From 14d2fac54444b4070641e244be17d74c500f9364 Mon Sep 17 00:00:00 2001
From: Francisca Zuniga <fezunig1@gmail.com>
Date: Sun, 31 Jul 2022 14:21:55 -0400
Subject: [PATCH] proyecto listo

---
 .../data-description-checkpoint.txt           |   84 +
 .../data_description-checkpoint.txt           |  523 +++
 .../statistical-analysis-checkpoint.ipynb     | 2983 +++++++++++++++++
 data-description.txt                          |   84 +
 data_description.txt                          |  523 +++
 statistical-analysis.ipynb                    | 2983 +++++++++++++++++
 train.csv                                     | 1461 ++++++++
 7 files changed, 8641 insertions(+)
 create mode 100644 .ipynb_checkpoints/data-description-checkpoint.txt
 create mode 100644 .ipynb_checkpoints/data_description-checkpoint.txt
 create mode 100644 .ipynb_checkpoints/statistical-analysis-checkpoint.ipynb
 create mode 100644 data-description.txt
 create mode 100644 data_description.txt
 create mode 100644 statistical-analysis.ipynb
 create mode 100644 train.csv

diff --git a/.ipynb_checkpoints/data-description-checkpoint.txt b/.ipynb_checkpoints/data-description-checkpoint.txt
new file mode 100644
index 0000000..b6bbe89
--- /dev/null
+++ b/.ipynb_checkpoints/data-description-checkpoint.txt
@@ -0,0 +1,84 @@
+https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data
+
+Data Descriptions
+
+SalePrice - the property's sale price in dollars. This is the target variable that you're trying to predict.
+MSSubClass: The building class
+MSZoning: The general zoning classification
+LotFrontage: Linear feet of street connected to property
+LotArea: Lot size in square feet
+Street: Type of road access
+Alley: Type of alley access
+LotShape: General shape of property
+LandContour: Flatness of the property
+Utilities: Type of utilities available
+LotConfig: Lot configuration
+LandSlope: Slope of property
+Neighborhood: Physical locations within Ames city limits
+Condition1: Proximity to main road or railroad
+Condition2: Proximity to main road or railroad (if a second is present)
+BldgType: Type of dwelling
+HouseStyle: Style of dwelling
+OverallQual: Overall material and finish quality
+OverallCond: Overall condition rating
+YearBuilt: Original construction date
+YearRemodAdd: Remodel date
+RoofStyle: Type of roof
+RoofMatl: Roof material
+Exterior1st: Exterior covering on house
+Exterior2nd: Exterior covering on house (if more than one material)
+MasVnrType: Masonry veneer type
+MasVnrArea: Masonry veneer area in square feet
+ExterQual: Exterior material quality
+ExterCond: Present condition of the material on the exterior
+Foundation: Type of foundation
+BsmtQual: Height of the basement
+BsmtCond: General condition of the basement
+BsmtExposure: Walkout or garden level basement walls
+BsmtFinType1: Quality of basement finished area
+BsmtFinSF1: Type 1 finished square feet
+BsmtFinType2: Quality of second finished area (if present)
+BsmtFinSF2: Type 2 finished square feet
+BsmtUnfSF: Unfinished square feet of basement area
+TotalBsmtSF: Total square feet of basement area
+Heating: Type of heating
+HeatingQC: Heating quality and condition
+CentralAir: Central air conditioning
+Electrical: Electrical system
+1stFlrSF: First Floor square feet
+2ndFlrSF: Second floor square feet
+LowQualFinSF: Low quality finished square feet (all floors)
+GrLivArea: Above grade (ground) living area square feet
+BsmtFullBath: Basement full bathrooms
+BsmtHalfBath: Basement half bathrooms
+FullBath: Full bathrooms above grade
+HalfBath: Half baths above grade
+Bedroom: Number of bedrooms above basement level
+Kitchen: Number of kitchens
+KitchenQual: Kitchen quality
+TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
+Functional: Home functionality rating
+Fireplaces: Number of fireplaces
+FireplaceQu: Fireplace quality
+GarageType: Garage location
+GarageYrBlt: Year garage was built
+GarageFinish: Interior finish of the garage
+GarageCars: Size of garage in car capacity
+GarageArea: Size of garage in square feet
+GarageQual: Garage quality
+GarageCond: Garage condition
+PavedDrive: Paved driveway
+WoodDeckSF: Wood deck area in square feet
+OpenPorchSF: Open porch area in square feet
+EnclosedPorch: Enclosed porch area in square feet
+3SsnPorch: Three season porch area in square feet
+ScreenPorch: Screen porch area in square feet
+PoolArea: Pool area in square feet
+PoolQC: Pool quality
+Fence: Fence quality
+MiscFeature: Miscellaneous feature not covered in other categories
+MiscVal: $Value of miscellaneous feature
+MoSold: Month Sold
+YrSold: Year Sold
+SaleType: Type of sale
+SaleCondition: Condition of sale
\ No newline at end of file
diff --git a/.ipynb_checkpoints/data_description-checkpoint.txt b/.ipynb_checkpoints/data_description-checkpoint.txt
new file mode 100644
index 0000000..cba0710
--- /dev/null
+++ b/.ipynb_checkpoints/data_description-checkpoint.txt
@@ -0,0 +1,523 @@
+MSSubClass: Identifies the type of dwelling involved in the sale.	
+
+        20	1-STORY 1946 & NEWER ALL STYLES
+        30	1-STORY 1945 & OLDER
+        40	1-STORY W/FINISHED ATTIC ALL AGES
+        45	1-1/2 STORY - UNFINISHED ALL AGES
+        50	1-1/2 STORY FINISHED ALL AGES
+        60	2-STORY 1946 & NEWER
+        70	2-STORY 1945 & OLDER
+        75	2-1/2 STORY ALL AGES
+        80	SPLIT OR MULTI-LEVEL
+        85	SPLIT FOYER
+        90	DUPLEX - ALL STYLES AND AGES
+       120	1-STORY PUD (Planned Unit Development) - 1946 & NEWER
+       150	1-1/2 STORY PUD - ALL AGES
+       160	2-STORY PUD - 1946 & NEWER
+       180	PUD - MULTILEVEL - INCL SPLIT LEV/FOYER
+       190	2 FAMILY CONVERSION - ALL STYLES AND AGES
+
+MSZoning: Identifies the general zoning classification of the sale.
+		
+       A	Agriculture
+       C	Commercial
+       FV	Floating Village Residential
+       I	Industrial
+       RH	Residential High Density
+       RL	Residential Low Density
+       RP	Residential Low Density Park 
+       RM	Residential Medium Density
+	
+LotFrontage: Linear feet of street connected to property
+
+LotArea: Lot size in square feet
+
+Street: Type of road access to property
+
+       Grvl	Gravel	
+       Pave	Paved
+       	
+Alley: Type of alley access to property
+
+       Grvl	Gravel
+       Pave	Paved
+       NA 	No alley access
+		
+LotShape: General shape of property
+
+       Reg	Regular	
+       IR1	Slightly irregular
+       IR2	Moderately Irregular
+       IR3	Irregular
+       
+LandContour: Flatness of the property
+
+       Lvl	Near Flat/Level	
+       Bnk	Banked - Quick and significant rise from street grade to building
+       HLS	Hillside - Significant slope from side to side
+       Low	Depression
+		
+Utilities: Type of utilities available
+		
+       AllPub	All public Utilities (E,G,W,& S)	
+       NoSewr	Electricity, Gas, and Water (Septic Tank)
+       NoSeWa	Electricity and Gas Only
+       ELO	Electricity only	
+	
+LotConfig: Lot configuration
+
+       Inside	Inside lot
+       Corner	Corner lot
+       CulDSac	Cul-de-sac
+       FR2	Frontage on 2 sides of property
+       FR3	Frontage on 3 sides of property
+	
+LandSlope: Slope of property
+		
+       Gtl	Gentle slope
+       Mod	Moderate Slope	
+       Sev	Severe Slope
+	
+Neighborhood: Physical locations within Ames city limits
+
+       Blmngtn	Bloomington Heights
+       Blueste	Bluestem
+       BrDale	Briardale
+       BrkSide	Brookside
+       ClearCr	Clear Creek
+       CollgCr	College Creek
+       Crawfor	Crawford
+       Edwards	Edwards
+       Gilbert	Gilbert
+       IDOTRR	Iowa DOT and Rail Road
+       MeadowV	Meadow Village
+       Mitchel	Mitchell
+       Names	North Ames
+       NoRidge	Northridge
+       NPkVill	Northpark Villa
+       NridgHt	Northridge Heights
+       NWAmes	Northwest Ames
+       OldTown	Old Town
+       SWISU	South & West of Iowa State University
+       Sawyer	Sawyer
+       SawyerW	Sawyer West
+       Somerst	Somerset
+       StoneBr	Stone Brook
+       Timber	Timberland
+       Veenker	Veenker
+			
+Condition1: Proximity to various conditions
+	
+       Artery	Adjacent to arterial street
+       Feedr	Adjacent to feeder street	
+       Norm	Normal	
+       RRNn	Within 200' of North-South Railroad
+       RRAn	Adjacent to North-South Railroad
+       PosN	Near positive off-site feature--park, greenbelt, etc.
+       PosA	Adjacent to postive off-site feature
+       RRNe	Within 200' of East-West Railroad
+       RRAe	Adjacent to East-West Railroad
+	
+Condition2: Proximity to various conditions (if more than one is present)
+		
+       Artery	Adjacent to arterial street
+       Feedr	Adjacent to feeder street	
+       Norm	Normal	
+       RRNn	Within 200' of North-South Railroad
+       RRAn	Adjacent to North-South Railroad
+       PosN	Near positive off-site feature--park, greenbelt, etc.
+       PosA	Adjacent to postive off-site feature
+       RRNe	Within 200' of East-West Railroad
+       RRAe	Adjacent to East-West Railroad
+	
+BldgType: Type of dwelling
+		
+       1Fam	Single-family Detached	
+       2FmCon	Two-family Conversion; originally built as one-family dwelling
+       Duplx	Duplex
+       TwnhsE	Townhouse End Unit
+       TwnhsI	Townhouse Inside Unit
+	
+HouseStyle: Style of dwelling
+	
+       1Story	One story
+       1.5Fin	One and one-half story: 2nd level finished
+       1.5Unf	One and one-half story: 2nd level unfinished
+       2Story	Two story
+       2.5Fin	Two and one-half story: 2nd level finished
+       2.5Unf	Two and one-half story: 2nd level unfinished
+       SFoyer	Split Foyer
+       SLvl	Split Level
+	
+OverallQual: Rates the overall material and finish of the house
+
+       10	Very Excellent
+       9	Excellent
+       8	Very Good
+       7	Good
+       6	Above Average
+       5	Average
+       4	Below Average
+       3	Fair
+       2	Poor
+       1	Very Poor
+	
+OverallCond: Rates the overall condition of the house
+
+       10	Very Excellent
+       9	Excellent
+       8	Very Good
+       7	Good
+       6	Above Average	
+       5	Average
+       4	Below Average	
+       3	Fair
+       2	Poor
+       1	Very Poor
+		
+YearBuilt: Original construction date
+
+YearRemodAdd: Remodel date (same as construction date if no remodeling or additions)
+
+RoofStyle: Type of roof
+
+       Flat	Flat
+       Gable	Gable
+       Gambrel	Gabrel (Barn)
+       Hip	Hip
+       Mansard	Mansard
+       Shed	Shed
+		
+RoofMatl: Roof material
+
+       ClyTile	Clay or Tile
+       CompShg	Standard (Composite) Shingle
+       Membran	Membrane
+       Metal	Metal
+       Roll	Roll
+       Tar&Grv	Gravel & Tar
+       WdShake	Wood Shakes
+       WdShngl	Wood Shingles
+		
+Exterior1st: Exterior covering on house
+
+       AsbShng	Asbestos Shingles
+       AsphShn	Asphalt Shingles
+       BrkComm	Brick Common
+       BrkFace	Brick Face
+       CBlock	Cinder Block
+       CemntBd	Cement Board
+       HdBoard	Hard Board
+       ImStucc	Imitation Stucco
+       MetalSd	Metal Siding
+       Other	Other
+       Plywood	Plywood
+       PreCast	PreCast	
+       Stone	Stone
+       Stucco	Stucco
+       VinylSd	Vinyl Siding
+       Wd Sdng	Wood Siding
+       WdShing	Wood Shingles
+	
+Exterior2nd: Exterior covering on house (if more than one material)
+
+       AsbShng	Asbestos Shingles
+       AsphShn	Asphalt Shingles
+       BrkComm	Brick Common
+       BrkFace	Brick Face
+       CBlock	Cinder Block
+       CemntBd	Cement Board
+       HdBoard	Hard Board
+       ImStucc	Imitation Stucco
+       MetalSd	Metal Siding
+       Other	Other
+       Plywood	Plywood
+       PreCast	PreCast
+       Stone	Stone
+       Stucco	Stucco
+       VinylSd	Vinyl Siding
+       Wd Sdng	Wood Siding
+       WdShing	Wood Shingles
+	
+MasVnrType: Masonry veneer type
+
+       BrkCmn	Brick Common
+       BrkFace	Brick Face
+       CBlock	Cinder Block
+       None	None
+       Stone	Stone
+	
+MasVnrArea: Masonry veneer area in square feet
+
+ExterQual: Evaluates the quality of the material on the exterior 
+		
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       Po	Poor
+		
+ExterCond: Evaluates the present condition of the material on the exterior
+		
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       Po	Poor
+		
+Foundation: Type of foundation
+		
+       BrkTil	Brick & Tile
+       CBlock	Cinder Block
+       PConc	Poured Contrete	
+       Slab	Slab
+       Stone	Stone
+       Wood	Wood
+		
+BsmtQual: Evaluates the height of the basement
+
+       Ex	Excellent (100+ inches)	
+       Gd	Good (90-99 inches)
+       TA	Typical (80-89 inches)
+       Fa	Fair (70-79 inches)
+       Po	Poor (<70 inches
+       NA	No Basement
+		
+BsmtCond: Evaluates the general condition of the basement
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical - slight dampness allowed
+       Fa	Fair - dampness or some cracking or settling
+       Po	Poor - Severe cracking, settling, or wetness
+       NA	No Basement
+	
+BsmtExposure: Refers to walkout or garden level walls
+
+       Gd	Good Exposure
+       Av	Average Exposure (split levels or foyers typically score average or above)	
+       Mn	Mimimum Exposure
+       No	No Exposure
+       NA	No Basement
+	
+BsmtFinType1: Rating of basement finished area
+
+       GLQ	Good Living Quarters
+       ALQ	Average Living Quarters
+       BLQ	Below Average Living Quarters	
+       Rec	Average Rec Room
+       LwQ	Low Quality
+       Unf	Unfinshed
+       NA	No Basement
+		
+BsmtFinSF1: Type 1 finished square feet
+
+BsmtFinType2: Rating of basement finished area (if multiple types)
+
+       GLQ	Good Living Quarters
+       ALQ	Average Living Quarters
+       BLQ	Below Average Living Quarters	
+       Rec	Average Rec Room
+       LwQ	Low Quality
+       Unf	Unfinshed
+       NA	No Basement
+
+BsmtFinSF2: Type 2 finished square feet
+
+BsmtUnfSF: Unfinished square feet of basement area
+
+TotalBsmtSF: Total square feet of basement area
+
+Heating: Type of heating
+		
+       Floor	Floor Furnace
+       GasA	Gas forced warm air furnace
+       GasW	Gas hot water or steam heat
+       Grav	Gravity furnace	
+       OthW	Hot water or steam heat other than gas
+       Wall	Wall furnace
+		
+HeatingQC: Heating quality and condition
+
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       Po	Poor
+		
+CentralAir: Central air conditioning
+
+       N	No
+       Y	Yes
+		
+Electrical: Electrical system
+
+       SBrkr	Standard Circuit Breakers & Romex
+       FuseA	Fuse Box over 60 AMP and all Romex wiring (Average)	
+       FuseF	60 AMP Fuse Box and mostly Romex wiring (Fair)
+       FuseP	60 AMP Fuse Box and mostly knob & tube wiring (poor)
+       Mix	Mixed
+		
+1stFlrSF: First Floor square feet
+ 
+2ndFlrSF: Second floor square feet
+
+LowQualFinSF: Low quality finished square feet (all floors)
+
+GrLivArea: Above grade (ground) living area square feet
+
+BsmtFullBath: Basement full bathrooms
+
+BsmtHalfBath: Basement half bathrooms
+
+FullBath: Full bathrooms above grade
+
+HalfBath: Half baths above grade
+
+Bedroom: Bedrooms above grade (does NOT include basement bedrooms)
+
+Kitchen: Kitchens above grade
+
+KitchenQual: Kitchen quality
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical/Average
+       Fa	Fair
+       Po	Poor
+       	
+TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
+
+Functional: Home functionality (Assume typical unless deductions are warranted)
+
+       Typ	Typical Functionality
+       Min1	Minor Deductions 1
+       Min2	Minor Deductions 2
+       Mod	Moderate Deductions
+       Maj1	Major Deductions 1
+       Maj2	Major Deductions 2
+       Sev	Severely Damaged
+       Sal	Salvage only
+		
+Fireplaces: Number of fireplaces
+
+FireplaceQu: Fireplace quality
+
+       Ex	Excellent - Exceptional Masonry Fireplace
+       Gd	Good - Masonry Fireplace in main level
+       TA	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement
+       Fa	Fair - Prefabricated Fireplace in basement
+       Po	Poor - Ben Franklin Stove
+       NA	No Fireplace
+		
+GarageType: Garage location
+		
+       2Types	More than one type of garage
+       Attchd	Attached to home
+       Basment	Basement Garage
+       BuiltIn	Built-In (Garage part of house - typically has room above garage)
+       CarPort	Car Port
+       Detchd	Detached from home
+       NA	No Garage
+		
+GarageYrBlt: Year garage was built
+		
+GarageFinish: Interior finish of the garage
+
+       Fin	Finished
+       RFn	Rough Finished	
+       Unf	Unfinished
+       NA	No Garage
+		
+GarageCars: Size of garage in car capacity
+
+GarageArea: Size of garage in square feet
+
+GarageQual: Garage quality
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical/Average
+       Fa	Fair
+       Po	Poor
+       NA	No Garage
+		
+GarageCond: Garage condition
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical/Average
+       Fa	Fair
+       Po	Poor
+       NA	No Garage
+		
+PavedDrive: Paved driveway
+
+       Y	Paved 
+       P	Partial Pavement
+       N	Dirt/Gravel
+		
+WoodDeckSF: Wood deck area in square feet
+
+OpenPorchSF: Open porch area in square feet
+
+EnclosedPorch: Enclosed porch area in square feet
+
+3SsnPorch: Three season porch area in square feet
+
+ScreenPorch: Screen porch area in square feet
+
+PoolArea: Pool area in square feet
+
+PoolQC: Pool quality
+		
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       NA	No Pool
+		
+Fence: Fence quality
+		
+       GdPrv	Good Privacy
+       MnPrv	Minimum Privacy
+       GdWo	Good Wood
+       MnWw	Minimum Wood/Wire
+       NA	No Fence
+	
+MiscFeature: Miscellaneous feature not covered in other categories
+		
+       Elev	Elevator
+       Gar2	2nd Garage (if not described in garage section)
+       Othr	Other
+       Shed	Shed (over 100 SF)
+       TenC	Tennis Court
+       NA	None
+		
+MiscVal: $Value of miscellaneous feature
+
+MoSold: Month Sold (MM)
+
+YrSold: Year Sold (YYYY)
+
+SaleType: Type of sale
+		
+       WD 	Warranty Deed - Conventional
+       CWD	Warranty Deed - Cash
+       VWD	Warranty Deed - VA Loan
+       New	Home just constructed and sold
+       COD	Court Officer Deed/Estate
+       Con	Contract 15% Down payment regular terms
+       ConLw	Contract Low Down payment and low interest
+       ConLI	Contract Low Interest
+       ConLD	Contract Low Down
+       Oth	Other
+		
+SaleCondition: Condition of sale
+
+       Normal	Normal Sale
+       Abnorml	Abnormal Sale -  trade, foreclosure, short sale
+       AdjLand	Adjoining Land Purchase
+       Alloca	Allocation - two linked properties with separate deeds, typically condo with a garage unit	
+       Family	Sale between family members
+       Partial	Home was not completed when last assessed (associated with New Homes)
diff --git a/.ipynb_checkpoints/statistical-analysis-checkpoint.ipynb b/.ipynb_checkpoints/statistical-analysis-checkpoint.ipynb
new file mode 100644
index 0000000..b04a503
--- /dev/null
+++ b/.ipynb_checkpoints/statistical-analysis-checkpoint.ipynb
@@ -0,0 +1,2983 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "2ec2a7df-5f51-4824-b597-98113dd884f7",
+   "metadata": {},
+   "source": [
+    "# Navegando la Data\n",
+    "\n",
+    "Revisión de la iformación contenida en el csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "7f422632-ed19-471b-94ff-d7effd94354f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 248,
+   "id": "8ec750e4-b8b7-471b-93db-d024a744685e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('train.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 249,
+   "id": "d3faaf28-1de5-4eef-b97b-57f738cff4d7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>MSSubClass</th>\n",
+       "      <th>MSZoning</th>\n",
+       "      <th>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>Street</th>\n",
+       "      <th>Alley</th>\n",
+       "      <th>LotShape</th>\n",
+       "      <th>LandContour</th>\n",
+       "      <th>Utilities</th>\n",
+       "      <th>...</th>\n",
+       "      <th>PoolArea</th>\n",
+       "      <th>PoolQC</th>\n",
+       "      <th>Fence</th>\n",
+       "      <th>MiscFeature</th>\n",
+       "      <th>MiscVal</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SaleType</th>\n",
+       "      <th>SaleCondition</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>8450</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>208500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9600</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>181500</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2 rows × 81 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
+       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
+       "\n",
+       "  LandContour Utilities  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n",
+       "0         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
+       "1         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      5   \n",
+       "\n",
+       "  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "0   2008        WD         Normal     208500  \n",
+       "1   2007        WD         Normal     181500  \n",
+       "\n",
+       "[2 rows x 81 columns]"
+      ]
+     },
+     "execution_count": 249,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 250,
+   "id": "4ef1038c-8eac-489d-919a-395f5a041099",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1460 entries, 0 to 1459\n",
+      "Data columns (total 81 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Id             1460 non-null   int64  \n",
+      " 1   MSSubClass     1460 non-null   int64  \n",
+      " 2   MSZoning       1460 non-null   object \n",
+      " 3   LotFrontage    1201 non-null   float64\n",
+      " 4   LotArea        1460 non-null   int64  \n",
+      " 5   Street         1460 non-null   object \n",
+      " 6   Alley          91 non-null     object \n",
+      " 7   LotShape       1460 non-null   object \n",
+      " 8   LandContour    1460 non-null   object \n",
+      " 9   Utilities      1460 non-null   object \n",
+      " 10  LotConfig      1460 non-null   object \n",
+      " 11  LandSlope      1460 non-null   object \n",
+      " 12  Neighborhood   1460 non-null   object \n",
+      " 13  Condition1     1460 non-null   object \n",
+      " 14  Condition2     1460 non-null   object \n",
+      " 15  BldgType       1460 non-null   object \n",
+      " 16  HouseStyle     1460 non-null   object \n",
+      " 17  OverallQual    1460 non-null   int64  \n",
+      " 18  OverallCond    1460 non-null   int64  \n",
+      " 19  YearBuilt      1460 non-null   int64  \n",
+      " 20  YearRemodAdd   1460 non-null   int64  \n",
+      " 21  RoofStyle      1460 non-null   object \n",
+      " 22  RoofMatl       1460 non-null   object \n",
+      " 23  Exterior1st    1460 non-null   object \n",
+      " 24  Exterior2nd    1460 non-null   object \n",
+      " 25  MasVnrType     1452 non-null   object \n",
+      " 26  MasVnrArea     1452 non-null   float64\n",
+      " 27  ExterQual      1460 non-null   object \n",
+      " 28  ExterCond      1460 non-null   object \n",
+      " 29  Foundation     1460 non-null   object \n",
+      " 30  BsmtQual       1423 non-null   object \n",
+      " 31  BsmtCond       1423 non-null   object \n",
+      " 32  BsmtExposure   1422 non-null   object \n",
+      " 33  BsmtFinType1   1423 non-null   object \n",
+      " 34  BsmtFinSF1     1460 non-null   int64  \n",
+      " 35  BsmtFinType2   1422 non-null   object \n",
+      " 36  BsmtFinSF2     1460 non-null   int64  \n",
+      " 37  BsmtUnfSF      1460 non-null   int64  \n",
+      " 38  TotalBsmtSF    1460 non-null   int64  \n",
+      " 39  Heating        1460 non-null   object \n",
+      " 40  HeatingQC      1460 non-null   object \n",
+      " 41  CentralAir     1460 non-null   object \n",
+      " 42  Electrical     1459 non-null   object \n",
+      " 43  1stFlrSF       1460 non-null   int64  \n",
+      " 44  2ndFlrSF       1460 non-null   int64  \n",
+      " 45  LowQualFinSF   1460 non-null   int64  \n",
+      " 46  GrLivArea      1460 non-null   int64  \n",
+      " 47  BsmtFullBath   1460 non-null   int64  \n",
+      " 48  BsmtHalfBath   1460 non-null   int64  \n",
+      " 49  FullBath       1460 non-null   int64  \n",
+      " 50  HalfBath       1460 non-null   int64  \n",
+      " 51  BedroomAbvGr   1460 non-null   int64  \n",
+      " 52  KitchenAbvGr   1460 non-null   int64  \n",
+      " 53  KitchenQual    1460 non-null   object \n",
+      " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
+      " 55  Functional     1460 non-null   object \n",
+      " 56  Fireplaces     1460 non-null   int64  \n",
+      " 57  FireplaceQu    770 non-null    object \n",
+      " 58  GarageType     1379 non-null   object \n",
+      " 59  GarageYrBlt    1379 non-null   float64\n",
+      " 60  GarageFinish   1379 non-null   object \n",
+      " 61  GarageCars     1460 non-null   int64  \n",
+      " 62  GarageArea     1460 non-null   int64  \n",
+      " 63  GarageQual     1379 non-null   object \n",
+      " 64  GarageCond     1379 non-null   object \n",
+      " 65  PavedDrive     1460 non-null   object \n",
+      " 66  WoodDeckSF     1460 non-null   int64  \n",
+      " 67  OpenPorchSF    1460 non-null   int64  \n",
+      " 68  EnclosedPorch  1460 non-null   int64  \n",
+      " 69  3SsnPorch      1460 non-null   int64  \n",
+      " 70  ScreenPorch    1460 non-null   int64  \n",
+      " 71  PoolArea       1460 non-null   int64  \n",
+      " 72  PoolQC         7 non-null      object \n",
+      " 73  Fence          281 non-null    object \n",
+      " 74  MiscFeature    54 non-null     object \n",
+      " 75  MiscVal        1460 non-null   int64  \n",
+      " 76  MoSold         1460 non-null   int64  \n",
+      " 77  YrSold         1460 non-null   int64  \n",
+      " 78  SaleType       1460 non-null   object \n",
+      " 79  SaleCondition  1460 non-null   object \n",
+      " 80  SalePrice      1460 non-null   int64  \n",
+      "dtypes: float64(3), int64(35), object(43)\n",
+      "memory usage: 924.0+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 251,
+   "id": "44e719eb-f2bf-4fa5-bba4-bb90aecefe56",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Eliminación columna Id\n",
+    "df.drop(columns='Id', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 258,
+   "id": "49ca2c70-808f-4f9b-8790-fc02f28e5829",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>LotFrontage</td>\n",
+       "      <td>0.177397</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>garage_old</td>\n",
+       "      <td>0.055479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>GarageFinish</td>\n",
+       "      <td>0.055479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>GarageYrBlt</td>\n",
+       "      <td>0.055479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>GarageQual</td>\n",
+       "      <td>0.055479</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          index         0\n",
+       "0   LotFrontage  0.177397\n",
+       "1    garage_old  0.055479\n",
+       "2  GarageFinish  0.055479\n",
+       "3   GarageYrBlt  0.055479\n",
+       "4    GarageQual  0.055479"
+      ]
+     },
+     "execution_count": 258,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Obtención de los porcentajes de nulos de cada columna\n",
+    "porcentajes = pd.DataFrame(df.isnull().sum().sort_values( ascending = False)/df.shape[0]).reset_index()\n",
+    "porcentajes.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 253,
+   "id": "16ab6b26-5974-4a1d-9d3f-9ba216d6c2f3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0         PoolQC\n",
+       "1    MiscFeature\n",
+       "2          Alley\n",
+       "3          Fence\n",
+       "4    FireplaceQu\n",
+       "Name: index, dtype: object"
+      ]
+     },
+     "execution_count": 253,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#se definen las columnas que tengan más de un 20% de datos faltantes\n",
+    "columnas_drop=porcentajes[porcentajes.loc[:,0] > .2]['index']\n",
+    "columnas_drop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 254,
+   "id": "52391a2d-79a3-4438-b652-7cfbf24e49c1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Se dropean columnas con más de un 20% de columnas nulas\n",
+    "df.drop(columns=columnas_drop, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
+   "id": "0d30232f-f452-4b0c-a3bc-8d5b3fa855ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       2003.0\n",
+       "1       1976.0\n",
+       "2       2001.0\n",
+       "3       1998.0\n",
+       "4       2000.0\n",
+       "         ...  \n",
+       "1455    1999.0\n",
+       "1456    1978.0\n",
+       "1457    1941.0\n",
+       "1458    1950.0\n",
+       "1459    1965.0\n",
+       "Name: GarageYrBlt, Length: 1460, dtype: float64"
+      ]
+     },
+     "execution_count": 257,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['GarageYrBlt']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8514dec8-6857-4b22-bf59-b9de9db5d228",
+   "metadata": {},
+   "source": [
+    "## Revisión y ajuste de columnas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "id": "88c8b777-e7ff-47f1-b689-7cfe941df747",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Sumando baños y sacando la proporción de baños/habitación = df['bathrooms/rooms']\n",
+    "rooms=df['BedroomAbvGr']\n",
+    "halfbaths=df['HalfBath']*0.5+df['BsmtHalfBath']*0.5\n",
+    "bathrooms=df[['FullBath', 'BsmtFullBath']].sum(axis=1)\n",
+    "df['bathrooms/rooms']=(bathrooms+halfbaths)/rooms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "id": "5c6ba15f-48d7-4bda-b5d9-32cfaa3acab1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Creación de dos solumnas que indican la cantidad de años desde la construcción df['Years_old'] y remodelación df['years_remod']\n",
+    "df['Years_old']=2022-df['YearBuilt']\n",
+    "df['years_remod']=2022-df['YearRemodAdd']\n",
+    "df['garage_old']=2022-df['GarageYrBlt']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 422,
+   "id": "993d0a8f-cdb8-447f-95ba-0db9df4f3ee1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MSSubClass</th>\n",
+       "      <th>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>MasVnrArea</th>\n",
+       "      <th>BsmtFinSF1</th>\n",
+       "      <th>BsmtFinSF2</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ScreenPorch</th>\n",
+       "      <th>PoolArea</th>\n",
+       "      <th>MiscVal</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "      <th>bathrooms/rooms</th>\n",
+       "      <th>Years_old</th>\n",
+       "      <th>years_remod</th>\n",
+       "      <th>garage_old</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1201.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1452.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.00</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1379.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>56.897260</td>\n",
+       "      <td>70.049958</td>\n",
+       "      <td>10516.828082</td>\n",
+       "      <td>6.099315</td>\n",
+       "      <td>5.575342</td>\n",
+       "      <td>1971.267808</td>\n",
+       "      <td>1984.865753</td>\n",
+       "      <td>103.685262</td>\n",
+       "      <td>443.639726</td>\n",
+       "      <td>46.549315</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15.060959</td>\n",
+       "      <td>2.758904</td>\n",
+       "      <td>43.489041</td>\n",
+       "      <td>6.321918</td>\n",
+       "      <td>2007.815753</td>\n",
+       "      <td>180921.195890</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>50.732192</td>\n",
+       "      <td>37.134247</td>\n",
+       "      <td>43.493836</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>42.300571</td>\n",
+       "      <td>24.284752</td>\n",
+       "      <td>9981.264932</td>\n",
+       "      <td>1.382997</td>\n",
+       "      <td>1.112799</td>\n",
+       "      <td>30.202904</td>\n",
+       "      <td>20.645407</td>\n",
+       "      <td>181.066207</td>\n",
+       "      <td>456.098091</td>\n",
+       "      <td>161.319273</td>\n",
+       "      <td>...</td>\n",
+       "      <td>55.757415</td>\n",
+       "      <td>40.177307</td>\n",
+       "      <td>496.123024</td>\n",
+       "      <td>2.703626</td>\n",
+       "      <td>1.328095</td>\n",
+       "      <td>79442.502883</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.202904</td>\n",
+       "      <td>20.645407</td>\n",
+       "      <td>24.689725</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>1300.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1872.000000</td>\n",
+       "      <td>1950.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>34900.000000</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>7553.500000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1954.000000</td>\n",
+       "      <td>1967.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2007.000000</td>\n",
+       "      <td>129975.000000</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>69.000000</td>\n",
+       "      <td>9478.500000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1973.000000</td>\n",
+       "      <td>1994.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>383.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2008.000000</td>\n",
+       "      <td>163000.000000</td>\n",
+       "      <td>0.75</td>\n",
+       "      <td>49.000000</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>42.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>11601.500000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2004.000000</td>\n",
+       "      <td>166.000000</td>\n",
+       "      <td>712.250000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>2009.000000</td>\n",
+       "      <td>214000.000000</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>68.000000</td>\n",
+       "      <td>55.000000</td>\n",
+       "      <td>61.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>190.000000</td>\n",
+       "      <td>313.000000</td>\n",
+       "      <td>215245.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>1600.000000</td>\n",
+       "      <td>5644.000000</td>\n",
+       "      <td>1474.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>480.000000</td>\n",
+       "      <td>738.000000</td>\n",
+       "      <td>15500.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>755000.000000</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>150.000000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>122.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 41 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        MSSubClass  LotFrontage        LotArea  OverallQual  OverallCond  \\\n",
+       "count  1460.000000  1201.000000    1460.000000  1460.000000  1460.000000   \n",
+       "mean     56.897260    70.049958   10516.828082     6.099315     5.575342   \n",
+       "std      42.300571    24.284752    9981.264932     1.382997     1.112799   \n",
+       "min      20.000000    21.000000    1300.000000     1.000000     1.000000   \n",
+       "25%      20.000000    59.000000    7553.500000     5.000000     5.000000   \n",
+       "50%      50.000000    69.000000    9478.500000     6.000000     5.000000   \n",
+       "75%      70.000000    80.000000   11601.500000     7.000000     6.000000   \n",
+       "max     190.000000   313.000000  215245.000000    10.000000     9.000000   \n",
+       "\n",
+       "         YearBuilt  YearRemodAdd   MasVnrArea   BsmtFinSF1   BsmtFinSF2  ...  \\\n",
+       "count  1460.000000   1460.000000  1452.000000  1460.000000  1460.000000  ...   \n",
+       "mean   1971.267808   1984.865753   103.685262   443.639726    46.549315  ...   \n",
+       "std      30.202904     20.645407   181.066207   456.098091   161.319273  ...   \n",
+       "min    1872.000000   1950.000000     0.000000     0.000000     0.000000  ...   \n",
+       "25%    1954.000000   1967.000000     0.000000     0.000000     0.000000  ...   \n",
+       "50%    1973.000000   1994.000000     0.000000   383.500000     0.000000  ...   \n",
+       "75%    2000.000000   2004.000000   166.000000   712.250000     0.000000  ...   \n",
+       "max    2010.000000   2010.000000  1600.000000  5644.000000  1474.000000  ...   \n",
+       "\n",
+       "       ScreenPorch     PoolArea       MiscVal       MoSold       YrSold  \\\n",
+       "count  1460.000000  1460.000000   1460.000000  1460.000000  1460.000000   \n",
+       "mean     15.060959     2.758904     43.489041     6.321918  2007.815753   \n",
+       "std      55.757415    40.177307    496.123024     2.703626     1.328095   \n",
+       "min       0.000000     0.000000      0.000000     1.000000  2006.000000   \n",
+       "25%       0.000000     0.000000      0.000000     5.000000  2007.000000   \n",
+       "50%       0.000000     0.000000      0.000000     6.000000  2008.000000   \n",
+       "75%       0.000000     0.000000      0.000000     8.000000  2009.000000   \n",
+       "max     480.000000   738.000000  15500.000000    12.000000  2010.000000   \n",
+       "\n",
+       "           SalePrice  bathrooms/rooms    Years_old  years_remod   garage_old  \n",
+       "count    1460.000000          1460.00  1460.000000  1460.000000  1379.000000  \n",
+       "mean   180921.195890              inf    50.732192    37.134247    43.493836  \n",
+       "std     79442.502883              NaN    30.202904    20.645407    24.689725  \n",
+       "min     34900.000000             0.20    12.000000    12.000000    12.000000  \n",
+       "25%    129975.000000             0.50    22.000000    18.000000    20.000000  \n",
+       "50%    163000.000000             0.75    49.000000    28.000000    42.000000  \n",
+       "75%    214000.000000             1.00    68.000000    55.000000    61.000000  \n",
+       "max    755000.000000              inf   150.000000    72.000000   122.000000  \n",
+       "\n",
+       "[8 rows x 41 columns]"
+      ]
+     },
+     "execution_count": 422,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "7b463d62-4621-4b99-ba3b-5568f4404445",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='SalePrice', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(df['SalePrice'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "3a7ed887-e1eb-4103-b363-9dfec5ecb358",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='SalePrice', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEGCAYAAACKB4k+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAVmUlEQVR4nO3df7DldX3f8ecrKPgDNVCWnevCdrHZUJFJKF4kxtRKEUtTIyYVwTHpjiHZtFXRpFWhdKS0w4yGTKM1tXYHKZuWIoTogG0ikA3IZBKBCy4iooEEhQ037BJ2q9YUs+y7f5zvfr1ez73n7OWeX/c8HzM753w/53vOeX/4Lue138/3+/18U1VIkgTwQ6MuQJI0PgwFSVLLUJAktQwFSVLLUJAktZ4z6gKejWOOOaY2bdo06jIkaaLcc889T1bVum6vTXQobNq0ibm5uVGXIUkTJck3lnrN4SNJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUmuir2iWJskps6czPz+/7DozMzPsnLtzSBVJP8hQkIZkfn6eMy69btl1brvsvCFVI3Xn8JEkqWUoSJJahoIkqeUxBU09DwBL32MoaOp5AFj6HoePJEktQ0GS1DIUJEktQ0GS1PJAs9SHvXv3sn7DxiVf9+wkrRUDC4UkVwFvBHZX1cmLXvvXwBXAuqp6smm7GLgAeAa4sKpuHlRt0qE6cKCWPUPJs5O0Vgxy+Ohq4OzFjUmOB84CHl3QdhJwPvCK5j0fT3LYAGuTJHUxsFCoqjuAp7q89JvA+4Fa0HYO8KmqerqqHgEeBl41qNokSd0N9UBzkjcBf1FV9y16aQPw2ILlXU1bt8/YmmQuydyePXsGVKkkTaehhUKSFwCXAB/s9nKXturSRlVtq6rZqppdt27dapYoSVNvmGcf/R3gBOC+JADHAfcmeRWdPYPjF6x7HPD4EGuTJDHEPYWqur+qjq2qTVW1iU4QnFpVfwncBJyf5IgkJwCbgbuGVZskqWNgoZDkWuBPgBOT7EpywVLrVtUDwPXAV4DPAe+sqmcGVZskqbuBDR9V1dt6vL5p0fLlwOWDqkeS1JvTXEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKk1sNtxJrkKeCOwu6pObtquAH4G+C7wZ8A7qmpf89rFwAXAM8CFVXXzoGrT9Dhl9nTm5+eXXWfvvn3DKUaaAAMLBeBq4LeA317QditwcVXtT/Jh4GLgA0lOAs4HXgG8FPiDJD9aVc8MsD5Ngfn5ec649Lpl17nhwrOGVI00/gY2fFRVdwBPLWq7par2N4tfAI5rnp8DfKqqnq6qR4CHgVcNqjZJUnejPKbwi8DvN883AI8teG1X0/YDkmxNMpdkbs+ePQMuUZKmy0hCIcklwH7gmoNNXVarbu+tqm1VNVtVs+vWrRtUiZI0lQZ5TKGrJFvoHIA+s6oO/vDvAo5fsNpxwOPDrk2Spt1Q9xSSnA18AHhTVX1nwUs3AecnOSLJCcBm4K5h1iZJGuwpqdcCrwOOSbILuJTO2UZHALcmAfhCVf3zqnogyfXAV+gMK73TM48kafgGFgpV9bYuzZ9cZv3LgcsHVY8kqTevaJYktYZ+oFlai/bu3cv6DRuXX8crpzUBDAVpFRw4UF45rTXB4SNJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1PCVVGiO9rneYmZlh59ydQ6xI08ZQkMZIr+sdbrvsvCFWo2nk8JEkqWUoSJJahoIkqWUoSJJahoIkqWUoSJJahoIkqTWwUEhyVZLdSb68oO3oJLcmeah5PGrBaxcneTjJ15L8o0HVJUla2iD3FK4Gzl7UdhGwo6o2AzuaZZKcBJwPvKJ5z8eTHDbA2iRJXQwsFKrqDuCpRc3nANub59uBNy9o/1RVPV1VjwAPA68aVG2SpO6GfUxhfVXNAzSPxzbtG4DHFqy3q2mTJA3RuBxoTpe26rpisjXJXJK5PXv2DLgsSZouww6FJ5LMADSPu5v2XcDxC9Y7Dni82wdU1baqmq2q2XXr1g20WEmaNsMOhZuALc3zLcCNC9rPT3JEkhOAzcBdQ65NkqbewKbOTnIt8DrgmCS7gEuBDwHXJ7kAeBQ4F6CqHkhyPfAVYD/wzqp6ZlC1SZK6G1goVNXblnjpzCXWvxy4fFD1SJJ6G5cDzZKkMWAoSJJahoIkqWUoSJJahoIkqWUoSJJahoIkqTWw6xQkjcYps6czPz+/7DozMzPsnLtzSBVpkhgK0hozPz/PGZdet+w6t1123pCq0aRx+EiS1DIUJEmtvkIhyWv6aZMkTbZ+jyl8DDi1jzZpqHodVN27b9/wipHWgGVDIcmrgZ8E1iX5tQUvvRg4bJCFSf3odVD1hgvPGmI10uTrtadwOHBks96LFrR/E3jLoIqSJI3GsqFQVZ8HPp/k6qr6xpBqkiSNSL/HFI5Isg3YtPA9VfUPB1GUJGk0+g2F3wE+AVwJeJtMSVqj+g2F/VX1XwZaiaSe9u7dy/oNG5dfxzOu9Cz0GwqfTfIvgc8ATx9srKqnVvKlSX4V+CWggPuBdwAvAK6jM0T1deCtVbV3JZ8vrVUHDlTPKSw840rPRr9XNG8B3gf8MXBP82duJV+YZANwITBbVSfTObX1fOAiYEdVbQZ2NMuSpCHqa0+hqk4YwPc+P8nf0NlDeBy4GHhd8/p24HbgA6v8vZKkZfQVCkn+Wbf2qvrtQ/3CqvqLJL8BPAr8NXBLVd2SZH1VzTfrzCc5dolatgJbATZuXH5sVZJ0aPo9pnDagufPA84E7gUOORSSHAWcA5wA7AN+J8nP9/v+qtoGbAOYnZ2tQ/1+SdLS+h0+evfC5SQvAf77Cr/z9cAjVbWn+axP05lK44kkM81ewgywe4WfL0laoZVOnf0dYPMK3/so8BNJXpAkdPY6HgRuonNAm+bxxhV+viRphfo9pvBZOqePQudsoZcD16/kC6vqziQ30Bl+2g98kc5w0JHA9UkuoBMc567k8yVJK9fvMYXfWPB8P/CNqtq10i+tqkuBSxc1P01nr0GSNCJ9DR81E+N9lc5MqUcB3x1kUZKk0ej3zmtvBe6iM6TzVuDOJE6dLUlrTL/DR5cAp1XVboAk64A/AG4YVGGSpOHr9+yjHzoYCI2/OoT3SpImRL97Cp9LcjNwbbN8HvB7gylJkjQqve7R/CPA+qp6X5KfA34KCPAnwDVDqE+SNES9hoA+AnwLoKo+XVW/VlW/Smcv4SODLU2SNGy9QmFTVX1pcWNVzdG574EkaQ3pFQrPW+a1569mIZKk0esVCncn+eXFjc1UFPcMpiRJ0qj0OvvovcBnkryd74XALHA48LMDrEuSNALLhkJVPQH8ZJIzgJOb5v9dVX848MokSUPX7/0UbgNuG3AtkqQR86pkSVLLUJAktQwFSVLLUJAktQwFSVJrJKGQ5IeT3JDkq0keTPLqJEcnuTXJQ83jUaOoTZKm2aj2FD4KfK6q/i7w48CDwEXAjqraDOxoliVJQzT0UEjyYuC1wCcBquq7VbUPOAfY3qy2HXjzsGuTpGk3ij2FlwF7gP+W5ItJrkzyQjr3bZgHaB6PHUFtkjTV+r3z2mp/56nAu6vqziQf5RCGipJsBbYCbNy4cTAVSmvc3r17Wb9h+f9/ZmZm2Dl355Aq0rgYRSjsAnZV1cG/bTfQCYUnksxU1XySGWB3tzdX1TZgG8Ds7GwNo2BprTlwoDjj0uuWXee2y84bUjUaJ0MfPqqqvwQeS3Ji03Qm8BXgJmBL07YFuHHYtUnStBvFngLAu4FrkhwO/DnwDjoBdX1zr4ZHgXNHVJskTa2RhEJV7aRzX4bFzhxyKZKW0Ou4g8cc1qZR7SlIGnO9jjt4zGFtcpoLSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktZw6W2PrlNnTmZ+fX3advfv2DacYaUoYChpb8/PzPe8jfMOFZw2pGmk6OHwkSWoZCpKk1shCIclhSb6Y5H81y0cnuTXJQ83jUaOqTZKm1Sj3FN4DPLhg+SJgR1VtBnY0y5KkIRpJKCQ5DvgnwJULms8BtjfPtwNvHnJZkjT1RrWn8BHg/cCBBW3rq2oeoHk8ttsbk2xNMpdkbs+ePQMvVJKmydBPSU3yRmB3Vd2T5HWH+v6q2gZsA5idna3VrU7SaurnWpOZmRl2zt05pIrUyyiuU3gN8KYkPw08D3hxkv8BPJFkpqrmk8wAu0dQm6RV1M+1Jrdddt6QqlE/hj58VFUXV9VxVbUJOB/4w6r6eeAmYEuz2hbgxmHXJknTbpyuU/gQcFaSh4CzmmVJ0hCNdJqLqroduL15/lfAmaOsR6un11iy48jSeHLuIw1Er7Fkx5Gl8TROw0eSpBFzT0EjsXfvXtZv2Lj8Ok6LLQ2doaCROHCgnBZbGkMOH0mSWoaCJKllKEiSWoaCJKllKEiSWoaCJKnlKamSVsRrTdYmQ0HSinitydrk8JEkqWUoSJJahoIkqeUxBR2yfu676wFGaTIZCjpk/dx31wOM0mRy+EiS1Bp6KCQ5PsltSR5M8kCS9zTtRye5NclDzeNRw65NkqbdKPYU9gP/qqpeDvwE8M4kJwEXATuqajOwo1mWJA3R0EOhquar6t7m+beAB4ENwDnA9ma17cCbh12bJE27kR5oTrIJ+HvAncD6qpqHTnAkOXaJ92wFtgJs3Lj8JfaSJl8/Z7vNzMywc+7OIVW0to0sFJIcCfwu8N6q+maSvt5XVduAbQCzs7M1uAoljYN+zna77bLzhlTN2jeSs4+SPJdOIFxTVZ9ump9IMtO8PgPsHkVtkjTNRnH2UYBPAg9W1X9c8NJNwJbm+RbgxmHXJknTbhTDR68BfgG4P8nOpu3fAB8Crk9yAfAocO4IapOkqTb0UKiqPwKWOoBw5jBrkSR9P69oliS1nPtI0kj1uoObkysOl6EgaaR63cHNyRWHy+EjSVLLUJAktQwFSVLLUJAktQwFSVLLs48kTbxep7WCM6n2y1CQNPF6ndYKzqTaL4ePJEktQ0GS1DIUJEktQ0GS1PJA8xrS6162/Zx90c/9cJ2gTJOo1xlKnp3UYSisIb3uZfvp976h52l7e/ft4+d+8+Zl13GCMk2iXmcoeXZSh6EwIVbjX/D9nLbnD7403QyFCdFrLwD8QZf07E11KKzGGLyk6dHPHvu3vv1tXnTkkcuuM86/LWMXCknOBj4KHAZcWVUfGtR3rcYY/GpsXA/uSpOh3z32M654dldX9/ObMKhgGatQSHIY8J+Bs4BdwN1Jbqqqr4yinmFdOu/QkDR6/cyfNKx/nPXzmzCoA+NjFQrAq4CHq+rPAZJ8CjgHGEkoSJoenojRkaoadQ2tJG8Bzq6qX2qWfwE4varetWCdrcDWZvFE4Gur9PXHAE+u0meN0lrox1roA6yNfqyFPsDa6Mdq9uFvV9W6bi+M255CurR9X2pV1TZg26p/cTJXVbOr/bnDthb6sRb6AGujH2uhD7A2+jGsPozbNBe7gOMXLB8HPD6iWiRp6oxbKNwNbE5yQpLDgfOBm0ZckyRNjbEaPqqq/UneBdxM55TUq6rqgSF9/aoPSY3IWujHWugDrI1+rIU+wNrox1D6MFYHmiVJozVuw0eSpBEyFCRJrTUfCkmuSrI7yZcXtB2d5NYkDzWPRy3x3q8nuT/JziRzw6u6ay3d+nFukgeSHEiy5KlqSc5O8rUkDye5aDgVd63j2fRh3LfFFUm+muRLST6T5IeXeO84b4t++zDu2+I/NH3YmeSWJC9d4r3jvC367cPqb4uqWtN/gNcCpwJfXtD268BFzfOLgA8v8d6vA8eMug/L9OPldC7gux2YXeJ9hwF/BrwMOBy4DzhpkvowIdviDcBzmucf7vZ3agK2Rc8+TMi2ePGC5xcCn5jAbdGzD4PaFmt+T6Gq7gCeWtR8DrC9eb4dePMwa1qJbv2oqgerqtcV3e3UIVX1XeDg1CFD9yz6MFaW6MctVbW/WfwCnWtsFhv3bdFPH8bKEv345oLFF7LoAtjGuG+LfvowEGs+FJawvqrmAZrHY5dYr4BbktzTTK8xiTYAjy1Y3tW0TZpJ2ha/CPx+l/ZJ2hZL9QEmYFskuTzJY8DbgQ92WWXst0UffYABbItpDYV+vaaqTgX+MfDOJK8ddUEr0HPqkAkxEdsiySXAfuCabi93aRu7bdGjDzAB26KqLqmq4+n04V1dVhn7bdFHH2AA22JaQ+GJJDMAzePubitV1ePN427gM3R2OSfNmpg6ZBK2RZItwBuBt1cz4LvI2G+LPvowEdtigf8J/NMu7WO/LRZYqg8D2RbTGgo3AVua51uAGxevkOSFSV508Dmdg3BfXrzeBJj4qUMmYVukc3OoDwBvqqrvLLHaWG+LfvowIdti84LFNwFf7bLauG+Lnn0Y2LYYxdH2Yf4BrgXmgb+h86+DC4C/BewAHmoej27WfSnwe83zl9E5I+E+4AHgkjHsx882z58GngBuXtyPZvmngT+lc7bFyPqx0j5MyLZ4mM4Y9c7mzycmcFv07MOEbIvfpfPj+CXgs8CGCdwWPfswqG3hNBeSpNa0Dh9JkrowFCRJLUNBktQyFCRJLUNBktQyFDT1klzSzNR6cFbK05dZ9+okb+nxeVcneaT5rHuTvHqJ9f59ktc/2/ql1TRWt+OUhq35wX4jcGpVPZ3kGDqzZj5b76uqG5K8AfivwI8t+t7Dqmqp+WykkXFPQdNuBniyqp4GqKonq+rxJB9McneSLyfZluQH5spJ8sokn28mI7v54NQpi9wB/Eiz/tebz/0j4NyFex1JTkvyx0nuS3JXkhclOay5x8HdzV7MrwzuP4PUYSho2t0CHJ/kT5N8PMk/aNp/q6pOq6qTgefT2ZtoJXku8DHgLVX1SuAq4PIun/8zwP0Llv9fVf1UVX1qwWcdDlwHvKeqfhx4PfDXdK5s/T9VdRpwGvDLSU5YhT5LS3L4SFOtqr6d5JXA3wfOAK5r7sL1rSTvB14AHE1nGoHPLnjricDJwK3NTsRhdKYqOOiKJP8W2EPnx/2g67qUcSIwX1V3NzV9E6AZevqxBccwXgJsBh5ZeY+l5RkKmnpV9QydO7/dnuR+4FfoHAOYrarHkvw74HmL3hbggarqehCZ5phCl/b/26UtdJ+2OcC7q+rm3r2QVofDR5pqSU5cNCPlKcDBO8E9meRIoNvZRl8D1h08syjJc5O8YoVlfBV4aZLTms96UZLnADcD/6IZqiLJjzazYUoD456Cpt2RwMfSuUn9fjozhW4F9tE5FvB1OtMsf5+q+m4zrPOfkryEzv9LH6EzzHRIms86r6nj+XSOJ7weuBLYBNzbHOjewwTcOlaTzVlSJUkth48kSS1DQZLUMhQkSS1DQZLUMhQkSS1DQZLUMhQkSa3/D9ab/PDuAwddAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#ajuste de variable SalePrice a una normalizada\n",
+    "sns.histplot(np.log(df['SalePrice']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "6d920442-6438-448b-8e00-3e2dded46c9b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['SalePriceNorm']=np.log(df['SalePrice'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2581dde9-c761-4106-820d-dfad071beae6",
+   "metadata": {},
+   "source": [
+    "# Variables numéricas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "79182096-8f6c-46c6-8270-464ddc4b959c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corr= df.corr()\n",
+    "mask = np.triu(np.ones_like(corr, dtype = bool))\n",
+    "cmap = sns.diverging_palette(2020, 10, as_cmap = True)\n",
+    "plt.figure(figsize = (10,10))\n",
+    "sns.heatmap(corr, mask = mask, cmap = cmap, vmax = 1, vmin = -1, square = True, center = 0, linewidths = 0.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "089d7319-68b8-4021-8e24-5934fd3f5614",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SalePriceNorm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>SalePriceNorm</th>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SalePrice</th>\n",
+       "      <td>0.948374</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OverallQual</th>\n",
+       "      <td>0.817184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GrLivArea</th>\n",
+       "      <td>0.700927</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GarageCars</th>\n",
+       "      <td>0.680625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GarageArea</th>\n",
+       "      <td>0.650888</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TotalBsmtSF</th>\n",
+       "      <td>0.612134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1stFlrSF</th>\n",
+       "      <td>0.596981</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FullBath</th>\n",
+       "      <td>0.594771</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <td>0.586570</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <td>0.565608</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <td>0.541073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TotRmsAbvGrd</th>\n",
+       "      <td>0.534422</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fireplaces</th>\n",
+       "      <td>0.489449</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MasVnrArea</th>\n",
+       "      <td>0.430809</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bathrooms/rooms</th>\n",
+       "      <td>0.380832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtFinSF1</th>\n",
+       "      <td>0.372023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LotFrontage</th>\n",
+       "      <td>0.355878</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WoodDeckSF</th>\n",
+       "      <td>0.334135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <td>0.321053</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2ndFlrSF</th>\n",
+       "      <td>0.319300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HalfBath</th>\n",
+       "      <td>0.313982</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LotArea</th>\n",
+       "      <td>0.257320</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtFullBath</th>\n",
+       "      <td>0.236224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtUnfSF</th>\n",
+       "      <td>0.221985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BedroomAbvGr</th>\n",
+       "      <td>0.209044</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ScreenPorch</th>\n",
+       "      <td>0.121208</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PoolArea</th>\n",
+       "      <td>0.069798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MoSold</th>\n",
+       "      <td>0.057329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3SsnPorch</th>\n",
+       "      <td>0.054900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtFinSF2</th>\n",
+       "      <td>0.004832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtHalfBath</th>\n",
+       "      <td>-0.005149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MiscVal</th>\n",
+       "      <td>-0.020021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OverallCond</th>\n",
+       "      <td>-0.036868</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YrSold</th>\n",
+       "      <td>-0.037263</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LowQualFinSF</th>\n",
+       "      <td>-0.037963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MSSubClass</th>\n",
+       "      <td>-0.073959</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>KitchenAbvGr</th>\n",
+       "      <td>-0.147548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EnclosedPorch</th>\n",
+       "      <td>-0.149050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>garage_old</th>\n",
+       "      <td>-0.541073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>years_remod</th>\n",
+       "      <td>-0.565608</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Years_old</th>\n",
+       "      <td>-0.586570</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 SalePriceNorm\n",
+       "SalePriceNorm         1.000000\n",
+       "SalePrice             0.948374\n",
+       "OverallQual           0.817184\n",
+       "GrLivArea             0.700927\n",
+       "GarageCars            0.680625\n",
+       "GarageArea            0.650888\n",
+       "TotalBsmtSF           0.612134\n",
+       "1stFlrSF              0.596981\n",
+       "FullBath              0.594771\n",
+       "YearBuilt             0.586570\n",
+       "YearRemodAdd          0.565608\n",
+       "GarageYrBlt           0.541073\n",
+       "TotRmsAbvGrd          0.534422\n",
+       "Fireplaces            0.489449\n",
+       "MasVnrArea            0.430809\n",
+       "bathrooms/rooms       0.380832\n",
+       "BsmtFinSF1            0.372023\n",
+       "LotFrontage           0.355878\n",
+       "WoodDeckSF            0.334135\n",
+       "OpenPorchSF           0.321053\n",
+       "2ndFlrSF              0.319300\n",
+       "HalfBath              0.313982\n",
+       "LotArea               0.257320\n",
+       "BsmtFullBath          0.236224\n",
+       "BsmtUnfSF             0.221985\n",
+       "BedroomAbvGr          0.209044\n",
+       "ScreenPorch           0.121208\n",
+       "PoolArea              0.069798\n",
+       "MoSold                0.057329\n",
+       "3SsnPorch             0.054900\n",
+       "BsmtFinSF2            0.004832\n",
+       "BsmtHalfBath         -0.005149\n",
+       "MiscVal              -0.020021\n",
+       "OverallCond          -0.036868\n",
+       "YrSold               -0.037263\n",
+       "LowQualFinSF         -0.037963\n",
+       "MSSubClass           -0.073959\n",
+       "KitchenAbvGr         -0.147548\n",
+       "EnclosedPorch        -0.149050\n",
+       "garage_old           -0.541073\n",
+       "years_remod          -0.565608\n",
+       "Years_old            -0.586570"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_corr = df.corr()[['SalePriceNorm']].sort_values( by= 'SalePriceNorm',ascending = False)\n",
+    "df_corr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "5bf008ea-6d30-4ef1-86ba-678db4d8059f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['SalePriceNorm', 'SalePrice', 'OverallQual', 'GrLivArea',\n",
+       "       'GarageCars', 'GarageArea', 'TotalBsmtSF', '1stFlrSF', 'FullBath',\n",
+       "       'YearBuilt', 'YearRemodAdd', 'GarageYrBlt', 'TotRmsAbvGrd'],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Columnas con más de 0,5 de correlación con SalePriceNorm\n",
+    "corr_positiva = df_corr[df_corr['SalePriceNorm'] >= 0.5].reset_index()\n",
+    "corr_positiva['index'].unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e80fb60b-10c2-458f-922a-26b8ad640e1c",
+   "metadata": {},
+   "source": [
+    "De las columnas con correlación positiva no se consideran:\n",
+    "- GarageCars ya que se representa con GarageArea\n",
+    "- FullBath ya que fue incorporado en la columna 'bathrooms/rooms'\n",
+    "- YearBuilt, YearRemodAdd, GarageYrBlt ya que el valor de la columna es el año y no la antiguedad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "1cfe47c2-f0c8-4261-ab6c-3569765f5a91",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['garage_old', 'years_remod', 'Years_old'], dtype=object)"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_negativa = df_corr[df_corr['SalePriceNorm'] <= -0.5].reset_index()\n",
+    "corr_negativa['index'].unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3776f243-f7a5-41b2-a350-6b36f7da80de",
+   "metadata": {},
+   "source": [
+    "## Gráficando correlaciones positivas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "418a35ec-06c3-4838-a161-3b5cfd48ca4e",
+   "metadata": {},
+   "source": [
+    "'OverallQual', 'GrLivArea', 'GarageArea', 'TotalBsmtSF', '1stFlrSF','TotRmsAbvGrd'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "b33f23a1-4d4a-4ce5-bb13-e105e58f0cd2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>GrLivArea</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>TotalBsmtSF</th>\n",
+       "      <th>1stFlrSF</th>\n",
+       "      <th>TotRmsAbvGrd</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>6.099315</td>\n",
+       "      <td>1515.463699</td>\n",
+       "      <td>472.980137</td>\n",
+       "      <td>1057.429452</td>\n",
+       "      <td>1162.626712</td>\n",
+       "      <td>6.517808</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.382997</td>\n",
+       "      <td>525.480383</td>\n",
+       "      <td>213.804841</td>\n",
+       "      <td>438.705324</td>\n",
+       "      <td>386.587738</td>\n",
+       "      <td>1.625393</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>334.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>334.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1129.500000</td>\n",
+       "      <td>334.500000</td>\n",
+       "      <td>795.750000</td>\n",
+       "      <td>882.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>1464.000000</td>\n",
+       "      <td>480.000000</td>\n",
+       "      <td>991.500000</td>\n",
+       "      <td>1087.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>1776.750000</td>\n",
+       "      <td>576.000000</td>\n",
+       "      <td>1298.250000</td>\n",
+       "      <td>1391.250000</td>\n",
+       "      <td>7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>5642.000000</td>\n",
+       "      <td>1418.000000</td>\n",
+       "      <td>6110.000000</td>\n",
+       "      <td>4692.000000</td>\n",
+       "      <td>14.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       OverallQual    GrLivArea   GarageArea  TotalBsmtSF     1stFlrSF  \\\n",
+       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
+       "mean      6.099315  1515.463699   472.980137  1057.429452  1162.626712   \n",
+       "std       1.382997   525.480383   213.804841   438.705324   386.587738   \n",
+       "min       1.000000   334.000000     0.000000     0.000000   334.000000   \n",
+       "25%       5.000000  1129.500000   334.500000   795.750000   882.000000   \n",
+       "50%       6.000000  1464.000000   480.000000   991.500000  1087.000000   \n",
+       "75%       7.000000  1776.750000   576.000000  1298.250000  1391.250000   \n",
+       "max      10.000000  5642.000000  1418.000000  6110.000000  4692.000000   \n",
+       "\n",
+       "       TotRmsAbvGrd  \n",
+       "count   1460.000000  \n",
+       "mean       6.517808  \n",
+       "std        1.625393  \n",
+       "min        2.000000  \n",
+       "25%        5.000000  \n",
+       "50%        6.000000  \n",
+       "75%        7.000000  \n",
+       "max       14.000000  "
+      ]
+     },
+     "execution_count": 107,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[['OverallQual', 'GrLivArea', 'GarageArea', 'TotalBsmtSF', '1stFlrSF','TotRmsAbvGrd']].describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b8f12ba-1447-4393-abe2-8efa9a03f5cb",
+   "metadata": {},
+   "source": [
+    "### GrLivArea"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "8ba3a9b4-b009-4d73-af43-1624fae642fb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='GarageArea', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a3aaf190-19f3-4cbc-ab50-547bd29f6ec7",
+   "metadata": {},
+   "source": [
+    "### TotalBsmtSF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "69ebece2-b94a-4370-8d4c-e9ff34455d37",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='TotalBsmtSF', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fa91a042-62be-4e0d-bbc2-49fc8dbadd08",
+   "metadata": {},
+   "source": [
+    "### 1stFlrSF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "fbd2bba4-6a5a-47ee-b6e6-0ff8607f7233",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='1stFlrSF', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f7d4666-7115-404a-bc53-0d0578990668",
+   "metadata": {},
+   "source": [
+    "### TotRmsAbvGrd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "61edfd8e-dd87-4d37-9ebd-d5f99c93ffb4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(x='TotRmsAbvGrd', y='SalePriceNorm', data=df)\n",
+    "plt.show()\n",
+    "#Variable se observa categórica, por lo que se grafica como barras"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "3a99ba2e-e014-4d00-b3dc-de0be270fd03",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import ttest_ind\n",
+    "#Probaremos si al dividir en dos muestras, ambas muestras se comportan diferentes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "1d909fad-2d4d-402b-93ea-d99702c53786",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ttest_indResult(statistic=20.029392550083063, pvalue=4.9704509942283135e-79)"
+      ]
+     },
+     "execution_count": 102,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ttest_ind(df[df.TotRmsAbvGrd >= 7].SalePriceNorm, df[df.TotRmsAbvGrd < 7].SalePriceNorm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "46e9465e-1599-48bb-b099-8ba3ad93c700",
+   "metadata": {},
+   "source": [
+    "h0: promedio total habitaciones >= 7 == promedio total habitaciones < 7\n",
+    "\n",
+    "La prueba t da un valor de p igual a cero, lo que nos permitiría rechazar la hipotesis nula "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d66eff03-253a-4392-8f63-d7ebfa0191b1",
+   "metadata": {},
+   "source": [
+    "### OverallQual"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "id": "9fa74a12-8b63-4e99-b241-14d173b6098a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(x='OverallQual', y='SalePriceNorm', data=df)\n",
+    "plt.show()\n",
+    "#Variable se observa categórica, por lo que se grafica como barras"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "ca224c5b-8a47-449a-a373-2a8cd033856f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ttest_indResult(statistic=12.476957392273556, pvalue=5.437728755324813e-34)"
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ttest_ind(df[df.OverallQual >= 5].SalePriceNorm, df[df.TotRmsAbvGrd < 5].SalePriceNorm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e5da2851-00c1-415c-bbce-c7539884a2be",
+   "metadata": {},
+   "source": [
+    "h0: promedio puntuaciones de calidad >= 5 == promedio puntuaciones de calidad < 5\n",
+    "\n",
+    "La prueba t da un valor de p igual a cero, lo que nos permitiría rechazar la hipotesis nula "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "id": "5b9a691e-d2b7-4a3c-b77a-7991499f3f25",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Probemos un ANOVA con ambas variables categóricas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "id": "aa434406-05a0-4afb-a415-26f3ed44abed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from statsmodels.formula.api import ols\n",
+    "import statsmodels.api as sm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "8a46bfae-0f56-4347-a773-f1da5fe2ab1b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "modelo_1 = ols('SalePrice ~ C(OverallQual) + C(TotRmsAbvGrd)', data = df).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "b76466fd-0fb6-45cd-9acb-aa8ac73a37fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>df</th>\n",
+       "      <th>sum_sq</th>\n",
+       "      <th>mean_sq</th>\n",
+       "      <th>F</th>\n",
+       "      <th>PR(&gt;F)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>C(OverallQual)</th>\n",
+       "      <td>9.0</td>\n",
+       "      <td>6.299881e+12</td>\n",
+       "      <td>6.999867e+11</td>\n",
+       "      <td>398.596356</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C(TotRmsAbvGrd)</th>\n",
+       "      <td>11.0</td>\n",
+       "      <td>3.809607e+11</td>\n",
+       "      <td>3.463279e+10</td>\n",
+       "      <td>19.721092</td>\n",
+       "      <td>2.064711e-37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Residual</th>\n",
+       "      <td>1439.0</td>\n",
+       "      <td>2.527070e+12</td>\n",
+       "      <td>1.756129e+09</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     df        sum_sq       mean_sq           F        PR(>F)\n",
+       "C(OverallQual)      9.0  6.299881e+12  6.999867e+11  398.596356  0.000000e+00\n",
+       "C(TotRmsAbvGrd)    11.0  3.809607e+11  3.463279e+10   19.721092  2.064711e-37\n",
+       "Residual         1439.0  2.527070e+12  1.756129e+09         NaN           NaN"
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sm.stats.anova_lm(modelo_1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9564db88-56ab-4aac-8b4b-f5a9fd33de7c",
+   "metadata": {},
+   "source": [
+    "Se obtuvo para ambas variables categóricas un p value de cero, por lo que podríamos decir que ambas variables podían afectar la predicción de SalePrice.\n",
+    "\n",
+    "Lo que nos indica el p value es que los grupos dentro de las variables tienen un comportamiento diferente en cuanto a las medias (se podría decir que no son iguales)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3d554d17-8dfb-4550-bbcf-87f7c5450024",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Graficando correlaciones negativas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e0fff29c-e472-4915-ad10-765bb10f3190",
+   "metadata": {},
+   "source": [
+    "'garage_old', 'years_remod', 'Years_old'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ba98c2e4-3cc4-455f-bf36-427658400e3f",
+   "metadata": {},
+   "source": [
+    "### garage_old"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "f120714c-9e98-4286-bf62-501ccb252082",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='garage_old', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3492bb1c-5680-4137-acc9-fa45a6d325cc",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### years_remod"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "f943ebc4-ef9c-4c25-b57f-c0487bd8ade3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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LF/kHRMd7KcRhvGX1rU7KA+IssEQYsDzEhPbw9HwsmzUaN/3nF0a4/Fpl47ZpWQXIWHiJpOdwUmdSixA18zEbdcHs6ADXnJ7JZVIv/mwvXB6K2/+7BXe+uw23v70FJZUNyAqJwycEcHko7M7W+1QH4sJDUYsLF/kHKmxO7vjVW45g0SUFTLb3I9Pz8fbGUma/gIAJ5VB1g7C44aAEK1bMPg3PXzUGK2afhpy06KBwCOynNSM2kLSnvObkKBkLL5F0NXIFoUBk4qh3NHGmlSHJUUJN91hNI3Pss18U4+bx2Uy+xNwJ2bCY9Ny5lWTEW/DQtDzm2Iem5SEj3sLtK6q+unLjYTw6PR93h4TY3nFBDqLMbFb4wIRILozXV7mVHaOadr+7rB63v70leI4nZ4xCvMWES8YMYMxvWlYBeh24/t9zJ2RzBQ8lEknnIwWEAtEk2OjyoNHtZZy9C6fmCQvzRSrKYU8u6M9p3UvWFaNwYCx3bqVpi1LgrR8PcqU7xmTEcxOtxaTnJtYrTsnAiPQoxtehI8CkJWwjoCiTHnPGZ3ORTW5FZJNapuvR6gYmbLamwYlrTs/kJvm0mNZXAcdqHfh42zHfNTs9sEQY8M8N+zE6Iw6Dklo3MckIKIkkfEgBoUA0CcZbTbjzXTaXYd6q7Xj6skLcEuIUnjshG8dqGpjPU4vyqXewJiaRk3npFaMxfkRasBdFYOI+YXdyAqLe4cG/vjvI5VYUDozD6UPigvt/t7+SG0+dswmrtxxhjl2x8RAuyk9jHM0Z8RaulMVTM0ehtLoRL33DVrV966dfOaF4/si0Vu9/eqwZF+anM9esVbjICCiJJLxIAaFAVM+n3sE7qR1uLxyeJsZUE202IC4kWc5s1GHUgDih1h1pYm0mB6rsWLR2F6OJAxCGpK6YfRo37tQYvm92oOCecj/leFZvOYJbJw5nkt3UGhidn5PKrEhsDjdue5ttprRgzU6u6ZLD7UWFzdFqN7omL7jIK63CRUZASSThRQoIBaJ0/7pGl3CStzV60OT1OZ6bvMCzX+zHY5fkYfnVY3HC7kaC1Qi9DsLGO9ERRua8ohIY908eiXiLiakB5XB70eDiHdxaC9WJ9rtzUg7OG56CQYkWf8a1GVaTAZOXfcNNth/POQv1DjdqGtyINBpgdzQJ/Q2iJklaiq6V14v9HFqEi4yAkkjCixQQLRAooUFAhI7TrBQLYq2moK08v38Uaho8uPPdZk38qZmjkJloYVYa/eMjMSzZio0HTuB4nQPpMWaYdDputbBAkGuxessRoYNbpyM4PycVK2afFiyrkZsew5lWRAIwI97CZYU/OWOUMLR348Fqpjf3i9eMFfobCgfGMT4brVVVO1LR82SoBip9LJKuRAoIBSI79kPT8vDxtmOMjf7HkiokWiNw/wfNk+WCqXn4374yxsH6yv9K8Oj0UUiwmHC8zom0mAiMTIvCmh1luD9kol10aYFQ++0XF8mYfh6cksuYoELHrZzkW7O/BwTgwRMNnGmmuLxeWFcqIBwC+207Uic0Ca256cx2lS7vSMnuvl7uuzcUS5T0LaSAUCCyY9/3/nbMPjuL6Qex7MrRuP2/rO39/lXb8dzvxuBPb/wcfIHnT85Fua0RP/xaDS8F9pXXo6LeiWe/YCfVkgqbUPstq21k/BL/+HIfnpwxSjhupQ9j0dpdGJEWzZhXvF6K9XvKsLW0Nhiym9svlhNOKzeW4pHp+UwV2qGC0F67q0ko2CrtTpyWldRm045aRU+vl2LbkRpmdWQw6DQdqzZZhlsb72ztXs3HImo01Rsc83I11PORAkKBmh17SHIU43z2ggr3++VwDfMCP79hH+ZMGMaYW+ZOyMYVp2Rg0do9wWNXbizlch6emFGAozUOJkJozvhs1DS6uXGrlfFWRjwdOmFHcZmNGY+ol3Z1gwtjM+MYk5VB7+vZHdpLIsqk57at3nJEs1lHbZIIzTL3eLx4f8sRLh9k2qj+QiGhpRpouCOeuiKCSu3Z3HjwRK9zzMuIs95BpwkIQsjLACYDKKeU5vm3PQHgYgAuAPsBXE8prREcewBAPYAmAB61ZhbhQGv7zdz0GKyYfVqwNam7ySuOTjLq8ZdzhwYnS6tJz/W4XrKumFsFmAwEFqOe8VUkR0fgb/9lK6UuXV+Mf98wjrsOk573YSxdX4wVv2eL8FXU83WlFqzZieVXj8XGg9XBVcWYzDjsOMpGMT1z5WjcdG4244NYckUht00tmU9077VMEjuO1XK5JPe9vx3ZKVEY1c4GS+GOeOqKCCo1H4uyEG9nOebDqfHLiLPegeb8VEJIPCGkgBAyJvCvlUNeBTBJse0zAHmU0gIAewHc3cLx51JKCztbOCjLavxaZcNTMwuZUhSLLysMTng+sz0BAcX8i3OZ/Z6cMQp6HcFL35Rg2fp9ePHrEsREGhFvMTHndbi9IDowx959YQ4WfbI7+LJ7KbDraJ1QY6wVrCDsTrGp52htI3N9op7bgc9cvsE37hc2lKDG7sGitbsU/oZaLPuiGDeemYWbxg/F/zsrCyUVds4vcd/723Goms0HEaE2SfxaaUdJhQ3f7a9ESYUNVXancMzHax2ij9VESxFPPeHzRAR8LKHPzaJLC7Bm6xFmv85wzIvelbU7jsPrbV+Tq664X5KOo2kFQQhZCOA6+LT+wBNBAYxXO4ZSuoEQMkix7dOQX78HMKMNYw07oglq4ZqduPvCHEaTt0bo8MG2o4yJ4+Hp+fhi97FglnOkyYB+cWbOL7FwzU7Of2E26hBp0DPObELAmYjmCUw/vrpQeq5SqlpZ8SYvmPEcrLIL9ysutzH73fnuVi6XwWLSc2NcODVP+KIH6jiFjjFwzwPb1CaJXcfrmNIdj04vEN6HtNj2T4LhjnhS+zxRVVsA7dLE1SLQjHpdpzvmw63xnwwRZ30BrSamywAMoZS6Wt1TOzcAWKHyNwrgU0IIBfACpXS52ocQQmYDmA0AGRkZbRqAaIKaXNAff12xmdk+Z8LQoM0eaC5S9/xVY/HH1zcFX8ynZvKhoSL/xYKpeahtdOLu95orwT73O75Pw8I1O/GPWWPw5/80O73/dsFwEAJctPRrZkJIj40QlssoVWR2f7TtGBZMzWMiqB6aloenPt3LjVuZyzAgzsIJwNLqBuGL7m6i3BhNBsJUeP3n1UXCY5WVZe9+byvn/H9oWh5y0/lyJVoJd8ST2ucpq9oumzUaLg9tt+1d5GPpijad4c4x6esRZ11FZzv6tQqI7QDiAJSH46SEkHsBeAC8obLLGZTSo4SQFACfEUJ2U0o3iHb0C4/lAFBUVNSm9a5Ii9HrwCV+GXQ6YTKY3elhVhop0RHihDqHm6un9JuhycwkGOrcDuBwe2F3sedIjorAa9+ywurWlZuxYvZpTCvRQLmMqYX9mc88Z0QKnvWbiQL7xUQahcX6ctJiGMHmavJyY1y5sRQLp+VhXsjqauHUPCxdt4cb4+yzs1hT1KptePzSAtwREsb7yPR8PPHJHuYcvr/pGR9Qbnos56AGtL8wahFPANrVx0L0ecq6Vw63F1tLazll49aVmzFy7lnwUrTrRe+KNp3h1vhl/+mO0xWOfq0C4lEAvxBCtgNwBjZSSqe09YSEkGvhc15PoJQKJ3RK6VH//+WEkPcAjAMgFBAdQaTFnDE0EZFGPZP49ezvRguTweIsBgxNiQ6aiUx6nTChLjXWzGiRc8ZnQ6eY29T6NBSX2zjz1OMzRuHTnZXBbQ63F3ZnE+csXjg1DykxbOmPYSnROFjVyJiO7rpwODfueZNH4rkv9zGC5FhtIzfG6gYXGp0eTgCempWMjQdrmTEqzdUuD4VeRxgBaDHpYTKwD3egZEhWchRGDVT/Ptv6wohay3bkhVN+nqjulZfytbniLSb8fKiGCSnuaRE9naHxy/7THaMrHP1aBcRrABYB2AbA28q+qhBCJgG4E8BvKaVCLyYhxApARymt9/98PoAF7T1nS4i0mHqHm4vy2Xvchrd+OsTkGPxyqApJURHMhPzEjFHCgnm/OzWD+byl6/koptVbjnB5B2qmH4fLw2wzG3WIMOrQqFhtNLo8SLJGMwlrVCCI3vzxEOd3GZJkxd5yG7YeqQvul5kYiUWXFjCJe49Mz0d9o5srKKhU7s1GHZRz3cyiAUwdp8B+orh+LRNRR1+YrrCz6wl//2cWDQh+7+E4rxodMUe0ReOX+Q1dQ1eUltEqICoppUvb8sGEkDcBnAMgiRBSCmA+fFFLEfCZjQDge0rpHwkh/QC8SCm9CEAqgPf8fzcA+A+ldG1bzt0WlFrMpzuOcTdd5EB+dtYYLFizgxEaBj0RFszLUExuPm2aMpr9FadkYEiSNSTvwAy9jghNP/3jI5ljH5qWB0+TF4/4O72F7vviNUXI7R/HaMmiWkznDE1GUlREsPTHyNRoPDGjAMXltmDo69CUKEwcnopBIWM0GQim/+M7TgC+ct0pzBgXX1YIa4QOcyYMDX7esNRo4QNu1BNNWdjKiaijL0xX2NnzB8Ry24aliO9DOF/0cJgjtGj8Mr+h61ALyQ9ncy2tAmITIeRRAB+ANTH9rHYApfRKweaXVPY9CuAi/88lAPhU4S4i0cr7EUTO2f3l9ZzQeHxGgdBRfFzhKPaZTCLYSCmTHi6vF18XV/pCXI/V4dSseDw+owD7QibpISlRWPXLYSYC6rVvSzD77CE4fXACrjtzMKr9hQJf+eZXYWE/k4E168RZ9Fiz4xgTpfX4jALU2F1MQt1dk0bgy30VQSd+YAUhKigIgJnkA/WeQj9PzUkdsGuLDZA+RBOR2uclR5k1abVdZWcHwGwTreracl4t1xaO1VFXnUeiDb0OmH9xbrCzpdmow/yLc8PaXEurgBjt/z+0znSLYa69FS8o7p40AlUNzd3jKOWzptPjLPgbJzRseH8z31fhngtHMtr0rROHwWzQ4/SsRFTUO5EcHQGjnmL38XrmHKUnGmE2GphJ9dFL8pE/IIEx6dxy3jD0izdjUn46/vDv5qiqB6fkol8cO8kcqLIz7UABYFjKaC4RbV+5jXOmPrZ2N+dovue9bcIw3uSoCEbbLKmwcRPHknV7sHBqHpdkV1pjxx/+3RyxJNJAhSVRVm3DvMkjsXDNTsYHZNBDk1bblXZ2pe+jvefVqrF3dHXUVeeRaOdITSOe/4r1Ez7/1T5kJORraq6lhVYFBCFED+ADSunTYTljDyc5KgJ6PasVxVqMnIZ3sIrvAb1yYylunTiMm/BqG5yMxh6h16GqwYnNh331kPZX2HB6VgLqHR5GGMybPBIrv/uVMWP9/fO9+N24DGbbf348iNEZcZj/Adsje/4HO/DvG8YxUTmiF9ju5PtdiJypIkezw+1FRoKFEYBzJ2TD6WlizitKdjs1KzmYeBd4wJ9ZX4yphf05DVQZ5VNldwojy+odbs4HNCYjXpNW29HImvba3jtyXq0ae0dXR111Hum/0E69wwOXp/mFDPS7tzla73evlVYFBKW0iRAyBUCfFBDKBxKUchP1rROH4eHpebj3veaJPzS3IUB1gwtNTU144eqxqLG7EWc1QgeK3/u14QC+ePgxzDnyB8RxzvGFa3ZyXevuvSgHJoMOiz9vXlbect4wVDe4hRN6WZ0TX++rDK6GTs9K5GoniQSgyJkqcjSbjTocr3Vwk3L/uEgmfHXRpXyym14HLqIKACeERFE+f7+8ENefMYjrs6EDOB+Q3SVu+CTSatsbWRPuCCitaNXYO7o66ozzKN89Udn5k8F/0V6hODAhUhhdOSC+630Q3xJClsGX2GYPbGzJB9EbEL3Uy68ey03Uiz/bi79fVshMgi99sx8PT88P1lkKrBb0hDBmngVT84Q2+q2lNcw5dh8Tl9XYdbyO2a/C5uRMP09/vhf/umGccEKPtxoZQRRvMeH284cHazz5oq8KsOjSfOyvsAcFych+MVyjo1snDuNWC49OL8Df1+3hspz3VSgys9/ZykUnnZKZIByzVdHvQhTls/NYHXcflqwrxovXFjHjW3xZITITrGH1LYjoLtu7Vo29o6sjtfOkxfCZ4lrOI373ik46/0VHFIsIvV5Yan9iTmrYxqdVQPzG/39ouGmv90GIXurjtWJNyUMpV1U1OkLPlNpIj43A1S/9yHze/av4UuFmow4mvY4p6peVLJ7ElIXY1Ew/tQ1uPDglN2hmCginpz9jE9ZEfoQnP92DP58zlHNID02xMqaxrGQrzslOYZzPA2Ij0US9jIN74dQ8LP6MD8+NNOmY6rDxVoMwb6RwYBwzyYuifNTug57wEVAA2q3Vap1EO8P2rmUsbdHYO5J3IDqPWlvaSblprZ5H9O6FVqUN0Nf9Fx1RLCps4hpllXYnhiI6LOPTJCAopeeG5Ww9DNFLXWFzCifq8joH73y+aCT2HK8LTvLUKy4Briy18cj0fNgcbiz7YjejxSsjoBZOzcOyL4qZz1Mz/ZhNemzaWYmXrzsFlTYnkqIi4PR4mGS1wHgsJr7irNJ/8dja3Vhz05kYlBjFaYLKl39ybjoyEyzBhkjJUSYuPDczMRJHaxxcDsWPJVVMRNY/N+xH4cC4VnM31O5DIKFO+XK1V6vVqs2FOwJK61i6KiNZdB5Kgf975ut2TW6id08tWbQzCg/2FD9HWZ1D6EvTIhR7TJgrISQWvjyGs/2bvgKwgFJaq35Uz0f0Uq/ceJjry7Bwah4ijDo8/sme4LbHZxSgtLqBWVU897sxwi8sPdbMaOJpsRG4QWEy2SeIgHK6PbjilAxGw060mrBgai7uX9W8UvjbBcMRazagaFAybnj1p+D2h6fnc3b/zMRIxEaa8PcQH8Y8ld7XFTYnUmPMLYabejxeLkT2oWl5eOHqMdh0sCZosjotKxHX+8cW+Pwl6/Zi9tlDmIisuROykR5rxqCklqN8RPkELdnURYJNOVFQinZrc+GOgGqLZtlVGclaMsW1avyid2/1liNcIma46zP1tDyN9Fiz0I+QFtP6JK/XQbgC744w15fhq8d0mf/3qwG8AuCS8A2l6xG91H+dMAxv/HCAmaiXfVGMF64ag3/fMC6oJUcYdXjq0z1MNNGzXxRzYZZzxmdjx5FaxsQEDOVerJUbS3HT+KHMsfdcOAKZCWw/63irCSa9TlGfyQQvpcH2p4DvRb33vW2ck/uuSTnB3wP7qVWcBfiigMr2ljaHmwuRfWZ9Mf6qaJKUmWjlhNDkgv7B6w0cu2RdMc4fmcZ9V8rcDQA4b3hKqz241RBNFKI+3FonvHDXduoN4aIdWTWJ3r07J+Xg/JxU5PeP7bTVUE/L02jyQuhHEL0DSo7VOoSVG0ZnxHVdmKufIZTSS0N+f5AQsjksI+hGRC91pc2JjQdrOdNMcbmdcewumzVa2MGNer2cKWpyAVswT7SUrm5woa6RDdF87qsSPHDxSAxLiYbd5YHVZEBytAnXvvIT91IuubxQuFQtLrcxnxla1juAw+1FRjzrfJ4zPhvbFI70RWt3wd3kZTS8xwW9tCcX9MfdihWSKF9CrxP7EcrrHSCkOaRVR8DlbmQmRuLWicM5bVOrJiiaKNQq02pdsoeztlNbnMLdZR7pyKqpJdNYZ66GeprgLa8Xj6fC5sCQlNZNTKLKDd2RSd1ICDmTUvoNABBCzgDQ2MoxvQLlA1nv8AhfTALCTCZqHdxevLYI5bYT8FLAoAPmTMjG0nWsH2H1liPCCKhn1hdz0UBeCuw6Xh+c4BvdFuEDFRtpEC5V9QRY/FnzAzR3wlDh9VXYnJxgu+70QZyvIjAhB867v8LGhc3GROiFYxyWGs0IIbUoJmWpcFG29uSC/txY2qIJiiYKivAu2TuirbbVKdxdQkK5slMWWmyJ7ijW19P6UHRkPD3JxPQnAK/5fREEwAn4Ggj1OVxNTZr6Kthd4g5ulfVOxrTytwuGY86EbCaH4opTMjAoMZKtYmokuO384VxZDaOBQK9DUOBkJEYKHyiDSsjbM1eMZiblRKsJC6bk4v6QaKe7Jo1AepwZO47WBc/zl3OGoIkSvBTid5k3eSSGpUThrGEpQWGw9XANbps4HPsqmsedHmcRNvjJSYvhym8oJ8FFlxZg3qrWVx+RinsQ2LesTpsmKHoxG91NeHtjadiW7B3RVtWcwje89iNj1ly0dheGp0YzK66uKqJ3oMqOhWt2BpUDLwUWrtmJrKSeW6G1p/Wh6Mh4eoyJiVK6GcAoQkiM//e6lo/ovSRYIjT1VUgQJJeZjToYdDpmcnvikz341w2n4JXrTgmW1WiiTXjju4M4JyctGL3z+c7j+E12MiNcnphRgKPVjcy2RKsJj88owB0h5q75k3NRrdJKtNHdxAiijEQL6hrdzLYEqxGUUuY8ob6LwGeJEveenTUae8tszLFzJ2TjsUsKgk7pwEM/OKnZhBBAOQlW2Z2MYAmcW7n6GJsZL7z/FkUOhRqiF/OUzAQs31DCLdnD3WWurWaiQJBAncOFWeMy8fTnzbkpt5w3DCVVNtwcUk5etKoIh3NWKWCq7E6hmfWE3dljBURP60PRkfF0u4mJEHKNynYAAKX0X2EbSQ9BrwMXOfS3C4YjOaQZkNnoy84VrTRONDgZs8w7m0pxwu7GzmN1wbIaQ5KjcEFeKnYcqw9q3VPHDAgm2AG+SbFYUA/pkY9347XrT2HyL/71bQnmTc4TTkaVNifTs4JS4I53tnH7hTpoHW42QS+AcrvD7UWjyytcubx2/ThNFVlFZgbRdShXH5U2p/D+u5SJIyqote/s7C5zamYipfNflFW8/OqioHAI3OunP9+Ll64tatWM1VHnrEjAvHLdKUIz64rfn9Zj/CQielofivaOpyeYmE4RbCMALgbQH0CfExCiZduLX/+K5343muloVtvo5lYa63cfx/QxA5nQ13suHIHaRjdndkqNMTPb5l+cy9nZVZPiGj3YV94sXP54zlDkpsdwk9Ej0/Nhd3qYMNIFU/M4M9E7m0phV/SYUItJNymePoenSegcb3B5AEQwIbIejxc7jtUyUUfKrnBqS+7MBAsOVTcEPy/CoBeu9M4Ymij8XtXMK53ZvrMtuQPKLPNFlxbg34o6XGoOzTqHh9umNGO11dylJQR408Fq4WeW1jbitn9+HzY/SU/KW+hJdLuJiVJ6c+Bn4ls2/A6+hj/fA3g4LCPoYaTGmBlHG/E73mIiTUxHs18OnuBWGs/OGoO//Odn5iWqDCmZHdj2xCd7uGzmB1fv4KN8VJLBIk16RrgsvqwQAGCN8K0E7E4PrGYDBsSZccU/f2DOc/+q7ZyZaO6EbCRFmZj7sHrLETw5swCgJPh5DU6+3lO81Sh0jsdGGrHzaB3sTg+q7C5U2htxqMrB5UtMye+H0trGFks1iLTppVeIo8jcghVEe8wrLeV+tIfA56lN8qFZxA63F4s/24PZZw9hwp6fnSXOs4k0smY1kVmsLc5QzSHAHq/wM/ccZ3uKdySMVO27U664TkahkRojNjGF0+GupZqrAT6H9G0AfgAwg1K6p8WDejEZ8RbcPD6bm8gGxEYyy+ZGjwf94tgEOKeHd1x7Kd/j+p1NpcKqqEMVGdfZqdFcPaS5E7KBkPLjgRfwv388HTuP1jMTtVodKKWZaMm6YvzrerbBzz0XjUS13YUHFLXmMxLZcFijTic0Mb1w9dhgDw2zUYeXri3i8iXue387+sdFcr4KZakGUanwHUdrhaXVJ+Xx8eNazSvhTqJqS88KpVwT5YgsWLNDWM7cGqFnvpPFlxUiI97CPK9tMZ+J7ldxeT03blFi2yPT8/Hq/34VmFl9bWTaOqGrfXeiroN9vaifkkGJVrxw9RjUNzYFlbhosz6sDvfWfBB/ATAXwDoAkyilB8N25h7KoeoGYeJXVIQh6EfQE+Ds7GT8+7u9uOY3WUFfgKjZUEyEXjX8NBSzUYfYSCMjcNJjIuBu8iqysM3wKNRbh9uL6ga+VapaHSjlZORwe1Fhc7EJeZFGzH3rF+bzHly9A69cdwozKdc1iiulhpofHG4vSqsbhfsdPtHAvfzDbz6LicoRmUdWbizF3y4YzvVxVk6MgxKtquYVZcRTOOz0oaYQHeHNMvet2sZNqosuLcDiz1idS5QjcrCqEYlWE/c8RBr0wuZMIq1bi19IdL++2F2OBVPzcH9IKfubx2fjwpFpTGKbXgeU1aUzz/utE4eh0ubCVf46ZW2Z0NVKUShXXH29qJ8Ir5eirtHDdX30emnYBGVrK4hnAJQDOBPA6oBzGj4/BKWUFoRlFD0I0ctxxSkZ+LXSzph10mIjER1h9O1AfTekptHFOU6z06Lxp9dZs9OSdcV48Zoipv3mkJQoPLN+L07NSg6GDO44WoeX/vdrMIywyevrB/Gns7MYDW31liNwusVht8rqq/dPHokXNuxn9guYrZq8CJ77uMqkWlHvZJa0z18lNnsohZDFZBDuFxdpwtIrRzO1mEqqbHC6vEHzVHK0iTu2usGFsZlxTIvWnNQY4cSYkSAODY6OMGDL4eqgT8TVJL6HWsJSRasFUf7GwapG9I8zcxO6Ua9jjh2TIY7SMul9EVyBcvKvfvMrrj59EAb5AxAA4OCJBqGg+8g/gbanDMY5I1LwrKB3x+iB8cHfAcDtoVz/9jd+OCjs8aFlQk+LEZeiUKL1e+pL7C6rQ7WdrXlWbXdhd1kd8vrHheUcrQmIwWE5Sy9C9HIMjOdbjj7/1T7cc1EO3P6GHYQASVYT/rl7fzDCyGIy4EAF31jI4fbihKKd50PT8jC1cAAe/mgXY9JxeSgzIafHmqHX6xlH+IKpeUiOjuAS1lZvOYKaBhfzUr/14yHOhPbglFyYjc35FnoCJEXxk7LZqEOSIpor3mLg2h4+OCUXb288xFzza9+WcBrowql5aPR4cOc725hjHa4mJmv9wSm5eGrmKNz2drPJ6okZBdh+pB63vc3mUCgdu4vW7sITM0ZxgvvuSSOwu6yeuQ+i2lVabbqi1Ydat70Ea0SrzvF+0WZht72jtY146MNdzGRpidAziYVqJUPK6nyCqjUzz6BEK5bNGo2tpbVM/3BR745dx+twe8j3ouYb0ikia3zvQOtmp3oHvzJesq6YExKB8M6eHD0VbmxOT5u2t4fWnNRBkxIhJBNANqX0c0JIZGvH9lZEL4dBT7gX7sYzBqO2wc0knD08PR9Xnz6IiRr6h0oBP2W/hPve3y50XM+dkI1Fa5vNDzOLBgQnjcB+96/ajjd/fyr++NuhXH/apqYm5qXOTIyE2ahnzBRNXi9O2N3M9dU7XFgwJS9Y38ls1GHBlDys33mUqb66r9yO5V+XMELoH1/uw12TcrD9aPPkPSEnDYOTIn1OdH/ZkJQYE655mS3gN/+DHdx9mP/BDrxw9VhmzJFGPW56kzWB3fnOVs7OPmd8NlyeJi7iqcHdhEfX7maOv/e9bXj+qrH44+vN/Ty0hrmqmbGU+RutfV5AEzcYdIizKEyOsWbc+NpGbrK844LhrfoLzEY+Q70lM4/LQzX1Dz98ooERyDoCYejr0/5AigCZiZE4UuNo1ex0VKX8fv+4SO6+/lplC5ZkCZdfoidHUBH4EnaVOUjhHJ3Waq6/BzAbQAKAIQAGAHgewIQwjqXHoHw5lgtejqEpUbhB8bLe69cYQ7f944tioeYs6pdg0Ok4557SRJSRIC61Ue/wBIVDYNuDq3cwFWbNRr5YH+B70Z++rJBLlFu58Vcm32LNlsP47fA0RgAunJon1CyVNaD+9d1B6AlQ62gKXl8TtQqvReTA31Zay5jASirENaV2Kxzwgbj8eZNHBoW+QQcMiBffR5fHq8lOr0TNhJYRH9nq56k1z3noQzZLeceRWqE9PibSyDw3X+wux1MzR2FPWXMo9Mj0GC5DXc3Mo9bvW1keZuHUPDjcTYz554kZfG0uh9sLEhKR5zs2P+hkbmk86bFi8+CgRAtzX3UEuP3tzYzy8vI3+zEiLVqz2am3dbhzN1Hh6urFa4rCdg6tq4C/ABgHXxQTKKXFhJCUsI2iByF6OeYJHIt1DrFzVjm5nZqVzNluq+1Orl+C2ahDdkoUF35qMuiYY8vqHMIXplHFB+Fws05ud5NXuN/+ChujCR4+YfcXLfwluN9fzh3KRdaoFbgz6gkCK11CgP5xEbCajVj8OdvvQmTSsSr6VazecgRZyVHMizpv8kjhsSIHvMvrhdPNCv0XrhorHHdqDG/+0QIhlGvY9OCUXBCCdjXP2X2sFjf8ZjCqGlzBSb5ffKSwzWq/ODMOnWgI7vf/zhqERjerWS6cmodYsxGhJdQcbrHdXrQaOljViLoGF2M+rbY78cjH7CpsX7lNeF+jIgzMhK41LyM3PQaPTM9nghEemZ6PkemxMBh0wX1/OXQCl47JYJSX+ZNzUdfIvmeAeFUAoNs63LV3ldKg0kq3wdWFPan9OCmlroCT2h/6GuZI8Z6B2suhdCweq2kUvgjKdpmivsvpsWL78mNrd3HawN8vK+RMRKJCf9FmsQabGGVEUWY8qhvciLcYodcR4X6iCfj8kUmYPGpgUCOrbeA7WK3cWMq9wE/NHIUmL2V6Uv/jd2Pw5zdYZ/28Vdvxj1lj8Gd/7ojPjJULs1HPHLtgah5e/mY/c+zCNTuxbNYY3BRy7PyLc/H8V+xKJuDYDfgqAsff/8F24X3MTY/V+KSwuDwU//hyH2dqe2pmYavHiiJ1hqREcSVM5k0eiTd+OMg/I5ezq79ls8bgjv/w9/rJGaNw05vNAj/gX1FOUOmx4pyJ1NhI5hnxrSD450EUihtnMWrKmFf6e7xeCoOeLQho0BN4FZpYkxd4cI1iBb1mB16/8VTu80ShzCPTozV3uGtvyG7g/FpWKVryPNTe+agIbeVmtKBVQHxFCLkHQCQhZCKAPwNY3dIBhJCXAUwGUE4pzfNvewK+LGwXgP0ArqeU1giOnQRgCQA9gBcppY9pHGeHUevSFG9hNcvaBpcwzT1/QCyzlC4cEMd9XnWDC0lRbLiijvgmmVAcbi+aQJnPu3NSDs4bnoKhydZgVndueiy2HqnB3y4YjidCiuvdNWkEyutdjBNx/uQcPHZJAe56t3kCfnR6PhYphNPyDftx8/hhXBZ2UWYsUwq9usHFNURKsJq45kCbD9cIX7Z6p5sxY9XYnUG/TmCf+1dtx41nZjHndbi9cCrqTA1NsXLJi3MnZKO8nhdsB6sakRptYrLjc9NjodORdjk6K21Ooamt0uZs9VhRpM5zvxvDmQ8WrtmJm84dika/yQbwmZh2HmPNaqH9zkPvFxRmnkBY8Po9ZYzPLX9ALJbNGs3Y8x+dno/3fznEmHCq7Xz3xeoGFzIT2EKUA+IjMSI1hhlPRryFa8z10LQ8ZMRbmP22Hq0N1h0LYDbq0O/GSBQNSmDus+iaK21O5vtUawr12vXjuOO9FFzgx/f7KzT5TkSIhFMgxFk5Hi15HhEGvbBvvNnY9QLiLgA3AtgG4A8APgLwYivHvApgGdhyHJ8BuJtS6iGELAJwN3yZ2UEIIXoAzwKYCKAUwE+EkA8opTs1jrVDqNU3MejZxi+1Drcwzf2+/xvBOGLdTR7OB/HQtHw8sHoHZx4RRbwMT4kW2rBHDYwPZnUDgElPkKwQOolREXjiE9YE8OCaXXjxmiLW4WvScwXyJhf0x33vb+Mm6leuOwXflVQFJ5Oc9Bjc9e5WYYG9UCIMOhWTjhnXvdKcKKcWgRNp1HFmp4HxkchJj2HMFqLv5PEZBSpmMD2izUY0uJoQbfaFLLc3UU7NVp4e23oElChSp6LeKfQ3pMWamUlVFPKpViYlLcbMPUuHTthRLCi2OCk3jdnX5nTj3BHpjMIgii5bfFkhxmUmItpsbFHw6gjw1o8HGZPVa9+WBMNmA/sdV8mDCERkBUiO4nOQfIqdSVOEV53DzQmDvcdrcNO52cxK/+Hp+cIJXYvZSWRKvPOdrbjxzCxGsVCuXtTO0eDyIN5iZKonNLo8/jI34UGrgIgE8DKl9J9AcBKPBNCgdgCldAMhZJBi26chv34PYIbg0HEA9lFKS/znegvAVABdIiBE9U0+3nYMqTFmxozy/FVjhWnuMZFG/HSgOjj5js2MxyMfb2c+74TNIZxQlQ7puROyYTQQNHlbL/1Q5/AIi/CJHr4fD5xgBJGoR4R6Mx+2nPkj0/O5lY9ogoqOMAgFb5TJwHSFizLphS/6yH4xQRNVYDUzIjUGJpOeeWlE30m8xSg8t5eyUT1q2pyWlz83PUaoEWsxWR2t5SdBHYEw/v9EiKYcMDEphcTqLUe4scyfnAuDjveHlNU5hY7OMRnxODUrMbjvpgMnuCCI+R/swIrZpwm7+rUmeJ+aOQoTR7ICZ874bOyvtGHOm80rlzduPFV4H/rHsZUNjAaCRZfmY3+FPai8ZCVbcfgEGy2oFuGVaDXhj2cPDZqpzEZx6Zx739smfKe05GCo+V1Eyo/Il6Y8R2KUCUdrHEzFggVTcpFoZcvmdAStAmIdgPMA2Py/RwL4FMBvOnDuGwCsEGzvD+BwyO+lAE4V7AcAIITMhi/CChkZGR0Yjg9RfZM5E4YGhQPg+7KWrd/LOSXnX5yLCAPxdYDzS3Sbw8OZHm4aP1Q1ZyFUo3p302FOMKlptDan2GGlrOwocuSu3FjKTShqiVr7FeG5olh/UQmGpGgznluzk9PuByVaGcf8slmjhT0ilJPT/au2oygznnlh1Ar9jUiNwfE6B7NqGpxkDZrZAp+pps1p7d+QHG1iVo/RkXpN5qkB8ZG8iemqMbhvFXvNS9YV46ZzhzLHOtxeDFQoFrdOHI4Pt5ZyFX8fn1HInduu8tw0uDzMBCwy08VbTCgutzHPzeLLCmEyEMY8JXL27imr52qUBcJhlcESIgF26uB4vL/5SFAYnDM8GWV1rPJy68RhyFSEFH+xu1woyA06wvkwtqiY6mLNfBCFllwZtXpY+QNiselgdfBabjt/OP717a/MsSL/jM3RxJtjP9iBf98wrtWxaEWrgDBTSgPCAZRSGyHE0tIBLUEIuReAB8Aboj8Ltqnqz5TS5QCWA0BRUVGHHeeiSWZYSjT3oJyalcw5JZ//ah/mTc5lJPr9gmib7/dX4C/nZjNmpwX+ZLVQjWre5JFYso4t7ywqRTEo0QqrSphl4cA4ZvJYMDUPK39iK6ZUN7gwMCGSMykoE+AWTM3D04Lw3Lz+sUxWeP6AWJw9JBmDEi3BLGe7yyPU7iMMbP+Mm/7zCz6ecxaTIe1q8gpXXMqJu6Xa+uOHpyIrKYrpO+HyUC6sWCRQtSbK/eHfP3P3/yPB6kPpqPR6+XDFXw6JJydlOXOzUYfhqdGMFp+TGs1lZquVIQlNfAz9TB0hzOrqeUHU18yiAVxZmltXbsbcCdnMJL/7WC13LWo1ylxNXiYJVGQSireYfPk3IcKgYEBc0BYfGMviz/Zi8cxRzLGXFQ2AXsc6vfU6ggqBD0O0Es5MjERilBmLP2eDG5S+ExGiueXxSwtwUFGlYe6EbNx2/giuRpkyf6ZKpQdMlZ2P3GovWgWEnRAyhlL6MwAQQsainS1HCSHXwue8nkCp0HBSCiDEuo4BAI6251ztQa1Es1LjNxt0QqfkVkUf5wVrdjIRPGajDn86J5tbut7/wQ6uJ8NCv8at1GiV2auLLytEanSE0IyiI2CE2LNfFHNJbHMnZMNqMjDmhwOVNlhNBMuvHosTdjcSrEYYdODCczMTI2F3eJgH/KmZhfjuQCU2HazxtUw9VoczsxOF4ztYZWc+z+H2Yscx9vrUkrREE7dabX3ldjUTTuHAOK5SbkcS5ZQRL6KoFdEkqOZHKBjACvxbJw7D/gob/rqCj4JRlvP4sricc0anREdwisBD05oTJAPXMf+D7ZzmnZUUJZzkk6MjsGRd836ikGS1GmWRRj1z3lDHeoCZRQM4zVlN2yeEMPcrKzkaN7zG93R/7fpxQoe0MiLrzkk5fI7I+9sxJiNe0ypTObdU21146rM9jEB966dDGJMR32r+TFSEWhRT+HKYtX7SXwG8TQgJTNTpAC5v68n80Ul3AvgtpVTNf/ETgGxCyGAARwBcAWBWW8/VEZSTicvVxGn8/1ApvSyyHToU0TY+5xL/Yil7MqiZiEQF7p6/agwsigxpi1GP3cfrOSHm9nq5DF27k82kphQ4UuPEHe9sZyajJ2eMUqyQcjlhd9vbm7nEu0SrCVlJVs7M8+jHu1q9PlGBu462iWzyQmi6WHPTme1KlBOZD0TZwqJyIEmCWlM+P0J+MFDAt8rMw0db2Aq2TV4aFA6B6xDVXTpQaRM6o5OsEXj+q30KHxnf1e9gVSOSo01YfvVYVNvdiLcaEWMW90FX+kkWrtnJZagPT4/hGmQtWVeMZ2eNZlZ1J+xOTrEQJYuqCdTslCjm+9wVEvEVwPeOergSNAun5uGznUeZe6OWoKm11a1ybvm6plylbH1Tq/kzRj0RKl1GZSXQDqC15ehPhJARAIbDZwLaTSl1t3QMIeRNAOcASCKElAKYD1/UUgSAz/w5Fd9TSv9ICOkHXzjrRf4Ip5sAfAJfmOvLlNId7bu88LCrrC4oHIDmGGtRZumyL4qZY81GHRpdHozNjEd1iCYuerGSokycbVOpMfq0fT1nGjHqdHj5W7aw38vf/sq1SjUbdaixu5guc699W4J7LhzJ2ZyVE+jiz/Zi+dVjmagJNd+HsqT4Ix/vxorfn4a0WHPQFBJvNQjDUpWI8lA6WvJArS9Dpd2J07KSNBXnU8azK80HomxhUZ+HrCQrllxRGOwJHqh9tGrzYc6P8JuhyYy/Z86EoaoTFtC8cqkQfJ9L1hUjt1+M0EcmEnaVNjfzvL9w9VjhZ4r8JBEGHfP9iSbaeIsJVTYXY2K6deIwDE+LUlQ55oXx6i1HsOiSAtz5LqtEZCVHMW1u6x0eoSCxRhjxh9f53JHQqD2DDhgVYrINPV7U6lZLAlxMhFG1K19rEB1gNbFKodWkD84L4aC1ct/jKaXrCSGXKP6UTQgBpfRdtWMppVcKNr+ksu9RABeF/P4RfKG0PYJjgnowB6sauS8nJtLAaSFPzRyFRldTUFsyG32hcm/9dIh7sV66toh5OeZfnIsGp4uJPX9302Gcl5vG7Bdo0KOcbG+dOAwDFDVrnpgxCkdrGvFIyCrglvOG4UitA7Ne+iG47e+XFwonnvJ6J3N9T19eqGklFW8xobjCzmjEj0zPx8fbjnGO65lFA5hjzUYdkqIi4KVsNFdH6uS0pYGOshNeTmo0Pt9T3mo57bI6B4alROH/nT0k+P2V1TVy2ej3vLcN/5g1hiveuO2IDZ/u/IUZyw1nZjH+noKQvJvQ61DWXXr6MvH36XB5hZPto9Pzcfd77OrlD6+zGr9aRzmRnyQ5KgL1DjdqGtyINBqQmWDVZDpa/NlevHwdWzrCQ714amYhU6jxjgtyMGFYMvrfeCqO1zmQFmNGQb9Y7nnISY3mws4XTM1DvUPQDMtiQqWNNak63E245bxhTF9wUatbrb1FGlQqIDS4W8+GNhv0iLMYMCjJGlzV1TQ4YTZ0XR7EbwGshy+5TQkFoCog+hJqMdY7j9VxeQvPzhrNCI2U6Ahc/fKPzEOvFip3PEQQOdy+irF/+u1QPLB6C/Oi36KwgS5ZV4yxmfGciSlCr0M/heZd73Djb4rKtE9/vperIQXwfpfVW47gkML889jHu7iVlKi/gc+hyUaCqVU7LcpMYISaqI/zslmj4fLQdtfJUYt4UjpyB8RG4oNtR7mqr0sFwQNKs45eB1x5aiYTePD4peJaRZsVvqtA8cbQe5OZGIkGRXG2v10wnMtFWHRpAZauY+3ax+vEmf9pcbzv6sYzBsOiUH5EpWXUzDrK7++pmYXYdbyOqdD7xIwCbtzZgmAQh9uL70tOcPfh7gtzmPGZDASf7SljziHqWKgjwMqfDnIrszsn5aAoM9bX38UvzJ1uN0qrGzizXKLVyOVvKFvdau0toqaopMaIO/2FKkQ2hxt2F8Ud7zQrn/MvzoXN2aJxp020Vs11PiFEB+BjSunKsJ21h8M1ftEB8yfnMjHSC6bk4enP+YieXcfqmaJyFTZxpIFatEyo6chq0gc7ugU//7jYhmp3eoQmpleuG8dMWt/trxQer6whVedw4c/nDGXCeBdMycPr3x9g9jtY1Yg4i6HV/gaiSDCHW1zt9DdZicznifo4by2t5cIk1SK8RAJD5DAUOZCfv2osF6mjNRa+xu7GO5vY7GNrhDhhUOS7GqLoMCjy9zzxyR68ev0pzP2qbXRh/Ig0rry5clWw+LJCjEyLRXm9k5lss1KicO9725hCgcdq+Jpbq7cc4bLyn5o5CgY9ZcyQSdFGXKuo2vu3/27Ff/94Ovs9e6nw3ij7oE8u6M/4XQL7KZWcZ9YXw6DTMeN7ZHo+jtQ4MedNdmVmMhDMLGJrOT00LR9v/cSWeFmyrpjzp8yfnAsdYRNpq+ziREel6U9rpz+vl3IZ72cMSeKer9e+LcEdF+Rwz3t7adUHQSn1+n0CJ4WAUGsT+c7Ph7iSEKKCe8qaRi9dK47AyU1nS3Lcct4wOJuamJ4MKTERXMMZNa1toEqrVGX4nZrGopxDY80RmLuCLad9/wfbMXdCNs4alsKsKmIi+Do7XCSYyss/IpXPFA8QMCedENSA8lJw2wICVBnhpbaqUDoMRa1Nfz4kNqPERhqYRkevfVvCmafqnC6ugNyCqXm496Icpu/HvMkjsVzQxMli1DPPXHGZ2EHa4GxCVlbzdWw5XM3ZtR9du5ubkAPC8+whyYiLNOF4nQPpMWYQAs5xest5w/D4jIJg2QuzUYfbzh8OAnB1knYdszElX+ZNHilsfXukuhEX5KU3O9Ir6sUFDxVR7rFmg/A+WEzsdDZz7EA8/Tm7klqybi+uOT2TKaFvNurQ4PIGzxv4vPveFysClQon/INrduD5q8Zi5gvfB8f998sLhYUVDXrC5G/kD4jV1Onv0Ak7jlazgQMurwczxrLP1wMX56LB3fWZ1J8RQm6HL7EtGJdIKT0RtpH0ENRKHd86cTjzRTxz5Wiu4N4jgppGDneTMNIg0sTGYsdbDKiod3HL2T/9Ngtl9S4m9E4U0WPQk+bSBSGTljL8Ts20YjKw4YBqVV/7xUUy514wNQ/p8RHC+kXKKBpR3RiDnmBQUvN+avVqlGGSekH4o9mow96y+laX9WqIQlXVBPLQlCgmdHnhVF/f8lDMBgMeXKMIZ161HX8PSQajFHjv58OccF8wNQ8vbNjH1J+6a9Jw4VgyElgloMHVJNReG91NsJgMjB/H4/Hik13Hg20ri8vqMTYznhMwT3++F89cMZoRWJEGHW4OaUsL+JzmypXdwjU7habENEUZkrJ6J1dfy+luQrZilTkqQ+wozu8fw6zAh6ZYhRFCQ1LYldmc8dmqOQWilX5MoJNkyH6lJ+zMu1de5+DyMkSFFedOyMZQ/3vS0jNaZXNxvR9OyzqFszA8sLp7EuVu8P//l5BtFEBW2EbSQ9BazXVQohVOpweZiRaU1TmRGhMBPQEXHrjjaD3e/PGQ0BGrjEZRvliB5WygpHJgIjp/eArnjNt8pIYrXXDLecNQZXdyyWTnDU/B64rjDYookwobX4jNbOQzqe9ftV1TYbEKmxMReh3nI6m0OTEoqeW+0He+s5U7x7DUaM5ZOG/ySCxbz4b0OtzaQxBFq6vVW44Iy00rM7vnrdqO4alRKBgYHzxWbdJxe9lksIVT8/DhlqPM5PvLgUpcVpSJ7UebhUZuvxhVIRtKeixf/O/WicNQZXPhakWRucFJkVzbykoVs+iu4/VMH5PHBb0f1FZ2SnPZgql5yFEU8HN5KFM+HPA9c/+8poiLgFJ+97efPxw2p4dZgTd5gRUb2WCQpeuLsfzqscz7uGLjITw1c5TweR+liCK85bxhcHhYDb0oMxZGg57rkyJaNSl9eIGyJqHvgAiHp4mLGDuh8nyd6OpEOUrp4LCdsYejZoJJtEagLiQKw+Px4ot9lYym++h0XtNt8nqFGcRKm7Pai1Vexzqu563ajtSYCMwOiYp6aFoeBidagy9MYN+nP9/LlTv2eLyc0/WhaXmYNqo/o8U4PR7NmdRaCouZ9Dqmg1vgPqyYzYbzqSWcGfWEaxDz+Ce7mRfd7nALzX6iEEQRotXVvMkjYTHqmPh/j1ec2X2s1omCkBRPtQJ+Bh3b46Pa7sR3v57AF3srg/vNmTAUz37J9hHZV24TCtkKhZAV5Xgs/owPRAhUMVVqpmqRaR4v+72kxfDBG2q1tKpsTi5hU1kqRa2nSaOLzQmoaXDhaE0jcx+GpVqx42g9p51fcUoGY05yuH39EkIF9OLLCpESbcKCKblMh8gFU/LwyXY27+Q/Px7Egql5jNC4deIIJvku8J4Ki2+mRXPXp6W4ntPNr+jjreK2wLEWo/LwdtNamOup8JWxGAJfJdcbKKW7WjqmtyOaJJbNGo1Nh6qZSfW5343hNN273+NbXiZYTJxd9aFpeXhmPZsvoWYyqXOwEQkOt6/SZ6hd9Zn1xbj3ohxVbSLU/GNzuDmn633vb0d2ShRGhWi/NmcT9KBMbaHkaKNwAtZSWKzBpRLOp2hu0lJUR+gk4fVSJqs14CAVhSC6lQNUQeS41hHgu5ITjKB8TqWNbJSZFUTCkMopeVj50yGM9DeVJwRYs/UYt0oZmhzF5Sc8c+VoJgItcF6lEqCW4yHq1Ffd4MJbPx1inqeXvt7PRaYtvqwQcRY9hqWMDjqfDTrggYtzg2YOs1GHUQNjOcVi/sW5cHuauIRNZZb5kCQ+9NVs1GGwwmFLKbiVxrIrRwtzMp6cwZbaCNxbpTVg44ETWLnxEBfddOOZQ7gmXgkWI1PapLxeXHE2I56tkTVnfDbqG91crlOChuJ6mYn8vXF7mrjgmfmTc+Fp6rqGQc8CuB3ABgBTAPwdwAVhO3sPQBRLr5wkbA53sPgY4Hv4flHpb1BSwbbafPnbX3H/5JGMttMvNoLLWUi08oLk1onDuMYoZqMOCVEm3BsirOaMz0acRaxNRJsNTDy8Wpjl8VoHUz480RqB27/aEoxkoRRIieHLZdw/eSTe/flwq8XLWso7CBVgWqM61CZz5apixcZDmJSXpvl5UPpOfiyp4sxJD6zeIWyK00/hgyitbeRCKl1uN8ZlJXI+qbGZcYpaWB6cPzIJvzttcDDBslxldVWtUALUepoo/fRmow7xVqPQTt8/NoIZjyjc98mZo0Apm5Xv9FAuM/v5r/bhzgtGMOdWyzK/58IRjEk14NgN5bjgPqgVHdTp2B4YC6bmoX+MGXsrbUFrgNdLUWlzch0UAeDa37DXl5lowf6KBiYyavHMUUKHdIPLwz2LD1ycy+U6aWm9NjiJV1xNBj2e36C41xv24bFLClr/QI20JiB0lNLP/D+/TQi5O2xn7gG0lMwSOkms3X6Me/jUnJc56THBUESz0ReF8fp3BzGyf1ww/HTjwVrOL/HcVyW49jeZzLZX/ncAd04awTzgcydko/g464hdur4Y/75xnNAZXh8Sv+5w+1qLisatdBgOSrRyfZxtTg8+3naMccZ9ses4rvnNYOzzOzn1BLj9/OFc9JSac7y0xh6s2dSWqA6An8xFq4q2luRQKgyiRjQHqxqRaGV7bwxNieIqh5bVOXCkxok9x+uDwjPRYhRquhNzUqHTkaADeWiiBefl9GMSLEUNm8xGHQwGHaMEiCriigIRFl9WCLNeL8zkfev3pzH3dsvhai4IosbuxEMfsZr8M1eOFtYoM5t0WHZl8+ojwWLkerrf+c5W3HTuUM5fNyItGoNDVqNpMWYuR8fpaRI+1yY9a85b+dNBGHSEWa09NC0P2SGO69DjzQZ9MGy9yQscrGrgvr/dgsq0S9YV44WrWf9hoA9M6H4Prt6Bl67le0hrUVz3lduYUvuE+Pw4NkfXRTHFKbKomd9byqTuDWhNZhHZkr/fX8FFMS2YmocVPx3g2k5OLezP9V8Q+SUaXE3ctkqbg3thLh3LZho73F6U1zmFzXL+qihdISrtrda3wOWhiiJ8ozB5VD+27+/Fuaix89FXpTUNjF1cpPHrdcBH2463K6pDREvVXLUgUhhevf4U4cShNAuIyhuInMVqIZ+7y+qZ8NzXrh/HFcy7f9V2vHTtKbjxtZ/YSUex303/+QVr554lDB9Wbvtqb7lQ87Y53dhyuDpoRml0u7mQ3Qen5GJYShS2HqkLHmvU8y1tfQl+Xuwtrw8qAkNTooTnBcC9A8rw1ZGp0fjLOdnB+xNwCivrhC2cmoel64qZ8f3lXL50/33vb8frN44TmsaO1fJlSETKouha7E4Ps3oUBbE43F44/ZaH0FW0qLDi+OGpzHtR3eDCn36bhUp7c9/yP/02S5PJSiutCYivwGZRh/7e6zOp29I4XTmp/uXcbDywegfneJtc0J/TngaF2A/NRl/ZCFFP6tCua2ajL1pmybq9XOc5kakgJTpCKHROKHwG1Q0uDE60cq02DQY2nk8kPEU1/B9cvYNzfqpFZig1/h9KqlSb1bQW1dEarTVYEiG65ic/2c19Vwun5uHxtbs4TV5Z2lvkLFYL+VSG54rKuzjcXs7Zq9Z86nidQ1hTiusLLXAqZyZGorrBgx/9ja92HavDsNRoPL9hHzPG+f4KxKF9rg9V2blIq/kXj8Se4zZNjvDCkBDWgMKQGhPBXMPeShsnPOet2o6VfziNea5NBoK95TbmWLVGWGV1Trz5A2sOfHHDfpwzIoU9XuArVPMfRpuN+OnAieDkfVpWgnA/k5FdAb5y3SnCwopDk6MUwQhi31oT1eZz00JrmdTXh+1MPRCt9XgMBh2mjeqP7JSo4MNndzQJl9KRRnaiNRt1iDTqmZf6xW9K8K8bxuHfN4zD8Ton0mIikO+fpDMSLMFz5KTGwGzUc/Xj6xxu5iW6deIwpMRECGvN1zS4uBcuMcqEQUlRjM9BiVpOgOjlEjk/RZEZymWzq0nNce1pV19orfVvAihrLHkpHymy8WAt7vs/VqB6KWWEQ2DcSsVCzVk8PC2aqac0LDUaD33Ixn4kWI3CZzPWYmy1sJ7ZqENyVOs9LAAgQqfjJvSFU/Ow42idpoggQlgbf1aK7/rZfgs6TlA+9vEuTvDOGZ8NT5OXycKONusxII4tf6Km2B2rceCCvPTgc+3xeDnFbrRKsb3EKBP2ltuYDGuzUYdbzh/OXF/+gFjuPctJ58OP507IhslAmHuYPyAWz1w5GtuONK8MRqbHBIMBAtdRZXNpUpy8FFwEmq9ToqavXhOawlwJIakAHgHQj1J6ISFkJIDTKaXC4nu9BTW7uMhmzbdR5JfSZiNfr3/O+Gzo9YRxTC2bNRo7jtZz5z0/J5U5h05HYDKwCXWWCD1iLQa2NEKyFQPjregfa+Eax2zYX8Hsm50ahYwE/vqUk3e0ma81r6YpiVY0ynNoTYAzG3XQ61iNSmuNJa0mQ8A3eby/5QhX3llk44+JNCEruVmglqj4cZSKhZqz2GIycG1bTQb22l7//lcsmJLHmFEWTMnDG9//yuy3essRocNcmeClRoPbg0hFDS8KcSl0UURQqqDPNQCmOdO+cj4D/GBVIyIMhHPiLpyaj9v/2+zDe2pmIb4sLmc61L0gaF4k8qOJuvxFGAmemFEQTAwMmLvSY81CE9OQZIvw+pQlWr4sLmffySQrnli7m4kOe/7Lfbjm9MHMd/+ooGVvS13+QvE08Y2mlqwrxovX8D6N9qI1Ue5VAK8AuNf/+174sqp7tYDQarMWTW5LrhiNOeOzueiPQ4GMSqaQVy7TIc1qMuDGf/3EPDwvf7Mf7iYvk6UcKHqnnEA/vPksDIy3cg+tso5QQOiEvqxar++R6flcSQiRaezBKbmIi2zWdgPnHZzECgitCXCiQnOL1u7CiLTodvf8FbUM3XGslgv3DZR3bq2Tl1bFQq8DFzgwb/JIzmdwz3vbuPo+00ZnYHx2MrKSrUGhnZcWg4QoI0akxzGrjxe+2s/5nkZnxGky00WbjcHvOMDjl+YL76MyIuiW84aBggr9RaHbTtjFSZdxFhNe+iakyOMlBZi3itWmb3t7M+65cIQirHsvF4Yr8qOJuvxlJkbi1onDuQZXXi+E0VfjBo3DkJSWrw8A17GwttGFiwv6o6qh2T/w53Oy8WdFLa2739uGuROymZVZdciqP/R+KZUuu0tFkDi7Lsw1QBKldGUgisnfsyF8o+hG1DqQhfJrJT+57Txai/c3H+E0oPmTc4MPgdnoi0uubnDhj683b1t6xWgutHDe5JFY/NkebgIV1YKpsPH2ZVEdIVGFURGiyfue97bhmSvYyrSUUmQlW7i+y2dkJQu1LC1mAWUCnKjQ3Jzx2TihyAgX0ZYS3mo2/tpGd6sRVFoVi2O1Di5woN7hFvoMXB6v8LxFgxKC+3m9lAscePzSAtQ63JzvSXTNosiYKkHWtFoWfVQEu3KNNPrKeLdGUlQE/nbBcKY+098uGI7MRFY7P1LTwN2beIsJZqOeWYHPGZ+NrCRLq3400TM3uaB/UAkL3Pvb3vYlDIpMxtUNTpRUaCv+GPqebT9SgwY3a/559BKx4FX6KIemRnHlzEVKl1pHOau568p9B7ATQhLhj9glhJwGoLblQ/oOB6vs3Be7cmMp7r5wOPZV2INhoHMmZHONzx9cw7cSdXm8XGihWntRrT2Sy+rEyToi7Vl0rOjB3Xa0lnOmrrnpTMT3i+AmMmW4qajgoehhVibAiQrNLV1fzGVci2iLyTA9NlJYzjw91tyqQAW0KRapMWYucGDuBLHPoF+c7zttybkuEuR3CFZhatVARf6ZREE27sqNh4XmlnmrtnOr2TOGJrd4nwAgI8GKzEQLl08wML752QGAinpeMIl6RCxdX4wzhp6GUQPjW/SjiRQGNSd1g4tvJCTK1Qisyg9VNzBCI/D9BLY1uPjSGAcq7cLvPsFqEipYOektKyAWo15YesVi7HoBcSuADwAMIYT8D0AygBlhG0UPx2ziSzSbDASuJlabm39xLmdPdLi9KK1pZBLJSqsbhQ+pSBgoa+urT3h8SOXcCdlIE9SVV6KmeYsypLV0XFMreKilbajWjGsRbQlzzUmN5trIiuoDtQVRl7lls0Yz4YpjMuM4x+kTMwpwsKqR0xiVfhc1QR5p0jG+p9z0GO6a1fwz7/7pdM4M9rtTM7k8j7hIo3DlU2FzYEgK+yyIVipKE8ygRCu8XoptR2qC406N4XtTiNqLBp4HZSBD4DpbSro8JVMcSZSRwCsXoo6At67czAlkUW8SUZ2qlRtL8cj0PByoagg+D8nREYiK8E3oocqBFgXEoCe+sjsh31NqTAQMHei0yJ1Dy06U0p8JIb9Fc8vRPa21HO1LROj13IN716QcrnFPIORTqXUPSbIGq16ajeohfiJhoOyNoDbhqTmsJuaktnp9GfEWbtIKNMUJRW31oqQtBQ+V16Lm2NVyXkDbiwX4spyVbWTvX7Wdqw+kFZGGvmzWaDjdrBKx+LJCTMnvx0TEWU0GTF72DTcRaWkuk5kYiaM1Dk7wahUuDpeX64xoNvBlQ0T5DWajDknWCCZfIic1Gt8dqER9YxPsTg+q7C4crrbjrKEpzPciChJ4aFoeRvaL5vqli86r7Jin1kBKmXSplqk/OMmKwUlWRrk4rmKG3Kpo7iTqTbK/nA9kMBkIKNjIpoVT81Bpc+IPr3/X4vcn4nitE+//fATXnTkYNXY34qxGvPrNr5h1aibyWzxSO63VYlK2Gg0wrLWWo32JxCgT9xKpFRbLSGDrr8ydkI1fK9kKqI99vEuoTVOwaf0mA9E84R2ubhCO53B1A4amRqsc5aO0pgENTg9z7qamJtw2cTjuaEXjF6G2IkmwRnDXwjVnIrxjty1ROVppi0NbCyINXa2p0UdzzmLMI2pNnJRjGZRo5VYkp2UlBp3qoefQ2rnseL0Dz31VEjRNNnl9Wf3KasOZiZFcvShRp7hHpueDEODud5v3m39xLg5X25GZ2DweUZDAfe/7chkmjEhhBI5yQl90Ke/Mbulet9arJKCoBMraBDR5q4qNP0NpvhOEf/tWC+z9enBKXjAQITDGeau2cyZorSXqk6NNGJeVyGTbB3rbh4vWVhCiVqMBen2inFYyEqzoF29DZUgZ3bRYcRvS47WtZz6LtGkdASYt+Zr7PGXylRpqD7M1ovVFYlmdU1hm+Y0bT9W0elGi1Rcg0rqfnDFKmBGuNSpHK21xaGuhLXkjyom/LWNROqkzE63CzGyRcBF9J/3jIjVVG/Y9sxFMmXizUYcZz3/HTG6BNrLKlfW/rh/HCAg1AX2gsoFTSpSrgCq7kzN3ab3XgHiVKXoWl6pEKh6vaWA+TxT+Xd3gwpgMtr7WvvJ64RjtivBVrYpKo7sJvxyqwgv+SsMJViNe//5XFA7kqyK0l5M6UU4rOh3hbKj1DjfnyHtwSi7e3niIi6MX5QkotWk1LVJrL4NGl0f4MDdqKCWsFi5X53Bj7KCEdmnUyvwNZZw/INa6i8vrhRNWeyduNdri0NaC0CGqkjeivBatY1GLNhOZNZXnUPPPeL1Uk3kxMzESpTVOrve46LkRJU5W+iu3Bki0ihWsfYp+I7eu3IwPbz6LCzVt771WQ3Rvd6hEKt45KYexEiRYTNxqYfFlhchIYJ3w9Q7eEW426mBVlBLROm69DpiQk86sIB6ckhvW1bZWJzUIIf8HIBdAcOSU0gXhG0rPRql1/G9fBRc3/Y8v9+GBi/Pwpzc2MQ+KqEia8uW3mMQrAK29DMxGA1ZsPMQ9zI9fOqrVYzMTxGWWRQl1WjhQZWeq3wY+T7kaEmmRoqV5RyZuNTpat0mJaJIXZd1qrUwrGoua1i3q662W7KnUnHU6wlUJyEmNQaQig19kHlFLGBQpRP0VlW69oJxCo9bw6dAJO+MIV7vXSvNb/oBYzc+N2rP4twuGM8/ioksL8PI3+7mKzY9dUtCqQhRnMQijwywROk3fn9IcC+i4NqnzP/Ct1sKF1kzq5wFYAJwL4EX4Iph+DNsoeiFOt1cYNw1QJikuNz0WOh1p1VTjamoSrgC09jJIjeFLiIvq2IgQlRJefFkhMhMsrUaKtGUi02JaES3NOzJxt4RW/47WzxJN8gA0CSGtYbOiCTknLUbT/RJFF+l0BAaDjgsZ5SuH8uaRlRtLucTJh6fnMw7tgPM5Jy2GeZYSLBGcQqPe8ImdpkT3OiPegk93lXEBAVpRexbHZsZx1QmMeh3nE7nr3a1cCLBSITpa4xDWe7r/4pGtfn8iE9gTIb6LAA63F2X17GqtI2hdQfyGUlpACNlKKX2QEPIUWvE/EEJeBjAZQDmlNM+/bSaABwDkABhHKd2ocuwBAPUAmgB4KKXhyx0PE6IGHmajDkaDDpcv/555SJXlw0UkWvkXpi29DDISrMhOjdJUVkNJSy+cMipHFCmijLjQalNXM60ol+a9BbVJvjXHfEd9O4OTWr9fba1TpbwWkXmkusGFkenRXMIaAGQqaop9vqece5aUpdmXXF7I9USZf3Eu0mJ5JUc5PrVE0eE3nwVCWk90U2sUplYSpzWfiJpCJKr3JAreUCIygaUKOvqZjTpNSqFWCNVQ9pIQ8gOl9FRCyPcALgFwAsA2Sml2C8ecDcAG4F8hAiIHgBfACwBub0VAFFFKK9tyMUVFRXTjRuFHdhhRjLtyAn380gI8JSiNocXR3NYXuKUxhkPzLqmwBcMIAyj7ZqtdX1uuJZxj7g109Htu7/0SfZ8tPZvK513UMCjQqlaZwaz13GvnngUvRfBaCIDrXv2RaVK1ZusRvHztOC7XQsl3+ytx5T9/4LYvmzWaKaPe0r1W3ltKgf97pvV7VlJhw/Uh4wZ8SZevXDeu3e+Flut798+nobjMzgjUB6fkYkRaFEYNTFD5JB5CyCY1JVzrCmINISQOwOMANvm3vdjSAZTSDYSQQYptu/wD0njanoHaF9teTSLwma01BGnrZBlOk0lHonLaYt8P55h7A20pKCiivferLWG9as+7Mn9DVN6iLedWliT/bn+l0GwrSsZTorZqVZZRb+leK++t1vDjjHgLbh6fzQlPZdOsjvi9RNd3pNqJtduO4YWrx6KmwY04iy8PIjYyo8UM87bQWh7EKQAOU0oX+n+Pgq839W4AT4dnCEIogE8JIRTAC5TS5S2McTaA2QCQkZHRKYNRe6lFMdZaTCtaO9l1J6mCrl0xEeKG9KKIi5Nt4tdKuPMvtNKS2U+UiyJ63tfOPYurNtzRc7dnPxEiE9Ej0/PxxCd7mP3acq+1judQdYMwp2NMBp902d73QnR9CRYjvvv1BL7Y22xoMRt1+Mt4VcNOm2lN/L8AwAUETUaP+bfVAlCdtMPAGZTSMQAuBPAX/7mFUEqXU0qLKKVFycmt14VpDy291KEEvkSz0Xdb2xKueOvKzThQZe+U8beHgFb00jclWLZ+H178ugQJURFYNmt0q9enhtdLUVJhw3f7K1FSYeP6bZ8MBCadUDojjFeJ2rOZEW/B2h3HcdHSr3HlP3/ARUu/xs+HahBvYZOt4i0m/Hyohtlv7Y7jmr5Dre9FIKM/dD+RJi4ioJ1/NOcsvDXbl78zJiNO6PTWeq+1jlvr/AD4Msi3HK7G2u3HsOVwDTwer6b3QnR9IBQLp7L3a+HUPNic4Sty0ZqJSU8pPeH/+XIAyyml7wB4hxCyOWyjUEApPer/v5wQ8h6AcQA2dNb5WkOrJtHRcMXO1iLbgppW9OHNfCvLzmjm01cJd/6FVnQ6gvNzUrkIu0PVDcLcilvPy0ato4lZPS5Zt7ddZdi1vheHqhvwzPpiJlDjmfXFQk1c7TzKopEduddax611flArLxJnMTL9LtTeC+X11TS4YNI7mQZLTU1NiDEbNV2fFloVEIQQA6XUA2AC/KYcjce2C0KIFYCOUlrv//l8AN2ab9HWxkLtDVfUWqJZbUJtb3SMiJaE2OlDWi7WJ6Kjtve+QrjzL7Ti9VJhv5B4i5H7nuMtJiRERWDx580T2eMzCjBrXCae/ry5cqjWMuyhtBQTU1bnEPog2qs4heNea3mftc4PauVFlJnnWt8LvY6gttGDSntz8b9EqwmDurBY35sAviKEVAJoBPA1ABBChqKVct+EkDcBnAMgiRBSCmA+fNFPz8BXDfZDQshmSukFhJB+AF6klF4EIBXAe35HtgHAfyila9t5fWGhK5Kq2lKiWS0aKJwaekcT95T0hlVTV9Ed/hk1Ab1i9unc93zN6ZncRLav3MbVOtJahl3rsxnu8idA19zrtvQHEb0DosxzraU2RC1HHe7wtepp0QdBKX0YwG3wdZQ7kzbHxOoA3NzKsVdSStMppUZK6QBK6UuU0vf8P0dQSlMppRf49z3qFw6glJZQSkf5/+X6x9DtBB60QNRFRzQ+kT1RNJG3xVcRbr9GIHEv1L7ZlsQ9Jd1le5f4UBPQ7qYmzs4+KNGqOYJNSxl2rc+mVpt/T0TL/JAeGyl8B0SZ51reC7dHXMHZ1RQ+316rZiJK6feCbXtF+0q0o0WzKatzYFhKFP7f2UPQ6PTAEmHAPzfsF2oX4dbQO5q4p6S7bO8SHy1V2B2TkcBov6IWoR2pdaT12ewu81tLhNNsm5sew9W9CvggQjPPtb4XDW5xDbXGbmg5KtGIy9WErUdrcbzOgfQYM/L7xcLUTrNMvzgzrjw1E3f8tznRZ/7FuUiP5V/KcC/PByVauUzXjkzoPfHl7wgejxc7jtUyTXq05AR0lHBnYYs6AtY73HzjnkQL171Maxn2tjybPSk8OtxmW4NBx9W90lqKR0SSSsHDhDCW+9aUSd1b6MxMai24XE14f+tRrkvZtIJ+7RISWw5V4/J/fs89ACt+fxpGZcQz+3ZGlNDJluWsFbVoFC1ZxR2ho9+xVuVl7fZjeHD1zmCPCEqBaLMer317kNn27s+lWHzZKJw+JKlTx91dtJYBHo5VRUfYsLcMx2udwZasZqMOC6b4SpOcPaz1RmEBwpFJLdHA1qO1wi5lWUlWpvm8Vo61kIGqrNHaGRp6T9LmehJq0SjZKVEYNTC+laO1ozWBTUvEi8fj1VwqIybSIOylLSrDriVoobeuHkWmsUA+iLLacEtlZNojSLQcqyM6fL7Ln0nt7yj3xve/4prTszp24SFIARFGjqtM6GV1fMKMFgJOLaUGkyYwMQHhn9DDaX/tS6hFoxyvdYStxIFI635ker6m5kAiWhJq+f3jmO+5X2yk0MR0y3nDuDBXrUELvVHZEJnGZhYNCAoHQF1Id2TVpPXYaLMe5yn6QSyYkotoc/tM2iKkgAgj6Sq2Vl/t9raj5tQKVMxsL1om/t5qFugK2iq420NHmgOJUBNqx2odOFLDf8/K3tD9YyObS1X7AyZe+7ak3UEL3Yna8y8qyKn02wxLidbkcG9L3o/yvJRqWyl6vAialwL73f/BDrxx46lhu1dSQISR3LQYLJiSh/s/CPFBTMlDXlpMuz5PzanVETu31olfJrap01mCO5SONgdSoibUkqIicNVLP3Df84c3n4WB8dagSWhAbCSuGMcGTGgtg9GTaKnwpiiRUFmQk1Jt0VxaI7fU2u5qObbS5hTuV2Vny4t0BCkgwsjRegee/ZItFfDsl8UoGhSPLHP7JlVRM5eOoHXil4lt6nSG4FbS0eZAStSEml4nzm+osLGVVksqbJoL0vVk1BMGT9NUkFNr+Q6tkVtqbXe1HGsxipNZI9sZNSlCCogwEu5SAZ1BR7q9ycS2ZsItuJV0pDmQ2nhFQu1QdQNXtXf1liPt1ojbQnf4uNSuQ80E195cDa15Px1pu2syEM5XNHdCNkz6riu1IWkDvWFS7Wi3N5nY1jV0RuSPSKhp7WUQ7me7u3xcatehZoJrb65GRwr9aW27q9cRWE16xldkNemhD+P96/zMnpOI3lAqQOsYtZYDkXQe4SzvooZa1d5D1Q3Mfh0pxS2iu0reqz3/uekxYX93tXx/qmXYE6ytHhth0AsrvkYYpImpR9IWra+7QkhltzdJKFpNRx0txd3e84ablp7/7sjV6Mh5bU4PVv50mCvFMySM908KiDCjZVLt7hBSOfFLAmg1HYXbv9ad5li157+73ov2njc91owL89OZyLK5E7KFpXjaPbawfZJEM72ho5zk5ECryTHc1Xh7gzm2p9PkhbCaazsLLguRK4huQIaQSnoK4Y7KCfd5JeqU14vnkQqbA0NSwjOPSAHRDfSGaCfJyUM4o3LCfV6JOl0xj0gTUzcgl9eS3khXRFVJtDMgNhILprKRZQum5mFAbGTYziFXEN2AXF5LJJKOsru8Ds9+oajc8EUxRqRFoWBAeKoKSwHRTcjltUQi6QjHa53CyLKyWicwIDznkAKiA8hy2BKJpLuINotrMUWZwzetSx9EOwnkMly09Gtc+c8fcNHSr7F2x3F4vX2nQ59EIum5uDxNmDM+m/FBzBmfDZcnfD2ppYBoJzKXQSIJP14vRUmFDd/tr0RJhU0qXC0wIM6CFRsP4cYzs3DT+KG48cwsrNh4CP3jwleCXZqY2onMZZBIwkt3VxjobQxOjsIdF+Tgtreb79dTMwvDOv902gqCEPIyIaScELI9ZNtMQsgOQoiXECJsku3fbxIhZA8hZB8h5K7OGmNHCHdmqURystMTV+U9fUUTb9Vj+dVj8ffLC7H86rGIt4avUB/QuSamVwFMUmzbDuASABvUDiKE6AE8C+BCACMBXEkIGdlJY2w3MpdBIgkvLa3Ku4Oe7mc8XG3HwSoHZv97E/66YjNm/3sTDlY5cLg6fAK100xMlNINhJBBim27AICQFpeL4wDso5SW+Pd9C8BUADs7Z6TtQ+YySCThpadVGOjpbXfLap14/qt9wTwIAHj+q30YkjQKmYl9t9RGfwCHQ34vBaDahZsQMhvAbADIyMjo3JEpkLkMEkn46GlNqnq6n7HO6cblRRlYur65o9yc8dmoc7rDdo6eKCBEKrjqmo5SuhzAcgAoKirqGWs/iUTSZnraqrynrWiUxEWagsIB8AmvpeuL8fqNqvp0m+mJYa6lAEI7/Q4AcLSbxiKRSLqQnlTvqTv9jFqc4y6PV7jCcYex3ndPXEH8BCCbEDIYwBEAVwCY1b1DkkgkJxvdtaLRGu6bFite4aTG9IJqroSQNwF8B2A4IaSUEHIjIWQ6IaQUwOkAPiSEfOLftx8h5CMAoJR6ANwE4BMAuwCspJTu6KxxSiQSiRrdsaLRGu7bq6u5UkqvVPnTe4J9jwK4KOT3jwB81ElDk0gkkh6LVuf4rjJxNdfhqVEYNTA81Vx7og/ipKWnJ+VIJJLOR2sS7rFaB1ye5jmCEMDloTheG768kZ7ogzgpkWUGJBIJoD3cd0B8JK45PTPYl9ps1GHuhGz0jw+fiYlQ2ne01KKiIrpx48buHka7KKmw4aKlX3MOp496SFKORCLpOgKtBFpyju8rq8fkZd9wc8aam87E0NRozecihGyilApLH0kTUw+hp5UZkEgk3YcW53iFzSmcMyrtzvCNI2yfJOkQsvifRCJpC10xZ0gB0UOQxf8kEklb6Io5Q/ogehBa7I4SiUQSIBxzRks+CBnF1IOQxf8kEklb6Ow5Q5qYJBKJRCJECgiJRCKRCJECQiKRSCRCpICQSCQSiRApICQSiUQiRAoIiUQikQiRAkIikUgkQqSAkEgkEokQKSAkEolEIkRmUkskEkkvJVBqo6zOgdSY8JfnkQJCIpFIeiFeL8X6PWXYWloLLwX0BMgfEIvxw1PDJiSkgJBIJJJeyKETdhSX2bB8QwnTUW5ochQGJYWnNpP0QUgkEkkvpKzOGWw3CviaBS1ZV4yyuvA1DJIrCIlEIumF2F0exFtMuGTMABC/RemdTaVocHnCdg4pICQSiaQXMjjRimtOzwyuIgImpnA2DOo0ExMh5GVCSDkhZHvItgRCyGeEkGL///Eqxx4ghGwjhGwmhPTeDkASiUTSSXgphCYmbxh7wHWmD+JVAJMU2+4CsI5Smg1gnf93Nc6llBaqdTqSSCSSk5nyekdQOARwuL2osDnCdo5OExCU0g0ATig2TwXwmv/n1wBM66zzSyQSSV8mNcYc7EcdwGzUISXaHLZzdHUUUyql9BgA+P9PUdmPAviUELKJEDK7pQ8khMwmhGwkhGysqKgI83AlEomkZ5IRb8FD0/KCQsJs1OGhaXnIiLeE7Rw91Ul9BqX0KCEkBcBnhJDd/hUJB6V0OYDlAFBUVBRG65tEIpH0XA6eaMAz64tx45lZIASgFHhmfTFGD4zHkJTw5EF0tYAoI4SkU0qPEULSAZSLdqKUHvX/X04IeQ/AOABCASGRSCQnIwdP2HGwqhHPfrGP2X7ohD1sAqKrTUwfALjW//O1AFYpdyCEWAkh0YGfAZwPYLtyP4lEIjmZsZoMQh+ExRQ+vb8zw1zfBPAdgOGEkFJCyI0AHgMwkRBSDGCi/3cQQvoRQj7yH5oK4BtCyBYAPwL4kFK6trPGKZFIJL2R1JgIzJ2Qzfgg5k7IRmpMRNjO0WkmJkrplSp/miDY9yiAi/w/lwAY1Vnjkkgkkr5ARoIV2alRmH12FrwU0BEgOzUKGQnhS5TrqU5qiUQikbSATkcwfngqspKiUF7vQEq0LPctkUgkEj86HUFWchSyksPjlOY+v1M+VSKRSCS9HikgJBKJRCJECgiJRCKRCJECQiKRSCRCpICQSCQSiRBCad8pX0QIqQBwULE5CUBlNwwn3PSV6wDktfRU+sq19JXrALrmWjIppcmiP/QpASGCELKxL/SU6CvXAchr6an0lWvpK9cBdP+1SBOTRCKRSIRIASGRSCQSISeDgFje3QMIE33lOgB5LT2VvnItfeU6gG6+lj7vg5BIJBJJ+zgZVhASiUQiaQdSQEgkEolESJ8REISQlwkh5YSQ7SHbEgghnxFCiv3/x3fnGLVCCBlICPmCELKLELKDEDLXv71XXQ8hxEwI+ZEQssV/HQ/6t/eq6wiFEKInhPxCCFnj/71XXgsh5AAhZBshZDMhZKN/W2+9ljhCyH8JIbv978zpve1aCCHD/d9F4F8dIeSv3X0dfUZAAHgVwCTFtrsArKOUZgNY5/+9N+ABcBulNAfAaQD+QggZid53PU4A4ymlowAUAphECDkNve86QpkLYFfI7735Ws6llBaGxNn31mtZAmAtpXQEfM3GdqGXXQuldI//uygEMBZAA4D30N3XQSntM/8ADAKwPeT3PQDS/T+nA9jT3WNs53Wtgq9Fa6+9HgAWAD8DOLW3XgeAAfC9pOMBrPFv663XcgBAkmJbr7sWADEAfoU/4KY3X0vI2M8H8L+ecB19aQUhIpVSegwA/P+ndPN42gwhZBCA0QB+QC+8Hr9JZjOAcgCfUUp75XX4+TuAOwB4Q7b11muhAD4lhGwihMz2b+uN15IFoALAK37T34uEECt657UEuALAm/6fu/U6+rqA6NUQQqIAvAPgr5TSuu4eT3uglDZR37J5AIBxhJC8bh5SuyCETAZQTind1N1jCRNnUErHALgQPhPm2d09oHZiADAGwHOU0tEA7Ojh5qSWIISYAEwB8HZ3jwXo+wKijBCSDgD+/8u7eTyaIYQY4RMOb1BK3/Vv7rXXQymtAfAlfH6i3ngdZwCYQgg5AOAtAOMJIa+jd14LKKVH/f+Xw2frHofeeS2lAEr9K1MA+C98AqM3XgvgE9g/U0rL/L9363X0dQHxAYBr/T9fC58tv8dDCCEAXgKwi1K6OORPvep6CCHJhJA4/8+RAM4DsBu97DoAgFJ6N6V0AKV0EHwmgPWU0qvQC6+FEGIlhEQHfobP5r0dvfBaKKXHARwmhAz3b5oAYCd64bX4uRLN5iWgm6+jz2RSE0LeBHAOfOVxywDMB/A+gJUAMgAcAjCTUnqim4aoGULImQC+BrANzfbue+DzQ/Sa6yGEFAB4DYAePmVkJaV0ASEkEb3oOpQQQs4BcDuldHJvvBZCSBZ8qwbAZ6L5D6X04d54LQBACCkE8CIAE4ASANfD/7yhF10LIcQC4DCALEpprX9bt34nfUZASCQSiSS89HUTk0QikUjaiRQQEolEIhEiBYREIpFIhEgBIZFIJBIhUkBIJBKJRIgUEBKJRCIRIgWERNJHIYRcRwhZ1t3jkPRepICQSNoJIUTfzuMM4R6LRNIZSAEhOSkghCwMNF7y//4wIWQOIeRvhJCfCCFbAw2N/H9/31/pdEdItVMQQmyEkAWEkB8AnE4IeYwQstN//JMtnP9VQshiQsgXABYRQoYQQtb6z/E1IWREyH7PEV/DqBJCyG+JrxnWLkLIqyGfd6W/4c92QsiikO3XE0L2EkK+gq9+lETSfrq79rn8J/91xT/4eoX87P9ZB2A/gMsBLAdA/NvWADjbv0+C//9I+OoUJfp/pwAuC+wDX73+QEWCuBbO/6r/8/X+39cByPb/fCp8tZ0C+73lH9NUAHUA8v3j2wRf46V+8JVdSIavVMZ6ANPg6xcQ2G4C8D8Ay7r73st/vfefXOpKTgoopQcIIVWEkNEAUgH8AuAU+ArV/eLfLQpANoANAOYQQqb7tw/0b68C0ARflV3AN3k7ALxICPkQPgHQEm9TSpv8Zdx/A+BtX11GAEBEyH6rKaWUELINQBmldBsAEEJ2wCfoMgF8SSmt8G9/A0CgXHfo9hUAhmm5PxKJCCkgJCcTLwK4DkAagJfhq/z5KKX0hdCd/MX4zgNwOqW0gRDyJQCz/88OSmkTAFBKPYSQcf7PuQLATfB1m1PD7v9fB6CG+vpkiHD6//eG/Bz43QBfS1o1ZHE1SdiQPgjJycR78PWjOAXAJ/5/N/g1ehBC+hNCUgDEAqj2C4cR8PUF5/AfF0sp/QjAX+Ez/7QK9TV/+pUQMtP/OYQQMqoN1/EDgN8SQpL8jvIrAXzl334OISTR309kZhs+UyLhkCsIyUkDpdTldxLX+FcBnxJCcgB85zf12ABcBWAtgD8SQrbC52P4XuUjowGsIoSY4fMZ3NKG4fwOwHOEkPsAGOHzO2zReB3HCCF3A/jCf96PKKWrAIAQ8gCA7wAcg68HeLsirSQSQJb7lpxEEEJ08E2aMymlxd09HomkpyNNTJKTAkLISAD7AKyTwkEi0YZcQUgkYYQQci942//blNKHu2M8EklHkAJCIpFIJEKkiUkikUgkQqSAkEgkEokQKSAkEolEIkQKCIlEIpEI+f/paSovWoK9OwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='years_remod', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "cf085448-bd4a-4007-af73-772bdfca8a15",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='Years_old', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8748ecbd-dcaa-4893-b5f2-0f102a41b169",
+   "metadata": {},
+   "source": [
+    "## Regresión para evaluar variables numéricas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 262,
+   "id": "e552261d-1848-45e0-b7ce-933063962cfc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num = df[['GrLivArea', 'GarageArea', '1stFlrSF','TotRmsAbvGrd','garage_old', 'years_remod', 'Years_old','SalePrice']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 263,
+   "id": "601a7df5-742b-42e5-aff1-35a742099f85",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GrLivArea        0\n",
+       "GarageArea       0\n",
+       "1stFlrSF         0\n",
+       "TotRmsAbvGrd     0\n",
+       "garage_old      81\n",
+       "years_remod      0\n",
+       "Years_old        0\n",
+       "SalePrice        0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 263,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 265,
+   "id": "38306968-d330-4fe0-a79c-3d1cf988931c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\pandas\\util\\_decorators.py:311: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  return func(*args, **kwargs)\n"
+     ]
+    }
+   ],
+   "source": [
+    "num.dropna(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 268,
+   "id": "d5b86c7b-d01a-4f02-b7cd-bf98787dba2d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "numericas= sm.add_constant(num[['GrLivArea', 'GarageArea', '1stFlrSF','TotRmsAbvGrd','garage_old', 'years_remod', 'Years_old']])\n",
+    "y = num['SalePrice']\n",
+    "#r-cuadrado 0.704"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 305,
+   "id": "97f68f8b-4b8e-439c-a263-630d65ab31a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "numericas_edit= sm.add_constant(num[['GrLivArea', 'GarageArea', '1stFlrSF','garage_old','years_remod']])\n",
+    "#Al eliminar TotRmsAbvGrd no se genera un cambio en el r-cuadrado y el cambio al eliminar years_remod es muy bajo, por lo tanto se decide eliminar ya que en algunos casos repite la información de years_remod"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 306,
+   "id": "8c87b526-5ad9-413c-a705-a0ba341d0b7e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_lineal_num = sm.OLS(y, numericas_edit).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 307,
+   "id": "5c060496-7d83-4d7e-88a4-0af4ecacfe28",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.684\n",
+      "Model:                            OLS   Adj. R-squared:                  0.683\n",
+      "Method:                 Least Squares   F-statistic:                     594.4\n",
+      "Date:                Sat, 30 Jul 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        22:33:01   Log-Likelihood:                -16714.\n",
+      "No. Observations:                1379   AIC:                         3.344e+04\n",
+      "Df Residuals:                    1373   BIC:                         3.347e+04\n",
+      "Df Model:                           5                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "===============================================================================\n",
+      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "-------------------------------------------------------------------------------\n",
+      "const        4.735e+04   6572.325      7.204      0.000    3.45e+04    6.02e+04\n",
+      "GrLivArea      67.0701      2.926     22.923      0.000      61.330      72.810\n",
+      "GarageArea     64.9590      9.095      7.143      0.000      47.118      82.800\n",
+      "1stFlrSF       40.7226      3.930     10.363      0.000      33.014      48.431\n",
+      "garage_old   -401.2021     71.863     -5.583      0.000    -542.176    -260.229\n",
+      "years_remod  -760.7661     77.872     -9.769      0.000    -913.526    -608.006\n",
+      "==============================================================================\n",
+      "Omnibus:                      418.900   Durbin-Watson:                   2.011\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            29848.384\n",
+      "Skew:                          -0.474   Prob(JB):                         0.00\n",
+      "Kurtosis:                      25.772   Cond. No.                     1.14e+04\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 1.14e+04. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_num.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "92e1c806-ecef-43f9-b0a0-51a1d2be018b",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "# Variables Categoricas y ANOVA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "d027709a-b9b5-4b55-9f39-cd530081cb92",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "38"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "columnas_numericas = df._get_numeric_data().columns\n",
+    "columnas_no_num = df.drop(columns=columnas_numericas)\n",
+    "len(columnas_no_num.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "id": "d9c5f93a-3f8a-4074-af32-841e2925df6b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'MSZoning+ Street+ LotShape+ LandContour+ Utilities+ LotConfig+ LandSlope+ Neighborhood+ Condition1+ Condition2+ BldgType+ HouseStyle+ RoofStyle+ RoofMatl+ Exterior1st+ Exterior2nd+ MasVnrType+ ExterQual+ ExterCond+ Foundation+ BsmtQual+ BsmtCond+ BsmtExposure+ BsmtFinType1+ BsmtFinType2+ Heating+ HeatingQC+ CentralAir+ Electrical+ KitchenQual+ Functional+ GarageType+ GarageFinish+ GarageQual+ GarageCond+ PavedDrive+ SaleType+ SaleCondition'"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'+ '.join(columnas_no_num.columns)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f5e2675-d754-4289-a4c4-8bcd7e7d522a",
+   "metadata": {},
+   "source": [
+    "Variables categoricas usar ANOVA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "id": "9e07acaa-27dc-4013-99fa-6de128cb3937",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "modelo_2 = ols('SalePrice ~ MSZoning+Street+LotShape+LandContour+Utilities+LotConfig+LandSlope+Neighborhood+Condition1+Condition2+BldgType+HouseStyle+RoofStyle+RoofMatl+Exterior1st+Exterior2nd+MasVnrType+ExterQual+ExterCond+Foundation+BsmtQual+BsmtCond+BsmtExposure+BsmtFinType1+BsmtFinType2+Heating+HeatingQC+CentralAir+Electrical+KitchenQual+Functional+GarageType+GarageFinish+GarageQual+GarageCond+PavedDrive+SaleType+SaleCondition', data = df).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "id": "75b96d04-759b-474c-b744-3f1f1dde8931",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Neighborhood    100.0\n",
+       "MSZoning        100.0\n",
+       "LotShape        100.0\n",
+       "ExterQual       100.0\n",
+       "BldgType        100.0\n",
+       "BsmtQual        100.0\n",
+       "Exterior1st     100.0\n",
+       "RoofMatl        100.0\n",
+       "RoofStyle       100.0\n",
+       "MasVnrType      100.0\n",
+       "BsmtExposure    100.0\n",
+       "LandContour     100.0\n",
+       "HouseStyle      100.0\n",
+       "KitchenQual     100.0\n",
+       "Name: PR(>F), dtype: float64"
+      ]
+     },
+     "execution_count": 169,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Obtención de una lista con columnas categoricas que afectan el precio de la vivienda y filtradas por las que tienen un 100% de confianza que podráin afectan el precio de vivienda\n",
+    "anova_categoricas = sm.stats.anova_lm(modelo_2)['PR(>F)'].sort_values()\n",
+    "categoricas_anova_filtrada=(1 - anova_categoricas)*100\n",
+    "categoricas_anova_filtrada.head(14)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "464d78c3-4e3c-4286-bbae-4a20f78f9887",
+   "metadata": {},
+   "source": [
+    "Comparación de modelos de regresión de variables categóricas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d2f50eb7-f0a5-4d07-8390-54144223b16b",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Regresión para evaluar variables categóricas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "926cd6d6-b0d8-4e95-991e-54b8ab4fa472",
+   "metadata": {},
+   "source": [
+    "Se realizan regresiones con algunas variables categóricas y se elige la más importante."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "id": "8c63e8aa-48b5-41e7-912b-e757cefae629",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "zona = sm.add_constant(pd.get_dummies(df['MSZoning']))\n",
+    "#r-cuadrado 0.108"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "id": "533d0f2f-5d24-4c11-9971-190ac427a1f1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "barrio = sm.add_constant(pd.get_dummies(df['Neighborhood']))\n",
+    "#r-cuadrado 0.546"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "id": "5ca6b99f-aadb-40ac-95ca-d92d62d04283",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "externo = sm.add_constant(pd.get_dummies(df['ExterQual']))\n",
+    "#r-cuadrado 0.447"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 211,
+   "id": "71cfc305-15bf-40d1-87d3-8e2419a6d6db",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "basmnt =sm.add_constant(pd.get_dummies(df['BsmtQual']))\n",
+    "#r-cuadrado 0.465"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "id": "64e420d8-f04f-43db-b1f9-018a5f1b3e4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "techo = sm.add_constant(pd.get_dummies(df['RoofMatl']))\n",
+    "#r-cuadrado 0.031"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 217,
+   "id": "94d9902c-57c1-4ff6-86d5-2934fde6e1fa",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "vivienda = sm.add_constant(pd.get_dummies(df['BldgType']))\n",
+    "#r-cuadrado 0.035"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 224,
+   "id": "03d06702-c1db-4a54-8341-9e592dcced06",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "Calidad = sm.add_constant(pd.get_dummies(df['OverallQual']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 218,
+   "id": "a8f1dc45-3dc3-4cf7-80e8-af1bc9f15426",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       208500\n",
+       "1       181500\n",
+       "2       223500\n",
+       "3       140000\n",
+       "4       250000\n",
+       "         ...  \n",
+       "1455    175000\n",
+       "1456    210000\n",
+       "1457    266500\n",
+       "1458    142125\n",
+       "1459    147500\n",
+       "Name: SalePrice, Length: 1460, dtype: int64"
+      ]
+     },
+     "execution_count": 218,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y = df['SalePrice']\n",
+    "y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "id": "75e4daa1-420a-4c8a-bdcd-0cbf75780b10",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "reg_lineal_statsmods = sm.OLS(y, Calidad).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 226,
+   "id": "3d1fe7ec-e3bf-410e-850b-3f7976f53d03",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.684\n",
+      "Model:                            OLS   Adj. R-squared:                  0.682\n",
+      "Method:                 Least Squares   F-statistic:                     349.0\n",
+      "Date:                Sat, 30 Jul 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        21:38:29   Log-Likelihood:                -17703.\n",
+      "No. Observations:                1460   AIC:                         3.543e+04\n",
+      "Df Residuals:                    1450   BIC:                         3.548e+04\n",
+      "Df Model:                           9                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "const        1.71e+05   4040.647     42.331      0.000    1.63e+05    1.79e+05\n",
+      "1          -1.209e+05   2.89e+04     -4.179      0.000   -1.78e+05   -6.42e+04\n",
+      "2          -1.193e+05   2.37e+04     -5.026      0.000   -1.66e+05   -7.27e+04\n",
+      "3          -8.357e+04   9918.245     -8.426      0.000   -1.03e+05   -6.41e+04\n",
+      "4          -6.262e+04   5520.188    -11.345      0.000   -7.35e+04   -5.18e+04\n",
+      "5          -3.752e+04   4523.280     -8.295      0.000   -4.64e+04   -2.86e+04\n",
+      "6          -9441.9191   4551.291     -2.075      0.038   -1.84e+04    -514.101\n",
+      "7           3.667e+04   4633.649      7.914      0.000    2.76e+04    4.58e+04\n",
+      "8           1.037e+05   5108.235     20.299      0.000    9.37e+04    1.14e+05\n",
+      "9           1.965e+05   7381.543     26.616      0.000    1.82e+05    2.11e+05\n",
+      "10          2.675e+05   1.04e+04     25.806      0.000    2.47e+05    2.88e+05\n",
+      "==============================================================================\n",
+      "Omnibus:                      377.831   Durbin-Watson:                   1.984\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             3528.673\n",
+      "Skew:                           0.929   Prob(JB):                         0.00\n",
+      "Kurtosis:                      10.386   Cond. No.                     1.03e+16\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The smallest eigenvalue is 1.68e-29. This might indicate that there are\n",
+      "strong multicollinearity problems or that the design matrix is singular.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_statsmods.summary())\n",
+    "#La columna calidad es la que nos entrega un mayor r-cuadrado, junto con barrio"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d82c6841-c23a-4d02-84c5-9205a7e3e38f",
+   "metadata": {},
+   "source": [
+    "# Regresión\n",
+    "\n",
+    "1. Se crea un df con variables numericas elegidas para hacer el modelo de regresión\n",
+    "1. Se agregan las columnas correspondientes a la variable categórica elegida, sin considerar los betas con un p-value mayor a 0.05 (del summary anterior)\n",
+    "1. Se crean un par de modelos de regresion\n",
+    "1. Se elige un modelo y se testea"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de2ee7ca-260d-4caa-a52f-331afc6290cc",
+   "metadata": {},
+   "source": [
+    "Variables elegidas:\n",
+    "- Numéricas: 'GrLivArea', 'GarageArea', '1stFlrSF','garage_old', 'Years_old'\n",
+    "- Categoricas: 'OverallQual', 'Neighborhood'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c9ccfc44-0609-4107-9082-459792bb81e2",
+   "metadata": {},
+   "source": [
+    "## Modelo 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 431,
+   "id": "bbb2b383-d52c-4b4d-a498-20e7143566a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\pandas\\util\\_decorators.py:311: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  return func(*args, **kwargs)\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_regresión= df[['GrLivArea', 'GarageArea', '1stFlrSF','garage_old', 'years_remod','OverallQual', 'Neighborhood','SalePrice']]\n",
+    "df_regresión.dropna(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 432,
+   "id": "1f7b8065-5455-46fa-b3f5-f2bebdc726a7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1379, 8)"
+      ]
+     },
+     "execution_count": 432,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_regresión.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 433,
+   "id": "a0cf5ed6-90e1-49c0-a7bc-f82c78679f81",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1379, 40)"
+      ]
+     },
+     "execution_count": 433,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_regresión_d = pd.get_dummies(df_regresión, columns=['OverallQual', 'Neighborhood'])\n",
+    "df_regresión_d.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 434,
+   "id": "46ba41e5-ac9f-48c7-886e-4a74444b2d15",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_regresión_d.drop(columns='SalePrice', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 435,
+   "id": "0864b9bf-e222-4d69-90ea-4fb39bf83a15",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(1379, 40)"
+      ]
+     },
+     "execution_count": 435,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X = sm.add_constant(df_regresión_d)\n",
+    "X.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 436,
+   "id": "ce320b70-ca6d-4074-a661-83e984df3729",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1379,)"
+      ]
+     },
+     "execution_count": 436,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y = df_regresión['SalePrice']\n",
+    "Y.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 437,
+   "id": "47fca67b-ab40-4427-8fb3-169c281b323a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_lineal_1 = sm.OLS(Y,X).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 438,
+   "id": "e7839416-7ccf-4b30-a6a4-37e8faf4b17b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.825\n",
+      "Model:                            OLS   Adj. R-squared:                  0.820\n",
+      "Method:                 Least Squares   F-statistic:                     170.7\n",
+      "Date:                Sun, 31 Jul 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        14:12:20   Log-Likelihood:                -16307.\n",
+      "No. Observations:                1379   AIC:                         3.269e+04\n",
+      "Df Residuals:                    1341   BIC:                         3.289e+04\n",
+      "Df Model:                          37                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "========================================================================================\n",
+      "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "----------------------------------------------------------------------------------------\n",
+      "const                 9.591e+04   6192.913     15.487      0.000    8.38e+04    1.08e+05\n",
+      "GrLivArea               43.5552      2.676     16.279      0.000      38.307      48.804\n",
+      "GarageArea              36.0025      7.329      4.912      0.000      21.625      50.380\n",
+      "1stFlrSF                16.5256      3.338      4.950      0.000       9.977      23.074\n",
+      "garage_old              45.4425     69.250      0.656      0.512     -90.407     181.292\n",
+      "years_remod           -387.1455     63.327     -6.113      0.000    -511.377    -262.914\n",
+      "OverallQual_2        -3.872e+04   2.21e+04     -1.755      0.079    -8.2e+04    4551.469\n",
+      "OverallQual_3        -4.165e+04   8778.448     -4.744      0.000   -5.89e+04   -2.44e+04\n",
+      "OverallQual_4        -3.169e+04   4616.651     -6.865      0.000   -4.08e+04   -2.26e+04\n",
+      "OverallQual_5        -2.565e+04   3554.465     -7.218      0.000   -3.26e+04   -1.87e+04\n",
+      "OverallQual_6        -1.601e+04   3418.435     -4.683      0.000   -2.27e+04   -9301.155\n",
+      "OverallQual_7        -1354.5713   3551.770     -0.381      0.703   -8322.201    5613.059\n",
+      "OverallQual_8         2.744e+04   4279.299      6.411      0.000     1.9e+04    3.58e+04\n",
+      "OverallQual_9         9.959e+04   6380.510     15.608      0.000    8.71e+04    1.12e+05\n",
+      "OverallQual_10         1.24e+05   8943.420     13.860      0.000    1.06e+05    1.42e+05\n",
+      "Neighborhood_Blmngtn -3131.9259   8342.498     -0.375      0.707   -1.95e+04    1.32e+04\n",
+      "Neighborhood_Blueste -1.571e+04   2.29e+04     -0.685      0.493   -6.07e+04    2.92e+04\n",
+      "Neighborhood_BrDale  -2.488e+04   8644.801     -2.878      0.004   -4.18e+04   -7925.081\n",
+      "Neighborhood_BrkSide -8406.8943   5220.187     -1.610      0.108   -1.86e+04    1833.728\n",
+      "Neighborhood_ClearCr   2.96e+04   6508.639      4.548      0.000    1.68e+04    4.24e+04\n",
+      "Neighborhood_CollgCr  8225.6800   3330.086      2.470      0.014    1692.935    1.48e+04\n",
+      "Neighborhood_Crawfor  2.309e+04   5117.741      4.511      0.000     1.3e+04    3.31e+04\n",
+      "Neighborhood_Edwards -2.206e+04   4161.515     -5.301      0.000   -3.02e+04   -1.39e+04\n",
+      "Neighborhood_Gilbert  7180.0171   4235.083      1.695      0.090   -1128.092    1.55e+04\n",
+      "Neighborhood_IDOTRR  -2.311e+04   6591.100     -3.506      0.000    -3.6e+04   -1.02e+04\n",
+      "Neighborhood_MeadowV -2.556e+04   9658.435     -2.647      0.008   -4.45e+04   -6614.045\n",
+      "Neighborhood_Mitchel  -556.3575   5207.507     -0.107      0.915   -1.08e+04    9659.390\n",
+      "Neighborhood_NAmes   -3994.7583   3002.577     -1.330      0.184   -9885.018    1895.501\n",
+      "Neighborhood_NPkVill -7252.7987    1.1e+04     -0.661      0.509   -2.88e+04    1.43e+04\n",
+      "Neighborhood_NWAmes    559.7158   4226.394      0.132      0.895   -7731.348    8850.779\n",
+      "Neighborhood_NoRidge  5.792e+04   5835.592      9.925      0.000    4.65e+04    6.94e+04\n",
+      "Neighborhood_NridgHt  3.651e+04   4862.343      7.508      0.000     2.7e+04     4.6e+04\n",
+      "Neighborhood_OldTown -2.846e+04   4009.815     -7.097      0.000   -3.63e+04   -2.06e+04\n",
+      "Neighborhood_SWISU   -2.241e+04   7744.735     -2.893      0.004   -3.76e+04   -7214.306\n",
+      "Neighborhood_Sawyer  -4475.1779   4383.465     -1.021      0.307   -1.31e+04    4124.016\n",
+      "Neighborhood_SawyerW  3571.3700   4559.661      0.783      0.434   -5373.475    1.25e+04\n",
+      "Neighborhood_Somerst  1.154e+04   4249.170      2.717      0.007    3208.780    1.99e+04\n",
+      "Neighborhood_StoneBr  5.005e+04   7097.402      7.052      0.000    3.61e+04     6.4e+04\n",
+      "Neighborhood_Timber   2.015e+04   5643.050      3.570      0.000    9076.442    3.12e+04\n",
+      "Neighborhood_Veenker  3.752e+04   9886.685      3.795      0.000    1.81e+04    5.69e+04\n",
+      "==============================================================================\n",
+      "Omnibus:                      501.388   Durbin-Watson:                   1.917\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            41586.993\n",
+      "Skew:                          -0.754   Prob(JB):                         0.00\n",
+      "Kurtosis:                      29.861   Cond. No.                     4.18e+16\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The smallest eigenvalue is 3.42e-24. This might indicate that there are\n",
+      "strong multicollinearity problems or that the design matrix is singular.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_1.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0e4584f1-cb8d-441e-9ab3-8e53747b8912",
+   "metadata": {},
+   "source": [
+    "## Modelo 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 460,
+   "id": "08c49bf9-a99e-455e-b532-543bd54575d7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#se eliminan columnas con p-value mayores a 0.05: 'garage_old'\n",
+    "df_regresion_2= df[['GrLivArea', 'GarageArea', '1stFlrSF','years_remod','OverallQual', 'Neighborhood','SalePrice']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 461,
+   "id": "24612db0-e33a-48f7-941f-84319631ccbb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#se eliminan columnas con p-value mayores a 0.05: algunos grupos de Neighborhood y OverallQual\n",
+    "df_regresion_2_d = pd.get_dummies(df_regresion_2, columns=['OverallQual', 'Neighborhood'])\n",
+    "df_regresion_2_d_clean =df_regresion_2_d.drop(columns=['OverallQual_2', 'OverallQual_7', 'Neighborhood_Blmngtn', 'Neighborhood_Blueste', 'Neighborhood_BrkSide', 'Neighborhood_Gilbert','Neighborhood_Mitchel',\n",
+    "                            'Neighborhood_NAmes', 'Neighborhood_NPkVill', 'Neighborhood_NWAmes', 'Neighborhood_Sawyer', 'Neighborhood_SawyerW', 'SalePrice'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 462,
+   "id": "dee54cc7-15c9-48bc-b791-30a0eb3cf28b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(1460, 28)"
+      ]
+     },
+     "execution_count": 462,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_2 = sm.add_constant(df_regresion_2_d_clean)\n",
+    "X_2.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 463,
+   "id": "e01dfff1-6c9c-4a43-862b-ebc55d5d6eb9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1460,)"
+      ]
+     },
+     "execution_count": 463,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y_2 = df_regresion_2['SalePrice']\n",
+    "Y_2.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 464,
+   "id": "c2a99677-873b-4797-ae33-2a3b4952f9c8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_lineal_2 = sm.OLS(Y_2,X_2).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 465,
+   "id": "701ef178-1b39-4745-a7b1-468612f52c73",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.830\n",
+      "Model:                            OLS   Adj. R-squared:                  0.827\n",
+      "Method:                 Least Squares   F-statistic:                     259.4\n",
+      "Date:                Sun, 31 Jul 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        14:19:02   Log-Likelihood:                -17249.\n",
+      "No. Observations:                1460   AIC:                         3.455e+04\n",
+      "Df Residuals:                    1432   BIC:                         3.470e+04\n",
+      "Df Model:                          27                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "========================================================================================\n",
+      "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "----------------------------------------------------------------------------------------\n",
+      "const                 9.658e+04   5356.806     18.029      0.000    8.61e+04    1.07e+05\n",
+      "GrLivArea               43.4419      2.448     17.743      0.000      38.639      48.245\n",
+      "GarageArea              38.3029      5.480      6.989      0.000      27.553      49.053\n",
+      "1stFlrSF                15.5976      3.087      5.052      0.000       9.542      21.653\n",
+      "years_remod           -411.2752     53.209     -7.729      0.000    -515.652    -306.899\n",
+      "OverallQual_1        -4.488e+04   2.38e+04     -1.885      0.060   -9.16e+04    1826.757\n",
+      "OverallQual_3         -4.57e+04   8053.980     -5.675      0.000   -6.15e+04   -2.99e+04\n",
+      "OverallQual_4         -3.02e+04   4339.091     -6.959      0.000   -3.87e+04   -2.17e+04\n",
+      "OverallQual_5        -2.531e+04   3016.807     -8.389      0.000   -3.12e+04   -1.94e+04\n",
+      "OverallQual_6        -1.498e+04   2790.748     -5.368      0.000   -2.05e+04   -9507.241\n",
+      "OverallQual_8         2.784e+04   3564.767      7.809      0.000    2.08e+04    3.48e+04\n",
+      "OverallQual_9         1.003e+05   6234.371     16.085      0.000     8.8e+04    1.13e+05\n",
+      "OverallQual_10         1.24e+05   8992.434     13.794      0.000    1.06e+05    1.42e+05\n",
+      "Neighborhood_BrDale  -2.363e+04   8536.476     -2.768      0.006   -4.04e+04   -6880.157\n",
+      "Neighborhood_ClearCr  2.972e+04   6439.109      4.615      0.000    1.71e+04    4.23e+04\n",
+      "Neighborhood_CollgCr  8193.2003   3258.615      2.514      0.012    1801.029    1.46e+04\n",
+      "Neighborhood_Crawfor   2.62e+04   4901.975      5.345      0.000    1.66e+04    3.58e+04\n",
+      "Neighborhood_Edwards -1.697e+04   3682.509     -4.607      0.000   -2.42e+04   -9742.791\n",
+      "Neighborhood_IDOTRR  -2.325e+04   5766.454     -4.031      0.000   -3.46e+04   -1.19e+04\n",
+      "Neighborhood_MeadowV -1.903e+04   8390.788     -2.268      0.023   -3.55e+04   -2572.232\n",
+      "Neighborhood_NoRidge  5.849e+04   5992.010      9.761      0.000    4.67e+04    7.02e+04\n",
+      "Neighborhood_NridgHt  3.625e+04   5017.156      7.226      0.000    2.64e+04    4.61e+04\n",
+      "Neighborhood_OldTown -2.578e+04   3488.451     -7.390      0.000   -3.26e+04   -1.89e+04\n",
+      "Neighborhood_SWISU   -2.027e+04   6916.463     -2.931      0.003   -3.38e+04   -6701.627\n",
+      "Neighborhood_Somerst  1.089e+04   4294.707      2.535      0.011    2463.454    1.93e+04\n",
+      "Neighborhood_StoneBr  5.064e+04   7325.570      6.913      0.000    3.63e+04     6.5e+04\n",
+      "Neighborhood_Timber   2.088e+04   5777.482      3.614      0.000    9546.335    3.22e+04\n",
+      "Neighborhood_Veenker  3.893e+04   1.01e+04      3.844      0.000    1.91e+04    5.88e+04\n",
+      "==============================================================================\n",
+      "Omnibus:                      537.623   Durbin-Watson:                   1.931\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            45387.025\n",
+      "Skew:                          -0.778   Prob(JB):                         0.00\n",
+      "Kurtosis:                      30.270   Cond. No.                     5.67e+04\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 5.67e+04. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_2.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8d01b8f1-0421-4a9a-b000-9a007673cef6",
+   "metadata": {},
+   "source": [
+    "Se elige el modelo 2 que presenta un r cuadrado mayor.\n",
+    "\n",
+    "Se procede entonces a testeo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 466,
+   "id": "c11fab81-8439-41e8-a439-0b1283878393",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.linear_model import Ridge, Lasso\n",
+    "from sklearn import metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 467,
+   "id": "c2a46c3c-afa1-495f-96ab-d3950fc8869b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X_2, Y_2, random_state = 432, train_size = 0.8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 468,
+   "id": "a9c20730-2b74-4bbc-9d69-3f311a4d9403",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "linear_reg = LinearRegression()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 469,
+   "id": "bdbbb1a6-7903-4202-a410-43bb91e96ced",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression()"
+      ]
+     },
+     "execution_count": 469,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear_reg.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 470,
+   "id": "ae56e2a0-d98e-40c7-83ec-78d5ca6f7e09",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "prediccion_train = linear_reg.predict(X_train)\n",
+    "prediccion_test = linear_reg.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 471,
+   "id": "d5258b4c-39e1-4547-8833-b7c0632475f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8547011199077087"
+      ]
+     },
+     "execution_count": 471,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.r2_score(y_train, prediccion_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 472,
+   "id": "992acb95-e487-4be0-ad80-7b49c796ce80",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.7061577805110134"
+      ]
+     },
+     "execution_count": 472,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.r2_score(y_test, prediccion_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "46be939a-2885-4660-9574-a0a914600411",
+   "metadata": {},
+   "source": [
+    "## Ridge"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 473,
+   "id": "a722ee89-ef0f-4012-8bc4-e6ab927f65b5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rid_reg = Ridge(alpha = 1).fit(X_train, y_train)\n",
+    "rid_reg100 = Ridge(alpha = 100).fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 474,
+   "id": "e63698e0-d96e-4e82-a273-115a18995dc7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Ridge_train_score = rid_reg.score(X_train, y_train)\n",
+    "Ridge_train_score100 = rid_reg100.score(X_train, y_train)\n",
+    "Ridge_test_score = rid_reg.score(X_test, y_test)\n",
+    "Ridge_test_score100 = rid_reg100.score(X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 475,
+   "id": "960a837f-6bc3-40c1-b192-5543d868412c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Alpha1 entrenamiento 0.8542768854563241, validacion 0.7068025187633397\n",
+      "Alpha100 entrenamiento 0.7784950941984752, validacion 0.616737790154476\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f'Alpha1 entrenamiento {Ridge_train_score}, validacion {Ridge_test_score}')\n",
+    "print(f'Alpha100 entrenamiento {Ridge_train_score100}, validacion {Ridge_test_score100}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4564c5e4-b0a3-4ec4-9ddb-eb26b0865b4e",
+   "metadata": {},
+   "source": [
+    "Al poner a prueba la regresión, se puede observar que los valores de r cuadrado se mantienen en un nivel óptimo en ambos casos, por lo que podría indicar que mi modelo está bien."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be500e5a-334b-417f-a6f6-d87f5adcbbea",
+   "metadata": {},
+   "source": [
+    "# CONCLUSIÓN"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82c07172-12e8-4c08-a3a8-b64bdd7fc01c",
+   "metadata": {},
+   "source": [
+    "Después de haber revisado y analizado la data entregada se concluye que las variables que más influyen en el precio de las viviendas son:\n",
+    "- 'GrLivArea': Above grade (ground) living area square feet\n",
+    "- 'GarageArea': Size of garage in square feet\n",
+    "- '1stFlrSF': First Floor square feet\n",
+    "- 'years_remod': Remodel date (same as construction date if no remodeling or additions), transformada a años desde remodelación\n",
+    "- 'OverallQual': Rates the overall material and finish of the house\n",
+    "- 'Neighborhood': hysical locations within Ames city limits\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data-description.txt b/data-description.txt
new file mode 100644
index 0000000..b6bbe89
--- /dev/null
+++ b/data-description.txt
@@ -0,0 +1,84 @@
+https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data
+
+Data Descriptions
+
+SalePrice - the property's sale price in dollars. This is the target variable that you're trying to predict.
+MSSubClass: The building class
+MSZoning: The general zoning classification
+LotFrontage: Linear feet of street connected to property
+LotArea: Lot size in square feet
+Street: Type of road access
+Alley: Type of alley access
+LotShape: General shape of property
+LandContour: Flatness of the property
+Utilities: Type of utilities available
+LotConfig: Lot configuration
+LandSlope: Slope of property
+Neighborhood: Physical locations within Ames city limits
+Condition1: Proximity to main road or railroad
+Condition2: Proximity to main road or railroad (if a second is present)
+BldgType: Type of dwelling
+HouseStyle: Style of dwelling
+OverallQual: Overall material and finish quality
+OverallCond: Overall condition rating
+YearBuilt: Original construction date
+YearRemodAdd: Remodel date
+RoofStyle: Type of roof
+RoofMatl: Roof material
+Exterior1st: Exterior covering on house
+Exterior2nd: Exterior covering on house (if more than one material)
+MasVnrType: Masonry veneer type
+MasVnrArea: Masonry veneer area in square feet
+ExterQual: Exterior material quality
+ExterCond: Present condition of the material on the exterior
+Foundation: Type of foundation
+BsmtQual: Height of the basement
+BsmtCond: General condition of the basement
+BsmtExposure: Walkout or garden level basement walls
+BsmtFinType1: Quality of basement finished area
+BsmtFinSF1: Type 1 finished square feet
+BsmtFinType2: Quality of second finished area (if present)
+BsmtFinSF2: Type 2 finished square feet
+BsmtUnfSF: Unfinished square feet of basement area
+TotalBsmtSF: Total square feet of basement area
+Heating: Type of heating
+HeatingQC: Heating quality and condition
+CentralAir: Central air conditioning
+Electrical: Electrical system
+1stFlrSF: First Floor square feet
+2ndFlrSF: Second floor square feet
+LowQualFinSF: Low quality finished square feet (all floors)
+GrLivArea: Above grade (ground) living area square feet
+BsmtFullBath: Basement full bathrooms
+BsmtHalfBath: Basement half bathrooms
+FullBath: Full bathrooms above grade
+HalfBath: Half baths above grade
+Bedroom: Number of bedrooms above basement level
+Kitchen: Number of kitchens
+KitchenQual: Kitchen quality
+TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
+Functional: Home functionality rating
+Fireplaces: Number of fireplaces
+FireplaceQu: Fireplace quality
+GarageType: Garage location
+GarageYrBlt: Year garage was built
+GarageFinish: Interior finish of the garage
+GarageCars: Size of garage in car capacity
+GarageArea: Size of garage in square feet
+GarageQual: Garage quality
+GarageCond: Garage condition
+PavedDrive: Paved driveway
+WoodDeckSF: Wood deck area in square feet
+OpenPorchSF: Open porch area in square feet
+EnclosedPorch: Enclosed porch area in square feet
+3SsnPorch: Three season porch area in square feet
+ScreenPorch: Screen porch area in square feet
+PoolArea: Pool area in square feet
+PoolQC: Pool quality
+Fence: Fence quality
+MiscFeature: Miscellaneous feature not covered in other categories
+MiscVal: $Value of miscellaneous feature
+MoSold: Month Sold
+YrSold: Year Sold
+SaleType: Type of sale
+SaleCondition: Condition of sale
\ No newline at end of file
diff --git a/data_description.txt b/data_description.txt
new file mode 100644
index 0000000..cba0710
--- /dev/null
+++ b/data_description.txt
@@ -0,0 +1,523 @@
+MSSubClass: Identifies the type of dwelling involved in the sale.	
+
+        20	1-STORY 1946 & NEWER ALL STYLES
+        30	1-STORY 1945 & OLDER
+        40	1-STORY W/FINISHED ATTIC ALL AGES
+        45	1-1/2 STORY - UNFINISHED ALL AGES
+        50	1-1/2 STORY FINISHED ALL AGES
+        60	2-STORY 1946 & NEWER
+        70	2-STORY 1945 & OLDER
+        75	2-1/2 STORY ALL AGES
+        80	SPLIT OR MULTI-LEVEL
+        85	SPLIT FOYER
+        90	DUPLEX - ALL STYLES AND AGES
+       120	1-STORY PUD (Planned Unit Development) - 1946 & NEWER
+       150	1-1/2 STORY PUD - ALL AGES
+       160	2-STORY PUD - 1946 & NEWER
+       180	PUD - MULTILEVEL - INCL SPLIT LEV/FOYER
+       190	2 FAMILY CONVERSION - ALL STYLES AND AGES
+
+MSZoning: Identifies the general zoning classification of the sale.
+		
+       A	Agriculture
+       C	Commercial
+       FV	Floating Village Residential
+       I	Industrial
+       RH	Residential High Density
+       RL	Residential Low Density
+       RP	Residential Low Density Park 
+       RM	Residential Medium Density
+	
+LotFrontage: Linear feet of street connected to property
+
+LotArea: Lot size in square feet
+
+Street: Type of road access to property
+
+       Grvl	Gravel	
+       Pave	Paved
+       	
+Alley: Type of alley access to property
+
+       Grvl	Gravel
+       Pave	Paved
+       NA 	No alley access
+		
+LotShape: General shape of property
+
+       Reg	Regular	
+       IR1	Slightly irregular
+       IR2	Moderately Irregular
+       IR3	Irregular
+       
+LandContour: Flatness of the property
+
+       Lvl	Near Flat/Level	
+       Bnk	Banked - Quick and significant rise from street grade to building
+       HLS	Hillside - Significant slope from side to side
+       Low	Depression
+		
+Utilities: Type of utilities available
+		
+       AllPub	All public Utilities (E,G,W,& S)	
+       NoSewr	Electricity, Gas, and Water (Septic Tank)
+       NoSeWa	Electricity and Gas Only
+       ELO	Electricity only	
+	
+LotConfig: Lot configuration
+
+       Inside	Inside lot
+       Corner	Corner lot
+       CulDSac	Cul-de-sac
+       FR2	Frontage on 2 sides of property
+       FR3	Frontage on 3 sides of property
+	
+LandSlope: Slope of property
+		
+       Gtl	Gentle slope
+       Mod	Moderate Slope	
+       Sev	Severe Slope
+	
+Neighborhood: Physical locations within Ames city limits
+
+       Blmngtn	Bloomington Heights
+       Blueste	Bluestem
+       BrDale	Briardale
+       BrkSide	Brookside
+       ClearCr	Clear Creek
+       CollgCr	College Creek
+       Crawfor	Crawford
+       Edwards	Edwards
+       Gilbert	Gilbert
+       IDOTRR	Iowa DOT and Rail Road
+       MeadowV	Meadow Village
+       Mitchel	Mitchell
+       Names	North Ames
+       NoRidge	Northridge
+       NPkVill	Northpark Villa
+       NridgHt	Northridge Heights
+       NWAmes	Northwest Ames
+       OldTown	Old Town
+       SWISU	South & West of Iowa State University
+       Sawyer	Sawyer
+       SawyerW	Sawyer West
+       Somerst	Somerset
+       StoneBr	Stone Brook
+       Timber	Timberland
+       Veenker	Veenker
+			
+Condition1: Proximity to various conditions
+	
+       Artery	Adjacent to arterial street
+       Feedr	Adjacent to feeder street	
+       Norm	Normal	
+       RRNn	Within 200' of North-South Railroad
+       RRAn	Adjacent to North-South Railroad
+       PosN	Near positive off-site feature--park, greenbelt, etc.
+       PosA	Adjacent to postive off-site feature
+       RRNe	Within 200' of East-West Railroad
+       RRAe	Adjacent to East-West Railroad
+	
+Condition2: Proximity to various conditions (if more than one is present)
+		
+       Artery	Adjacent to arterial street
+       Feedr	Adjacent to feeder street	
+       Norm	Normal	
+       RRNn	Within 200' of North-South Railroad
+       RRAn	Adjacent to North-South Railroad
+       PosN	Near positive off-site feature--park, greenbelt, etc.
+       PosA	Adjacent to postive off-site feature
+       RRNe	Within 200' of East-West Railroad
+       RRAe	Adjacent to East-West Railroad
+	
+BldgType: Type of dwelling
+		
+       1Fam	Single-family Detached	
+       2FmCon	Two-family Conversion; originally built as one-family dwelling
+       Duplx	Duplex
+       TwnhsE	Townhouse End Unit
+       TwnhsI	Townhouse Inside Unit
+	
+HouseStyle: Style of dwelling
+	
+       1Story	One story
+       1.5Fin	One and one-half story: 2nd level finished
+       1.5Unf	One and one-half story: 2nd level unfinished
+       2Story	Two story
+       2.5Fin	Two and one-half story: 2nd level finished
+       2.5Unf	Two and one-half story: 2nd level unfinished
+       SFoyer	Split Foyer
+       SLvl	Split Level
+	
+OverallQual: Rates the overall material and finish of the house
+
+       10	Very Excellent
+       9	Excellent
+       8	Very Good
+       7	Good
+       6	Above Average
+       5	Average
+       4	Below Average
+       3	Fair
+       2	Poor
+       1	Very Poor
+	
+OverallCond: Rates the overall condition of the house
+
+       10	Very Excellent
+       9	Excellent
+       8	Very Good
+       7	Good
+       6	Above Average	
+       5	Average
+       4	Below Average	
+       3	Fair
+       2	Poor
+       1	Very Poor
+		
+YearBuilt: Original construction date
+
+YearRemodAdd: Remodel date (same as construction date if no remodeling or additions)
+
+RoofStyle: Type of roof
+
+       Flat	Flat
+       Gable	Gable
+       Gambrel	Gabrel (Barn)
+       Hip	Hip
+       Mansard	Mansard
+       Shed	Shed
+		
+RoofMatl: Roof material
+
+       ClyTile	Clay or Tile
+       CompShg	Standard (Composite) Shingle
+       Membran	Membrane
+       Metal	Metal
+       Roll	Roll
+       Tar&Grv	Gravel & Tar
+       WdShake	Wood Shakes
+       WdShngl	Wood Shingles
+		
+Exterior1st: Exterior covering on house
+
+       AsbShng	Asbestos Shingles
+       AsphShn	Asphalt Shingles
+       BrkComm	Brick Common
+       BrkFace	Brick Face
+       CBlock	Cinder Block
+       CemntBd	Cement Board
+       HdBoard	Hard Board
+       ImStucc	Imitation Stucco
+       MetalSd	Metal Siding
+       Other	Other
+       Plywood	Plywood
+       PreCast	PreCast	
+       Stone	Stone
+       Stucco	Stucco
+       VinylSd	Vinyl Siding
+       Wd Sdng	Wood Siding
+       WdShing	Wood Shingles
+	
+Exterior2nd: Exterior covering on house (if more than one material)
+
+       AsbShng	Asbestos Shingles
+       AsphShn	Asphalt Shingles
+       BrkComm	Brick Common
+       BrkFace	Brick Face
+       CBlock	Cinder Block
+       CemntBd	Cement Board
+       HdBoard	Hard Board
+       ImStucc	Imitation Stucco
+       MetalSd	Metal Siding
+       Other	Other
+       Plywood	Plywood
+       PreCast	PreCast
+       Stone	Stone
+       Stucco	Stucco
+       VinylSd	Vinyl Siding
+       Wd Sdng	Wood Siding
+       WdShing	Wood Shingles
+	
+MasVnrType: Masonry veneer type
+
+       BrkCmn	Brick Common
+       BrkFace	Brick Face
+       CBlock	Cinder Block
+       None	None
+       Stone	Stone
+	
+MasVnrArea: Masonry veneer area in square feet
+
+ExterQual: Evaluates the quality of the material on the exterior 
+		
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       Po	Poor
+		
+ExterCond: Evaluates the present condition of the material on the exterior
+		
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       Po	Poor
+		
+Foundation: Type of foundation
+		
+       BrkTil	Brick & Tile
+       CBlock	Cinder Block
+       PConc	Poured Contrete	
+       Slab	Slab
+       Stone	Stone
+       Wood	Wood
+		
+BsmtQual: Evaluates the height of the basement
+
+       Ex	Excellent (100+ inches)	
+       Gd	Good (90-99 inches)
+       TA	Typical (80-89 inches)
+       Fa	Fair (70-79 inches)
+       Po	Poor (<70 inches
+       NA	No Basement
+		
+BsmtCond: Evaluates the general condition of the basement
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical - slight dampness allowed
+       Fa	Fair - dampness or some cracking or settling
+       Po	Poor - Severe cracking, settling, or wetness
+       NA	No Basement
+	
+BsmtExposure: Refers to walkout or garden level walls
+
+       Gd	Good Exposure
+       Av	Average Exposure (split levels or foyers typically score average or above)	
+       Mn	Mimimum Exposure
+       No	No Exposure
+       NA	No Basement
+	
+BsmtFinType1: Rating of basement finished area
+
+       GLQ	Good Living Quarters
+       ALQ	Average Living Quarters
+       BLQ	Below Average Living Quarters	
+       Rec	Average Rec Room
+       LwQ	Low Quality
+       Unf	Unfinshed
+       NA	No Basement
+		
+BsmtFinSF1: Type 1 finished square feet
+
+BsmtFinType2: Rating of basement finished area (if multiple types)
+
+       GLQ	Good Living Quarters
+       ALQ	Average Living Quarters
+       BLQ	Below Average Living Quarters	
+       Rec	Average Rec Room
+       LwQ	Low Quality
+       Unf	Unfinshed
+       NA	No Basement
+
+BsmtFinSF2: Type 2 finished square feet
+
+BsmtUnfSF: Unfinished square feet of basement area
+
+TotalBsmtSF: Total square feet of basement area
+
+Heating: Type of heating
+		
+       Floor	Floor Furnace
+       GasA	Gas forced warm air furnace
+       GasW	Gas hot water or steam heat
+       Grav	Gravity furnace	
+       OthW	Hot water or steam heat other than gas
+       Wall	Wall furnace
+		
+HeatingQC: Heating quality and condition
+
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       Po	Poor
+		
+CentralAir: Central air conditioning
+
+       N	No
+       Y	Yes
+		
+Electrical: Electrical system
+
+       SBrkr	Standard Circuit Breakers & Romex
+       FuseA	Fuse Box over 60 AMP and all Romex wiring (Average)	
+       FuseF	60 AMP Fuse Box and mostly Romex wiring (Fair)
+       FuseP	60 AMP Fuse Box and mostly knob & tube wiring (poor)
+       Mix	Mixed
+		
+1stFlrSF: First Floor square feet
+ 
+2ndFlrSF: Second floor square feet
+
+LowQualFinSF: Low quality finished square feet (all floors)
+
+GrLivArea: Above grade (ground) living area square feet
+
+BsmtFullBath: Basement full bathrooms
+
+BsmtHalfBath: Basement half bathrooms
+
+FullBath: Full bathrooms above grade
+
+HalfBath: Half baths above grade
+
+Bedroom: Bedrooms above grade (does NOT include basement bedrooms)
+
+Kitchen: Kitchens above grade
+
+KitchenQual: Kitchen quality
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical/Average
+       Fa	Fair
+       Po	Poor
+       	
+TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
+
+Functional: Home functionality (Assume typical unless deductions are warranted)
+
+       Typ	Typical Functionality
+       Min1	Minor Deductions 1
+       Min2	Minor Deductions 2
+       Mod	Moderate Deductions
+       Maj1	Major Deductions 1
+       Maj2	Major Deductions 2
+       Sev	Severely Damaged
+       Sal	Salvage only
+		
+Fireplaces: Number of fireplaces
+
+FireplaceQu: Fireplace quality
+
+       Ex	Excellent - Exceptional Masonry Fireplace
+       Gd	Good - Masonry Fireplace in main level
+       TA	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement
+       Fa	Fair - Prefabricated Fireplace in basement
+       Po	Poor - Ben Franklin Stove
+       NA	No Fireplace
+		
+GarageType: Garage location
+		
+       2Types	More than one type of garage
+       Attchd	Attached to home
+       Basment	Basement Garage
+       BuiltIn	Built-In (Garage part of house - typically has room above garage)
+       CarPort	Car Port
+       Detchd	Detached from home
+       NA	No Garage
+		
+GarageYrBlt: Year garage was built
+		
+GarageFinish: Interior finish of the garage
+
+       Fin	Finished
+       RFn	Rough Finished	
+       Unf	Unfinished
+       NA	No Garage
+		
+GarageCars: Size of garage in car capacity
+
+GarageArea: Size of garage in square feet
+
+GarageQual: Garage quality
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical/Average
+       Fa	Fair
+       Po	Poor
+       NA	No Garage
+		
+GarageCond: Garage condition
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical/Average
+       Fa	Fair
+       Po	Poor
+       NA	No Garage
+		
+PavedDrive: Paved driveway
+
+       Y	Paved 
+       P	Partial Pavement
+       N	Dirt/Gravel
+		
+WoodDeckSF: Wood deck area in square feet
+
+OpenPorchSF: Open porch area in square feet
+
+EnclosedPorch: Enclosed porch area in square feet
+
+3SsnPorch: Three season porch area in square feet
+
+ScreenPorch: Screen porch area in square feet
+
+PoolArea: Pool area in square feet
+
+PoolQC: Pool quality
+		
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       NA	No Pool
+		
+Fence: Fence quality
+		
+       GdPrv	Good Privacy
+       MnPrv	Minimum Privacy
+       GdWo	Good Wood
+       MnWw	Minimum Wood/Wire
+       NA	No Fence
+	
+MiscFeature: Miscellaneous feature not covered in other categories
+		
+       Elev	Elevator
+       Gar2	2nd Garage (if not described in garage section)
+       Othr	Other
+       Shed	Shed (over 100 SF)
+       TenC	Tennis Court
+       NA	None
+		
+MiscVal: $Value of miscellaneous feature
+
+MoSold: Month Sold (MM)
+
+YrSold: Year Sold (YYYY)
+
+SaleType: Type of sale
+		
+       WD 	Warranty Deed - Conventional
+       CWD	Warranty Deed - Cash
+       VWD	Warranty Deed - VA Loan
+       New	Home just constructed and sold
+       COD	Court Officer Deed/Estate
+       Con	Contract 15% Down payment regular terms
+       ConLw	Contract Low Down payment and low interest
+       ConLI	Contract Low Interest
+       ConLD	Contract Low Down
+       Oth	Other
+		
+SaleCondition: Condition of sale
+
+       Normal	Normal Sale
+       Abnorml	Abnormal Sale -  trade, foreclosure, short sale
+       AdjLand	Adjoining Land Purchase
+       Alloca	Allocation - two linked properties with separate deeds, typically condo with a garage unit	
+       Family	Sale between family members
+       Partial	Home was not completed when last assessed (associated with New Homes)
diff --git a/statistical-analysis.ipynb b/statistical-analysis.ipynb
new file mode 100644
index 0000000..b04a503
--- /dev/null
+++ b/statistical-analysis.ipynb
@@ -0,0 +1,2983 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "2ec2a7df-5f51-4824-b597-98113dd884f7",
+   "metadata": {},
+   "source": [
+    "# Navegando la Data\n",
+    "\n",
+    "Revisión de la iformación contenida en el csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "7f422632-ed19-471b-94ff-d7effd94354f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 248,
+   "id": "8ec750e4-b8b7-471b-93db-d024a744685e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('train.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 249,
+   "id": "d3faaf28-1de5-4eef-b97b-57f738cff4d7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>MSSubClass</th>\n",
+       "      <th>MSZoning</th>\n",
+       "      <th>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>Street</th>\n",
+       "      <th>Alley</th>\n",
+       "      <th>LotShape</th>\n",
+       "      <th>LandContour</th>\n",
+       "      <th>Utilities</th>\n",
+       "      <th>...</th>\n",
+       "      <th>PoolArea</th>\n",
+       "      <th>PoolQC</th>\n",
+       "      <th>Fence</th>\n",
+       "      <th>MiscFeature</th>\n",
+       "      <th>MiscVal</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SaleType</th>\n",
+       "      <th>SaleCondition</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>8450</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>208500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9600</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>181500</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2 rows × 81 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
+       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
+       "\n",
+       "  LandContour Utilities  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n",
+       "0         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
+       "1         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      5   \n",
+       "\n",
+       "  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "0   2008        WD         Normal     208500  \n",
+       "1   2007        WD         Normal     181500  \n",
+       "\n",
+       "[2 rows x 81 columns]"
+      ]
+     },
+     "execution_count": 249,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 250,
+   "id": "4ef1038c-8eac-489d-919a-395f5a041099",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1460 entries, 0 to 1459\n",
+      "Data columns (total 81 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Id             1460 non-null   int64  \n",
+      " 1   MSSubClass     1460 non-null   int64  \n",
+      " 2   MSZoning       1460 non-null   object \n",
+      " 3   LotFrontage    1201 non-null   float64\n",
+      " 4   LotArea        1460 non-null   int64  \n",
+      " 5   Street         1460 non-null   object \n",
+      " 6   Alley          91 non-null     object \n",
+      " 7   LotShape       1460 non-null   object \n",
+      " 8   LandContour    1460 non-null   object \n",
+      " 9   Utilities      1460 non-null   object \n",
+      " 10  LotConfig      1460 non-null   object \n",
+      " 11  LandSlope      1460 non-null   object \n",
+      " 12  Neighborhood   1460 non-null   object \n",
+      " 13  Condition1     1460 non-null   object \n",
+      " 14  Condition2     1460 non-null   object \n",
+      " 15  BldgType       1460 non-null   object \n",
+      " 16  HouseStyle     1460 non-null   object \n",
+      " 17  OverallQual    1460 non-null   int64  \n",
+      " 18  OverallCond    1460 non-null   int64  \n",
+      " 19  YearBuilt      1460 non-null   int64  \n",
+      " 20  YearRemodAdd   1460 non-null   int64  \n",
+      " 21  RoofStyle      1460 non-null   object \n",
+      " 22  RoofMatl       1460 non-null   object \n",
+      " 23  Exterior1st    1460 non-null   object \n",
+      " 24  Exterior2nd    1460 non-null   object \n",
+      " 25  MasVnrType     1452 non-null   object \n",
+      " 26  MasVnrArea     1452 non-null   float64\n",
+      " 27  ExterQual      1460 non-null   object \n",
+      " 28  ExterCond      1460 non-null   object \n",
+      " 29  Foundation     1460 non-null   object \n",
+      " 30  BsmtQual       1423 non-null   object \n",
+      " 31  BsmtCond       1423 non-null   object \n",
+      " 32  BsmtExposure   1422 non-null   object \n",
+      " 33  BsmtFinType1   1423 non-null   object \n",
+      " 34  BsmtFinSF1     1460 non-null   int64  \n",
+      " 35  BsmtFinType2   1422 non-null   object \n",
+      " 36  BsmtFinSF2     1460 non-null   int64  \n",
+      " 37  BsmtUnfSF      1460 non-null   int64  \n",
+      " 38  TotalBsmtSF    1460 non-null   int64  \n",
+      " 39  Heating        1460 non-null   object \n",
+      " 40  HeatingQC      1460 non-null   object \n",
+      " 41  CentralAir     1460 non-null   object \n",
+      " 42  Electrical     1459 non-null   object \n",
+      " 43  1stFlrSF       1460 non-null   int64  \n",
+      " 44  2ndFlrSF       1460 non-null   int64  \n",
+      " 45  LowQualFinSF   1460 non-null   int64  \n",
+      " 46  GrLivArea      1460 non-null   int64  \n",
+      " 47  BsmtFullBath   1460 non-null   int64  \n",
+      " 48  BsmtHalfBath   1460 non-null   int64  \n",
+      " 49  FullBath       1460 non-null   int64  \n",
+      " 50  HalfBath       1460 non-null   int64  \n",
+      " 51  BedroomAbvGr   1460 non-null   int64  \n",
+      " 52  KitchenAbvGr   1460 non-null   int64  \n",
+      " 53  KitchenQual    1460 non-null   object \n",
+      " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
+      " 55  Functional     1460 non-null   object \n",
+      " 56  Fireplaces     1460 non-null   int64  \n",
+      " 57  FireplaceQu    770 non-null    object \n",
+      " 58  GarageType     1379 non-null   object \n",
+      " 59  GarageYrBlt    1379 non-null   float64\n",
+      " 60  GarageFinish   1379 non-null   object \n",
+      " 61  GarageCars     1460 non-null   int64  \n",
+      " 62  GarageArea     1460 non-null   int64  \n",
+      " 63  GarageQual     1379 non-null   object \n",
+      " 64  GarageCond     1379 non-null   object \n",
+      " 65  PavedDrive     1460 non-null   object \n",
+      " 66  WoodDeckSF     1460 non-null   int64  \n",
+      " 67  OpenPorchSF    1460 non-null   int64  \n",
+      " 68  EnclosedPorch  1460 non-null   int64  \n",
+      " 69  3SsnPorch      1460 non-null   int64  \n",
+      " 70  ScreenPorch    1460 non-null   int64  \n",
+      " 71  PoolArea       1460 non-null   int64  \n",
+      " 72  PoolQC         7 non-null      object \n",
+      " 73  Fence          281 non-null    object \n",
+      " 74  MiscFeature    54 non-null     object \n",
+      " 75  MiscVal        1460 non-null   int64  \n",
+      " 76  MoSold         1460 non-null   int64  \n",
+      " 77  YrSold         1460 non-null   int64  \n",
+      " 78  SaleType       1460 non-null   object \n",
+      " 79  SaleCondition  1460 non-null   object \n",
+      " 80  SalePrice      1460 non-null   int64  \n",
+      "dtypes: float64(3), int64(35), object(43)\n",
+      "memory usage: 924.0+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 251,
+   "id": "44e719eb-f2bf-4fa5-bba4-bb90aecefe56",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Eliminación columna Id\n",
+    "df.drop(columns='Id', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 258,
+   "id": "49ca2c70-808f-4f9b-8790-fc02f28e5829",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>LotFrontage</td>\n",
+       "      <td>0.177397</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>garage_old</td>\n",
+       "      <td>0.055479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>GarageFinish</td>\n",
+       "      <td>0.055479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>GarageYrBlt</td>\n",
+       "      <td>0.055479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>GarageQual</td>\n",
+       "      <td>0.055479</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          index         0\n",
+       "0   LotFrontage  0.177397\n",
+       "1    garage_old  0.055479\n",
+       "2  GarageFinish  0.055479\n",
+       "3   GarageYrBlt  0.055479\n",
+       "4    GarageQual  0.055479"
+      ]
+     },
+     "execution_count": 258,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Obtención de los porcentajes de nulos de cada columna\n",
+    "porcentajes = pd.DataFrame(df.isnull().sum().sort_values( ascending = False)/df.shape[0]).reset_index()\n",
+    "porcentajes.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 253,
+   "id": "16ab6b26-5974-4a1d-9d3f-9ba216d6c2f3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0         PoolQC\n",
+       "1    MiscFeature\n",
+       "2          Alley\n",
+       "3          Fence\n",
+       "4    FireplaceQu\n",
+       "Name: index, dtype: object"
+      ]
+     },
+     "execution_count": 253,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#se definen las columnas que tengan más de un 20% de datos faltantes\n",
+    "columnas_drop=porcentajes[porcentajes.loc[:,0] > .2]['index']\n",
+    "columnas_drop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 254,
+   "id": "52391a2d-79a3-4438-b652-7cfbf24e49c1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Se dropean columnas con más de un 20% de columnas nulas\n",
+    "df.drop(columns=columnas_drop, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
+   "id": "0d30232f-f452-4b0c-a3bc-8d5b3fa855ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       2003.0\n",
+       "1       1976.0\n",
+       "2       2001.0\n",
+       "3       1998.0\n",
+       "4       2000.0\n",
+       "         ...  \n",
+       "1455    1999.0\n",
+       "1456    1978.0\n",
+       "1457    1941.0\n",
+       "1458    1950.0\n",
+       "1459    1965.0\n",
+       "Name: GarageYrBlt, Length: 1460, dtype: float64"
+      ]
+     },
+     "execution_count": 257,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['GarageYrBlt']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8514dec8-6857-4b22-bf59-b9de9db5d228",
+   "metadata": {},
+   "source": [
+    "## Revisión y ajuste de columnas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "id": "88c8b777-e7ff-47f1-b689-7cfe941df747",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Sumando baños y sacando la proporción de baños/habitación = df['bathrooms/rooms']\n",
+    "rooms=df['BedroomAbvGr']\n",
+    "halfbaths=df['HalfBath']*0.5+df['BsmtHalfBath']*0.5\n",
+    "bathrooms=df[['FullBath', 'BsmtFullBath']].sum(axis=1)\n",
+    "df['bathrooms/rooms']=(bathrooms+halfbaths)/rooms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "id": "5c6ba15f-48d7-4bda-b5d9-32cfaa3acab1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Creación de dos solumnas que indican la cantidad de años desde la construcción df['Years_old'] y remodelación df['years_remod']\n",
+    "df['Years_old']=2022-df['YearBuilt']\n",
+    "df['years_remod']=2022-df['YearRemodAdd']\n",
+    "df['garage_old']=2022-df['GarageYrBlt']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 422,
+   "id": "993d0a8f-cdb8-447f-95ba-0db9df4f3ee1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MSSubClass</th>\n",
+       "      <th>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>MasVnrArea</th>\n",
+       "      <th>BsmtFinSF1</th>\n",
+       "      <th>BsmtFinSF2</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ScreenPorch</th>\n",
+       "      <th>PoolArea</th>\n",
+       "      <th>MiscVal</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "      <th>bathrooms/rooms</th>\n",
+       "      <th>Years_old</th>\n",
+       "      <th>years_remod</th>\n",
+       "      <th>garage_old</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1201.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1452.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.00</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1379.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>56.897260</td>\n",
+       "      <td>70.049958</td>\n",
+       "      <td>10516.828082</td>\n",
+       "      <td>6.099315</td>\n",
+       "      <td>5.575342</td>\n",
+       "      <td>1971.267808</td>\n",
+       "      <td>1984.865753</td>\n",
+       "      <td>103.685262</td>\n",
+       "      <td>443.639726</td>\n",
+       "      <td>46.549315</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15.060959</td>\n",
+       "      <td>2.758904</td>\n",
+       "      <td>43.489041</td>\n",
+       "      <td>6.321918</td>\n",
+       "      <td>2007.815753</td>\n",
+       "      <td>180921.195890</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>50.732192</td>\n",
+       "      <td>37.134247</td>\n",
+       "      <td>43.493836</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>42.300571</td>\n",
+       "      <td>24.284752</td>\n",
+       "      <td>9981.264932</td>\n",
+       "      <td>1.382997</td>\n",
+       "      <td>1.112799</td>\n",
+       "      <td>30.202904</td>\n",
+       "      <td>20.645407</td>\n",
+       "      <td>181.066207</td>\n",
+       "      <td>456.098091</td>\n",
+       "      <td>161.319273</td>\n",
+       "      <td>...</td>\n",
+       "      <td>55.757415</td>\n",
+       "      <td>40.177307</td>\n",
+       "      <td>496.123024</td>\n",
+       "      <td>2.703626</td>\n",
+       "      <td>1.328095</td>\n",
+       "      <td>79442.502883</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.202904</td>\n",
+       "      <td>20.645407</td>\n",
+       "      <td>24.689725</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>1300.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1872.000000</td>\n",
+       "      <td>1950.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>34900.000000</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>7553.500000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1954.000000</td>\n",
+       "      <td>1967.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2007.000000</td>\n",
+       "      <td>129975.000000</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>69.000000</td>\n",
+       "      <td>9478.500000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1973.000000</td>\n",
+       "      <td>1994.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>383.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2008.000000</td>\n",
+       "      <td>163000.000000</td>\n",
+       "      <td>0.75</td>\n",
+       "      <td>49.000000</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>42.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>11601.500000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2004.000000</td>\n",
+       "      <td>166.000000</td>\n",
+       "      <td>712.250000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>2009.000000</td>\n",
+       "      <td>214000.000000</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>68.000000</td>\n",
+       "      <td>55.000000</td>\n",
+       "      <td>61.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>190.000000</td>\n",
+       "      <td>313.000000</td>\n",
+       "      <td>215245.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>1600.000000</td>\n",
+       "      <td>5644.000000</td>\n",
+       "      <td>1474.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>480.000000</td>\n",
+       "      <td>738.000000</td>\n",
+       "      <td>15500.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>755000.000000</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>150.000000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>122.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 41 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        MSSubClass  LotFrontage        LotArea  OverallQual  OverallCond  \\\n",
+       "count  1460.000000  1201.000000    1460.000000  1460.000000  1460.000000   \n",
+       "mean     56.897260    70.049958   10516.828082     6.099315     5.575342   \n",
+       "std      42.300571    24.284752    9981.264932     1.382997     1.112799   \n",
+       "min      20.000000    21.000000    1300.000000     1.000000     1.000000   \n",
+       "25%      20.000000    59.000000    7553.500000     5.000000     5.000000   \n",
+       "50%      50.000000    69.000000    9478.500000     6.000000     5.000000   \n",
+       "75%      70.000000    80.000000   11601.500000     7.000000     6.000000   \n",
+       "max     190.000000   313.000000  215245.000000    10.000000     9.000000   \n",
+       "\n",
+       "         YearBuilt  YearRemodAdd   MasVnrArea   BsmtFinSF1   BsmtFinSF2  ...  \\\n",
+       "count  1460.000000   1460.000000  1452.000000  1460.000000  1460.000000  ...   \n",
+       "mean   1971.267808   1984.865753   103.685262   443.639726    46.549315  ...   \n",
+       "std      30.202904     20.645407   181.066207   456.098091   161.319273  ...   \n",
+       "min    1872.000000   1950.000000     0.000000     0.000000     0.000000  ...   \n",
+       "25%    1954.000000   1967.000000     0.000000     0.000000     0.000000  ...   \n",
+       "50%    1973.000000   1994.000000     0.000000   383.500000     0.000000  ...   \n",
+       "75%    2000.000000   2004.000000   166.000000   712.250000     0.000000  ...   \n",
+       "max    2010.000000   2010.000000  1600.000000  5644.000000  1474.000000  ...   \n",
+       "\n",
+       "       ScreenPorch     PoolArea       MiscVal       MoSold       YrSold  \\\n",
+       "count  1460.000000  1460.000000   1460.000000  1460.000000  1460.000000   \n",
+       "mean     15.060959     2.758904     43.489041     6.321918  2007.815753   \n",
+       "std      55.757415    40.177307    496.123024     2.703626     1.328095   \n",
+       "min       0.000000     0.000000      0.000000     1.000000  2006.000000   \n",
+       "25%       0.000000     0.000000      0.000000     5.000000  2007.000000   \n",
+       "50%       0.000000     0.000000      0.000000     6.000000  2008.000000   \n",
+       "75%       0.000000     0.000000      0.000000     8.000000  2009.000000   \n",
+       "max     480.000000   738.000000  15500.000000    12.000000  2010.000000   \n",
+       "\n",
+       "           SalePrice  bathrooms/rooms    Years_old  years_remod   garage_old  \n",
+       "count    1460.000000          1460.00  1460.000000  1460.000000  1379.000000  \n",
+       "mean   180921.195890              inf    50.732192    37.134247    43.493836  \n",
+       "std     79442.502883              NaN    30.202904    20.645407    24.689725  \n",
+       "min     34900.000000             0.20    12.000000    12.000000    12.000000  \n",
+       "25%    129975.000000             0.50    22.000000    18.000000    20.000000  \n",
+       "50%    163000.000000             0.75    49.000000    28.000000    42.000000  \n",
+       "75%    214000.000000             1.00    68.000000    55.000000    61.000000  \n",
+       "max    755000.000000              inf   150.000000    72.000000   122.000000  \n",
+       "\n",
+       "[8 rows x 41 columns]"
+      ]
+     },
+     "execution_count": 422,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "7b463d62-4621-4b99-ba3b-5568f4404445",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='SalePrice', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(df['SalePrice'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "3a7ed887-e1eb-4103-b363-9dfec5ecb358",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='SalePrice', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEGCAYAAACKB4k+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAVmUlEQVR4nO3df7DldX3f8ecrKPgDNVCWnevCdrHZUJFJKF4kxtRKEUtTIyYVwTHpjiHZtFXRpFWhdKS0w4yGTKM1tXYHKZuWIoTogG0ikA3IZBKBCy4iooEEhQ037BJ2q9YUs+y7f5zvfr1ez73n7OWeX/c8HzM753w/53vOeX/4Lue138/3+/18U1VIkgTwQ6MuQJI0PgwFSVLLUJAktQwFSVLLUJAktZ4z6gKejWOOOaY2bdo06jIkaaLcc889T1bVum6vTXQobNq0ibm5uVGXIUkTJck3lnrN4SNJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUmuir2iWJskps6czPz+/7DozMzPsnLtzSBVJP8hQkIZkfn6eMy69btl1brvsvCFVI3Xn8JEkqWUoSJJahoIkqeUxBU09DwBL32MoaOp5AFj6HoePJEktQ0GS1DIUJEktQ0GS1PJAs9SHvXv3sn7DxiVf9+wkrRUDC4UkVwFvBHZX1cmLXvvXwBXAuqp6smm7GLgAeAa4sKpuHlRt0qE6cKCWPUPJs5O0Vgxy+Ohq4OzFjUmOB84CHl3QdhJwPvCK5j0fT3LYAGuTJHUxsFCoqjuAp7q89JvA+4Fa0HYO8KmqerqqHgEeBl41qNokSd0N9UBzkjcBf1FV9y16aQPw2ILlXU1bt8/YmmQuydyePXsGVKkkTaehhUKSFwCXAB/s9nKXturSRlVtq6rZqppdt27dapYoSVNvmGcf/R3gBOC+JADHAfcmeRWdPYPjF6x7HPD4EGuTJDHEPYWqur+qjq2qTVW1iU4QnFpVfwncBJyf5IgkJwCbgbuGVZskqWNgoZDkWuBPgBOT7EpywVLrVtUDwPXAV4DPAe+sqmcGVZskqbuBDR9V1dt6vL5p0fLlwOWDqkeS1JvTXEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKk1sNtxJrkKeCOwu6pObtquAH4G+C7wZ8A7qmpf89rFwAXAM8CFVXXzoGrT9Dhl9nTm5+eXXWfvvn3DKUaaAAMLBeBq4LeA317QditwcVXtT/Jh4GLgA0lOAs4HXgG8FPiDJD9aVc8MsD5Ngfn5ec649Lpl17nhwrOGVI00/gY2fFRVdwBPLWq7par2N4tfAI5rnp8DfKqqnq6qR4CHgVcNqjZJUnejPKbwi8DvN883AI8teG1X0/YDkmxNMpdkbs+ePQMuUZKmy0hCIcklwH7gmoNNXVarbu+tqm1VNVtVs+vWrRtUiZI0lQZ5TKGrJFvoHIA+s6oO/vDvAo5fsNpxwOPDrk2Spt1Q9xSSnA18AHhTVX1nwUs3AecnOSLJCcBm4K5h1iZJGuwpqdcCrwOOSbILuJTO2UZHALcmAfhCVf3zqnogyfXAV+gMK73TM48kafgGFgpV9bYuzZ9cZv3LgcsHVY8kqTevaJYktYZ+oFlai/bu3cv6DRuXX8crpzUBDAVpFRw4UF45rTXB4SNJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1PCVVGiO9rneYmZlh59ydQ6xI08ZQkMZIr+sdbrvsvCFWo2nk8JEkqWUoSJJahoIkqWUoSJJahoIkqWUoSJJahoIkqTWwUEhyVZLdSb68oO3oJLcmeah5PGrBaxcneTjJ15L8o0HVJUla2iD3FK4Gzl7UdhGwo6o2AzuaZZKcBJwPvKJ5z8eTHDbA2iRJXQwsFKrqDuCpRc3nANub59uBNy9o/1RVPV1VjwAPA68aVG2SpO6GfUxhfVXNAzSPxzbtG4DHFqy3q2mTJA3RuBxoTpe26rpisjXJXJK5PXv2DLgsSZouww6FJ5LMADSPu5v2XcDxC9Y7Dni82wdU1baqmq2q2XXr1g20WEmaNsMOhZuALc3zLcCNC9rPT3JEkhOAzcBdQ65NkqbewKbOTnIt8DrgmCS7gEuBDwHXJ7kAeBQ4F6CqHkhyPfAVYD/wzqp6ZlC1SZK6G1goVNXblnjpzCXWvxy4fFD1SJJ6G5cDzZKkMWAoSJJahoIkqWUoSJJahoIkqWUoSJJahoIkqTWw6xQkjcYps6czPz+/7DozMzPsnLtzSBVpkhgK0hozPz/PGZdet+w6t1123pCq0aRx+EiS1DIUJEmtvkIhyWv6aZMkTbZ+jyl8DDi1jzZpqHodVN27b9/wipHWgGVDIcmrgZ8E1iX5tQUvvRg4bJCFSf3odVD1hgvPGmI10uTrtadwOHBks96LFrR/E3jLoIqSJI3GsqFQVZ8HPp/k6qr6xpBqkiSNSL/HFI5Isg3YtPA9VfUPB1GUJGk0+g2F3wE+AVwJeJtMSVqj+g2F/VX1XwZaiaSe9u7dy/oNG5dfxzOu9Cz0GwqfTfIvgc8ATx9srKqnVvKlSX4V+CWggPuBdwAvAK6jM0T1deCtVbV3JZ8vrVUHDlTPKSw840rPRr9XNG8B3gf8MXBP82duJV+YZANwITBbVSfTObX1fOAiYEdVbQZ2NMuSpCHqa0+hqk4YwPc+P8nf0NlDeBy4GHhd8/p24HbgA6v8vZKkZfQVCkn+Wbf2qvrtQ/3CqvqLJL8BPAr8NXBLVd2SZH1VzTfrzCc5dolatgJbATZuXH5sVZJ0aPo9pnDagufPA84E7gUOORSSHAWcA5wA7AN+J8nP9/v+qtoGbAOYnZ2tQ/1+SdLS+h0+evfC5SQvAf77Cr/z9cAjVbWn+axP05lK44kkM81ewgywe4WfL0laoZVOnf0dYPMK3/so8BNJXpAkdPY6HgRuonNAm+bxxhV+viRphfo9pvBZOqePQudsoZcD16/kC6vqziQ30Bl+2g98kc5w0JHA9UkuoBMc567k8yVJK9fvMYXfWPB8P/CNqtq10i+tqkuBSxc1P01nr0GSNCJ9DR81E+N9lc5MqUcB3x1kUZKk0ej3zmtvBe6iM6TzVuDOJE6dLUlrTL/DR5cAp1XVboAk64A/AG4YVGGSpOHr9+yjHzoYCI2/OoT3SpImRL97Cp9LcjNwbbN8HvB7gylJkjQqve7R/CPA+qp6X5KfA34KCPAnwDVDqE+SNES9hoA+AnwLoKo+XVW/VlW/Smcv4SODLU2SNGy9QmFTVX1pcWNVzdG574EkaQ3pFQrPW+a1569mIZKk0esVCncn+eXFjc1UFPcMpiRJ0qj0OvvovcBnkryd74XALHA48LMDrEuSNALLhkJVPQH8ZJIzgJOb5v9dVX848MokSUPX7/0UbgNuG3AtkqQR86pkSVLLUJAktQwFSVLLUJAktQwFSVJrJKGQ5IeT3JDkq0keTPLqJEcnuTXJQ83jUaOoTZKm2aj2FD4KfK6q/i7w48CDwEXAjqraDOxoliVJQzT0UEjyYuC1wCcBquq7VbUPOAfY3qy2HXjzsGuTpGk3ij2FlwF7gP+W5ItJrkzyQjr3bZgHaB6PHUFtkjTV+r3z2mp/56nAu6vqziQf5RCGipJsBbYCbNy4cTAVSmvc3r17Wb9h+f9/ZmZm2Dl355Aq0rgYRSjsAnZV1cG/bTfQCYUnksxU1XySGWB3tzdX1TZgG8Ds7GwNo2BprTlwoDjj0uuWXee2y84bUjUaJ0MfPqqqvwQeS3Ji03Qm8BXgJmBL07YFuHHYtUnStBvFngLAu4FrkhwO/DnwDjoBdX1zr4ZHgXNHVJskTa2RhEJV7aRzX4bFzhxyKZKW0Ou4g8cc1qZR7SlIGnO9jjt4zGFtcpoLSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktZw6W2PrlNnTmZ+fX3advfv2DacYaUoYChpb8/PzPe8jfMOFZw2pGmk6OHwkSWoZCpKk1shCIclhSb6Y5H81y0cnuTXJQ83jUaOqTZKm1Sj3FN4DPLhg+SJgR1VtBnY0y5KkIRpJKCQ5DvgnwJULms8BtjfPtwNvHnJZkjT1RrWn8BHg/cCBBW3rq2oeoHk8ttsbk2xNMpdkbs+ePQMvVJKmydBPSU3yRmB3Vd2T5HWH+v6q2gZsA5idna3VrU7SaurnWpOZmRl2zt05pIrUyyiuU3gN8KYkPw08D3hxkv8BPJFkpqrmk8wAu0dQm6RV1M+1Jrdddt6QqlE/hj58VFUXV9VxVbUJOB/4w6r6eeAmYEuz2hbgxmHXJknTbpyuU/gQcFaSh4CzmmVJ0hCNdJqLqroduL15/lfAmaOsR6un11iy48jSeHLuIw1Er7Fkx5Gl8TROw0eSpBFzT0EjsXfvXtZv2Lj8Ok6LLQ2doaCROHCgnBZbGkMOH0mSWoaCJKllKEiSWoaCJKllKEiSWoaCJKnlKamSVsRrTdYmQ0HSinitydrk8JEkqWUoSJJahoIkqeUxBR2yfu676wFGaTIZCjpk/dx31wOM0mRy+EiS1Bp6KCQ5PsltSR5M8kCS9zTtRye5NclDzeNRw65NkqbdKPYU9gP/qqpeDvwE8M4kJwEXATuqajOwo1mWJA3R0EOhquar6t7m+beAB4ENwDnA9ma17cCbh12bJE27kR5oTrIJ+HvAncD6qpqHTnAkOXaJ92wFtgJs3Lj8JfaSJl8/Z7vNzMywc+7OIVW0to0sFJIcCfwu8N6q+maSvt5XVduAbQCzs7M1uAoljYN+zna77bLzhlTN2jeSs4+SPJdOIFxTVZ9ump9IMtO8PgPsHkVtkjTNRnH2UYBPAg9W1X9c8NJNwJbm+RbgxmHXJknTbhTDR68BfgG4P8nOpu3fAB8Crk9yAfAocO4IapOkqTb0UKiqPwKWOoBw5jBrkSR9P69oliS1nPtI0kj1uoObkysOl6EgaaR63cHNyRWHy+EjSVLLUJAktQwFSVLLUJAktQwFSVLLs48kTbxep7WCM6n2y1CQNPF6ndYKzqTaL4ePJEktQ0GS1DIUJEktQ0GS1PJA8xrS6162/Zx90c/9cJ2gTJOo1xlKnp3UYSisIb3uZfvp976h52l7e/ft4+d+8+Zl13GCMk2iXmcoeXZSh6EwIVbjX/D9nLbnD7403QyFCdFrLwD8QZf07E11KKzGGLyk6dHPHvu3vv1tXnTkkcuuM86/LWMXCknOBj4KHAZcWVUfGtR3rcYY/GpsXA/uSpOh3z32M654dldX9/ObMKhgGatQSHIY8J+Bs4BdwN1Jbqqqr4yinmFdOu/QkDR6/cyfNKx/nPXzmzCoA+NjFQrAq4CHq+rPAZJ8CjgHGEkoSJoenojRkaoadQ2tJG8Bzq6qX2qWfwE4varetWCdrcDWZvFE4Gur9PXHAE+u0meN0lrox1roA6yNfqyFPsDa6Mdq9uFvV9W6bi+M255CurR9X2pV1TZg26p/cTJXVbOr/bnDthb6sRb6AGujH2uhD7A2+jGsPozbNBe7gOMXLB8HPD6iWiRp6oxbKNwNbE5yQpLDgfOBm0ZckyRNjbEaPqqq/UneBdxM55TUq6rqgSF9/aoPSY3IWujHWugDrI1+rIU+wNrox1D6MFYHmiVJozVuw0eSpBEyFCRJrTUfCkmuSrI7yZcXtB2d5NYkDzWPRy3x3q8nuT/JziRzw6u6ay3d+nFukgeSHEiy5KlqSc5O8rUkDye5aDgVd63j2fRh3LfFFUm+muRLST6T5IeXeO84b4t++zDu2+I/NH3YmeSWJC9d4r3jvC367cPqb4uqWtN/gNcCpwJfXtD268BFzfOLgA8v8d6vA8eMug/L9OPldC7gux2YXeJ9hwF/BrwMOBy4DzhpkvowIdviDcBzmucf7vZ3agK2Rc8+TMi2ePGC5xcCn5jAbdGzD4PaFmt+T6Gq7gCeWtR8DrC9eb4dePMwa1qJbv2oqgerqtcV3e3UIVX1XeDg1CFD9yz6MFaW6MctVbW/WfwCnWtsFhv3bdFPH8bKEv345oLFF7LoAtjGuG+LfvowEGs+FJawvqrmAZrHY5dYr4BbktzTTK8xiTYAjy1Y3tW0TZpJ2ha/CPx+l/ZJ2hZL9QEmYFskuTzJY8DbgQ92WWXst0UffYABbItpDYV+vaaqTgX+MfDOJK8ddUEr0HPqkAkxEdsiySXAfuCabi93aRu7bdGjDzAB26KqLqmq4+n04V1dVhn7bdFHH2AA22JaQ+GJJDMAzePubitV1ePN427gM3R2OSfNmpg6ZBK2RZItwBuBt1cz4LvI2G+LPvowEdtigf8J/NMu7WO/LRZYqg8D2RbTGgo3AVua51uAGxevkOSFSV508Dmdg3BfXrzeBJj4qUMmYVukc3OoDwBvqqrvLLHaWG+LfvowIdti84LFNwFf7bLauG+Lnn0Y2LYYxdH2Yf4BrgXmgb+h86+DC4C/BewAHmoej27WfSnwe83zl9E5I+E+4AHgkjHsx882z58GngBuXtyPZvmngT+lc7bFyPqx0j5MyLZ4mM4Y9c7mzycmcFv07MOEbIvfpfPj+CXgs8CGCdwWPfswqG3hNBeSpNa0Dh9JkrowFCRJLUNBktQyFCRJLUNBktQyFDT1klzSzNR6cFbK05dZ9+okb+nxeVcneaT5rHuTvHqJ9f59ktc/2/ql1TRWt+OUhq35wX4jcGpVPZ3kGDqzZj5b76uqG5K8AfivwI8t+t7Dqmqp+WykkXFPQdNuBniyqp4GqKonq+rxJB9McneSLyfZluQH5spJ8sokn28mI7v54NQpi9wB/Eiz/tebz/0j4NyFex1JTkvyx0nuS3JXkhclOay5x8HdzV7MrwzuP4PUYSho2t0CHJ/kT5N8PMk/aNp/q6pOq6qTgefT2ZtoJXku8DHgLVX1SuAq4PIun/8zwP0Llv9fVf1UVX1qwWcdDlwHvKeqfhx4PfDXdK5s/T9VdRpwGvDLSU5YhT5LS3L4SFOtqr6d5JXA3wfOAK5r7sL1rSTvB14AHE1nGoHPLnjricDJwK3NTsRhdKYqOOiKJP8W2EPnx/2g67qUcSIwX1V3NzV9E6AZevqxBccwXgJsBh5ZeY+l5RkKmnpV9QydO7/dnuR+4FfoHAOYrarHkvw74HmL3hbggarqehCZ5phCl/b/26UtdJ+2OcC7q+rm3r2QVofDR5pqSU5cNCPlKcDBO8E9meRIoNvZRl8D1h08syjJc5O8YoVlfBV4aZLTms96UZLnADcD/6IZqiLJjzazYUoD456Cpt2RwMfSuUn9fjozhW4F9tE5FvB1OtMsf5+q+m4zrPOfkryEzv9LH6EzzHRIms86r6nj+XSOJ7weuBLYBNzbHOjewwTcOlaTzVlSJUkth48kSS1DQZLUMhQkSS1DQZLUMhQkSS1DQZLUMhQkSa3/D9ab/PDuAwddAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#ajuste de variable SalePrice a una normalizada\n",
+    "sns.histplot(np.log(df['SalePrice']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "6d920442-6438-448b-8e00-3e2dded46c9b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['SalePriceNorm']=np.log(df['SalePrice'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2581dde9-c761-4106-820d-dfad071beae6",
+   "metadata": {},
+   "source": [
+    "# Variables numéricas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "79182096-8f6c-46c6-8270-464ddc4b959c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corr= df.corr()\n",
+    "mask = np.triu(np.ones_like(corr, dtype = bool))\n",
+    "cmap = sns.diverging_palette(2020, 10, as_cmap = True)\n",
+    "plt.figure(figsize = (10,10))\n",
+    "sns.heatmap(corr, mask = mask, cmap = cmap, vmax = 1, vmin = -1, square = True, center = 0, linewidths = 0.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "089d7319-68b8-4021-8e24-5934fd3f5614",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SalePriceNorm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>SalePriceNorm</th>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SalePrice</th>\n",
+       "      <td>0.948374</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OverallQual</th>\n",
+       "      <td>0.817184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GrLivArea</th>\n",
+       "      <td>0.700927</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GarageCars</th>\n",
+       "      <td>0.680625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GarageArea</th>\n",
+       "      <td>0.650888</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TotalBsmtSF</th>\n",
+       "      <td>0.612134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1stFlrSF</th>\n",
+       "      <td>0.596981</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FullBath</th>\n",
+       "      <td>0.594771</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <td>0.586570</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <td>0.565608</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <td>0.541073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TotRmsAbvGrd</th>\n",
+       "      <td>0.534422</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fireplaces</th>\n",
+       "      <td>0.489449</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MasVnrArea</th>\n",
+       "      <td>0.430809</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bathrooms/rooms</th>\n",
+       "      <td>0.380832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtFinSF1</th>\n",
+       "      <td>0.372023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LotFrontage</th>\n",
+       "      <td>0.355878</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WoodDeckSF</th>\n",
+       "      <td>0.334135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <td>0.321053</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2ndFlrSF</th>\n",
+       "      <td>0.319300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HalfBath</th>\n",
+       "      <td>0.313982</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LotArea</th>\n",
+       "      <td>0.257320</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtFullBath</th>\n",
+       "      <td>0.236224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtUnfSF</th>\n",
+       "      <td>0.221985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BedroomAbvGr</th>\n",
+       "      <td>0.209044</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ScreenPorch</th>\n",
+       "      <td>0.121208</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PoolArea</th>\n",
+       "      <td>0.069798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MoSold</th>\n",
+       "      <td>0.057329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3SsnPorch</th>\n",
+       "      <td>0.054900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtFinSF2</th>\n",
+       "      <td>0.004832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BsmtHalfBath</th>\n",
+       "      <td>-0.005149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MiscVal</th>\n",
+       "      <td>-0.020021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OverallCond</th>\n",
+       "      <td>-0.036868</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YrSold</th>\n",
+       "      <td>-0.037263</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LowQualFinSF</th>\n",
+       "      <td>-0.037963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MSSubClass</th>\n",
+       "      <td>-0.073959</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>KitchenAbvGr</th>\n",
+       "      <td>-0.147548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EnclosedPorch</th>\n",
+       "      <td>-0.149050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>garage_old</th>\n",
+       "      <td>-0.541073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>years_remod</th>\n",
+       "      <td>-0.565608</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Years_old</th>\n",
+       "      <td>-0.586570</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 SalePriceNorm\n",
+       "SalePriceNorm         1.000000\n",
+       "SalePrice             0.948374\n",
+       "OverallQual           0.817184\n",
+       "GrLivArea             0.700927\n",
+       "GarageCars            0.680625\n",
+       "GarageArea            0.650888\n",
+       "TotalBsmtSF           0.612134\n",
+       "1stFlrSF              0.596981\n",
+       "FullBath              0.594771\n",
+       "YearBuilt             0.586570\n",
+       "YearRemodAdd          0.565608\n",
+       "GarageYrBlt           0.541073\n",
+       "TotRmsAbvGrd          0.534422\n",
+       "Fireplaces            0.489449\n",
+       "MasVnrArea            0.430809\n",
+       "bathrooms/rooms       0.380832\n",
+       "BsmtFinSF1            0.372023\n",
+       "LotFrontage           0.355878\n",
+       "WoodDeckSF            0.334135\n",
+       "OpenPorchSF           0.321053\n",
+       "2ndFlrSF              0.319300\n",
+       "HalfBath              0.313982\n",
+       "LotArea               0.257320\n",
+       "BsmtFullBath          0.236224\n",
+       "BsmtUnfSF             0.221985\n",
+       "BedroomAbvGr          0.209044\n",
+       "ScreenPorch           0.121208\n",
+       "PoolArea              0.069798\n",
+       "MoSold                0.057329\n",
+       "3SsnPorch             0.054900\n",
+       "BsmtFinSF2            0.004832\n",
+       "BsmtHalfBath         -0.005149\n",
+       "MiscVal              -0.020021\n",
+       "OverallCond          -0.036868\n",
+       "YrSold               -0.037263\n",
+       "LowQualFinSF         -0.037963\n",
+       "MSSubClass           -0.073959\n",
+       "KitchenAbvGr         -0.147548\n",
+       "EnclosedPorch        -0.149050\n",
+       "garage_old           -0.541073\n",
+       "years_remod          -0.565608\n",
+       "Years_old            -0.586570"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_corr = df.corr()[['SalePriceNorm']].sort_values( by= 'SalePriceNorm',ascending = False)\n",
+    "df_corr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "5bf008ea-6d30-4ef1-86ba-678db4d8059f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['SalePriceNorm', 'SalePrice', 'OverallQual', 'GrLivArea',\n",
+       "       'GarageCars', 'GarageArea', 'TotalBsmtSF', '1stFlrSF', 'FullBath',\n",
+       "       'YearBuilt', 'YearRemodAdd', 'GarageYrBlt', 'TotRmsAbvGrd'],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Columnas con más de 0,5 de correlación con SalePriceNorm\n",
+    "corr_positiva = df_corr[df_corr['SalePriceNorm'] >= 0.5].reset_index()\n",
+    "corr_positiva['index'].unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e80fb60b-10c2-458f-922a-26b8ad640e1c",
+   "metadata": {},
+   "source": [
+    "De las columnas con correlación positiva no se consideran:\n",
+    "- GarageCars ya que se representa con GarageArea\n",
+    "- FullBath ya que fue incorporado en la columna 'bathrooms/rooms'\n",
+    "- YearBuilt, YearRemodAdd, GarageYrBlt ya que el valor de la columna es el año y no la antiguedad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "1cfe47c2-f0c8-4261-ab6c-3569765f5a91",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['garage_old', 'years_remod', 'Years_old'], dtype=object)"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_negativa = df_corr[df_corr['SalePriceNorm'] <= -0.5].reset_index()\n",
+    "corr_negativa['index'].unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3776f243-f7a5-41b2-a350-6b36f7da80de",
+   "metadata": {},
+   "source": [
+    "## Gráficando correlaciones positivas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "418a35ec-06c3-4838-a161-3b5cfd48ca4e",
+   "metadata": {},
+   "source": [
+    "'OverallQual', 'GrLivArea', 'GarageArea', 'TotalBsmtSF', '1stFlrSF','TotRmsAbvGrd'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "b33f23a1-4d4a-4ce5-bb13-e105e58f0cd2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>GrLivArea</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>TotalBsmtSF</th>\n",
+       "      <th>1stFlrSF</th>\n",
+       "      <th>TotRmsAbvGrd</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>6.099315</td>\n",
+       "      <td>1515.463699</td>\n",
+       "      <td>472.980137</td>\n",
+       "      <td>1057.429452</td>\n",
+       "      <td>1162.626712</td>\n",
+       "      <td>6.517808</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.382997</td>\n",
+       "      <td>525.480383</td>\n",
+       "      <td>213.804841</td>\n",
+       "      <td>438.705324</td>\n",
+       "      <td>386.587738</td>\n",
+       "      <td>1.625393</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>334.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>334.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1129.500000</td>\n",
+       "      <td>334.500000</td>\n",
+       "      <td>795.750000</td>\n",
+       "      <td>882.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>1464.000000</td>\n",
+       "      <td>480.000000</td>\n",
+       "      <td>991.500000</td>\n",
+       "      <td>1087.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>1776.750000</td>\n",
+       "      <td>576.000000</td>\n",
+       "      <td>1298.250000</td>\n",
+       "      <td>1391.250000</td>\n",
+       "      <td>7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>5642.000000</td>\n",
+       "      <td>1418.000000</td>\n",
+       "      <td>6110.000000</td>\n",
+       "      <td>4692.000000</td>\n",
+       "      <td>14.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       OverallQual    GrLivArea   GarageArea  TotalBsmtSF     1stFlrSF  \\\n",
+       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
+       "mean      6.099315  1515.463699   472.980137  1057.429452  1162.626712   \n",
+       "std       1.382997   525.480383   213.804841   438.705324   386.587738   \n",
+       "min       1.000000   334.000000     0.000000     0.000000   334.000000   \n",
+       "25%       5.000000  1129.500000   334.500000   795.750000   882.000000   \n",
+       "50%       6.000000  1464.000000   480.000000   991.500000  1087.000000   \n",
+       "75%       7.000000  1776.750000   576.000000  1298.250000  1391.250000   \n",
+       "max      10.000000  5642.000000  1418.000000  6110.000000  4692.000000   \n",
+       "\n",
+       "       TotRmsAbvGrd  \n",
+       "count   1460.000000  \n",
+       "mean       6.517808  \n",
+       "std        1.625393  \n",
+       "min        2.000000  \n",
+       "25%        5.000000  \n",
+       "50%        6.000000  \n",
+       "75%        7.000000  \n",
+       "max       14.000000  "
+      ]
+     },
+     "execution_count": 107,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[['OverallQual', 'GrLivArea', 'GarageArea', 'TotalBsmtSF', '1stFlrSF','TotRmsAbvGrd']].describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b8f12ba-1447-4393-abe2-8efa9a03f5cb",
+   "metadata": {},
+   "source": [
+    "### GrLivArea"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "8ba3a9b4-b009-4d73-af43-1624fae642fb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='GarageArea', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a3aaf190-19f3-4cbc-ab50-547bd29f6ec7",
+   "metadata": {},
+   "source": [
+    "### TotalBsmtSF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "69ebece2-b94a-4370-8d4c-e9ff34455d37",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='TotalBsmtSF', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fa91a042-62be-4e0d-bbc2-49fc8dbadd08",
+   "metadata": {},
+   "source": [
+    "### 1stFlrSF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "fbd2bba4-6a5a-47ee-b6e6-0ff8607f7233",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='1stFlrSF', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f7d4666-7115-404a-bc53-0d0578990668",
+   "metadata": {},
+   "source": [
+    "### TotRmsAbvGrd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "61edfd8e-dd87-4d37-9ebd-d5f99c93ffb4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEGCAYAAABiq/5QAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXQUlEQVR4nO3deZhldX3n8feHRmUHtRuVzVZkUOOAYmtQDARaE1QEyYBAXHBJSBxUcGBUYp4QTfLEJeM25lF7BMXIgCOLIRiUDiIuA06aTRpbxF3WbqICLQi0/Z0/zimoLrup21V17u2q8349Tz2nzrnn3u/39vKpU797zu+kqpAk9cdmo25AkjRcBr8k9YzBL0k9Y/BLUs8Y/JLUM5uPuoFBzJ8/vxYuXDjqNiRpVrnyyivvqKoFE7fPiuBfuHAhy5YtG3UbkjSrJPnJ+rY71CNJPWPwS1LPGPyS1DMGvyT1jMEvST1j8EtSzxj8ktQzBr8k9cysuIBLkjbkbW97G7fddhuPf/zjed/73jfqdmYFg1/SrHbbbbdx8803D63eXPhBY/BLmlFzIRgfzrB/0HTB4Jc0o+ZCMM51Br+kTdJFn7tjoP3uWb32weUgz3nxUfOn1ddcYPBLc9xcH3rRxjP4pTlupoZe3nL+zwbab9XqNQ8uB3nORw7fdVp9aeMZ/NIs9fJzLhlov9Wr7wXgltX3DvScLxyxeFp9zVY//tBtA+235pe/eXA5yHMWnvj4afXVBYNfGjKHXjRqBr80ZMM+62WzbbdnbbschkdsN3+dpTY9nQV/ktOBQ4CVVfWMdtv7gZcB9wM/AF5XVb/sqgdpEDN1BH7IOWcOtN+vV98NwC2r7x7oORce8cop9wSw1cuOmdbzN9bCw/77UOttt82CdZazxe0fvryT133cCc+bdJ8uj/g/DXwU+My4bUuBU6pqTZL3AqcAb++wB/XYS89//0D73ff9FdSd93DL6l8M/JwvHj7ccNOGHfnSd466hVmns+Cvqq8lWThh28XjVq8AjuiqvrSpyrbbrLPU7PLYLeevs5yNRjnG/3rgcxt6MMlxwHEAu+2227B60iZimB+AZrst11l27VEvO3goddSNk553yqhbmLaRBH+SdwJrgA0OcFbVEmAJwKJFi2pIralDrzt/8MC75fsPsOZOuH31zQM971OHf2nKfT3ysOdM+bnSbDT04E9yLM2HvourykCfJTwFUZo7hhr8SQ6m+TD3gKq6Z5i19ds+8U9/OPC+N9y4htV3wZ133zzQ8/7s1V+eTmtsvl2AapeSZlKXp3OeBfw+MD/JTcCpNGfxPApYmgTgiqr68656GKZhHxHP9SPwHQ/zEhOpK12e1bO+k4dP66reqA37opxh19t6m+YIvFlKms08rNrEfPm0lwy03z133d8ubxnoOX/4hn+dVl8H/MG8aT1f0qbD4J/ETz8y2KUGa355Z7u8daDn7PaWc6bVlyRNlcE/S22/NUDapSQNzuCfpV5x0CNH3YKkWWqzUTcgSRouj/hnyPytNltnKUmbKoN/hpz8/G1H3YIkDcTDU0nqGYNfknrG4JeknjH4JalnDH5J6hmDX5J6xuCXpJ4x+CWpZwx+SeoZg1+SembWTdmw6mOf7eR1F7zxVZ28riRtajzil6SeMfglqWcMfknqGYNfknrG4JeknjH4JalnOgv+JKcnWZlk+bhtj0myNMmN7fLRXdWXJK1fl0f8nwYOnrDtHcAlVbUHcEm7Lkkaos6Cv6q+Bvx8wubDgDPa788AXt5VfUnS+g17jP9xVXUrQLvccUM7JjkuybIky1atWjW0BiVprttkP9ytqiVVtaiqFi1YsGDU7UjSnDHs4L89yRMA2uXKIdeXpN4bdvBfABzbfn8s8M9Dri9Jvdfl6ZxnAZcDeya5KckbgPcAL0pyI/Cidl2SNESdTctcVcds4KHFXdWUJE1uk/1wV5LUDYNfknrG4JeknjH4JalnDH5J6hmDX5J6xuCXpJ4x+CWpZwx+SeoZg1+Sesbgl6SeMfglqWcMfknqmYFn50zyaGDX8c+pqqu6aEqS1J2Bgj/J3wCvBX4AVLu5gIO6aUuS1JVBj/hfAexeVfd32YwkqXuDjvEvB3bosA9J0pAMesT/98DVSZYD941trKpDO+lKktSZQYP/DOC9wHXA2u7akSR1bdDgv6OqPtJpJ5KkoRg0+K9M8vfABaw71OPpnJI0ywwa/M9ql/uO2+bpnJI0C00a/EnmARdU1QeH0I8kqWOTns5ZVb8BZvTsnSRvTXJ9kuVJzkqyxUy+viRpwwY9j///Jvlokt9Lss/Y11QKJtkZeAuwqKqeAcwDjp7Ka0mSNt6gY/zPb5fvHrdtOmP8mwNbJnkA2Aq4ZYqvI0naSAMFf1UdOFMFq+rmJP8A/BS4F7i4qi6euF+S44DjAHbbbbeZKi9JvTfQUE+S7ZN8IMmy9ut/JNl+KgXbWT4PA54E7ARsneRVE/erqiVVtaiqFi1YsGAqpSRJ6zHoGP/pwN00k7W9ArgL+NQUa74Q+FFVraqqB4DzeGgoSZLUsUHH+Hevqv8ybv1dSa6ZYs2fAvsm2YpmqGcxsGyKryVJ2kiDHvHfm+QFYytJ9qMJ7Y1WVd8CzgGuopn7ZzNgyVReS5K08QY94n8jcEY7rh/g5zQ3ZpmSqjoVOHWqz5ckTd2gZ/VcA+ydZLt2/a4um5Ikdedhgz/JazawHYCq+kwHPUmSOjTZEf9z1rMtwMuAnQGDX5JmmYcN/qp689j3aQ7zXwm8HbgC+LtuW5MkdWGQ2Tk3p/kg9yTgW8ARVXVDx31Jkjoy2Rj/8cAJwCXAwVX1k6F0JUnqzGRH/P8TWAm8APiXsQ91acb5q6r26rA3SVIHJgv+Jw2lC0nS0Ez24e6DQztJngjsUVX/lmTLyZ4rSdo0DTo755/STLPwiXbTLsAXOupJktShQefqOR7Yj2ZWTqrqRmDHrpqSJHVn0OC/r6ruH1tpT/GsblqSJHVp0OC/LMlf0Nwu8UXA54F/6a4tSVJXBg3+dwCraKZR/jPgX4G/7KopSVJ3Bj0zZ0vg9Kr6XwBJ5rXb7umqMUlSNwY94r+EJujHbAn828y3I0nq2qDBv0VVrR5bab/fqpuWJEldGjT4f5Vkn7GVJM9mirdelCSN1qBj/CcCn09yS7v+BOCoTjqSJHVq0Fsv/nuSpwJ70kzQ9t2qeqDTziRJnZhsWuaDquorSf5owkN7JKGqzuuwN0lSByY74j8A+ArNrRYnKsDgl6RZZrLZOU9NshlwUVX9nyH1JEnq0KRn9VTVWuBNM1k0yQ5Jzkny3SQrkjxvJl9fkrRhg57VszTJycDngF+Nbayqn0+x7oeBL1XVEUkeidcESNLQDBr8r2+Xx4/bVsCTN7Zgku2A/Wlu4E476+f9D/ccSdLMGfR0zpm8BeOTaSZ8+1SSvYErgROq6lcP/zRJ0kx42DH+JL+b5Nokq5NcnuRpM1Bzc2Af4GNV9SyaoaN3rKf2cUmWJVm2atWqGSgrSYLJP9z9R+Bk4LHAB4APzUDNm4Cbqupb7fo5ND8I1lFVS6pqUVUtWrBgwQyUlSTB5MG/WVUtrar7qurzwLQTuKpuA36WZM9202LgO9N9XUnSYCYb499hwlW766xP48rdNwNntmf0/BB43RRfR5K0kSYL/stY96rd8etTvnK3qq4BFk3luZKk6Znsyl2PxCVpjhloPv4kj0tyWpKL2vWnJ3lDt61Jkrow6I1YPg18GdipXf8ezRz9kqRZZtDgn99O0rYWoKrWAL/prCtJUmc25taLj6X5QJck+wJ3dtaVJKkzg87V89+AC4Ddk3yT5nz+IzrrSpLUmUHn6rkqyQE8dOvFG7z1oiTNTpPdenHiLRfH/CdvvShJs9NkR/zru+XiGG+9KEmzkBdwSVLPDPrhLkleCvwOsMXYtqp6dxdNSZK6M+iVux8HjqKZXC3AkcATO+xLktSRQc/jf35VvQb4RVW9C3gesGt3bUmSujJo8N/bLu9JshOwBpjJ2zFKkoZk0DH+C5PsALyP5h65AJ/spCNJUqcmO4//OcDPqupv2vVtgOuA7wIf7L49SdJMm2yo5xPA/QBJ9gfe0267E1jSbWuSpC5MNtQzr6p+3n5/FLCkqs4Fzk1yTaedSZI6MdkR/7wkYz8cFgNfGffYwNcASJI2HZOF91nAZUnuoDmz5+sASZ6C0zJL0qw02ZQNf5fkEuAJwMVVVe1Dm9FczCVJmmUmHa6pqivWs+173bQjSeraoBdwSZLmCINfknpmZMGfZF6Sq5NcOKoeJKmPRnnEfwKwYoT1JamXRhL8SXYBXorz/UjS0I3qiP9DwNuAtRvaIclxSZYlWbZq1aqhNSZJc93Qgz/JIcDKqrry4farqiVVtaiqFi1YsGBI3UnS3DeKI/79gEOT/Bg4GzgoyWdH0Ick9dLQg7+qTqmqXapqIXA08JWqetWw+5CkvvI8fknqmZHOsFlVXwW+OsoeJKlvPOKXpJ4x+CWpZwx+SeoZg1+Sesbgl6SeMfglqWcMfknqGYNfknrG4JeknjH4JalnDH5J6hmDX5J6xuCXpJ4x+CWpZwx+SeoZg1+Sesbgl6SeMfglqWcMfknqGYNfknrG4JeknjH4JalnDH5J6pmhB3+SXZNcmmRFkuuTnDDsHiSpzzYfQc01wElVdVWSbYErkyytqu+MoBdJ6p2hH/FX1a1VdVX7/d3ACmDnYfchSX010jH+JAuBZwHfWs9jxyVZlmTZqlWrht6bJM1VIwv+JNsA5wInVtVdEx+vqiVVtaiqFi1YsGD4DUrSHDWS4E/yCJrQP7OqzhtFD5LUV6M4qyfAacCKqvrAsOtLUt+N4oh/P+DVwEFJrmm/XjKCPiSpl4Z+OmdVfQPIsOtKkhpeuStJPWPwS1LPGPyS1DMGvyT1jMEvST1j8EtSzxj8ktQzBr8k9YzBL0k9Y/BLUs8Y/JLUMwa/JPWMwS9JPWPwS1LPGPyS1DMGvyT1jMEvST1j8EtSzxj8ktQzBr8k9YzBL0k9Y/BLUs8Y/JLUMwa/JPXMSII/ycFJbkjy/STvGEUPktRXQw/+JPOAfwReDDwdOCbJ04fdhyT11SiO+J8LfL+qflhV9wNnA4eNoA9J6qVU1XALJkcAB1fVn7TrrwZ+t6reNGG/44Dj2tU9gRumUG4+cMc02rVef+rN5fdmvf7We2JVLZi4cfPp97PRsp5tv/XTp6qWAEumVShZVlWLpvMa1utHvbn83qxnvYlGMdRzE7DruPVdgFtG0Ick9dIogv/fgT2SPCnJI4GjgQtG0Ick9dLQh3qqak2SNwFfBuYBp1fV9R2Vm9ZQkfV6VW8uvzfrWW8dQ/9wV5I0Wl65K0k9Y/BLUs/MueBPsmuSS5OsSHJ9khM6rrdFkv+X5Nq23ru6rDeu7rwkVye5cAi1fpzkuiTXJFk2hHo7JDknyXfbv8fndVhrz/Z9jX3dleTEruq1Nd/a/ltZnuSsJFt0XO+Ettb1Xby3JKcnWZlk+bhtj0myNMmN7fLRHdc7sn1/a5PM6GmWG6j3/vbf57eTnJ9khy7rjXvs5CSVZP50asy54AfWACdV1dOAfYHjO54S4j7goKraG3gmcHCSfTusN+YEYMUQ6ow5sKqeOaRzlz8MfKmqngrsTYfvs6puaN/XM4FnA/cA53dVL8nOwFuARVX1DJoTHI7usN4zgD+luWJ+b+CQJHvMcJlPAwdP2PYO4JKq2gO4pF3vst5y4I+Ar81gnYertxR4RlXtBXwPOKXjeiTZFXgR8NPpFphzwV9Vt1bVVe33d9OExs4d1quqWt2uPqL96vQT8yS7AC8FPtllnVFIsh2wP3AaQFXdX1W/HFL5xcAPquonHdfZHNgyyebAVnR7HcvTgCuq6p6qWgNcBhw+kwWq6mvAzydsPgw4o/3+DODlXdarqhVVNZWr+6da7+L2zxPgCprrkTqr1/og8DZmIF/mXPCPl2Qh8CzgWx3XmZfkGmAlsLSqOq0HfIjmH8DajuuMKeDiJFe2U2l06cnAKuBT7VDWJ5Ns3XHNMUcDZ3VZoKpuBv6B5qjtVuDOqrq4w5LLgf2TPDbJVsBLWPcCyq48rqpuheZgDNhxCDVH5fXARV0WSHIocHNVXTsTrzdngz/JNsC5wIlVdVeXtarqN+1QwS7Ac9tfrzuR5BBgZVVd2VWN9divqvahmVH1+CT7d1hrc2Af4GNV9SzgV8zsMMF6tRcTHgp8vuM6j6Y5Gn4SsBOwdZJXdVWvqlYA76UZmvgScC3NcKhmQJJ30vx5ntlhja2AdwJ/NVOvOSeDP8kjaEL/zKo6b1h12yGJr7Ke8bkZtB9waJIf08xselCSz3ZYj6q6pV2upBn/fm6H5W4Cbhr3W9M5ND8IuvZi4Kqqur3jOi8EflRVq6rqAeA84PldFqyq06pqn6ran2YI4cYu67VuT/IEgHa5cgg1hyrJscAhwCur2wuidqc5ULi2/X+/C3BVksdP9QXnXPAnCc348Iqq+sAQ6i0Y+0Q/yZY0/7G/21W9qjqlqnapqoU0QxNfqarOjhiTbJ1k27HvgT+gGT7oRFXdBvwsyZ7tpsXAd7qqN84xdDzM0/opsG+Srdp/q4vp+EP6JDu2y91oPgAdxvu8ADi2/f5Y4J+HUHNokhwMvB04tKru6bJWVV1XVTtW1cL2//1NwD7t/5Upv+ic+gJeQDMm/W3gmvbrJR3W2wu4uq23HPirIb7X3wcu7LjGk2mGB64FrgfeOYT39UxgWftn+gXg0R3X2wr4D2D7If29vYvm4GA58E/Aozqu93WaH57XAos7eP2zaD6veKANpTcAj6U5m+fGdvmYjusd3n5/H3A78OWO630f+Nm4jPl4l/UmPP5jYP50ajhlgyT1zJwb6pEkPTyDX5J6xuCXpJ4x+CWpZwx+SeoZg1+zSjv1wNhMmrcluXnc+iMn7Htie9Xj2PrYLKPfTnJZkifOYF9vTfLrJNuP2/baJB/dyNfZI8mFSX7QTpFx6aBXSrfvb1qzNqofDH7NKlX1H/XQbJofBz44tl5V90/Y/USac/THO7CaGRW/CvzlDLZ2DM39pKc8AVo7PfMXgSVVtXtVPRt4M821FBP3HfptUzV3GPya9ZIsbid0u66dy/xRSd5CMxfOpUkuXc/TLqedtTXJwnZu9U+289afmeSFSb7Zzif/3Ha/A8b9dnH1uCuadwe2oflBcsyEOrsm+VKSG5Kc2u7/3iT/dVz/f53kJOCVwOVVdcHYY1W1vKo+PW6/JUkuBj7T/vZzcdvLJ4DMwB+nesDg12y3Bc385UdV1X+mmeTtjVX1EZrpjg+sqgPX87yDaa4KHvMUmvsA7AU8FfhjmqvATwb+ot3nZOD49reN3wPubbePTffwdWDPsSkSWs+lCfRnAkemuUnI2cBR4/Z5Bc3kcL8DXDXJ+302cFhV/TFwKvCNaiazuwDYbZLnSoDBr9lvHs2kZ99r18+gmc9/Qy5NspJmTqX/PW77j6qZE2UtzdQUl1RzWft1wMJ2n28CH2h/m9ihHpqP/Wjg7Pa55wFHjnvdpe3w1L3tYy+oqquBHZPslGRv4BdV9Vs310hzZ6flScZPNHhB+1q07/OzAFX1ReAXD/O+pQcZ/JrtfrWR+x8IPJEm3N89bvt9475fO259Lc1vEVTVe4A/AbYErkjy1CR7AXsAS9uZE49m3eGeiXOijK2fAxxBc+R/drvtesbNRFpVhwOvBR4z7vkT369zrmijGfya7bYAFiZ5Srv+apq7TAHcDWw78QntEfOJwGuSPGbi4xuSZPf2t4L30kwi91SakP/ramdOrKqdgJ3HnTH0ojT3n92S5i5U32y3n03zQ+IImh8C0PwGsl97040xEz+cHu9rNMNIJHkxMGP3tdXcZvBrtvs18Drg80muozlC/3j72BLgovV9uFvNXaHOAo7fiFontkMv19KM719EE94T79F7Pg/dR/cbNDNwXgOcW1XL2vrX0/xQurkeulPVvTTzu/95kh8muZzmA+O/3UA/76K5u9ZVNNNlT/terOoHZ+eUpJ7xiF+Sesbgl6SeMfglqWcMfknqGYNfknrG4JeknjH4Jaln/j880orP4FRdTgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(x='TotRmsAbvGrd', y='SalePriceNorm', data=df)\n",
+    "plt.show()\n",
+    "#Variable se observa categórica, por lo que se grafica como barras"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "3a99ba2e-e014-4d00-b3dc-de0be270fd03",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import ttest_ind\n",
+    "#Probaremos si al dividir en dos muestras, ambas muestras se comportan diferentes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "1d909fad-2d4d-402b-93ea-d99702c53786",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ttest_indResult(statistic=20.029392550083063, pvalue=4.9704509942283135e-79)"
+      ]
+     },
+     "execution_count": 102,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ttest_ind(df[df.TotRmsAbvGrd >= 7].SalePriceNorm, df[df.TotRmsAbvGrd < 7].SalePriceNorm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "46e9465e-1599-48bb-b099-8ba3ad93c700",
+   "metadata": {},
+   "source": [
+    "h0: promedio total habitaciones >= 7 == promedio total habitaciones < 7\n",
+    "\n",
+    "La prueba t da un valor de p igual a cero, lo que nos permitiría rechazar la hipotesis nula "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d66eff03-253a-4392-8f63-d7ebfa0191b1",
+   "metadata": {},
+   "source": [
+    "### OverallQual"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "id": "9fa74a12-8b63-4e99-b241-14d173b6098a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(x='OverallQual', y='SalePriceNorm', data=df)\n",
+    "plt.show()\n",
+    "#Variable se observa categórica, por lo que se grafica como barras"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "ca224c5b-8a47-449a-a373-2a8cd033856f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ttest_indResult(statistic=12.476957392273556, pvalue=5.437728755324813e-34)"
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ttest_ind(df[df.OverallQual >= 5].SalePriceNorm, df[df.TotRmsAbvGrd < 5].SalePriceNorm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e5da2851-00c1-415c-bbce-c7539884a2be",
+   "metadata": {},
+   "source": [
+    "h0: promedio puntuaciones de calidad >= 5 == promedio puntuaciones de calidad < 5\n",
+    "\n",
+    "La prueba t da un valor de p igual a cero, lo que nos permitiría rechazar la hipotesis nula "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "id": "5b9a691e-d2b7-4a3c-b77a-7991499f3f25",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Probemos un ANOVA con ambas variables categóricas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "id": "aa434406-05a0-4afb-a415-26f3ed44abed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from statsmodels.formula.api import ols\n",
+    "import statsmodels.api as sm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "8a46bfae-0f56-4347-a773-f1da5fe2ab1b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "modelo_1 = ols('SalePrice ~ C(OverallQual) + C(TotRmsAbvGrd)', data = df).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "b76466fd-0fb6-45cd-9acb-aa8ac73a37fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>df</th>\n",
+       "      <th>sum_sq</th>\n",
+       "      <th>mean_sq</th>\n",
+       "      <th>F</th>\n",
+       "      <th>PR(&gt;F)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>C(OverallQual)</th>\n",
+       "      <td>9.0</td>\n",
+       "      <td>6.299881e+12</td>\n",
+       "      <td>6.999867e+11</td>\n",
+       "      <td>398.596356</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>C(TotRmsAbvGrd)</th>\n",
+       "      <td>11.0</td>\n",
+       "      <td>3.809607e+11</td>\n",
+       "      <td>3.463279e+10</td>\n",
+       "      <td>19.721092</td>\n",
+       "      <td>2.064711e-37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Residual</th>\n",
+       "      <td>1439.0</td>\n",
+       "      <td>2.527070e+12</td>\n",
+       "      <td>1.756129e+09</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     df        sum_sq       mean_sq           F        PR(>F)\n",
+       "C(OverallQual)      9.0  6.299881e+12  6.999867e+11  398.596356  0.000000e+00\n",
+       "C(TotRmsAbvGrd)    11.0  3.809607e+11  3.463279e+10   19.721092  2.064711e-37\n",
+       "Residual         1439.0  2.527070e+12  1.756129e+09         NaN           NaN"
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sm.stats.anova_lm(modelo_1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9564db88-56ab-4aac-8b4b-f5a9fd33de7c",
+   "metadata": {},
+   "source": [
+    "Se obtuvo para ambas variables categóricas un p value de cero, por lo que podríamos decir que ambas variables podían afectar la predicción de SalePrice.\n",
+    "\n",
+    "Lo que nos indica el p value es que los grupos dentro de las variables tienen un comportamiento diferente en cuanto a las medias (se podría decir que no son iguales)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3d554d17-8dfb-4550-bbcf-87f7c5450024",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Graficando correlaciones negativas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e0fff29c-e472-4915-ad10-765bb10f3190",
+   "metadata": {},
+   "source": [
+    "'garage_old', 'years_remod', 'Years_old'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ba98c2e4-3cc4-455f-bf36-427658400e3f",
+   "metadata": {},
+   "source": [
+    "### garage_old"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "f120714c-9e98-4286-bf62-501ccb252082",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='garage_old', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3492bb1c-5680-4137-acc9-fa45a6d325cc",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### years_remod"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "f943ebc4-ef9c-4c25-b57f-c0487bd8ade3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='years_remod', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "cf085448-bd4a-4007-af73-772bdfca8a15",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(x='Years_old', y='SalePriceNorm', data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8748ecbd-dcaa-4893-b5f2-0f102a41b169",
+   "metadata": {},
+   "source": [
+    "## Regresión para evaluar variables numéricas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 262,
+   "id": "e552261d-1848-45e0-b7ce-933063962cfc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num = df[['GrLivArea', 'GarageArea', '1stFlrSF','TotRmsAbvGrd','garage_old', 'years_remod', 'Years_old','SalePrice']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 263,
+   "id": "601a7df5-742b-42e5-aff1-35a742099f85",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GrLivArea        0\n",
+       "GarageArea       0\n",
+       "1stFlrSF         0\n",
+       "TotRmsAbvGrd     0\n",
+       "garage_old      81\n",
+       "years_remod      0\n",
+       "Years_old        0\n",
+       "SalePrice        0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 263,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 265,
+   "id": "38306968-d330-4fe0-a79c-3d1cf988931c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\pandas\\util\\_decorators.py:311: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  return func(*args, **kwargs)\n"
+     ]
+    }
+   ],
+   "source": [
+    "num.dropna(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 268,
+   "id": "d5b86c7b-d01a-4f02-b7cd-bf98787dba2d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "numericas= sm.add_constant(num[['GrLivArea', 'GarageArea', '1stFlrSF','TotRmsAbvGrd','garage_old', 'years_remod', 'Years_old']])\n",
+    "y = num['SalePrice']\n",
+    "#r-cuadrado 0.704"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 305,
+   "id": "97f68f8b-4b8e-439c-a263-630d65ab31a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "numericas_edit= sm.add_constant(num[['GrLivArea', 'GarageArea', '1stFlrSF','garage_old','years_remod']])\n",
+    "#Al eliminar TotRmsAbvGrd no se genera un cambio en el r-cuadrado y el cambio al eliminar years_remod es muy bajo, por lo tanto se decide eliminar ya que en algunos casos repite la información de years_remod"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 306,
+   "id": "8c87b526-5ad9-413c-a705-a0ba341d0b7e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_lineal_num = sm.OLS(y, numericas_edit).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 307,
+   "id": "5c060496-7d83-4d7e-88a4-0af4ecacfe28",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.684\n",
+      "Model:                            OLS   Adj. R-squared:                  0.683\n",
+      "Method:                 Least Squares   F-statistic:                     594.4\n",
+      "Date:                Sat, 30 Jul 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        22:33:01   Log-Likelihood:                -16714.\n",
+      "No. Observations:                1379   AIC:                         3.344e+04\n",
+      "Df Residuals:                    1373   BIC:                         3.347e+04\n",
+      "Df Model:                           5                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "===============================================================================\n",
+      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "-------------------------------------------------------------------------------\n",
+      "const        4.735e+04   6572.325      7.204      0.000    3.45e+04    6.02e+04\n",
+      "GrLivArea      67.0701      2.926     22.923      0.000      61.330      72.810\n",
+      "GarageArea     64.9590      9.095      7.143      0.000      47.118      82.800\n",
+      "1stFlrSF       40.7226      3.930     10.363      0.000      33.014      48.431\n",
+      "garage_old   -401.2021     71.863     -5.583      0.000    -542.176    -260.229\n",
+      "years_remod  -760.7661     77.872     -9.769      0.000    -913.526    -608.006\n",
+      "==============================================================================\n",
+      "Omnibus:                      418.900   Durbin-Watson:                   2.011\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            29848.384\n",
+      "Skew:                          -0.474   Prob(JB):                         0.00\n",
+      "Kurtosis:                      25.772   Cond. No.                     1.14e+04\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 1.14e+04. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_num.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "92e1c806-ecef-43f9-b0a0-51a1d2be018b",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "# Variables Categoricas y ANOVA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "d027709a-b9b5-4b55-9f39-cd530081cb92",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "38"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "columnas_numericas = df._get_numeric_data().columns\n",
+    "columnas_no_num = df.drop(columns=columnas_numericas)\n",
+    "len(columnas_no_num.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "id": "d9c5f93a-3f8a-4074-af32-841e2925df6b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'MSZoning+ Street+ LotShape+ LandContour+ Utilities+ LotConfig+ LandSlope+ Neighborhood+ Condition1+ Condition2+ BldgType+ HouseStyle+ RoofStyle+ RoofMatl+ Exterior1st+ Exterior2nd+ MasVnrType+ ExterQual+ ExterCond+ Foundation+ BsmtQual+ BsmtCond+ BsmtExposure+ BsmtFinType1+ BsmtFinType2+ Heating+ HeatingQC+ CentralAir+ Electrical+ KitchenQual+ Functional+ GarageType+ GarageFinish+ GarageQual+ GarageCond+ PavedDrive+ SaleType+ SaleCondition'"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'+ '.join(columnas_no_num.columns)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f5e2675-d754-4289-a4c4-8bcd7e7d522a",
+   "metadata": {},
+   "source": [
+    "Variables categoricas usar ANOVA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "id": "9e07acaa-27dc-4013-99fa-6de128cb3937",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "modelo_2 = ols('SalePrice ~ MSZoning+Street+LotShape+LandContour+Utilities+LotConfig+LandSlope+Neighborhood+Condition1+Condition2+BldgType+HouseStyle+RoofStyle+RoofMatl+Exterior1st+Exterior2nd+MasVnrType+ExterQual+ExterCond+Foundation+BsmtQual+BsmtCond+BsmtExposure+BsmtFinType1+BsmtFinType2+Heating+HeatingQC+CentralAir+Electrical+KitchenQual+Functional+GarageType+GarageFinish+GarageQual+GarageCond+PavedDrive+SaleType+SaleCondition', data = df).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "id": "75b96d04-759b-474c-b744-3f1f1dde8931",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Neighborhood    100.0\n",
+       "MSZoning        100.0\n",
+       "LotShape        100.0\n",
+       "ExterQual       100.0\n",
+       "BldgType        100.0\n",
+       "BsmtQual        100.0\n",
+       "Exterior1st     100.0\n",
+       "RoofMatl        100.0\n",
+       "RoofStyle       100.0\n",
+       "MasVnrType      100.0\n",
+       "BsmtExposure    100.0\n",
+       "LandContour     100.0\n",
+       "HouseStyle      100.0\n",
+       "KitchenQual     100.0\n",
+       "Name: PR(>F), dtype: float64"
+      ]
+     },
+     "execution_count": 169,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Obtención de una lista con columnas categoricas que afectan el precio de la vivienda y filtradas por las que tienen un 100% de confianza que podráin afectan el precio de vivienda\n",
+    "anova_categoricas = sm.stats.anova_lm(modelo_2)['PR(>F)'].sort_values()\n",
+    "categoricas_anova_filtrada=(1 - anova_categoricas)*100\n",
+    "categoricas_anova_filtrada.head(14)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "464d78c3-4e3c-4286-bbae-4a20f78f9887",
+   "metadata": {},
+   "source": [
+    "Comparación de modelos de regresión de variables categóricas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d2f50eb7-f0a5-4d07-8390-54144223b16b",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Regresión para evaluar variables categóricas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "926cd6d6-b0d8-4e95-991e-54b8ab4fa472",
+   "metadata": {},
+   "source": [
+    "Se realizan regresiones con algunas variables categóricas y se elige la más importante."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "id": "8c63e8aa-48b5-41e7-912b-e757cefae629",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "zona = sm.add_constant(pd.get_dummies(df['MSZoning']))\n",
+    "#r-cuadrado 0.108"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "id": "533d0f2f-5d24-4c11-9971-190ac427a1f1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "barrio = sm.add_constant(pd.get_dummies(df['Neighborhood']))\n",
+    "#r-cuadrado 0.546"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "id": "5ca6b99f-aadb-40ac-95ca-d92d62d04283",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "externo = sm.add_constant(pd.get_dummies(df['ExterQual']))\n",
+    "#r-cuadrado 0.447"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 211,
+   "id": "71cfc305-15bf-40d1-87d3-8e2419a6d6db",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "basmnt =sm.add_constant(pd.get_dummies(df['BsmtQual']))\n",
+    "#r-cuadrado 0.465"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "id": "64e420d8-f04f-43db-b1f9-018a5f1b3e4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "techo = sm.add_constant(pd.get_dummies(df['RoofMatl']))\n",
+    "#r-cuadrado 0.031"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 217,
+   "id": "94d9902c-57c1-4ff6-86d5-2934fde6e1fa",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "vivienda = sm.add_constant(pd.get_dummies(df['BldgType']))\n",
+    "#r-cuadrado 0.035"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 224,
+   "id": "03d06702-c1db-4a54-8341-9e592dcced06",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "Calidad = sm.add_constant(pd.get_dummies(df['OverallQual']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 218,
+   "id": "a8f1dc45-3dc3-4cf7-80e8-af1bc9f15426",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       208500\n",
+       "1       181500\n",
+       "2       223500\n",
+       "3       140000\n",
+       "4       250000\n",
+       "         ...  \n",
+       "1455    175000\n",
+       "1456    210000\n",
+       "1457    266500\n",
+       "1458    142125\n",
+       "1459    147500\n",
+       "Name: SalePrice, Length: 1460, dtype: int64"
+      ]
+     },
+     "execution_count": 218,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y = df['SalePrice']\n",
+    "y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "id": "75e4daa1-420a-4c8a-bdcd-0cbf75780b10",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "reg_lineal_statsmods = sm.OLS(y, Calidad).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 226,
+   "id": "3d1fe7ec-e3bf-410e-850b-3f7976f53d03",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.684\n",
+      "Model:                            OLS   Adj. R-squared:                  0.682\n",
+      "Method:                 Least Squares   F-statistic:                     349.0\n",
+      "Date:                Sat, 30 Jul 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        21:38:29   Log-Likelihood:                -17703.\n",
+      "No. Observations:                1460   AIC:                         3.543e+04\n",
+      "Df Residuals:                    1450   BIC:                         3.548e+04\n",
+      "Df Model:                           9                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "const        1.71e+05   4040.647     42.331      0.000    1.63e+05    1.79e+05\n",
+      "1          -1.209e+05   2.89e+04     -4.179      0.000   -1.78e+05   -6.42e+04\n",
+      "2          -1.193e+05   2.37e+04     -5.026      0.000   -1.66e+05   -7.27e+04\n",
+      "3          -8.357e+04   9918.245     -8.426      0.000   -1.03e+05   -6.41e+04\n",
+      "4          -6.262e+04   5520.188    -11.345      0.000   -7.35e+04   -5.18e+04\n",
+      "5          -3.752e+04   4523.280     -8.295      0.000   -4.64e+04   -2.86e+04\n",
+      "6          -9441.9191   4551.291     -2.075      0.038   -1.84e+04    -514.101\n",
+      "7           3.667e+04   4633.649      7.914      0.000    2.76e+04    4.58e+04\n",
+      "8           1.037e+05   5108.235     20.299      0.000    9.37e+04    1.14e+05\n",
+      "9           1.965e+05   7381.543     26.616      0.000    1.82e+05    2.11e+05\n",
+      "10          2.675e+05   1.04e+04     25.806      0.000    2.47e+05    2.88e+05\n",
+      "==============================================================================\n",
+      "Omnibus:                      377.831   Durbin-Watson:                   1.984\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             3528.673\n",
+      "Skew:                           0.929   Prob(JB):                         0.00\n",
+      "Kurtosis:                      10.386   Cond. No.                     1.03e+16\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The smallest eigenvalue is 1.68e-29. This might indicate that there are\n",
+      "strong multicollinearity problems or that the design matrix is singular.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_statsmods.summary())\n",
+    "#La columna calidad es la que nos entrega un mayor r-cuadrado, junto con barrio"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d82c6841-c23a-4d02-84c5-9205a7e3e38f",
+   "metadata": {},
+   "source": [
+    "# Regresión\n",
+    "\n",
+    "1. Se crea un df con variables numericas elegidas para hacer el modelo de regresión\n",
+    "1. Se agregan las columnas correspondientes a la variable categórica elegida, sin considerar los betas con un p-value mayor a 0.05 (del summary anterior)\n",
+    "1. Se crean un par de modelos de regresion\n",
+    "1. Se elige un modelo y se testea"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de2ee7ca-260d-4caa-a52f-331afc6290cc",
+   "metadata": {},
+   "source": [
+    "Variables elegidas:\n",
+    "- Numéricas: 'GrLivArea', 'GarageArea', '1stFlrSF','garage_old', 'Years_old'\n",
+    "- Categoricas: 'OverallQual', 'Neighborhood'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c9ccfc44-0609-4107-9082-459792bb81e2",
+   "metadata": {},
+   "source": [
+    "## Modelo 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 431,
+   "id": "bbb2b383-d52c-4b4d-a498-20e7143566a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\pandas\\util\\_decorators.py:311: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  return func(*args, **kwargs)\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_regresión= df[['GrLivArea', 'GarageArea', '1stFlrSF','garage_old', 'years_remod','OverallQual', 'Neighborhood','SalePrice']]\n",
+    "df_regresión.dropna(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 432,
+   "id": "1f7b8065-5455-46fa-b3f5-f2bebdc726a7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1379, 8)"
+      ]
+     },
+     "execution_count": 432,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_regresión.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 433,
+   "id": "a0cf5ed6-90e1-49c0-a7bc-f82c78679f81",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1379, 40)"
+      ]
+     },
+     "execution_count": 433,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_regresión_d = pd.get_dummies(df_regresión, columns=['OverallQual', 'Neighborhood'])\n",
+    "df_regresión_d.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 434,
+   "id": "46ba41e5-ac9f-48c7-886e-4a74444b2d15",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_regresión_d.drop(columns='SalePrice', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 435,
+   "id": "0864b9bf-e222-4d69-90ea-4fb39bf83a15",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(1379, 40)"
+      ]
+     },
+     "execution_count": 435,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X = sm.add_constant(df_regresión_d)\n",
+    "X.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 436,
+   "id": "ce320b70-ca6d-4074-a661-83e984df3729",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1379,)"
+      ]
+     },
+     "execution_count": 436,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y = df_regresión['SalePrice']\n",
+    "Y.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 437,
+   "id": "47fca67b-ab40-4427-8fb3-169c281b323a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_lineal_1 = sm.OLS(Y,X).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 438,
+   "id": "e7839416-7ccf-4b30-a6a4-37e8faf4b17b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.825\n",
+      "Model:                            OLS   Adj. R-squared:                  0.820\n",
+      "Method:                 Least Squares   F-statistic:                     170.7\n",
+      "Date:                Sun, 31 Jul 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        14:12:20   Log-Likelihood:                -16307.\n",
+      "No. Observations:                1379   AIC:                         3.269e+04\n",
+      "Df Residuals:                    1341   BIC:                         3.289e+04\n",
+      "Df Model:                          37                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "========================================================================================\n",
+      "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "----------------------------------------------------------------------------------------\n",
+      "const                 9.591e+04   6192.913     15.487      0.000    8.38e+04    1.08e+05\n",
+      "GrLivArea               43.5552      2.676     16.279      0.000      38.307      48.804\n",
+      "GarageArea              36.0025      7.329      4.912      0.000      21.625      50.380\n",
+      "1stFlrSF                16.5256      3.338      4.950      0.000       9.977      23.074\n",
+      "garage_old              45.4425     69.250      0.656      0.512     -90.407     181.292\n",
+      "years_remod           -387.1455     63.327     -6.113      0.000    -511.377    -262.914\n",
+      "OverallQual_2        -3.872e+04   2.21e+04     -1.755      0.079    -8.2e+04    4551.469\n",
+      "OverallQual_3        -4.165e+04   8778.448     -4.744      0.000   -5.89e+04   -2.44e+04\n",
+      "OverallQual_4        -3.169e+04   4616.651     -6.865      0.000   -4.08e+04   -2.26e+04\n",
+      "OverallQual_5        -2.565e+04   3554.465     -7.218      0.000   -3.26e+04   -1.87e+04\n",
+      "OverallQual_6        -1.601e+04   3418.435     -4.683      0.000   -2.27e+04   -9301.155\n",
+      "OverallQual_7        -1354.5713   3551.770     -0.381      0.703   -8322.201    5613.059\n",
+      "OverallQual_8         2.744e+04   4279.299      6.411      0.000     1.9e+04    3.58e+04\n",
+      "OverallQual_9         9.959e+04   6380.510     15.608      0.000    8.71e+04    1.12e+05\n",
+      "OverallQual_10         1.24e+05   8943.420     13.860      0.000    1.06e+05    1.42e+05\n",
+      "Neighborhood_Blmngtn -3131.9259   8342.498     -0.375      0.707   -1.95e+04    1.32e+04\n",
+      "Neighborhood_Blueste -1.571e+04   2.29e+04     -0.685      0.493   -6.07e+04    2.92e+04\n",
+      "Neighborhood_BrDale  -2.488e+04   8644.801     -2.878      0.004   -4.18e+04   -7925.081\n",
+      "Neighborhood_BrkSide -8406.8943   5220.187     -1.610      0.108   -1.86e+04    1833.728\n",
+      "Neighborhood_ClearCr   2.96e+04   6508.639      4.548      0.000    1.68e+04    4.24e+04\n",
+      "Neighborhood_CollgCr  8225.6800   3330.086      2.470      0.014    1692.935    1.48e+04\n",
+      "Neighborhood_Crawfor  2.309e+04   5117.741      4.511      0.000     1.3e+04    3.31e+04\n",
+      "Neighborhood_Edwards -2.206e+04   4161.515     -5.301      0.000   -3.02e+04   -1.39e+04\n",
+      "Neighborhood_Gilbert  7180.0171   4235.083      1.695      0.090   -1128.092    1.55e+04\n",
+      "Neighborhood_IDOTRR  -2.311e+04   6591.100     -3.506      0.000    -3.6e+04   -1.02e+04\n",
+      "Neighborhood_MeadowV -2.556e+04   9658.435     -2.647      0.008   -4.45e+04   -6614.045\n",
+      "Neighborhood_Mitchel  -556.3575   5207.507     -0.107      0.915   -1.08e+04    9659.390\n",
+      "Neighborhood_NAmes   -3994.7583   3002.577     -1.330      0.184   -9885.018    1895.501\n",
+      "Neighborhood_NPkVill -7252.7987    1.1e+04     -0.661      0.509   -2.88e+04    1.43e+04\n",
+      "Neighborhood_NWAmes    559.7158   4226.394      0.132      0.895   -7731.348    8850.779\n",
+      "Neighborhood_NoRidge  5.792e+04   5835.592      9.925      0.000    4.65e+04    6.94e+04\n",
+      "Neighborhood_NridgHt  3.651e+04   4862.343      7.508      0.000     2.7e+04     4.6e+04\n",
+      "Neighborhood_OldTown -2.846e+04   4009.815     -7.097      0.000   -3.63e+04   -2.06e+04\n",
+      "Neighborhood_SWISU   -2.241e+04   7744.735     -2.893      0.004   -3.76e+04   -7214.306\n",
+      "Neighborhood_Sawyer  -4475.1779   4383.465     -1.021      0.307   -1.31e+04    4124.016\n",
+      "Neighborhood_SawyerW  3571.3700   4559.661      0.783      0.434   -5373.475    1.25e+04\n",
+      "Neighborhood_Somerst  1.154e+04   4249.170      2.717      0.007    3208.780    1.99e+04\n",
+      "Neighborhood_StoneBr  5.005e+04   7097.402      7.052      0.000    3.61e+04     6.4e+04\n",
+      "Neighborhood_Timber   2.015e+04   5643.050      3.570      0.000    9076.442    3.12e+04\n",
+      "Neighborhood_Veenker  3.752e+04   9886.685      3.795      0.000    1.81e+04    5.69e+04\n",
+      "==============================================================================\n",
+      "Omnibus:                      501.388   Durbin-Watson:                   1.917\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            41586.993\n",
+      "Skew:                          -0.754   Prob(JB):                         0.00\n",
+      "Kurtosis:                      29.861   Cond. No.                     4.18e+16\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The smallest eigenvalue is 3.42e-24. This might indicate that there are\n",
+      "strong multicollinearity problems or that the design matrix is singular.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_1.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0e4584f1-cb8d-441e-9ab3-8e53747b8912",
+   "metadata": {},
+   "source": [
+    "## Modelo 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 460,
+   "id": "08c49bf9-a99e-455e-b532-543bd54575d7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#se eliminan columnas con p-value mayores a 0.05: 'garage_old'\n",
+    "df_regresion_2= df[['GrLivArea', 'GarageArea', '1stFlrSF','years_remod','OverallQual', 'Neighborhood','SalePrice']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 461,
+   "id": "24612db0-e33a-48f7-941f-84319631ccbb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#se eliminan columnas con p-value mayores a 0.05: algunos grupos de Neighborhood y OverallQual\n",
+    "df_regresion_2_d = pd.get_dummies(df_regresion_2, columns=['OverallQual', 'Neighborhood'])\n",
+    "df_regresion_2_d_clean =df_regresion_2_d.drop(columns=['OverallQual_2', 'OverallQual_7', 'Neighborhood_Blmngtn', 'Neighborhood_Blueste', 'Neighborhood_BrkSide', 'Neighborhood_Gilbert','Neighborhood_Mitchel',\n",
+    "                            'Neighborhood_NAmes', 'Neighborhood_NPkVill', 'Neighborhood_NWAmes', 'Neighborhood_Sawyer', 'Neighborhood_SawyerW', 'SalePrice'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 462,
+   "id": "dee54cc7-15c9-48bc-b791-30a0eb3cf28b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\fezun\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
+      "  x = pd.concat(x[::order], 1)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(1460, 28)"
+      ]
+     },
+     "execution_count": 462,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_2 = sm.add_constant(df_regresion_2_d_clean)\n",
+    "X_2.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 463,
+   "id": "e01dfff1-6c9c-4a43-862b-ebc55d5d6eb9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1460,)"
+      ]
+     },
+     "execution_count": 463,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y_2 = df_regresion_2['SalePrice']\n",
+    "Y_2.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 464,
+   "id": "c2a99677-873b-4797-ae33-2a3b4952f9c8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_lineal_2 = sm.OLS(Y_2,X_2).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 465,
+   "id": "701ef178-1b39-4745-a7b1-468612f52c73",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.830\n",
+      "Model:                            OLS   Adj. R-squared:                  0.827\n",
+      "Method:                 Least Squares   F-statistic:                     259.4\n",
+      "Date:                Sun, 31 Jul 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        14:19:02   Log-Likelihood:                -17249.\n",
+      "No. Observations:                1460   AIC:                         3.455e+04\n",
+      "Df Residuals:                    1432   BIC:                         3.470e+04\n",
+      "Df Model:                          27                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "========================================================================================\n",
+      "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "----------------------------------------------------------------------------------------\n",
+      "const                 9.658e+04   5356.806     18.029      0.000    8.61e+04    1.07e+05\n",
+      "GrLivArea               43.4419      2.448     17.743      0.000      38.639      48.245\n",
+      "GarageArea              38.3029      5.480      6.989      0.000      27.553      49.053\n",
+      "1stFlrSF                15.5976      3.087      5.052      0.000       9.542      21.653\n",
+      "years_remod           -411.2752     53.209     -7.729      0.000    -515.652    -306.899\n",
+      "OverallQual_1        -4.488e+04   2.38e+04     -1.885      0.060   -9.16e+04    1826.757\n",
+      "OverallQual_3         -4.57e+04   8053.980     -5.675      0.000   -6.15e+04   -2.99e+04\n",
+      "OverallQual_4         -3.02e+04   4339.091     -6.959      0.000   -3.87e+04   -2.17e+04\n",
+      "OverallQual_5        -2.531e+04   3016.807     -8.389      0.000   -3.12e+04   -1.94e+04\n",
+      "OverallQual_6        -1.498e+04   2790.748     -5.368      0.000   -2.05e+04   -9507.241\n",
+      "OverallQual_8         2.784e+04   3564.767      7.809      0.000    2.08e+04    3.48e+04\n",
+      "OverallQual_9         1.003e+05   6234.371     16.085      0.000     8.8e+04    1.13e+05\n",
+      "OverallQual_10         1.24e+05   8992.434     13.794      0.000    1.06e+05    1.42e+05\n",
+      "Neighborhood_BrDale  -2.363e+04   8536.476     -2.768      0.006   -4.04e+04   -6880.157\n",
+      "Neighborhood_ClearCr  2.972e+04   6439.109      4.615      0.000    1.71e+04    4.23e+04\n",
+      "Neighborhood_CollgCr  8193.2003   3258.615      2.514      0.012    1801.029    1.46e+04\n",
+      "Neighborhood_Crawfor   2.62e+04   4901.975      5.345      0.000    1.66e+04    3.58e+04\n",
+      "Neighborhood_Edwards -1.697e+04   3682.509     -4.607      0.000   -2.42e+04   -9742.791\n",
+      "Neighborhood_IDOTRR  -2.325e+04   5766.454     -4.031      0.000   -3.46e+04   -1.19e+04\n",
+      "Neighborhood_MeadowV -1.903e+04   8390.788     -2.268      0.023   -3.55e+04   -2572.232\n",
+      "Neighborhood_NoRidge  5.849e+04   5992.010      9.761      0.000    4.67e+04    7.02e+04\n",
+      "Neighborhood_NridgHt  3.625e+04   5017.156      7.226      0.000    2.64e+04    4.61e+04\n",
+      "Neighborhood_OldTown -2.578e+04   3488.451     -7.390      0.000   -3.26e+04   -1.89e+04\n",
+      "Neighborhood_SWISU   -2.027e+04   6916.463     -2.931      0.003   -3.38e+04   -6701.627\n",
+      "Neighborhood_Somerst  1.089e+04   4294.707      2.535      0.011    2463.454    1.93e+04\n",
+      "Neighborhood_StoneBr  5.064e+04   7325.570      6.913      0.000    3.63e+04     6.5e+04\n",
+      "Neighborhood_Timber   2.088e+04   5777.482      3.614      0.000    9546.335    3.22e+04\n",
+      "Neighborhood_Veenker  3.893e+04   1.01e+04      3.844      0.000    1.91e+04    5.88e+04\n",
+      "==============================================================================\n",
+      "Omnibus:                      537.623   Durbin-Watson:                   1.931\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            45387.025\n",
+      "Skew:                          -0.778   Prob(JB):                         0.00\n",
+      "Kurtosis:                      30.270   Cond. No.                     5.67e+04\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 5.67e+04. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_2.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8d01b8f1-0421-4a9a-b000-9a007673cef6",
+   "metadata": {},
+   "source": [
+    "Se elige el modelo 2 que presenta un r cuadrado mayor.\n",
+    "\n",
+    "Se procede entonces a testeo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 466,
+   "id": "c11fab81-8439-41e8-a439-0b1283878393",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.linear_model import Ridge, Lasso\n",
+    "from sklearn import metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 467,
+   "id": "c2a46c3c-afa1-495f-96ab-d3950fc8869b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X_2, Y_2, random_state = 432, train_size = 0.8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 468,
+   "id": "a9c20730-2b74-4bbc-9d69-3f311a4d9403",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "linear_reg = LinearRegression()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 469,
+   "id": "bdbbb1a6-7903-4202-a410-43bb91e96ced",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression()"
+      ]
+     },
+     "execution_count": 469,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear_reg.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 470,
+   "id": "ae56e2a0-d98e-40c7-83ec-78d5ca6f7e09",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "prediccion_train = linear_reg.predict(X_train)\n",
+    "prediccion_test = linear_reg.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 471,
+   "id": "d5258b4c-39e1-4547-8833-b7c0632475f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8547011199077087"
+      ]
+     },
+     "execution_count": 471,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.r2_score(y_train, prediccion_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 472,
+   "id": "992acb95-e487-4be0-ad80-7b49c796ce80",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.7061577805110134"
+      ]
+     },
+     "execution_count": 472,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.r2_score(y_test, prediccion_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "46be939a-2885-4660-9574-a0a914600411",
+   "metadata": {},
+   "source": [
+    "## Ridge"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 473,
+   "id": "a722ee89-ef0f-4012-8bc4-e6ab927f65b5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rid_reg = Ridge(alpha = 1).fit(X_train, y_train)\n",
+    "rid_reg100 = Ridge(alpha = 100).fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 474,
+   "id": "e63698e0-d96e-4e82-a273-115a18995dc7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Ridge_train_score = rid_reg.score(X_train, y_train)\n",
+    "Ridge_train_score100 = rid_reg100.score(X_train, y_train)\n",
+    "Ridge_test_score = rid_reg.score(X_test, y_test)\n",
+    "Ridge_test_score100 = rid_reg100.score(X_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 475,
+   "id": "960a837f-6bc3-40c1-b192-5543d868412c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Alpha1 entrenamiento 0.8542768854563241, validacion 0.7068025187633397\n",
+      "Alpha100 entrenamiento 0.7784950941984752, validacion 0.616737790154476\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f'Alpha1 entrenamiento {Ridge_train_score}, validacion {Ridge_test_score}')\n",
+    "print(f'Alpha100 entrenamiento {Ridge_train_score100}, validacion {Ridge_test_score100}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4564c5e4-b0a3-4ec4-9ddb-eb26b0865b4e",
+   "metadata": {},
+   "source": [
+    "Al poner a prueba la regresión, se puede observar que los valores de r cuadrado se mantienen en un nivel óptimo en ambos casos, por lo que podría indicar que mi modelo está bien."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be500e5a-334b-417f-a6f6-d87f5adcbbea",
+   "metadata": {},
+   "source": [
+    "# CONCLUSIÓN"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82c07172-12e8-4c08-a3a8-b64bdd7fc01c",
+   "metadata": {},
+   "source": [
+    "Después de haber revisado y analizado la data entregada se concluye que las variables que más influyen en el precio de las viviendas son:\n",
+    "- 'GrLivArea': Above grade (ground) living area square feet\n",
+    "- 'GarageArea': Size of garage in square feet\n",
+    "- '1stFlrSF': First Floor square feet\n",
+    "- 'years_remod': Remodel date (same as construction date if no remodeling or additions), transformada a años desde remodelación\n",
+    "- 'OverallQual': Rates the overall material and finish of the house\n",
+    "- 'Neighborhood': hysical locations within Ames city limits\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/train.csv b/train.csv
new file mode 100644
index 0000000..d68e0d7
--- /dev/null
+++ b/train.csv
@@ -0,0 +1,1461 @@
+Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition,SalePrice
+1,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,706,Unf,0,150,856,GasA,Ex,Y,SBrkr,856,854,0,1710,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,548,TA,TA,Y,0,61,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,208500
+2,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,1Story,6,8,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,978,Unf,0,284,1262,GasA,Ex,Y,SBrkr,1262,0,0,1262,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,181500
+3,60,RL,68,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,162,Gd,TA,PConc,Gd,TA,Mn,GLQ,486,Unf,0,434,920,GasA,Ex,Y,SBrkr,920,866,0,1786,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,223500
+4,70,RL,60,9550,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,5,1915,1970,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,Gd,No,ALQ,216,Unf,0,540,756,GasA,Gd,Y,SBrkr,961,756,0,1717,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1998,Unf,3,642,TA,TA,Y,0,35,272,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,140000
+5,60,RL,84,14260,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Gd,TA,Av,GLQ,655,Unf,0,490,1145,GasA,Ex,Y,SBrkr,1145,1053,0,2198,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,2000,RFn,3,836,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,250000
+6,50,RL,85,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1993,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Wood,Gd,TA,No,GLQ,732,Unf,0,64,796,GasA,Ex,Y,SBrkr,796,566,0,1362,1,0,1,1,1,1,TA,5,Typ,0,NA,Attchd,1993,Unf,2,480,TA,TA,Y,40,30,0,320,0,0,NA,MnPrv,Shed,700,10,2009,WD,Normal,143000
+7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000
+8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000
+9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900
+10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000
+11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500
+12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000
+13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000
+14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500
+15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000
+16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000
+17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000
+18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000
+19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000
+20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000
+21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300
+22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400
+23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000
+24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900
+25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000
+26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300
+27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800
+28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000
+29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500
+30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500
+31,70,C (all),50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000
+32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350
+33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900
+34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500
+35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500
+36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000
+37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000
+38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000
+39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000
+40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000
+41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000
+42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000
+43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000
+44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250
+45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000
+46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900
+47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686
+48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700
+49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000
+50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000
+51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000
+52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500
+53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000
+54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000
+55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000
+56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500
+57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500
+58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500
+59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780
+60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900
+61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000
+62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000
+63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500
+64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000
+65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500
+66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000
+67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000
+68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000
+69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000
+70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000
+71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000
+72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500
+73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000
+74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900
+75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400
+76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000
+77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750
+78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000
+79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500
+80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000
+81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500
+82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500
+83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000
+84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500
+85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500
+86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000
+87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000
+88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500
+89,50,C (all),105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000
+90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600
+91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900
+92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600
+93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500
+94,190,C (all),60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900
+95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750
+96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000
+97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000
+98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750
+99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000
+100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950
+101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000
+102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000
+103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964
+104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900
+105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500
+106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000
+107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000
+108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000
+109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000
+110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000
+111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900
+112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000
+113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970
+114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000
+115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500
+116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000
+117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000
+118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000
+119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000
+120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990
+121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000
+122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000
+123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000
+124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900
+125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000
+126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500
+127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000
+128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000
+129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000
+130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000
+131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000
+132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000
+133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750
+134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000
+135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000
+136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000
+137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000
+138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000
+139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000
+140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500
+141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000
+142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000
+143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000
+144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000
+145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000
+146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000
+147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000
+148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500
+149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000
+150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000
+151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000
+152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402
+153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000
+154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000
+155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000
+156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000
+157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500
+158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500
+159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900
+160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000
+161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500
+162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500
+163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000
+164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200
+165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000
+166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500
+167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000
+168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624
+169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500
+170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000
+171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500
+172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000
+173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000
+174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000
+175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000
+176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000
+177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000
+178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500
+179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837
+180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000
+181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000
+182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100
+183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000
+184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000
+185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000
+186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000
+187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000
+188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000
+189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337
+190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000
+191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000
+192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000
+193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000
+194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000
+195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000
+196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500
+197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872
+198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000
+199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000
+200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900
+201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000
+202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500
+203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000
+204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000
+205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000
+206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500
+207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900
+208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000
+209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000
+210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000
+211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000
+212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000
+213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678
+214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000
+215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750
+216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450
+217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000
+218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000
+219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500
+220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240
+221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900
+222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000
+223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900
+224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000
+225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250
+226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000
+227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000
+228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000
+229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000
+230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500
+231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000
+232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000
+233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500
+234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200
+235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500
+236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500
+237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500
+238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500
+239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000
+240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000
+241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500
+242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500
+243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000
+244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000
+245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000
+246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500
+247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000
+248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000
+249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000
+250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000
+251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500
+252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000
+253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000
+254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000
+255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000
+256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000
+257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500
+258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000
+259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500
+260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000
+261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000
+262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000
+263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000
+264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000
+265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000
+266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500
+267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000
+268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500
+269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500
+270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000
+271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000
+272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500
+273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000
+274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000
+275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500
+276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000
+277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000
+278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000
+279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298
+280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000
+281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500
+282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000
+283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500
+284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600
+285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200
+286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700
+287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000
+288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000
+289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000
+290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575
+291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230
+292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900
+293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000
+294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000
+295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000
+296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500
+297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000
+298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000
+299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000
+300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500
+301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000
+302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000
+303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000
+304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900
+305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000
+306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900
+307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000
+308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500
+309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500
+310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000
+311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600
+312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000
+313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900
+314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000
+315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000
+316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500
+317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000
+318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000
+319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000
+320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500
+321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643
+322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000
+323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000
+324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175
+325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000
+326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000
+327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000
+328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250
+329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500
+330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000
+331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000
+332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000
+333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000
+334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000
+335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000
+336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950
+337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426
+338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000
+339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500
+340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000
+341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900
+342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000
+343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500
+344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000
+345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000
+346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200
+347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500
+348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500
+349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000
+350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154
+351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061
+352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000
+353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000
+354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900
+355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000
+356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500
+357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000
+358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000
+359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000
+360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000
+361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000
+362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000
+363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500
+364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000
+365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000
+366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000
+367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000
+368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000
+369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000
+370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000
+371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400
+372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432
+373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000
+374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000
+375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500
+376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000
+377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000
+378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000
+379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432
+380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000
+381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000
+382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750
+383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500
+384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000
+385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000
+386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000
+387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000
+388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000
+389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000
+390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000
+391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000
+392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000
+393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500
+394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000
+395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000
+396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000
+397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000
+398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500
+399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000
+400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000
+401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500
+402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990
+403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000
+404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000
+405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000
+406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000
+407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000
+408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000
+409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000
+410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750
+411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000
+412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000
+413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000
+414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000
+415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000
+416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134
+417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500
+418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000
+419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000
+420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000
+421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300
+422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000
+423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000
+424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000
+425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000
+426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000
+427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000
+428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008
+429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400
+430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000
+431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400
+432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900
+433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500
+434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000
+435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000
+436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000
+437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000
+438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000
+439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350
+440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000
+441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000
+442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000
+443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900
+444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500
+445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000
+446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500
+447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000
+448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900
+449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500
+450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000
+451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000
+452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000
+453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000
+454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000
+455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000
+456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500
+457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000
+458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000
+459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000
+460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000
+461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435
+462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000
+463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383
+464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700
+465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000
+466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740
+467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000
+468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500
+469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000
+470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000
+471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000
+472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000
+473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000
+474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000
+475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000
+476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500
+477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900
+478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000
+479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000
+480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471
+481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000
+482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000
+483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000
+484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000
+485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500
+486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000
+487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000
+488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000
+489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000
+490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000
+491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000
+492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000
+493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785
+494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000
+495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300
+496,30,C (all),60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900
+497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000
+498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000
+499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000
+500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000
+501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000
+502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700
+503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000
+504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000
+505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000
+506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500
+507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000
+508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300
+509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000
+510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500
+511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900
+512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665
+513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900
+514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000
+515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500
+516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861
+517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000
+518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000
+519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000
+520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000
+521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250
+522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000
+523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000
+524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750
+525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750
+526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000
+527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000
+528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261
+529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000
+530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624
+531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000
+532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000
+533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500
+534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300
+535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000
+536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500
+537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000
+538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250
+539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000
+540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000
+541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000
+542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000
+543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250
+544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000
+545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665
+546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000
+547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000
+548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500
+549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000
+550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000
+551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000
+552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500
+553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500
+554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000
+555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000
+556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000
+557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000
+558,50,C (all),60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000
+559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000
+560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000
+561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500
+562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000
+563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000
+564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000
+565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000
+566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000
+567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000
+568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000
+569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600
+570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960
+571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600
+572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000
+573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500
+574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000
+575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000
+576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500
+577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000
+578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500
+579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000
+580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500
+581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900
+582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293
+583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500
+584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000
+585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000
+586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900
+587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000
+588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000
+589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000
+590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500
+591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900
+592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950
+593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000
+594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000
+595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000
+596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000
+597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504
+598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201
+599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500
+600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000
+601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000
+602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000
+603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000
+604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000
+605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000
+606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000
+607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000
+608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000
+609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100
+610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500
+611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000
+612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000
+613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500
+614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000
+615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500
+616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500
+617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200
+618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500
+619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813
+620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000
+621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000
+622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000
+623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000
+624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500
+625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150
+626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000
+627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900
+628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000
+629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000
+630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500
+631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000
+632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500
+633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500
+634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400
+635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000
+636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000
+637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000
+638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000
+639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000
+640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561
+641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000
+642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000
+643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000
+644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000
+645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878
+646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250
+647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300
+648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000
+649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000
+650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500
+651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950
+652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000
+653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000
+654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000
+655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000
+656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000
+657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500
+658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000
+659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500
+660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000
+661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900
+662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000
+663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000
+664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500
+665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000
+666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500
+667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000
+668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500
+669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000
+670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500
+671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500
+672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600
+673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000
+674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500
+675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000
+676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500
+677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000
+678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500
+679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500
+680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500
+681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000
+682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434
+683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000
+684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000
+685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000
+686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500
+687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875
+688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800
+689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000
+690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700
+691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000
+692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000
+693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000
+694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480
+695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500
+696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000
+697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000
+698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500
+699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500
+700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000
+701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500
+702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000
+703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919
+704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000
+705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000
+706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000
+707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000
+708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000
+709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540
+710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900
+711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000
+712,50,C (all),66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776
+713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000
+714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000
+715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500
+716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000
+717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500
+718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000
+719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000
+720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500
+721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000
+722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000
+723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500
+724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000
+725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000
+726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500
+727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000
+728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500
+729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000
+730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000
+731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500
+732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500
+733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500
+734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400
+735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000
+736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000
+737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500
+738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900
+739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000
+740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000
+741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000
+742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000
+743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000
+744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000
+745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000
+746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800
+747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000
+748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979
+749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400
+750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000
+751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500
+752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000
+753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000
+754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500
+755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000
+756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500
+757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000
+758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900
+759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400
+760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000
+761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500
+762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000
+763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200
+764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000
+765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000
+766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132
+767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500
+768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000
+769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837
+770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000
+771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900
+772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000
+773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000
+774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500
+775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000
+776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000
+777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500
+778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500
+779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000
+780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000
+781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000
+782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900
+783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100
+784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500
+785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000
+786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500
+787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000
+788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000
+789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900
+790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500
+791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200
+792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800
+793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790
+794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000
+795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500
+796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000
+797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500
+798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000
+799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000
+800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000
+801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000
+802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900
+803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000
+804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933
+805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000
+806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680
+807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500
+808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500
+809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950
+810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000
+811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000
+812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500
+813,20,C (all),66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993
+814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900
+815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000
+816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900
+817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000
+818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000
+819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000
+820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000
+821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000
+822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000
+823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000
+824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500
+825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600
+826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000
+827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500
+828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000
+829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000
+830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400
+831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000
+832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000
+833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000
+834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000
+835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950
+836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000
+837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500
+838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000
+839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000
+840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500
+841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000
+842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500
+843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900
+844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000
+845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900
+846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000
+847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000
+848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500
+849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000
+850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000
+851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500
+852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000
+853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000
+854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000
+855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000
+856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000
+857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000
+858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000
+859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000
+860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000
+861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950
+862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500
+863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000
+864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500
+865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580
+866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500
+867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900
+868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000
+869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000
+870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000
+871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500
+872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500
+873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000
+874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000
+875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500
+876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477
+877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250
+878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000
+879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000
+880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500
+881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000
+882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500
+883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000
+884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500
+885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000
+886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900
+887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000
+888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500
+889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000
+890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500
+891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900
+892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500
+893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500
+894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000
+895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858
+896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000
+897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500
+898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953
+899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657
+900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000
+901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000
+902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000
+903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000
+904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000
+905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500
+906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000
+907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000
+908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000
+909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000
+910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000
+911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300
+912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500
+913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000
+914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000
+915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733
+916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000
+917,20,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311
+918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000
+919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000
+920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500
+921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000
+922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900
+923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990
+924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000
+925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500
+926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000
+927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000
+928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000
+929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500
+930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000
+931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000
+932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500
+933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000
+934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000
+935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000
+936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900
+937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900
+938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000
+939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799
+940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400
+941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900
+942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000
+943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000
+944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000
+945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500
+946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900
+947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000
+948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000
+949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500
+950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500
+951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000
+952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900
+953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900
+954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000
+955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500
+956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000
+957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000
+958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000
+959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000
+960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000
+961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500
+962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000
+963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000
+964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000
+965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900
+966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900
+967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000
+968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000
+969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900
+970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000
+971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000
+972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000
+973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500
+974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000
+975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500
+976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000
+977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500
+978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900
+979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000
+980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000
+981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400
+982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000
+983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895
+984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900
+985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000
+986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000
+987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000
+988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192
+989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000
+990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000
+991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000
+992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000
+993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000
+994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900
+995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500
+996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600
+997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500
+998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000
+999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000
+1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000
+1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000
+1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000
+1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000
+1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905
+1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000
+1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900
+1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500
+1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000
+1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000
+1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000
+1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000
+1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000
+1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000
+1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000
+1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200
+1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000
+1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000
+1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500
+1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000
+1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490
+1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000
+1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000
+1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000
+1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000
+1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000
+1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500
+1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500
+1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077
+1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000
+1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000
+1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000
+1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000
+1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000
+1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000
+1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750
+1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000
+1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500
+1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000
+1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000
+1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000
+1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000
+1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000
+1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000
+1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280
+1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000
+1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600
+1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581
+1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000
+1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000
+1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900
+1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485
+1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141
+1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000
+1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500
+1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000
+1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000
+1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850
+1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000
+1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000
+1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000
+1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500
+1062,30,C (all),120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000
+1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000
+1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500
+1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000
+1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000
+1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000
+1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900
+1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400
+1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000
+1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000
+1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000
+1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500
+1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500
+1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000
+1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500
+1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000
+1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800
+1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900
+1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000
+1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000
+1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000
+1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000
+1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000
+1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500
+1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000
+1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500
+1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000
+1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500
+1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000
+1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900
+1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000
+1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500
+1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000
+1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000
+1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432
+1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000
+1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000
+1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000
+1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000
+1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000
+1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500
+1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000
+1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500
+1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000
+1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000
+1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900
+1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725
+1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000
+1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000
+1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000
+1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000
+1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900
+1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500
+1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000
+1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000
+1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100
+1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000
+1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000
+1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700
+1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400
+1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900
+1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000
+1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000
+1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900
+1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000
+1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000
+1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000
+1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000
+1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000
+1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000
+1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500
+1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500
+1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500
+1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000
+1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000
+1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000
+1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000
+1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000
+1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000
+1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000
+1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500
+1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870
+1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000
+1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000
+1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000
+1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000
+1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500
+1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900
+1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000
+1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000
+1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900
+1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000
+1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500
+1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800
+1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000
+1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900
+1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000
+1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128
+1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000
+1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000
+1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000
+1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000
+1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959
+1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000
+1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170
+1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350
+1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000
+1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000
+1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000
+1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000
+1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000
+1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900
+1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500
+1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000
+1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000
+1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500
+1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000
+1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900
+1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000
+1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000
+1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500
+1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000
+1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000
+1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700
+1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900
+1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000
+1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000
+1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000
+1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000
+1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000
+1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000
+1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000
+1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000
+1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000
+1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000
+1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210
+1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000
+1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000
+1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000
+1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050
+1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900
+1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000
+1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000
+1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500
+1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900
+1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000
+1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000
+1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000
+1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000
+1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000
+1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000
+1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000
+1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000
+1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500
+1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000
+1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000
+1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456
+1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500
+1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500
+1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000
+1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000
+1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000
+1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900
+1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000
+1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000
+1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000
+1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000
+1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294
+1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000
+1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000
+1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500
+1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800
+1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000
+1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000
+1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887
+1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500
+1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000
+1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500
+1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900
+1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900
+1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328
+1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000
+1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000
+1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000
+1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000
+1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500
+1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900
+1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500
+1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000
+1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000
+1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750
+1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000
+1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000
+1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400
+1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500
+1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500
+1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900
+1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000
+1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000
+1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000
+1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900
+1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500
+1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500
+1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000
+1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900
+1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000
+1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500
+1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000
+1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000
+1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000
+1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750
+1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000
+1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000
+1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000
+1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000
+1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000
+1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900
+1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000
+1280,50,C (all),60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400
+1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000
+1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000
+1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500
+1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000
+1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000
+1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500
+1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000
+1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000
+1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000
+1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000
+1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500
+1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500
+1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500
+1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900
+1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000
+1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500
+1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000
+1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000
+1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000
+1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000
+1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000
+1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500
+1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000
+1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000
+1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000
+1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000
+1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500
+1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000
+1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000
+1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200
+1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000
+1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000
+1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000
+1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168
+1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000
+1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900
+1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493
+1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900
+1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000
+1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000
+1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500
+1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500
+1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000
+1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500
+1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000
+1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000
+1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000
+1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500
+1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000
+1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500
+1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000
+1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500
+1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000
+1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500
+1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000
+1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900
+1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000
+1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500
+1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000
+1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500
+1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000
+1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000
+1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500
+1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000
+1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835
+1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500
+1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500
+1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463
+1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000
+1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000
+1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000
+1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000
+1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900
+1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000
+1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000
+1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000
+1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000
+1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900
+1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500
+1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000
+1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000
+1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000
+1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900
+1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932
+1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152
+1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000
+1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000
+1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000
+1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000
+1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000
+1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000
+1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500
+1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300
+1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500
+1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000
+1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000
+1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000
+1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000
+1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000
+1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500
+1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500
+1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500
+1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000
+1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000
+1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000
+1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500
+1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000
+1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000
+1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500
+1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000
+1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000
+1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000
+1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000
+1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000
+1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578
+1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213
+1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000
+1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500
+1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000
+1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450
+1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000
+1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000
+1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879
+1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922
+1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000
+1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000
+1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000
+1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000
+1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500
+1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000
+1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000
+1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000
+1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000
+1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000
+1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000
+1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900
+1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500
+1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000
+1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000
+1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000
+1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900
+1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500
+1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500
+1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970
+1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000
+1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000
+1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000
+1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000
+1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000
+1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900
+1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140
+1432,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,958,Unf,0,0,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1976,RFn,2,440,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143750
+1433,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1927,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,656,656,GasA,TA,Y,SBrkr,968,0,0,968,0,0,2,0,4,1,TA,5,Typ,0,NA,Detchd,1928,Unf,1,216,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,64500
+1434,60,RL,93,10261,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,318,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,962,830,0,1792,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,186500
+1435,20,RL,80,17400,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,936,Unf,0,190,1126,GasA,Fa,Y,SBrkr,1126,0,0,1126,1,0,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1977,RFn,2,484,TA,TA,P,295,41,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,160000
+1436,20,RL,80,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1962,2005,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,237,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1319,1319,GasA,TA,Y,SBrkr,1537,0,0,1537,1,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,462,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Abnorml,174000
+1437,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,616,Unf,0,248,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,120500
+1438,20,RL,96,12444,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,426,Ex,TA,PConc,Ex,TA,Av,GLQ,1336,Unf,0,596,1932,GasA,Ex,Y,SBrkr,1932,0,0,1932,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,774,TA,TA,Y,0,66,0,304,0,0,NA,NA,NA,0,11,2008,New,Partial,394617
+1439,20,RM,90,7407,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,7,1957,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,600,Unf,0,312,912,GasA,TA,Y,FuseA,1236,0,0,1236,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1957,Unf,2,923,TA,TA,Y,0,158,158,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,149700
+1440,60,RL,80,11584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1979,1979,Hip,CompShg,HdBoard,HdBoard,BrkFace,96,TA,TA,CBlock,TA,TA,No,GLQ,315,Rec,110,114,539,GasA,TA,Y,SBrkr,1040,685,0,1725,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1979,RFn,2,550,TA,TA,Y,0,88,216,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197000
+1441,70,RL,79,11526,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2.5Fin,6,7,1922,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Ex,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,1423,748,384,2555,0,0,2,0,3,1,TA,11,Min1,1,Gd,Detchd,1993,Fin,2,672,TA,TA,Y,431,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,191000
+1442,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Av,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,149300
+1443,60,FV,85,11003,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Av,GLQ,765,Unf,0,252,1017,GasA,Ex,Y,SBrkr,1026,981,0,2007,1,0,2,1,3,1,Ex,10,Typ,1,Ex,Attchd,2008,Fin,3,812,TA,TA,Y,168,52,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,310000
+1444,30,RL,NA,8854,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,6,1916,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,Grav,Fa,N,FuseF,952,0,0,952,0,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1916,Unf,1,192,Fa,Po,P,0,98,0,0,40,0,NA,NA,NA,0,5,2009,WD,Normal,121000
+1445,20,RL,63,8500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,106,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1422,1422,GasA,Ex,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,626,TA,TA,Y,192,60,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,179600
+1446,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Gd,LwQ,187,Rec,627,0,814,GasA,Gd,Y,SBrkr,913,0,0,913,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,240,TA,TA,Y,0,0,252,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000
+1447,20,RL,NA,26142,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,TA,TA,No,Rec,593,Unf,0,595,1188,GasA,TA,Y,SBrkr,1188,0,0,1188,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,312,TA,TA,P,261,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,157900
+1448,60,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,438,Gd,TA,PConc,Gd,TA,No,GLQ,1079,Unf,0,141,1220,GasA,Ex,Y,SBrkr,1220,870,0,2090,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,556,TA,TA,Y,0,65,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,240000
+1449,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,4,7,1910,2000,Gable,CompShg,MetalSd,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Gd,N,SBrkr,796,550,0,1346,0,0,1,1,2,1,TA,6,Min2,0,NA,Detchd,1950,Unf,1,384,Fa,TA,Y,168,24,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,112000
+1450,180,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,5,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,553,Unf,0,77,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Ex,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml,92000
+1451,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,136000
+1452,20,RL,78,9262,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,CemntBd,CmentBd,Stone,194,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1573,1573,GasA,Ex,Y,SBrkr,1578,0,0,1578,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,840,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial,287090
+1453,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000
+1454,20,RL,90,17217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1140,1140,GasA,Ex,Y,SBrkr,1140,0,0,1140,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,84500
+1455,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,811,1221,GasA,Ex,Y,SBrkr,1221,0,0,1221,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,400,TA,TA,Y,0,113,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,185000
+1456,60,RL,62,7917,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,694,0,1647,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,175000
+1457,20,RL,85,13175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1988,Gable,CompShg,Plywood,Plywood,Stone,119,TA,TA,CBlock,Gd,TA,No,ALQ,790,Rec,163,589,1542,GasA,TA,Y,SBrkr,2073,0,0,2073,1,0,2,0,3,1,TA,7,Min1,2,TA,Attchd,1978,Unf,2,500,TA,TA,Y,349,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,210000
+1458,70,RL,66,9042,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1941,2006,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,Gd,Stone,TA,Gd,No,GLQ,275,Unf,0,877,1152,GasA,Ex,Y,SBrkr,1188,1152,0,2340,0,0,2,0,4,1,Gd,9,Typ,2,Gd,Attchd,1941,RFn,1,252,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,Shed,2500,5,2010,WD,Normal,266500
+1459,20,RL,68,9717,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1996,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,49,Rec,1029,0,1078,GasA,Gd,Y,FuseA,1078,0,0,1078,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,366,0,112,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,142125
+1460,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,830,LwQ,290,136,1256,GasA,Gd,Y,SBrkr,1256,0,0,1256,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,276,TA,TA,Y,736,68,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,147500