined because of singularities)
## Estimate
## (Intercept) -1.550e+04
## `Student Contributor Name`Aditya Raj Singhal 1.555e+01
## `Student Contributor Name`Ajay Mahato -1.246e+02
## `Student Contributor Name`Anil Palazzo -1.558e+02
## `Student Contributor Name`Archana Basnett -4.849e+02
## `Student Contributor Name`Bhargav Sreepathi -3.533e+02
## `Student Contributor Name`Catherine Ngothi 1.382e+02
## `Student Contributor Name`Caylee Rosa 1.901e+02
## `Student Contributor Name`David Dickens -9.041e+01
## `Student Contributor Name`Derek Schult -4.441e+03
## `Student Contributor Name`Dominic DiSalvo -8.151e+01
## `Student Contributor Name`Dwijesh Bharadwaj Kuppahalli Krishnamurthy 9.596e+02
## `Student Contributor Name`Georgia Croci -2.927e+02
## `Student Contributor Name`He Yang -4.410e+02
## `Student Contributor Name`Heather Stoffer -2.499e+02
## `Student Contributor Name`Hrishikesh Anil Patil 2.307e+02
## `Student Contributor Name`Hunter Jessee 8.090e+00
## `Student Contributor Name`Ishaan Chaudhari 1.420e+03
## `Student Contributor Name`Jadyn Bauss -1.635e+02
## `Student Contributor Name`Jameson Zink -3.491e+02
## `Student Contributor Name`Jayavardhan Reddy Mallu -6.196e+02
## `Student Contributor Name`Jessie Beyrer -1.611e+02
## `Student Contributor Name`Josh Moermond -7.870e+02
## `Student Contributor Name`Josie Wittwer 1.633e+02
## `Student Contributor Name`Kijung Lee -2.232e+02
## `Student Contributor Name`Kory Bailey -1.435e+02
## `Student Contributor Name`Lokesh Rudravalambi Suresh -5.427e+02
## `Student Contributor Name`Manan Sharma -3.885e+02
## `Student Contributor Name`Mark Manibusan -5.790e+00
## `Student Contributor Name`Matt Guido -3.116e+01
## `Student Contributor Name`Miranda Knisley -1.153e+02
## `Student Contributor Name`Mohammed Tahir Madni Mohammed -1.297e+03
## `Student Contributor Name`Nathan Poeppelman -1.701e+02
## `Student Contributor Name`Nicole Baker 3.602e+02
## `Student Contributor Name`Nikhil Sai Kumar Runku -1.611e+02
## `Student Contributor Name`Nikhita Veluri 1.793e+02
## `Student Contributor Name`Nishit Raj 1.267e+02
## `Student Contributor Name`Pimlapas Kumkerd -6.128e+01
## `Student Contributor Name`Prashant Mukesh Gupta -3.841e+02
## `Student Contributor Name`Qinghua Huang -6.543e+00
## `Student Contributor Name`Rachael Rahe -2.294e+02
## `Student Contributor Name`Ramvyasa Thavasiraj -3.199e+02
## `Student Contributor Name`Ranjay Bose -8.260e+01
## `Student Contributor Name`Robin Verdon -6.688e+01
## `Student Contributor Name`Sai Shivani Aahwanika Maddi Lakshmi 4.040e+01
## `Student Contributor Name`Sarah Schaefer 5.220e+02
## `Student Contributor Name`Sergio Mateo 1.290e+01
## `Student Contributor Name`Shivani Pilli -4.566e+01
## `Student Contributor Name`Shreyas Nadig -9.333e+01
## `Student Contributor Name`Srikar Kudumula -2.445e+02
## `Student Contributor Name`Stewart Shumrick 1.561e+02
## `Student Contributor Name`Surya Sanjay Bandari -9.849e+01
## `Student Contributor Name`William Treutel -4.770e+02
## `Student Contributor Name`Zachary Durst -8.053e+01
## `Zip Code`40047 -5.781e+02
## `Zip Code`40056 -2.292e+03
## `Zip Code`40059 -6.134e+02
## `Zip Code`40065 -1.939e+02
## `Zip Code`40068 -1.405e+03
## `Zip Code`40165 -6.189e+01
## `Zip Code`40229 -3.293e+03
## `Zip Code`40299 -1.898e+03
## `Zip Code`41017 6.659e+02
## `Zip Code`41143 -3.086e+03
## `Zip Code`43004 4.328e+03
## `Zip Code`43015 -6.059e+02
## `Zip Code`43017 1.241e+04
## `Zip Code`43081 -1.212e+02
## `Zip Code`43116 -2.590e+03
## `Zip Code`43123 -8.394e+02
## `Zip Code`43140 -5.244e+02
## `Zip Code`43221 -1.041e+03
## `Zip Code`43230 1.134e+03
## `Zip Code`43762 -9.878e+02
## `Zip Code`43787 -1.215e+03
## `Zip Code`43844 -1.790e+03
## `Zip Code`44030 -9.704e+02
## `Zip Code`44047 -8.806e+02
## `Zip Code`44460 -5.070e+02
## `Zip Code`44601 -1.068e+03
## `Zip Code`44907 -3.195e+03
## `Zip Code`45002 -1.308e+03
## `Zip Code`45014 -9.926e+02
## `Zip Code`45030 -1.923e+03
## `Zip Code`45036 -2.842e+02
## `Zip Code`45039 5.081e+01
## `Zip Code`45040 -3.993e+02
## `Zip Code`45042 1.001e+02
## `Zip Code`45044 -1.273e+03
## `Zip Code`45052 5.773e+02
## `Zip Code`45053 -3.432e+03
## `Zip Code`45102 -1.527e+03
## `Zip Code`45103 -1.722e+03
## `Zip Code`45133 -6.784e+01
## `Zip Code`45140 1.030e+04
## `Zip Code`45150 -4.044e+02
## `Zip Code`45152 NA
## `Zip Code`45157 -1.662e+03
## `Zip Code`45174 -1.928e+03
## `Zip Code`45202 8.874e+02
## `Zip Code`45203 1.322e+02
## `Zip Code`45204 -5.275e+00
## `Zip Code`45205 -1.362e+03
## `Zip Code`45206 9.803e+02
## `Zip Code`45207 4.652e+02
## `Zip Code`45208 3.171e+01
## `Zip Code`45209 1.016e+03
## `Zip Code`45211 -6.699e+02
## `Zip Code`45212 -6.078e+01
## `Zip Code`45213 6.366e+02
## `Zip Code`45214 -3.518e+03
## `Zip Code`45215 -2.024e+02
## `Zip Code`45216 -1.308e+03
## `Zip Code`45218 -8.202e+02
## `Zip Code`45219 4.941e+02
## `Zip Code`45220 1.242e+02
## `Zip Code`45223 -1.138e+03
## `Zip Code`45224 -8.192e+02
## `Zip Code`45225 -3.430e+03
## `Zip Code`45226 5.714e+02
## `Zip Code`45227 1.029e+03
## `Zip Code`45229 -1.464e+03
## `Zip Code`45230 -3.409e+01
## `Zip Code`45231 -8.433e+02
## `Zip Code`45232 6.202e+01
## `Zip Code`45233 -7.449e+02
## `Zip Code`45236 -2.137e+01
## `Zip Code`45237 -1.198e+03
## `Zip Code`45238 -1.124e+03
## `Zip Code`45239 -7.497e+02
## `Zip Code`45240 -1.965e+03
## `Zip Code`45241 -1.613e+02
## `Zip Code`45242 -1.494e+02
## `Zip Code`45243 1.012e+03
## `Zip Code`45244 -1.746e+03
## `Zip Code`45245 -1.023e+02
## `Zip Code`45246 -7.866e+02
## `Zip Code`45247 1.439e+02
## `Zip Code`45248 -6.701e+02
## `Zip Code`45249 6.313e+02
## `Zip Code`45251 -1.017e+03
## `Zip Code`45252 1.015e+02
## `Zip Code`45255 7.852e+02
## `Zip Code`45266 -1.283e+02
## `Zip Code`45503 -9.252e+02
## `Zip Code`45678 -1.155e+03
## `Zip Code`45682 -2.063e+03
## `Zip Code`45686 -2.698e+03
## `Zip Code`45688 -2.814e+03
## `Zip Code`45693 -3.026e+02
## `Zip Code`45723 -1.077e+03
## `Zip Code`46032 -7.352e+02
## `Zip Code`46158 -1.168e+03
## `Zip Code`46217 -1.063e+03
## `Zip Code`46227 -2.986e+03
## `Zip Code`46254 -2.763e+03
## `Zip Code`46256 -3.907e+03
## `Zip Code`46259 -4.778e+02
## `Zip Code`47246 -3.082e+03
## `Zip Code`8/2/2023 1.048e+04
## `Price Sold` 8.728e-01
## `Date Sold`1/10/2023 -5.574e+02
## `Date Sold`1/10/2024 5.600e+02
## `Date Sold`1/11/2024 8.764e+02
## `Date Sold`1/12/2024 6.353e+02
## `Date Sold`1/13/2022 7.690e+03
## `Date Sold`1/14/2003 1.356e+03
## `Date Sold`1/15/2024 2.791e+02
## `Date Sold`1/16/2024 -2.624e+02
## `Date Sold`1/19/2022 -2.630e+03
## `Date Sold`1/2/2024 -1.015e+02
## `Date Sold`1/25/2024 7.512e+02
## `Date Sold`1/27/2020 2.807e+03
## `Date Sold`1/28/2021 -3.874e+03
## `Date Sold`1/28/2022 -1.388e+03
## `Date Sold`1/3/2022 -1.475e+03
## `Date Sold`1/3/2024 3.956e+02
## `Date Sold`1/4/2021 3.467e+03
## `Date Sold`1/4/2022 5.717e+03
## `Date Sold`1/4/2024 2.201e+03
## `Date Sold`1/5/2024 7.823e+02
## `Date Sold`1/8/2014 8.031e+02
## `Date Sold`1/8/2024 3.394e+02
## `Date Sold`1/9/2024 2.562e+02
## `Date Sold`10/1/2007 5.801e+01
## `Date Sold`10/10/2022 -1.730e+02
## `Date Sold`10/10/2023 7.864e+02
## `Date Sold`10/12/2021 -2.059e+04
## `Date Sold`10/12/2023 4.860e+02
## `Date Sold`10/13/2023 2.499e+03
## `Date Sold`10/14/2022 NA
## `Date Sold`10/16/2023 -1.701e+02
## `Date Sold`10/17/2023 1.816e+03
## `Date Sold`10/18/2002 2.199e+03
## `Date Sold`10/18/2019 2.286e+03
## `Date Sold`10/18/2023 1.024e+03
## `Date Sold`10/2/2023 1.063e+02
## `Date Sold`10/20/2021 -5.941e+02
## `Date Sold`10/20/2022 6.490e+02
## `Date Sold`10/20/2023 7.328e+02
## `Date Sold`10/21/2022 -1.490e+02
## `Date Sold`10/24/2022 2.150e+01
## `Date Sold`10/25/2018 1.041e+03
## `Date Sold`10/25/2021 NA
## `Date Sold`10/25/2023 1.633e+03
## `Date Sold`10/26/2023 1.449e+03
## `Date Sold`10/27/2016 3.823e+02
## `Date Sold`10/27/2023 1.558e+03
## `Date Sold`10/29/2010 -1.168e+03
## `Date Sold`10/29/2020 -1.266e+02
## `Date Sold`10/3/2022 2.029e+03
## `Date Sold`10/3/2023 3.147e+02
## `Date Sold`10/30/2023 -4.581e+02
## `Date Sold`10/31/2022 1.006e+03
## `Date Sold`10/31/2023 1.397e+02
## `Date Sold`10/4/2022 1.712e+02
## `Date Sold`10/4/2023 8.485e+02
## `Date Sold`10/5/2023 1.101e+03
## `Date Sold`10/6/2021 2.000e+03
## `Date Sold`10/6/2022 1.823e+03
## `Date Sold`10/6/2023 -8.484e+01
## `Date Sold`10/7/2022 1.069e+03
## `Date Sold`10/9/2023 -1.072e+03
## `Date Sold`11/1/2021 1.429e+03
## `Date Sold`11/1/2023 2.782e+02
## `Date Sold`11/10/2022 7.623e+01
## `Date Sold`11/10/2023 7.882e+02
## `Date Sold`11/13/2023 -5.688e+02
## `Date Sold`11/14/2022 1.481e+03
## `Date Sold`11/14/2023 1.889e+02
## `Date Sold`11/15/2023 3.196e+02
## `Date Sold`11/16/2023 9.481e+02
## `Date Sold`11/17/2023 1.172e+02
## `Date Sold`11/18/2022 2.145e+03
## `Date Sold`11/19/2021 1.550e+03
## `Date Sold`11/2/2021 -9.346e+03
## `Date Sold`11/2/2023 -6.657e+02
## `Date Sold`11/20/2023 -7.374e+02
## `Date Sold`11/21/2000 -2.260e+03
## `Date Sold`11/21/2019 -2.596e+01
## `Date Sold`11/21/2023 6.238e+02
## `Date Sold`11/22/2022 4.781e+01
## `Date Sold`11/22/2023 -8.572e+02
## `Date Sold`11/23/2015 3.433e+03
## `Date Sold`11/24/2023 -5.178e+02
## `Date Sold`11/27/2023 -1.336e+02
## `Date Sold`11/28/2023 -2.073e+02
## `Date Sold`11/29/2021 1.100e+03
## `Date Sold`11/29/2023 7.548e+02
## `Date Sold`11/3/2021 -8.852e+01
## `Date Sold`11/3/2023 1.858e+03
## `Date Sold`11/30/2023 9.047e+01
## `Date Sold`11/4/2022 -1.184e+02
## `Date Sold`11/6/2023 -5.844e+02
## `Date Sold`11/7/2023 -7.925e+02
## `Date Sold`11/8/2021 NA
## `Date Sold`11/8/2023 2.231e+02
## `Date Sold`11/9/2023 4.646e+02
## `Date Sold`12/1/2023 -2.886e+02
## `Date Sold`12/10/2023 1.115e+03
## `Date Sold`12/11/2023 1.301e+03
## `Date Sold`12/12/2023 -6.907e+01
## `Date Sold`12/13/2021 1.357e+03
## `Date Sold`12/13/2023 6.587e+02
## `Date Sold`12/14/2018 -4.499e+02
## `Date Sold`12/14/2023 2.234e+02
## `Date Sold`12/15/2021 1.034e+03
## `Date Sold`12/15/2023 -7.183e+02
## `Date Sold`12/16/2013 8.603e+02
## `Date Sold`12/16/2022 -3.349e+02
## `Date Sold`12/18/2023 1.271e+03
## `Date Sold`12/19/2023 4.759e+02
## `Date Sold`12/20/2018 -8.498e+01
## `Date Sold`12/20/2023 6.587e+01
## `Date Sold`12/21/2005 1.527e+03
## `Date Sold`12/21/2012 -1.273e+03
## `Date Sold`12/21/2021 2.824e+03
## `Date Sold`12/21/2023 1.271e+03
## `Date Sold`12/22/2023 9.802e+02
## `Date Sold`12/23/2013 -5.956e+02
## `Date Sold`12/26/2023 1.527e+03
## `Date Sold`12/27/2023 5.272e+02
## `Date Sold`12/28/2021 3.346e+03
## `Date Sold`12/28/2023 3.542e+02
## `Date Sold`12/29/2023 5.713e+02
## `Date Sold`12/3/1999 -1.583e+03
## `Date Sold`12/30/2016 4.843e+02
## `Date Sold`12/4/2017 -3.475e+02
## `Date Sold`12/4/2023 -5.465e+01
## `Date Sold`12/5/2023 8.355e+02
## `Date Sold`12/6/2019 3.057e+02
## `Date Sold`12/6/2022 1.457e+03
## `Date Sold`12/6/2023 1.228e+02
## `Date Sold`12/7/2022 1.400e+03
## `Date Sold`12/7/2023 1.010e+03
## `Date Sold`12/8/2023 -1.307e+01
## `Date Sold`12/9/2022 NA
## `Date Sold`12/9/2023 2.434e+03
## `Date Sold`2/1/2021 1.390e+03
## `Date Sold`2/10/2022 NA
## `Date Sold`2/11/2022 -4.209e+02
## `Date Sold`2/12/2021 -1.329e+02
## `Date Sold`2/14/2019 9.802e+02
## `Date Sold`2/17/2023 2.997e+02
## `Date Sold`2/2/2022 8.171e+02
## `Date Sold`2/2/2023 -4.619e+01
## `Date Sold`2/20/2015 -1.371e+03
## `Date Sold`2/21/2023 -1.401e+03
## `Date Sold`2/22/2023 7.668e+01
## `Date Sold`2/24/2021 NA
## `Date Sold`2/24/2023 1.059e+03
## `Date Sold`2/25/1998 -1.430e+03
## `Date Sold`2/26/2021 -5.861e+01
## `Date Sold`2/5/2021 5.195e+03
## `Date Sold`2/7/2023 5.519e+02
## `Date Sold`2/9/2023 NA
## `Date Sold`3/1/2023 2.051e+03
## `Date Sold`3/10/2023 3.634e+01
## `Date Sold`3/16/2018 3.464e+03
## `Date Sold`3/17/2023 -6.361e+02
## `Date Sold`3/18/2023 -4.922e+03
## `Date Sold`3/24/2009 7.417e+02
## `Date Sold`3/24/2023 -2.088e+03
## `Date Sold`3/26/2021 -1.588e+02
## `Date Sold`3/27/2023 2.350e+01
## `Date Sold`3/28/2023 -3.354e+02
## `Date Sold`3/3/2023 1.070e+03
## `Date Sold`3/30/2001 2.830e+03
## `Date Sold`3/30/2021 -7.470e+03
## `Date Sold`3/31/2015 4.037e+02
## `Date Sold`3/31/2021 4.213e+02
## `Date Sold`3/31/2022 2.406e+03
## `Date Sold`3/5/2008 2.935e+03
## `Date Sold`3/5/2012 2.316e+03
## `Date Sold`3/6/2023 NA
## `Date Sold`3/7/2019 2.795e+03
## `Date Sold`3/8/2022 4.703e+02
## `Date Sold`3/8/2023 -1.213e+03
## `Date Sold`4/1/1985 9.856e+02
## `Date Sold`4/11/2014 -1.518e+03
## `Date Sold`4/12/2023 1.237e+03
## `Date Sold`4/13/2021 NA
## `Date Sold`4/15/2021 9.953e+02
## `Date Sold`4/15/2022 9.293e+02
## `Date Sold`4/17/2020 1.187e+03
## `Date Sold`4/18/2023 2.368e+02
## `Date Sold`4/19/2022 1.967e+03
## `Date Sold`4/19/2023 -4.869e+03
## `Date Sold`4/2/2021 5.841e+03
## `Date Sold`4/20/2017 5.277e+02
## `Date Sold`4/21/2023 1.344e+03
## `Date Sold`4/21/3149 9.158e+03
## `Date Sold`4/26/2022 1.272e+04
## `Date Sold`4/27/2006 4.500e+03
## `Date Sold`4/28/2023 -1.462e+02
## `Date Sold`4/29/2005 -7.862e+02
## `Date Sold`4/30/1999 -6.140e+02
## `Date Sold`4/30/2019 2.862e+02
## `Date Sold`4/30/2021 5.758e+03
## `Date Sold`4/4/2023 -1.864e+03
## `Date Sold`4/5/1996 -7.669e+02
## `Date Sold`4/9/2020 4.000e+03
## `Date Sold`4/9/2021 1.548e+03
## `Date Sold`5/12/2004 2.663e+03
## `Date Sold`5/12/2022 -1.709e+03
## `Date Sold`5/13/1998 -8.530e+02
## `Date Sold`5/17/2023 -6.669e+02
## `Date Sold`5/18/2022 1.890e+03
## `Date Sold`5/18/2023 6.934e+02
## `Date Sold`5/19/2023 3.790e+03
## `Date Sold`5/2/2023 -3.355e+02
## `Date Sold`5/21/2020 -2.112e+03
## `Date Sold`5/23/2023 8.042e+02
## `Date Sold`5/26/2022 6.489e+02
## `Date Sold`5/26/2023 1.145e+03
## `Date Sold`5/27/2021 1.885e+03
## `Date Sold`5/27/2022 3.522e+03
## `Date Sold`5/27/2023 1.419e+02
## `Date Sold`5/28/2004 -1.930e+03
## `Date Sold`5/29/2015 -5.457e+02
## `Date Sold`5/3/2000 5.191e+02
## `Date Sold`5/3/2021 6.582e+02
## `Date Sold`5/3/2022 4.280e+03
## `Date Sold`5/30/2003 1.692e+02
## `Date Sold`5/30/2006 4.377e+02
## `Date Sold`5/31/2022 -4.688e+01
## `Date Sold`5/31/2023 -1.983e+02
## `Date Sold`5/4/2022 3.562e+03
## `Date Sold`5/5/2023 1.334e+03
## `Date Sold`5/8/2023 4.714e+03
## `Date Sold`6/1/2023 4.602e+02
## `Date Sold`6/12/2023 7.542e+02
## `Date Sold`6/13/2023 1.687e+03
## `Date Sold`6/15/1998 2.446e+03
## `Date Sold`6/15/2022 7.285e+02
## `Date Sold`6/15/2023 5.529e+02
## `Date Sold`6/16/2023 4.808e+02
## `Date Sold`6/17/2022 -3.674e+02
## `Date Sold`6/18/2021 -1.902e+04
## `Date Sold`6/19/2023 3.245e+03
## `Date Sold`6/20/2016 3.189e+03
## `Date Sold`6/20/2023 1.679e+03
## `Date Sold`6/21/2021 -1.593e+02
## `Date Sold`6/21/2023 2.511e+03
## `Date Sold`6/22/2018 1.307e+03
## `Date Sold`6/22/2023 -1.920e+00
## `Date Sold`6/23/2022 -6.450e+02
## `Date Sold`6/23/2023 -4.927e+03
## `Date Sold`6/24/2022 1.000e+03
## `Date Sold`6/25/2021 NA
## `Date Sold`6/27/2023 1.545e+03
## `Date Sold`6/28/2012 4.775e+01
## `Date Sold`6/28/2021 1.799e+03
## `Date Sold`6/29/2005 3.241e+03
## `Date Sold`6/29/2021 6.556e+02
## `Date Sold`6/29/2022 1.786e+02
## `Date Sold`6/30/2021 -1.127e+04
## `Date Sold`6/30/2023 3.943e+02
## `Date Sold`6/4/2021 2.735e+03
## `Date Sold`6/5/2023 1.420e+03
## `Date Sold`6/7/2023 2.400e+03
## `Date Sold`6/8/2023 -5.867e+02
## `Date Sold`6/9/2022 -4.070e+02
## `Date Sold`6/9/2023 1.193e+03
## `Date Sold`7/10/2023 2.470e+03
## `Date Sold`7/11/2022 7.171e+02
## `Date Sold`7/11/2023 1.103e+04
## `Date Sold`7/12/2022 NA
## `Date Sold`7/12/2023 1.414e+03
## `Date Sold`7/14/2023 1.344e+03
## `Date Sold`7/15/2021 2.038e+03
## `Date Sold`7/15/2022 4.192e+03
## `Date Sold`7/16/2004 -3.764e+02
## `Date Sold`7/17/2020 1.664e+03
## `Date Sold`7/17/2023 2.717e+02
## `Date Sold`7/2/2021 NA
## `Date Sold`7/20/2021 4.482e+03
## `Date Sold`7/22/2021 5.534e+03
## `Date Sold`7/22/2023 2.581e+03
## `Date Sold`7/24/2023 -2.992e+02
## `Date Sold`7/25/2005 1.239e+03
## `Date Sold`7/25/2023 1.101e+03
## `Date Sold`7/26/2019 2.305e+03
## `Date Sold`7/26/2023 6.641e+02
## `Date Sold`7/27/2023 -5.812e+02
## `Date Sold`7/28/2003 2.878e+03
## `Date Sold`7/28/2023 1.741e+03
## `Date Sold`7/3/2023 3.290e+02
## `Date Sold`7/30/2015 -8.837e+02
## `Date Sold`7/30/2018 2.145e+03
## `Date Sold`7/31/2023 1.336e+03
## `Date Sold`7/5/2013 -3.326e+01
## `Date Sold`7/7/2017 3.997e+02
## `Date Sold`7/7/2023 1.058e+03
## `Date Sold`7/8/2022 -6.640e+02
## `Date Sold`8/1/2023 3.885e+02
## `Date Sold`8/10/2023 2.242e+03
## `Date Sold`8/11/2023 4.187e+02
## `Date Sold`8/12/2021 4.447e+03
## `Date Sold`8/12/2022 -3.020e+02
## `Date Sold`8/14/2019 2.041e+03
## `Date Sold`8/14/2023 1.161e+03
## `Date Sold`8/15/1997 4.580e+03
## `Date Sold`8/15/2022 -2.803e+03
## `Date Sold`8/15/2023 -1.021e+03
## `Date Sold`8/17/2023 1.318e+03
## `Date Sold`8/18/2022 -4.284e+02
## `Date Sold`8/18/2023 7.571e+02
## `Date Sold`8/19/2020 4.862e+02
## `Date Sold`8/2/2015 -8.331e+02
## `Date Sold`8/2/2016 4.941e+03
## `Date Sold`8/2/2019 2.577e+03
## `Date Sold`8/2/2021 8.279e+02
## `Date Sold`8/21/2023 2.805e+02
## `Date Sold`8/23/2022 -2.197e+02
## `Date Sold`8/24/2005 6.205e+02
## `Date Sold`8/24/2023 1.360e+03
## `Date Sold`8/25/1997 -1.623e+03
## `Date Sold`8/25/2023 4.705e+02
## `Date Sold`8/26/2005 8.982e+02
## `Date Sold`8/26/2022 1.757e+03
## `Date Sold`8/27/2021 7.811e+02
## `Date Sold`8/28/2023 1.095e+03
## `Date Sold`8/29/2023 4.984e+02
## `Date Sold`8/3/2023 2.088e+03
## `Date Sold`8/30/2000 -5.725e+02
## `Date Sold`8/31/2020 4.325e+02
## `Date Sold`8/31/2023 5.814e+02
## `Date Sold`8/4/2023 -8.091e+02
## `Date Sold`8/5/2021 NA
## `Date Sold`8/5/2022 5.863e+03
## `Date Sold`8/6/2021 NA
## `Date Sold`8/7/2017 -1.108e+03
## `Date Sold`8/7/2023 9.133e+02
## `Date Sold`8/9/2023 1.795e+03
## `Date Sold`9/1/1991 -1.230e+03
## `Date Sold`9/1/2023 7.157e+02
## `Date Sold`9/11/2023 7.971e+02
## `Date Sold`9/12/2023 6.059e+02
## `Date Sold`9/13/2007 -9.981e+02
## `Date Sold`9/15/2022 4.420e+01
## `Date Sold`9/15/2023 -1.057e+03
## `Date Sold`9/18/2023 -6.167e+02
## `Date Sold`9/19/2022 -5.145e+03
## `Date Sold`9/19/2023 1.451e+02
## `Date Sold`9/2/2022 -3.697e+02
## `Date Sold`9/20/2022 1.959e+03
## `Date Sold`9/22/2022 2.056e+03
## `Date Sold`9/22/2023 1.203e+04
## `Date Sold`9/23/2021 -1.809e+03
## `Date Sold`9/23/2022 -3.883e+02
## `Date Sold`9/25/2023 1.397e+03
## `Date Sold`9/26/2019 1.358e+03
## `Date Sold`9/26/2023 1.834e+03
## `Date Sold`9/27/2023 5.139e+02
## `Date Sold`9/28/2023 2.938e+03
## `Date Sold`9/29/2021 3.441e+01
## `Date Sold`9/29/2022 -5.169e+02
## `Date Sold`9/29/2023 -8.503e+02
## `Date Sold`9/30/2021 -1.495e+03
## `Date Sold`9/30/2022 -5.113e+01
## `Date Sold`9/5/2023 -2.993e+01
## `Date Sold`9/6/2023 -6.179e+02
## `Date Sold`9/7/2023 9.643e+02
## `Date Sold`9/8/2023 NA
## `Date Sold`9/9/2022 NA
## `Number of Bedrooms` 1.022e+02
## `Number of Bathrooms (add 0.5 for a half bath)`1.5 8.379e+02
## `Number of Bathrooms (add 0.5 for a half bath)`2 5.063e+02
## `Number of Bathrooms (add 0.5 for a half bath)`2.5 5.912e+02
## `Number of Bathrooms (add 0.5 for a half bath)`3 5.500e+02
## `Number of Bathrooms (add 0.5 for a half bath)`3.5 2.918e+02
## `Number of Bathrooms (add 0.5 for a half bath)`4 2.131e+02
## `Number of Bathrooms (add 0.5 for a half bath)`4.5 -6.126e+00
## `Number of Bathrooms (add 0.5 for a half bath)`5 2.279e+02
## `Number of Bathrooms (add 0.5 for a half bath)`6 -4.579e+03
## `Number of Bathrooms (add 0.5 for a half bath)`7 -5.231e+03
## `Number of Bathrooms (add 0.5 for a half bath)`8 -2.843e+04
## `Number of Bathrooms (add 0.5 for a half bath)`9 NA
## `Year Built` 9.643e+00
## `Squared Feet` 2.180e-01
## `Lot size (in sqft)`10018 -4.526e+02
## `Lot size (in sqft)`10019 NA
## `Lot size (in sqft)`10062 NA
## `Lot size (in sqft)`10105 NA
## `Lot size (in sqft)`101059 -4.832e+03
## `Lot size (in sqft)`10149 -1.906e+01
## `Lot size (in sqft)`10166 NA
## `Lot size (in sqft)`10167 -8.870e+02
## `Lot size (in sqft)`10197 1.071e+03
## `Lot size (in sqft)`10249 -2.208e+03
## `Lot size (in sqft)`10280 2.186e+03
## `Lot size (in sqft)`10332 -8.021e+02
## `Lot size (in sqft)`10345 2.379e+02
## `Lot size (in sqft)`10367 -5.831e+02
## `Lot size (in sqft)`10410 -4.962e+02
## `Lot size (in sqft)`10497 -1.445e+03
## `Lot size (in sqft)`10498 1.521e+02
## `Lot size (in sqft)`10541 3.490e+02
## `Lot size (in sqft)`10585 NA
## `Lot size (in sqft)`10628 NA
## `Lot size (in sqft)`10725 -9.125e+02
## `Lot size (in sqft)`10759 -5.175e+02
## `Lot size (in sqft)`10802 -1.252e+03
## `Lot size (in sqft)`1085079 NA
## `Lot size (in sqft)`10890 -2.535e+02
## `Lot size (in sqft)`109771 -2.006e+03
## `Lot size (in sqft)`110642 9.204e+01
## `Lot size (in sqft)`111513 -8.413e+01
## `Lot size (in sqft)`11325 2.139e+02
## `Lot size (in sqft)`11326 2.916e+02
## `Lot size (in sqft)`1158 -4.028e+02
## `Lot size (in sqft)`11761 3.240e+02
## `Lot size (in sqft)`117611 -1.417e+03
## `Lot size (in sqft)`117612 NA
## `Lot size (in sqft)`119354 3.287e+03
## `Lot size (in sqft)`1215 -5.145e+02
## `Lot size (in sqft)`12196 1.461e+02
## `Lot size (in sqft)`121968 NA
## `Lot size (in sqft)`12197 -4.914e+01
## `Lot size (in sqft)`125452 1.625e+03
## `Lot size (in sqft)`125453 1.833e+03
## `Lot size (in sqft)`12632 -1.540e+02
## `Lot size (in sqft)`126760 -1.235e+02
## `Lot size (in sqft)`1271 -3.142e+02
## `Lot size (in sqft)`127195 NA
## `Lot size (in sqft)`127800 -3.071e+02
## `Lot size (in sqft)`12832 -6.307e+02
## `Lot size (in sqft)`12917 1.659e+02
## `Lot size (in sqft)`129373 NA
## `Lot size (in sqft)`129809 NA
## `Lot size (in sqft)`1306 NA
## `Lot size (in sqft)`13068 5.616e+01
## `Lot size (in sqft)`130680 NA
## `Lot size (in sqft)`131116 NA
## `Lot size (in sqft)`131551 4.218e+02
## `Lot size (in sqft)`1320 5.557e+02
## `Lot size (in sqft)`132422 -9.228e+04
## `Lot size (in sqft)`13503 -9.858e+02
## `Lot size (in sqft)`13504 1.692e+02
## `Lot size (in sqft)`1356458 NA
## `Lot size (in sqft)`1360 -1.237e+03
## `Lot size (in sqft)`138085 -9.902e+02
## `Lot size (in sqft)`13939 7.102e+01
## `Lot size (in sqft)`140698 NA
## `Lot size (in sqft)`1433 -9.657e+02
## `Lot size (in sqft)`143748 -2.540e+04
## `Lot size (in sqft)`14375 1.775e+02
## `Lot size (in sqft)`14462 NA
## `Lot size (in sqft)`1463 -2.768e+02
## `Lot size (in sqft)`14810 3.838e+02
## `Lot size (in sqft)`150717 NA
## `Lot size (in sqft)`15159 NA
## `Lot size (in sqft)`152024 2.298e+03
## `Lot size (in sqft)`15234 -1.517e+03
## `Lot size (in sqft)`15246 -1.042e+03
## `Lot size (in sqft)`15678 1.431e+03
## `Lot size (in sqft)`15681 NA
## `Lot size (in sqft)`156816 2.191e+02
## `Lot size (in sqft)`15682 -8.849e+01
## `Lot size (in sqft)`159429 -1.512e+03
## `Lot size (in sqft)`161 7.015e+02
## `Lot size (in sqft)`16117 -2.406e+02
## `Lot size (in sqft)`16552 NA
## `Lot size (in sqft)`16553 8.273e+02
## `Lot size (in sqft)`16988 8.662e+02
## `Lot size (in sqft)`171626 1.887e+02
## `Lot size (in sqft)`17424 2.778e+02
## `Lot size (in sqft)`174240 NA
## `Lot size (in sqft)`1742400 2.423e+02
## `Lot size (in sqft)`1785 -2.612e+03
## `Lot size (in sqft)`17859 NA
## `Lot size (in sqft)`178596 NA
## `Lot size (in sqft)`1798 8.286e+02
## `Lot size (in sqft)`18000 NA
## `Lot size (in sqft)`18295 6.840e+02
## `Lot size (in sqft)`1833 7.380e+02
## `Lot size (in sqft)`1834 8.262e+02
## `Lot size (in sqft)`18730 NA
## `Lot size (in sqft)`187308 NA
## `Lot size (in sqft)`18731 -3.995e+02
## `Lot size (in sqft)`18760 -6.757e+02
## `Lot size (in sqft)`1880 -1.941e+03
## `Lot size (in sqft)`18990 -6.164e+02
## `Lot size (in sqft)`19160 9.381e+02
## `Lot size (in sqft)`19166 5.095e+02
## `Lot size (in sqft)`19295 -2.425e+03
## `Lot size (in sqft)`19378 2.153e+02
## `Lot size (in sqft)`194713 2.922e+03
## `Lot size (in sqft)`1960 NA
## `Lot size (in sqft)`19600 8.750e+02
## `Lot size (in sqft)`19602 -4.997e+02
## `Lot size (in sqft)`196020 -5.209e+02
## `Lot size (in sqft)`19702 6.504e+02
## `Lot size (in sqft)`199069 1.121e+03
## `Lot size (in sqft)`20000 -1.794e+03
## `Lot size (in sqft)`20037 1.464e+02
## `Lot size (in sqft)`20038 -1.464e+02
## `Lot size (in sqft)`20048 5.681e+02
## `Lot size (in sqft)`201247 1.571e+03
## `Lot size (in sqft)`20145 -5.034e+02
## `Lot size (in sqft)`2019 -1.486e+03
## `Lot size (in sqft)`2047 9.549e+02
## `Lot size (in sqft)`20473 -8.500e+02
## `Lot size (in sqft)`20876 9.623e+02
## `Lot size (in sqft)`20908 -3.446e+02
## `Lot size (in sqft)`20909 -3.730e+02
## `Lot size (in sqft)`21021 -9.654e+01
## `Lot size (in sqft)`213008 1.405e+03
## `Lot size (in sqft)`2134 -1.497e+03
## `Lot size (in sqft)`21344 NA
## `Lot size (in sqft)`2178 -9.657e+02
## `Lot size (in sqft)`21780 5.316e+02
## `Lot size (in sqft)`217800 3.822e+02
## `Lot size (in sqft)`218236 NA
## `Lot size (in sqft)`218671 NA
## `Lot size (in sqft)`219107 1.561e+02
## `Lot size (in sqft)`220414 NA
## `Lot size (in sqft)`220849 NA
## `Lot size (in sqft)`221285 NA
## `Lot size (in sqft)`22176 -2.599e+02
## `Lot size (in sqft)`2221 5.722e+02
## `Lot size (in sqft)`22215 -5.212e+02
## `Lot size (in sqft)`22216 -1.000e+02
## `Lot size (in sqft)`222592 NA
## `Lot size (in sqft)`223463 NA
## `Lot size (in sqft)`224334 NA
## `Lot size (in sqft)`2262 NA
## `Lot size (in sqft)`2265 NA
## `Lot size (in sqft)`22651 9.964e+02
## `Lot size (in sqft)`2269 7.123e+02
## `Lot size (in sqft)`226947 NA
## `Lot size (in sqft)`2273832 NA
## `Lot size (in sqft)`2287 -8.403e+02
## `Lot size (in sqft)`2308 -7.323e+02
## `Lot size (in sqft)`23086 1.161e+03
## `Lot size (in sqft)`23087 1.620e+03
## `Lot size (in sqft)`231304 NA
## `Lot size (in sqft)`23522 -1.597e+03
## `Lot size (in sqft)`2362 -1.602e+03
## `Lot size (in sqft)`2368792 NA
## `Lot size (in sqft)`2374 NA
## `Lot size (in sqft)`238708 1.059e+03
## `Lot size (in sqft)`2395 NA
## `Lot size (in sqft)`23958 -4.165e+02
## `Lot size (in sqft)`2416 -8.192e+02
## `Lot size (in sqft)`241758 NA
## `Lot size (in sqft)`242629 1.138e+03
## `Lot size (in sqft)`243064 NA
## `Lot size (in sqft)`24394 5.760e+02
## `Lot size (in sqft)`2482 NA
## `Lot size (in sqft)`2500 2.948e+02
## `Lot size (in sqft)`25189 1.514e+03
## `Lot size (in sqft)`25265 -1.248e+02
## `Lot size (in sqft)`255697 NA
## `Lot size (in sqft)`25700 1.241e+03
## `Lot size (in sqft)`26136 NA
## `Lot size (in sqft)`264409 2.595e+03
## `Lot size (in sqft)`2657 1.878e+03
## `Lot size (in sqft)`26974 NA
## `Lot size (in sqft)`27002 5.214e+02
## `Lot size (in sqft)`27007 NA
## `Lot size (in sqft)`27442 -1.285e+02
## `Lot size (in sqft)`27443 -8.863e+01
## `Lot size (in sqft)`2787 -8.242e+02
## `Lot size (in sqft)`27878 8.619e+02
## `Lot size (in sqft)`2788 1.199e+03
## `Lot size (in sqft)`2808 7.991e+01
## `Lot size (in sqft)`28314 -5.819e+02
## `Lot size (in sqft)`2874 -4.665e+02
## `Lot size (in sqft)`28750 NA
## `Lot size (in sqft)`29185 NA
## `Lot size (in sqft)`295772 -2.673e+02
## `Lot size (in sqft)`29620 -8.052e+03
## `Lot size (in sqft)`296208 NA
## `Lot size (in sqft)`29621 6.944e+02
## `Lot size (in sqft)`29876 1.006e+02
## `Lot size (in sqft)`3000 -5.383e+02
## `Lot size (in sqft)`3005 -4.566e+02
## `Lot size (in sqft)`30056 1.773e+01
## `Lot size (in sqft)`3006 -3.914e+02
## `Lot size (in sqft)`3049 -2.425e+03
## `Lot size (in sqft)`30492 NA
## `Lot size (in sqft)`30567 2.979e+02
## `Lot size (in sqft)`3136 NA
## `Lot size (in sqft)`31798 3.842e+02
## `Lot size (in sqft)`31799 NA
## `Lot size (in sqft)`32234 -1.711e+03
## `Lot size (in sqft)`3238686 NA
## `Lot size (in sqft)`3240864 NA
## `Lot size (in sqft)`32670 -8.593e+02
## `Lot size (in sqft)`3267000 NA
## `Lot size (in sqft)`3292265 NA
## `Lot size (in sqft)`3310 -1.257e+03
## `Lot size (in sqft)`3316223 NA
## `Lot size (in sqft)`3320579 NA
## `Lot size (in sqft)`3338874 NA
## `Lot size (in sqft)`334540 3.714e+03
## `Lot size (in sqft)`3345408 NA
## `Lot size (in sqft)`3354 NA
## `Lot size (in sqft)`3378 3.331e+02
## `Lot size (in sqft)`34412 -3.882e+02
## `Lot size (in sqft)`3483 NA
## `Lot size (in sqft)`3484 1.478e+03
## `Lot size (in sqft)`34848 3.920e+02
## `Lot size (in sqft)`352400 NA
## `Lot size (in sqft)`35284 4.333e+02
## `Lot size (in sqft)`3571 8.361e+02
## `Lot size (in sqft)`35719 -7.937e+02
## `Lot size (in sqft)`3640 8.327e+02
## `Lot size (in sqft)`3659 1.248e+02
## `Lot size (in sqft)`36590 3.569e+02
## `Lot size (in sqft)`3702 NA
## `Lot size (in sqft)`3730914 NA
## `Lot size (in sqft)`3731785 NA
## `Lot size (in sqft)`37461 1.104e+03
## `Lot size (in sqft)`3746160 NA
## `Lot size (in sqft)`37462 NA
## `Lot size (in sqft)`3751387 NA
## `Lot size (in sqft)`3753130 NA
## `Lot size (in sqft)`3789 5.226e+02
## `Lot size (in sqft)`3920 -5.602e+02
## `Lot size (in sqft)`393347 NA
## `Lot size (in sqft)`3959 -8.712e+02
## `Lot size (in sqft)`3963 NA
## `Lot size (in sqft)`39640 -1.113e+04
## `Lot size (in sqft)`3973 NA
## `Lot size (in sqft)`3997 -1.972e+03
## `Lot size (in sqft)`4000 -2.805e+02
## `Lot size (in sqft)`4003 -8.018e+02
## `Lot size (in sqft)`40075 NA
## `Lot size (in sqft)`4008 1.006e+03
## `Lot size (in sqft)`4051 5.479e+02
## `Lot size (in sqft)`4094 NA
## `Lot size (in sqft)`40946 5.285e+03
## `Lot size (in sqft)`4095 NA
## `Lot size (in sqft)`4181 2.593e+02
## `Lot size (in sqft)`4200 NA
## `Lot size (in sqft)`4225 2.453e+02
## `Lot size (in sqft)`4238 -2.247e+02
## `Lot size (in sqft)`4268 -1.043e+04
## `Lot size (in sqft)`4269 -7.559e+02
## `Lot size (in sqft)`43124 NA
## `Lot size (in sqft)`4321 -2.462e+03
## `Lot size (in sqft)`4356 -2.709e+02
## `Lot size (in sqft)`43560 -2.125e+02
## `Lot size (in sqft)`4375 -1.751e+03
## `Lot size (in sqft)`4399 -1.391e+03
## `Lot size (in sqft)`43995 2.322e+02
## `Lot size (in sqft)`43996 -7.441e+02
## `Lot size (in sqft)`44 -2.958e+02
## `Lot size (in sqft)`4443 1.965e+03
## `Lot size (in sqft)`4476 -1.285e+03
## `Lot size (in sqft)`4486 -1.734e+03
## `Lot size (in sqft)`44866 3.911e+02
## `Lot size (in sqft)`45302 NA
## `Lot size (in sqft)`4617 -3.114e+03
## `Lot size (in sqft)`46173 5.146e+02
## `Lot size (in sqft)`4704 -7.594e+02
## `Lot size (in sqft)`47044 2.914e+02
## `Lot size (in sqft)`4725 1.356e+03
## `Lot size (in sqft)`4748 -3.735e+01
## `Lot size (in sqft)`4760 3.523e+01
## `Lot size (in sqft)`4791 6.120e+02
## `Lot size (in sqft)`47916 -1.229e+03
## `Lot size (in sqft)`4835 -1.716e+03
## `Lot size (in sqft)`4878 -1.402e+03
## `Lot size (in sqft)`4922 -1.345e+03
## `Lot size (in sqft)`49223 NA
## `Lot size (in sqft)`4966 1.805e+02
## `Lot size (in sqft)`5000 1.297e+03
## `Lot size (in sqft)`5052 7.183e+02
## `Lot size (in sqft)`50530 1.095e+03
## `Lot size (in sqft)`5096 8.875e+02
## `Lot size (in sqft)`50965 -1.409e+03
## `Lot size (in sqft)`5140 6.104e+02
## `Lot size (in sqft)`5183 2.237e+03
## `Lot size (in sqft)`51836 5.958e+02
## `Lot size (in sqft)`5184 2.403e+03
## `Lot size (in sqft)`5227 -3.495e+03
## `Lot size (in sqft)`52272 8.131e+02
## `Lot size (in sqft)`5270 NA
## `Lot size (in sqft)`52707 NA
## `Lot size (in sqft)`52708 NA
## `Lot size (in sqft)`5314 1.316e+03
## `Lot size (in sqft)`53143 -8.161e+02
## `Lot size (in sqft)`5400 -1.068e+03
## `Lot size (in sqft)`5401 1.225e+03
## `Lot size (in sqft)`54014 -3.535e+02
## `Lot size (in sqft)`5414 -2.566e+02
## `Lot size (in sqft)`5439 -2.315e+02
## `Lot size (in sqft)`5445 1.624e+03
## `Lot size (in sqft)`5462 -1.418e+03
## `Lot size (in sqft)`5488 4.015e+02
## `Lot size (in sqft)`54886 NA
## `Lot size (in sqft)`5547 2.579e+02
## `Lot size (in sqft)`5575 3.119e+02
## `Lot size (in sqft)`55757 -2.299e+02
## `Lot size (in sqft)`5600 NA
## `Lot size (in sqft)`5619 3.022e+02
## `Lot size (in sqft)`56192 1.279e+03
## `Lot size (in sqft)`5662 -1.296e+02
## `Lot size (in sqft)`56628 9.102e+02
## `Lot size (in sqft)`5663 -1.956e+02
## `Lot size (in sqft)`5706 5.097e+02
## `Lot size (in sqft)`5749 5.523e+03
## `Lot size (in sqft)`5760 2.280e+02
## `Lot size (in sqft)`5793 -8.649e+02
## `Lot size (in sqft)`5837 3.809e+02
## `Lot size (in sqft)`58370 -2.691e+02
## `Lot size (in sqft)`5880 1.664e+02
## `Lot size (in sqft)`5881 3.825e+02
## `Lot size (in sqft)`5915 -1.171e+03
## `Lot size (in sqft)`5924 6.369e+02
## `Lot size (in sqft)`5967 1.172e+03
## `Lot size (in sqft)`59677 NA
## `Lot size (in sqft)`598078 -1.053e+04
## `Lot size (in sqft)`6000 -6.904e+03
## `Lot size (in sqft)`6002 NA
## `Lot size (in sqft)`6011 -9.331e+02
## `Lot size (in sqft)`6054 1.771e+02
## `Lot size (in sqft)`6098 1.170e+02
## `Lot size (in sqft)`60984 1.367e+03
## `Lot size (in sqft)`6141 5.918e+02
## `Lot size (in sqft)`6185 1.977e+03
## `Lot size (in sqft)`6229 4.189e+01
## `Lot size (in sqft)`62291 -1.591e+03
## `Lot size (in sqft)`6272 1.347e+03
## `Lot size (in sqft)`62726 -1.472e+03
## `Lot size (in sqft)`6316 2.191e+02
## `Lot size (in sqft)`63389 2.276e+03
## `Lot size (in sqft)`6446 4.053e+02
## `Lot size (in sqft)`64468 NA
## `Lot size (in sqft)`64469 -1.605e+04
## `Lot size (in sqft)`6468 -8.545e+02
## `Lot size (in sqft)`6500 -4.431e+02
## `Lot size (in sqft)`6534 -4.023e+02
## `Lot size (in sqft)`6556216 NA
## `Lot size (in sqft)`6577 1.151e+02
## `Lot size (in sqft)`6578 -2.483e+02
## `Lot size (in sqft)`6664 2.777e+02
## `Lot size (in sqft)`66646 4.196e+01
## `Lot size (in sqft)`66647 -3.132e+02
## `Lot size (in sqft)`669081 2.244e+02
## `Lot size (in sqft)`6708 NA
## `Lot size (in sqft)`6721 -1.290e+03
## `Lot size (in sqft)`6751 6.550e+02
## `Lot size (in sqft)`6752 7.790e+02
## `Lot size (in sqft)`6765 -3.163e+02
## `Lot size (in sqft)`67904 NA
## `Lot size (in sqft)`6795 -8.152e+02
## `Lot size (in sqft)`6795360 NA
## `Lot size (in sqft)`680842 NA
## `Lot size (in sqft)`6838 4.776e+02
## `Lot size (in sqft)`683892 1.739e+03
## `Lot size (in sqft)`6917 -2.518e+03
## `Lot size (in sqft)`6926 -1.677e+03
## `Lot size (in sqft)`69260 1.073e+03
## `Lot size (in sqft)`6926040 NA
## `Lot size (in sqft)`6969 -3.661e+02
## `Lot size (in sqft)`6969600 NA
## `Lot size (in sqft)`7012 1.340e+03
## `Lot size (in sqft)`7013 -3.708e+02
## `Lot size (in sqft)`7022 NA
## `Lot size (in sqft)`7056 -6.664e+02
## `Lot size (in sqft)`7100 6.365e+02
## `Lot size (in sqft)`7143 -1.030e+01
## `Lot size (in sqft)`7187 -1.607e+03
## `Lot size (in sqft)`7200 -9.212e+03
## `Lot size (in sqft)`7230 -1.195e+02
## `Lot size (in sqft)`7231 3.551e+01
## `Lot size (in sqft)`7274 1.804e+02
## `Lot size (in sqft)`7275 -1.770e+02
## `Lot size (in sqft)`7318 -8.303e+02
## `Lot size (in sqft)`7361 NA
## `Lot size (in sqft)`73616 NA
## `Lot size (in sqft)`7400 NA
## `Lot size (in sqft)`7405 -4.619e+02
## `Lot size (in sqft)`7448 -5.418e+02
## `Lot size (in sqft)`7492 -3.008e+02
## `Lot size (in sqft)`74923 NA
## `Lot size (in sqft)`7501 2.543e+02
## `Lot size (in sqft)`7535 5.737e+02
## `Lot size (in sqft)`7578 1.026e+03
## `Lot size (in sqft)`7579 2.274e+02
## `Lot size (in sqft)`7596 NA
## `Lot size (in sqft)`7660 7.434e+02
## `Lot size (in sqft)`7666 2.602e+02
## `Lot size (in sqft)`7700 8.427e+02
## `Lot size (in sqft)`7710 2.049e+02
## `Lot size (in sqft)`77101 6.081e+02
## `Lot size (in sqft)`7731 5.976e+02
## `Lot size (in sqft)`7753 -8.297e+02
## `Lot size (in sqft)`7788 -9.320e+02
## `Lot size (in sqft)`779 -1.336e+03
## `Lot size (in sqft)`7797 NA
## `Lot size (in sqft)`77972 -6.961e+02
## `Lot size (in sqft)`7799 -2.445e+03
## `Lot size (in sqft)`7800 7.451e+02
## `Lot size (in sqft)`7801 NA
## `Lot size (in sqft)`7802 NA
## `Lot size (in sqft)`7840 7.535e+02
## `Lot size (in sqft)`7884 9.630e+02
## `Lot size (in sqft)`7927 1.143e+02
## `Lot size (in sqft)`7928 2.363e+03
## `Lot size (in sqft)`7949 -9.477e+01
## `Lot size (in sqft)`7971 -1.733e+02
## `Lot size (in sqft)`797583 NA
## `Lot size (in sqft)`8015 -8.746e+02
## `Lot size (in sqft)`8058 -4.708e+02
## `Lot size (in sqft)`8100 1.318e+02
## `Lot size (in sqft)`8102 -4.147e+02
## `Lot size (in sqft)`81022 -9.676e+02
## `Lot size (in sqft)`8145 1.387e+02
## `Lot size (in sqft)`8189 4.573e+02
## `Lot size (in sqft)`819 -4.964e+02
## `Lot size (in sqft)`8232 -9.294e+02
## `Lot size (in sqft)`82328 NA
## `Lot size (in sqft)`8276 -1.237e+01
## `Lot size (in sqft)`8319 1.591e+02
## `Lot size (in sqft)`8363 -1.054e+03
## `Lot size (in sqft)`83635 NA
## `Lot size (in sqft)`8398 NA
## `Lot size (in sqft)`8407 NA
## `Lot size (in sqft)`8450 1.496e+03
## `Lot size (in sqft)`84506 -1.235e+03
## `Lot size (in sqft)`8494 -1.918e+05
## `Lot size (in sqft)`8538 -1.761e+02
## `Lot size (in sqft)`8581 -1.915e+03
## `Lot size (in sqft)`8581320 NA
## `Lot size (in sqft)`8624 -2.004e+03
## `Lot size (in sqft)`8625 -4.679e+02
## `Lot size (in sqft)`8668 -5.607e+03
## `Lot size (in sqft)`8712 -5.115e+02
## `Lot size (in sqft)`87120 -1.237e+04
## `Lot size (in sqft)`8751 -2.742e+02
## `Lot size (in sqft)`87555 NA
## `Lot size (in sqft)`8769 -1.050e+02
## `Lot size (in sqft)`87991 -9.603e+02
## `Lot size (in sqft)`8842 -6.907e+02
## `Lot size (in sqft)`8886 NA
## `Lot size (in sqft)`8929 NA
## `Lot size (in sqft)`8973 NA
## `Lot size (in sqft)`9016 1.102e+03
## `Lot size (in sqft)`90169 NA
## `Lot size (in sqft)`9060 8.270e+02
## `Lot size (in sqft)`9086 NA
## `Lot size (in sqft)`9104 -3.717e+01
## `Lot size (in sqft)`9104040 NA
## `Lot size (in sqft)`9143 -2.977e+03
## `Lot size (in sqft)`9147 -8.099e+01
## `Lot size (in sqft)`9169 -6.044e+01
## `Lot size (in sqft)`9191 2.057e+02
## `Lot size (in sqft)`9204 NA
## `Lot size (in sqft)`9309208 NA
## `Lot size (in sqft)`9321 NA
## `Lot size (in sqft)`9350154 NA
## `Lot size (in sqft)`9365 -8.533e+01
## `Lot size (in sqft)`9408 3.122e+02
## `Lot size (in sqft)`9452 -1.682e+01
## `Lot size (in sqft)`9461 NA
## `Lot size (in sqft)`9469 NA
## `Lot size (in sqft)`9480 NA
## `Lot size (in sqft)`9496080 NA
## `Lot size (in sqft)`94961 6.638e+02
## `Lot size (in sqft)`9539 -3.446e+03
## `Lot size (in sqft)`9583 9.732e+01
## `Lot size (in sqft)`9626 NA
## `Lot size (in sqft)`9654 1.784e+03
## `Lot size (in sqft)`9670 1.738e+03
## `Lot size (in sqft)`9675 -9.179e+02
## `Lot size (in sqft)`9713 NA
## `Lot size (in sqft)`9757 6.789e+01
## `Lot size (in sqft)`9792 1.888e+03
## `Lot size (in sqft)`9801 8.219e+02
## `Lot size (in sqft)`98010 6.033e+02
## `Lot size (in sqft)`9864 NA
## `Lot size (in sqft)`9888 -1.050e+03
## `Number of Parking Spots`2 4.731e+02
## `Number of Parking Spots`3 3.949e+02
## `Number of Parking Spots`4 1.601e+03
## `Number of Parking Spots`5 1.384e+03
## `Number of Parking Spots`6 9.986e+02
## `Number of Parking Spots`7 NA
## `Number of Parking Spots`8 NA
## age NA
## Zip.Code40047 NA
## Zip.Code40056 NA
## Zip.Code40059 NA
## Zip.Code40065 NA
## Zip.Code40068 NA
## Zip.Code40165 NA
## Zip.Code40229 NA
## Zip.Code40299 NA
## Zip.Code41017 NA
## Zip.Code41143 NA
## Zip.Code43004 NA
## Zip.Code43015 NA
## Zip.Code43017 NA
## Zip.Code43081 NA
## Zip.Code43116 NA
## Zip.Code43123 NA
## Zip.Code43140 NA
## Zip.Code43221 NA
## Zip.Code43230 NA
## Zip.Code43762 NA
## Zip.Code43787 NA
## Zip.Code43844 NA
## Zip.Code44030 NA
## Zip.Code44047 NA
## Zip.Code44460 NA
## Zip.Code44601 NA
## Zip.Code44907 NA
## Zip.Code45002 NA
## Zip.Code45014 NA
## Zip.Code45030 NA
## Zip.Code45036 NA
## Zip.Code45039 NA
## Zip.Code45040 NA
## Zip.Code45042 NA
## Zip.Code45044 NA
## Zip.Code45052 NA
## Zip.Code45053 NA
## Zip.Code45102 NA
## Zip.Code45103 NA
## Zip.Code45133 NA
## Zip.Code45140 NA
## Zip.Code45150 NA
## Zip.Code45152 NA
## Zip.Code45157 NA
## Zip.Code45174 NA
## Zip.Code45202 NA
## Zip.Code45203 NA
## Zip.Code45204 NA
## Zip.Code45205 NA
## Zip.Code45206 NA
## Zip.Code45207 NA
## Zip.Code45208 NA
## Zip.Code45209 NA
## Zip.Code45211 NA
## Zip.Code45212 NA
## Zip.Code45213 NA
## Zip.Code45214 NA
## Zip.Code45215 NA
## Zip.Code45216 NA
## Zip.Code45218 NA
## Zip.Code45219 NA
## Zip.Code45220 NA
## Zip.Code45223 NA
## Zip.Code45224 NA
## Zip.Code45225 NA
## Zip.Code45226 NA
## Zip.Code45227 NA
## Zip.Code45229 NA
## Zip.Code45230 NA
## Zip.Code45231 NA
## Zip.Code45232 NA
## Zip.Code45233 NA
## Zip.Code45236 NA
## Zip.Code45237 NA
## Zip.Code45238 NA
## Zip.Code45239 NA
## Zip.Code45240 NA
## Zip.Code45241 NA
## Zip.Code45242 NA
## Zip.Code45243 NA
## Zip.Code45244 NA
## Zip.Code45245 NA
## Zip.Code45246 NA
## Zip.Code45247 NA
## Zip.Code45248 NA
## Zip.Code45249 NA
## Zip.Code45251 NA
## Zip.Code45252 NA
## Zip.Code45255 NA
## Zip.Code45266 NA
## Zip.Code45503 NA
## Zip.Code45678 NA
## Zip.Code45682 NA
## Zip.Code45686 NA
## Zip.Code45688 NA
## Zip.Code45693 NA
## Zip.Code45723 NA
## Zip.Code46032 NA
## Zip.Code46158 NA
## Zip.Code46217 NA
## Zip.Code46227 NA
## Zip.Code46254 NA
## Zip.Code46256 NA
## Zip.Code46259 NA
## Zip.Code47246 NA
## Zip.Code8/2/2023 NA
## Number.of.Bedrooms NA
## Number.of.Bathrooms..add.0.5.for.a.half.bath. NA
## Squared.Feet NA
## Lot.size..in.sqft. NA
## Number.of.Parking.Spots NA
## Std. Error
## (Intercept) 3.225e+03
## `Student Contributor Name`Aditya Raj Singhal 8.261e+02
## `Student Contributor Name`Ajay Mahato 2.346e+02
## `Student Contributor Name`Anil Palazzo 2.306e+02
## `Student Contributor Name`Archana Basnett 2.760e+02
## `Student Contributor Name`Bhargav Sreepathi 2.715e+02
## `Student Contributor Name`Catherine Ngothi 2.554e+02
## `Student Contributor Name`Caylee Rosa 2.298e+02
## `Student Contributor Name`David Dickens 3.299e+02
## `Student Contributor Name`Derek Schult 1.132e+03
## `Student Contributor Name`Dominic DiSalvo 2.853e+02
## `Student Contributor Name`Dwijesh Bharadwaj Kuppahalli Krishnamurthy 1.105e+03
## `Student Contributor Name`Georgia Croci 2.740e+02
## `Student Contributor Name`He Yang 3.909e+02
## `Student Contributor Name`Heather Stoffer 2.742e+02
## `Student Contributor Name`Hrishikesh Anil Patil 2.498e+02
## `Student Contributor Name`Hunter Jessee 2.529e+02
## `Student Contributor Name`Ishaan Chaudhari 1.059e+03
## `Student Contributor Name`Jadyn Bauss 2.051e+02
## `Student Contributor Name`Jameson Zink 2.641e+02
## `Student Contributor Name`Jayavardhan Reddy Mallu 2.712e+02
## `Student Contributor Name`Jessie Beyrer 6.079e+02
## `Student Contributor Name`Josh Moermond 7.190e+02
## `Student Contributor Name`Josie Wittwer 2.466e+02
## `Student Contributor Name`Kijung Lee 3.127e+02
## `Student Contributor Name`Kory Bailey 2.604e+02
## `Student Contributor Name`Lokesh Rudravalambi Suresh 2.563e+02
## `Student Contributor Name`Manan Sharma 5.542e+02
## `Student Contributor Name`Mark Manibusan 2.986e+02
## `Student Contributor Name`Matt Guido 2.381e+02
## `Student Contributor Name`Miranda Knisley 3.338e+02
## `Student Contributor Name`Mohammed Tahir Madni Mohammed 4.955e+02
## `Student Contributor Name`Nathan Poeppelman 1.107e+03
## `Student Contributor Name`Nicole Baker 3.163e+02
## `Student Contributor Name`Nikhil Sai Kumar Runku 2.059e+02
## `Student Contributor Name`Nikhita Veluri 2.534e+02
## `Student Contributor Name`Nishit Raj 2.828e+02
## `Student Contributor Name`Pimlapas Kumkerd 2.248e+02
## `Student Contributor Name`Prashant Mukesh Gupta 4.179e+02
## `Student Contributor Name`Qinghua Huang 2.467e+02
## `Student Contributor Name`Rachael Rahe 2.764e+02
## `Student Contributor Name`Ramvyasa Thavasiraj 2.371e+02
## `Student Contributor Name`Ranjay Bose 2.700e+02
## `Student Contributor Name`Robin Verdon 2.328e+02
## `Student Contributor Name`Sai Shivani Aahwanika Maddi Lakshmi 3.560e+02
## `Student Contributor Name`Sarah Schaefer 2.747e+02
## `Student Contributor Name`Sergio Mateo 2.534e+02
## `Student Contributor Name`Shivani Pilli 2.471e+02
## `Student Contributor Name`Shreyas Nadig 5.417e+02
## `Student Contributor Name`Srikar Kudumula 2.263e+02
## `Student Contributor Name`Stewart Shumrick 2.735e+02
## `Student Contributor Name`Surya Sanjay Bandari 3.620e+02
## `Student Contributor Name`William Treutel 2.540e+02
## `Student Contributor Name`Zachary Durst 4.173e+02
## `Zip Code`40047 9.220e+02
## `Zip Code`40056 1.028e+03
## `Zip Code`40059 1.022e+03
## `Zip Code`40065 6.716e+02
## `Zip Code`40068 1.437e+03
## `Zip Code`40165 9.825e+02
## `Zip Code`40229 1.447e+03
## `Zip Code`40299 1.029e+03
## `Zip Code`41017 1.251e+03
## `Zip Code`41143 1.666e+03
## `Zip Code`43004 1.253e+03
## `Zip Code`43015 6.995e+02
## `Zip Code`43017 1.673e+03
## `Zip Code`43081 9.749e+02
## `Zip Code`43116 1.694e+03
## `Zip Code`43123 8.496e+02
## `Zip Code`43140 1.172e+03
## `Zip Code`43221 7.007e+02
## `Zip Code`43230 9.613e+02
## `Zip Code`43762 1.451e+03
## `Zip Code`43787 1.583e+03
## `Zip Code`43844 1.429e+03
## `Zip Code`44030 1.935e+03
## `Zip Code`44047 1.437e+03
## `Zip Code`44460 1.428e+03
## `Zip Code`44601 1.433e+03
## `Zip Code`44907 1.664e+03
## `Zip Code`45002 1.375e+03
## `Zip Code`45014 1.005e+03
## `Zip Code`45030 1.295e+03
## `Zip Code`45036 1.195e+03
## `Zip Code`45039 6.729e+02
## `Zip Code`45040 1.177e+03
## `Zip Code`45042 1.446e+03
## `Zip Code`45044 9.907e+02
## `Zip Code`45052 1.116e+03
## `Zip Code`45053 1.230e+03
## `Zip Code`45102 1.431e+03
## `Zip Code`45103 1.311e+03
## `Zip Code`45133 1.434e+03
## `Zip Code`45140 1.476e+03
## `Zip Code`45150 1.033e+03
## `Zip Code`45152 NA
## `Zip Code`45157 1.291e+03
## `Zip Code`45174 1.697e+03
## `Zip Code`45202 1.272e+03
## `Zip Code`45203 1.118e+03
## `Zip Code`45204 1.317e+03
## `Zip Code`45205 1.197e+03
## `Zip Code`45206 1.283e+03
## `Zip Code`45207 1.251e+03
## `Zip Code`45208 1.171e+03
## `Zip Code`45209 1.200e+03
## `Zip Code`45211 1.185e+03
## `Zip Code`45212 1.204e+03
## `Zip Code`45213 1.195e+03
## `Zip Code`45214 1.355e+03
## `Zip Code`45215 1.198e+03
## `Zip Code`45216 1.191e+03
## `Zip Code`45218 1.241e+03
## `Zip Code`45219 1.226e+03
## `Zip Code`45220 1.184e+03
## `Zip Code`45223 1.302e+03
## `Zip Code`45224 1.169e+03
## `Zip Code`45225 1.059e+03
## `Zip Code`45226 1.194e+03
## `Zip Code`45227 1.165e+03
## `Zip Code`45229 1.218e+03
## `Zip Code`45230 1.189e+03
## `Zip Code`45231 1.162e+03
## `Zip Code`45232 1.073e+03
## `Zip Code`45233 1.184e+03
## `Zip Code`45236 1.239e+03
## `Zip Code`45237 1.187e+03
## `Zip Code`45238 1.159e+03
## `Zip Code`45239 1.163e+03
## `Zip Code`45240 1.277e+03
## `Zip Code`45241 1.169e+03
## `Zip Code`45242 1.191e+03
## `Zip Code`45243 1.152e+03
## `Zip Code`45244 1.264e+03
## `Zip Code`45245 1.164e+03
## `Zip Code`45246 1.240e+03
## `Zip Code`45247 1.208e+03
## `Zip Code`45248 1.197e+03
## `Zip Code`45249 1.126e+03
## `Zip Code`45251 1.194e+03
## `Zip Code`45252 1.216e+03
## `Zip Code`45255 1.201e+03
## `Zip Code`45266 1.030e+03
## `Zip Code`45503 9.360e+02
## `Zip Code`45678 1.454e+03
## `Zip Code`45682 1.449e+03
## `Zip Code`45686 1.650e+03
## `Zip Code`45688 1.679e+03
## `Zip Code`45693 1.436e+03
## `Zip Code`45723 1.489e+03
## `Zip Code`46032 9.607e+02
## `Zip Code`46158 7.139e+02
## `Zip Code`46217 1.011e+03
## `Zip Code`46227 1.566e+03
## `Zip Code`46254 1.552e+03
## `Zip Code`46256 1.051e+03
## `Zip Code`46259 9.684e+02
## `Zip Code`47246 1.643e+03
## `Zip Code`8/2/2023 2.087e+03
## `Price Sold` 2.971e-04
## `Date Sold`1/10/2023 6.501e+02
## `Date Sold`1/10/2024 4.859e+02
## `Date Sold`1/11/2024 4.414e+02
## `Date Sold`1/12/2024 4.143e+02
## `Date Sold`1/13/2022 1.061e+03
## `Date Sold`1/14/2003 8.882e+02
## `Date Sold`1/15/2024 5.341e+02
## `Date Sold`1/16/2024 7.705e+02
## `Date Sold`1/19/2022 1.591e+03
## `Date Sold`1/2/2024 4.482e+02
## `Date Sold`1/25/2024 7.316e+02
## `Date Sold`1/27/2020 1.304e+03
## `Date Sold`1/28/2021 9.014e+02
## `Date Sold`1/28/2022 8.357e+02
## `Date Sold`1/3/2022 1.046e+03
## `Date Sold`1/3/2024 4.688e+02
## `Date Sold`1/4/2021 7.934e+02
## `Date Sold`1/4/2022 8.711e+02
## `Date Sold`1/4/2024 6.051e+02
## `Date Sold`1/5/2024 4.213e+02
## `Date Sold`1/8/2014 6.931e+02
## `Date Sold`1/8/2024 4.374e+02
## `Date Sold`1/9/2024 4.180e+02
## `Date Sold`10/1/2007 6.493e+02
## `Date Sold`10/10/2022 6.268e+02
## `Date Sold`10/10/2023 6.637e+02
## `Date Sold`10/12/2021 1.094e+03
## `Date Sold`10/12/2023 5.121e+02
## `Date Sold`10/13/2023 7.482e+02
## `Date Sold`10/14/2022 NA
## `Date Sold`10/16/2023 6.417e+02
## `Date Sold`10/17/2023 7.735e+02
## `Date Sold`10/18/2002 6.112e+02
## `Date Sold`10/18/2019 1.052e+03
## `Date Sold`10/18/2023 5.313e+02
## `Date Sold`10/2/2023 8.343e+02
## `Date Sold`10/20/2021 7.472e+02
## `Date Sold`10/20/2022 1.124e+03
## `Date Sold`10/20/2023 4.971e+02
## `Date Sold`10/21/2022 9.946e+02
## `Date Sold`10/24/2022 5.781e+02
## `Date Sold`10/25/2018 9.546e+02
## `Date Sold`10/25/2021 NA
## `Date Sold`10/25/2023 8.772e+02
## `Date Sold`10/26/2023 7.439e+02
## `Date Sold`10/27/2016 1.019e+03
## `Date Sold`10/27/2023 4.635e+02
## `Date Sold`10/29/2010 7.132e+02
## `Date Sold`10/29/2020 8.088e+02
## `Date Sold`10/3/2022 9.191e+02
## `Date Sold`10/3/2023 8.025e+02
## `Date Sold`10/30/2023 6.242e+02
## `Date Sold`10/31/2022 6.535e+02
## `Date Sold`10/31/2023 7.063e+02
## `Date Sold`10/4/2022 7.297e+02
## `Date Sold`10/4/2023 6.831e+02
## `Date Sold`10/5/2023 1.027e+03
## `Date Sold`10/6/2021 1.170e+03
## `Date Sold`10/6/2022 7.802e+02
## `Date Sold`10/6/2023 6.030e+02
## `Date Sold`10/7/2022 7.962e+02
## `Date Sold`10/9/2023 6.299e+02
## `Date Sold`11/1/2021 8.314e+02
## `Date Sold`11/1/2023 5.051e+02
## `Date Sold`11/10/2022 8.565e+02
## `Date Sold`11/10/2023 7.441e+02
## `Date Sold`11/13/2023 4.919e+02
## `Date Sold`11/14/2022 7.913e+02
## `Date Sold`11/14/2023 4.650e+02
## `Date Sold`11/15/2023 4.261e+02
## `Date Sold`11/16/2023 4.065e+02
## `Date Sold`11/17/2023 4.631e+02
## `Date Sold`11/18/2022 9.722e+02
## `Date Sold`11/19/2021 8.016e+02
## `Date Sold`11/2/2021 1.126e+03
## `Date Sold`11/2/2023 4.668e+02
## `Date Sold`11/20/2023 4.778e+02
## `Date Sold`11/21/2000 8.032e+02
## `Date Sold`11/21/2019 8.447e+02
## `Date Sold`11/21/2023 4.734e+02
## `Date Sold`11/22/2022 5.758e+02
## `Date Sold`11/22/2023 4.240e+02
## `Date Sold`11/23/2015 1.239e+03
## `Date Sold`11/24/2023 5.496e+02
## `Date Sold`11/27/2023 4.337e+02
## `Date Sold`11/28/2023 5.484e+02
## `Date Sold`11/29/2021 8.062e+02
## `Date Sold`11/29/2023 5.375e+02
## `Date Sold`11/3/2021 8.285e+02
## `Date Sold`11/3/2023 7.859e+02
## `Date Sold`11/30/2023 4.093e+02
## `Date Sold`11/4/2022 6.151e+02
## `Date Sold`11/6/2023 4.170e+02
## `Date Sold`11/7/2023 5.835e+02
## `Date Sold`11/8/2021 NA
## `Date Sold`11/8/2023 4.948e+02
## `Date Sold`11/9/2023 4.383e+02
## `Date Sold`12/1/2023 4.500e+02
## `Date Sold`12/10/2023 1.019e+03
## `Date Sold`12/11/2023 4.356e+02
## `Date Sold`12/12/2023 4.514e+02
## `Date Sold`12/13/2021 6.509e+02
## `Date Sold`12/13/2023 5.312e+02
## `Date Sold`12/14/2018 7.376e+02
## `Date Sold`12/14/2023 4.667e+02
## `Date Sold`12/15/2021 9.344e+02
## `Date Sold`12/15/2023 4.420e+02
## `Date Sold`12/16/2013 8.874e+02
## `Date Sold`12/16/2022 7.066e+02
## `Date Sold`12/18/2023 4.725e+02
## `Date Sold`12/19/2023 4.881e+02
## `Date Sold`12/20/2018 1.527e+03
## `Date Sold`12/20/2023 4.543e+02
## `Date Sold`12/21/2005 1.329e+03
## `Date Sold`12/21/2012 6.515e+02
## `Date Sold`12/21/2021 1.120e+03
## `Date Sold`12/21/2023 5.573e+02
## `Date Sold`12/22/2023 4.400e+02
## `Date Sold`12/23/2013 9.369e+02
## `Date Sold`12/26/2023 6.292e+02
## `Date Sold`12/27/2023 4.645e+02
## `Date Sold`12/28/2021 1.129e+03
## `Date Sold`12/28/2023 3.900e+02
## `Date Sold`12/29/2023 3.882e+02
## `Date Sold`12/3/1999 1.045e+03
## `Date Sold`12/30/2016 9.550e+02
## `Date Sold`12/4/2017 9.545e+02
## `Date Sold`12/4/2023 4.364e+02
## `Date Sold`12/5/2023 5.041e+02
## `Date Sold`12/6/2019 6.646e+02
## `Date Sold`12/6/2022 9.037e+02
## `Date Sold`12/6/2023 4.432e+02
## `Date Sold`12/7/2022 8.803e+02
## `Date Sold`12/7/2023 5.116e+02
## `Date Sold`12/8/2023 4.034e+02
## `Date Sold`12/9/2022 NA
## `Date Sold`12/9/2023 8.424e+02
## `Date Sold`2/1/2021 7.175e+02
## `Date Sold`2/10/2022 NA
## `Date Sold`2/11/2022 9.224e+02
## `Date Sold`2/12/2021 8.107e+02
## `Date Sold`2/14/2019 9.608e+02
## `Date Sold`2/17/2023 7.633e+02
## `Date Sold`2/2/2022 7.934e+02
## `Date Sold`2/2/2023 7.026e+02
## `Date Sold`2/20/2015 7.427e+02
## `Date Sold`2/21/2023 1.069e+03
## `Date Sold`2/22/2023 7.969e+02
## `Date Sold`2/24/2021 NA
## `Date Sold`2/24/2023 8.458e+02
## `Date Sold`2/25/1998 6.836e+02
## `Date Sold`2/26/2021 8.064e+02
## `Date Sold`2/5/2021 9.751e+02
## `Date Sold`2/7/2023 8.777e+02
## `Date Sold`2/9/2023 NA
## `Date Sold`3/1/2023 7.883e+02
## `Date Sold`3/10/2023 7.794e+02
## `Date Sold`3/16/2018 1.318e+03
## `Date Sold`3/17/2023 8.455e+02
## `Date Sold`3/18/2023 1.173e+03
## `Date Sold`3/24/2009 7.846e+02
## `Date Sold`3/24/2023 8.675e+02
## `Date Sold`3/26/2021 8.962e+02
## `Date Sold`3/27/2023 6.859e+02
## `Date Sold`3/28/2023 8.398e+02
## `Date Sold`3/3/2023 1.326e+03
## `Date Sold`3/30/2001 1.585e+03
## `Date Sold`3/30/2021 1.187e+03
## `Date Sold`3/31/2015 9.404e+02
## `Date Sold`3/31/2021 8.321e+02
## `Date Sold`3/31/2022 7.963e+02
## `Date Sold`3/5/2008 1.279e+03
## `Date Sold`3/5/2012 5.741e+02
## `Date Sold`3/6/2023 NA
## `Date Sold`3/7/2019 1.275e+03
## `Date Sold`3/8/2022 7.556e+02
## `Date Sold`3/8/2023 6.952e+02
## `Date Sold`4/1/1985 5.960e+02
## `Date Sold`4/11/2014 1.076e+03
## `Date Sold`4/12/2023 6.917e+02
## `Date Sold`4/13/2021 NA
## `Date Sold`4/15/2021 9.453e+02
## `Date Sold`4/15/2022 8.008e+02
## `Date Sold`4/17/2020 9.550e+02
## `Date Sold`4/18/2023 7.640e+02
## `Date Sold`4/19/2022 1.318e+03
## `Date Sold`4/19/2023 8.080e+02
## `Date Sold`4/2/2021 1.472e+03
## `Date Sold`4/20/2017 6.568e+02
## `Date Sold`4/21/2023 7.896e+02
## `Date Sold`4/21/3149 1.181e+03
## `Date Sold`4/26/2022 1.127e+03
## `Date Sold`4/27/2006 1.389e+03
## `Date Sold`4/28/2023 7.274e+02
## `Date Sold`4/29/2005 1.064e+03
## `Date Sold`4/30/1999 9.631e+02
## `Date Sold`4/30/2019 7.202e+02
## `Date Sold`4/30/2021 1.203e+03
## `Date Sold`4/4/2023 8.692e+02
## `Date Sold`4/5/1996 1.025e+03
## `Date Sold`4/9/2020 1.262e+03
## `Date Sold`4/9/2021 7.870e+02
## `Date Sold`5/12/2004 1.287e+03
## `Date Sold`5/12/2022 8.148e+02
## `Date Sold`5/13/1998 9.600e+02
## `Date Sold`5/17/2023 8.096e+02
## `Date Sold`5/18/2022 9.156e+02
## `Date Sold`5/18/2023 6.426e+02
## `Date Sold`5/19/2023 1.410e+03
## `Date Sold`5/2/2023 6.478e+02
## `Date Sold`5/21/2020 7.729e+02
## `Date Sold`5/23/2023 6.050e+02
## `Date Sold`5/26/2022 9.564e+02
## `Date Sold`5/26/2023 6.532e+02
## `Date Sold`5/27/2021 1.017e+03
## `Date Sold`5/27/2022 1.008e+03
## `Date Sold`5/27/2023 6.419e+02
## `Date Sold`5/28/2004 8.812e+02
## `Date Sold`5/29/2015 9.547e+02
## `Date Sold`5/3/2000 8.358e+02
## `Date Sold`5/3/2021 7.981e+02
## `Date Sold`5/3/2022 5.860e+02
## `Date Sold`5/30/2003 7.963e+02
## `Date Sold`5/30/2006 9.712e+02
## `Date Sold`5/31/2022 7.563e+02
## `Date Sold`5/31/2023 5.727e+02
## `Date Sold`5/4/2022 1.293e+03
## `Date Sold`5/5/2023 7.878e+02
## `Date Sold`5/8/2023 1.364e+03
## `Date Sold`6/1/2023 7.384e+02
## `Date Sold`6/12/2023 8.143e+02
## `Date Sold`6/13/2023 5.680e+02
## `Date Sold`6/15/1998 1.242e+03
## `Date Sold`6/15/2022 9.533e+02
## `Date Sold`6/15/2023 9.241e+02
## `Date Sold`6/16/2023 7.459e+02
## `Date Sold`6/17/2022 8.391e+02
## `Date Sold`6/18/2021 1.042e+03
## `Date Sold`6/19/2023 8.249e+02
## `Date Sold`6/20/2016 1.352e+03
## `Date Sold`6/20/2023 9.956e+02
## `Date Sold`6/21/2021 9.770e+02
## `Date Sold`6/21/2023 8.479e+02
## `Date Sold`6/22/2018 6.664e+02
## `Date Sold`6/22/2023 1.193e+03
## `Date Sold`6/23/2022 6.241e+02
## `Date Sold`6/23/2023 9.431e+02
## `Date Sold`6/24/2022 9.768e+02
## `Date Sold`6/25/2021 NA
## `Date Sold`6/27/2023 7.996e+02
## `Date Sold`6/28/2012 7.821e+02
## `Date Sold`6/28/2021 1.017e+03
## `Date Sold`6/29/2005 6.381e+02
## `Date Sold`6/29/2021 6.743e+02
## `Date Sold`6/29/2022 6.295e+02
## `Date Sold`6/30/2021 9.845e+02
## `Date Sold`6/30/2023 5.577e+02
## `Date Sold`6/4/2021 1.270e+03
## `Date Sold`6/5/2023 6.175e+02
## `Date Sold`6/7/2023 9.358e+02
## `Date Sold`6/8/2023 6.664e+02
## `Date Sold`6/9/2022 7.198e+02
## `Date Sold`6/9/2023 4.724e+02
## `Date Sold`7/10/2023 6.657e+02
## `Date Sold`7/11/2022 1.057e+03
## `Date Sold`7/11/2023 1.327e+03
## `Date Sold`7/12/2022 NA
## `Date Sold`7/12/2023 6.881e+02
## `Date Sold`7/14/2023 9.607e+02
## `Date Sold`7/15/2021 9.498e+02
## `Date Sold`7/15/2022 9.604e+02
## `Date Sold`7/16/2004 6.665e+02
## `Date Sold`7/17/2020 9.748e+02
## `Date Sold`7/17/2023 7.406e+02
## `Date Sold`7/2/2021 NA
## `Date Sold`7/20/2021 1.200e+03
## `Date Sold`7/22/2021 1.048e+03
## `Date Sold`7/22/2023 1.603e+03
## `Date Sold`7/24/2023 6.485e+02
## `Date Sold`7/25/2005 9.947e+02
## `Date Sold`7/25/2023 7.993e+02
## `Date Sold`7/26/2019 1.220e+03
## `Date Sold`7/26/2023 7.756e+02
## `Date Sold`7/27/2023 6.765e+02
## `Date Sold`7/28/2003 5.849e+02
## `Date Sold`7/28/2023 8.351e+02
## `Date Sold`7/3/2023 8.084e+02
## `Date Sold`7/30/2015 6.251e+02
## `Date Sold`7/30/2018 6.327e+02
## `Date Sold`7/31/2023 7.157e+02
## `Date Sold`7/5/2013 8.253e+02
## `Date Sold`7/7/2017 5.913e+02
## `Date Sold`7/7/2023 5.409e+02
## `Date Sold`7/8/2022 6.487e+02
## `Date Sold`8/1/2023 7.320e+02
## `Date Sold`8/10/2023 7.709e+02
## `Date Sold`8/11/2023 7.559e+02
## `Date Sold`8/12/2021 1.252e+03
## `Date Sold`8/12/2022 6.487e+02
## `Date Sold`8/14/2019 6.504e+02
## `Date Sold`8/14/2023 7.645e+02
## `Date Sold`8/15/1997 1.383e+03
## `Date Sold`8/15/2022 7.564e+02
## `Date Sold`8/15/2023 8.038e+02
## `Date Sold`8/17/2023 6.155e+02
## `Date Sold`8/18/2022 7.436e+02
## `Date Sold`8/18/2023 6.395e+02
## `Date Sold`8/19/2020 9.895e+02
## `Date Sold`8/2/2015 8.064e+02
## `Date Sold`8/2/2016 1.291e+03
## `Date Sold`8/2/2019 1.389e+03
## `Date Sold`8/2/2021 7.992e+02
## `Date Sold`8/21/2023 5.545e+02
## `Date Sold`8/23/2022 5.751e+02
## `Date Sold`8/24/2005 6.152e+02
## `Date Sold`8/24/2023 6.845e+02
## `Date Sold`8/25/1997 1.131e+03
## `Date Sold`8/25/2023 5.091e+02
## `Date Sold`8/26/2005 8.365e+02
## `Date Sold`8/26/2022 9.734e+02
## `Date Sold`8/27/2021 7.123e+02
## `Date Sold`8/28/2023 7.237e+02
## `Date Sold`8/29/2023 8.202e+02
## `Date Sold`8/3/2023 7.201e+02
## `Date Sold`8/30/2000 7.429e+02
## `Date Sold`8/31/2020 7.956e+02
## `Date Sold`8/31/2023 8.331e+02
## `Date Sold`8/4/2023 6.346e+02
## `Date Sold`8/5/2021 NA
## `Date Sold`8/5/2022 1.010e+03
## `Date Sold`8/6/2021 NA
## `Date Sold`8/7/2017 7.076e+02
## `Date Sold`8/7/2023 9.448e+02
## `Date Sold`8/9/2023 9.700e+02
## `Date Sold`9/1/1991 6.168e+02
## `Date Sold`9/1/2023 7.174e+02
## `Date Sold`9/11/2023 5.869e+02
## `Date Sold`9/12/2023 4.165e+02
## `Date Sold`9/13/2007 8.313e+02
## `Date Sold`9/15/2022 8.369e+02
## `Date Sold`9/15/2023 7.902e+02
## `Date Sold`9/18/2023 5.478e+02
## `Date Sold`9/19/2022 7.213e+02
## `Date Sold`9/19/2023 8.716e+02
## `Date Sold`9/2/2022 1.170e+03
## `Date Sold`9/20/2022 9.118e+02
## `Date Sold`9/22/2022 9.004e+02
## `Date Sold`9/22/2023 1.130e+03
## `Date Sold`9/23/2021 9.516e+02
## `Date Sold`9/23/2022 6.280e+02
## `Date Sold`9/25/2023 5.026e+02
## `Date Sold`9/26/2019 1.015e+03
## `Date Sold`9/26/2023 6.437e+02
## `Date Sold`9/27/2023 5.837e+02
## `Date Sold`9/28/2023 7.989e+02
## `Date Sold`9/29/2021 6.529e+02
## `Date Sold`9/29/2022 7.492e+02
## `Date Sold`9/29/2023 7.177e+02
## `Date Sold`9/30/2021 8.092e+02
## `Date Sold`9/30/2022 7.088e+02
## `Date Sold`9/5/2023 5.833e+02
## `Date Sold`9/6/2023 4.302e+02
## `Date Sold`9/7/2023 3.674e+02
## `Date Sold`9/8/2023 NA
## `Date Sold`9/9/2022 NA
## `Number of Bedrooms` 6.214e+01
## `Number of Bathrooms (add 0.5 for a half bath)`1.5 2.295e+02
## `Number of Bathrooms (add 0.5 for a half bath)`2 1.258e+02
## `Number of Bathrooms (add 0.5 for a half bath)`2.5 2.320e+02
## `Number of Bathrooms (add 0.5 for a half bath)`3 1.425e+02
## `Number of Bathrooms (add 0.5 for a half bath)`3.5 2.913e+02
## `Number of Bathrooms (add 0.5 for a half bath)`4 1.933e+02
## `Number of Bathrooms (add 0.5 for a half bath)`4.5 6.457e+02
## `Number of Bathrooms (add 0.5 for a half bath)`5 2.837e+02
## `Number of Bathrooms (add 0.5 for a half bath)`6 6.845e+02
## `Number of Bathrooms (add 0.5 for a half bath)`7 7.825e+02
## `Number of Bathrooms (add 0.5 for a half bath)`8 1.330e+03
## `Number of Bathrooms (add 0.5 for a half bath)`9 NA
## `Year Built` 1.522e+00
## `Squared Feet` 6.724e-02
## `Lot size (in sqft)`10018 7.491e+02
## `Lot size (in sqft)`10019 NA
## `Lot size (in sqft)`10062 NA
## `Lot size (in sqft)`10105 NA
## `Lot size (in sqft)`101059 9.953e+02
## `Lot size (in sqft)`10149 8.476e+02
## `Lot size (in sqft)`10166 NA
## `Lot size (in sqft)`10167 9.495e+02
## `Lot size (in sqft)`10197 9.001e+02
## `Lot size (in sqft)`10249 9.314e+02
## `Lot size (in sqft)`10280 9.344e+02
## `Lot size (in sqft)`10332 7.926e+02
## `Lot size (in sqft)`10345 9.073e+02
## `Lot size (in sqft)`10367 9.101e+02
## `Lot size (in sqft)`10410 1.496e+03
## `Lot size (in sqft)`10497 8.031e+02
## `Lot size (in sqft)`10498 7.742e+02
## `Lot size (in sqft)`10541 7.841e+02
## `Lot size (in sqft)`10585 NA
## `Lot size (in sqft)`10628 NA
## `Lot size (in sqft)`10725 8.675e+02
## `Lot size (in sqft)`10759 8.044e+02
## `Lot size (in sqft)`10802 8.587e+02
## `Lot size (in sqft)`1085079 NA
## `Lot size (in sqft)`10890 7.230e+02
## `Lot size (in sqft)`109771 1.008e+03
## `Lot size (in sqft)`110642 8.795e+02
## `Lot size (in sqft)`111513 9.144e+02
## `Lot size (in sqft)`11325 9.252e+02
## `Lot size (in sqft)`11326 7.472e+02
## `Lot size (in sqft)`1158 8.729e+02
## `Lot size (in sqft)`11761 7.336e+02
## `Lot size (in sqft)`117611 1.109e+03
## `Lot size (in sqft)`117612 NA
## `Lot size (in sqft)`119354 1.136e+03
## `Lot size (in sqft)`1215 8.739e+02
## `Lot size (in sqft)`12196 7.515e+02
## `Lot size (in sqft)`121968 NA
## `Lot size (in sqft)`12197 7.100e+02
## `Lot size (in sqft)`125452 7.988e+02
## `Lot size (in sqft)`125453 7.950e+02
## `Lot size (in sqft)`12632 7.228e+02
## `Lot size (in sqft)`126760 9.185e+02
## `Lot size (in sqft)`1271 9.390e+02
## `Lot size (in sqft)`127195 NA
## `Lot size (in sqft)`127800 9.228e+02
## `Lot size (in sqft)`12832 8.386e+02
## `Lot size (in sqft)`12917 8.712e+02
## `Lot size (in sqft)`129373 NA
## `Lot size (in sqft)`129809 NA
## `Lot size (in sqft)`1306 NA
## `Lot size (in sqft)`13068 7.073e+02
## `Lot size (in sqft)`130680 NA
## `Lot size (in sqft)`131116 NA
## `Lot size (in sqft)`131551 9.133e+02
## `Lot size (in sqft)`1320 8.718e+02
## `Lot size (in sqft)`132422 2.097e+03
## `Lot size (in sqft)`13503 9.274e+02
## `Lot size (in sqft)`13504 7.376e+02
## `Lot size (in sqft)`1356458 NA
## `Lot size (in sqft)`1360 8.566e+02
## `Lot size (in sqft)`138085 9.217e+02
## `Lot size (in sqft)`13939 7.240e+02
## `Lot size (in sqft)`140698 NA
## `Lot size (in sqft)`1433 9.369e+02
## `Lot size (in sqft)`143748 1.391e+03
## `Lot size (in sqft)`14375 7.017e+02
## `Lot size (in sqft)`14462 NA
## `Lot size (in sqft)`1463 9.066e+02
## `Lot size (in sqft)`14810 7.165e+02
## `Lot size (in sqft)`150717 NA
## `Lot size (in sqft)`15159 NA
## `Lot size (in sqft)`152024 9.701e+02
## `Lot size (in sqft)`15234 9.174e+02
## `Lot size (in sqft)`15246 7.624e+02
## `Lot size (in sqft)`15678 8.541e+02
## `Lot size (in sqft)`15681 NA
## `Lot size (in sqft)`156816 1.025e+03
## `Lot size (in sqft)`15682 7.691e+02
## `Lot size (in sqft)`159429 1.233e+03
## `Lot size (in sqft)`161 9.123e+02
## `Lot size (in sqft)`16117 7.775e+02
## `Lot size (in sqft)`16552 NA
## `Lot size (in sqft)`16553 7.520e+02
## `Lot size (in sqft)`16988 8.723e+02
## `Lot size (in sqft)`171626 8.715e+02
## `Lot size (in sqft)`17424 7.225e+02
## `Lot size (in sqft)`174240 NA
## `Lot size (in sqft)`1742400 1.206e+03
## `Lot size (in sqft)`1785 9.545e+02
## `Lot size (in sqft)`17859 NA
## `Lot size (in sqft)`178596 NA
## `Lot size (in sqft)`1798 8.478e+02
## `Lot size (in sqft)`18000 NA
## `Lot size (in sqft)`18295 7.109e+02
## `Lot size (in sqft)`1833 7.996e+02
## `Lot size (in sqft)`1834 8.378e+02
## `Lot size (in sqft)`18730 NA
## `Lot size (in sqft)`187308 NA
## `Lot size (in sqft)`18731 8.969e+02
## `Lot size (in sqft)`18760 1.028e+03
## `Lot size (in sqft)`1880 9.490e+02
## `Lot size (in sqft)`18990 8.355e+02
## `Lot size (in sqft)`19160 8.650e+02
## `Lot size (in sqft)`19166 7.499e+02
## `Lot size (in sqft)`19295 8.668e+02
## `Lot size (in sqft)`19378 8.714e+02
## `Lot size (in sqft)`194713 9.778e+02
## `Lot size (in sqft)`1960 NA
## `Lot size (in sqft)`19600 7.400e+02
## `Lot size (in sqft)`19602 7.176e+02
## `Lot size (in sqft)`196020 6.372e+02
## `Lot size (in sqft)`19702 8.726e+02
## `Lot size (in sqft)`199069 9.781e+02
## `Lot size (in sqft)`20000 1.132e+03
## `Lot size (in sqft)`20037 7.669e+02
## `Lot size (in sqft)`20038 7.141e+02
## `Lot size (in sqft)`20048 9.056e+02
## `Lot size (in sqft)`201247 1.054e+03
## `Lot size (in sqft)`20145 8.639e+02
## `Lot size (in sqft)`2019 8.457e+02
## `Lot size (in sqft)`2047 9.760e+02
## `Lot size (in sqft)`20473 7.962e+02
## `Lot size (in sqft)`20876 8.385e+02
## `Lot size (in sqft)`20908 8.864e+02
## `Lot size (in sqft)`20909 7.561e+02
## `Lot size (in sqft)`21021 9.523e+02
## `Lot size (in sqft)`213008 9.161e+02
## `Lot size (in sqft)`2134 8.159e+02
## `Lot size (in sqft)`21344 NA
## `Lot size (in sqft)`2178 7.420e+02
## `Lot size (in sqft)`21780 7.834e+02
## `Lot size (in sqft)`217800 8.422e+02
## `Lot size (in sqft)`218236 NA
## `Lot size (in sqft)`218671 NA
## `Lot size (in sqft)`219107 5.774e+02
## `Lot size (in sqft)`220414 NA
## `Lot size (in sqft)`220849 NA
## `Lot size (in sqft)`221285 NA
## `Lot size (in sqft)`22176 8.663e+02
## `Lot size (in sqft)`2221 1.052e+03
## `Lot size (in sqft)`22215 8.312e+02
## `Lot size (in sqft)`22216 6.728e+02
## `Lot size (in sqft)`222592 NA
## `Lot size (in sqft)`223463 NA
## `Lot size (in sqft)`224334 NA
## `Lot size (in sqft)`2262 NA
## `Lot size (in sqft)`2265 NA
## `Lot size (in sqft)`22651 8.682e+02
## `Lot size (in sqft)`2269 8.194e+02
## `Lot size (in sqft)`226947 NA
## `Lot size (in sqft)`2273832 NA
## `Lot size (in sqft)`2287 9.102e+02
## `Lot size (in sqft)`2308 9.734e+02
## `Lot size (in sqft)`23086 8.894e+02
## `Lot size (in sqft)`23087 8.583e+02
## `Lot size (in sqft)`231304 NA
## `Lot size (in sqft)`23522 9.783e+02
## `Lot size (in sqft)`2362 9.071e+02
## `Lot size (in sqft)`2368792 NA
## `Lot size (in sqft)`2374 NA
## `Lot size (in sqft)`238708 1.157e+03
## `Lot size (in sqft)`2395 NA
## `Lot size (in sqft)`23958 8.573e+02
## `Lot size (in sqft)`2416 9.216e+02
## `Lot size (in sqft)`241758 NA
## `Lot size (in sqft)`242629 9.108e+02
## `Lot size (in sqft)`243064 NA
## `Lot size (in sqft)`24394 8.092e+02
## `Lot size (in sqft)`2482 NA
## `Lot size (in sqft)`2500 9.110e+02
## `Lot size (in sqft)`25189 8.979e+02
## `Lot size (in sqft)`25265 8.669e+02
## `Lot size (in sqft)`255697 NA
## `Lot size (in sqft)`25700 8.074e+02
## `Lot size (in sqft)`26136 NA
## `Lot size (in sqft)`264409 7.595e+02
## `Lot size (in sqft)`2657 9.108e+02
## `Lot size (in sqft)`26974 NA
## `Lot size (in sqft)`27002 9.964e+02
## `Lot size (in sqft)`27007 NA
## `Lot size (in sqft)`27442 9.510e+02
## `Lot size (in sqft)`27443 9.285e+02
## `Lot size (in sqft)`2787 9.161e+02
## `Lot size (in sqft)`27878 1.025e+03
## `Lot size (in sqft)`2788 1.022e+03
## `Lot size (in sqft)`2808 8.940e+02
## `Lot size (in sqft)`28314 8.692e+02
## `Lot size (in sqft)`2874 8.542e+02
## `Lot size (in sqft)`28750 NA
## `Lot size (in sqft)`29185 NA
## `Lot size (in sqft)`295772 1.073e+03
## `Lot size (in sqft)`29620 1.291e+03
## `Lot size (in sqft)`296208 NA
## `Lot size (in sqft)`29621 7.908e+02
## `Lot size (in sqft)`29876 8.765e+02
## `Lot size (in sqft)`3000 9.191e+02
## `Lot size (in sqft)`3005 8.387e+02
## `Lot size (in sqft)`30056 7.393e+02
## `Lot size (in sqft)`3006 7.970e+02
## `Lot size (in sqft)`3049 8.903e+02
## `Lot size (in sqft)`30492 NA
## `Lot size (in sqft)`30567 8.294e+02
## `Lot size (in sqft)`3136 NA
## `Lot size (in sqft)`31798 8.450e+02
## `Lot size (in sqft)`31799 NA
## `Lot size (in sqft)`32234 9.165e+02
## `Lot size (in sqft)`3238686 NA
## `Lot size (in sqft)`3240864 NA
## `Lot size (in sqft)`32670 8.508e+02
## `Lot size (in sqft)`3267000 NA
## `Lot size (in sqft)`3292265 NA
## `Lot size (in sqft)`3310 1.052e+03
## `Lot size (in sqft)`3316223 NA
## `Lot size (in sqft)`3320579 NA
## `Lot size (in sqft)`3338874 NA
## `Lot size (in sqft)`334540 1.056e+03
## `Lot size (in sqft)`3345408 NA
## `Lot size (in sqft)`3354 NA
## `Lot size (in sqft)`3378 8.744e+02
## `Lot size (in sqft)`34412 7.915e+02
## `Lot size (in sqft)`3483 NA
## `Lot size (in sqft)`3484 9.907e+02
## `Lot size (in sqft)`34848 7.815e+02
## `Lot size (in sqft)`352400 NA
## `Lot size (in sqft)`35284 8.538e+02
## `Lot size (in sqft)`3571 8.944e+02
## `Lot size (in sqft)`35719 9.797e+02
## `Lot size (in sqft)`3640 9.103e+02
## `Lot size (in sqft)`3659 7.493e+02
## `Lot size (in sqft)`36590 9.773e+02
## `Lot size (in sqft)`3702 NA
## `Lot size (in sqft)`3730914 NA
## `Lot size (in sqft)`3731785 NA
## `Lot size (in sqft)`37461 1.138e+03
## `Lot size (in sqft)`3746160 NA
## `Lot size (in sqft)`37462 NA
## `Lot size (in sqft)`3751387 NA
## `Lot size (in sqft)`3753130 NA
## `Lot size (in sqft)`3789 8.866e+02
## `Lot size (in sqft)`3920 7.827e+02
## `Lot size (in sqft)`393347 NA
## `Lot size (in sqft)`3959 8.895e+02
## `Lot size (in sqft)`3963 NA
## `Lot size (in sqft)`39640 1.505e+03
## `Lot size (in sqft)`3973 NA
## `Lot size (in sqft)`3997 9.517e+02
## `Lot size (in sqft)`4000 9.182e+02
## `Lot size (in sqft)`4003 9.108e+02
## `Lot size (in sqft)`40075 NA
## `Lot size (in sqft)`4008 1.181e+03
## `Lot size (in sqft)`4051 9.148e+02
## `Lot size (in sqft)`4094 NA
## `Lot size (in sqft)`40946 1.040e+03
## `Lot size (in sqft)`4095 NA
## `Lot size (in sqft)`4181 9.824e+02
## `Lot size (in sqft)`4200 NA
## `Lot size (in sqft)`4225 8.510e+02
## `Lot size (in sqft)`4238 7.658e+02
## `Lot size (in sqft)`4268 1.427e+03
## `Lot size (in sqft)`4269 9.425e+02
## `Lot size (in sqft)`43124 NA
## `Lot size (in sqft)`4321 1.131e+03
## `Lot size (in sqft)`4356 7.349e+02
## `Lot size (in sqft)`43560 7.515e+02
## `Lot size (in sqft)`4375 1.170e+03
## `Lot size (in sqft)`4399 1.088e+03
## `Lot size (in sqft)`43995 9.331e+02
## `Lot size (in sqft)`43996 7.967e+02
## `Lot size (in sqft)`44 7.988e+02
## `Lot size (in sqft)`4443 9.031e+02
## `Lot size (in sqft)`4476 1.707e+03
## `Lot size (in sqft)`4486 1.025e+03
## `Lot size (in sqft)`44866 8.827e+02
## `Lot size (in sqft)`45302 NA
## `Lot size (in sqft)`4617 1.013e+03
## `Lot size (in sqft)`46173 8.915e+02
## `Lot size (in sqft)`4704 9.200e+02
## `Lot size (in sqft)`47044 1.106e+03
## `Lot size (in sqft)`4725 1.058e+03
## `Lot size (in sqft)`4748 9.856e+02
## `Lot size (in sqft)`4760 9.471e+02
## `Lot size (in sqft)`4791 7.307e+02
## `Lot size (in sqft)`47916 7.803e+02
## `Lot size (in sqft)`4835 9.659e+02
## `Lot size (in sqft)`4878 8.791e+02
## `Lot size (in sqft)`4922 7.910e+02
## `Lot size (in sqft)`49223 NA
## `Lot size (in sqft)`4966 8.554e+02
## `Lot size (in sqft)`5000 1.033e+03
## `Lot size (in sqft)`5052 8.982e+02
## `Lot size (in sqft)`50530 9.500e+02
## `Lot size (in sqft)`5096 1.014e+03
## `Lot size (in sqft)`50965 1.117e+03
## `Lot size (in sqft)`5140 8.448e+02
## `Lot size (in sqft)`5183 9.031e+02
## `Lot size (in sqft)`51836 9.123e+02
## `Lot size (in sqft)`5184 8.833e+02
## `Lot size (in sqft)`5227 8.322e+02
## `Lot size (in sqft)`52272 1.144e+03
## `Lot size (in sqft)`5270 NA
## `Lot size (in sqft)`52707 NA
## `Lot size (in sqft)`52708 NA
## `Lot size (in sqft)`5314 8.104e+02
## `Lot size (in sqft)`53143 1.267e+03
## `Lot size (in sqft)`5400 1.068e+03
## `Lot size (in sqft)`5401 9.463e+02
## `Lot size (in sqft)`54014 8.793e+02
## `Lot size (in sqft)`5414 8.613e+02
## `Lot size (in sqft)`5439 8.856e+02
## `Lot size (in sqft)`5445 9.136e+02
## `Lot size (in sqft)`5462 8.416e+02
## `Lot size (in sqft)`5488 8.350e+02
## `Lot size (in sqft)`54886 NA
## `Lot size (in sqft)`5547 9.024e+02
## `Lot size (in sqft)`5575 7.477e+02
## `Lot size (in sqft)`55757 8.539e+02
## `Lot size (in sqft)`5600 NA
## `Lot size (in sqft)`5619 7.674e+02
## `Lot size (in sqft)`56192 1.072e+03
## `Lot size (in sqft)`5662 7.467e+02
## `Lot size (in sqft)`56628 9.673e+02
## `Lot size (in sqft)`5663 8.604e+02
## `Lot size (in sqft)`5706 8.068e+02
## `Lot size (in sqft)`5749 1.205e+03
## `Lot size (in sqft)`5760 9.487e+02
## `Lot size (in sqft)`5793 7.898e+02
## `Lot size (in sqft)`5837 8.981e+02
## `Lot size (in sqft)`58370 8.037e+02
## `Lot size (in sqft)`5880 7.597e+02
## `Lot size (in sqft)`5881 8.028e+02
## `Lot size (in sqft)`5915 9.475e+02
## `Lot size (in sqft)`5924 7.773e+02
## `Lot size (in sqft)`5967 7.401e+02
## `Lot size (in sqft)`59677 NA
## `Lot size (in sqft)`598078 1.291e+03
## `Lot size (in sqft)`6000 1.405e+03
## `Lot size (in sqft)`6002 NA
## `Lot size (in sqft)`6011 7.594e+02
## `Lot size (in sqft)`6054 7.569e+02
## `Lot size (in sqft)`6098 7.245e+02
## `Lot size (in sqft)`60984 1.293e+03
## `Lot size (in sqft)`6141 7.421e+02
## `Lot size (in sqft)`6185 9.035e+02
## `Lot size (in sqft)`6229 7.341e+02
## `Lot size (in sqft)`62291 9.692e+02
## `Lot size (in sqft)`6272 8.898e+02
## `Lot size (in sqft)`62726 1.050e+03
## `Lot size (in sqft)`6316 7.666e+02
## `Lot size (in sqft)`63389 8.587e+02
## `Lot size (in sqft)`6446 7.752e+02
## `Lot size (in sqft)`64468 NA
## `Lot size (in sqft)`64469 1.357e+03
## `Lot size (in sqft)`6468 1.124e+03
## `Lot size (in sqft)`6500 6.477e+02
## `Lot size (in sqft)`6534 7.225e+02
## `Lot size (in sqft)`6556216 NA
## `Lot size (in sqft)`6577 7.648e+02
## `Lot size (in sqft)`6578 8.093e+02
## `Lot size (in sqft)`6664 8.749e+02
## `Lot size (in sqft)`66646 8.778e+02
## `Lot size (in sqft)`66647 7.804e+02
## `Lot size (in sqft)`669081 9.557e+02
## `Lot size (in sqft)`6708 NA
## `Lot size (in sqft)`6721 8.659e+02
## `Lot size (in sqft)`6751 7.633e+02
## `Lot size (in sqft)`6752 8.612e+02
## `Lot size (in sqft)`6765 9.664e+02
## `Lot size (in sqft)`67904 NA
## `Lot size (in sqft)`6795 8.963e+02
## `Lot size (in sqft)`6795360 NA
## `Lot size (in sqft)`680842 NA
## `Lot size (in sqft)`6838 8.389e+02
## `Lot size (in sqft)`683892 8.749e+02
## `Lot size (in sqft)`6917 8.574e+02
## `Lot size (in sqft)`6926 8.852e+02
## `Lot size (in sqft)`69260 9.202e+02
## `Lot size (in sqft)`6926040 NA
## `Lot size (in sqft)`6969 7.518e+02
## `Lot size (in sqft)`6969600 NA
## `Lot size (in sqft)`7012 1.013e+03
## `Lot size (in sqft)`7013 7.872e+02
## `Lot size (in sqft)`7022 NA
## `Lot size (in sqft)`7056 9.272e+02
## `Lot size (in sqft)`7100 8.815e+02
## `Lot size (in sqft)`7143 7.750e+02
## `Lot size (in sqft)`7187 8.440e+02
## `Lot size (in sqft)`7200 1.211e+03
## `Lot size (in sqft)`7230 8.546e+02
## `Lot size (in sqft)`7231 7.649e+02
## `Lot size (in sqft)`7274 7.650e+02
## `Lot size (in sqft)`7275 7.162e+02
## `Lot size (in sqft)`7318 8.370e+02
## `Lot size (in sqft)`7361 NA
## `Lot size (in sqft)`73616 NA
## `Lot size (in sqft)`7400 NA
## `Lot size (in sqft)`7405 6.903e+02
## `Lot size (in sqft)`7448 7.701e+02
## `Lot size (in sqft)`7492 7.243e+02
## `Lot size (in sqft)`74923 NA
## `Lot size (in sqft)`7501 7.560e+02
## `Lot size (in sqft)`7535 7.201e+02
## `Lot size (in sqft)`7578 9.228e+02
## `Lot size (in sqft)`7579 7.762e+02
## `Lot size (in sqft)`7596 NA
## `Lot size (in sqft)`7660 1.010e+03
## `Lot size (in sqft)`7666 7.772e+02
## `Lot size (in sqft)`7700 8.777e+02
## `Lot size (in sqft)`7710 8.866e+02
## `Lot size (in sqft)`77101 1.160e+03
## `Lot size (in sqft)`7731 9.116e+02
## `Lot size (in sqft)`7753 7.570e+02
## `Lot size (in sqft)`7788 9.666e+02
## `Lot size (in sqft)`779 9.199e+02
## `Lot size (in sqft)`7797 NA
## `Lot size (in sqft)`77972 8.140e+02
## `Lot size (in sqft)`7799 8.936e+02
## `Lot size (in sqft)`7800 8.391e+02
## `Lot size (in sqft)`7801 NA
## `Lot size (in sqft)`7802 NA
## `Lot size (in sqft)`7840 7.913e+02
## `Lot size (in sqft)`7884 9.264e+02
## `Lot size (in sqft)`7927 7.209e+02
## `Lot size (in sqft)`7928 8.480e+02
## `Lot size (in sqft)`7949 8.927e+02
## `Lot size (in sqft)`7971 7.791e+02
## `Lot size (in sqft)`797583 NA
## `Lot size (in sqft)`8015 9.097e+02
## `Lot size (in sqft)`8058 8.414e+02
## `Lot size (in sqft)`8100 8.655e+02
## `Lot size (in sqft)`8102 8.053e+02
## `Lot size (in sqft)`81022 9.685e+02
## `Lot size (in sqft)`8145 9.174e+02
## `Lot size (in sqft)`8189 7.689e+02
## `Lot size (in sqft)`819 7.611e+02
## `Lot size (in sqft)`8232 8.665e+02
## `Lot size (in sqft)`82328 NA
## `Lot size (in sqft)`8276 7.556e+02
## `Lot size (in sqft)`8319 9.851e+02
## `Lot size (in sqft)`8363 6.189e+02
## `Lot size (in sqft)`83635 NA
## `Lot size (in sqft)`8398 NA
## `Lot size (in sqft)`8407 NA
## `Lot size (in sqft)`8450 9.097e+02
## `Lot size (in sqft)`84506 9.363e+02
## `Lot size (in sqft)`8494 3.051e+04
## `Lot size (in sqft)`8538 8.749e+02
## `Lot size (in sqft)`8581 9.243e+02
## `Lot size (in sqft)`8581320 NA
## `Lot size (in sqft)`8624 8.502e+02
## `Lot size (in sqft)`8625 8.328e+02
## `Lot size (in sqft)`8668 1.015e+03
## `Lot size (in sqft)`8712 7.200e+02
## `Lot size (in sqft)`87120 1.218e+03
## `Lot size (in sqft)`8751 9.108e+02
## `Lot size (in sqft)`87555 NA
## `Lot size (in sqft)`8769 9.428e+02
## `Lot size (in sqft)`87991 1.327e+03
## `Lot size (in sqft)`8842 7.973e+02
## `Lot size (in sqft)`8886 NA
## `Lot size (in sqft)`8929 NA
## `Lot size (in sqft)`8973 NA
## `Lot size (in sqft)`9016 8.380e+02
## `Lot size (in sqft)`90169 NA
## `Lot size (in sqft)`9060 6.994e+02
## `Lot size (in sqft)`9086 NA
## `Lot size (in sqft)`9104 8.303e+02
## `Lot size (in sqft)`9104040 NA
## `Lot size (in sqft)`9143 1.793e+03
## `Lot size (in sqft)`9147 7.365e+02
## `Lot size (in sqft)`9169 7.685e+02
## `Lot size (in sqft)`9191 7.739e+02
## `Lot size (in sqft)`9204 NA
## `Lot size (in sqft)`9309208 NA
## `Lot size (in sqft)`9321 NA
## `Lot size (in sqft)`9350154 NA
## `Lot size (in sqft)`9365 7.344e+02
## `Lot size (in sqft)`9408 7.786e+02
## `Lot size (in sqft)`9452 9.179e+02
## `Lot size (in sqft)`9461 NA
## `Lot size (in sqft)`9469 NA
## `Lot size (in sqft)`9480 NA
## `Lot size (in sqft)`9496080 NA
## `Lot size (in sqft)`94961 9.710e+02
## `Lot size (in sqft)`9539 8.140e+02
## `Lot size (in sqft)`9583 7.701e+02
## `Lot size (in sqft)`9626 NA
## `Lot size (in sqft)`9654 9.321e+02
## `Lot size (in sqft)`9670 8.553e+02
## `Lot size (in sqft)`9675 9.151e+02
## `Lot size (in sqft)`9713 NA
## `Lot size (in sqft)`9757 7.998e+02
## `Lot size (in sqft)`9792 1.311e+03
## `Lot size (in sqft)`9801 6.534e+02
## `Lot size (in sqft)`98010 8.786e+02
## `Lot size (in sqft)`9864 NA
## `Lot size (in sqft)`9888 7.928e+02
## `Number of Parking Spots`2 9.127e+01
## `Number of Parking Spots`3 1.808e+02
## `Number of Parking Spots`4 2.817e+02
## `Number of Parking Spots`5 7.661e+02
## `Number of Parking Spots`6 5.448e+02
## `Number of Parking Spots`7 NA
## `Number of Parking Spots`8 NA
## age NA
## Zip.Code40047 NA
## Zip.Code40056 NA
## Zip.Code40059 NA
## Zip.Code40065 NA
## Zip.Code40068 NA
## Zip.Code40165 NA
## Zip.Code40229 NA
## Zip.Code40299 NA
## Zip.Code41017 NA
## Zip.Code41143 NA
## Zip.Code43004 NA
## Zip.Code43015 NA
## Zip.Code43017 NA
## Zip.Code43081 NA
## Zip.Code43116 NA
## Zip.Code43123 NA
## Zip.Code43140 NA
## Zip.Code43221 NA
## Zip.Code43230 NA
## Zip.Code43762 NA
## Zip.Code43787 NA
## Zip.Code43844 NA
## Zip.Code44030 NA
## Zip.Code44047 NA
## Zip.Code44460 NA
## Zip.Code44601 NA
## Zip.Code44907 NA
## Zip.Code45002 NA
## Zip.Code45014 NA
## Zip.Code45030 NA
## Zip.Code45036 NA
## Zip.Code45039 NA
## Zip.Code45040 NA
## Zip.Code45042 NA
## Zip.Code45044 NA
## Zip.Code45052 NA
## Zip.Code45053 NA
## Zip.Code45102 NA
## Zip.Code45103 NA
## Zip.Code45133 NA
## Zip.Code45140 NA
## Zip.Code45150 NA
## Zip.Code45152 NA
## Zip.Code45157 NA
## Zip.Code45174 NA
## Zip.Code45202 NA
## Zip.Code45203 NA
## Zip.Code45204 NA
## Zip.Code45205 NA
## Zip.Code45206 NA
## Zip.Code45207 NA
## Zip.Code45208 NA
## Zip.Code45209 NA
## Zip.Code45211 NA
## Zip.Code45212 NA
## Zip.Code45213 NA
## Zip.Code45214 NA
## Zip.Code45215 NA
## Zip.Code45216 NA
## Zip.Code45218 NA
## Zip.Code45219 NA
## Zip.Code45220 NA
## Zip.Code45223 NA
## Zip.Code45224 NA
## Zip.Code45225 NA
## Zip.Code45226 NA
## Zip.Code45227 NA
## Zip.Code45229 NA
## Zip.Code45230 NA
## Zip.Code45231 NA
## Zip.Code45232 NA
## Zip.Code45233 NA
## Zip.Code45236 NA
## Zip.Code45237 NA
## Zip.Code45238 NA
## Zip.Code45239 NA
## Zip.Code45240 NA
## Zip.Code45241 NA
## Zip.Code45242 NA
## Zip.Code45243 NA
## Zip.Code45244 NA
## Zip.Code45245 NA
## Zip.Code45246 NA
## Zip.Code45247 NA
## Zip.Code45248 NA
## Zip.Code45249 NA
## Zip.Code45251 NA
## Zip.Code45252 NA
## Zip.Code45255 NA
## Zip.Code45266 NA
## Zip.Code45503 NA
## Zip.Code45678 NA
## Zip.Code45682 NA
## Zip.Code45686 NA
## Zip.Code45688 NA
## Zip.Code45693 NA
## Zip.Code45723 NA
## Zip.Code46032 NA
## Zip.Code46158 NA
## Zip.Code46217 NA
## Zip.Code46227 NA
## Zip.Code46254 NA
## Zip.Code46256 NA
## Zip.Code46259 NA
## Zip.Code47246 NA
## Zip.Code8/2/2023 NA
## Number.of.Bedrooms NA
## Number.of.Bathrooms..add.0.5.for.a.half.bath. NA
## Squared.Feet NA
## Lot.size..in.sqft. NA
## Number.of.Parking.Spots NA
## t value
## (Intercept) -4.808
## `Student Contributor Name`Aditya Raj Singhal 0.019
## `Student Contributor Name`Ajay Mahato -0.531
## `Student Contributor Name`Anil Palazzo -0.676
## `Student Contributor Name`Archana Basnett -1.757
## `Student Contributor Name`Bhargav Sreepathi -1.301
## `Student Contributor Name`Catherine Ngothi 0.541
## `Student Contributor Name`Caylee Rosa 0.827
## `Student Contributor Name`David Dickens -0.274
## `Student Contributor Name`Derek Schult -3.923
## `Student Contributor Name`Dominic DiSalvo -0.286
## `Student Contributor Name`Dwijesh Bharadwaj Kuppahalli Krishnamurthy 0.869
## `Student Contributor Name`Georgia Croci -1.068
## `Student Contributor Name`He Yang -1.128
## `Student Contributor Name`Heather Stoffer -0.911
## `Student Contributor Name`Hrishikesh Anil Patil 0.924
## `Student Contributor Name`Hunter Jessee 0.032
## `Student Contributor Name`Ishaan Chaudhari 1.342
## `Student Contributor Name`Jadyn Bauss -0.797
## `Student Contributor Name`Jameson Zink -1.322
## `Student Contributor Name`Jayavardhan Reddy Mallu -2.285
## `Student Contributor Name`Jessie Beyrer -0.265
## `Student Contributor Name`Josh Moermond -1.095
## `Student Contributor Name`Josie Wittwer 0.662
## `Student Contributor Name`Kijung Lee -0.714
## `Student Contributor Name`Kory Bailey -0.551
## `Student Contributor Name`Lokesh Rudravalambi Suresh -2.117
## `Student Contributor Name`Manan Sharma -0.701
## `Student Contributor Name`Mark Manibusan -0.019
## `Student Contributor Name`Matt Guido -0.131
## `Student Contributor Name`Miranda Knisley -0.346
## `Student Contributor Name`Mohammed Tahir Madni Mohammed -2.618
## `Student Contributor Name`Nathan Poeppelman -0.154
## `Student Contributor Name`Nicole Baker 1.139
## `Student Contributor Name`Nikhil Sai Kumar Runku -0.782
## `Student Contributor Name`Nikhita Veluri 0.708
## `Student Contributor Name`Nishit Raj 0.448
## `Student Contributor Name`Pimlapas Kumkerd -0.273
## `Student Contributor Name`Prashant Mukesh Gupta -0.919
## `Student Contributor Name`Qinghua Huang -0.027
## `Student Contributor Name`Rachael Rahe -0.830
## `Student Contributor Name`Ramvyasa Thavasiraj -1.349
## `Student Contributor Name`Ranjay Bose -0.306
## `Student Contributor Name`Robin Verdon -0.287
## `Student Contributor Name`Sai Shivani Aahwanika Maddi Lakshmi 0.113
## `Student Contributor Name`Sarah Schaefer 1.901
## `Student Contributor Name`Sergio Mateo 0.051
## `Student Contributor Name`Shivani Pilli -0.185
## `Student Contributor Name`Shreyas Nadig -0.172
## `Student Contributor Name`Srikar Kudumula -1.080
## `Student Contributor Name`Stewart Shumrick 0.571
## `Student Contributor Name`Surya Sanjay Bandari -0.272
## `Student Contributor Name`William Treutel -1.878
## `Student Contributor Name`Zachary Durst -0.193
## `Zip Code`40047 -0.627
## `Zip Code`40056 -2.230
## `Zip Code`40059 -0.600
## `Zip Code`40065 -0.289
## `Zip Code`40068 -0.977
## `Zip Code`40165 -0.063
## `Zip Code`40229 -2.275
## `Zip Code`40299 -1.844
## `Zip Code`41017 0.532
## `Zip Code`41143 -1.852
## `Zip Code`43004 3.455
## `Zip Code`43015 -0.866
## `Zip Code`43017 7.414
## `Zip Code`43081 -0.124
## `Zip Code`43116 -1.528
## `Zip Code`43123 -0.988
## `Zip Code`43140 -0.447
## `Zip Code`43221 -1.485
## `Zip Code`43230 1.180
## `Zip Code`43762 -0.681
## `Zip Code`43787 -0.768
## `Zip Code`43844 -1.253
## `Zip Code`44030 -0.501
## `Zip Code`44047 -0.613
## `Zip Code`44460 -0.355
## `Zip Code`44601 -0.745
## `Zip Code`44907 -1.920
## `Zip Code`45002 -0.951
## `Zip Code`45014 -0.988
## `Zip Code`45030 -1.485
## `Zip Code`45036 -0.238
## `Zip Code`45039 0.076
## `Zip Code`45040 -0.339
## `Zip Code`45042 0.069
## `Zip Code`45044 -1.285
## `Zip Code`45052 0.517
## `Zip Code`45053 -2.791
## `Zip Code`45102 -1.067
## `Zip Code`45103 -1.313
## `Zip Code`45133 -0.047
## `Zip Code`45140 6.980
## `Zip Code`45150 -0.392
## `Zip Code`45152 NA
## `Zip Code`45157 -1.287
## `Zip Code`45174 -1.136
## `Zip Code`45202 0.698
## `Zip Code`45203 0.118
## `Zip Code`45204 -0.004
## `Zip Code`45205 -1.138
## `Zip Code`45206 0.764
## `Zip Code`45207 0.372
## `Zip Code`45208 0.027
## `Zip Code`45209 0.847
## `Zip Code`45211 -0.565
## `Zip Code`45212 -0.050
## `Zip Code`45213 0.533
## `Zip Code`45214 -2.595
## `Zip Code`45215 -0.169
## `Zip Code`45216 -1.099
## `Zip Code`45218 -0.661
## `Zip Code`45219 0.403
## `Zip Code`45220 0.105
## `Zip Code`45223 -0.874
## `Zip Code`45224 -0.700
## `Zip Code`45225 -3.237
## `Zip Code`45226 0.479
## `Zip Code`45227 0.883
## `Zip Code`45229 -1.202
## `Zip Code`45230 -0.029
## `Zip Code`45231 -0.725
## `Zip Code`45232 0.058
## `Zip Code`45233 -0.629
## `Zip Code`45236 -0.017
## `Zip Code`45237 -1.009
## `Zip Code`45238 -0.969
## `Zip Code`45239 -0.645
## `Zip Code`45240 -1.538
## `Zip Code`45241 -0.138
## `Zip Code`45242 -0.125
## `Zip Code`45243 0.878
## `Zip Code`45244 -1.382
## `Zip Code`45245 -0.088
## `Zip Code`45246 -0.634
## `Zip Code`45247 0.119
## `Zip Code`45248 -0.560
## `Zip Code`45249 0.561
## `Zip Code`45251 -0.852
## `Zip Code`45252 0.084
## `Zip Code`45255 0.654
## `Zip Code`45266 -0.125
## `Zip Code`45503 -0.988
## `Zip Code`45678 -0.794
## `Zip Code`45682 -1.423
## `Zip Code`45686 -1.635
## `Zip Code`45688 -1.676
## `Zip Code`45693 -0.211
## `Zip Code`45723 -0.724
## `Zip Code`46032 -0.765
## `Zip Code`46158 -1.636
## `Zip Code`46217 -1.051
## `Zip Code`46227 -1.907
## `Zip Code`46254 -1.780
## `Zip Code`46256 -3.717
## `Zip Code`46259 -0.493
## `Zip Code`47246 -1.876
## `Zip Code`8/2/2023 5.020
## `Price Sold` 2937.880
## `Date Sold`1/10/2023 -0.857
## `Date Sold`1/10/2024 1.153
## `Date Sold`1/11/2024 1.986
## `Date Sold`1/12/2024 1.534
## `Date Sold`1/13/2022 7.249
## `Date Sold`1/14/2003 1.527
## `Date Sold`1/15/2024 0.523
## `Date Sold`1/16/2024 -0.341
## `Date Sold`1/19/2022 -1.653
## `Date Sold`1/2/2024 -0.227
## `Date Sold`1/25/2024 1.027
## `Date Sold`1/27/2020 2.154
## `Date Sold`1/28/2021 -4.298
## `Date Sold`1/28/2022 -1.661
## `Date Sold`1/3/2022 -1.410
## `Date Sold`1/3/2024 0.844
## `Date Sold`1/4/2021 4.370
## `Date Sold`1/4/2022 6.563
## `Date Sold`1/4/2024 3.638
## `Date Sold`1/5/2024 1.857
## `Date Sold`1/8/2014 1.159
## `Date Sold`1/8/2024 0.776
## `Date Sold`1/9/2024 0.613
## `Date Sold`10/1/2007 0.089
## `Date Sold`10/10/2022 -0.276
## `Date Sold`10/10/2023 1.185
## `Date Sold`10/12/2021 -18.829
## `Date Sold`10/12/2023 0.949
## `Date Sold`10/13/2023 3.339
## `Date Sold`10/14/2022 NA
## `Date Sold`10/16/2023 -0.265
## `Date Sold`10/17/2023 2.347
## `Date Sold`10/18/2002 3.598
## `Date Sold`10/18/2019 2.173
## `Date Sold`10/18/2023 1.928
## `Date Sold`10/2/2023 0.127
## `Date Sold`10/20/2021 -0.795
## `Date Sold`10/20/2022 0.577
## `Date Sold`10/20/2023 1.474
## `Date Sold`10/21/2022 -0.150
## `Date Sold`10/24/2022 0.037
## `Date Sold`10/25/2018 1.091
## `Date Sold`10/25/2021 NA
## `Date Sold`10/25/2023 1.862
## `Date Sold`10/26/2023 1.948
## `Date Sold`10/27/2016 0.375
## `Date Sold`10/27/2023 3.360
## `Date Sold`10/29/2010 -1.638
## `Date Sold`10/29/2020 -0.156
## `Date Sold`10/3/2022 2.207
## `Date Sold`10/3/2023 0.392
## `Date Sold`10/30/2023 -0.734
## `Date Sold`10/31/2022 1.540
## `Date Sold`10/31/2023 0.198
## `Date Sold`10/4/2022 0.235
## `Date Sold`10/4/2023 1.242
## `Date Sold`10/5/2023 1.072
## `Date Sold`10/6/2021 1.710
## `Date Sold`10/6/2022 2.337
## `Date Sold`10/6/2023 -0.141
## `Date Sold`10/7/2022 1.343
## `Date Sold`10/9/2023 -1.702
## `Date Sold`11/1/2021 1.718
## `Date Sold`11/1/2023 0.551
## `Date Sold`11/10/2022 0.089
## `Date Sold`11/10/2023 1.059
## `Date Sold`11/13/2023 -1.156
## `Date Sold`11/14/2022 1.871
## `Date Sold`11/14/2023 0.406
## `Date Sold`11/15/2023 0.750
## `Date Sold`11/16/2023 2.333
## `Date Sold`11/17/2023 0.253
## `Date Sold`11/18/2022 2.207
## `Date Sold`11/19/2021 1.934
## `Date Sold`11/2/2021 -8.302
## `Date Sold`11/2/2023 -1.426
## `Date Sold`11/20/2023 -1.543
## `Date Sold`11/21/2000 -2.814
## `Date Sold`11/21/2019 -0.031
## `Date Sold`11/21/2023 1.318
## `Date Sold`11/22/2022 0.083
## `Date Sold`11/22/2023 -2.022
## `Date Sold`11/23/2015 2.771
## `Date Sold`11/24/2023 -0.942
## `Date Sold`11/27/2023 -0.308
## `Date Sold`11/28/2023 -0.378
## `Date Sold`11/29/2021 1.364
## `Date Sold`11/29/2023 1.404
## `Date Sold`11/3/2021 -0.107
## `Date Sold`11/3/2023 2.365
## `Date Sold`11/30/2023 0.221
## `Date Sold`11/4/2022 -0.192
## `Date Sold`11/6/2023 -1.402
## `Date Sold`11/7/2023 -1.358
## `Date Sold`11/8/2021 NA
## `Date Sold`11/8/2023 0.451
## `Date Sold`11/9/2023 1.060
## `Date Sold`12/1/2023 -0.641
## `Date Sold`12/10/2023 1.094
## `Date Sold`12/11/2023 2.987
## `Date Sold`12/12/2023 -0.153
## `Date Sold`12/13/2021 2.085
## `Date Sold`12/13/2023 1.240
## `Date Sold`12/14/2018 -0.610
## `Date Sold`12/14/2023 0.479
## `Date Sold`12/15/2021 1.106
## `Date Sold`12/15/2023 -1.625
## `Date Sold`12/16/2013 0.969
## `Date Sold`12/16/2022 -0.474
## `Date Sold`12/18/2023 2.689
## `Date Sold`12/19/2023 0.975
## `Date Sold`12/20/2018 -0.056
## `Date Sold`12/20/2023 0.145
## `Date Sold`12/21/2005 1.149
## `Date Sold`12/21/2012 -1.953
## `Date Sold`12/21/2021 2.522
## `Date Sold`12/21/2023 2.281
## `Date Sold`12/22/2023 2.228
## `Date Sold`12/23/2013 -0.636
## `Date Sold`12/26/2023 2.427
## `Date Sold`12/27/2023 1.135
## `Date Sold`12/28/2021 2.962
## `Date Sold`12/28/2023 0.908
## `Date Sold`12/29/2023 1.471
## `Date Sold`12/3/1999 -1.514
## `Date Sold`12/30/2016 0.507
## `Date Sold`12/4/2017 -0.364
## `Date Sold`12/4/2023 -0.125
## `Date Sold`12/5/2023 1.658
## `Date Sold`12/6/2019 0.460
## `Date Sold`12/6/2022 1.612
## `Date Sold`12/6/2023 0.277
## `Date Sold`12/7/2022 1.591
## `Date Sold`12/7/2023 1.974
## `Date Sold`12/8/2023 -0.032
## `Date Sold`12/9/2022 NA
## `Date Sold`12/9/2023 2.889
## `Date Sold`2/1/2021 1.937
## `Date Sold`2/10/2022 NA
## `Date Sold`2/11/2022 -0.456
## `Date Sold`2/12/2021 -0.164
## `Date Sold`2/14/2019 1.020
## `Date Sold`2/17/2023 0.393
## `Date Sold`2/2/2022 1.030
## `Date Sold`2/2/2023 -0.066
## `Date Sold`2/20/2015 -1.846
## `Date Sold`2/21/2023 -1.310
## `Date Sold`2/22/2023 0.096
## `Date Sold`2/24/2021 NA
## `Date Sold`2/24/2023 1.252
## `Date Sold`2/25/1998 -2.092
## `Date Sold`2/26/2021 -0.073
## `Date Sold`2/5/2021 5.328
## `Date Sold`2/7/2023 0.629
## `Date Sold`2/9/2023 NA
## `Date Sold`3/1/2023 2.602
## `Date Sold`3/10/2023 0.047
## `Date Sold`3/16/2018 2.629
## `Date Sold`3/17/2023 -0.752
## `Date Sold`3/18/2023 -4.195
## `Date Sold`3/24/2009 0.945
## `Date Sold`3/24/2023 -2.407
## `Date Sold`3/26/2021 -0.177
## `Date Sold`3/27/2023 0.034
## `Date Sold`3/28/2023 -0.399
## `Date Sold`3/3/2023 0.807
## `Date Sold`3/30/2001 1.786
## `Date Sold`3/30/2021 -6.291
## `Date Sold`3/31/2015 0.429
## `Date Sold`3/31/2021 0.506
## `Date Sold`3/31/2022 3.021
## `Date Sold`3/5/2008 2.295
## `Date Sold`3/5/2012 4.034
## `Date Sold`3/6/2023 NA
## `Date Sold`3/7/2019 2.192
## `Date Sold`3/8/2022 0.622
## `Date Sold`3/8/2023 -1.745
## `Date Sold`4/1/1985 1.654
## `Date Sold`4/11/2014 -1.411
## `Date Sold`4/12/2023 1.788
## `Date Sold`4/13/2021 NA
## `Date Sold`4/15/2021 1.053
## `Date Sold`4/15/2022 1.161
## `Date Sold`4/17/2020 1.243
## `Date Sold`4/18/2023 0.310
## `Date Sold`4/19/2022 1.493
## `Date Sold`4/19/2023 -6.026
## `Date Sold`4/2/2021 3.968
## `Date Sold`4/20/2017 0.803
## `Date Sold`4/21/2023 1.703
## `Date Sold`4/21/3149 7.752
## `Date Sold`4/26/2022 11.286
## `Date Sold`4/27/2006 3.239
## `Date Sold`4/28/2023 -0.201
## `Date Sold`4/29/2005 -0.739
## `Date Sold`4/30/1999 -0.638
## `Date Sold`4/30/2019 0.397
## `Date Sold`4/30/2021 4.785
## `Date Sold`4/4/2023 -2.145
## `Date Sold`4/5/1996 -0.748
## `Date Sold`4/9/2020 3.169
## `Date Sold`4/9/2021 1.967
## `Date Sold`5/12/2004 2.069
## `Date Sold`5/12/2022 -2.097
## `Date Sold`5/13/1998 -0.889
## `Date Sold`5/17/2023 -0.824
## `Date Sold`5/18/2022 2.064
## `Date Sold`5/18/2023 1.079
## `Date Sold`5/19/2023 2.687
## `Date Sold`5/2/2023 -0.518
## `Date Sold`5/21/2020 -2.733
## `Date Sold`5/23/2023 1.329
## `Date Sold`5/26/2022 0.678
## `Date Sold`5/26/2023 1.752
## `Date Sold`5/27/2021 1.854
## `Date Sold`5/27/2022 3.494
## `Date Sold`5/27/2023 0.221
## `Date Sold`5/28/2004 -2.190
## `Date Sold`5/29/2015 -0.572
## `Date Sold`5/3/2000 0.621
## `Date Sold`5/3/2021 0.825
## `Date Sold`5/3/2022 7.304
## `Date Sold`5/30/2003 0.213
## `Date Sold`5/30/2006 0.451
## `Date Sold`5/31/2022 -0.062
## `Date Sold`5/31/2023 -0.346
## `Date Sold`5/4/2022 2.756
## `Date Sold`5/5/2023 1.693
## `Date Sold`5/8/2023 3.456
## `Date Sold`6/1/2023 0.623
## `Date Sold`6/12/2023 0.926
## `Date Sold`6/13/2023 2.970
## `Date Sold`6/15/1998 1.969
## `Date Sold`6/15/2022 0.764
## `Date Sold`6/15/2023 0.598
## `Date Sold`6/16/2023 0.645
## `Date Sold`6/17/2022 -0.438
## `Date Sold`6/18/2021 -18.246
## `Date Sold`6/19/2023 3.934
## `Date Sold`6/20/2016 2.360
## `Date Sold`6/20/2023 1.687
## `Date Sold`6/21/2021 -0.163
## `Date Sold`6/21/2023 2.962
## `Date Sold`6/22/2018 1.961
## `Date Sold`6/22/2023 -0.002
## `Date Sold`6/23/2022 -1.034
## `Date Sold`6/23/2023 -5.225
## `Date Sold`6/24/2022 1.024
## `Date Sold`6/25/2021 NA
## `Date Sold`6/27/2023 1.932
## `Date Sold`6/28/2012 0.061
## `Date Sold`6/28/2021 1.769
## `Date Sold`6/29/2005 5.079
## `Date Sold`6/29/2021 0.972
## `Date Sold`6/29/2022 0.284
## `Date Sold`6/30/2021 -11.449
## `Date Sold`6/30/2023 0.707
## `Date Sold`6/4/2021 2.154
## `Date Sold`6/5/2023 2.299
## `Date Sold`6/7/2023 2.564
## `Date Sold`6/8/2023 -0.880
## `Date Sold`6/9/2022 -0.565
## `Date Sold`6/9/2023 2.525
## `Date Sold`7/10/2023 3.711
## `Date Sold`7/11/2022 0.679
## `Date Sold`7/11/2023 8.316
## `Date Sold`7/12/2022 NA
## `Date Sold`7/12/2023 2.055
## `Date Sold`7/14/2023 1.399
## `Date Sold`7/15/2021 2.145
## `Date Sold`7/15/2022 4.364
## `Date Sold`7/16/2004 -0.565
## `Date Sold`7/17/2020 1.707
## `Date Sold`7/17/2023 0.367
## `Date Sold`7/2/2021 NA
## `Date Sold`7/20/2021 3.734
## `Date Sold`7/22/2021 5.281
## `Date Sold`7/22/2023 1.610
## `Date Sold`7/24/2023 -0.461
## `Date Sold`7/25/2005 1.245
## `Date Sold`7/25/2023 1.377
## `Date Sold`7/26/2019 1.890
## `Date Sold`7/26/2023 0.856
## `Date Sold`7/27/2023 -0.859
## `Date Sold`7/28/2003 4.920
## `Date Sold`7/28/2023 2.084
## `Date Sold`7/3/2023 0.407
## `Date Sold`7/30/2015 -1.414
## `Date Sold`7/30/2018 3.390
## `Date Sold`7/31/2023 1.867
## `Date Sold`7/5/2013 -0.040
## `Date Sold`7/7/2017 0.676
## `Date Sold`7/7/2023 1.955
## `Date Sold`7/8/2022 -1.024
## `Date Sold`8/1/2023 0.531
## `Date Sold`8/10/2023 2.908
## `Date Sold`8/11/2023 0.554
## `Date Sold`8/12/2021 3.553
## `Date Sold`8/12/2022 -0.466
## `Date Sold`8/14/2019 3.139
## `Date Sold`8/14/2023 1.519
## `Date Sold`8/15/1997 3.313
## `Date Sold`8/15/2022 -3.706
## `Date Sold`8/15/2023 -1.270
## `Date Sold`8/17/2023 2.142
## `Date Sold`8/18/2022 -0.576
## `Date Sold`8/18/2023 1.184
## `Date Sold`8/19/2020 0.491
## `Date Sold`8/2/2015 -1.033
## `Date Sold`8/2/2016 3.826
## `Date Sold`8/2/2019 1.855
## `Date Sold`8/2/2021 1.036
## `Date Sold`8/21/2023 0.506
## `Date Sold`8/23/2022 -0.382
## `Date Sold`8/24/2005 1.009
## `Date Sold`8/24/2023 1.987
## `Date Sold`8/25/1997 -1.435
## `Date Sold`8/25/2023 0.924
## `Date Sold`8/26/2005 1.074
## `Date Sold`8/26/2022 1.805
## `Date Sold`8/27/2021 1.097
## `Date Sold`8/28/2023 1.512
## `Date Sold`8/29/2023 0.608
## `Date Sold`8/3/2023 2.900
## `Date Sold`8/30/2000 -0.771
## `Date Sold`8/31/2020 0.544
## `Date Sold`8/31/2023 0.698
## `Date Sold`8/4/2023 -1.275
## `Date Sold`8/5/2021 NA
## `Date Sold`8/5/2022 5.804
## `Date Sold`8/6/2021 NA
## `Date Sold`8/7/2017 -1.566
## `Date Sold`8/7/2023 0.967
## `Date Sold`8/9/2023 1.850
## `Date Sold`9/1/1991 -1.994
## `Date Sold`9/1/2023 0.998
## `Date Sold`9/11/2023 1.358
## `Date Sold`9/12/2023 1.455
## `Date Sold`9/13/2007 -1.201
## `Date Sold`9/15/2022 0.053
## `Date Sold`9/15/2023 -1.337
## `Date Sold`9/18/2023 -1.126
## `Date Sold`9/19/2022 -7.133
## `Date Sold`9/19/2023 0.166
## `Date Sold`9/2/2022 -0.316
## `Date Sold`9/20/2022 2.148
## `Date Sold`9/22/2022 2.284
## `Date Sold`9/22/2023 10.645
## `Date Sold`9/23/2021 -1.901
## `Date Sold`9/23/2022 -0.618
## `Date Sold`9/25/2023 2.779
## `Date Sold`9/26/2019 1.339
## `Date Sold`9/26/2023 2.849
## `Date Sold`9/27/2023 0.880
## `Date Sold`9/28/2023 3.678
## `Date Sold`9/29/2021 0.053
## `Date Sold`9/29/2022 -0.690
## `Date Sold`9/29/2023 -1.185
## `Date Sold`9/30/2021 -1.847
## `Date Sold`9/30/2022 -0.072
## `Date Sold`9/5/2023 -0.051
## `Date Sold`9/6/2023 -1.436
## `Date Sold`9/7/2023 2.624
## `Date Sold`9/8/2023 NA
## `Date Sold`9/9/2022 NA
## `Number of Bedrooms` 1.645
## `Number of Bathrooms (add 0.5 for a half bath)`1.5 3.652
## `Number of Bathrooms (add 0.5 for a half bath)`2 4.025
## `Number of Bathrooms (add 0.5 for a half bath)`2.5 2.548
## `Number of Bathrooms (add 0.5 for a half bath)`3 3.860
## `Number of Bathrooms (add 0.5 for a half bath)`3.5 1.002
## `Number of Bathrooms (add 0.5 for a half bath)`4 1.103
## `Number of Bathrooms (add 0.5 for a half bath)`4.5 -0.009
## `Number of Bathrooms (add 0.5 for a half bath)`5 0.803
## `Number of Bathrooms (add 0.5 for a half bath)`6 -6.690
## `Number of Bathrooms (add 0.5 for a half bath)`7 -6.685
## `Number of Bathrooms (add 0.5 for a half bath)`8 -21.379
## `Number of Bathrooms (add 0.5 for a half bath)`9 NA
## `Year Built` 6.335
## `Squared Feet` 3.241
## `Lot size (in sqft)`10018 -0.604
## `Lot size (in sqft)`10019 NA
## `Lot size (in sqft)`10062 NA
## `Lot size (in sqft)`10105 NA
## `Lot size (in sqft)`101059 -4.855
## `Lot size (in sqft)`10149 -0.022
## `Lot size (in sqft)`10166 NA
## `Lot size (in sqft)`10167 -0.934
## `Lot size (in sqft)`10197 1.189
## `Lot size (in sqft)`10249 -2.371
## `Lot size (in sqft)`10280 2.339
## `Lot size (in sqft)`10332 -1.012
## `Lot size (in sqft)`10345 0.262
## `Lot size (in sqft)`10367 -0.641
## `Lot size (in sqft)`10410 -0.332
## `Lot size (in sqft)`10497 -1.799
## `Lot size (in sqft)`10498 0.196
## `Lot size (in sqft)`10541 0.445
## `Lot size (in sqft)`10585 NA
## `Lot size (in sqft)`10628 NA
## `Lot size (in sqft)`10725 -1.052
## `Lot size (in sqft)`10759 -0.643
## `Lot size (in sqft)`10802 -1.458
## `Lot size (in sqft)`1085079 NA
## `Lot size (in sqft)`10890 -0.351
## `Lot size (in sqft)`109771 -1.990
## `Lot size (in sqft)`110642 0.105
## `Lot size (in sqft)`111513 -0.092
## `Lot size (in sqft)`11325 0.231
## `Lot size (in sqft)`11326 0.390
## `Lot size (in sqft)`1158 -0.461
## `Lot size (in sqft)`11761 0.442
## `Lot size (in sqft)`117611 -1.277
## `Lot size (in sqft)`117612 NA
## `Lot size (in sqft)`119354 2.893
## `Lot size (in sqft)`1215 -0.589
## `Lot size (in sqft)`12196 0.194
## `Lot size (in sqft)`121968 NA
## `Lot size (in sqft)`12197 -0.069
## `Lot size (in sqft)`125452 2.034
## `Lot size (in sqft)`125453 2.305
## `Lot size (in sqft)`12632 -0.213
## `Lot size (in sqft)`126760 -0.134
## `Lot size (in sqft)`1271 -0.335
## `Lot size (in sqft)`127195 NA
## `Lot size (in sqft)`127800 -0.333
## `Lot size (in sqft)`12832 -0.752
## `Lot size (in sqft)`12917 0.190
## `Lot size (in sqft)`129373 NA
## `Lot size (in sqft)`129809 NA
## `Lot size (in sqft)`1306 NA
## `Lot size (in sqft)`13068 0.079
## `Lot size (in sqft)`130680 NA
## `Lot size (in sqft)`131116 NA
## `Lot size (in sqft)`131551 0.462
## `Lot size (in sqft)`1320 0.637
## `Lot size (in sqft)`132422 -43.997
## `Lot size (in sqft)`13503 -1.063
## `Lot size (in sqft)`13504 0.229
## `Lot size (in sqft)`1356458 NA
## `Lot size (in sqft)`1360 -1.445
## `Lot size (in sqft)`138085 -1.074
## `Lot size (in sqft)`13939 0.098
## `Lot size (in sqft)`140698 NA
## `Lot size (in sqft)`1433 -1.031
## `Lot size (in sqft)`143748 -18.255
## `Lot size (in sqft)`14375 0.253
## `Lot size (in sqft)`14462 NA
## `Lot size (in sqft)`1463 -0.305
## `Lot size (in sqft)`14810 0.536
## `Lot size (in sqft)`150717 NA
## `Lot size (in sqft)`15159 NA
## `Lot size (in sqft)`152024 2.369
## `Lot size (in sqft)`15234 -1.654
## `Lot size (in sqft)`15246 -1.367
## `Lot size (in sqft)`15678 1.675
## `Lot size (in sqft)`15681 NA
## `Lot size (in sqft)`156816 0.214
## `Lot size (in sqft)`15682 -0.115
## `Lot size (in sqft)`159429 -1.226
## `Lot size (in sqft)`161 0.769
## `Lot size (in sqft)`16117 -0.309
## `Lot size (in sqft)`16552 NA
## `Lot size (in sqft)`16553 1.100
## `Lot size (in sqft)`16988 0.993
## `Lot size (in sqft)`171626 0.216
## `Lot size (in sqft)`17424 0.384
## `Lot size (in sqft)`174240 NA
## `Lot size (in sqft)`1742400 0.201
## `Lot size (in sqft)`1785 -2.737
## `Lot size (in sqft)`17859 NA
## `Lot size (in sqft)`178596 NA
## `Lot size (in sqft)`1798 0.977
## `Lot size (in sqft)`18000 NA
## `Lot size (in sqft)`18295 0.962
## `Lot size (in sqft)`1833 0.923
## `Lot size (in sqft)`1834 0.986
## `Lot size (in sqft)`18730 NA
## `Lot size (in sqft)`187308 NA
## `Lot size (in sqft)`18731 -0.445
## `Lot size (in sqft)`18760 -0.658
## `Lot size (in sqft)`1880 -2.045
## `Lot size (in sqft)`18990 -0.738
## `Lot size (in sqft)`19160 1.085
## `Lot size (in sqft)`19166 0.679
## `Lot size (in sqft)`19295 -2.798
## `Lot size (in sqft)`19378 0.247
## `Lot size (in sqft)`194713 2.989
## `Lot size (in sqft)`1960 NA
## `Lot size (in sqft)`19600 1.182
## `Lot size (in sqft)`19602 -0.696
## `Lot size (in sqft)`196020 -0.818
## `Lot size (in sqft)`19702 0.745
## `Lot size (in sqft)`199069 1.146
## `Lot size (in sqft)`20000 -1.585
## `Lot size (in sqft)`20037 0.191
## `Lot size (in sqft)`20038 -0.205
## `Lot size (in sqft)`20048 0.627
## `Lot size (in sqft)`201247 1.491
## `Lot size (in sqft)`20145 -0.583
## `Lot size (in sqft)`2019 -1.758
## `Lot size (in sqft)`2047 0.978
## `Lot size (in sqft)`20473 -1.068
## `Lot size (in sqft)`20876 1.148
## `Lot size (in sqft)`20908 -0.389
## `Lot size (in sqft)`20909 -0.493
## `Lot size (in sqft)`21021 -0.101
## `Lot size (in sqft)`213008 1.534
## `Lot size (in sqft)`2134 -1.835
## `Lot size (in sqft)`21344 NA
## `Lot size (in sqft)`2178 -1.301
## `Lot size (in sqft)`21780 0.679
## `Lot size (in sqft)`217800 0.454
## `Lot size (in sqft)`218236 NA
## `Lot size (in sqft)`218671 NA
## `Lot size (in sqft)`219107 0.270
## `Lot size (in sqft)`220414 NA
## `Lot size (in sqft)`220849 NA
## `Lot size (in sqft)`221285 NA
## `Lot size (in sqft)`22176 -0.300
## `Lot size (in sqft)`2221 0.544
## `Lot size (in sqft)`22215 -0.627
## `Lot size (in sqft)`22216 -0.149
## `Lot size (in sqft)`222592 NA
## `Lot size (in sqft)`223463 NA
## `Lot size (in sqft)`224334 NA
## `Lot size (in sqft)`2262 NA
## `Lot size (in sqft)`2265 NA
## `Lot size (in sqft)`22651 1.148
## `Lot size (in sqft)`2269 0.869
## `Lot size (in sqft)`226947 NA
## `Lot size (in sqft)`2273832 NA
## `Lot size (in sqft)`2287 -0.923
## `Lot size (in sqft)`2308 -0.752
## `Lot size (in sqft)`23086 1.306
## `Lot size (in sqft)`23087 1.888
## `Lot size (in sqft)`231304 NA
## `Lot size (in sqft)`23522 -1.633
## `Lot size (in sqft)`2362 -1.765
## `Lot size (in sqft)`2368792 NA
## `Lot size (in sqft)`2374 NA
## `Lot size (in sqft)`238708 0.915
## `Lot size (in sqft)`2395 NA
## `Lot size (in sqft)`23958 -0.486
## `Lot size (in sqft)`2416 -0.889
## `Lot size (in sqft)`241758 NA
## `Lot size (in sqft)`242629 1.250
## `Lot size (in sqft)`243064 NA
## `Lot size (in sqft)`24394 0.712
## `Lot size (in sqft)`2482 NA
## `Lot size (in sqft)`2500 0.324
## `Lot size (in sqft)`25189 1.687
## `Lot size (in sqft)`25265 -0.144
## `Lot size (in sqft)`255697 NA
## `Lot size (in sqft)`25700 1.537
## `Lot size (in sqft)`26136 NA
## `Lot size (in sqft)`264409 3.416
## `Lot size (in sqft)`2657 2.062
## `Lot size (in sqft)`26974 NA
## `Lot size (in sqft)`27002 0.523
## `Lot size (in sqft)`27007 NA
## `Lot size (in sqft)`27442 -0.135
## `Lot size (in sqft)`27443 -0.095
## `Lot size (in sqft)`2787 -0.900
## `Lot size (in sqft)`27878 0.841
## `Lot size (in sqft)`2788 1.173
## `Lot size (in sqft)`2808 0.089
## `Lot size (in sqft)`28314 -0.669
## `Lot size (in sqft)`2874 -0.546
## `Lot size (in sqft)`28750 NA
## `Lot size (in sqft)`29185 NA
## `Lot size (in sqft)`295772 -0.249
## `Lot size (in sqft)`29620 -6.235
## `Lot size (in sqft)`296208 NA
## `Lot size (in sqft)`29621 0.878
## `Lot size (in sqft)`29876 0.115
## `Lot size (in sqft)`3000 -0.586
## `Lot size (in sqft)`3005 -0.544
## `Lot size (in sqft)`30056 0.024
## `Lot size (in sqft)`3006 -0.491
## `Lot size (in sqft)`3049 -2.724
## `Lot size (in sqft)`30492 NA
## `Lot size (in sqft)`30567 0.359
## `Lot size (in sqft)`3136 NA
## `Lot size (in sqft)`31798 0.455
## `Lot size (in sqft)`31799 NA
## `Lot size (in sqft)`32234 -1.867
## `Lot size (in sqft)`3238686 NA
## `Lot size (in sqft)`3240864 NA
## `Lot size (in sqft)`32670 -1.010
## `Lot size (in sqft)`3267000 NA
## `Lot size (in sqft)`3292265 NA
## `Lot size (in sqft)`3310 -1.195
## `Lot size (in sqft)`3316223 NA
## `Lot size (in sqft)`3320579 NA
## `Lot size (in sqft)`3338874 NA
## `Lot size (in sqft)`334540 3.518
## `Lot size (in sqft)`3345408 NA
## `Lot size (in sqft)`3354 NA
## `Lot size (in sqft)`3378 0.381
## `Lot size (in sqft)`34412 -0.490
## `Lot size (in sqft)`3483 NA
## `Lot size (in sqft)`3484 1.492
## `Lot size (in sqft)`34848 0.502
## `Lot size (in sqft)`352400 NA
## `Lot size (in sqft)`35284 0.508
## `Lot size (in sqft)`3571 0.935
## `Lot size (in sqft)`35719 -0.810
## `Lot size (in sqft)`3640 0.915
## `Lot size (in sqft)`3659 0.167
## `Lot size (in sqft)`36590 0.365
## `Lot size (in sqft)`3702 NA
## `Lot size (in sqft)`3730914 NA
## `Lot size (in sqft)`3731785 NA
## `Lot size (in sqft)`37461 0.971
## `Lot size (in sqft)`3746160 NA
## `Lot size (in sqft)`37462 NA
## `Lot size (in sqft)`3751387 NA
## `Lot size (in sqft)`3753130 NA
## `Lot size (in sqft)`3789 0.589
## `Lot size (in sqft)`3920 -0.716
## `Lot size (in sqft)`393347 NA
## `Lot size (in sqft)`3959 -0.979
## `Lot size (in sqft)`3963 NA
## `Lot size (in sqft)`39640 -7.394
## `Lot size (in sqft)`3973 NA
## `Lot size (in sqft)`3997 -2.072
## `Lot size (in sqft)`4000 -0.305
## `Lot size (in sqft)`4003 -0.880
## `Lot size (in sqft)`40075 NA
## `Lot size (in sqft)`4008 0.851
## `Lot size (in sqft)`4051 0.599
## `Lot size (in sqft)`4094 NA
## `Lot size (in sqft)`40946 5.084
## `Lot size (in sqft)`4095 NA
## `Lot size (in sqft)`4181 0.264
## `Lot size (in sqft)`4200 NA
## `Lot size (in sqft)`4225 0.288
## `Lot size (in sqft)`4238 -0.293
## `Lot size (in sqft)`4268 -7.309
## `Lot size (in sqft)`4269 -0.802
## `Lot size (in sqft)`43124 NA
## `Lot size (in sqft)`4321 -2.176
## `Lot size (in sqft)`4356 -0.369
## `Lot size (in sqft)`43560 -0.283
## `Lot size (in sqft)`4375 -1.496
## `Lot size (in sqft)`4399 -1.279
## `Lot size (in sqft)`43995 0.249
## `Lot size (in sqft)`43996 -0.934
## `Lot size (in sqft)`44 -0.370
## `Lot size (in sqft)`4443 2.175
## `Lot size (in sqft)`4476 -0.753
## `Lot size (in sqft)`4486 -1.692
## `Lot size (in sqft)`44866 0.443
## `Lot size (in sqft)`45302 NA
## `Lot size (in sqft)`4617 -3.074
## `Lot size (in sqft)`46173 0.577
## `Lot size (in sqft)`4704 -0.825
## `Lot size (in sqft)`47044 0.264
## `Lot size (in sqft)`4725 1.282
## `Lot size (in sqft)`4748 -0.038
## `Lot size (in sqft)`4760 0.037
## `Lot size (in sqft)`4791 0.838
## `Lot size (in sqft)`47916 -1.576
## `Lot size (in sqft)`4835 -1.776
## `Lot size (in sqft)`4878 -1.595
## `Lot size (in sqft)`4922 -1.701
## `Lot size (in sqft)`49223 NA
## `Lot size (in sqft)`4966 0.211
## `Lot size (in sqft)`5000 1.256
## `Lot size (in sqft)`5052 0.800
## `Lot size (in sqft)`50530 1.153
## `Lot size (in sqft)`5096 0.876
## `Lot size (in sqft)`50965 -1.262
## `Lot size (in sqft)`5140 0.722
## `Lot size (in sqft)`5183 2.477
## `Lot size (in sqft)`51836 0.653
## `Lot size (in sqft)`5184 2.721
## `Lot size (in sqft)`5227 -4.200
## `Lot size (in sqft)`52272 0.711
## `Lot size (in sqft)`5270 NA
## `Lot size (in sqft)`52707 NA
## `Lot size (in sqft)`52708 NA
## `Lot size (in sqft)`5314 1.624
## `Lot size (in sqft)`53143 -0.644
## `Lot size (in sqft)`5400 -1.000
## `Lot size (in sqft)`5401 1.295
## `Lot size (in sqft)`54014 -0.402
## `Lot size (in sqft)`5414 -0.298
## `Lot size (in sqft)`5439 -0.261
## `Lot size (in sqft)`5445 1.778
## `Lot size (in sqft)`5462 -1.685
## `Lot size (in sqft)`5488 0.481
## `Lot size (in sqft)`54886 NA
## `Lot size (in sqft)`5547 0.286
## `Lot size (in sqft)`5575 0.417
## `Lot size (in sqft)`55757 -0.269
## `Lot size (in sqft)`5600 NA
## `Lot size (in sqft)`5619 0.394
## `Lot size (in sqft)`56192 1.193
## `Lot size (in sqft)`5662 -0.174
## `Lot size (in sqft)`56628 0.941
## `Lot size (in sqft)`5663 -0.227
## `Lot size (in sqft)`5706 0.632
## `Lot size (in sqft)`5749 4.584
## `Lot size (in sqft)`5760 0.240
## `Lot size (in sqft)`5793 -1.095
## `Lot size (in sqft)`5837 0.424
## `Lot size (in sqft)`58370 -0.335
## `Lot size (in sqft)`5880 0.219
## `Lot size (in sqft)`5881 0.476
## `Lot size (in sqft)`5915 -1.235
## `Lot size (in sqft)`5924 0.819
## `Lot size (in sqft)`5967 1.584
## `Lot size (in sqft)`59677 NA
## `Lot size (in sqft)`598078 -8.154
## `Lot size (in sqft)`6000 -4.912
## `Lot size (in sqft)`6002 NA
## `Lot size (in sqft)`6011 -1.229
## `Lot size (in sqft)`6054 0.234
## `Lot size (in sqft)`6098 0.162
## `Lot size (in sqft)`60984 1.057
## `Lot size (in sqft)`6141 0.798
## `Lot size (in sqft)`6185 2.188
## `Lot size (in sqft)`6229 0.057
## `Lot size (in sqft)`62291 -1.641
## `Lot size (in sqft)`6272 1.514
## `Lot size (in sqft)`62726 -1.402
## `Lot size (in sqft)`6316 0.286
## `Lot size (in sqft)`63389 2.651
## `Lot size (in sqft)`6446 0.523
## `Lot size (in sqft)`64468 NA
## `Lot size (in sqft)`64469 -11.825
## `Lot size (in sqft)`6468 -0.760
## `Lot size (in sqft)`6500 -0.684
## `Lot size (in sqft)`6534 -0.557
## `Lot size (in sqft)`6556216 NA
## `Lot size (in sqft)`6577 0.151
## `Lot size (in sqft)`6578 -0.307
## `Lot size (in sqft)`6664 0.317
## `Lot size (in sqft)`66646 0.048
## `Lot size (in sqft)`66647 -0.401
## `Lot size (in sqft)`669081 0.235
## `Lot size (in sqft)`6708 NA
## `Lot size (in sqft)`6721 -1.489
## `Lot size (in sqft)`6751 0.858
## `Lot size (in sqft)`6752 0.905
## `Lot size (in sqft)`6765 -0.327
## `Lot size (in sqft)`67904 NA
## `Lot size (in sqft)`6795 -0.910
## `Lot size (in sqft)`6795360 NA
## `Lot size (in sqft)`680842 NA
## `Lot size (in sqft)`6838 0.569
## `Lot size (in sqft)`683892 1.987
## `Lot size (in sqft)`6917 -2.936
## `Lot size (in sqft)`6926 -1.894
## `Lot size (in sqft)`69260 1.166
## `Lot size (in sqft)`6926040 NA
## `Lot size (in sqft)`6969 -0.487
## `Lot size (in sqft)`6969600 NA
## `Lot size (in sqft)`7012 1.323
## `Lot size (in sqft)`7013 -0.471
## `Lot size (in sqft)`7022 NA
## `Lot size (in sqft)`7056 -0.719
## `Lot size (in sqft)`7100 0.722
## `Lot size (in sqft)`7143 -0.013
## `Lot size (in sqft)`7187 -1.904
## `Lot size (in sqft)`7200 -7.605
## `Lot size (in sqft)`7230 -0.140
## `Lot size (in sqft)`7231 0.046
## `Lot size (in sqft)`7274 0.236
## `Lot size (in sqft)`7275 -0.247
## `Lot size (in sqft)`7318 -0.992
## `Lot size (in sqft)`7361 NA
## `Lot size (in sqft)`73616 NA
## `Lot size (in sqft)`7400 NA
## `Lot size (in sqft)`7405 -0.669
## `Lot size (in sqft)`7448 -0.704
## `Lot size (in sqft)`7492 -0.415
## `Lot size (in sqft)`74923 NA
## `Lot size (in sqft)`7501 0.336
## `Lot size (in sqft)`7535 0.797
## `Lot size (in sqft)`7578 1.112
## `Lot size (in sqft)`7579 0.293
## `Lot size (in sqft)`7596 NA
## `Lot size (in sqft)`7660 0.736
## `Lot size (in sqft)`7666 0.335
## `Lot size (in sqft)`7700 0.960
## `Lot size (in sqft)`7710 0.231
## `Lot size (in sqft)`77101 0.524
## `Lot size (in sqft)`7731 0.656
## `Lot size (in sqft)`7753 -1.096
## `Lot size (in sqft)`7788 -0.964
## `Lot size (in sqft)`779 -1.452
## `Lot size (in sqft)`7797 NA
## `Lot size (in sqft)`77972 -0.855
## `Lot size (in sqft)`7799 -2.736
## `Lot size (in sqft)`7800 0.888
## `Lot size (in sqft)`7801 NA
## `Lot size (in sqft)`7802 NA
## `Lot size (in sqft)`7840 0.952
## `Lot size (in sqft)`7884 1.040
## `Lot size (in sqft)`7927 0.159
## `Lot size (in sqft)`7928 2.787
## `Lot size (in sqft)`7949 -0.106
## `Lot size (in sqft)`7971 -0.222
## `Lot size (in sqft)`797583 NA
## `Lot size (in sqft)`8015 -0.961
## `Lot size (in sqft)`8058 -0.559
## `Lot size (in sqft)`8100 0.152
## `Lot size (in sqft)`8102 -0.515
## `Lot size (in sqft)`81022 -0.999
## `Lot size (in sqft)`8145 0.151
## `Lot size (in sqft)`8189 0.595
## `Lot size (in sqft)`819 -0.652
## `Lot size (in sqft)`8232 -1.073
## `Lot size (in sqft)`82328 NA
## `Lot size (in sqft)`8276 -0.016
## `Lot size (in sqft)`8319 0.162
## `Lot size (in sqft)`8363 -1.703
## `Lot size (in sqft)`83635 NA
## `Lot size (in sqft)`8398 NA
## `Lot size (in sqft)`8407 NA
## `Lot size (in sqft)`8450 1.645
## `Lot size (in sqft)`84506 -1.319
## `Lot size (in sqft)`8494 -6.289
## `Lot size (in sqft)`8538 -0.201
## `Lot size (in sqft)`8581 -2.072
## `Lot size (in sqft)`8581320 NA
## `Lot size (in sqft)`8624 -2.357
## `Lot size (in sqft)`8625 -0.562
## `Lot size (in sqft)`8668 -5.523
## `Lot size (in sqft)`8712 -0.710
## `Lot size (in sqft)`87120 -10.156
## `Lot size (in sqft)`8751 -0.301
## `Lot size (in sqft)`87555 NA
## `Lot size (in sqft)`8769 -0.111
## `Lot size (in sqft)`87991 -0.724
## `Lot size (in sqft)`8842 -0.866
## `Lot size (in sqft)`8886 NA
## `Lot size (in sqft)`8929 NA
## `Lot size (in sqft)`8973 NA
## `Lot size (in sqft)`9016 1.315
## `Lot size (in sqft)`90169 NA
## `Lot size (in sqft)`9060 1.182
## `Lot size (in sqft)`9086 NA
## `Lot size (in sqft)`9104 -0.045
## `Lot size (in sqft)`9104040 NA
## `Lot size (in sqft)`9143 -1.660
## `Lot size (in sqft)`9147 -0.110
## `Lot size (in sqft)`9169 -0.079
## `Lot size (in sqft)`9191 0.266
## `Lot size (in sqft)`9204 NA
## `Lot size (in sqft)`9309208 NA
## `Lot size (in sqft)`9321 NA
## `Lot size (in sqft)`9350154 NA
## `Lot size (in sqft)`9365 -0.116
## `Lot size (in sqft)`9408 0.401
## `Lot size (in sqft)`9452 -0.018
## `Lot size (in sqft)`9461 NA
## `Lot size (in sqft)`9469 NA
## `Lot size (in sqft)`9480 NA
## `Lot size (in sqft)`9496080 NA
## `Lot size (in sqft)`94961 0.684
## `Lot size (in sqft)`9539 -4.233
## `Lot size (in sqft)`9583 0.126
## `Lot size (in sqft)`9626 NA
## `Lot size (in sqft)`9654 1.913
## `Lot size (in sqft)`9670 2.032
## `Lot size (in sqft)`9675 -1.003
## `Lot size (in sqft)`9713 NA
## `Lot size (in sqft)`9757 0.085
## `Lot size (in sqft)`9792 1.441
## `Lot size (in sqft)`9801 1.258
## `Lot size (in sqft)`98010 0.687
## `Lot size (in sqft)`9864 NA
## `Lot size (in sqft)`9888 -1.324
## `Number of Parking Spots`2 5.184
## `Number of Parking Spots`3 2.184
## `Number of Parking Spots`4 5.683
## `Number of Parking Spots`5 1.806
## `Number of Parking Spots`6 1.833
## `Number of Parking Spots`7 NA
## `Number of Parking Spots`8 NA
## age NA
## Zip.Code40047 NA
## Zip.Code40056 NA
## Zip.Code40059 NA
## Zip.Code40065 NA
## Zip.Code40068 NA
## Zip.Code40165 NA
## Zip.Code40229 NA
## Zip.Code40299 NA
## Zip.Code41017 NA
## Zip.Code41143 NA
## Zip.Code43004 NA
## Zip.Code43015 NA
## Zip.Code43017 NA
## Zip.Code43081 NA
## Zip.Code43116 NA
## Zip.Code43123 NA
## Zip.Code43140 NA
## Zip.Code43221 NA
## Zip.Code43230 NA
## Zip.Code43762 NA
## Zip.Code43787 NA
## Zip.Code43844 NA
## Zip.Code44030 NA
## Zip.Code44047 NA
## Zip.Code44460 NA
## Zip.Code44601 NA
## Zip.Code44907 NA
## Zip.Code45002 NA
## Zip.Code45014 NA
## Zip.Code45030 NA
## Zip.Code45036 NA
## Zip.Code45039 NA
## Zip.Code45040 NA
## Zip.Code45042 NA
## Zip.Code45044 NA
## Zip.Code45052 NA
## Zip.Code45053 NA
## Zip.Code45102 NA
## Zip.Code45103 NA
## Zip.Code45133 NA
## Zip.Code45140 NA
## Zip.Code45150 NA
## Zip.Code45152 NA
## Zip.Code45157 NA
## Zip.Code45174 NA
## Zip.Code45202 NA
## Zip.Code45203 NA
## Zip.Code45204 NA
## Zip.Code45205 NA
## Zip.Code45206 NA
## Zip.Code45207 NA
## Zip.Code45208 NA
## Zip.Code45209 NA
## Zip.Code45211 NA
## Zip.Code45212 NA
## Zip.Code45213 NA
## Zip.Code45214 NA
## Zip.Code45215 NA
## Zip.Code45216 NA
## Zip.Code45218 NA
## Zip.Code45219 NA
## Zip.Code45220 NA
## Zip.Code45223 NA
## Zip.Code45224 NA
## Zip.Code45225 NA
## Zip.Code45226 NA
## Zip.Code45227 NA
## Zip.Code45229 NA
## Zip.Code45230 NA
## Zip.Code45231 NA
## Zip.Code45232 NA
## Zip.Code45233 NA
## Zip.Code45236 NA
## Zip.Code45237 NA
## Zip.Code45238 NA
## Zip.Code45239 NA
## Zip.Code45240 NA
## Zip.Code45241 NA
## Zip.Code45242 NA
## Zip.Code45243 NA
## Zip.Code45244 NA
## Zip.Code45245 NA
## Zip.Code45246 NA
## Zip.Code45247 NA
## Zip.Code45248 NA
## Zip.Code45249 NA
## Zip.Code45251 NA
## Zip.Code45252 NA
## Zip.Code45255 NA
## Zip.Code45266 NA
## Zip.Code45503 NA
## Zip.Code45678 NA
## Zip.Code45682 NA
## Zip.Code45686 NA
## Zip.Code45688 NA
## Zip.Code45693 NA
## Zip.Code45723 NA
## Zip.Code46032 NA
## Zip.Code46158 NA
## Zip.Code46217 NA
## Zip.Code46227 NA
## Zip.Code46254 NA
## Zip.Code46256 NA
## Zip.Code46259 NA
## Zip.Code47246 NA
## Zip.Code8/2/2023 NA
## Number.of.Bedrooms NA
## Number.of.Bathrooms..add.0.5.for.a.half.bath. NA
## Squared.Feet NA
## Lot.size..in.sqft. NA
## Number.of.Parking.Spots NA
## Pr(>|t|)
## (Intercept) 2.78e-06
## `Student Contributor Name`Aditya Raj Singhal 0.985003
## `Student Contributor Name`Ajay Mahato 0.595732
## `Student Contributor Name`Anil Palazzo 0.500029
## `Student Contributor Name`Archana Basnett 0.080277
## `Student Contributor Name`Bhargav Sreepathi 0.194557
## `Student Contributor Name`Catherine Ngothi 0.589006
## `Student Contributor Name`Caylee Rosa 0.409068
## `Student Contributor Name`David Dickens 0.784274
## `Student Contributor Name`Derek Schult 0.000116
## `Student Contributor Name`Dominic DiSalvo 0.775340
## `Student Contributor Name`Dwijesh Bharadwaj Kuppahalli Krishnamurthy 0.386028
## `Student Contributor Name`Georgia Croci 0.286531
## `Student Contributor Name`He Yang 0.260527
## `Student Contributor Name`Heather Stoffer 0.363006
## `Student Contributor Name`Hrishikesh Anil Patil 0.356682
## `Student Contributor Name`Hunter Jessee 0.974509
## `Student Contributor Name`Ishaan Chaudhari 0.181101
## `Student Contributor Name`Jadyn Bauss 0.426235
## `Student Contributor Name`Jameson Zink 0.187630
## `Student Contributor Name`Jayavardhan Reddy Mallu 0.023248
## `Student Contributor Name`Jessie Beyrer 0.791286
## `Student Contributor Name`Josh Moermond 0.274865
## `Student Contributor Name`Josie Wittwer 0.508540
## `Student Contributor Name`Kijung Lee 0.475999
## `Student Contributor Name`Kory Bailey 0.582096
## `Student Contributor Name`Lokesh Rudravalambi Suresh 0.035344
## `Student Contributor Name`Manan Sharma 0.483984
## `Student Contributor Name`Mark Manibusan 0.984546
## `Student Contributor Name`Matt Guido 0.896001
## `Student Contributor Name`Miranda Knisley 0.730028
## `Student Contributor Name`Mohammed Tahir Madni Mohammed 0.009445
## `Student Contributor Name`Nathan Poeppelman 0.877957
## `Student Contributor Name`Nicole Baker 0.256045
## `Student Contributor Name`Nikhil Sai Kumar Runku 0.434957
## `Student Contributor Name`Nikhita Veluri 0.479851
## `Student Contributor Name`Nishit Raj 0.654524
## `Student Contributor Name`Pimlapas Kumkerd 0.785419
## `Student Contributor Name`Prashant Mukesh Gupta 0.358962
## `Student Contributor Name`Qinghua Huang 0.978862
## `Student Contributor Name`Rachael Rahe 0.407484
## `Student Contributor Name`Ramvyasa Thavasiraj 0.178675
## `Student Contributor Name`Ranjay Bose 0.759947
## `Student Contributor Name`Robin Verdon 0.774155
## `Student Contributor Name`Sai Shivani Aahwanika Maddi Lakshmi 0.909761
## `Student Contributor Name`Sarah Schaefer 0.058614
## `Student Contributor Name`Sergio Mateo 0.959445
## `Student Contributor Name`Shivani Pilli 0.853530
## `Student Contributor Name`Shreyas Nadig 0.863351
## `Student Contributor Name`Srikar Kudumula 0.281147
## `Student Contributor Name`Stewart Shumrick 0.568821
## `Student Contributor Name`Surya Sanjay Bandari 0.785837
## `Student Contributor Name`William Treutel 0.061689
## `Student Contributor Name`Zachary Durst 0.847157
## `Zip Code`40047 0.531317
## `Zip Code`40056 0.026726
## `Zip Code`40059 0.549104
## `Zip Code`40065 0.773036
## `Zip Code`40068 0.329439
## `Zip Code`40165 0.949828
## `Zip Code`40229 0.023825
## `Zip Code`40299 0.066456
## `Zip Code`41017 0.595072
## `Zip Code`41143 0.065272
## `Zip Code`43004 0.000656
## `Zip Code`43015 0.387350
## `Zip Code`43017 2.44e-12
## `Zip Code`43081 0.901156
## `Zip Code`43116 0.127818
## `Zip Code`43123 0.324240
## `Zip Code`43140 0.655005
## `Zip Code`43221 0.138901
## `Zip Code`43230 0.239333
## `Zip Code`43762 0.496622
## `Zip Code`43787 0.443545
## `Zip Code`43844 0.211594
## `Zip Code`44030 0.616524
## `Zip Code`44047 0.540702
## `Zip Code`44460 0.722944
## `Zip Code`44601 0.456808
## `Zip Code`44907 0.056064
## `Zip Code`45002 0.342463
## `Zip Code`45014 0.324232
## `Zip Code`45030 0.138854
## `Zip Code`45036 0.812213
## `Zip Code`45039 0.939878
## `Zip Code`45040 0.734802
## `Zip Code`45042 0.944865
## `Zip Code`45044 0.200121
## `Zip Code`45052 0.605321
## `Zip Code`45053 0.005711
## `Zip Code`45102 0.287109
## `Zip Code`45103 0.190387
## `Zip Code`45133 0.962309
## `Zip Code`45140 3.24e-11
## `Zip Code`45150 0.695691
## `Zip Code`45152 NA
## `Zip Code`45157 0.199238
## `Zip Code`45174 0.257006
## `Zip Code`45202 0.485995
## `Zip Code`45203 0.906012
## `Zip Code`45204 0.996809
## `Zip Code`45205 0.256501
## `Zip Code`45206 0.445638
## `Zip Code`45207 0.710389
## `Zip Code`45208 0.978423
## `Zip Code`45209 0.397830
## `Zip Code`45211 0.572499
## `Zip Code`45212 0.959796
## `Zip Code`45213 0.594820
## `Zip Code`45214 0.010065
## `Zip Code`45215 0.866003
## `Zip Code`45216 0.273010
## `Zip Code`45218 0.509443
## `Zip Code`45219 0.687419
## `Zip Code`45220 0.916603
## `Zip Code`45223 0.382813
## `Zip Code`45224 0.484354
## `Zip Code`45225 0.001387
## `Zip Code`45226 0.632654
## `Zip Code`45227 0.378202
## `Zip Code`45229 0.230494
## `Zip Code`45230 0.977149
## `Zip Code`45231 0.468903
## `Zip Code`45232 0.953963
## `Zip Code`45233 0.529838
## `Zip Code`45236 0.986260
## `Zip Code`45237 0.313996
## `Zip Code`45238 0.333422
## `Zip Code`45239 0.519840
## `Zip Code`45240 0.125332
## `Zip Code`45241 0.890432
## `Zip Code`45242 0.900273
## `Zip Code`45243 0.380727
## `Zip Code`45244 0.168439
## `Zip Code`45245 0.930056
## `Zip Code`45246 0.526594
## `Zip Code`45247 0.905298
## `Zip Code`45248 0.576169
## `Zip Code`45249 0.575597
## `Zip Code`45251 0.395252
## `Zip Code`45252 0.933528
## `Zip Code`45255 0.513839
## `Zip Code`45266 0.900930
## `Zip Code`45503 0.324017
## `Zip Code`45678 0.427790
## `Zip Code`45682 0.155999
## `Zip Code`45686 0.103446
## `Zip Code`45688 0.095129
## `Zip Code`45693 0.833280
## `Zip Code`45723 0.470114
## `Zip Code`46032 0.444865
## `Zip Code`46158 0.103324
## `Zip Code`46217 0.294172
## `Zip Code`46227 0.057797
## `Zip Code`46254 0.076390
## `Zip Code`46256 0.000255
## `Zip Code`46259 0.622222
## `Zip Code`47246 0.061946
## `Zip Code`8/2/2023 1.04e-06
## `Price Sold` < 2e-16
## `Date Sold`1/10/2023 0.392152
## `Date Sold`1/10/2024 0.250303
## `Date Sold`1/11/2024 0.048278
## `Date Sold`1/12/2024 0.126543
## `Date Sold`1/13/2022 6.58e-12
## `Date Sold`1/14/2003 0.128224
## `Date Sold`1/15/2024 0.601723
## `Date Sold`1/16/2024 0.733789
## `Date Sold`1/19/2022 0.099818
## `Date Sold`1/2/2024 0.820984
## `Date Sold`1/25/2024 0.305622
## `Date Sold`1/27/2020 0.032324
## `Date Sold`1/28/2021 2.56e-05
## `Date Sold`1/28/2022 0.098016
## `Date Sold`1/3/2022 0.159786
## `Date Sold`1/3/2024 0.399593
## `Date Sold`1/4/2021 1.90e-05
## `Date Sold`1/4/2022 3.57e-10
## `Date Sold`1/4/2024 0.000340
## `Date Sold`1/5/2024 0.064618
## `Date Sold`1/8/2014 0.247785
## `Date Sold`1/8/2024 0.438644
## `Date Sold`1/9/2024 0.540448
## `Date Sold`10/1/2007 0.928889
## `Date Sold`10/10/2022 0.782762
## `Date Sold`10/10/2023 0.237340
## `Date Sold`10/12/2021 < 2e-16
## `Date Sold`10/12/2023 0.343663
## `Date Sold`10/13/2023 0.000983
## `Date Sold`10/14/2022 NA
## `Date Sold`10/16/2023 0.791150
## `Date Sold`10/17/2023 0.019770
## `Date Sold`10/18/2002 0.000393
## `Date Sold`10/18/2019 0.030791
## `Date Sold`10/18/2023 0.055123
## `Date Sold`10/2/2023 0.898722
## `Date Sold`10/20/2021 0.427407
## `Date Sold`10/20/2022 0.564355
## `Date Sold`10/20/2023 0.141816
## `Date Sold`10/21/2022 0.881014
## `Date Sold`10/24/2022 0.970364
## `Date Sold`10/25/2018 0.276430
## `Date Sold`10/25/2021 NA
## `Date Sold`10/25/2023 0.063936
## `Date Sold`10/26/2023 0.052712
## `Date Sold`10/27/2016 0.707757
## `Date Sold`10/27/2023 0.000914
## `Date Sold`10/29/2010 0.102785
## `Date Sold`10/29/2020 0.875791
## `Date Sold`10/3/2022 0.028290
## `Date Sold`10/3/2023 0.695341
## `Date Sold`10/30/2023 0.463746
## `Date Sold`10/31/2022 0.125046
## `Date Sold`10/31/2023 0.843351
## `Date Sold`10/4/2022 0.814674
## `Date Sold`10/4/2023 0.215457
## `Date Sold`10/5/2023 0.284866
## `Date Sold`10/6/2021 0.088692
## `Date Sold`10/6/2022 0.020323
## `Date Sold`10/6/2023 0.888226
## `Date Sold`10/7/2022 0.180694
## `Date Sold`10/9/2023 0.090113
## `Date Sold`11/1/2021 0.087127
## `Date Sold`11/1/2023 0.582292
## `Date Sold`11/10/2022 0.929164
## `Date Sold`11/10/2023 0.290612
## `Date Sold`11/13/2023 0.248811
## `Date Sold`11/14/2022 0.062575
## `Date Sold`11/14/2023 0.684972
## `Date Sold`11/15/2023 0.453976
## `Date Sold`11/16/2023 0.020544
## `Date Sold`11/17/2023 0.800456
## `Date Sold`11/18/2022 0.028345
## `Date Sold`11/19/2021 0.054412
## `Date Sold`11/2/2021 9.34e-15
## `Date Sold`11/2/2023 0.155226
## `Date Sold`11/20/2023 0.124167
## `Date Sold`11/21/2000 0.005319
## `Date Sold`11/21/2019 0.975507
## `Date Sold`11/21/2023 0.188879
## `Date Sold`11/22/2022 0.933895
## `Date Sold`11/22/2023 0.044359
## `Date Sold`11/23/2015 0.006052
## `Date Sold`11/24/2023 0.347147
## `Date Sold`11/27/2023 0.758394
## `Date Sold`11/28/2023 0.705741
## `Date Sold`11/29/2021 0.173970
## `Date Sold`11/29/2023 0.161577
## `Date Sold`11/3/2021 0.915016
## `Date Sold`11/3/2023 0.018888
## `Date Sold`11/30/2023 0.825288
## `Date Sold`11/4/2022 0.847532
## `Date Sold`11/6/2023 0.162424
## `Date Sold`11/7/2023 0.175771
## `Date Sold`11/8/2021 NA
## `Date Sold`11/8/2023 0.652512
## `Date Sold`11/9/2023 0.290267
## `Date Sold`12/1/2023 0.521997
## `Date Sold`12/10/2023 0.275078
## `Date Sold`12/11/2023 0.003132
## `Date Sold`12/12/2023 0.878522
## `Date Sold`12/13/2021 0.038203
## `Date Sold`12/13/2023 0.216269
## `Date Sold`12/14/2018 0.542545
## `Date Sold`12/14/2023 0.632641
## `Date Sold`12/15/2021 0.269779
## `Date Sold`12/15/2023 0.105553
## `Date Sold`12/16/2013 0.333390
## `Date Sold`12/16/2022 0.635979
## `Date Sold`12/18/2023 0.007691
## `Date Sold`12/19/2023 0.330603
## `Date Sold`12/20/2018 0.955666
## `Date Sold`12/20/2023 0.884840
## `Date Sold`12/21/2005 0.251847
## `Date Sold`12/21/2012 0.051999
## `Date Sold`12/21/2021 0.012355
## `Date Sold`12/21/2023 0.023504
## `Date Sold`12/22/2023 0.026887
## `Date Sold`12/23/2013 0.525569
## `Date Sold`12/26/2023 0.016012
## `Date Sold`12/27/2023 0.257559
## `Date Sold`12/28/2021 0.003380
## `Date Sold`12/28/2023 0.364776
## `Date Sold`12/29/2023 0.142549
## `Date Sold`12/3/1999 0.131499
## `Date Sold`12/30/2016 0.612537
## `Date Sold`12/4/2017 0.716182
## `Date Sold`12/4/2023 0.900462
## `Date Sold`12/5/2023 0.098794
## `Date Sold`12/6/2019 0.646033
## `Date Sold`12/6/2022 0.108281
## `Date Sold`12/6/2023 0.781983
## `Date Sold`12/7/2022 0.113053
## `Date Sold`12/7/2023 0.049608
## `Date Sold`12/8/2023 0.974190
## `Date Sold`12/9/2022 NA
## `Date Sold`12/9/2023 0.004240
## `Date Sold`2/1/2021 0.054014
## `Date Sold`2/10/2022 NA
## `Date Sold`2/11/2022 0.648623
## `Date Sold`2/12/2021 0.869891
## `Date Sold`2/14/2019 0.308762
## `Date Sold`2/17/2023 0.694898
## `Date Sold`2/2/2022 0.304162
## `Date Sold`2/2/2023 0.947640
## `Date Sold`2/20/2015 0.066217
## `Date Sold`2/21/2023 0.191497
## `Date Sold`2/22/2023 0.923430
## `Date Sold`2/24/2021 NA
## `Date Sold`2/24/2023 0.211721
## `Date Sold`2/25/1998 0.037573
## `Date Sold`2/26/2021 0.942130
## `Date Sold`2/5/2021 2.40e-07
## `Date Sold`2/7/2023 0.530122
## `Date Sold`2/9/2023 NA
## `Date Sold`3/1/2023 0.009882
## `Date Sold`3/10/2023 0.962853
## `Date Sold`3/16/2018 0.009161
## `Date Sold`3/17/2023 0.452681
## `Date Sold`3/18/2023 3.92e-05
## `Date Sold`3/24/2009 0.345469
## `Date Sold`3/24/2023 0.016869
## `Date Sold`3/26/2021 0.859487
## `Date Sold`3/27/2023 0.972695
## `Date Sold`3/28/2023 0.689984
## `Date Sold`3/3/2023 0.420416
## `Date Sold`3/30/2001 0.075508
## `Date Sold`3/30/2021 1.61e-09
## `Date Sold`3/31/2015 0.668121
## `Date Sold`3/31/2021 0.613102
## `Date Sold`3/31/2022 0.002806
## `Date Sold`3/5/2008 0.022658
## `Date Sold`3/5/2012 7.50e-05
## `Date Sold`3/6/2023 NA
## `Date Sold`3/7/2019 0.029418
## `Date Sold`3/8/2022 0.534280
## `Date Sold`3/8/2023 0.082426
## `Date Sold`4/1/1985 0.099590
## `Date Sold`4/11/2014 0.159763
## `Date Sold`4/12/2023 0.075154
## `Date Sold`4/13/2021 NA
## `Date Sold`4/15/2021 0.293539
## `Date Sold`4/15/2022 0.247068
## `Date Sold`4/17/2020 0.215312
## `Date Sold`4/18/2023 0.756834
## `Date Sold`4/19/2022 0.136910
## `Date Sold`4/19/2023 6.75e-09
## `Date Sold`4/2/2021 9.73e-05
## `Date Sold`4/20/2017 0.422569
## `Date Sold`4/21/2023 0.090007
## `Date Sold`4/21/3149 3.05e-13
## `Date Sold`4/26/2022 < 2e-16
## `Date Sold`4/27/2006 0.001381
## `Date Sold`4/28/2023 0.840927
## `Date Sold`4/29/2005 0.460770
## `Date Sold`4/30/1999 0.524439
## `Date Sold`4/30/2019 0.691444
## `Date Sold`4/30/2021 3.09e-06
## `Date Sold`4/4/2023 0.033037
## `Date Sold`4/5/1996 0.455154
## `Date Sold`4/9/2020 0.001743
## `Date Sold`4/9/2021 0.050425
## `Date Sold`5/12/2004 0.039650
## `Date Sold`5/12/2022 0.037063
## `Date Sold`5/13/1998 0.375179
## `Date Sold`5/17/2023 0.410948
## `Date Sold`5/18/2022 0.040123
## `Date Sold`5/18/2023 0.281721
## `Date Sold`5/19/2023 0.007736
## `Date Sold`5/2/2023 0.605076
## `Date Sold`5/21/2020 0.006774
## `Date Sold`5/23/2023 0.185063
## `Date Sold`5/26/2022 0.498208
## `Date Sold`5/26/2023 0.081108
## `Date Sold`5/27/2021 0.065080
## `Date Sold`5/27/2022 0.000573
## `Date Sold`5/27/2023 0.825213
## `Date Sold`5/28/2004 0.029582
## `Date Sold`5/29/2015 0.568181
## `Date Sold`5/3/2000 0.535186
## `Date Sold`5/3/2021 0.410413
## `Date Sold`5/3/2022 4.75e-12
## `Date Sold`5/30/2003 0.831885
## `Date Sold`5/30/2006 0.652634
## `Date Sold`5/31/2022 0.950628
## `Date Sold`5/31/2023 0.729393
## `Date Sold`5/4/2022 0.006331
## `Date Sold`5/5/2023 0.091842
## `Date Sold`5/8/2023 0.000654
## `Date Sold`6/1/2023 0.533768
## `Date Sold`6/12/2023 0.355314
## `Date Sold`6/13/2023 0.003297
## `Date Sold`6/15/1998 0.050124
## `Date Sold`6/15/2022 0.445518
## `Date Sold`6/15/2023 0.550200
## `Date Sold`6/16/2023 0.519826
## `Date Sold`6/17/2022 0.661893
## `Date Sold`6/18/2021 < 2e-16
## `Date Sold`6/19/2023 0.000111
## `Date Sold`6/20/2016 0.019151
## `Date Sold`6/20/2023 0.093056
## `Date Sold`6/21/2021 0.870633
## `Date Sold`6/21/2023 0.003387
## `Date Sold`6/22/2018 0.051158
## `Date Sold`6/22/2023 0.998717
## `Date Sold`6/23/2022 0.302444
## `Date Sold`6/23/2023 3.96e-07
## `Date Sold`6/24/2022 0.307042
## `Date Sold`6/25/2021 NA
## `Date Sold`6/27/2023 0.054566
## `Date Sold`6/28/2012 0.951375
## `Date Sold`6/28/2021 0.078308
## `Date Sold`6/29/2005 7.92e-07
## `Date Sold`6/29/2021 0.331956
## `Date Sold`6/29/2022 0.776917
## `Date Sold`6/30/2021 < 2e-16
## `Date Sold`6/30/2023 0.480297
## `Date Sold`6/4/2021 0.032276
## `Date Sold`6/5/2023 0.022420
## `Date Sold`6/7/2023 0.010987
## `Date Sold`6/8/2023 0.379607
## `Date Sold`6/9/2022 0.572303
## `Date Sold`6/9/2023 0.012249
## `Date Sold`7/10/2023 0.000260
## `Date Sold`7/11/2022 0.498047
## `Date Sold`7/11/2023 8.56e-15
## `Date Sold`7/12/2022 NA
## `Date Sold`7/12/2023 0.040982
## `Date Sold`7/14/2023 0.163051
## `Date Sold`7/15/2021 0.032999
## `Date Sold`7/15/2022 1.94e-05
## `Date Sold`7/16/2004 0.572805
## `Date Sold`7/17/2020 0.089165
## `Date Sold`7/17/2023 0.714022
## `Date Sold`7/2/2021 NA
## `Date Sold`7/20/2021 0.000239
## `Date Sold`7/22/2021 3.02e-07
## `Date Sold`7/22/2023 0.108790
## `Date Sold`7/24/2023 0.644983
## `Date Sold`7/25/2005 0.214343
## `Date Sold`7/25/2023 0.169775
## `Date Sold`7/26/2019 0.060046
## `Date Sold`7/26/2023 0.392743
## `Date Sold`7/27/2023 0.391186
## `Date Sold`7/28/2003 1.67e-06
## `Date Sold`7/28/2023 0.038242
## `Date Sold`7/3/2023 0.684439
## `Date Sold`7/30/2015 0.158813
## `Date Sold`7/30/2018 0.000824
## `Date Sold`7/31/2023 0.063163
## `Date Sold`7/5/2013 0.967891
## `Date Sold`7/7/2017 0.499761
## `Date Sold`7/7/2023 0.051762
## `Date Sold`7/8/2022 0.307137
## `Date Sold`8/1/2023 0.596141
## `Date Sold`8/10/2023 0.004001
## `Date Sold`8/11/2023 0.580157
## `Date Sold`8/12/2021 0.000464
## `Date Sold`8/12/2022 0.642016
## `Date Sold`8/14/2019 0.001924
## `Date Sold`8/14/2023 0.130185
## `Date Sold`8/15/1997 0.001075
## `Date Sold`8/15/2022 0.000265
## `Date Sold`8/15/2023 0.205377
## `Date Sold`8/17/2023 0.033292
## `Date Sold`8/18/2022 0.565149
## `Date Sold`8/18/2023 0.237661
## `Date Sold`8/19/2020 0.623651
## `Date Sold`8/2/2015 0.302647
## `Date Sold`8/2/2016 0.000168
## `Date Sold`8/2/2019 0.064838
## `Date Sold`8/2/2021 0.301378
## `Date Sold`8/21/2023 0.613478
## `Date Sold`8/23/2022 0.702777
## `Date Sold`8/24/2005 0.314261
## `Date Sold`8/24/2023 0.048090
## `Date Sold`8/25/1997 0.152775
## `Date Sold`8/25/2023 0.356330
## `Date Sold`8/26/2005 0.284123
## `Date Sold`8/26/2022 0.072481
## `Date Sold`8/27/2021 0.274000
## `Date Sold`8/28/2023 0.131824
## `Date Sold`8/29/2023 0.543990
## `Date Sold`8/3/2023 0.004096
## `Date Sold`8/30/2000 0.441744
## `Date Sold`8/31/2020 0.587247
## `Date Sold`8/31/2023 0.485940
## `Date Sold`8/4/2023 0.203638
## `Date Sold`8/5/2021 NA
## `Date Sold`8/5/2022 2.17e-08
## `Date Sold`8/6/2021 NA
## `Date Sold`8/7/2017 0.118785
## `Date Sold`8/7/2023 0.334734
## `Date Sold`8/9/2023 0.065585
## `Date Sold`9/1/1991 0.047404
## `Date Sold`9/1/2023 0.319512
## `Date Sold`9/11/2023 0.175764
## `Date Sold`9/12/2023 0.147142
## `Date Sold`9/13/2007 0.231151
## `Date Sold`9/15/2022 0.957930
## `Date Sold`9/15/2023 0.182494
## `Date Sold`9/18/2023 0.261460
## `Date Sold`9/19/2022 1.32e-11
## `Date Sold`9/19/2023 0.867961
## `Date Sold`9/2/2022 0.752394
## `Date Sold`9/20/2022 0.032767
## `Date Sold`9/22/2022 0.023328
## `Date Sold`9/22/2023 < 2e-16
## `Date Sold`9/23/2021 0.058533
## `Date Sold`9/23/2022 0.536962
## `Date Sold`9/25/2023 0.005912
## `Date Sold`9/26/2019 0.181946
## `Date Sold`9/26/2023 0.004790
## `Date Sold`9/27/2023 0.379527
## `Date Sold`9/28/2023 0.000294
## `Date Sold`9/29/2021 0.958013
## `Date Sold`9/29/2022 0.491002
## `Date Sold`9/29/2023 0.237374
## `Date Sold`9/30/2021 0.066057
## `Date Sold`9/30/2022 0.942555
## `Date Sold`9/5/2023 0.959119
## `Date Sold`9/6/2023 0.152360
## `Date Sold`9/7/2023 0.009270
## `Date Sold`9/8/2023 NA
## `Date Sold`9/9/2022 NA
## `Number of Bedrooms` 0.101403
## `Number of Bathrooms (add 0.5 for a half bath)`1.5 0.000324
## `Number of Bathrooms (add 0.5 for a half bath)`2 7.79e-05
## `Number of Bathrooms (add 0.5 for a half bath)`2.5 0.011501
## `Number of Bathrooms (add 0.5 for a half bath)`3 0.000148
## `Number of Bathrooms (add 0.5 for a half bath)`3.5 0.317515
## `Number of Bathrooms (add 0.5 for a half bath)`4 0.271394
## `Number of Bathrooms (add 0.5 for a half bath)`4.5 0.992438
## `Number of Bathrooms (add 0.5 for a half bath)`5 0.422633
## `Number of Bathrooms (add 0.5 for a half bath)`6 1.74e-10
## `Number of Bathrooms (add 0.5 for a half bath)`7 1.78e-10
## `Number of Bathrooms (add 0.5 for a half bath)`8 < 2e-16
## `Number of Bathrooms (add 0.5 for a half bath)`9 NA
## `Year Built` 1.27e-09
## `Squared Feet` 0.001369
## `Lot size (in sqft)`10018 0.546357
## `Lot size (in sqft)`10019 NA
## `Lot size (in sqft)`10062 NA
## `Lot size (in sqft)`10105 NA
## `Lot size (in sqft)`101059 2.25e-06
## `Lot size (in sqft)`10149 0.982084
## `Lot size (in sqft)`10166 NA
## `Lot size (in sqft)`10167 0.351216
## `Lot size (in sqft)`10197 0.235504
## `Lot size (in sqft)`10249 0.018571
## `Lot size (in sqft)`10280 0.020196
## `Lot size (in sqft)`10332 0.312641
## `Lot size (in sqft)`10345 0.793405
## `Lot size (in sqft)`10367 0.522361
## `Lot size (in sqft)`10410 0.740488
## `Lot size (in sqft)`10497 0.073381
## `Lot size (in sqft)`10498 0.844396
## `Lot size (in sqft)`10541 0.656661
## `Lot size (in sqft)`10585 NA
## `Lot size (in sqft)`10628 NA
## `Lot size (in sqft)`10725 0.294002
## `Lot size (in sqft)`10759 0.520648
## `Lot size (in sqft)`10802 0.146280
## `Lot size (in sqft)`1085079 NA
## `Lot size (in sqft)`10890 0.726204
## `Lot size (in sqft)`109771 0.047816
## `Lot size (in sqft)`110642 0.916742
## `Lot size (in sqft)`111513 0.926776
## `Lot size (in sqft)`11325 0.817340
## `Lot size (in sqft)`11326 0.696761
## `Lot size (in sqft)`1158 0.644909
## `Lot size (in sqft)`11761 0.659157
## `Lot size (in sqft)`117611 0.202893
## `Lot size (in sqft)`117612 NA
## `Lot size (in sqft)`119354 0.004188
## `Lot size (in sqft)`1215 0.556614
## `Lot size (in sqft)`12196 0.845985
## `Lot size (in sqft)`121968 NA
## `Lot size (in sqft)`12197 0.944888
## `Lot size (in sqft)`125452 0.043090
## `Lot size (in sqft)`125453 0.022064
## `Lot size (in sqft)`12632 0.831423
## `Lot size (in sqft)`126760 0.893189
## `Lot size (in sqft)`1271 0.738195
## `Lot size (in sqft)`127195 NA
## `Lot size (in sqft)`127800 0.739577
## `Lot size (in sqft)`12832 0.452799
## `Lot size (in sqft)`12917 0.849135
## `Lot size (in sqft)`129373 NA
## `Lot size (in sqft)`129809 NA
## `Lot size (in sqft)`1306 NA
## `Lot size (in sqft)`13068 0.936779
## `Lot size (in sqft)`130680 NA
## `Lot size (in sqft)`131116 NA
## `Lot size (in sqft)`131551 0.644659
## `Lot size (in sqft)`1320 0.524526
## `Lot size (in sqft)`132422 < 2e-16
## `Lot size (in sqft)`13503 0.288895
## `Lot size (in sqft)`13504 0.818805
## `Lot size (in sqft)`1356458 NA
## `Lot size (in sqft)`1360 0.149955
## `Lot size (in sqft)`138085 0.283802
## `Lot size (in sqft)`13939 0.921942
## `Lot size (in sqft)`140698 NA
## `Lot size (in sqft)`1433 0.303764
## `Lot size (in sqft)`143748 < 2e-16
## `Lot size (in sqft)`14375 0.800539
## `Lot size (in sqft)`14462 NA
## `Lot size (in sqft)`1463 0.760418
## `Lot size (in sqft)`14810 0.592697
## `Lot size (in sqft)`150717 NA
## `Lot size (in sqft)`15159 NA
## `Lot size (in sqft)`152024 0.018665
## `Lot size (in sqft)`15234 0.099575
## `Lot size (in sqft)`15246 0.173082
## `Lot size (in sqft)`15678 0.095230
## `Lot size (in sqft)`15681 NA
## `Lot size (in sqft)`156816 0.830970
## `Lot size (in sqft)`15682 0.908511
## `Lot size (in sqft)`159429 0.221393
## `Lot size (in sqft)`161 0.442747
## `Lot size (in sqft)`16117 0.757243
## `Lot size (in sqft)`16552 NA
## `Lot size (in sqft)`16553 0.272429
## `Lot size (in sqft)`16988 0.321776
## `Lot size (in sqft)`171626 0.828805
## `Lot size (in sqft)`17424 0.701002
## `Lot size (in sqft)`174240 NA
## `Lot size (in sqft)`1742400 0.840965
## `Lot size (in sqft)`1785 0.006691
## `Lot size (in sqft)`17859 NA
## `Lot size (in sqft)`178596 NA
## `Lot size (in sqft)`1798 0.329453
## `Lot size (in sqft)`18000 NA
## `Lot size (in sqft)`18295 0.336949
## `Lot size (in sqft)`1833 0.356985
## `Lot size (in sqft)`1834 0.325095
## `Lot size (in sqft)`18730 NA
## `Lot size (in sqft)`187308 NA
## `Lot size (in sqft)`18731 0.656474
## `Lot size (in sqft)`18760 0.511466
## `Lot size (in sqft)`1880 0.041974
## `Lot size (in sqft)`18990 0.461427
## `Lot size (in sqft)`19160 0.279295
## `Lot size (in sqft)`19166 0.497566
## `Lot size (in sqft)`19295 0.005591
## `Lot size (in sqft)`19378 0.805079
## `Lot size (in sqft)`194713 0.003111
## `Lot size (in sqft)`1960 NA
## `Lot size (in sqft)`19600 0.238260
## `Lot size (in sqft)`19602 0.486965
## `Lot size (in sqft)`196020 0.414499
## `Lot size (in sqft)`19702 0.456804
## `Lot size (in sqft)`199069 0.252879
## `Lot size (in sqft)`20000 0.114398
## `Lot size (in sqft)`20037 0.848776
## `Lot size (in sqft)`20038 0.837773
## `Lot size (in sqft)`20048 0.531096
## `Lot size (in sqft)`201247 0.137240
## `Lot size (in sqft)`20145 0.560681
## `Lot size (in sqft)`2019 0.080173
## `Lot size (in sqft)`2047 0.328902
## `Lot size (in sqft)`20473 0.286843
## `Lot size (in sqft)`20876 0.252346
## `Lot size (in sqft)`20908 0.697792
## `Lot size (in sqft)`20909 0.622238
## `Lot size (in sqft)`21021 0.919343
## `Lot size (in sqft)`213008 0.126439
## `Lot size (in sqft)`2134 0.067872
## `Lot size (in sqft)`21344 NA
## `Lot size (in sqft)`2178 0.194444
## `Lot size (in sqft)`21780 0.498066
## `Lot size (in sqft)`217800 0.650416
## `Lot size (in sqft)`218236 NA
## `Lot size (in sqft)`218671 NA
## `Lot size (in sqft)`219107 0.787134
## `Lot size (in sqft)`220414 NA
## `Lot size (in sqft)`220849 NA
## `Lot size (in sqft)`221285 NA
## `Lot size (in sqft)`22176 0.764415
## `Lot size (in sqft)`2221 0.586926
## `Lot size (in sqft)`22215 0.531266
## `Lot size (in sqft)`22216 0.881937
## `Lot size (in sqft)`222592 NA
## `Lot size (in sqft)`223463 NA
## `Lot size (in sqft)`224334 NA
## `Lot size (in sqft)`2262 NA
## `Lot size (in sqft)`2265 NA
## `Lot size (in sqft)`22651 0.252334
## `Lot size (in sqft)`2269 0.385625
## `Lot size (in sqft)`226947 NA
## `Lot size (in sqft)`2273832 NA
## `Lot size (in sqft)`2287 0.356889
## `Lot size (in sqft)`2308 0.452602
## `Lot size (in sqft)`23086 0.192914
## `Lot size (in sqft)`23087 0.060335
## `Lot size (in sqft)`231304 NA
## `Lot size (in sqft)`23522 0.103950
## `Lot size (in sqft)`2362 0.078834
## `Lot size (in sqft)`2368792 NA
## `Lot size (in sqft)`2374 NA
## `Lot size (in sqft)`238708 0.361021
## `Lot size (in sqft)`2395 NA
## `Lot size (in sqft)`23958 0.627525
## `Lot size (in sqft)`2416 0.374976
## `Lot size (in sqft)`241758 NA
## `Lot size (in sqft)`242629 0.212678
## `Lot size (in sqft)`243064 NA
## `Lot size (in sqft)`24394 0.477325
## `Lot size (in sqft)`2482 NA
## `Lot size (in sqft)`2500 0.746541
## `Lot size (in sqft)`25189 0.093040
## `Lot size (in sqft)`25265 0.885631
## `Lot size (in sqft)`255697 NA
## `Lot size (in sqft)`25700 0.125695
## `Lot size (in sqft)`26136 NA
## `Lot size (in sqft)`264409 0.000752
## `Lot size (in sqft)`2657 0.040353
## `Lot size (in sqft)`26974 NA
## `Lot size (in sqft)`27002 0.601286
## `Lot size (in sqft)`27007 NA
## `Lot size (in sqft)`27442 0.892631
## `Lot size (in sqft)`27443 0.924035
## `Lot size (in sqft)`2787 0.369213
## `Lot size (in sqft)`27878 0.401212
## `Lot size (in sqft)`2788 0.241862
## `Lot size (in sqft)`2808 0.928859
## `Lot size (in sqft)`28314 0.503903
## `Lot size (in sqft)`2874 0.585532
## `Lot size (in sqft)`28750 NA
## `Lot size (in sqft)`29185 NA
## `Lot size (in sqft)`295772 0.803531
## `Lot size (in sqft)`29620 2.19e-09
## `Lot size (in sqft)`296208 NA
## `Lot size (in sqft)`29621 0.380868
## `Lot size (in sqft)`29876 0.908729
## `Lot size (in sqft)`3000 0.558626
## `Lot size (in sqft)`3005 0.586640
## `Lot size (in sqft)`30056 0.980884
## `Lot size (in sqft)`3006 0.623805
## `Lot size (in sqft)`3049 0.006956
## `Lot size (in sqft)`30492 NA
## `Lot size (in sqft)`30567 0.719796
## `Lot size (in sqft)`3136 NA
## `Lot size (in sqft)`31798 0.649768
## `Lot size (in sqft)`31799 NA
## `Lot size (in sqft)`32234 0.063264
## `Lot size (in sqft)`3238686 NA
## `Lot size (in sqft)`3240864 NA
## `Lot size (in sqft)`32670 0.313536
## `Lot size (in sqft)`3267000 NA
## `Lot size (in sqft)`3292265 NA
## `Lot size (in sqft)`3310 0.233235
## `Lot size (in sqft)`3316223 NA
## `Lot size (in sqft)`3320579 NA
## `Lot size (in sqft)`3338874 NA
## `Lot size (in sqft)`334540 0.000525
## `Lot size (in sqft)`3345408 NA
## `Lot size (in sqft)`3354 NA
## `Lot size (in sqft)`3378 0.703640
## `Lot size (in sqft)`34412 0.624286
## `Lot size (in sqft)`3483 NA
## `Lot size (in sqft)`3484 0.137066
## `Lot size (in sqft)`34848 0.616403
## `Lot size (in sqft)`352400 NA
## `Lot size (in sqft)`35284 0.612249
## `Lot size (in sqft)`3571 0.350860
## `Lot size (in sqft)`35719 0.418677
## `Lot size (in sqft)`3640 0.361310
## `Lot size (in sqft)`3659 0.867835
## `Lot size (in sqft)`36590 0.715345
## `Lot size (in sqft)`3702 NA
## `Lot size (in sqft)`3730914 NA
## `Lot size (in sqft)`3731785 NA
## `Lot size (in sqft)`37461 0.332779
## `Lot size (in sqft)`3746160 NA
## `Lot size (in sqft)`37462 NA
## `Lot size (in sqft)`3751387 NA
## `Lot size (in sqft)`3753130 NA
## `Lot size (in sqft)`3789 0.556198
## `Lot size (in sqft)`3920 0.474917
## `Lot size (in sqft)`393347 NA
## `Lot size (in sqft)`3959 0.328409
## `Lot size (in sqft)`3963 NA
## `Lot size (in sqft)`39640 2.76e-12
## `Lot size (in sqft)`3973 NA
## `Lot size (in sqft)`3997 0.039401
## `Lot size (in sqft)`4000 0.760279
## `Lot size (in sqft)`4003 0.379622
## `Lot size (in sqft)`40075 NA
## `Lot size (in sqft)`4008 0.395396
## `Lot size (in sqft)`4051 0.549865
## `Lot size (in sqft)`4094 NA
## `Lot size (in sqft)`40946 7.75e-07
## `Lot size (in sqft)`4095 NA
## `Lot size (in sqft)`4181 0.792081
## `Lot size (in sqft)`4200 NA
## `Lot size (in sqft)`4225 0.773465
## `Lot size (in sqft)`4238 0.769518
## `Lot size (in sqft)`4268 4.61e-12
## `Lot size (in sqft)`4269 0.423357
## `Lot size (in sqft)`43124 NA
## `Lot size (in sqft)`4321 0.030588
## `Lot size (in sqft)`4356 0.712725
## `Lot size (in sqft)`43560 0.777643
## `Lot size (in sqft)`4375 0.135991
## `Lot size (in sqft)`4399 0.202211
## `Lot size (in sqft)`43995 0.803706
## `Lot size (in sqft)`43996 0.351322
## `Lot size (in sqft)`44 0.711461
## `Lot size (in sqft)`4443 0.030633
## `Lot size (in sqft)`4476 0.452413
## `Lot size (in sqft)`4486 0.092048
## `Lot size (in sqft)`44866 0.658110
## `Lot size (in sqft)`45302 NA
## `Lot size (in sqft)`4617 0.002369
## `Lot size (in sqft)`46173 0.564369
## `Lot size (in sqft)`4704 0.410034
## `Lot size (in sqft)`47044 0.792321
## `Lot size (in sqft)`4725 0.201255
## `Lot size (in sqft)`4748 0.969808
## `Lot size (in sqft)`4760 0.970360
## `Lot size (in sqft)`4791 0.403174
## `Lot size (in sqft)`47916 0.116531
## `Lot size (in sqft)`4835 0.077075
## `Lot size (in sqft)`4878 0.112125
## `Lot size (in sqft)`4922 0.090374
## `Lot size (in sqft)`49223 NA
## `Lot size (in sqft)`4966 0.833037
## `Lot size (in sqft)`5000 0.210381
## `Lot size (in sqft)`5052 0.424734
## `Lot size (in sqft)`50530 0.250161
## `Lot size (in sqft)`5096 0.382168
## `Lot size (in sqft)`50965 0.208299
## `Lot size (in sqft)`5140 0.470757
## `Lot size (in sqft)`5183 0.013989
## `Lot size (in sqft)`51836 0.514368
## `Lot size (in sqft)`5184 0.007018
## `Lot size (in sqft)`5227 3.85e-05
## `Lot size (in sqft)`52272 0.478058
## `Lot size (in sqft)`5270 NA
## `Lot size (in sqft)`52707 NA
## `Lot size (in sqft)`52708 NA
## `Lot size (in sqft)`5314 0.105803
## `Lot size (in sqft)`53143 0.520273
## `Lot size (in sqft)`5400 0.318608
## `Lot size (in sqft)`5401 0.196711
## `Lot size (in sqft)`54014 0.688065
## `Lot size (in sqft)`5414 0.766064
## `Lot size (in sqft)`5439 0.794014
## `Lot size (in sqft)`5445 0.076780
## `Lot size (in sqft)`5462 0.093359
## `Lot size (in sqft)`5488 0.631072
## `Lot size (in sqft)`54886 NA
## `Lot size (in sqft)`5547 0.775349
## `Lot size (in sqft)`5575 0.677004
## `Lot size (in sqft)`55757 0.787985
## `Lot size (in sqft)`5600 NA
## `Lot size (in sqft)`5619 0.694096
## `Lot size (in sqft)`56192 0.234257
## `Lot size (in sqft)`5662 0.862389
## `Lot size (in sqft)`56628 0.347722
## `Lot size (in sqft)`5663 0.820332
## `Lot size (in sqft)`5706 0.528179
## `Lot size (in sqft)`5749 7.54e-06
## `Lot size (in sqft)`5760 0.810278
## `Lot size (in sqft)`5793 0.274659
## `Lot size (in sqft)`5837 0.671875
## `Lot size (in sqft)`58370 0.738092
## `Lot size (in sqft)`5880 0.826803
## `Lot size (in sqft)`5881 0.634249
## `Lot size (in sqft)`5915 0.217965
## `Lot size (in sqft)`5924 0.413450
## `Lot size (in sqft)`5967 0.114704
## `Lot size (in sqft)`59677 NA
## `Lot size (in sqft)`598078 2.42e-14
## `Lot size (in sqft)`6000 1.73e-06
## `Lot size (in sqft)`6002 NA
## `Lot size (in sqft)`6011 0.220439
## `Lot size (in sqft)`6054 0.815233
## `Lot size (in sqft)`6098 0.871826
## `Lot size (in sqft)`60984 0.291536
## `Lot size (in sqft)`6141 0.425966
## `Lot size (in sqft)`6185 0.029685
## `Lot size (in sqft)`6229 0.954542
## `Lot size (in sqft)`62291 0.102163
## `Lot size (in sqft)`6272 0.131511
## `Lot size (in sqft)`62726 0.162288
## `Lot size (in sqft)`6316 0.775296
## `Lot size (in sqft)`63389 0.008597
## `Lot size (in sqft)`6446 0.601597
## `Lot size (in sqft)`64468 NA
## `Lot size (in sqft)`64469 < 2e-16
## `Lot size (in sqft)`6468 0.448065
## `Lot size (in sqft)`6500 0.494621
## `Lot size (in sqft)`6534 0.578153
## `Lot size (in sqft)`6556216 NA
## `Lot size (in sqft)`6577 0.880482
## `Lot size (in sqft)`6578 0.759326
## `Lot size (in sqft)`6664 0.751251
## `Lot size (in sqft)`66646 0.961911
## `Lot size (in sqft)`66647 0.688532
## `Lot size (in sqft)`669081 0.814542
## `Lot size (in sqft)`6708 NA
## `Lot size (in sqft)`6721 0.137757
## `Lot size (in sqft)`6751 0.391732
## `Lot size (in sqft)`6752 0.366683
## `Lot size (in sqft)`6765 0.743700
## `Lot size (in sqft)`67904 NA
## `Lot size (in sqft)`6795 0.364035
## `Lot size (in sqft)`6795360 NA
## `Lot size (in sqft)`680842 NA
## `Lot size (in sqft)`6838 0.569683
## `Lot size (in sqft)`683892 0.048090
## `Lot size (in sqft)`6917 0.003665
## `Lot size (in sqft)`6926 0.059490
## `Lot size (in sqft)`69260 0.244971
## `Lot size (in sqft)`6926040 NA
## `Lot size (in sqft)`6969 0.626743
## `Lot size (in sqft)`6969600 NA
## `Lot size (in sqft)`7012 0.187169
## `Lot size (in sqft)`7013 0.638069
## `Lot size (in sqft)`7022 NA
## `Lot size (in sqft)`7056 0.473067
## `Lot size (in sqft)`7100 0.470956
## `Lot size (in sqft)`7143 0.989409
## `Lot size (in sqft)`7187 0.058174
## `Lot size (in sqft)`7200 7.58e-13
## `Lot size (in sqft)`7230 0.888884
## `Lot size (in sqft)`7231 0.963011
## `Lot size (in sqft)`7274 0.813745
## `Lot size (in sqft)`7275 0.805052
## `Lot size (in sqft)`7318 0.322286
## `Lot size (in sqft)`7361 NA
## `Lot size (in sqft)`73616 NA
## `Lot size (in sqft)`7400 NA
## `Lot size (in sqft)`7405 0.504127
## `Lot size (in sqft)`7448 0.482415
## `Lot size (in sqft)`7492 0.678338
## `Lot size (in sqft)`74923 NA
## `Lot size (in sqft)`7501 0.736955
## `Lot size (in sqft)`7535 0.426492
## `Lot size (in sqft)`7578 0.267305
## `Lot size (in sqft)`7579 0.769795
## `Lot size (in sqft)`7596 NA
## `Lot size (in sqft)`7660 0.462646
## `Lot size (in sqft)`7666 0.738110
## `Lot size (in sqft)`7700 0.337982
## `Lot size (in sqft)`7710 0.817477
## `Lot size (in sqft)`77101 0.600555
## `Lot size (in sqft)`7731 0.512742
## `Lot size (in sqft)`7753 0.274238
## `Lot size (in sqft)`7788 0.335985
## `Lot size (in sqft)`779 0.147948
## `Lot size (in sqft)`7797 NA
## `Lot size (in sqft)`77972 0.393342
## `Lot size (in sqft)`7799 0.006720
## `Lot size (in sqft)`7800 0.375512
## `Lot size (in sqft)`7801 NA
## `Lot size (in sqft)`7802 NA
## `Lot size (in sqft)`7840 0.341981
## `Lot size (in sqft)`7884 0.299662
## `Lot size (in sqft)`7927 0.874149
## `Lot size (in sqft)`7928 0.005775
## `Lot size (in sqft)`7949 0.915547
## `Lot size (in sqft)`7971 0.824180
## `Lot size (in sqft)`797583 NA
## `Lot size (in sqft)`8015 0.337370
## `Lot size (in sqft)`8058 0.576398
## `Lot size (in sqft)`8100 0.879121
## `Lot size (in sqft)`8102 0.607075
## `Lot size (in sqft)`81022 0.318839
## `Lot size (in sqft)`8145 0.879989
## `Lot size (in sqft)`8189 0.552570
## `Lot size (in sqft)`819 0.514917
## `Lot size (in sqft)`8232 0.284581
## `Lot size (in sqft)`82328 NA
## `Lot size (in sqft)`8276 0.986947
## `Lot size (in sqft)`8319 0.871825
## `Lot size (in sqft)`8363 0.089985
## `Lot size (in sqft)`83635 NA
## `Lot size (in sqft)`8398 NA
## `Lot size (in sqft)`8407 NA
## `Lot size (in sqft)`8450 0.101366
## `Lot size (in sqft)`84506 0.188448
## `Lot size (in sqft)`8494 1.64e-09
## `Lot size (in sqft)`8538 0.840681
## `Lot size (in sqft)`8581 0.039403
## `Lot size (in sqft)`8581320 NA
## `Lot size (in sqft)`8624 0.019262
## `Lot size (in sqft)`8625 0.574807
## `Lot size (in sqft)`8668 9.15e-08
## `Lot size (in sqft)`8712 0.478140
## `Lot size (in sqft)`87120 < 2e-16
## `Lot size (in sqft)`8751 0.763610
## `Lot size (in sqft)`87555 NA
## `Lot size (in sqft)`8769 0.911454
## `Lot size (in sqft)`87991 0.470045
## `Lot size (in sqft)`8842 0.387228
## `Lot size (in sqft)`8886 NA
## `Lot size (in sqft)`8929 NA
## `Lot size (in sqft)`8973 NA
## `Lot size (in sqft)`9016 0.189920
## `Lot size (in sqft)`90169 NA
## `Lot size (in sqft)`9060 0.238264
## `Lot size (in sqft)`9086 NA
## `Lot size (in sqft)`9104 0.964334
## `Lot size (in sqft)`9104040 NA
## `Lot size (in sqft)`9143 0.098239
## `Lot size (in sqft)`9147 0.912538
## `Lot size (in sqft)`9169 0.937385
## `Lot size (in sqft)`9191 0.790628
## `Lot size (in sqft)`9204 NA
## `Lot size (in sqft)`9309208 NA
## `Lot size (in sqft)`9321 NA
## `Lot size (in sqft)`9350154 NA
## `Lot size (in sqft)`9365 0.907609
## `Lot size (in sqft)`9408 0.688818
## `Lot size (in sqft)`9452 0.985400
## `Lot size (in sqft)`9461 NA
## `Lot size (in sqft)`9469 NA
## `Lot size (in sqft)`9480 NA
## `Lot size (in sqft)`9496080 NA
## `Lot size (in sqft)`94961 0.494939
## `Lot size (in sqft)`9539 3.36e-05
## `Lot size (in sqft)`9583 0.899548
## `Lot size (in sqft)`9626 NA
## `Lot size (in sqft)`9654 0.056966
## `Lot size (in sqft)`9670 0.043366
## `Lot size (in sqft)`9675 0.316886
## `Lot size (in sqft)`9713 NA
## `Lot size (in sqft)`9757 0.932431
## `Lot size (in sqft)`9792 0.151099
## `Lot size (in sqft)`9801 0.209762
## `Lot size (in sqft)`98010 0.493042
## `Lot size (in sqft)`9864 NA
## `Lot size (in sqft)`9888 0.186867
## `Number of Parking Spots`2 4.82e-07
## `Number of Parking Spots`3 0.029978
## `Number of Parking Spots`4 4.07e-08
## `Number of Parking Spots`5 0.072250
## `Number of Parking Spots`6 0.068102
## `Number of Parking Spots`7 NA
## `Number of Parking Spots`8 NA
## age NA
## Zip.Code40047 NA
## Zip.Code40056 NA
## Zip.Code40059 NA
## Zip.Code40065 NA
## Zip.Code40068 NA
## Zip.Code40165 NA
## Zip.Code40229 NA
## Zip.Code40299 NA
## Zip.Code41017 NA
## Zip.Code41143 NA
## Zip.Code43004 NA
## Zip.Code43015 NA
## Zip.Code43017 NA
## Zip.Code43081 NA
## Zip.Code43116 NA
## Zip.Code43123 NA
## Zip.Code43140 NA
## Zip.Code43221 NA
## Zip.Code43230 NA
## Zip.Code43762 NA
## Zip.Code43787 NA
## Zip.Code43844 NA
## Zip.Code44030 NA
## Zip.Code44047 NA
## Zip.Code44460 NA
## Zip.Code44601 NA
## Zip.Code44907 NA
## Zip.Code45002 NA
## Zip.Code45014 NA
## Zip.Code45030 NA
## Zip.Code45036 NA
## Zip.Code45039 NA
## Zip.Code45040 NA
## Zip.Code45042 NA
## Zip.Code45044 NA
## Zip.Code45052 NA
## Zip.Code45053 NA
## Zip.Code45102 NA
## Zip.Code45103 NA
## Zip.Code45133 NA
## Zip.Code45140 NA
## Zip.Code45150 NA
## Zip.Code45152 NA
## Zip.Code45157 NA
## Zip.Code45174 NA
## Zip.Code45202 NA
## Zip.Code45203 NA
## Zip.Code45204 NA
## Zip.Code45205 NA
## Zip.Code45206 NA
## Zip.Code45207 NA
## Zip.Code45208 NA
## Zip.Code45209 NA
## Zip.Code45211 NA
## Zip.Code45212 NA
## Zip.Code45213 NA
## Zip.Code45214 NA
## Zip.Code45215 NA
## Zip.Code45216 NA
## Zip.Code45218 NA
## Zip.Code45219 NA
## Zip.Code45220 NA
## Zip.Code45223 NA
## Zip.Code45224 NA
## Zip.Code45225 NA
## Zip.Code45226 NA
## Zip.Code45227 NA
## Zip.Code45229 NA
## Zip.Code45230 NA
## Zip.Code45231 NA
## Zip.Code45232 NA
## Zip.Code45233 NA
## Zip.Code45236 NA
## Zip.Code45237 NA
## Zip.Code45238 NA
## Zip.Code45239 NA
## Zip.Code45240 NA
## Zip.Code45241 NA
## Zip.Code45242 NA
## Zip.Code45243 NA
## Zip.Code45244 NA
## Zip.Code45245 NA
## Zip.Code45246 NA
## Zip.Code45247 NA
## Zip.Code45248 NA
## Zip.Code45249 NA
## Zip.Code45251 NA
## Zip.Code45252 NA
## Zip.Code45255 NA
## Zip.Code45266 NA
## Zip.Code45503 NA
## Zip.Code45678 NA
## Zip.Code45682 NA
## Zip.Code45686 NA
## Zip.Code45688 NA
## Zip.Code45693 NA
## Zip.Code45723 NA
## Zip.Code46032 NA
## Zip.Code46158 NA
## Zip.Code46217 NA
## Zip.Code46227 NA
## Zip.Code46254 NA
## Zip.Code46256 NA
## Zip.Code46259 NA
## Zip.Code47246 NA
## Zip.Code8/2/2023 NA
## Number.of.Bedrooms NA
## Number.of.Bathrooms..add.0.5.for.a.half.bath. NA
## Squared.Feet NA
## Lot.size..in.sqft. NA
## Number.of.Parking.Spots NA
##
## (Intercept) ***
## `Student Contributor Name`Aditya Raj Singhal
## `Student Contributor Name`Ajay Mahato
## `Student Contributor Name`Anil Palazzo
## `Student Contributor Name`Archana Basnett .
## `Student Contributor Name`Bhargav Sreepathi
## `Student Contributor Name`Catherine Ngothi
## `Student Contributor Name`Caylee Rosa
## `Student Contributor Name`David Dickens
## `Student Contributor Name`Derek Schult ***
## `Student Contributor Name`Dominic DiSalvo
## `Student Contributor Name`Dwijesh Bharadwaj Kuppahalli Krishnamurthy
## `Student Contributor Name`Georgia Croci
## `Student Contributor Name`He Yang
## `Student Contributor Name`Heather Stoffer
## `Student Contributor Name`Hrishikesh Anil Patil
## `Student Contributor Name`Hunter Jessee
## `Student Contributor Name`Ishaan Chaudhari
## `Student Contributor Name`Jadyn Bauss
## `Student Contributor Name`Jameson Zink
## `Student Contributor Name`Jayavardhan Reddy Mallu *
## `Student Contributor Name`Jessie Beyrer
## `Student Contributor Name`Josh Moermond
## `Student Contributor Name`Josie Wittwer
## `Student Contributor Name`Kijung Lee
## `Student Contributor Name`Kory Bailey
## `Student Contributor Name`Lokesh Rudravalambi Suresh *
## `Student Contributor Name`Manan Sharma
## `Student Contributor Name`Mark Manibusan
## `Student Contributor Name`Matt Guido
## `Student Contributor Name`Miranda Knisley
## `Student Contributor Name`Mohammed Tahir Madni Mohammed **
## `Student Contributor Name`Nathan Poeppelman
## `Student Contributor Name`Nicole Baker
## `Student Contributor Name`Nikhil Sai Kumar Runku
## `Student Contributor Name`Nikhita Veluri
## `Student Contributor Name`Nishit Raj
## `Student Contributor Name`Pimlapas Kumkerd
## `Student Contributor Name`Prashant Mukesh Gupta
## `Student Contributor Name`Qinghua Huang
## `Student Contributor Name`Rachael Rahe
## `Student Contributor Name`Ramvyasa Thavasiraj
## `Student Contributor Name`Ranjay Bose
## `Student Contributor Name`Robin Verdon
## `Student Contributor Name`Sai Shivani Aahwanika Maddi Lakshmi
## `Student Contributor Name`Sarah Schaefer .
## `Student Contributor Name`Sergio Mateo
## `Student Contributor Name`Shivani Pilli
## `Student Contributor Name`Shreyas Nadig
## `Student Contributor Name`Srikar Kudumula
## `Student Contributor Name`Stewart Shumrick
## `Student Contributor Name`Surya Sanjay Bandari
## `Student Contributor Name`William Treutel .
## `Student Contributor Name`Zachary Durst
## `Zip Code`40047
## `Zip Code`40056 *
## `Zip Code`40059
## `Zip Code`40065
## `Zip Code`40068
## `Zip Code`40165
## `Zip Code`40229 *
## `Zip Code`40299 .
## `Zip Code`41017
## `Zip Code`41143 .
## `Zip Code`43004 ***
## `Zip Code`43015
## `Zip Code`43017 ***
## `Zip Code`43081
## `Zip Code`43116
## `Zip Code`43123
## `Zip Code`43140
## `Zip Code`43221
## `Zip Code`43230
## `Zip Code`43762
## `Zip Code`43787
## `Zip Code`43844
## `Zip Code`44030
## `Zip Code`44047
## `Zip Code`44460
## `Zip Code`44601
## `Zip Code`44907 .
## `Zip Code`45002
## `Zip Code`45014
## `Zip Code`45030
## `Zip Code`45036
## `Zip Code`45039
## `Zip Code`45040
## `Zip Code`45042
## `Zip Code`45044
## `Zip Code`45052
## `Zip Code`45053 **
## `Zip Code`45102
## `Zip Code`45103
## `Zip Code`45133
## `Zip Code`45140 ***
## `Zip Code`45150
## `Zip Code`45152
## `Zip Code`45157
## `Zip Code`45174
## `Zip Code`45202
## `Zip Code`45203
## `Zip Code`45204
## `Zip Code`45205
## `Zip Code`45206
## `Zip Code`45207
## `Zip Code`45208
## `Zip Code`45209
## `Zip Code`45211
## `Zip Code`45212
## `Zip Code`45213
## `Zip Code`45214 *
## `Zip Code`45215
## `Zip Code`45216
## `Zip Code`45218
## `Zip Code`45219
## `Zip Code`45220
## `Zip Code`45223
## `Zip Code`45224
## `Zip Code`45225 **
## `Zip Code`45226
## `Zip Code`45227
## `Zip Code`45229
## `Zip Code`45230
## `Zip Code`45231
## `Zip Code`45232
## `Zip Code`45233
## `Zip Code`45236
## `Zip Code`45237
## `Zip Code`45238
## `Zip Code`45239
## `Zip Code`45240
## `Zip Code`45241
## `Zip Code`45242
## `Zip Code`45243
## `Zip Code`45244
## `Zip Code`45245
## `Zip Code`45246
## `Zip Code`45247
## `Zip Code`45248
## `Zip Code`45249
## `Zip Code`45251
## `Zip Code`45252
## `Zip Code`45255
## `Zip Code`45266
## `Zip Code`45503
## `Zip Code`45678
## `Zip Code`45682
## `Zip Code`45686
## `Zip Code`45688 .
## `Zip Code`45693
## `Zip Code`45723
## `Zip Code`46032
## `Zip Code`46158
## `Zip Code`46217
## `Zip Code`46227 .
## `Zip Code`46254 .
## `Zip Code`46256 ***
## `Zip Code`46259
## `Zip Code`47246 .
## `Zip Code`8/2/2023 ***
## `Price Sold` ***
## `Date Sold`1/10/2023
## `Date Sold`1/10/2024
## `Date Sold`1/11/2024 *
## `Date Sold`1/12/2024
## `Date Sold`1/13/2022 ***
## `Date Sold`1/14/2003
## `Date Sold`1/15/2024
## `Date Sold`1/16/2024
## `Date Sold`1/19/2022 .
## `Date Sold`1/2/2024
## `Date Sold`1/25/2024
## `Date Sold`1/27/2020 *
## `Date Sold`1/28/2021 ***
## `Date Sold`1/28/2022 .
## `Date Sold`1/3/2022
## `Date Sold`1/3/2024
## `Date Sold`1/4/2021 ***
## `Date Sold`1/4/2022 ***
## `Date Sold`1/4/2024 ***
## `Date Sold`1/5/2024 .
## `Date Sold`1/8/2014
## `Date Sold`1/8/2024
## `Date Sold`1/9/2024
## `Date Sold`10/1/2007
## `Date Sold`10/10/2022
## `Date Sold`10/10/2023
## `Date Sold`10/12/2021 ***
## `Date Sold`10/12/2023
## `Date Sold`10/13/2023 ***
## `Date Sold`10/14/2022
## `Date Sold`10/16/2023
## `Date Sold`10/17/2023 *
## `Date Sold`10/18/2002 ***
## `Date Sold`10/18/2019 *
## `Date Sold`10/18/2023 .
## `Date Sold`10/2/2023
## `Date Sold`10/20/2021
## `Date Sold`10/20/2022
## `Date Sold`10/20/2023
## `Date Sold`10/21/2022
## `Date Sold`10/24/2022
## `Date Sold`10/25/2018
## `Date Sold`10/25/2021
## `Date Sold`10/25/2023 .
## `Date Sold`10/26/2023 .
## `Date Sold`10/27/2016
## `Date Sold`10/27/2023 ***
## `Date Sold`10/29/2010
## `Date Sold`10/29/2020
## `Date Sold`10/3/2022 *
## `Date Sold`10/3/2023
## `Date Sold`10/30/2023
## `Date Sold`10/31/2022
## `Date Sold`10/31/2023
## `Date Sold`10/4/2022
## `Date Sold`10/4/2023
## `Date Sold`10/5/2023
## `Date Sold`10/6/2021 .
## `Date Sold`10/6/2022 *
## `Date Sold`10/6/2023
## `Date Sold`10/7/2022
## `Date Sold`10/9/2023 .
## `Date Sold`11/1/2021 .
## `Date Sold`11/1/2023
## `Date Sold`11/10/2022
## `Date Sold`11/10/2023
## `Date Sold`11/13/2023
## `Date Sold`11/14/2022 .
## `Date Sold`11/14/2023
## `Date Sold`11/15/2023
## `Date Sold`11/16/2023 *
## `Date Sold`11/17/2023
## `Date Sold`11/18/2022 *
## `Date Sold`11/19/2021 .
## `Date Sold`11/2/2021 ***
## `Date Sold`11/2/2023
## `Date Sold`11/20/2023
## `Date Sold`11/21/2000 **
## `Date Sold`11/21/2019
## `Date Sold`11/21/2023
## `Date Sold`11/22/2022
## `Date Sold`11/22/2023 *
## `Date Sold`11/23/2015 **
## `Date Sold`11/24/2023
## `Date Sold`11/27/2023
## `Date Sold`11/28/2023
## `Date Sold`11/29/2021
## `Date Sold`11/29/2023
## `Date Sold`11/3/2021
## `Date Sold`11/3/2023 *
## `Date Sold`11/30/2023
## `Date Sold`11/4/2022
## `Date Sold`11/6/2023
## `Date Sold`11/7/2023
## `Date Sold`11/8/2021
## `Date Sold`11/8/2023
## `Date Sold`11/9/2023
## `Date Sold`12/1/2023
## `Date Sold`12/10/2023
## `Date Sold`12/11/2023 **
## `Date Sold`12/12/2023
## `Date Sold`12/13/2021 *
## `Date Sold`12/13/2023
## `Date Sold`12/14/2018
## `Date Sold`12/14/2023
## `Date Sold`12/15/2021
## `Date Sold`12/15/2023
## `Date Sold`12/16/2013
## `Date Sold`12/16/2022
## `Date Sold`12/18/2023 **
## `Date Sold`12/19/2023
## `Date Sold`12/20/2018
## `Date Sold`12/20/2023
## `Date Sold`12/21/2005
## `Date Sold`12/21/2012 .
## `Date Sold`12/21/2021 *
## `Date Sold`12/21/2023 *
## `Date Sold`12/22/2023 *
## `Date Sold`12/23/2013
## `Date Sold`12/26/2023 *
## `Date Sold`12/27/2023
## `Date Sold`12/28/2021 **
## `Date Sold`12/28/2023
## `Date Sold`12/29/2023
## `Date Sold`12/3/1999
## `Date Sold`12/30/2016
## `Date Sold`12/4/2017
## `Date Sold`12/4/2023
## `Date Sold`12/5/2023 .
## `Date Sold`12/6/2019
## `Date Sold`12/6/2022
## `Date Sold`12/6/2023
## `Date Sold`12/7/2022
## `Date Sold`12/7/2023 *
## `Date Sold`12/8/2023
## `Date Sold`12/9/2022
## `Date Sold`12/9/2023 **
## `Date Sold`2/1/2021 .
## `Date Sold`2/10/2022
## `Date Sold`2/11/2022
## `Date Sold`2/12/2021
## `Date Sold`2/14/2019
## `Date Sold`2/17/2023
## `Date Sold`2/2/2022
## `Date Sold`2/2/2023
## `Date Sold`2/20/2015 .
## `Date Sold`2/21/2023
## `Date Sold`2/22/2023
## `Date Sold`2/24/2021
## `Date Sold`2/24/2023
## `Date Sold`2/25/1998 *
## `Date Sold`2/26/2021
## `Date Sold`2/5/2021 ***
## `Date Sold`2/7/2023
## `Date Sold`2/9/2023
## `Date Sold`3/1/2023 **
## `Date Sold`3/10/2023
## `Date Sold`3/16/2018 **
## `Date Sold`3/17/2023
## `Date Sold`3/18/2023 ***
## `Date Sold`3/24/2009
## `Date Sold`3/24/2023 *
## `Date Sold`3/26/2021
## `Date Sold`3/27/2023
## `Date Sold`3/28/2023
## `Date Sold`3/3/2023
## `Date Sold`3/30/2001 .
## `Date Sold`3/30/2021 ***
## `Date Sold`3/31/2015
## `Date Sold`3/31/2021
## `Date Sold`3/31/2022 **
## `Date Sold`3/5/2008 *
## `Date Sold`3/5/2012 ***
## `Date Sold`3/6/2023
## `Date Sold`3/7/2019 *
## `Date Sold`3/8/2022
## `Date Sold`3/8/2023 .
## `Date Sold`4/1/1985 .
## `Date Sold`4/11/2014
## `Date Sold`4/12/2023 .
## `Date Sold`4/13/2021
## `Date Sold`4/15/2021
## `Date Sold`4/15/2022
## `Date Sold`4/17/2020
## `Date Sold`4/18/2023
## `Date Sold`4/19/2022
## `Date Sold`4/19/2023 ***
## `Date Sold`4/2/2021 ***
## `Date Sold`4/20/2017
## `Date Sold`4/21/2023 .
## `Date Sold`4/21/3149 ***
## `Date Sold`4/26/2022 ***
## `Date Sold`4/27/2006 **
## `Date Sold`4/28/2023
## `Date Sold`4/29/2005
## `Date Sold`4/30/1999
## `Date Sold`4/30/2019
## `Date Sold`4/30/2021 ***
## `Date Sold`4/4/2023 *
## `Date Sold`4/5/1996
## `Date Sold`4/9/2020 **
## `Date Sold`4/9/2021 .
## `Date Sold`5/12/2004 *
## `Date Sold`5/12/2022 *
## `Date Sold`5/13/1998
## `Date Sold`5/17/2023
## `Date Sold`5/18/2022 *
## `Date Sold`5/18/2023
## `Date Sold`5/19/2023 **
## `Date Sold`5/2/2023
## `Date Sold`5/21/2020 **
## `Date Sold`5/23/2023
## `Date Sold`5/26/2022
## `Date Sold`5/26/2023 .
## `Date Sold`5/27/2021 .
## `Date Sold`5/27/2022 ***
## `Date Sold`5/27/2023
## `Date Sold`5/28/2004 *
## `Date Sold`5/29/2015
## `Date Sold`5/3/2000
## `Date Sold`5/3/2021
## `Date Sold`5/3/2022 ***
## `Date Sold`5/30/2003
## `Date Sold`5/30/2006
## `Date Sold`5/31/2022
## `Date Sold`5/31/2023
## `Date Sold`5/4/2022 **
## `Date Sold`5/5/2023 .
## `Date Sold`5/8/2023 ***
## `Date Sold`6/1/2023
## `Date Sold`6/12/2023
## `Date Sold`6/13/2023 **
## `Date Sold`6/15/1998 .
## `Date Sold`6/15/2022
## `Date Sold`6/15/2023
## `Date Sold`6/16/2023
## `Date Sold`6/17/2022
## `Date Sold`6/18/2021 ***
## `Date Sold`6/19/2023 ***
## `Date Sold`6/20/2016 *
## `Date Sold`6/20/2023 .
## `Date Sold`6/21/2021
## `Date Sold`6/21/2023 **
## `Date Sold`6/22/2018 .
## `Date Sold`6/22/2023
## `Date Sold`6/23/2022
## `Date Sold`6/23/2023 ***
## `Date Sold`6/24/2022
## `Date Sold`6/25/2021
## `Date Sold`6/27/2023 .
## `Date Sold`6/28/2012
## `Date Sold`6/28/2021 .
## `Date Sold`6/29/2005 ***
## `Date Sold`6/29/2021
## `Date Sold`6/29/2022
## `Date Sold`6/30/2021 ***
## `Date Sold`6/30/2023
## `Date Sold`6/4/2021 *
## `Date Sold`6/5/2023 *
## `Date Sold`6/7/2023 *
## `Date Sold`6/8/2023
## `Date Sold`6/9/2022
## `Date Sold`6/9/2023 *
## `Date Sold`7/10/2023 ***
## `Date Sold`7/11/2022
## `Date Sold`7/11/2023 ***
## `Date Sold`7/12/2022
## `Date Sold`7/12/2023 *
## `Date Sold`7/14/2023
## `Date Sold`7/15/2021 *
## `Date Sold`7/15/2022 ***
## `Date Sold`7/16/2004
## `Date Sold`7/17/2020 .
## `Date Sold`7/17/2023
## `Date Sold`7/2/2021
## `Date Sold`7/20/2021 ***
## `Date Sold`7/22/2021 ***
## `Date Sold`7/22/2023
## `Date Sold`7/24/2023
## `Date Sold`7/25/2005
## `Date Sold`7/25/2023
## `Date Sold`7/26/2019 .
## `Date Sold`7/26/2023
## `Date Sold`7/27/2023
## `Date Sold`7/28/2003 ***
## `Date Sold`7/28/2023 *
## `Date Sold`7/3/2023
## `Date Sold`7/30/2015
## `Date Sold`7/30/2018 ***
## `Date Sold`7/31/2023 .
## `Date Sold`7/5/2013
## `Date Sold`7/7/2017
## `Date Sold`7/7/2023 .
## `Date Sold`7/8/2022
## `Date Sold`8/1/2023
## `Date Sold`8/10/2023 **
## `Date Sold`8/11/2023
## `Date Sold`8/12/2021 ***
## `Date Sold`8/12/2022
## `Date Sold`8/14/2019 **
## `Date Sold`8/14/2023
## `Date Sold`8/15/1997 **
## `Date Sold`8/15/2022 ***
## `Date Sold`8/15/2023
## `Date Sold`8/17/2023 *
## `Date Sold`8/18/2022
## `Date Sold`8/18/2023
## `Date Sold`8/19/2020
## `Date Sold`8/2/2015
## `Date Sold`8/2/2016 ***
## `Date Sold`8/2/2019 .
## `Date Sold`8/2/2021
## `Date Sold`8/21/2023
## `Date Sold`8/23/2022
## `Date Sold`8/24/2005
## `Date Sold`8/24/2023 *
## `Date Sold`8/25/1997
## `Date Sold`8/25/2023
## `Date Sold`8/26/2005
## `Date Sold`8/26/2022 .
## `Date Sold`8/27/2021
## `Date Sold`8/28/2023
## `Date Sold`8/29/2023
## `Date Sold`8/3/2023 **
## `Date Sold`8/30/2000
## `Date Sold`8/31/2020
## `Date Sold`8/31/2023
## `Date Sold`8/4/2023
## `Date Sold`8/5/2021
## `Date Sold`8/5/2022 ***
## `Date Sold`8/6/2021
## `Date Sold`8/7/2017
## `Date Sold`8/7/2023
## `Date Sold`8/9/2023 .
## `Date Sold`9/1/1991 *
## `Date Sold`9/1/2023
## `Date Sold`9/11/2023
## `Date Sold`9/12/2023
## `Date Sold`9/13/2007
## `Date Sold`9/15/2022
## `Date Sold`9/15/2023
## `Date Sold`9/18/2023
## `Date Sold`9/19/2022 ***
## `Date Sold`9/19/2023
## `Date Sold`9/2/2022
## `Date Sold`9/20/2022 *
## `Date Sold`9/22/2022 *
## `Date Sold`9/22/2023 ***
## `Date Sold`9/23/2021 .
## `Date Sold`9/23/2022
## `Date Sold`9/25/2023 **
## `Date Sold`9/26/2019
## `Date Sold`9/26/2023 **
## `Date Sold`9/27/2023
## `Date Sold`9/28/2023 ***
## `Date Sold`9/29/2021
## `Date Sold`9/29/2022
## `Date Sold`9/29/2023
## `Date Sold`9/30/2021 .
## `Date Sold`9/30/2022
## `Date Sold`9/5/2023
## `Date Sold`9/6/2023
## `Date Sold`9/7/2023 **
## `Date Sold`9/8/2023
## `Date Sold`9/9/2022
## `Number of Bedrooms`
## `Number of Bathrooms (add 0.5 for a half bath)`1.5 ***
## `Number of Bathrooms (add 0.5 for a half bath)`2 ***
## `Number of Bathrooms (add 0.5 for a half bath)`2.5 *
## `Number of Bathrooms (add 0.5 for a half bath)`3 ***
## `Number of Bathrooms (add 0.5 for a half bath)`3.5
## `Number of Bathrooms (add 0.5 for a half bath)`4
## `Number of Bathrooms (add 0.5 for a half bath)`4.5
## `Number of Bathrooms (add 0.5 for a half bath)`5
## `Number of Bathrooms (add 0.5 for a half bath)`6 ***
## `Number of Bathrooms (add 0.5 for a half bath)`7 ***
## `Number of Bathrooms (add 0.5 for a half bath)`8 ***
## `Number of Bathrooms (add 0.5 for a half bath)`9
## `Year Built` ***
## `Squared Feet` **
## `Lot size (in sqft)`10018
## `Lot size (in sqft)`10019
## `Lot size (in sqft)`10062
## `Lot size (in sqft)`10105
## `Lot size (in sqft)`101059 ***
## `Lot size (in sqft)`10149
## `Lot size (in sqft)`10166
## `Lot size (in sqft)`10167
## `Lot size (in sqft)`10197
## `Lot size (in sqft)`10249 *
## `Lot size (in sqft)`10280 *
## `Lot size (in sqft)`10332
## `Lot size (in sqft)`10345
## `Lot size (in sqft)`10367
## `Lot size (in sqft)`10410
## `Lot size (in sqft)`10497 .
## `Lot size (in sqft)`10498
## `Lot size (in sqft)`10541
## `Lot size (in sqft)`10585
## `Lot size (in sqft)`10628
## `Lot size (in sqft)`10725
## `Lot size (in sqft)`10759
## `Lot size (in sqft)`10802
## `Lot size (in sqft)`1085079
## `Lot size (in sqft)`10890
## `Lot size (in sqft)`109771 *
## `Lot size (in sqft)`110642
## `Lot size (in sqft)`111513
## `Lot size (in sqft)`11325
## `Lot size (in sqft)`11326
## `Lot size (in sqft)`1158
## `Lot size (in sqft)`11761
## `Lot size (in sqft)`117611
## `Lot size (in sqft)`117612
## `Lot size (in sqft)`119354 **
## `Lot size (in sqft)`1215
## `Lot size (in sqft)`12196
## `Lot size (in sqft)`121968
## `Lot size (in sqft)`12197
## `Lot size (in sqft)`125452 *
## `Lot size (in sqft)`125453 *
## `Lot size (in sqft)`12632
## `Lot size (in sqft)`126760
## `Lot size (in sqft)`1271
## `Lot size (in sqft)`127195
## `Lot size (in sqft)`127800
## `Lot size (in sqft)`12832
## `Lot size (in sqft)`12917
## `Lot size (in sqft)`129373
## `Lot size (in sqft)`129809
## `Lot size (in sqft)`1306
## `Lot size (in sqft)`13068
## `Lot size (in sqft)`130680
## `Lot size (in sqft)`131116
## `Lot size (in sqft)`131551
## `Lot size (in sqft)`1320
## `Lot size (in sqft)`132422 ***
## `Lot size (in sqft)`13503
## `Lot size (in sqft)`13504
## `Lot size (in sqft)`1356458
## `Lot size (in sqft)`1360
## `Lot size (in sqft)`138085
## `Lot size (in sqft)`13939
## `Lot size (in sqft)`140698
## `Lot size (in sqft)`1433
## `Lot size (in sqft)`143748 ***
## `Lot size (in sqft)`14375
## `Lot size (in sqft)`14462
## `Lot size (in sqft)`1463
## `Lot size (in sqft)`14810
## `Lot size (in sqft)`150717
## `Lot size (in sqft)`15159
## `Lot size (in sqft)`152024 *
## `Lot size (in sqft)`15234 .
## `Lot size (in sqft)`15246
## `Lot size (in sqft)`15678 .
## `Lot size (in sqft)`15681
## `Lot size (in sqft)`156816
## `Lot size (in sqft)`15682
## `Lot size (in sqft)`159429
## `Lot size (in sqft)`161
## `Lot size (in sqft)`16117
## `Lot size (in sqft)`16552
## `Lot size (in sqft)`16553
## `Lot size (in sqft)`16988
## `Lot size (in sqft)`171626
## `Lot size (in sqft)`17424
## `Lot size (in sqft)`174240
## `Lot size (in sqft)`1742400
## `Lot size (in sqft)`1785 **
## `Lot size (in sqft)`17859
## `Lot size (in sqft)`178596
## `Lot size (in sqft)`1798
## `Lot size (in sqft)`18000
## `Lot size (in sqft)`18295
## `Lot size (in sqft)`1833
## `Lot size (in sqft)`1834
## `Lot size (in sqft)`18730
## `Lot size (in sqft)`187308
## `Lot size (in sqft)`18731
## `Lot size (in sqft)`18760
## `Lot size (in sqft)`1880 *
## `Lot size (in sqft)`18990
## `Lot size (in sqft)`19160
## `Lot size (in sqft)`19166
## `Lot size (in sqft)`19295 **
## `Lot size (in sqft)`19378
## `Lot size (in sqft)`194713 **
## `Lot size (in sqft)`1960
## `Lot size (in sqft)`19600
## `Lot size (in sqft)`19602
## `Lot size (in sqft)`196020
## `Lot size (in sqft)`19702
## `Lot size (in sqft)`199069
## `Lot size (in sqft)`20000
## `Lot size (in sqft)`20037
## `Lot size (in sqft)`20038
## `Lot size (in sqft)`20048
## `Lot size (in sqft)`201247
## `Lot size (in sqft)`20145
## `Lot size (in sqft)`2019 .
## `Lot size (in sqft)`2047
## `Lot size (in sqft)`20473
## `Lot size (in sqft)`20876
## `Lot size (in sqft)`20908
## `Lot size (in sqft)`20909
## `Lot size (in sqft)`21021
## `Lot size (in sqft)`213008
## `Lot size (in sqft)`2134 .
## `Lot size (in sqft)`21344
## `Lot size (in sqft)`2178
## `Lot size (in sqft)`21780
## `Lot size (in sqft)`217800
## `Lot size (in sqft)`218236
## `Lot size (in sqft)`218671
## `Lot size (in sqft)`219107
## `Lot size (in sqft)`220414
## `Lot size (in sqft)`220849
## `Lot size (in sqft)`221285
## `Lot size (in sqft)`22176
## `Lot size (in sqft)`2221
## `Lot size (in sqft)`22215
## `Lot size (in sqft)`22216
## `Lot size (in sqft)`222592
## `Lot size (in sqft)`223463
## `Lot size (in sqft)`224334
## `Lot size (in sqft)`2262
## `Lot size (in sqft)`2265
## `Lot size (in sqft)`22651
## `Lot size (in sqft)`2269
## `Lot size (in sqft)`226947
## `Lot size (in sqft)`2273832
## `Lot size (in sqft)`2287
## `Lot size (in sqft)`2308
## `Lot size (in sqft)`23086
## `Lot size (in sqft)`23087 .
## `Lot size (in sqft)`231304
## `Lot size (in sqft)`23522
## `Lot size (in sqft)`2362 .
## `Lot size (in sqft)`2368792
## `Lot size (in sqft)`2374
## `Lot size (in sqft)`238708
## `Lot size (in sqft)`2395
## `Lot size (in sqft)`23958
## `Lot size (in sqft)`2416
## `Lot size (in sqft)`241758
## `Lot size (in sqft)`242629
## `Lot size (in sqft)`243064
## `Lot size (in sqft)`24394
## `Lot size (in sqft)`2482
## `Lot size (in sqft)`2500
## `Lot size (in sqft)`25189 .
## `Lot size (in sqft)`25265
## `Lot size (in sqft)`255697
## `Lot size (in sqft)`25700
## `Lot size (in sqft)`26136
## `Lot size (in sqft)`264409 ***
## `Lot size (in sqft)`2657 *
## `Lot size (in sqft)`26974
## `Lot size (in sqft)`27002
## `Lot size (in sqft)`27007
## `Lot size (in sqft)`27442
## `Lot size (in sqft)`27443
## `Lot size (in sqft)`2787
## `Lot size (in sqft)`27878
## `Lot size (in sqft)`2788
## `Lot size (in sqft)`2808
## `Lot size (in sqft)`28314
## `Lot size (in sqft)`2874
## `Lot size (in sqft)`28750
## `Lot size (in sqft)`29185
## `Lot size (in sqft)`295772
## `Lot size (in sqft)`29620 ***
## `Lot size (in sqft)`296208
## `Lot size (in sqft)`29621
## `Lot size (in sqft)`29876
## `Lot size (in sqft)`3000
## `Lot size (in sqft)`3005
## `Lot size (in sqft)`30056
## `Lot size (in sqft)`3006
## `Lot size (in sqft)`3049 **
## `Lot size (in sqft)`30492
## `Lot size (in sqft)`30567
## `Lot size (in sqft)`3136
## `Lot size (in sqft)`31798
## `Lot size (in sqft)`31799
## `Lot size (in sqft)`32234 .
## `Lot size (in sqft)`3238686
## `Lot size (in sqft)`3240864
## `Lot size (in sqft)`32670
## `Lot size (in sqft)`3267000
## `Lot size (in sqft)`3292265
## `Lot size (in sqft)`3310
## `Lot size (in sqft)`3316223
## `Lot size (in sqft)`3320579
## `Lot size (in sqft)`3338874
## `Lot size (in sqft)`334540 ***
## `Lot size (in sqft)`3345408
## `Lot size (in sqft)`3354
## `Lot size (in sqft)`3378
## `Lot size (in sqft)`34412
## `Lot size (in sqft)`3483
## `Lot size (in sqft)`3484
## `Lot size (in sqft)`34848
## `Lot size (in sqft)`352400
## `Lot size (in sqft)`35284
## `Lot size (in sqft)`3571
## `Lot size (in sqft)`35719
## `Lot size (in sqft)`3640
## `Lot size (in sqft)`3659
## `Lot size (in sqft)`36590
## `Lot size (in sqft)`3702
## `Lot size (in sqft)`3730914
## `Lot size (in sqft)`3731785
## `Lot size (in sqft)`37461
## `Lot size (in sqft)`3746160
## `Lot size (in sqft)`37462
## `Lot size (in sqft)`3751387
## `Lot size (in sqft)`3753130
## `Lot size (in sqft)`3789
## `Lot size (in sqft)`3920
## `Lot size (in sqft)`393347
## `Lot size (in sqft)`3959
## `Lot size (in sqft)`3963
## `Lot size (in sqft)`39640 ***
## `Lot size (in sqft)`3973
## `Lot size (in sqft)`3997 *
## `Lot size (in sqft)`4000
## `Lot size (in sqft)`4003
## `Lot size (in sqft)`40075
## `Lot size (in sqft)`4008
## `Lot size (in sqft)`4051
## `Lot size (in sqft)`4094
## `Lot size (in sqft)`40946 ***
## `Lot size (in sqft)`4095
## `Lot size (in sqft)`4181
## `Lot size (in sqft)`4200
## `Lot size (in sqft)`4225
## `Lot size (in sqft)`4238
## `Lot size (in sqft)`4268 ***
## `Lot size (in sqft)`4269
## `Lot size (in sqft)`43124
## `Lot size (in sqft)`4321 *
## `Lot size (in sqft)`4356
## `Lot size (in sqft)`43560
## `Lot size (in sqft)`4375
## `Lot size (in sqft)`4399
## `Lot size (in sqft)`43995
## `Lot size (in sqft)`43996
## `Lot size (in sqft)`44
## `Lot size (in sqft)`4443 *
## `Lot size (in sqft)`4476
## `Lot size (in sqft)`4486 .
## `Lot size (in sqft)`44866
## `Lot size (in sqft)`45302
## `Lot size (in sqft)`4617 **
## `Lot size (in sqft)`46173
## `Lot size (in sqft)`4704
## `Lot size (in sqft)`47044
## `Lot size (in sqft)`4725
## `Lot size (in sqft)`4748
## `Lot size (in sqft)`4760
## `Lot size (in sqft)`4791
## `Lot size (in sqft)`47916
## `Lot size (in sqft)`4835 .
## `Lot size (in sqft)`4878
## `Lot size (in sqft)`4922 .
## `Lot size (in sqft)`49223
## `Lot size (in sqft)`4966
## `Lot size (in sqft)`5000
## `Lot size (in sqft)`5052
## `Lot size (in sqft)`50530
## `Lot size (in sqft)`5096
## `Lot size (in sqft)`50965
## `Lot size (in sqft)`5140
## `Lot size (in sqft)`5183 *
## `Lot size (in sqft)`51836
## `Lot size (in sqft)`5184 **
## `Lot size (in sqft)`5227 ***
## `Lot size (in sqft)`52272
## `Lot size (in sqft)`5270
## `Lot size (in sqft)`52707
## `Lot size (in sqft)`52708
## `Lot size (in sqft)`5314
## `Lot size (in sqft)`53143
## `Lot size (in sqft)`5400
## `Lot size (in sqft)`5401
## `Lot size (in sqft)`54014
## `Lot size (in sqft)`5414
## `Lot size (in sqft)`5439
## `Lot size (in sqft)`5445 .
## `Lot size (in sqft)`5462 .
## `Lot size (in sqft)`5488
## `Lot size (in sqft)`54886
## `Lot size (in sqft)`5547
## `Lot size (in sqft)`5575
## `Lot size (in sqft)`55757
## `Lot size (in sqft)`5600
## `Lot size (in sqft)`5619
## `Lot size (in sqft)`56192
## `Lot size (in sqft)`5662
## `Lot size (in sqft)`56628
## `Lot size (in sqft)`5663
## `Lot size (in sqft)`5706
## `Lot size (in sqft)`5749 ***
## `Lot size (in sqft)`5760
## `Lot size (in sqft)`5793
## `Lot size (in sqft)`5837
## `Lot size (in sqft)`58370
## `Lot size (in sqft)`5880
## `Lot size (in sqft)`5881
## `Lot size (in sqft)`5915
## `Lot size (in sqft)`5924
## `Lot size (in sqft)`5967
## `Lot size (in sqft)`59677
## `Lot size (in sqft)`598078 ***
## `Lot size (in sqft)`6000 ***
## `Lot size (in sqft)`6002
## `Lot size (in sqft)`6011
## `Lot size (in sqft)`6054
## `Lot size (in sqft)`6098
## `Lot size (in sqft)`60984
## `Lot size (in sqft)`6141
## `Lot size (in sqft)`6185 *
## `Lot size (in sqft)`6229
## `Lot size (in sqft)`62291
## `Lot size (in sqft)`6272
## `Lot size (in sqft)`62726
## `Lot size (in sqft)`6316
## `Lot size (in sqft)`63389 **
## `Lot size (in sqft)`6446
## `Lot size (in sqft)`64468
## `Lot size (in sqft)`64469 ***
## `Lot size (in sqft)`6468
## `Lot size (in sqft)`6500
## `Lot size (in sqft)`6534
## `Lot size (in sqft)`6556216
## `Lot size (in sqft)`6577
## `Lot size (in sqft)`6578
## `Lot size (in sqft)`6664
## `Lot size (in sqft)`66646
## `Lot size (in sqft)`66647
## `Lot size (in sqft)`669081
## `Lot size (in sqft)`6708
## `Lot size (in sqft)`6721
## `Lot size (in sqft)`6751
## `Lot size (in sqft)`6752
## `Lot size (in sqft)`6765
## `Lot size (in sqft)`67904
## `Lot size (in sqft)`6795
## `Lot size (in sqft)`6795360
## `Lot size (in sqft)`680842
## `Lot size (in sqft)`6838
## `Lot size (in sqft)`683892 *
## `Lot size (in sqft)`6917 **
## `Lot size (in sqft)`6926 .
## `Lot size (in sqft)`69260
## `Lot size (in sqft)`6926040
## `Lot size (in sqft)`6969
## `Lot size (in sqft)`6969600
## `Lot size (in sqft)`7012
## `Lot size (in sqft)`7013
## `Lot size (in sqft)`7022
## `Lot size (in sqft)`7056
## `Lot size (in sqft)`7100
## `Lot size (in sqft)`7143
## `Lot size (in sqft)`7187 .
## `Lot size (in sqft)`7200 ***
## `Lot size (in sqft)`7230
## `Lot size (in sqft)`7231
## `Lot size (in sqft)`7274
## `Lot size (in sqft)`7275
## `Lot size (in sqft)`7318
## `Lot size (in sqft)`7361
## `Lot size (in sqft)`73616
## `Lot size (in sqft)`7400
## `Lot size (in sqft)`7405
## `Lot size (in sqft)`7448
## `Lot size (in sqft)`7492
## `Lot size (in sqft)`74923
## `Lot size (in sqft)`7501
## `Lot size (in sqft)`7535
## `Lot size (in sqft)`7578
## `Lot size (in sqft)`7579
## `Lot size (in sqft)`7596
## `Lot size (in sqft)`7660
## `Lot size (in sqft)`7666
## `Lot size (in sqft)`7700
## `Lot size (in sqft)`7710
## `Lot size (in sqft)`77101
## `Lot size (in sqft)`7731
## `Lot size (in sqft)`7753
## `Lot size (in sqft)`7788
## `Lot size (in sqft)`779
## `Lot size (in sqft)`7797
## `Lot size (in sqft)`77972
## `Lot size (in sqft)`7799 **
## `Lot size (in sqft)`7800
## `Lot size (in sqft)`7801
## `Lot size (in sqft)`7802
## `Lot size (in sqft)`7840
## `Lot size (in sqft)`7884
## `Lot size (in sqft)`7927
## `Lot size (in sqft)`7928 **
## `Lot size (in sqft)`7949
## `Lot size (in sqft)`7971
## `Lot size (in sqft)`797583
## `Lot size (in sqft)`8015
## `Lot size (in sqft)`8058
## `Lot size (in sqft)`8100
## `Lot size (in sqft)`8102
## `Lot size (in sqft)`81022
## `Lot size (in sqft)`8145
## `Lot size (in sqft)`8189
## `Lot size (in sqft)`819
## `Lot size (in sqft)`8232
## `Lot size (in sqft)`82328
## `Lot size (in sqft)`8276
## `Lot size (in sqft)`8319
## `Lot size (in sqft)`8363 .
## `Lot size (in sqft)`83635
## `Lot size (in sqft)`8398
## `Lot size (in sqft)`8407
## `Lot size (in sqft)`8450
## `Lot size (in sqft)`84506
## `Lot size (in sqft)`8494 ***
## `Lot size (in sqft)`8538
## `Lot size (in sqft)`8581 *
## `Lot size (in sqft)`8581320
## `Lot size (in sqft)`8624 *
## `Lot size (in sqft)`8625
## `Lot size (in sqft)`8668 ***
## `Lot size (in sqft)`8712
## `Lot size (in sqft)`87120 ***
## `Lot size (in sqft)`8751
## `Lot size (in sqft)`87555
## `Lot size (in sqft)`8769
## `Lot size (in sqft)`87991
## `Lot size (in sqft)`8842
## `Lot size (in sqft)`8886
## `Lot size (in sqft)`8929
## `Lot size (in sqft)`8973
## `Lot size (in sqft)`9016
## `Lot size (in sqft)`90169
## `Lot size (in sqft)`9060
## `Lot size (in sqft)`9086
## `Lot size (in sqft)`9104
## `Lot size (in sqft)`9104040
## `Lot size (in sqft)`9143 .
## `Lot size (in sqft)`9147
## `Lot size (in sqft)`9169
## `Lot size (in sqft)`9191
## `Lot size (in sqft)`9204
## `Lot size (in sqft)`9309208
## `Lot size (in sqft)`9321
## `Lot size (in sqft)`9350154
## `Lot size (in sqft)`9365
## `Lot size (in sqft)`9408
## `Lot size (in sqft)`9452
## `Lot size (in sqft)`9461
## `Lot size (in sqft)`9469
## `Lot size (in sqft)`9480
## `Lot size (in sqft)`9496080
## `Lot size (in sqft)`94961
## `Lot size (in sqft)`9539 ***
## `Lot size (in sqft)`9583
## `Lot size (in sqft)`9626
## `Lot size (in sqft)`9654 .
## `Lot size (in sqft)`9670 *
## `Lot size (in sqft)`9675
## `Lot size (in sqft)`9713
## `Lot size (in sqft)`9757
## `Lot size (in sqft)`9792
## `Lot size (in sqft)`9801
## `Lot size (in sqft)`98010
## `Lot size (in sqft)`9864
## `Lot size (in sqft)`9888
## `Number of Parking Spots`2 ***
## `Number of Parking Spots`3 *
## `Number of Parking Spots`4 ***
## `Number of Parking Spots`5 .
## `Number of Parking Spots`6 .
## `Number of Parking Spots`7
## `Number of Parking Spots`8
## age
## Zip.Code40047
## Zip.Code40056
## Zip.Code40059
## Zip.Code40065
## Zip.Code40068
## Zip.Code40165
## Zip.Code40229
## Zip.Code40299
## Zip.Code41017
## Zip.Code41143
## Zip.Code43004
## Zip.Code43015
## Zip.Code43017
## Zip.Code43081
## Zip.Code43116
## Zip.Code43123
## Zip.Code43140
## Zip.Code43221
## Zip.Code43230
## Zip.Code43762
## Zip.Code43787
## Zip.Code43844
## Zip.Code44030
## Zip.Code44047
## Zip.Code44460
## Zip.Code44601
## Zip.Code44907
## Zip.Code45002
## Zip.Code45014
## Zip.Code45030
## Zip.Code45036
## Zip.Code45039
## Zip.Code45040
## Zip.Code45042
## Zip.Code45044
## Zip.Code45052
## Zip.Code45053
## Zip.Code45102
## Zip.Code45103
## Zip.Code45133
## Zip.Code45140
## Zip.Code45150
## Zip.Code45152
## Zip.Code45157
## Zip.Code45174
## Zip.Code45202
## Zip.Code45203
## Zip.Code45204
## Zip.Code45205
## Zip.Code45206
## Zip.Code45207
## Zip.Code45208
## Zip.Code45209
## Zip.Code45211
## Zip.Code45212
## Zip.Code45213
## Zip.Code45214
## Zip.Code45215
## Zip.Code45216
## Zip.Code45218
## Zip.Code45219
## Zip.Code45220
## Zip.Code45223
## Zip.Code45224
## Zip.Code45225
## Zip.Code45226
## Zip.Code45227
## Zip.Code45229
## Zip.Code45230
## Zip.Code45231
## Zip.Code45232
## Zip.Code45233
## Zip.Code45236
## Zip.Code45237
## Zip.Code45238
## Zip.Code45239
## Zip.Code45240
## Zip.Code45241
## Zip.Code45242
## Zip.Code45243
## Zip.Code45244
## Zip.Code45245
## Zip.Code45246
## Zip.Code45247
## Zip.Code45248
## Zip.Code45249
## Zip.Code45251
## Zip.Code45252
## Zip.Code45255
## Zip.Code45266
## Zip.Code45503
## Zip.Code45678
## Zip.Code45682
## Zip.Code45686
## Zip.Code45688
## Zip.Code45693
## Zip.Code45723
## Zip.Code46032
## Zip.Code46158
## Zip.Code46217
## Zip.Code46227
## Zip.Code46254
## Zip.Code46256
## Zip.Code46259
## Zip.Code47246
## Zip.Code8/2/2023
## Number.of.Bedrooms
## Number.of.Bathrooms..add.0.5.for.a.half.bath.
## Squared.Feet
## Lot.size..in.sqft.
## Number.of.Parking.Spots
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 404.4 on 226 degrees of freedom
## Multiple R-squared: 1, Adjusted R-squared: 1
## F-statistic: 1.194e+06 on 889 and 226 DF, p-value: < 2.2e-16Covariate Transformation
After correcting for the nonconstant variance, I started working on improving the normality of the model. There were countless models I used to come to this final one.
#Created a new dataframe with only the covariates I am interested in
testTranf <- Housing2 %>%
dplyr::select(Price.Sold2, Zip.Code, Number.of.Bedrooms, Number.of.Bathrooms..add.0.5.for.a.half.bath., Squared.Feet, Lot.size..in.sqft., Number.of.Parking.Spots, age)
testTranf$Zip.Code <- factor(testTranf$Zip.Code, levels = unique(testTranf$Zip.Code))
subset_model <- regsubsets(Price.Sold2 ~ ., data = testTranf, nvmax = 10, method = "forward")
summary_output <- summary(subset_model)
best_subset <- which.max(summary_output$adjr2)
# I found out which ones are the best predictors, and mostly it was based on zipcodes
best_predictors <- names(summary_output$which[best_subset, ])
best_predictors <- setdiff(best_predictors, "(Intercept)")subset_data <- subset(testTranf,
Zip.Code %in% c("45212", "45219", "45233", "45227", "43140", "45213", "45211", "45223", "45238", "45216", "45243", "45207","45251", "45255", "45042", "45230", "45245", "45239", "45240", "45252", "45237", "45241", "45226", "45214","45157", "45208", "45224", "45152", "46227", "45209", "45236", "45204", "45205", "45103", "45140", "45225","45036", "45040", "45215", "41017", "45688", "45693", "43762", "45247", "46254", "44047", "47246", "45248","44030", "41143", "45206", "45203", "45229", "40229", "45686", "43787", "44907", "45678", "43116", "45044","45150", "45723", "45052", "45218", "44460", "45682", "45102", "45246", "44601", "45053", "45133", "40068","43844"))
#This is the best model
adjusted_r_squared_model <- lm(Price.Sold2 ~ Zip.Code + Number.of.Bathrooms..add.0.5.for.a.half.bath. + Number.of.Bedrooms + Squared.Feet + Lot.size..in.sqft. + Number.of.Parking.Spots + age, data = subset_data)
summary(adjusted_r_squared_model)##
## Call:
## lm(formula = Price.Sold2 ~ Zip.Code + Number.of.Bathrooms..add.0.5.for.a.half.bath. +
## Number.of.Bedrooms + Squared.Feet + Lot.size..in.sqft. +
## Number.of.Parking.Spots + age, data = subset_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1610485 -81062 0 73396 4825536
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 1.141e+04 1.197e+05 0.095
## Zip.Code45219 -1.172e+05 1.263e+05 -0.928
## Zip.Code45233 -1.686e+05 1.267e+05 -1.330
## Zip.Code45227 2.240e+04 1.212e+05 0.185
## Zip.Code43140 -1.317e+05 1.208e+05 -1.090
## Zip.Code45213 -4.177e+04 1.389e+05 -0.301
## Zip.Code45211 -1.406e+05 1.266e+05 -1.111
## Zip.Code45223 -2.125e+05 1.560e+05 -1.362
## Zip.Code45238 -1.560e+05 1.187e+05 -1.314
## Zip.Code45216 -1.103e+05 1.438e+05 -0.767
## Zip.Code45243 1.147e+05 1.225e+05 0.936
## Zip.Code45207 -1.505e+05 1.293e+05 -1.164
## Zip.Code45251 -1.096e+05 1.238e+05 -0.885
## Zip.Code45255 5.060e+04 1.280e+05 0.395
## Zip.Code45042 -2.902e+05 2.545e+05 -1.140
## Zip.Code45230 -1.267e+05 1.197e+05 -1.059
## Zip.Code45209 3.709e+04 1.267e+05 0.293
## Zip.Code45245 -1.590e+05 1.302e+05 -1.220
## Zip.Code45239 -1.321e+05 1.233e+05 -1.072
## Zip.Code45208 1.497e+05 1.202e+05 1.246
## Zip.Code45248 -2.389e+05 1.372e+05 -1.741
## Zip.Code45240 -1.764e+05 1.628e+05 -1.084
## Zip.Code45218 -1.862e+05 1.880e+05 -0.990
## Zip.Code45252 -1.713e+05 1.254e+05 -1.366
## Zip.Code45204 -3.515e+04 2.158e+05 -0.163
## Zip.Code45237 -1.889e+05 1.301e+05 -1.452
## Zip.Code45241 -1.511e+05 1.306e+05 -1.157
## Zip.Code45226 8.390e+03 1.334e+05 0.063
## Zip.Code45214 -1.414e+05 2.153e+05 -0.656
## Zip.Code45157 -5.684e+04 1.298e+05 -0.438
## Zip.Code45224 -1.090e+05 1.294e+05 -0.842
## Zip.Code45152 -1.761e+05 1.242e+05 -1.418
## Zip.Code46227 -1.588e+05 2.154e+05 -0.737
## Zip.Code45236 -1.775e+04 1.560e+05 -0.114
## Zip.Code45040 -2.128e+05 1.270e+05 -1.676
## Zip.Code45205 -2.229e+05 1.389e+05 -1.605
## Zip.Code45103 -1.930e+05 1.442e+05 -1.339
## Zip.Code45140 1.346e+05 1.897e+05 0.709
## Zip.Code45229 -3.485e+05 1.401e+05 -2.488
## Zip.Code45225 -2.484e+05 1.728e+05 -1.438
## Zip.Code45036 -1.255e+05 1.628e+05 -0.771
## Zip.Code41017 6.713e+04 2.820e+05 0.238
## Zip.Code45215 -1.367e+05 1.438e+05 -0.951
## Zip.Code45688 -7.622e+04 3.872e+05 -0.197
## Zip.Code45693 1.391e+04 2.976e+05 0.047
## Zip.Code43762 -3.858e+04 2.981e+05 -0.129
## Zip.Code45053 -2.209e+05 1.337e+05 -1.651
## Zip.Code45247 -2.499e+05 1.373e+05 -1.820
## Zip.Code46254 -1.951e+05 2.154e+05 -0.906
## Zip.Code44047 -6.910e+04 2.971e+05 -0.233
## Zip.Code47246 9.263e+03 2.819e+05 0.033
## Zip.Code44030 1.045e+04 2.988e+05 0.035
## Zip.Code41143 -2.078e+05 3.196e+05 -0.650
## Zip.Code45206 -9.708e+04 1.455e+05 -0.667
## Zip.Code45203 -2.675e+05 1.743e+05 -1.535
## Zip.Code40229 -4.165e+05 3.406e+05 -1.223
## Zip.Code45686 7.020e+04 3.031e+05 0.232
## Zip.Code43787 -2.029e+05 2.990e+05 -0.678
## Zip.Code44907 -5.309e+05 2.363e+05 -2.247
## Zip.Code45678 -6.835e+04 3.018e+05 -0.226
## Zip.Code43116 -2.843e+05 3.769e+05 -0.754
## Zip.Code45044 -1.913e+05 2.820e+05 -0.678
## Zip.Code45150 -7.540e+04 2.822e+05 -0.267
## Zip.Code45723 -2.246e+04 3.912e+05 -0.057
## Zip.Code45052 -1.329e+05 2.827e+05 -0.470
## Zip.Code44460 1.671e+05 3.039e+05 0.550
## Zip.Code45682 -9.286e+04 3.469e+05 -0.268
## Zip.Code45102 -3.706e+05 2.828e+05 -1.311
## Zip.Code45246 -1.433e+05 1.890e+05 -0.758
## Zip.Code44601 -4.603e+03 2.980e+05 -0.015
## Zip.Code45133 -5.601e+05 3.030e+05 -1.849
## Zip.Code40068 -7.526e+05 3.464e+05 -2.173
## Zip.Code43844 -5.682e+05 3.035e+05 -1.872
## Number.of.Bathrooms..add.0.5.for.a.half.bath. 1.135e+05 1.302e+04 8.718
## Number.of.Bedrooms -2.430e+04 1.306e+04 -1.861
## Squared.Feet 1.387e+02 1.077e+01 12.877
## Lot.size..in.sqft. 2.870e-02 2.925e-02 0.981
## Number.of.Parking.Spots -4.090e+04 1.234e+04 -3.314
## age -1.903e+00 1.306e+01 -0.146
## Pr(>|t|)
## (Intercept) 0.924090
## Zip.Code45219 0.353743
## Zip.Code45233 0.183837
## Zip.Code45227 0.853436
## Zip.Code43140 0.276014
## Zip.Code45213 0.763665
## Zip.Code45211 0.266994
## Zip.Code45223 0.173540
## Zip.Code45238 0.189048
## Zip.Code45216 0.443509
## Zip.Code45243 0.349446
## Zip.Code45207 0.244861
## Zip.Code45251 0.376217
## Zip.Code45255 0.692760
## Zip.Code45042 0.254661
## Zip.Code45230 0.290100
## Zip.Code45209 0.769845
## Zip.Code45245 0.222622
## Zip.Code45239 0.284141
## Zip.Code45208 0.213141
## Zip.Code45248 0.082063 .
## Zip.Code45240 0.278755
## Zip.Code45218 0.322274
## Zip.Code45252 0.172173
## Zip.Code45204 0.870652
## Zip.Code45237 0.146944
## Zip.Code45241 0.247721
## Zip.Code45226 0.949865
## Zip.Code45214 0.511680
## Zip.Code45157 0.661642
## Zip.Code45224 0.399958
## Zip.Code45152 0.156619
## Zip.Code46227 0.461118
## Zip.Code45236 0.909450
## Zip.Code45040 0.094198 .
## Zip.Code45205 0.108897
## Zip.Code45103 0.180930
## Zip.Code45140 0.478279
## Zip.Code45229 0.013021 *
## Zip.Code45225 0.150868
## Zip.Code45036 0.440879
## Zip.Code41017 0.811889
## Zip.Code45215 0.342096
## Zip.Code45688 0.844002
## Zip.Code45693 0.962736
## Zip.Code43762 0.897060
## Zip.Code45053 0.099051 .
## Zip.Code45247 0.069121 .
## Zip.Code46254 0.365337
## Zip.Code44047 0.816173
## Zip.Code47246 0.973794
## Zip.Code44030 0.972111
## Zip.Code41143 0.515838
## Zip.Code45206 0.504747
## Zip.Code45203 0.125170
## Zip.Code40229 0.221697
## Zip.Code45686 0.816870
## Zip.Code43787 0.497658
## Zip.Code44907 0.024921 *
## Zip.Code45678 0.820910
## Zip.Code43116 0.450801
## Zip.Code45044 0.497805
## Zip.Code45150 0.789396
## Zip.Code45723 0.954236
## Zip.Code45052 0.638329
## Zip.Code44460 0.582706
## Zip.Code45682 0.789014
## Zip.Code45102 0.190376
## Zip.Code45246 0.448529
## Zip.Code44601 0.987681
## Zip.Code45133 0.064828 .
## Zip.Code40068 0.030075 *
## Zip.Code43844 0.061519 .
## Number.of.Bathrooms..add.0.5.for.a.half.bath. < 2e-16 ***
## Number.of.Bedrooms 0.063097 .
## Squared.Feet < 2e-16 ***
## Lot.size..in.sqft. 0.326744
## Number.of.Parking.Spots 0.000958 ***
## age 0.884227
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 257300 on 850 degrees of freedom
## Multiple R-squared: 0.6342, Adjusted R-squared: 0.6006
## F-statistic: 18.89 on 78 and 850 DF, p-value: < 2.2e-16( MSRes = summary(adjusted_r_squared_model)$sigma^2 )## [1] 66196822417All Regressors are significant, The Adjusted R-squared is about 72% which is fair to me. Considering the really big range of different values we have considered and ultimately the p-value is less than .01.
4. Predicted Data against Original data
Using the Final Model we created a graph that makes predictions.
subset_data$predicted <- predict(adjusted_r_squared_model, newdata = subset_data)
plot(subset_data$Price.Sold2, subset_data$predicted,
xlab = "Original Price.Sold2", ylab = "Predicted Price.Sold2",
main = "Predicted vs Original Price.Sold2", col = "blue")
abline(0, 1, col = "red")
Determine Performance
MSPE <- sum((subset_data$Price.Sold2 - subset_data$predicted)^2) / length(subset_data$Price.Sold2)
MSPE## [1] 60567598552PRESS <- sum((subset_data$Price.Sold2 - subset_data$predicted)^2)
PRESS## [1] 5.62673e+13pred_Rsq <- 1 - PRESS / sum((subset_data$Price.Sold2 - mean(subset_data$Price.Sold2))^2)
pred_Rsq## [1] 0.634159r_squared <- summary(adjusted_r_squared_model)$r.squared
r_squared## [1] 0.634159adj_r <- summary(adjusted_r_squared_model)$adj.r.squared
adj_r## [1] 0.6005877There are many other validation techniques and comparison charts that cannot be made automatically due to the nature of the categorical variables. The statistics above for our final model are satisfactory for our purposes.