commit 07b7fac321560b5f55d994f74c8993b6a11c083b
Author: Adam <24621027+WhiteDopeOnPunk@users.noreply.github.com>
Date: Wed Jul 27 13:05:28 2022 -0400
init
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+.ipynb_checkpoints
+*/.ipynb_checkpoints
diff --git a/README.md b/README.md
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+# Housing Prediction
+======
+
+[Full Data Dictionary](data/dictionary.txt)
+
+### Data used from Dictionary
+|Feature Name|Data Type|Description|
+|------------|---------|-----------|
+|gr_liv_area|int|Total sq_ft of above grade(ground) living space|
+|age|int|Calculated age of house at time of sale|
+|lot_area|int|Size of house lot in sq_ft|
+|overall_qual|int|Range from 1-10 rating of overall material and finish of house. 1 being very poor and 10 very excellent|
+|fireplaces|int|number of fireplaces in the house|
+|full_bath|int|number of full bathrooms in the house|
+|half_bath|int|number of half batherooms in the house|
+|neighborhood|dummy encoded|Neighborhood the house exists in|
+|central_air|true/false|if the house has central air or not|
+|ms_zoning|dummy encoded|zoning of property lot|
+|street|dummy encoded|if the house is on a paved or dirt road|
+|land_contour|dummy encoded|if the property is considered flat or banked|
+|lot_config|dummy encoded|inside, corner, cul-de-sac, etc. type lot|
diff --git a/data/dictionary.txt b/data/dictionary.txt
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+NAME: AmesHousing.txt
+TYPE: Population
+SIZE: 2930 observations, 82 variables
+ARTICLE TITLE: Ames Iowa: Alternative to the Boston Housing Data Set
+
+DESCRIPTIVE ABSTRACT: Data set contains information from the Ames Assessor’s Office used in computing assessed values for individual residential properties sold in Ames, IA from 2006 to 2010.
+
+SOURCES:
+Ames, Iowa Assessor’s Office
+
+VARIABLE DESCRIPTIONS:
+Tab characters are used to separate variables in the data file. The data has 82 columns which include 23 nominal, 23 ordinal, 14 discrete, and 20 continuous variables (and 2 additional observation identifiers).
+
+Order (Discrete): Observation number
+
+PID (Nominal): Parcel identification number - can be used with city web site for parcel review.
+
+MS SubClass (Nominal): Identifies the type of dwelling involved in the sale.
+
+ 020 1-STORY 1946 & NEWER ALL STYLES
+ 030 1-STORY 1945 & OLDER
+ 040 1-STORY W/FINISHED ATTIC ALL AGES
+ 045 1-1/2 STORY - UNFINISHED ALL AGES
+ 050 1-1/2 STORY FINISHED ALL AGES
+ 060 2-STORY 1946 & NEWER
+ 070 2-STORY 1945 & OLDER
+ 075 2-1/2 STORY ALL AGES
+ 080 SPLIT OR MULTI-LEVEL
+ 085 SPLIT FOYER
+ 090 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
+
+MS Zoning (Nominal): 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
+
+Lot Frontage (Continuous): Linear feet of street connected to property
+
+Loa Arlea (Continuous): Lot size in square feet
+
+Street (Nominal): Type of road access to property
+
+ Grvl Gravel
+ Pave Paved
+
+Alley (Nominal): Type of alley access to property
+
+ Grvl Gravel
+ Pave Paved
+ NA No alley access
+
+Lot Shape (Ordinal): General shape of property
+
+ Reg Regular
+ IR1 Slightly irregular
+ IR2 Moderately Irregular
+ IR3 Irregular
+
+Land Contour (Nominal): 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 (Ordinal): 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
+
+Lot Config (Nominal): 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
+
+Land Slope (Ordinal): Slope of property
+
+ Gtl Gentle slope
+ Mod Moderate Slope
+ Sev Severe Slope
+
+Neighborhood (Nominal): Physical locations within Ames city limits (map available)
+
+ Blmngtn Bloomington Heights
+ Blueste Bluestem
+ BrDale Briardale
+ BrkSide Brookside
+ ClearCr Clear Creek
+ CollgCr College Creek
+ Crawfor Crawford
+ Edwards Edwards
+ Gilbert Gilbert
+ Greens Greens
+ GrnHill Green Hills
+ IDOTRR Iowa DOT and Rail Road
+ Landmrk Landmark
+ 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
+
+Condition 1 (Nominal): 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
+
+Condition 2 (Nominal): 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
+
+Bldg Type (Nominal): 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
+
+House Style (Nominal): 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
+
+Overall Qual (Ordinal): 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
+
+Overall Cond (Ordinal): 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
+
+Year Built (Discrete): Original construction date
+
+Year Remod/Add (Discrete): Remodel date (same as construction date if no remodeling or additions)
+
+Roof Style (Nominal): Type of roof
+
+ Flat Flat
+ Gable Gable
+ Gambrel Gabrel (Barn)
+ Hip Hip
+ Mansard Mansard
+ Shed Shed
+
+Roof Matl (Nominal): 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
+
+Exterior 1 (Nominal): 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
+
+Exterior 2 (Nominal): 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
+
+Mas Vnr Type (Nominal): Masonry veneer type
+
+ BrkCmn Brick Common
+ BrkFace Brick Face
+ CBlock Cinder Block
+ None None
+ Stone Stone
+
+Mas Vnr Area (Continuous): Masonry veneer area in square feet
+
+Exter Qual (Ordinal): Evaluates the quality of the material on the exterior
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ Po Poor
+
+Exter Cond (Ordinal): Evaluates the present condition of the material on the exterior
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ Po Poor
+
+Foundation (Nominal): Type of foundation
+
+ BrkTil Brick & Tile
+ CBlock Cinder Block
+ PConc Poured Contrete
+ Slab Slab
+ Stone Stone
+ Wood Wood
+
+Bsmt Qual (Ordinal): 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
+
+Bsmt Cond (Ordinal): 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
+
+Bsmt Exposure (Ordinal): 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
+
+BsmtFin Type 1 (Ordinal): 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
+
+BsmtFin SF 1 (Continuous): Type 1 finished square feet
+
+BsmtFinType 2 (Ordinal): 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
+
+BsmtFin SF 2 (Continuous): Type 2 finished square feet
+
+Bsmt Unf SF (Continuous): Unfinished square feet of basement area
+
+Total Bsmt SF (Continuous): Total square feet of basement area
+
+Heating (Nominal): 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 (Ordinal): Heating quality and condition
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ Po Poor
+
+Central Air (Nominal): Central air conditioning
+
+ N No
+ Y Yes
+
+Electrical (Ordinal): 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
+
+1st Flr SF (Continuous): First Floor square feet
+
+2nd Flr SF (Continuous) : Second floor square feet
+
+Low Qual Fin SF (Continuous): Low quality finished square feet (all floors)
+
+Gr Liv Area (Continuous): Above grade (ground) living area square feet
+
+Bsmt Full Bath (Discrete): Basement full bathrooms
+
+Bsmt Half Bath (Discrete): Basement half bathrooms
+
+Full Bath (Discrete): Full bathrooms above grade
+
+Half Bath (Discrete): Half baths above grade
+
+Bedroom (Discrete): Bedrooms above grade (does NOT include basement bedrooms)
+
+Kitchen (Discrete): Kitchens above grade
+
+KitchenQual (Ordinal): Kitchen quality
+
+ Ex Excellent
+ Gd Good
+ TA Typical/Average
+ Fa Fair
+ Po Poor
+
+TotRmsAbvGrd (Discrete): Total rooms above grade (does not include bathrooms)
+
+Functional (Ordinal): 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 (Discrete): Number of fireplaces
+
+FireplaceQu (Ordinal): 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
+
+Garage Type (Nominal): 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
+
+Garage Yr Blt (Discrete): Year garage was built
+
+Garage Finish (Ordinal) : Interior finish of the garage
+
+ Fin Finished
+ RFn Rough Finished
+ Unf Unfinished
+ NA No Garage
+
+Garage Cars (Discrete): Size of garage in car capacity
+
+Garage Area (Continuous): Size of garage in square feet
+
+Garage Qual (Ordinal): Garage quality
+
+ Ex Excellent
+ Gd Good
+ TA Typical/Average
+ Fa Fair
+ Po Poor
+ NA No Garage
+
+Garage Cond (Ordinal): Garage condition
+
+ Ex Excellent
+ Gd Good
+ TA Typical/Average
+ Fa Fair
+ Po Poor
+ NA No Garage
+
+Paved Drive (Ordinal): Paved driveway
+
+ Y Paved
+ P Partial Pavement
+ N Dirt/Gravel
+
+Wood Deck SF (Continuous): Wood deck area in square feet
+
+Open Porch SF (Continuous): Open porch area in square feet
+
+Enclosed Porch (Continuous): Enclosed porch area in square feet
+
+3-Ssn Porch (Continuous): Three season porch area in square feet
+
+Screen Porch (Continuous): Screen porch area in square feet
+
+Pool Area (Continuous): Pool area in square feet
+
+Pool QC (Ordinal): Pool quality
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ NA No Pool
+
+Fence (Ordinal): Fence quality
+
+ GdPrv Good Privacy
+ MnPrv Minimum Privacy
+ GdWo Good Wood
+ MnWw Minimum Wood/Wire
+ NA No Fence
+
+Misc Feature (Nominal): 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
+
+Misc Val (Continuous): $Value of miscellaneous feature
+
+Mo Sold (Discrete): Month Sold (MM)
+
+Yr Sold (Discrete): Year Sold (YYYY)
+
+Sale Type (Nominal): 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
+
+Sale Condition (Nominal): 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)
+
+SalePrice (Continuous): Sale price $$
+
+SPECIAL NOTES:
+There are 5 observations that an instructor may wish to remove from the data set before giving it to students (a plot of SALE PRICE versus GR LIV AREA will indicate them quickly). Three of them are true outliers (Partial Sales that likely don’t represent actual market values) and two of them are simply unusual sales (very large houses priced relatively appropriately). I would recommend removing any houses with more than 4000 square feet from the data set (which eliminates these 5 unusual observations) before assigning it to students.
+
+STORY BEHIND THE DATA:
+This data set was constructed for the purpose of an end of semester project for an undergraduate regression course. The original data (obtained directly from the Ames Assessor’s Office) is used for tax assessment purposes but lends itself directly to the prediction of home selling prices. The type of information contained in the data is similar to what a typical home buyer would want to know before making a purchase and students should find most variables straightforward and understandable.
+
+PEDAGOGICAL NOTES:
+Instructors unfamiliar with multiple regression may wish to use this data set in conjunction with an earlier JSE paper that reviews most of the major issues found in regression modeling:
+
+Kuiper , S. (2008), “Introduction to Multiple Regression: How Much Is Your Car Worth?”, Journal of Statistics Education Volume 16, Number 3 (2008).
+
+Outside of the general issues associated with multiple regression discussed in this article, this particular data set offers several opportunities to discuss how the purpose of a model might affect the type of modeling done. User of this data may also want to review another JSE article related directly to real estate pricing:
+
+Pardoe , I. (2008), “Modeling home prices using realtor data”, Journal of Statistics Education Volume 16, Number 2 (2008).
+
+One issue is in regards to homoscedasticity and assumption violations. The graph included in the article appears to indicate heteroscedasticity with variation increasing with sale price and this problem is evident in many simple home pricing models that focus only on house and lot sizes. Though this violation can be alleviated by transforming the response variable (sale price), the resulting equation yields difficult to interpret fitted values (selling price in log or square root dollars). This situation gives the instructor the opportunity to talk about the costs (biased estimators, incorrect statistical tests, etc.) and benefits (ease of use) of not correcting this assumption violation. If the purpose in building the model is simply to allow a typical buyer or real estate agent to sit down and estimate the selling price of a house, such transformations may be unnecessary or inappropriate for the task at hand. This issue could also open into a discussion on the contrasts and comparisons between data mining, predictive models, and formal statistical inference.
+
+A second issue closely related to the intended use of the model, is the handling of outliers and unusual observations. In general, I instruct my students to never throw away data points simply because they do not match a priori expectations (or other data points). I strongly make this point in the situation where data are being analyzed for research purposes that will be shared with a larger audience. Alternatively, if the purpose is to once again create a common use model to estimate a “typical” sale, it is in the modeler’s best interest to remove any observations that do not seem typical (such as foreclosures or family sales).
+
+REFERENCES:
+Individual homes within the data set can be referenced directly from the Ames City Assessor webpage via the Parcel ID (PID) found in the data set. Note these are nominal values (non-numeric) so preceding 0’s must be included in the data entry field on the website. Access to the database can be gained from the Ames site (http://www.cityofames.org/assessor/) by clicking on “property search” or by accessing the Beacon (http://beacon.schneidercorp.com/Default.aspx) website and inputting Iowa and Ames in the appropriate fields. A city map showing the location of all the neighborhoods is also available on the Ames site and can be accessed by clicking on “Maps” and then “Residential Assessment Neighborhoods (City of Ames Only)”.
+
+SUBMITTED BY:
+Dean De Cock
+Truman State University
+100 E. Normal St., Kirksville, MO, 63501
+decock@truman.edu
+
diff --git a/data/results.csv b/data/results.csv
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--- /dev/null
+++ b/data/results.csv
@@ -0,0 +1,879 @@
+Id,SalePrice
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diff --git a/data/test.csv b/data/test.csv
new file mode 100755
index 0000000..d75e133
--- /dev/null
+++ b/data/test.csv
@@ -0,0 +1,879 @@
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+333,923228370,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,294,Unf,0,252,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,286,TA,TA,Y,0,0,64,0,0,0,NA,NA,NA,0,6,2010,WD
+1327,902427150,20,RM,52,8516,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1958,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,869,869,GasA,TA,Y,SBrkr,1093,0,0,1093,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD
+858,907202130,20,RL,,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
+95,533208090,160,FV,39,3515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,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,840,840,0,1680,0,0,2,1,2,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,588,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,1,2010,WD
+1568,914476010,20,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
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+2089,905480180,20,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
+1297,902128150,190,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,590,Unf,0,294,884,GasA,TA,Y,SBrkr,884,552,0,1436,0,0,2,0,3,2,TA,8,Typ,2,Gd,Detchd,1940,Unf,2,828,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2008,Con
+790,905451300,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,257,Unf,0,816,1073,GasA,TA,Y,FuseA,1073,0,0,1073,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,340,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD
+2616,535425040,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1961,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,TA,CBlock,TA,TA,No,Rec,913,Unf,0,400,1313,GasA,TA,Y,SBrkr,1773,0,0,1773,1,0,2,0,3,1,TA,6,Min2,2,TA,Attchd,1961,RFn,2,418,TA,TA,Y,355,98,0,0,144,0,NA,NA,NA,0,8,2006,WD
+720,902330040,70,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
+222,905105070,20,RL,,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
+557,532354160,20,RL,,8499,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,660,Unf,0,204,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1982,Unf,2,732,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,6,2009,WD
+1148,531451020,120,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
+2766,906475050,80,RL,,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
+534,531363010,20,RL,80,9605,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2007,RFn,2,576,TA,TA,Y,0,178,0,0,0,0,NA,NA,NA,0,4,2009,WD
+1452,907227050,20,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
+630,535150070,50,RL,,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
+2648,902125020,70,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
+125,534425310,85,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
+1904,534451020,50,RL,51,3500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,3,5,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,144,Unf,0,226,370,GasA,TA,N,FuseA,442,228,0,670,1,0,1,0,2,1,Fa,4,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,21,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD
+1670,527404150,20,RL,,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
+756,903458170,30,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
+717,902326030,70,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
+1032,527378020,20,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
+852,907196060,20,RL,75,11166,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1468,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,114,0,0,168,0,NA,NA,NA,0,7,2009,WD
+1731,528218100,60,RL,58,13204,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,44,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,850,0,1458,0,0,2,0,3,1,Gd,6,Typ,0,NA,BuiltIn,2007,Fin,2,454,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,5,2007,New
+2639,902103090,50,RM,60,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1920,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Fa,No,LwQ,284,Unf,0,863,1147,GasA,TA,N,SBrkr,1147,510,0,1657,0,0,1,0,4,1,Fa,9,Typ,1,TA,Detchd,1920,Unf,1,162,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD
+2071,905228020,20,RL,,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,998,0,0,998,0,0,1,0,3,1,TA,5,Min2,0,NA,2Types,1952,Unf,2,460,Fa,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2007,WD
+1267,535451010,20,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
+1851,533242080,20,FV,73,7321,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1339,1339,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,625,TA,TA,Y,176,174,0,0,0,0,NA,NA,NA,0,12,2007,COD
+567,533210010,160,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
+2439,528280100,60,RL,,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
+1898,534427140,20,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
+647,535351050,20,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
+2256,916226090,120,RL,46,4054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1987,1987,Gable,CompShg,VinylSd,VinylSd,BrkFace,352,Gd,TA,BrkTil,Gd,TA,Av,GLQ,949,Unf,0,552,1501,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1987,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,10,2007,WD
+979,923228150,160,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD
+1444,907196050,60,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
+2485,531479030,20,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
+157,535350040,20,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
+88,532377100,20,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
+2003,902427040,50,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
+186,902329030,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1890,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,Stone,Fa,Fa,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,1157,1111,0,2268,0,0,3,0,3,1,Gd,7,Typ,0,NA,Detchd,2003,Unf,2,624,TA,TA,N,0,108,0,0,0,0,NA,NA,NA,0,4,2010,WD
+1425,906380030,20,RL,65,9345,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1615,1615,GasA,Ex,Y,SBrkr,1615,0,0,1615,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,864,TA,TA,Y,168,30,0,0,0,0,NA,NA,NA,0,5,2008,WD
+2695,903455090,50,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
+738,903228070,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1924,1950,Gable,CompShg,Stucco,Stucco,BrkFace,444,TA,TA,BrkTil,TA,TA,No,Rec,220,Unf,0,248,468,GasA,Gd,Y,SBrkr,822,320,0,1142,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1924,Fin,1,320,TA,TA,Y,0,0,98,0,0,0,NA,NA,NA,0,6,2009,WD
+395,527403040,20,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
+1353,903401020,50,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
+1878,534252040,20,RL,,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
+390,527375210,20,RL,85,11050,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,636,Unf,0,540,1176,GasA,Fa,Y,SBrkr,1193,0,0,1193,0,0,2,0,3,1,TA,5,Typ,1,TA,Attchd,1975,Unf,2,506,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,8,2009,WD
+1456,907253060,60,RL,,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
+1103,528346050,20,RL,136,11675,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,495,Gd,TA,PConc,Gd,TA,Av,GLQ,1660,Unf,0,322,1982,GasA,Ex,Y,SBrkr,2006,0,0,2006,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1998,Fin,3,938,TA,TA,Y,144,33,0,0,0,0,NA,NA,NA,0,7,2008,WD
+1387,905200100,190,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,4,1920,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,TA,Fa,No,BLQ,1300,Unf,0,0,1300,GasA,Fa,Y,SBrkr,1140,0,0,1140,1,0,1,0,3,1,TA,6,Typ,0,NA,CarPort,1920,Unf,2,400,TA,TA,Y,0,0,190,0,0,0,NA,NA,NA,0,1,2008,WD
+2070,905226170,20,RL,85,13770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1958,1998,Gable,CompShg,Plywood,Plywood,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,Rec,190,BLQ,873,95,1158,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,1,303,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,VWD
+1199,534250335,60,RL,,13355,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,583,Unf,0,242,825,GasA,TA,Y,SBrkr,845,825,0,1670,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1971,Fin,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD
+2479,531450040,60,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
+501,528363050,20,RL,,10750,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,634,Gd,TA,PConc,Gd,TA,Av,BLQ,236,GLQ,1526,262,2024,GasA,Ex,Y,SBrkr,2063,0,0,2063,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,1994,Fin,3,815,TA,TA,Y,182,56,0,0,0,0,NA,NA,NA,0,6,2009,WD
+2362,527403120,20,RL,,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD
+1718,528174030,120,RL,34,3903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,1030,Unf,0,272,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,5,2007,WD
+2188,908226180,30,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,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD
+1483,907425015,120,RM,,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
+2557,534451130,30,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
+437,528118060,60,RL,59,23303,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,20,Gd,TA,PConc,Ex,TA,Av,GLQ,1230,Unf,0,278,1508,GasA,Ex,Y,SBrkr,1508,1012,0,2520,1,0,2,1,5,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,640,TA,TA,Y,192,273,0,0,0,0,NA,NA,NA,0,6,2009,WD
+2224,909428180,20,RL,,25485,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,4,1960,1960,Gable,CompShg,Wd Sdng,MetalSd,BrkFace,423,TA,Fa,CBlock,TA,Gd,Mn,LwQ,540,Rec,1020,0,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,1,1,3,1,TA,6,Typ,3,TA,Attchd,1960,RFn,2,580,TA,TA,Y,0,75,584,0,0,0,NA,NA,NA,0,5,2007,WD
+1628,527165020,80,RL,,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
+397,527404030,20,RL,,8510,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,178,TA,TA,CBlock,Gd,TA,No,ALQ,500,Unf,0,543,1043,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD
+587,534129080,80,RL,,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
+971,923202060,20,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
+2611,535402230,20,RL,77,9510,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1962,1985,Gable,CompShg,HdBoard,HdBoard,BrkCmn,161,TA,TA,CBlock,TA,TA,No,ALQ,701,Unf,0,434,1135,GasA,Ex,Y,SBrkr,1207,0,0,1207,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1962,RFn,1,264,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2006,WD
+1887,534276290,20,RL,,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
+2399,528150090,20,RL,131,14828,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,674,Ex,TA,PConc,Ex,TA,Gd,GLQ,1383,Unf,0,397,1780,GasA,Ex,Y,SBrkr,1780,0,0,1780,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,816,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2006,WD
+2148,907260040,20,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
+304,910205120,50,RM,50,9140,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1921,1975,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,BLQ,308,Unf,0,321,629,GasA,Fa,Y,SBrkr,727,380,0,1107,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,625,TA,TA,Y,0,56,0,0,200,0,NA,MnPrv,NA,0,4,2010,COD
+1997,902305010,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1930,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Rec,316,Unf,0,371,687,GasA,Gd,Y,SBrkr,687,671,0,1358,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,2004,Unf,1,336,TA,TA,Y,0,32,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD
+2817,908102020,70,RL,67,8777,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,2Story,4,6,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,Gd,TA,No,Rec,173,BLQ,337,166,676,GasA,Gd,Y,SBrkr,760,676,0,1436,1,0,2,0,3,1,TA,6,Min1,0,NA,Attchd,1950,Unf,2,528,TA,TA,Y,147,0,0,0,0,0,NA,NA,Shed,420,10,2006,WD
+1431,906476030,60,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
+427,528108020,20,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
+263,907203070,20,RL,68,7480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,480,Unf,0,396,876,GasA,TA,Y,SBrkr,876,0,0,876,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD
+598,534251030,85,RL,,16500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,509,TA,TA,CBlock,Gd,TA,Av,GLQ,962,Unf,0,270,1232,GasA,Fa,Y,SBrkr,1320,0,0,1320,0,1,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,5,2009,WD
+2895,916326010,20,RL,,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
+687,535454160,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1948,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,TA,Y,SBrkr,1064,0,431,1495,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,180,36,0,0,0,0,NA,NA,NA,0,8,2009,COD
+1822,532354070,20,RL,,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
+2191,908275090,50,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
+179,902206130,45,RM,50,6900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1938,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,827,827,GasA,Gd,Y,SBrkr,827,424,0,1251,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD
+1009,527183030,120,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
+2010,903225040,50,RM,50,6125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1939,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,306,Unf,0,422,728,GasA,Ex,Y,SBrkr,728,546,0,1274,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,224,Fa,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,CWD
+1991,902300040,70,RM,53,9863,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1927,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,196,Rec,210,322,728,GasA,TA,Y,SBrkr,914,728,0,1642,0,1,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1927,Unf,1,374,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD
+1411,905451330,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,870,Unf,0,639,1509,GasA,TA,Y,FuseA,1509,0,0,1509,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1956,Unf,1,322,TA,TA,Y,158,0,0,0,576,0,NA,MnPrv,NA,0,7,2008,WD
+1721,528181070,120,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,0,5,2007,CWD
+1144,531385060,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,472,Unf,0,355,827,GasA,Ex,Y,SBrkr,827,850,0,1677,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,627,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2008,WD
+593,534177230,60,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
+575,533252040,20,RL,,14694,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1977,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,450,Ex,Ex,CBlock,Gd,Gd,Gd,GLQ,1252,ALQ,136,306,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,1977,Fin,2,642,TA,TA,Y,501,120,0,225,0,0,NA,NA,NA,0,6,2009,WD
+1249,535303030,20,RL,95,14250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,998,998,GasA,TA,Y,SBrkr,1790,0,0,1790,0,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,Fin,2,540,TA,TA,Y,0,40,0,0,0,0,NA,NA,Shed,1500,9,2008,WD
+1604,923275090,20,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
+1064,528164060,20,RL,106,12720,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,MetalSd,MetalSd,Stone,680,Ex,TA,PConc,Ex,TA,Gd,GLQ,2257,Unf,0,278,2535,GasA,Ex,Y,SBrkr,2470,0,0,2470,2,0,1,1,1,1,Ex,7,Typ,2,Gd,Attchd,2003,Fin,3,789,TA,TA,Y,154,65,0,0,216,144,Ex,NA,NA,0,2,2008,WD
+1923,535176070,20,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
+1988,902207010,30,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,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD
+2325,527163020,60,RL,,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
+114,534152070,50,RL,,18837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,6,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,ALQ,687,LwQ,46,491,1224,GasA,TA,Y,SBrkr,1287,604,0,1891,0,1,3,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,678,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,4,2010,WD
+2700,904100090,90,RL,120,11136,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Feedr,Duplex,1Story,6,5,1964,1964,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1921,1921,GasA,TA,Y,SBrkr,1921,0,0,1921,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1964,Unf,2,576,TA,TA,Y,0,180,0,0,0,0,NA,NA,NA,0,7,2006,WD
+217,905101300,90,RL,72,10773,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,3,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,72,Fa,Fa,CBlock,TA,TA,No,ALQ,704,Unf,0,1128,1832,GasA,TA,N,SBrkr,1832,0,0,1832,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,58,0,0,0,0,NA,NA,NA,0,5,2010,WD
+343,526351100,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,440,TA,TA,CBlock,TA,TA,No,LwQ,844,Unf,0,590,1434,GasA,TA,Y,SBrkr,1434,0,0,1434,1,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1974,RFn,2,528,TA,TA,Y,80,21,0,0,0,0,NA,NA,NA,0,6,2009,WD
+386,527366030,60,FV,,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,RRNn,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1058,1058,GasA,Ex,Y,SBrkr,1058,816,0,1874,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,588,TA,TA,Y,0,134,0,0,0,0,NA,NA,NA,0,3,2009,WD
+2005,902427180,80,RM,76,11800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,SLvl,4,7,1949,2002,Gable,CompShg,Stucco,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1382,0,0,1382,0,0,2,0,1,1,TA,6,Mod,1,TA,Attchd,1957,RFn,1,384,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD
+2908,923205120,20,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,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD
+1814,531385130,20,RL,,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
+2446,528320060,60,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
+208,903476030,190,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
+1679,527451020,160,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
+822,906340130,20,RL,65,10816,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,364,Ex,TA,PConc,Ex,TA,Gd,GLQ,1104,Unf,0,616,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,846,TA,TA,Y,208,104,0,0,0,0,NA,NA,NA,0,11,2009,WD
+6,527105030,60,RL,78,9978,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,20,TA,TA,PConc,TA,TA,No,GLQ,602,Unf,0,324,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,1998,Fin,2,470,TA,TA,Y,360,36,0,0,0,0,NA,NA,NA,0,6,2010,WD
+1781,528431040,20,RL,98,12291,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,754,Ex,TA,PConc,Ex,TA,Av,GLQ,1572,Unf,0,394,1966,GasA,Ex,Y,SBrkr,1966,0,0,1966,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,3,1092,TA,TA,Y,76,52,0,0,0,0,NA,NA,NA,0,10,2007,New
+2397,528144030,60,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
+2340,527252090,120,RL,60,8147,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,230,Gd,TA,PConc,Ex,TA,Gd,GLQ,1191,Unf,0,523,1714,GasA,Ex,Y,SBrkr,1714,0,0,1714,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,517,TA,TA,Y,156,55,0,0,0,0,NA,NA,NA,0,8,2006,WD
+1618,527110080,60,RL,,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
+2843,909101190,75,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
+1061,528120130,60,RL,102,12151,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,BrkFace,368,Gd,TA,PConc,Ex,TA,Av,GLQ,1249,Unf,0,165,1414,GasA,Ex,Y,SBrkr,1414,917,0,2331,1,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,1003,TA,TA,Y,192,63,0,0,0,0,NA,NA,NA,0,8,2008,WD
+2786,907203010,20,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
+1935,535305180,20,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
+1341,903230110,50,RM,60,5520,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1920,1997,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,68,Unf,0,497,565,GasA,TA,Y,SBrkr,565,651,0,1216,1,0,1,0,3,1,TA,6,Typ,1,Gd,BuiltIn,1920,RFn,1,355,Fa,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD
+521,528458140,20,FV,112,12606,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,120,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1530,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,984,TA,TA,Y,212,136,0,0,0,0,NA,NA,NA,0,5,2009,WD
+2136,907200190,80,RL,59,8660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,TA,Gd,CBlock,Gd,TA,Av,GLQ,502,Unf,0,513,1015,GasA,TA,Y,SBrkr,1025,0,0,1025,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,370,TA,TA,Y,127,0,0,0,0,0,NA,NA,NA,0,7,2007,WD
+996,527106150,60,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
+227,905107250,60,RL,86,11227,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,Gd,No,Rec,267,ALQ,453,0,720,GasA,Ex,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,2,TA,Attchd,1968,Unf,2,480,TA,TA,Y,192,38,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD
+135,535101020,85,RL,75,11380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,6,8,1966,2008,Gable,CompShg,HdBoard,HdBoard,BrkFace,216,TA,TA,CBlock,TA,TA,Gd,GLQ,944,Unf,0,136,1080,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,1,0,2,1,Gd,5,Typ,1,Gd,Attchd,1966,Unf,1,315,TA,TA,Y,238,0,0,0,0,0,NA,NA,Shed,1500,1,2010,WD
+1167,533213120,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,Stone,216,TA,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,194,744,GasA,Gd,Y,SBrkr,757,792,0,1549,1,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,4,2008,WD
+294,909281080,50,RL,78,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,6,1941,1985,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,371,Gd,Gd,BrkTil,Gd,TA,No,ALQ,426,BLQ,252,850,1528,GasA,Ex,Y,SBrkr,1225,908,0,2133,1,0,1,1,4,1,TA,8,Typ,2,TA,Attchd,1941,Unf,1,312,TA,TA,Y,0,0,86,0,0,0,NA,NA,NA,0,7,2010,WD
+1776,528427040,20,RL,75,9910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1369,1369,GasA,Ex,Y,SBrkr,1369,0,0,1369,0,0,2,0,3,1,Gd,5,Typ,0,NA,Attchd,2007,Unf,2,605,TA,TA,Y,0,203,0,0,0,0,NA,NA,NA,0,9,2007,New
+540,531375040,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,248,102,0,0,0,0,NA,NA,NA,0,5,2009,WD
+1717,528174020,120,RL,34,3901,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,866,Unf,0,436,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,8,2007,New
+2303,923276180,20,RL,65,11625,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,596,Unf,0,220,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Fin,1,264,TA,TA,Y,330,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD
+116,534176060,20,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
+127,534430080,20,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
+1371,903484020,50,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
+1014,527226020,20,RL,,31220,Pave,NA,IR1,Bnk,NoSewr,FR2,Gtl,Gilbert,Feedr,Norm,1Fam,1Story,6,2,1952,1952,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1632,1632,GasA,TA,Y,FuseA,1474,0,0,1474,0,0,1,0,3,1,TA,7,Min2,2,Gd,Attchd,1952,Unf,2,495,TA,TA,Y,0,0,144,0,0,0,NA,NA,Shed,750,5,2008,WD
+1507,908250040,50,RL,57,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1947,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,929,208,0,1137,0,0,1,1,4,1,TA,8,Min1,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD
+702,902109140,90,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
+750,903427120,70,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1048,1048,GasA,Gd,Y,FuseA,1048,720,0,1768,0,0,2,0,3,1,TA,8,Typ,0,NA,Detchd,1930,Unf,2,576,Fa,Fa,Y,0,0,150,0,0,0,NA,NA,NA,0,6,2009,WD
+261,907200290,60,RL,,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
+1559,911226030,70,C (all),60,9000,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,Fa,Fa,Mn,Unf,0,Unf,0,592,592,GasA,Ex,Y,SBrkr,432,432,0,864,0,0,1,1,3,1,Fa,5,Min2,0,NA,Detchd,1920,Unf,1,216,Fa,Fa,N,0,30,160,0,0,0,NA,NA,NA,0,6,2008,WD
+577,533254050,20,RL,110,15417,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,5,1981,1981,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Mn,LwQ,121,Unf,0,1619,1740,GasA,TA,Y,SBrkr,1740,0,0,1740,0,0,1,1,2,1,Gd,7,Typ,0,NA,Attchd,1981,RFn,2,540,TA,TA,Y,228,20,218,0,0,0,NA,NA,NA,0,6,2009,WD
+2812,907412010,60,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
+2080,905451390,50,RL,70,10512,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,491,Unf,0,497,988,GasA,Ex,Y,SBrkr,988,638,0,1626,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1954,Unf,1,332,TA,TA,Y,366,0,0,0,0,0,NA,NA,NA,0,5,2007,WD
+1368,903476110,50,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,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD
+2376,527452310,85,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
+659,535378020,30,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
+1235,535150210,20,RL,,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
+332,923228270,160,RM,21,1900,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,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD
+1917,535151020,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1957,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,873,Unf,0,63,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1957,RFn,1,315,TA,TA,Y,0,0,0,219,0,0,NA,NA,NA,0,9,2007,WD
+2094,906203140,60,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
+1460,907255020,60,RL,,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
+1471,907295020,20,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
+1509,908275130,50,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
+1922,535155110,20,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
+433,528110020,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosA,PosA,1Fam,1Story,10,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,2288,Unf,0,342,2630,GasA,Ex,Y,SBrkr,2674,0,0,2674,2,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2007,Fin,3,762,TA,TA,Y,360,50,0,0,0,0,NA,NA,NA,0,3,2009,WD
+460,528180130,120,RL,48,6472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,BrkFace,500,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1451,1451,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,2,539,TA,TA,Y,192,42,0,0,0,0,NA,NA,NA,0,4,2009,WD
+1116,528431060,20,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
+1137,531375120,20,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
+53,528228285,120,RL,43,3203,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,437,TA,TA,Y,100,116,0,0,0,0,NA,NA,NA,0,1,2010,WD
+2354,527365010,60,FV,75,9512,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,788,Unf,0,172,960,GasA,Ex,Y,SBrkr,960,1358,0,2318,1,0,2,1,3,1,Gd,8,Typ,1,Ex,BuiltIn,2005,Fin,2,541,TA,TA,Y,0,246,0,0,0,0,NA,NA,NA,0,6,2006,New
+1475,907412040,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1421,1445,GasA,Ex,Y,SBrkr,1445,0,0,1445,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,Unf,2,470,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD
+1761,528320050,60,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
+842,907135170,20,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
+2739,905427140,80,RL,78,11679,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,5,5,1962,1962,Gable,CompShg,Plywood,Plywood,Stone,96,TA,TA,CBlock,TA,TA,Gd,ALQ,612,Rec,1164,0,1776,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,1,2,0,3,1,TA,6,Min2,1,Fa,Attchd,1962,Fin,2,528,TA,TA,Y,453,253,144,0,0,0,NA,MnPrv,NA,0,5,2006,WD
+2509,533212120,160,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
+1007,527164120,60,RL,,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
+2610,535402220,50,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
+1952,535382150,30,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
+2719,905108120,90,RL,75,8235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,5,4,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,99,TA,TA,CBlock,TA,TA,No,Rec,483,Unf,0,1466,1949,GasA,TA,Y,SBrkr,1949,0,0,1949,0,0,2,0,6,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,586,TA,TA,Y,32,0,0,0,0,0,NA,NA,NA,0,5,2006,WD
+2921,923228310,160,RM,21,1894,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,4,2006,WD
+1966,535453180,20,RL,70,7903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,739,Unf,0,503,1242,GasA,Gd,Y,FuseA,1242,0,0,1242,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD
+292,909250030,50,RL,51,9839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,2,1931,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,772,0,1666,1,0,1,0,3,1,TA,7,Typ,1,Gd,NA,,NA,0,0,NA,NA,N,0,156,0,0,0,0,NA,NA,NA,0,5,2010,WD
+1204,534252270,60,RL,,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
+1829,532477040,60,RL,,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
+2419,528222020,60,RL,75,9073,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,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,10,2006,New
+391,527376100,20,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
+798,905480030,50,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
+481,528250020,60,RL,,8965,Pave,NA,IR1,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,GLQ,652,Unf,0,130,782,GasA,Ex,Y,SBrkr,806,683,0,1489,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,400,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,6,2009,WD
+193,903206120,75,RL,,7793,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,2.5Unf,7,7,1922,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,474,Unf,0,634,1108,GasA,TA,N,FuseA,1160,908,0,2068,0,0,1,1,3,1,Gd,8,Typ,1,Gd,Detchd,1928,Unf,1,315,TA,TA,Y,0,0,60,0,0,0,NA,NA,NA,0,5,2010,WD
+555,532353020,20,RL,63,9750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,68,BLQ,884,28,980,GasA,Gd,Y,SBrkr,980,0,0,980,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1969,Unf,2,400,TA,TA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD
+899,908250030,20,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
+2357,527376110,60,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
+328,923225390,120,RM,31,2394,Pave,NA,Reg,Low,AllPub,Inside,Mod,MeadowV,Norm,Norm,Twnhs,1Story,5,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,915,Unf,0,30,945,GasA,Ex,Y,SBrkr,945,0,0,945,1,1,1,0,2,1,TA,5,Typ,1,Po,Attchd,1973,RFn,1,253,TA,TA,Y,174,0,56,0,108,0,NA,NA,NA,0,5,2010,WD
+1356,903425420,30,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
+1154,532377020,20,RL,60,6360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,489,Unf,0,375,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,1,276,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,650,1,2008,COD
+1730,528218050,60,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
+2249,914452120,85,RL,,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
+1119,528435020,60,RL,80,9428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,310,Gd,TA,PConc,Gd,TA,Av,GLQ,729,Unf,0,226,955,GasA,Ex,Y,SBrkr,955,919,0,1874,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,2,2008,New
+2856,909256010,50,RL,84,10164,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1939,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Av,LwQ,646,Unf,0,346,992,GasA,Fa,Y,SBrkr,992,473,0,1465,0,0,2,0,3,1,TA,6,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,7,2006,WD
+1394,905225040,80,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
+2587,535325130,80,RL,55,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,271,Unf,0,30,301,GasA,Ex,Y,FuseA,1145,0,0,1145,0,0,1,0,3,1,TA,6,Min2,0,NA,Detchd,1993,Unf,2,684,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2006,WD
+61,528344070,60,RL,60,17433,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,114,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1629,1629,GasA,Ex,Y,SBrkr,1645,830,0,2475,0,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,962,TA,TA,Y,23,172,0,0,256,0,NA,NA,NA,0,1,2010,WD
+2661,902325100,75,RM,70,6300,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1910,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,878,0,2104,0,0,2,0,5,1,TA,9,Typ,0,NA,Detchd,1910,Unf,2,432,Fa,TA,P,0,341,88,0,0,0,NA,NA,NA,0,7,2006,WD
+2711,905103180,80,RL,80,10366,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1964,1964,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,Av,GLQ,456,Unf,0,456,912,GasA,TA,Y,SBrkr,934,0,0,934,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1964,Unf,1,336,TA,TA,Y,77,0,0,0,0,0,NA,GdPrv,Shed,500,7,2006,WD
+1147,531450170,60,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
+757,903475100,70,RM,,5775,Pave,NA,IR2,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,2Story,6,7,1915,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,483,483,GasA,Ex,Y,SBrkr,741,686,0,1427,0,0,1,0,3,1,Gd,7,Typ,0,NA,Attchd,1915,Unf,1,379,TA,TA,Y,0,24,112,0,0,0,NA,NA,NA,0,2,2009,WD
+2623,535451210,20,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
+2378,527455100,160,RL,24,2179,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,70,Unf,0,785,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,7,2006,WD
+1413,905452120,60,RL,50,9360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,8,1962,2001,Gable,CompShg,VinylSd,VinylSd,BrkCmn,216,Gd,TA,CBlock,TA,TA,No,Rec,324,Unf,0,297,621,GasA,TA,Y,SBrkr,621,648,0,1269,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1962,Unf,1,280,TA,TA,Y,0,236,0,0,0,0,NA,GdWo,NA,0,11,2008,WD
+1722,528181080,120,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
+1112,528427070,60,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
+1623,527161090,60,RL,,8637,Pave,NA,IR1,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,ALQ,871,Unf,0,52,923,GasA,Gd,Y,SBrkr,947,767,0,1714,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,256,48,0,0,0,0,NA,NA,NA,0,4,2007,WD
+1201,534250410,60,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
+1513,909100150,30,RL,67,5142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1923,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,224,Unf,0,725,949,GasA,TA,Y,SBrkr,949,343,0,1292,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1923,Unf,1,205,TA,TA,N,0,0,183,0,0,0,NA,NA,NA,0,6,2008,WD
+957,916176125,20,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
+1171,533215070,120,FV,35,4109,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1141,Unf,0,416,1557,GasA,Ex,Y,SBrkr,1557,0,0,1557,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,1999,RFn,2,484,TA,TA,Y,124,113,0,0,0,0,NA,NA,NA,0,6,2008,WD
+1145,531450030,60,RL,75,8285,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,397,Unf,0,439,836,GasA,Gd,Y,SBrkr,844,893,0,1737,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,Fin,2,506,TA,TA,Y,192,85,0,0,0,0,NA,NA,NA,0,5,2008,WD
+2726,905202190,20,RL,,20355,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,6,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,123,TA,TA,CBlock,Gd,TA,Av,Rec,810,ALQ,826,229,1865,GasA,TA,Y,SBrkr,1830,0,0,1830,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1967,Unf,2,521,TA,TA,Y,0,115,168,0,0,0,NA,NA,NA,0,6,2006,WD
+703,902110080,60,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
+760,903481130,85,RM,86,5160,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SFoyer,4,6,1923,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,Fa,Av,BLQ,749,Rec,63,46,858,GasA,TA,Y,SBrkr,892,0,0,892,1,0,1,0,1,1,Gd,5,Min2,0,NA,NA,,NA,0,0,NA,NA,N,0,0,105,0,160,0,NA,NA,NA,0,7,2009,COD
+1964,535453080,20,RL,,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2003,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,574,Unf,0,466,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2007,WD
+2512,533223010,160,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
+159,535377090,90,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
+1281,535475020,60,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
+468,528221070,60,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
+290,909176150,30,RL,,7890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,238,Unf,0,618,856,GasA,TA,Y,SBrkr,856,0,0,856,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1939,Unf,2,399,TA,TA,Y,0,0,0,0,166,0,NA,NA,NA,0,3,2010,WD
+665,535383110,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,SBrkr,846,0,0,846,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1980,Fin,2,576,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD
+1463,907260010,60,RL,,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
+1792,528445020,60,RL,70,9605,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,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,982,995,0,1977,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,574,TA,TA,Y,240,53,0,0,0,0,NA,NA,NA,0,7,2007,WD
+923,909277090,20,RL,80,14680,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,4,1960,1960,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,793,Unf,0,480,1273,GasA,Ex,Y,SBrkr,1273,0,0,1273,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,Unf,1,307,TA,TA,Y,483,0,0,0,115,0,NA,MnPrv,NA,0,6,2009,WD
+500,528354050,60,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
+1408,905426030,30,RL,85,19550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1940,2007,Flat,Tar&Grv,PreCast,PreCast,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1035,Unf,0,545,1580,GasA,Ex,Y,SBrkr,1518,0,0,1518,1,0,1,0,2,1,Fa,5,Typ,2,Gd,NA,,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,1,2008,WD
+331,923226320,180,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,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD
+170,902102100,50,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1900,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,771,TA,TA,PConc,TA,TA,No,ALQ,48,Unf,0,661,709,GasA,TA,Y,SBrkr,1157,687,0,1844,1,0,1,0,3,1,TA,9,Min2,2,Gd,Basment,1900,Unf,1,240,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,1,2010,COD
+2192,908275200,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,224,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,2,1,TA,4,Typ,1,Fa,Detchd,1959,Unf,1,355,TA,TA,Y,0,0,196,0,0,0,NA,MnPrv,NA,0,7,2007,WD
+2571,535150300,75,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
+2314,527107030,60,RL,,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
+2647,902111010,30,RM,50,5633,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,844,844,GasA,TA,Y,SBrkr,844,0,0,844,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1925,Unf,1,216,TA,TA,N,50,81,123,0,0,0,NA,NA,NA,0,7,2006,WD
+422,528102140,60,RL,110,14257,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,726,Ex,TA,PConc,Ex,TA,No,GLQ,1360,Unf,0,416,1776,GasA,Ex,Y,SBrkr,1794,978,0,2772,1,0,3,1,4,1,Ex,10,Typ,3,Gd,BuiltIn,2007,Fin,3,754,TA,TA,Y,135,64,0,0,0,0,NA,NA,NA,0,6,2009,WD
+2457,528429120,20,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
+1838,533208010,120,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
+2805,907290260,60,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
+1645,527301280,20,RL,,10960,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,256,Unf,0,1028,1284,GasA,TA,Y,SBrkr,1284,0,0,1284,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,480,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,4,2007,COD
+1711,528168040,60,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
+2825,908178050,60,RL,90,11060,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1150,1150,GasA,Ex,Y,SBrkr,1164,1150,0,2314,0,0,2,1,3,1,Gd,9,Typ,1,Ex,BuiltIn,2003,Fin,2,502,TA,TA,Y,0,274,0,0,0,0,NA,NA,NA,0,2,2006,ConLD
+322,921128020,20,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
+2103,906380040,20,RL,66,10235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,64,0,0,0,0,NA,NA,NA,0,9,2007,New
+342,526302110,20,RL,74,13008,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,No,Rec,564,Unf,0,318,882,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,502,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD
+600,534275060,20,RL,60,7436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1960,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,734,Unf,0,160,894,GasA,Gd,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1988,Unf,2,396,TA,TA,Y,0,0,0,360,0,0,NA,GdWo,NA,0,8,2009,WD
+488,528290120,60,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
+1725,528186120,120,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
+2246,911370450,120,RM,59,5568,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Gd,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,495,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,10,2007,New
+2847,909175030,50,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
+806,906223210,60,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
+530,528482130,60,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
+963,916403010,20,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
+2678,903231220,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,3,5,1930,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,Rec,347,Unf,0,381,728,GasA,Ex,Y,SBrkr,728,434,0,1162,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,258,Fa,Po,Y,0,24,0,0,0,0,NA,NA,NA,0,11,2006,ConLI
+171,902104060,50,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,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD
+2401,528170040,60,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
+805,906223080,60,RL,85,10560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,474,Unf,0,605,1079,GasA,Ex,Y,SBrkr,1079,800,0,1879,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,473,TA,TA,Y,400,100,144,0,0,0,NA,MnPrv,NA,0,8,2009,WD
+2259,916326090,20,RL,149,19958,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,8,1958,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,1224,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,SBrkr,2279,0,0,2279,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,1958,RFn,2,461,TA,TA,Y,274,0,0,0,138,0,NA,GdPrv,NA,0,7,2007,WD
+1748,528235000,80,RL,87,11084,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,192,Unf,0,192,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2007,WD
+1361,903453050,70,RM,60,10266,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,372,Unf,0,396,768,GasA,TA,Y,FuseA,768,768,0,1536,0,0,1,1,4,1,TA,7,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,216,80,0,0,0,NA,NA,NA,0,5,2008,COD
+1677,527450150,160,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
+1406,905403150,20,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
+2322,527108090,60,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
+688,535475010,60,RL,76,7570,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,993,813,0,1806,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,483,TA,TA,Y,0,55,0,0,0,0,NA,NA,NA,0,3,2009,WD
+143,535152250,20,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
+804,906223060,60,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
+1214,534403100,80,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
+2828,908186090,180,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,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,10,2006,New
+1999,902332030,190,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
+2467,528480150,60,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
+2665,902329090,70,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
+1538,909282030,50,RL,,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
+398,527405130,20,RL,60,7038,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,726,Unf,0,138,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2001,Unf,2,576,TA,TA,Y,210,0,0,0,0,0,NA,GdPrv,NA,0,9,2009,WD
+2822,908127050,20,RL,73,16133,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,847,Unf,0,329,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,360,TA,TA,Y,0,92,0,0,112,0,NA,NA,NA,0,12,2006,WD
+2157,907290140,120,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
+1856,533251130,80,RL,,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
+1269,535451230,20,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
+2570,535150240,20,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
+2320,527108040,60,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
+1517,909131170,70,RH,,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
+2304,923400150,20,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,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth
+1312,902301150,50,RM,69,9143,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1900,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,709,308,0,1017,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1961,Unf,1,308,TA,TA,N,0,0,139,0,0,0,NA,NA,NA,0,5,2008,WD
+2012,903228080,50,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
+506,528390210,60,RL,,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
+2865,909281010,70,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
+2367,527450210,160,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
+554,531479020,45,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
+238,905451320,20,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
+1954,535402180,20,RL,75,8700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,HdBoard,HdBoard,BrkFace,53,TA,TA,CBlock,TA,TA,No,ALQ,192,Unf,0,728,920,GasA,Gd,Y,SBrkr,888,0,0,888,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD
+2488,532351150,90,RM,68,8927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1286,368,0,1654,0,0,2,0,4,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD
+2291,923228390,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2007,COD
+1969,535457050,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,925,0,0,925,0,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1961,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD
+2725,905201090,20,RL,,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
+1482,907425010,120,RM,,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
+2763,906394060,60,RL,78,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,532,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,812,0,1596,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,610,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,6,2006,WD
+503,528385050,60,RL,79,9085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,286,Gd,TA,PConc,Gd,TA,No,GLQ,816,Unf,0,254,1070,GasA,Ex,Y,SBrkr,1094,967,0,2061,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,2,647,TA,TA,Y,296,102,209,0,0,0,NA,NA,NA,0,11,2009,WD
+1584,916455120,20,RL,82,11202,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,206,Gd,TA,PConc,Ex,TA,Av,GLQ,1029,Unf,0,403,1432,GasA,Ex,Y,SBrkr,1440,0,0,1440,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,467,TA,TA,Y,185,95,0,0,0,0,NA,NA,NA,0,6,2008,WD
+1531,909275040,70,RL,,9650,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,3,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,784,784,GasA,TA,Y,SBrkr,819,784,0,1603,0,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1980,Unf,2,599,TA,TA,Y,0,217,0,0,0,0,NA,NA,NA,0,6,2008,WD
+2210,909275020,90,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
+459,528180120,120,RL,44,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2009,Hip,CompShg,MetalSd,MetalSd,BrkFace,308,Ex,TA,PConc,Ex,TA,No,GLQ,800,Unf,0,1084,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,649,TA,TA,Y,231,90,0,0,0,0,NA,NA,NA,0,5,2009,New
+556,532353130,20,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
+1347,903234090,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,5,1923,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,203,Unf,0,897,1100,GasA,TA,Y,SBrkr,1226,676,0,1902,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1960,Unf,2,576,TA,TA,Y,0,139,55,0,0,0,NA,NA,NA,0,10,2008,WD
+1290,902105130,30,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD
+1388,905200160,20,RL,,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,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD
+1571,916125425,190,RL,,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
+2754,906380180,20,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
+765,904301100,90,RL,,10547,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,Gd,Gd,GLQ,1152,Unf,0,0,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,2,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1960,Unf,1,252,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD
+2494,532378050,20,RL,,13052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,712,Unf,0,312,1024,GasA,TA,Y,SBrkr,1024,0,0,1024,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD
+2870,909426060,60,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,7,1950,1963,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,405,TA,Gd,CBlock,Gd,TA,No,GLQ,760,Unf,0,408,1168,GasA,Gd,Y,SBrkr,1278,1037,0,2315,1,0,2,0,4,1,TA,9,Typ,3,Gd,Attchd,1950,Fin,1,342,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,7,2006,WD
+7,527127150,120,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
+1114,528429070,20,RL,74,13253,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,Gd,TA,PConc,Ex,TA,No,GLQ,1096,Unf,0,482,1578,GasA,Gd,Y,SBrkr,1578,0,0,1578,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Unf,3,642,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,5,2008,WD
+2418,528222010,60,RL,96,11631,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1052,1052,GasA,Ex,Y,SBrkr,1052,1321,0,2373,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,6,2006,New
+291,909177100,90,RH,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,4,6,1967,1967,Flat,Tar&Grv,Plywood,CBlock,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,862,1788,0,2650,0,0,3,0,6,2,TA,10,Min2,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,Shed,500,2,2010,WD
+18,527258010,20,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
+39,528120060,20,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
+1001,527131110,120,RL,45,6264,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1997,1997,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,656,Unf,0,1008,1664,GasA,Ex,Y,SBrkr,1682,0,0,1682,1,0,1,1,1,1,Gd,6,Min1,1,TA,Attchd,1997,Fin,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD
+2442,528294070,60,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
+616,534451110,50,RL,,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
+2680,903232170,50,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,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD
+1414,905476120,50,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
+289,909176140,50,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
+40,528120090,20,RL,94,12883,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1544,1544,GasA,Ex,Y,SBrkr,1544,0,0,1544,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,3,868,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2010,New
+860,907227080,20,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
+409,527452060,120,RL,,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
+673,535403280,20,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
+2427,528228550,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1126,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,440,TA,TA,Y,90,0,0,0,0,0,NA,NA,NA,0,6,2006,New
+2036,903456110,60,RM,60,9780,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,7,9,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,LwQ,354,Rec,398,224,976,GasA,Ex,Y,SBrkr,976,976,0,1952,0,0,1,1,4,1,Gd,8,Typ,2,TA,Detchd,1950,Fin,1,299,TA,TA,Y,285,0,0,0,216,0,NA,NA,NA,0,4,2007,WD
+2564,534479240,60,RL,79,9462,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1949,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,704,704,GasA,Gd,Y,FuseA,1024,704,0,1728,0,0,1,1,3,1,TA,7,Min1,1,Gd,Attchd,1949,Unf,1,234,TA,TA,Y,245,60,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD
+642,535302120,90,RL,76,9482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,657,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1866,1866,GasA,Ex,Y,SBrkr,1866,0,0,1866,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,495,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2009,WD
+1008,527165010,60,RL,,14067,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,194,TA,TA,PConc,Gd,TA,No,ALQ,504,Unf,0,332,836,GasA,Gd,Y,SBrkr,851,858,0,1709,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1991,Fin,2,416,TA,TA,Y,0,40,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD
+1908,534478140,90,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
+2519,533253030,120,RL,,3760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Greens,Norm,Norm,Twnhs,1Story,8,5,1980,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1009,LwQ,182,44,1235,GasA,Gd,Y,SBrkr,1235,0,0,1235,1,0,1,0,1,1,TA,4,Typ,3,TA,Attchd,1980,Fin,2,484,TA,TA,Y,133,78,0,0,0,0,NA,NA,NA,0,5,2006,WD
+1369,903481010,30,RM,60,10320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,5,8,1912,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,451,451,GasA,TA,Y,SBrkr,759,0,0,759,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,576,TA,TA,N,40,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD
+2855,909254070,70,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
+712,902207170,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1923,1950,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Fa,TA,No,Unf,0,Unf,0,624,624,GasA,TA,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,287,TA,TA,Y,0,0,81,0,0,0,NA,GdWo,NA,0,2,2009,WD
+1943,535353160,50,RL,60,14190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,7,1890,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,925,925,GasA,Gd,Y,SBrkr,1000,544,0,1544,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,,NA,0,0,NA,NA,N,231,0,0,0,0,0,NA,NA,NA,0,4,2007,WD
+1958,535450220,20,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
+107,533253060,120,RL,30,4420,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Greens,Norm,Norm,TwnhsE,1Story,8,5,1980,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,728,Unf,0,0,728,GasA,TA,Y,SBrkr,788,0,0,788,1,0,1,0,1,1,Gd,3,Typ,1,TA,Detchd,1980,Fin,2,484,TA,TA,Y,133,42,0,0,0,0,NA,NA,NA,0,6,2010,WD
+2295,923229140,20,RL,61,33983,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1977,1994,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,PConc,TA,TA,Mn,ALQ,1112,Unf,0,48,1160,GasA,TA,Y,SBrkr,1676,0,0,1676,1,0,1,1,3,1,Gd,6,Mod,2,TA,Attchd,1977,RFn,2,672,TA,TA,P,690,90,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD
+704,902134120,50,RM,56,10134,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,N,SBrkr,801,646,0,1447,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,N,80,0,244,0,0,0,NA,NA,NA,0,7,2009,WD
+676,535450070,40,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
+259,907185060,60,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
+93,533130160,60,RL,88,11134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,Gd,TA,PConc,Gd,TA,No,GLQ,1129,Unf,0,261,1390,GasA,Ex,Y,SBrkr,1402,823,0,2225,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1992,RFn,3,713,TA,TA,Y,198,30,0,0,0,0,NA,NA,NA,0,6,2010,WD
+106,533244030,60,FV,68,7379,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,484,Unf,0,491,975,GasA,Ex,Y,SBrkr,975,873,0,1848,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,592,TA,TA,Y,280,184,0,0,0,0,NA,NA,NA,0,4,2010,WD
+2315,527107120,60,RL,54,9783,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,821,821,GasA,Gd,Y,SBrkr,821,955,0,1776,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,443,TA,TA,Y,286,116,0,0,0,0,NA,NA,NA,0,5,2006,WD
+1050,527455270,20,RL,,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
+1095,528290010,60,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
+2709,905103130,20,RL,,11327,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,305,TA,TA,CBlock,TA,TA,Av,ALQ,779,Unf,0,285,1064,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1967,Unf,2,528,TA,TA,Y,314,48,0,0,0,0,NA,NA,NA,0,6,2006,WD
+758,903476090,190,RM,41,5852,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,5,1902,2000,Gable,CompShg,MetalSd,MetalSd,Stone,188,TA,Fa,BrkTil,TA,Fa,No,Rec,169,Unf,0,851,1020,GasA,TA,N,FuseF,978,886,0,1864,0,0,2,1,6,1,TA,9,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,188,102,0,0,0,NA,NA,NA,0,5,2009,WD
+1496,908152110,60,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1976,2001,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,288,Unf,0,396,684,GasA,TA,Y,SBrkr,684,714,0,1398,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD
+2370,527451380,160,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
+2458,528429130,20,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
+2733,905402110,20,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,799,Unf,0,168,967,GasA,Ex,Y,SBrkr,1350,0,0,1350,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1954,RFn,2,504,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,6,2006,WD
+161,535425010,80,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
+726,902406070,70,RM,60,9720,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Ex,Y,SBrkr,780,741,0,1521,0,0,1,0,4,1,Gd,8,Typ,0,NA,Detchd,1950,Unf,3,640,TA,TA,Y,0,0,238,0,0,0,NA,MnPrv,NA,0,9,2009,WD
+845,907181100,20,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
+947,914465020,60,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,445,BLQ,250,412,1107,GasA,Ex,Y,SBrkr,1040,1012,0,2052,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,Fin,3,642,TA,TA,Y,210,91,0,0,0,0,NA,NA,NA,0,5,2009,WD
+2232,910200040,50,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,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD
+2563,534479130,50,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
+2299,923251160,20,RL,124,27697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,3,1961,1961,Shed,CompShg,Plywood,Plywood,CBlock,198,TA,TA,CBlock,TA,TA,No,BLQ,811,Unf,0,585,1396,GasA,TA,N,SBrkr,1608,0,0,1608,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,444,TA,Fa,Y,152,38,0,0,0,0,NA,NA,NA,0,11,2007,COD
+211,904300150,50,RL,72,10632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,3,1917,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,Fa,No,Unf,0,Unf,0,689,689,GasA,Gd,N,SBrkr,725,499,0,1224,0,0,1,1,3,1,Po,6,Mod,0,NA,Detchd,1917,Unf,1,180,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,1,2010,COD
+605,534278230,90,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
+1478,907412090,20,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
+2247,911370460,120,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
+2274,917425190,20,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
+2869,909425180,20,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
+967,916460110,60,RL,75,9157,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1072,942,0,2014,0,0,2,1,3,1,Gd,9,Typ,0,NA,Attchd,2003,Fin,2,486,TA,TA,Y,124,114,0,0,0,0,NA,NA,NA,0,2,2009,WD
+2656,902207080,20,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
+667,535402010,90,RL,81,9671,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,2Story,6,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,Stone,480,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1248,1248,GasA,TA,Y,SBrkr,1248,1296,0,2544,0,0,2,2,6,2,TA,12,Typ,0,NA,Attchd,1969,RFn,3,907,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD
+1042,527450520,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,422,TA,TA,CBlock,TA,TA,No,LwQ,483,Unf,0,0,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1975,Unf,1,352,TA,TA,Y,411,0,0,0,0,0,NA,NA,NA,0,4,2008,WD
+2023,903400040,70,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
+2447,528327010,60,RL,,9233,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,877,Gd,TA,PConc,Ex,TA,Av,GLQ,1182,Unf,0,358,1540,GasA,Ex,Y,SBrkr,1540,1315,0,2855,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,2000,RFn,3,774,TA,TA,Y,247,55,0,0,0,0,NA,NA,NA,0,3,2006,WD
+2055,905104030,85,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
+2275,921126010,20,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
+2204,909254090,50,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
+1563,911370540,120,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
+483,528253010,120,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
+796,905476230,120,RL,42,4235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,1Story,5,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,149,Gd,TA,CBlock,Gd,TA,Mn,GLQ,552,ALQ,393,104,1049,GasA,TA,Y,SBrkr,1049,0,0,1049,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Fin,1,266,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,2,2009,WD
+1526,909252110,70,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
+2042,903475060,190,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
+442,528138010,20,RL,102,13514,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,285,Ex,TA,PConc,Ex,TA,No,GLQ,1142,Unf,0,632,1774,GasA,Ex,Y,SBrkr,1808,0,0,1808,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,850,TA,TA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2009,WD
+1693,528106060,60,RL,110,13440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,190,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1108,1108,GasA,Ex,Y,SBrkr,1148,1402,0,2550,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2006,Fin,3,670,TA,TA,Y,120,39,0,0,0,0,NA,NA,NA,0,3,2007,New
+1468,907285080,60,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
+1430,906475100,20,RL,,11500,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,6,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,LwQ,262,ALQ,723,197,1182,GasA,Ex,Y,SBrkr,1643,0,0,1643,1,0,2,0,2,1,TA,6,Typ,1,Gd,Attchd,1966,Unf,2,438,TA,TA,Y,339,0,0,0,0,0,NA,NA,NA,0,3,2008,WD
+2605,535382020,190,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
+1529,909254050,70,RL,54,7609,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,8,9,1925,1997,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,Fa,TA,No,ALQ,406,Unf,0,392,798,GasA,Ex,Y,SBrkr,798,714,0,1512,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,180,TA,TA,P,85,16,41,0,0,0,NA,GdPrv,NA,0,6,2008,WD
+335,923251080,20,RL,,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
+1287,902103150,50,RM,57,9184,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2005,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,948,375,0,1323,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD
+31,527451330,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,492,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,225,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1997,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD
+1785,528435040,20,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
+82,531453040,60,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
+2620,535450100,50,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,6,1950,1950,Gable,CompShg,BrkComm,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,455,Unf,0,455,910,GasA,Gd,Y,SBrkr,910,611,0,1521,0,0,1,1,3,1,Gd,6,Min2,0,NA,Detchd,1950,Unf,1,597,Fa,TA,Y,199,0,168,0,0,0,NA,NA,NA,0,9,2006,WD
+252,906385010,20,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
+721,902331010,30,C (all),,3300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,3,1910,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,1,Gd,NA,,NA,0,0,NA,NA,N,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD
+2165,907420050,20,RL,64,8334,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1330,1330,GasA,Ex,Y,SBrkr,1330,0,0,1330,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,0,23,0,0,0,0,NA,NA,NA,0,7,2007,New
+2316,527107240,60,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
+775,905108190,85,RL,,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
+1558,911226010,30,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
+17,527225035,50,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
+1022,527302210,20,RL,85,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1979,1979,Hip,CompShg,Plywood,Plywood,BrkFace,194,Gd,TA,CBlock,Gd,Fa,No,ALQ,864,LwQ,449,469,1782,GasA,TA,Y,SBrkr,1782,0,0,1782,0,1,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1979,Fin,2,551,TA,TA,Y,467,0,0,0,0,0,NA,NA,NA,0,3,2008,WD
+925,909278020,50,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
+438,528120020,20,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
+1270,535452120,80,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
+1272,535453040,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,520,Rec,319,188,1027,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,299,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD
+215,904352190,190,RH,60,6048,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Artery,Norm,2fmCon,1.5Fin,5,7,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,736,Unf,0,120,856,GasA,Gd,Y,SBrkr,936,744,0,1680,1,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1910,Unf,2,450,TA,Fa,P,56,144,0,0,0,0,NA,NA,NA,0,6,2010,COD
+266,907262050,60,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
+2402,528172020,60,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
+1250,535305030,20,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
+1984,902202070,30,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
+1279,535456070,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1955,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,370,Unf,0,398,768,GasA,Gd,Y,SBrkr,1024,564,0,1588,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1955,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD
+377,527353060,60,RL,,12388,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1991,Gable,CompShg,Plywood,Plywood,BrkFace,229,TA,TA,CBlock,Gd,TA,No,ALQ,602,Unf,0,441,1043,GasA,TA,Y,SBrkr,1539,1134,0,2673,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1980,RFn,2,441,TA,TA,Y,178,84,0,0,0,0,NA,NA,NA,0,8,2009,WD
+1252,535327230,20,RL,71,8838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1957,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1764,0,0,1764,0,0,2,1,4,1,TA,7,Maj2,1,TA,Attchd,1957,Fin,1,301,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,10,2008,WD
+2156,907285040,60,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
+499,528344100,60,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
+1374,904100160,50,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
+2898,916403130,60,RL,,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
+401,527425060,20,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
+2721,905200290,20,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
+2078,905401020,20,RL,102,12671,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1954,1994,Hip,CompShg,MetalSd,MetalSd,Stone,300,TA,Gd,CBlock,Gd,Fa,No,LwQ,353,Unf,0,935,1288,GasA,Ex,Y,SBrkr,2422,0,0,2422,0,0,3,0,4,1,Gd,6,Min2,2,Gd,Attchd,1954,Fin,2,527,TA,TA,Y,0,63,0,0,144,0,NA,NA,NA,0,7,2007,WD
+2589,535325350,20,RL,80,13600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,144,BLQ,912,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,650,11,2006,WD
+1946,535355020,70,RL,113,21281,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,4,1935,2007,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,666,666,GasA,Gd,Y,SBrkr,1308,1778,0,3086,0,0,3,1,4,1,Gd,9,Min1,0,NA,BuiltIn,2007,Unf,3,1200,TA,TA,Y,0,208,290,0,156,0,NA,NA,NA,0,11,2007,WD
+1334,903225160,70,RM,59,5870,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,2Story,6,9,1900,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,554,554,GasA,Ex,Y,SBrkr,736,554,0,1290,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,Y,38,112,0,0,0,0,NA,MnPrv,Shed,400,4,2008,WD
+2781,907196020,20,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
+431,528108140,20,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
+576,533253070,120,RL,61,3782,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Greens,Norm,Norm,TwnhsE,1Story,8,5,1981,1981,Gable,CompShg,Wd Sdng,Plywood,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,960,Unf,0,266,1226,GasA,TA,Y,SBrkr,1226,0,0,1226,1,0,1,0,1,1,Gd,4,Typ,2,TA,Attchd,1981,Fin,2,484,TA,TA,Y,133,78,0,0,0,0,NA,NA,NA,0,9,2009,WD
+1474,907405140,60,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
+2254,914478020,80,RL,,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,6,1975,1975,Gable,CompShg,Plywood,Plywood,Stone,50,TA,TA,CBlock,TA,TA,Av,Rec,224,GLQ,530,98,852,GasA,TA,Y,SBrkr,918,0,0,918,0,1,1,0,3,0,TA,4,Typ,0,NA,Attchd,1975,Unf,1,360,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,3,2007,WD
+2155,907280100,20,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
+885,908102050,20,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
+643,535303110,20,RL,53,8128,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1954,1954,Hip,CompShg,MetalSd,MetalSd,BrkFace,80,TA,TA,CBlock,TA,TA,No,ALQ,490,Unf,0,572,1062,GasA,Gd,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2009,WD
+1944,535354050,45,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
+480,528240150,60,RL,61,10125,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,Mn,Unf,0,Unf,0,846,846,GasA,Ex,Y,SBrkr,846,748,0,1594,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,434,TA,TA,Y,300,48,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD
+2845,909103020,50,RL,76,11388,Pave,NA,Reg,Low,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1910,1993,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,616,616,GasA,TA,N,SBrkr,1055,218,0,1273,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1910,Unf,1,275,TA,Fa,N,212,0,0,0,0,0,NA,NA,NA,0,9,2006,WD
+2387,528118010,60,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
+2407,528181040,120,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
+2527,534127270,60,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
+2514,533223110,160,FV,,4447,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,530,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2006,WD
+629,535126100,20,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
+80,531452180,60,RL,,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
+1876,534202030,20,RL,,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
+1546,910201130,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,8,1940,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,720,720,GasA,Gd,Y,SBrkr,760,330,0,1090,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD
+2518,533252020,20,RL,,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
+2347,527328010,85,RL,,10464,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,6,1980,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,Av,GLQ,850,Unf,0,138,988,GasA,TA,Y,SBrkr,1102,0,0,1102,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,2,582,TA,TA,Y,140,22,0,0,0,0,NA,NA,NA,0,6,2006,WD
+783,905325020,20,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
+1322,902402260,70,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,2,1,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,723,723,GasA,TA,N,SBrkr,723,363,0,1086,0,0,1,0,2,1,TA,5,Maj1,0,NA,Detchd,1920,Unf,2,400,Fa,Po,N,0,24,144,0,0,0,NA,NA,NA,0,11,2008,ConLD
+194,903225150,30,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,188,Unf,0,577,765,GasA,TA,N,FuseF,765,0,0,765,1,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,P,135,0,41,0,0,0,NA,MnPrv,NA,0,4,2010,WD
+1770,528354110,60,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
+2143,907227060,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,671,Unf,0,193,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Ex,5,Typ,0,NA,Detchd,1977,Fin,2,576,Gd,Ex,Y,155,0,0,0,0,0,NA,NA,NA,0,9,2007,WD
+1229,535103050,60,RL,,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
+511,528435050,20,RL,85,10130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1294,Unf,0,408,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,844,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,3,2009,WD
+46,528175010,120,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
+1348,903234100,50,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
+2465,528480100,60,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
+387,527368010,60,FV,,8470,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,225,ALQ,276,471,972,GasA,Ex,Y,SBrkr,972,839,0,1811,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,565,TA,TA,Y,225,48,0,0,0,0,NA,NA,NA,0,10,2009,WD
+873,907280170,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,209,Gd,TA,PConc,Gd,TA,Av,GLQ,1111,Unf,0,306,1417,GasA,Ex,Y,SBrkr,1417,0,0,1417,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Unf,2,511,TA,TA,Y,60,0,0,0,117,0,NA,NA,NA,0,8,2009,WD
+1918,535151100,20,RL,65,6860,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,54,TA,TA,CBlock,TA,TA,No,GLQ,908,Unf,0,100,1008,GasA,Ex,Y,SBrkr,1008,0,0,1008,1,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD
+2764,906420020,60,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
+2184,908204090,20,RL,64,6400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,2000,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,77,ALQ,831,52,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1959,Unf,1,392,TA,TA,Y,144,0,35,0,0,0,NA,NA,NA,0,12,2007,WD
+934,909451100,160,RM,24,1488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,Mn,ALQ,471,Unf,0,90,561,GasA,TA,Y,SBrkr,561,668,0,1229,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD
+1920,535152060,20,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
+2631,535477060,60,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
+1768,528351010,60,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
+2040,903458060,30,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
+1749,528235160,60,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
+834,906426210,60,RL,,16698,Pave,NA,IR1,HLS,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,800,Unf,0,649,1449,GasA,Gd,Y,SBrkr,944,815,0,1759,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Unf,2,525,TA,TA,Y,150,193,0,0,0,0,NA,NA,NA,0,6,2009,WD
+1457,907253110,60,RL,,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1290,871,0,2161,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2001,RFn,2,570,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,6,2008,WD
+79,531452050,120,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
+2302,923275200,20,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
+1817,531453140,85,RL,,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
+2755,906382030,20,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
+359,527163130,60,RL,,8803,Pave,NA,IR1,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,GLQ,600,Unf,0,107,707,GasA,Gd,Y,SBrkr,707,809,0,1516,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,0,46,0,0,0,0,NA,NA,NA,0,7,2009,WD
+2059,905105040,20,RL,86,8665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,CBlock,TA,TA,Mn,Rec,168,BLQ,288,420,876,GasA,TA,Y,SBrkr,897,0,0,897,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD
+2092,906201023,60,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
+2516,533242030,20,FV,60,7180,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1568,1568,GasA,Ex,Y,SBrkr,1568,0,0,1568,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,266,0,0,0,0,NA,NA,NA,0,9,2006,WD
+150,535302080,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,339,Unf,0,525,864,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1952,Unf,1,318,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD
+1656,527356050,60,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
+83,531477050,30,RH,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,N,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,1,429,TA,TA,Y,121,0,80,0,0,0,NA,NA,NA,0,4,2010,WD
+2411,528218030,20,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
+795,905475500,20,RL,,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
+2312,527106010,60,RL,,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
+2917,923228130,180,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD
+1624,527162080,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,Rec,414,Unf,0,277,691,GasA,Gd,Y,SBrkr,691,862,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1996,Fin,2,420,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,8,2007,WD
+2215,909276160,70,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
+1211,534401190,20,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
+1485,907425035,120,RM,,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
+1024,527325240,20,RL,90,13068,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,621,TA,TA,PConc,Gd,TA,No,ALQ,890,Rec,48,273,1211,GasA,TA,Y,SBrkr,1211,0,0,1211,1,0,2,0,3,1,Gd,6,Typ,1,Po,Attchd,1976,Fin,2,461,TA,TA,Y,0,0,0,174,0,0,NA,MnPrv,NA,0,11,2008,WD
+570,533213020,120,FV,,4217,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,252,Gd,TA,PConc,Gd,TA,No,GLQ,962,Unf,0,183,1145,GasA,Ex,Y,SBrkr,1256,0,0,1256,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,641,TA,TA,Y,0,169,0,0,0,0,NA,NA,NA,0,3,2009,WD
+2874,910200060,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1926,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,374,Unf,0,487,861,GasA,Ex,Y,SBrkr,861,424,0,1285,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Fin,2,506,TA,TA,Y,96,0,132,0,0,0,NA,MnPrv,NA,0,5,2006,WD
+700,902106060,70,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
+2756,906382040,20,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
+2022,903236130,70,RM,47,7755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1918,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,FuseA,1100,1164,0,2264,0,0,2,1,4,1,TA,8,Typ,0,NA,Detchd,1950,Unf,1,408,TA,TA,Y,0,152,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD
+583,534128010,60,RL,,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
+2392,528138030,60,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
+2424,528228415,120,RM,,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
+212,904302260,190,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,1026,Unf,0,186,1212,GasA,TA,N,SBrkr,1212,180,0,1392,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,168,0,0,0,NA,NA,NA,0,2,2010,ConLD
+736,903227070,50,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
+1610,924100020,60,RL,,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
+890,908152035,20,RL,80,10682,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1960,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,399,Unf,0,615,1014,GasA,TA,Y,SBrkr,1149,0,0,1149,1,0,1,0,3,1,TA,7,Min1,0,NA,2Types,1968,Fin,1,544,TA,TA,Y,0,240,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD
+467,528221060,60,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
+578,533254110,80,RL,80,9600,Pave,NA,Reg,Low,AllPub,FR2,Mod,Veenker,Feedr,Norm,1Fam,SLvl,8,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,200,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,392,392,GasA,Ex,Y,SBrkr,1487,1012,0,2499,0,0,2,1,4,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,527,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,1,2009,WD
+1747,528231030,80,RL,65,16219,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,779,Unf,0,56,835,GasA,Ex,Y,SBrkr,1119,0,0,1119,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,Fin,2,437,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,4,2007,WD
+1149,531452140,120,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
+2758,906392090,20,RL,90,13377,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1576,Unf,0,260,1836,GasA,Gd,Y,SBrkr,1846,0,0,1846,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,495,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,7,2006,New
+857,907202080,20,RL,,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
+2219,909281130,70,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
+733,903205040,30,RL,,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
+2909,923225190,160,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,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,5,Typ,1,TA,BuiltIn,1977,RFn,1,336,TA,TA,Y,141,0,0,0,0,0,NA,NA,NA,0,5,2006,WD
+1798,528458120,60,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
+235,905378040,50,RL,124,18600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,3,4,1938,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,288,LwQ,684,0,972,GasA,TA,Y,FuseA,1052,558,0,1610,0,1,2,0,4,1,Fa,8,Typ,1,Gd,Attchd,1938,RFn,1,480,TA,TA,Y,0,0,60,0,0,0,NA,NA,Shed,450,6,2010,WD
+2366,527450080,160,RM,24,2160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,No,LwQ,402,Unf,0,363,765,GasA,Gd,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,Gd,7,Min1,1,Fa,Attchd,1973,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,6,2006,WD
+1027,527357110,60,RL,75,9743,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,5,6,1969,1969,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,280,Unf,0,440,720,GasA,Gd,Y,SBrkr,720,588,0,1308,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1969,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD
+1195,534204030,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,2005,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,260,Rec,456,196,912,GasA,Ex,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1978,Unf,2,576,TA,TA,Y,233,0,0,0,0,0,NA,NA,NA,0,7,2008,WD
+1303,902205070,20,RM,62,7311,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,5,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,407,407,GasA,TA,N,FuseA,407,0,0,407,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1949,Unf,1,297,Fa,TA,Y,76,0,120,0,0,0,NA,NA,NA,0,3,2008,WD
+148,535179020,20,RL,80,10032,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1959,1959,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,432,TA,TA,CBlock,TA,TA,No,Rec,734,Unf,0,510,1244,GasA,Ex,Y,SBrkr,1580,0,0,1580,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1956,Unf,2,440,TA,TA,Y,0,28,0,0,160,0,NA,GdWo,NA,0,6,2010,WD
+608,534402060,20,RL,115,10500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,Gd,CBlock,TA,TA,No,LwQ,998,Unf,0,294,1292,GasA,TA,Y,SBrkr,1292,0,0,1292,1,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1964,Unf,2,520,TA,TA,Y,0,32,0,0,92,0,NA,NA,NA,0,7,2009,COD
+2515,533241010,60,FV,114,8314,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,569,569,GasA,Ex,Y,SBrkr,854,840,0,1694,0,0,2,1,3,1,Gd,6,Typ,1,TA,BuiltIn,1997,Unf,1,434,TA,TA,Y,0,382,0,0,110,0,NA,GdPrv,NA,0,11,2006,WD
+821,906340120,20,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
+2500,533110130,60,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
+745,903232060,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1925,1999,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,995,0,0,995,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,264,TA,TA,Y,0,15,51,0,0,0,NA,MnPrv,NA,0,3,2009,WD
+741,903231010,50,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
+1611,1007100110,70,I (all),,56600,Pave,NA,IR1,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,1,1900,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Ex,Y,SBrkr,1150,686,0,1836,0,0,2,0,4,1,TA,7,Maj1,0,NA,Detchd,1900,Unf,1,288,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD
+2532,534201130,80,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
+1081,528228345,120,RL,,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,TA,Gd,GLQ,1073,Unf,0,342,1415,GasA,Ex,Y,SBrkr,1455,0,0,1455,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2003,Fin,3,644,TA,TA,Y,156,20,0,0,144,0,NA,NA,NA,0,8,2008,WD
+1692,528106050,60,RL,107,13641,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1304,Unf,0,630,1934,GasA,Ex,Y,SBrkr,1943,713,0,2656,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,RFn,3,1040,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,12,2007,New
+2520,533253050,120,RL,36,3640,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Greens,Norm,Norm,Twnhs,1Story,8,5,1980,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,860,Unf,0,176,1036,GasA,TA,Y,SBrkr,1036,0,0,1036,1,0,1,0,1,1,Gd,4,Typ,1,TA,Detchd,1980,Fin,2,484,TA,TA,Y,133,108,0,0,0,0,NA,NA,NA,0,9,2006,WD
+276,908102130,90,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD
+1992,902301030,50,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
+663,535383060,30,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,2,5,1940,1950,Gable,CompShg,Stucco,Stucco,None,0,Fa,TA,PConc,Fa,TA,No,Unf,0,Unf,0,416,416,GasA,Gd,N,FuseA,599,0,0,599,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,81,0,0,0,0,NA,NA,NA,0,6,2009,WD
+418,527455090,120,RL,24,2104,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,7,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,536,Unf,0,300,836,GasA,TA,Y,SBrkr,836,0,0,836,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,345,TA,TA,Y,150,20,0,0,0,0,NA,NA,NA,0,10,2009,WD
+1733,528221040,60,RL,63,9729,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,1048,0,1746,1,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Unf,3,350,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,6,2007,New
+2359,527378010,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Gable,CompShg,HdBoard,Plywood,BrkFace,176,TA,TA,CBlock,TA,TA,No,ALQ,755,Unf,0,348,1103,GasA,TA,Y,SBrkr,1103,0,0,1103,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1974,Unf,2,462,TA,TA,Y,295,84,0,0,0,0,NA,GdWo,NA,0,6,2006,WD
+253,906385020,20,RL,64,7360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2010,2010,Gable,CompShg,VinylSd,VinylSd,Stone,80,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1198,1222,GasA,Ex,Y,SBrkr,1222,0,0,1222,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,615,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2010,WD
+1518,909175050,75,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
+2035,903454090,50,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
+2919,923228210,160,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,34,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD
+1540,909425085,50,RL,70,12392,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1950,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,435,Unf,0,397,832,GasA,Ex,Y,SBrkr,1218,943,0,2161,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1994,Fin,2,506,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,4,2008,WD
+2120,907125040,20,RL,,14217,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,550,Unf,0,472,1022,GasA,Gd,Y,SBrkr,1022,0,0,1022,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1995,Unf,2,747,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD
+1674,527427160,120,RH,33,4113,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2001,2001,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1337,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2001,Fin,2,511,TA,TA,Y,136,68,0,0,0,0,NA,NA,NA,0,7,2007,WD
+256,906477110,80,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
+2361,527402380,20,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
+978,923228110,180,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
+2280,923203010,120,RM,62,6710,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Mitchel,Norm,Norm,TwnhsE,SFoyer,6,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,TA,TA,PConc,Ex,TA,Av,Rec,16,GLQ,904,0,920,GasA,Ex,Y,SBrkr,936,0,0,936,2,0,0,1,0,1,TA,3,Typ,0,NA,Attchd,1996,Fin,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD
+2095,906204140,60,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
+1709,528150120,60,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
+2801,907290020,60,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
+1246,535301080,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,Stone,52,TA,TA,CBlock,TA,TA,No,Rec,148,Unf,0,572,720,GasA,Ex,Y,FuseA,882,0,0,882,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1952,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD
+2373,527451520,160,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
+1055,528108150,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,302,Gd,TA,PConc,Ex,TA,No,GLQ,1012,Unf,0,570,1582,GasA,Ex,Y,SBrkr,1582,0,0,1582,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,905,TA,TA,Y,209,95,0,0,0,0,NA,NA,NA,0,1,2008,New
+2017,903233030,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,351,Unf,0,405,756,GasA,Gd,Y,FuseA,903,378,0,1281,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1926,Unf,2,379,TA,TA,Y,25,0,0,0,0,0,NA,NA,NA,0,8,2007,WD
+1099,528315060,75,RL,84,9660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2.5Unf,8,5,1997,1997,Hip,CompShg,HdBoard,HdBoard,BrkFace,1290,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1173,1173,GasA,Ex,Y,SBrkr,1182,1017,0,2199,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,516,TA,TA,Y,0,131,0,0,0,0,NA,NA,NA,0,9,2008,WD
+1344,903232030,30,RM,,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1945,1995,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,808,0,0,808,0,0,1,0,1,1,TA,6,Min2,0,NA,Attchd,1925,Unf,1,164,TA,TA,P,0,48,0,0,0,0,NA,NA,NA,0,6,2008,WD
+835,906475070,60,RL,,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
+1117,528431080,20,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
+2043,903476100,45,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,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD
+2085,905476225,120,RL,39,3869,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,TwnhsE,1Story,5,6,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,149,Gd,Ex,CBlock,TA,TA,No,LwQ,283,GLQ,755,0,1038,GasA,Gd,Y,SBrkr,1038,0,0,1038,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,264,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,7,2007,WD
+410,527453050,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,306,Unf,0,498,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,0,2,1,3,1,TA,7,Typ,1,TA,Detchd,1976,RFn,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,9,2009,WD
+2650,902128100,50,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
+2867,909282110,70,RL,70,14210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1930,1959,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,697,697,GasA,Ex,Y,SBrkr,1104,697,0,1801,0,0,1,1,3,1,TA,8,Typ,1,Gd,Attchd,1930,Unf,2,365,Fa,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD
+1668,527404100,20,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
+1161,533208080,160,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
+2122,907130060,20,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
+2539,534202180,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,140,TA,TA,PConc,TA,TA,Av,ALQ,602,Rec,402,137,1141,GasA,Gd,Y,SBrkr,1141,0,0,1141,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,568,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2006,WD
+1047,527452150,120,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
+1445,907200110,20,RL,,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
+541,531375090,20,RL,63,13072,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,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,8,2009,WD
+569,533213010,120,FV,,3830,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,280,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1726,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,2,561,TA,TA,Y,0,254,0,0,0,0,NA,NA,NA,0,1,2009,New
+1276,535455080,45,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
+918,909254010,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1918,1990,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,628,600,0,1228,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1918,Unf,1,215,Fa,TA,Y,0,113,0,0,195,0,NA,MnPrv,NA,0,5,2009,WD
+326,923205015,20,RL,,11875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1344,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,2001,Unf,2,686,TA,TA,Y,328,0,0,0,0,0,NA,NA,NA,0,6,2010,WD
+1936,535325090,20,RL,71,8540,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1956,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,114,ALQ,691,120,925,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1956,Unf,1,252,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD
+895,908203090,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,332,Rec,243,301,876,GasA,TA,Y,FuseA,876,0,0,876,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD
+257,907125090,85,RL,82,11105,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Fa,Av,GLQ,870,Unf,0,0,870,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1998,Unf,2,580,Gd,TA,Y,71,0,0,0,0,0,NA,GdPrv,NA,0,7,2010,WD
+1241,535176100,20,RL,90,13200,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,187,TA,TA,CBlock,TA,TA,No,LwQ,958,Unf,0,437,1395,GasA,Ex,Y,SBrkr,1570,0,0,1570,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1958,RFn,2,441,TA,TA,Y,490,0,0,0,0,0,NA,NA,NA,0,5,2008,WD
+1545,910200080,30,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1926,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,299,GLQ,40,555,894,GasA,TA,Y,SBrkr,919,0,0,919,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,195,TA,TA,P,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2008,WD
+1189,534128050,20,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
+270,907290240,120,RM,,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
+2066,905225020,60,RL,99,16779,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,5,4,1920,1996,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,356,TA,Fa,CBlock,Gd,TA,No,BLQ,267,Unf,0,404,671,GasA,Fa,Y,SBrkr,1567,1087,0,2654,0,0,3,0,4,1,TA,11,Mod,1,Gd,Attchd,1946,Unf,2,638,TA,TA,Y,128,570,0,0,0,0,NA,NA,Shed,500,5,2007,WD
+693,902102080,50,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
+1259,535380140,50,RL,60,10836,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,892,892,GasA,Ex,Y,SBrkr,1254,182,0,1436,0,1,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1968,Unf,4,1488,Fa,TA,N,0,0,100,0,0,0,NA,GdWo,NA,0,6,2008,WD
+2916,923227100,20,RL,80,13384,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,1979,Gable,CompShg,Plywood,Plywood,BrkFace,194,TA,TA,PConc,TA,TA,Av,Rec,119,BLQ,344,641,1104,GasA,Fa,Y,SBrkr,1360,0,0,1360,1,0,1,0,3,1,TA,8,Typ,1,TA,Attchd,1969,RFn,1,336,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2006,WD
+2321,527108060,60,RL,42,13751,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Av,GLQ,60,Unf,0,1640,1700,GasA,Ex,Y,SBrkr,1700,512,0,2212,1,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,773,TA,TA,Y,237,38,0,0,115,0,NA,NA,NA,0,5,2006,New
+1977,902106120,30,RM,56,4480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,Fa,Fa,No,LwQ,782,Unf,0,240,1022,GasA,TA,N,FuseF,1022,0,0,1022,1,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1922,Unf,1,184,TA,Fa,N,0,122,20,0,0,0,NA,MnPrv,NA,0,2,2007,WD
+1895,534403420,20,RL,,11382,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,Wd Sdng,Plywood,BrkFace,212,TA,TA,CBlock,TA,TA,No,ALQ,54,Rec,543,533,1130,GasA,TA,Y,SBrkr,1374,0,0,1374,0,1,1,0,3,1,TA,7,Typ,1,TA,Attchd,1964,RFn,1,286,TA,TA,Y,0,28,84,0,0,0,NA,MnPrv,NA,0,8,2007,WD
+1240,535153150,20,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
+85,532354090,85,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
+1823,532376040,20,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
+825,906380060,20,RL,77,11422,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,352,Gd,TA,PConc,Ex,TA,Av,GLQ,1359,Unf,0,479,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2007,RFn,2,524,TA,TA,Y,154,222,0,0,0,0,NA,NA,NA,0,4,2009,WD
+110,534102025,20,FV,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,659,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,596,TA,TA,Y,277,137,0,0,0,0,NA,NA,NA,0,4,2010,WD
+697,902105050,50,RM,90,15660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1910,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,240,240,GasA,TA,Y,SBrkr,810,496,0,1306,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1959,Unf,2,472,Fa,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD
+2297,923230120,85,RL,50,6723,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1971,1971,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,796,Unf,0,0,796,GasA,TA,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,129,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD
+1231,535105030,20,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
+1355,903401050,50,RL,,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
+968,916475040,20,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
+584,534128020,60,RL,,12732,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,560,LwQ,42,150,752,GasA,TA,Y,SBrkr,1285,782,0,2067,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1974,RFn,2,784,TA,TA,Y,297,40,0,0,0,0,NA,NA,NA,0,6,2009,WD
+1315,902306120,70,RM,60,6000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1905,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,572,572,GasA,Ex,Y,SBrkr,884,656,0,1540,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,,NA,0,0,NA,NA,N,240,77,0,0,0,0,NA,NA,NA,0,2,2008,WD
+1606,923277040,20,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
+206,903450110,90,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
+1685,528102050,20,RL,96,12469,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,378,Ex,TA,PConc,Ex,TA,Gd,GLQ,1151,Unf,0,639,1790,GasA,Ex,Y,SBrkr,1816,0,0,1816,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,730,TA,TA,Y,186,36,0,0,0,0,NA,NA,NA,0,8,2007,New
+2016,903232100,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,966,966,GasA,Ex,Y,SBrkr,1014,412,0,1426,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1930,Unf,1,230,Fa,TA,Y,174,0,96,0,0,0,NA,GdPrv,NA,0,7,2007,WD
+869,907265010,60,RL,,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,944,944,GasA,Ex,Y,SBrkr,944,926,0,1870,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,608,TA,TA,Y,256,43,0,0,0,0,NA,NA,NA,0,5,2009,WD
+2135,907200130,20,RL,97,11800,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,663,Unf,0,201,864,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1974,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD
+2346,527327080,60,RL,,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
+2430,528228580,120,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
+2198,909250160,45,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
+2652,902204060,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,384,960,GasA,TA,Y,FuseA,960,0,0,960,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD
+27,527404120,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,804,Rec,78,0,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1970,Fin,2,525,TA,TA,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD
+241,905453040,20,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
+906,909129090,50,RH,70,6300,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,88,TA,TA,PConc,TA,Fa,No,LwQ,832,Unf,0,0,832,GasA,TA,Y,SBrkr,832,436,0,1268,0,0,1,1,3,1,TA,7,Typ,2,Gd,Basment,1938,Unf,1,250,TA,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,7,2009,WD
+1506,908226120,50,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1938,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,FuseF,585,468,0,1053,0,0,1,1,2,1,Ex,5,Typ,0,NA,NA,,NA,0,0,NA,NA,N,42,0,0,0,0,0,NA,NA,NA,0,1,2008,WD
+2098,906340090,60,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
+1435,907175080,20,RL,,8696,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,TA,TA,PConc,Gd,TA,Gd,GLQ,1308,Unf,0,110,1418,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1997,RFn,2,558,TA,TA,Y,208,110,0,0,0,0,NA,NA,NA,0,5,2008,WD
+2213,909275160,20,RL,126,13108,Pave,NA,IR2,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,Y,SBrkr,1226,0,0,1226,0,0,1,1,2,1,TA,7,Min1,1,Gd,Attchd,1951,Fin,2,400,TA,TA,Y,174,24,120,0,228,0,NA,NA,NA,0,6,2007,WD
+1274,535454150,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,315,Unf,0,453,768,GasA,Ex,Y,SBrkr,819,501,0,1320,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,108,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD
+743,903231060,30,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,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw
+1737,528222040,20,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
+2797,907270050,60,RL,67,10566,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,261,Gd,TA,PConc,Gd,TA,Av,GLQ,920,Unf,0,170,1090,GasA,Ex,Y,SBrkr,1090,1124,0,2214,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1999,Fin,3,646,TA,TA,Y,197,80,0,0,0,0,NA,NA,NA,0,7,2006,WD
+2185,908204180,90,RL,74,6882,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1955,1955,Gable,CompShg,AsbShng,Plywood,BrkCmn,128,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD
+58,528250100,80,RL,,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
+830,906392070,20,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
+808,906226070,90,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
+680,535451250,50,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
+1153,532376170,190,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,2fmCon,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Fa,Mn,ALQ,890,Unf,0,0,890,GasA,Gd,N,SBrkr,890,0,0,890,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD
+1291,902107030,75,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,7,1915,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,1,1,4,1,Gd,7,Typ,0,NA,Detchd,1915,Unf,1,308,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,6,2008,WD
+1818,531477040,90,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
+2161,907410020,60,RL,70,8145,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,738,0,1476,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,552,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2007,New
+1883,534275220,20,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
+350,527127100,120,RL,28,7296,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1965,Unf,0,243,2208,GasA,Ex,Y,SBrkr,2522,0,0,2522,1,0,2,0,1,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,564,TA,TA,Y,182,57,0,0,0,0,NA,NA,NA,0,11,2009,WD
+2473,531375060,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1131,1131,GasA,Ex,Y,SBrkr,1131,0,0,1131,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,3,2006,New
+295,909426080,90,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1950,1991,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,TA,Gd,CBlock,TA,TA,No,ALQ,375,Unf,0,657,1032,GasA,Ex,Y,SBrkr,1102,1075,0,2177,0,0,2,1,5,2,TA,11,Typ,0,NA,Detchd,1950,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD
+293,909250060,50,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
+859,907227030,20,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
+288,909101070,30,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
+1578,916386080,80,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,,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
+102,533221110,160,FV,,2980,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,1159,Gd,TA,PConc,Gd,TA,No,GLQ,466,Unf,0,290,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2010,WD
+2831,908188130,160,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
+1030,527359030,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1444,1444,GasA,TA,Y,SBrkr,1444,0,0,1444,0,0,2,0,2,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,473,TA,TA,Y,0,24,0,0,0,0,NA,GdWo,NA,0,4,2008,WD
+2551,534429130,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,ALQ,632,Unf,0,616,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1960,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD
+1286,902102060,70,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
+958,916380070,20,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
+776,905108220,85,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
+72,528480090,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1414,Unf,0,54,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,528,TA,TA,Y,0,102,0,0,216,0,NA,NA,NA,0,5,2010,WD
+2263,916384150,20,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
+1866,534127140,85,RL,,8723,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,SFoyer,6,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,BLQ,973,Unf,0,0,973,GasA,Ex,Y,SBrkr,1082,0,0,1082,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,480,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,1,2007,WD
+2876,910203230,30,RM,50,7030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,641,0,0,641,0,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1925,Unf,1,272,TA,TA,N,184,0,70,0,0,0,NA,MnPrv,NA,0,3,2006,WD
+2146,907252020,60,RL,,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
+103,533223020,160,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
+1500,908186040,180,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
+492,528292040,60,RL,,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
+167,535457090,20,RL,81,7635,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,588,LwQ,350,237,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1960,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD
+2597,535376090,20,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
+2685,903236200,45,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
+1035,527402060,20,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
+1220,534451080,20,RL,,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
+2602,535380010,70,RL,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,Rec,338,Unf,0,325,663,GasA,Ex,Y,SBrkr,774,821,0,1595,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1974,Unf,2,528,TA,TA,Y,49,0,231,0,0,0,NA,NA,NA,0,4,2006,WD
+2159,907401060,60,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
+695,902103120,90,RM,57,10307,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,6,5,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,LwQ,633,Unf,0,339,972,GasA,Gd,N,FuseA,972,972,0,1944,1,0,2,0,4,2,TA,12,Typ,0,NA,Detchd,1920,Unf,2,324,Fa,TA,N,0,28,169,0,0,0,NA,NA,NA,0,6,2009,WD
+1109,528387050,60,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
+640,535300120,80,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
+1652,527328020,80,RL,,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
+2090,906200230,50,RL,104,23920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1.5Fin,6,5,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1105,1105,GasA,Ex,Y,SBrkr,1105,717,0,1822,0,0,2,0,4,1,Gd,7,Min2,1,Po,Attchd,1984,Unf,2,515,TA,TA,P,0,195,1012,0,0,444,TA,NA,NA,0,4,2007,WD
+1188,534127230,20,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,301,Unf,0,1439,1740,GasA,Fa,Y,SBrkr,1740,0,0,1740,0,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1968,RFn,2,512,TA,TA,Y,25,0,0,0,192,0,NA,GdWo,NA,0,10,2008,WD
+2345,527325160,60,RL,,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
+1059,528118030,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1420,Unf,0,430,1850,GasA,Ex,Y,SBrkr,1850,898,0,2748,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,850,TA,TA,Y,212,182,0,0,0,0,NA,NA,NA,0,10,2008,WD
+2751,906380110,60,RL,133,11003,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1308,1308,GasA,Ex,Y,SBrkr,1308,568,0,1876,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2005,RFn,3,848,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,New
+128,534431050,50,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,7,1952,2002,Gable,CompShg,MetalSd,MetalSd,BrkFace,265,Gd,TA,CBlock,TA,TA,No,LwQ,670,Unf,0,470,1140,GasA,Gd,Y,SBrkr,1929,532,0,2461,0,0,2,0,3,1,TA,7,Min2,2,Gd,Detchd,1994,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD
+1523,909250230,90,RL,64,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2.5Unf,6,7,1930,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,281,Rec,679,0,960,GasA,Ex,Y,SBrkr,960,960,0,1920,2,0,2,2,4,2,TA,10,Typ,2,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,248,0,121,0,0,0,NA,NA,NA,0,7,2008,WD
+2925,923251180,20,RL,160,20000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1960,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1224,Unf,0,0,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,1,0,4,1,TA,7,Typ,1,TA,Detchd,1960,Unf,2,576,TA,TA,Y,474,0,0,0,0,0,NA,NA,NA,0,9,2006,WD
+2145,907250050,20,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
+1121,528458030,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1339,1363,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,588,TA,TA,Y,192,113,0,0,0,0,NA,NA,NA,0,7,2008,New
+566,533206020,160,FV,32,2880,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1376,1376,GasA,Ex,Y,SBrkr,1376,1629,0,3005,0,0,2,1,3,1,Gd,9,Mod,1,TA,BuiltIn,2004,Fin,3,704,TA,TA,Y,0,177,0,0,0,0,NA,NA,NA,0,7,2009,WD
+565,533135020,60,RL,,11949,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,8,1991,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,Gd,PConc,Gd,TA,No,GLQ,601,ALQ,216,158,975,GasA,Ex,Y,SBrkr,975,780,0,1755,0,1,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,Unf,2,524,TA,TA,Y,502,60,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD
+1331,903206070,50,RL,,7010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,175,Unf,0,849,1024,GasA,TA,Y,SBrkr,1144,594,0,1738,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,1,240,TA,TA,P,0,30,0,0,0,0,NA,NA,NA,0,7,2008,WD
+2928,923400125,85,RL,62,10441,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,337,Unf,0,575,912,GasA,TA,Y,SBrkr,970,0,0,970,0,1,1,0,3,1,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,80,32,0,0,0,0,NA,MnPrv,Shed,700,7,2006,WD
+156,535350030,20,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
+797,905478030,50,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
+327,923225300,160,RM,,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
+2859,909275250,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,817,817,GasA,Gd,Y,FuseF,940,610,0,1550,0,0,1,1,3,1,TA,7,Min2,1,TA,Detchd,1937,Unf,1,318,TA,TA,P,0,0,429,0,0,0,NA,MnPrv,NA,0,9,2006,WD
+1453,907227300,20,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
+1762,528322020,60,RL,100,12191,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,515,Gd,TA,PConc,Gd,TA,Av,GLQ,1181,Unf,0,598,1779,GasA,Ex,Y,SBrkr,1779,772,0,2551,1,0,2,1,4,1,Gd,8,Typ,2,TA,Attchd,1998,Fin,3,925,TA,TA,Y,76,61,0,0,0,0,NA,NA,NA,0,6,2007,WD
+1868,534128090,20,RL,108,11358,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1972,1987,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,346,Unf,0,778,1124,GasA,TA,Y,SBrkr,1610,0,0,1610,0,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1972,RFn,2,515,TA,TA,Y,202,0,0,0,256,0,NA,NA,NA,0,5,2007,WD
+1760,528294010,60,RL,59,9649,Pave,NA,IR1,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,0,941,941,GasA,Ex,Y,SBrkr,961,683,0,1644,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,460,42,0,0,0,0,NA,NA,NA,0,5,2007,WD
+1113,528429050,20,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
+1812,531384070,60,RL,,11613,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,480,Unf,0,384,864,GasA,Ex,Y,SBrkr,920,900,0,1820,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,492,TA,TA,Y,144,85,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD
+117,534176230,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,329,Unf,0,386,715,GasA,TA,Y,SBrkr,930,715,0,1645,0,0,1,2,4,1,TA,7,Typ,0,NA,Attchd,1971,RFn,2,441,TA,TA,Y,0,78,0,0,0,0,NA,GdWo,NA,0,6,2010,WD
+1142,531382120,20,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
+2342,527256120,20,RL,90,18261,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1416,Unf,0,494,1910,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2005,Unf,3,722,TA,TA,Y,351,102,0,0,123,0,NA,NA,NA,0,9,2006,WD
+927,909282130,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,BrkTil,TA,TA,Mn,Rec,154,ALQ,694,264,1112,GasA,Ex,Y,SBrkr,1112,0,0,1112,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,390,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD
+2478,531379030,60,RL,70,8304,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,941,896,0,1837,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1997,RFn,2,688,TA,TA,Y,150,165,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD
+655,535375010,20,RL,53,5470,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,792,792,GasA,Gd,Y,FuseA,792,0,0,792,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1958,Unf,1,366,Fa,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,WD
+2064,905200010,20,RL,,8169,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,216,ALQ,435,261,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1966,Unf,1,315,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD
+369,527258020,20,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
+2239,910203290,30,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
+2732,905351150,120,RL,,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
+1653,527328050,20,RL,79,11850,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,BrkFace,98,TA,TA,CBlock,Gd,TA,No,ALQ,781,Unf,0,372,1153,GasA,TA,Y,SBrkr,1177,0,0,1177,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1984,Fin,2,495,TA,TA,Y,204,103,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD
+959,916382010,60,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
+2395,528142070,60,RL,82,11643,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,142,Gd,TA,PConc,Ex,TA,Av,GLQ,880,Unf,0,644,1524,GasA,Ex,Y,SBrkr,1544,814,0,2358,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,784,TA,TA,Y,120,34,0,0,0,0,NA,NA,NA,0,8,2006,New
+1412,905452070,90,RL,50,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,864,Unf,0,0,864,GasA,Fa,N,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD
+271,907401090,20,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
+1484,907425030,120,RM,,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
+1497,908152270,20,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
+552,531475220,90,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,6,7,1981,1981,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,964,918,0,1882,0,0,2,0,4,2,TA,8,Typ,2,TA,Attchd,1981,Unf,2,612,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD
+2,526350040,20,RH,80,11622,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,LwQ,144,270,882,GasA,TA,Y,SBrkr,896,0,0,896,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,730,TA,TA,Y,140,0,0,0,120,0,NA,MnPrv,NA,0,6,2010,WD
+1855,533251110,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,6,1980,1980,Hip,CompShg,VinylSd,MetalSd,BrkFace,600,Gd,TA,CBlock,Gd,TA,No,GLQ,1732,Unf,0,270,2002,GasA,Ex,Y,SBrkr,2362,0,0,2362,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1980,RFn,2,546,Gd,TA,Y,180,16,0,0,0,0,NA,NA,NA,0,3,2007,WD
+4,526353030,20,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
+2292,923229010,80,RL,,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
+134,534479320,20,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
+646,535325290,20,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
+42,528120120,20,RL,90,11520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,615,Gd,TA,PConc,Ex,TA,No,GLQ,110,Unf,0,1588,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,730,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,6,2010,WD
+532,528490040,20,FV,68,8736,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,771,ALQ,360,422,1553,GasA,Ex,Y,SBrkr,1553,0,0,1553,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,588,TA,TA,Y,192,88,0,0,0,0,NA,NA,NA,0,8,2009,WD
+713,902300090,190,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,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New
+2561,534476100,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,TA,CBlock,TA,TA,No,ALQ,996,Unf,0,60,1056,GasA,Ex,Y,FuseA,1216,0,0,1216,1,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1951,RFn,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD
+2360,527402210,20,RL,,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
+1333,903225140,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1941,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,832,378,0,1210,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD
+1407,905425125,50,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
+2892,916225130,60,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
+574,533236050,160,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
+1227,534477270,80,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
+2591,535325460,30,RL,118,21299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1941,1963,Hip,WdShake,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,929,929,GasA,Ex,Y,SBrkr,2039,0,0,2039,1,0,1,1,3,1,TA,7,Min1,3,Gd,2Types,1941,Unf,3,791,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,12,2006,COD
+1476,907412070,20,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
+1125,528478030,60,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
+1446,907201060,80,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
+408,527451650,160,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
+1101,528326030,60,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
+2251,914460020,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,166,Gd,TA,PConc,Gd,TA,No,GLQ,585,Unf,0,856,1441,GasA,Ex,Y,SBrkr,1392,0,0,1392,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,Fin,3,650,TA,TA,Y,168,49,0,0,0,0,NA,NA,NA,0,12,2007,WD
+373,527326040,20,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
+2554,534431030,20,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1947,1950,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,1043,0,0,1043,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1947,Unf,1,273,TA,TA,Y,125,48,0,0,0,0,NA,GdWo,NA,0,5,2006,WD
+2382,528106120,20,RL,110,16163,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1618,1618,GasA,Ex,Y,SBrkr,1618,0,0,1618,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD
+1985,902205020,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,122,Rec,448,0,570,GasA,Gd,N,SBrkr,761,380,0,1141,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,252,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2007,ConLw
+519,528458040,20,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
+1093,528280130,60,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
+864,907252060,60,RL,,12334,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1068,1068,GasA,Ex,Y,SBrkr,1068,1116,0,2184,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,2,570,TA,TA,Y,192,132,0,0,0,0,NA,NA,NA,0,6,2009,WD
+2889,914476050,90,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
+2308,526302120,20,RL,,11765,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,302,TA,TA,CBlock,TA,TA,Mn,Rec,1127,Unf,0,490,1617,GasA,Fa,Y,SBrkr,1797,0,0,1797,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1957,Unf,3,963,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD
+986,923400025,50,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
+1302,902202090,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,459,904,GasA,Ex,Y,FuseA,904,595,0,1499,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1959,Unf,3,869,TA,Gd,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,WD
+585,534128100,60,RL,,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
+2708,905101450,20,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
+147,535175180,20,RL,87,10725,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,91,TA,TA,CBlock,TA,TA,No,Rec,936,Unf,0,270,1206,GasA,Fa,Y,SBrkr,1206,0,0,1206,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,5,2010,WD
+1441,907192130,20,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
+383,527359180,60,RL,,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
+285,908275300,20,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
+181,902206240,50,RM,,8239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1920,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,176,Unf,0,832,1008,GasA,TA,Y,SBrkr,1060,185,0,1245,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,315,TA,TA,Y,0,0,334,0,0,0,NA,NA,NA,0,3,2010,WD
+358,527163070,60,RL,,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
+780,905225090,80,RL,,15584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,366,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,825,825,GasA,Ex,Y,SBrkr,2071,0,0,2071,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1956,Unf,1,336,TA,TA,Y,131,28,0,0,0,0,NA,NA,NA,0,10,2009,WD
+258,907180050,60,RL,,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,353,Unf,0,525,878,GasA,Ex,Y,SBrkr,892,800,0,1692,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,RFn,2,513,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2010,WD
+1865,534127080,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,BrkFace,525,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,93,1008,GasA,TA,Y,SBrkr,1403,1008,0,2411,1,0,2,1,4,1,TA,8,Typ,1,Po,Attchd,1970,RFn,2,570,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,6,2007,WD
+692,902101010,50,RM,,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
+2902,921205030,20,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
+508,528431020,20,RL,86,11194,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1696,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,972,TA,TA,Y,120,56,0,0,0,0,NA,NA,NA,0,9,2009,WD
+2638,902101050,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,Stone,264,TA,TA,CBlock,TA,TA,No,Rec,276,Unf,0,936,1212,GasA,Gd,Y,FuseA,1226,442,0,1668,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2006,WD
+36,527454200,160,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
+611,534403370,80,RL,,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
+2281,923204050,20,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
+1678,527450220,160,RM,21,2058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,265,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,546,0,1218,0,0,1,1,4,1,Ex,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,12,2007,WD
+1696,528110040,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1812,Unf,0,740,2552,GasA,Ex,Y,SBrkr,2552,0,0,2552,1,0,2,0,3,1,Ex,8,Typ,2,Ex,Attchd,2007,Fin,3,932,TA,TA,Y,130,28,0,0,0,0,NA,NA,NA,0,10,2007,New
+1557,911102180,50,C (all),52,5150,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,1.5Fin,4,7,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Po,TA,No,Unf,0,Unf,0,356,356,GasA,TA,N,FuseA,671,378,0,1049,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1910,Unf,1,195,Po,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD
+2180,908152290,60,RL,60,7023,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,No,GLQ,611,Unf,0,123,734,GasA,Gd,Y,SBrkr,734,674,0,1408,1,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2005,Fin,2,489,TA,TA,Y,0,85,0,0,0,0,NA,NA,NA,0,5,2007,WD
+1726,528186190,120,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,24,Unf,0,1300,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2007,New
+951,914475010,85,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,767,Unf,0,135,902,GasA,Ex,Y,SBrkr,926,0,0,926,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1977,Unf,1,351,TA,TA,Y,319,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD
+267,907280040,60,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1040,1040,GasA,Ex,Y,SBrkr,1044,1054,0,2098,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,621,TA,TA,Y,331,38,0,0,0,0,NA,NA,NA,0,4,2010,WD
+2706,905100030,20,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
+2221,909425140,20,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
+1357,903426160,60,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,8,1910,1983,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,Rec,196,Unf,0,1046,1242,GasA,Gd,Y,SBrkr,1242,742,0,1984,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,,,1,360,NA,NA,Y,64,0,180,0,0,0,NA,MnPrv,Shed,1000,9,2008,WD
+2901,916477010,20,RL,95,13618,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,198,Gd,TA,PConc,Ex,Gd,Av,GLQ,1350,Unf,0,378,1728,GasA,Ex,Y,SBrkr,1960,0,0,1960,1,0,2,0,3,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,714,TA,TA,Y,172,38,0,0,0,0,NA,NA,NA,0,11,2006,New
+347,527107130,80,RL,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,GLQ,284,Unf,0,100,384,GasA,Gd,Y,SBrkr,958,670,0,1628,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,390,TA,TA,Y,48,72,0,0,0,0,NA,NA,Shed,490,6,2009,WD
+2164,907414070,20,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,709,Unf,0,460,1169,GasA,Ex,Y,SBrkr,1190,0,0,1190,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,100,41,0,0,0,0,NA,NA,NA,0,10,2007,WD
+1586,916477020,60,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
+360,527164020,20,RL,58,7250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,45,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1190,0,0,1190,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1993,Unf,2,430,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,11,2009,WD
+1769,528354060,60,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
+2617,535425050,20,RL,86,11650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,1472,0,0,1472,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1959,Unf,2,484,TA,TA,Y,0,68,0,0,227,0,NA,NA,NA,0,6,2006,WD
+1879,534252060,90,RL,,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
+991,526353050,20,RL,,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
+1535,909277070,50,RL,,9260,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,TA,Y,FuseF,932,442,0,1374,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1938,Unf,1,225,TA,TA,Y,64,0,0,0,100,0,NA,NA,NA,0,3,2008,WD
+1191,534175140,90,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,Duplex,1Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1625,1625,GasA,Ex,Y,SBrkr,1625,0,0,1625,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1965,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD
+1579,916386180,60,RL,81,12018,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,796,816,0,1612,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,3,666,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,10,2008,New
+1882,534275170,20,RL,,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
+1510,908275180,50,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
+2196,909176170,90,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,5,6,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,Rec,371,Unf,0,925,1296,Grav,Fa,N,FuseA,1296,1296,0,2592,2,0,2,0,6,2,TA,12,Min2,0,NA,NA,,NA,0,0,NA,NA,Y,0,742,240,0,0,0,NA,NA,Shed,1512,1,2007,WD
+1845,533221030,160,FV,,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
+2336,527216010,60,RL,92,15922,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,550,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1390,1390,GasA,Ex,Y,SBrkr,1390,1405,0,2795,0,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,660,TA,TA,Y,272,102,0,0,0,0,NA,NA,NA,0,1,2006,New
+942,910205020,70,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
+861,907227110,85,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
+2555,534451050,50,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
+1392,905201120,20,RL,,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
+2099,906378120,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,870,TA,TA,Y,204,64,0,0,0,0,NA,NA,NA,0,9,2007,New
+1543,909451020,160,RM,24,1879,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,366,Unf,0,150,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,213,0,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD
+948,914465040,50,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
+1239,535153140,20,RL,82,9840,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1053,Unf,0,195,1248,GasA,TA,Y,SBrkr,1440,0,0,1440,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,1959,RFn,1,480,TA,TA,Y,150,0,0,0,256,0,NA,NA,NA,0,6,2008,WD
+22,527358200,85,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
+2796,907265030,20,RL,,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
+2747,906202040,20,RL,,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
+92,533130130,60,RL,85,13143,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,504,Gd,TA,PConc,Gd,TA,No,LwQ,250,GLQ,981,0,1231,GasA,Ex,Y,SBrkr,1251,1098,0,2349,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,762,TA,TA,Y,32,130,0,0,0,0,NA,NA,NA,0,6,2010,WD
+210,904101110,20,RL,100,15263,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,Gd,TA,No,Rec,766,Unf,0,656,1422,GasA,Gd,Y,SBrkr,1675,0,0,1675,0,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1959,Unf,1,365,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,5,2010,WD
+1858,533253180,120,RL,40,3840,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Greens,Norm,Norm,TwnhsE,1Story,8,6,1978,1998,Gable,CompShg,Wd Sdng,Plywood,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,881,LwQ,176,0,1057,GasA,TA,Y,SBrkr,1295,0,0,1295,1,0,1,0,1,1,Gd,4,Typ,2,TA,Attchd,1978,Fin,2,571,TA,TA,Y,133,89,0,0,0,0,NA,NA,NA,0,7,2007,WD
+2228,909455060,120,RM,35,3907,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,577,Unf,0,427,1004,GasA,Gd,Y,SBrkr,1020,0,0,1020,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1988,Unf,2,509,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,3,2007,WD
+447,528144020,20,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
+827,906380130,20,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
+1649,527325090,60,RL,61,11339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1979,1979,Hip,WdShake,HdBoard,Plywood,BrkFace,549,TA,TA,CBlock,Gd,TA,No,ALQ,758,Unf,0,22,780,GasA,TA,Y,SBrkr,1085,845,0,1930,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1979,Fin,2,481,TA,TA,Y,192,72,0,0,0,0,NA,NA,NA,0,3,2007,WD
+682,535452100,20,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
+2698,903458010,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,343,Unf,0,641,984,GasA,TA,Y,FuseF,984,0,0,984,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,308,TA,TA,N,0,0,164,0,0,0,NA,NA,NA,0,3,2006,ConLI
+494,528294050,80,RL,64,7848,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,6,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD
+214,904351040,70,C (all),,6449,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,4,1,1907,1950,Gambrel,CompShg,Wd Sdng,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,73,Unf,0,634,707,GasW,TA,N,SBrkr,942,942,0,1884,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,239,0,0,0,NA,NA,NA,0,3,2010,WD
+2441,528292080,60,RL,,12104,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1035,1035,GasA,Gd,Y,SBrkr,1082,1240,0,2322,0,0,3,1,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,617,TA,TA,Y,400,45,0,0,0,0,NA,NA,NA,0,8,2006,New
+2679,903231240,30,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
+1336,903226150,30,RM,50,6000,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1924,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,949,949,GasA,Ex,Y,SBrkr,949,0,0,949,0,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1924,Unf,2,370,TA,TA,Y,0,0,48,0,0,0,NA,NA,NA,0,7,2008,WD
+465,528218090,60,RL,63,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,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,100,0,0,0,0,0,NA,NA,NA,0,6,2009,WD
+1524,909251080,70,RL,66,8969,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,6,1926,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,379,Unf,0,265,644,GasA,Ex,Y,SBrkr,672,644,0,1316,1,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,2001,Unf,1,369,TA,TA,P,0,0,0,0,192,0,NA,MnPrv,NA,0,7,2008,WD
+2543,534276010,20,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
+631,535151040,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,164,Gd,TA,CBlock,TA,TA,No,ALQ,856,Unf,0,313,1169,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,286,TA,TA,Y,257,0,0,0,0,0,NA,NA,NA,0,6,2009,WD
+2452,528363070,60,RL,,10236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,501,Gd,TA,PConc,Gd,TA,Gd,GLQ,380,BLQ,168,742,1290,GasA,Ex,Y,SBrkr,1305,1189,0,2494,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1994,Fin,3,803,TA,TA,Y,200,95,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD
+228,905107320,60,RL,,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
+126,534427010,90,RL,98,13260,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,6,1962,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,CBlock,TA,TA,No,BLQ,1500,Unf,0,228,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,6,2,TA,10,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Oth
+1092,528253020,120,RL,55,7301,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,6,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,11,2008,New
+1122,528458050,20,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
+932,909428240,20,RL,100,17500,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Crawfor,PosA,Norm,1Fam,1Story,6,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,420,TA,TA,PConc,TA,TA,Av,LwQ,784,BLQ,435,91,1310,GasA,Ex,Y,SBrkr,1906,0,0,1906,1,0,1,1,3,1,TA,6,Typ,2,Gd,Basment,1954,Unf,2,576,TA,TA,Y,0,201,0,0,0,0,NA,NA,NA,0,1,2009,WD
+1980,902125120,30,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
+2171,908127040,20,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
+551,531453100,60,RL,,10274,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,141,TA,Gd,CBlock,Gd,TA,No,Rec,331,Unf,0,345,676,GasA,TA,Y,SBrkr,698,702,0,1400,0,0,2,1,3,1,TA,6,Typ,0,NA,Attchd,1986,RFn,2,465,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD
+2768,906476140,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,CBlock,Gd,Fa,No,LwQ,853,Unf,0,535,1388,GasA,Gd,Y,SBrkr,1388,0,0,1388,1,0,2,0,3,1,TA,6,Typ,1,Po,Attchd,1968,RFn,2,522,TA,TA,Y,0,58,0,0,0,0,NA,NA,NA,0,7,2006,COD
+2056,905104090,20,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
+1159,533125140,60,RL,105,11025,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,9,5,1993,1994,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,568,Gd,TA,PConc,Gd,TA,Gd,BLQ,520,Unf,0,1328,1848,GasA,Ex,Y,SBrkr,1827,959,0,2786,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1993,Fin,2,636,TA,TA,Y,294,49,0,0,0,0,NA,NA,NA,0,6,2008,WD
+2645,902110120,190,RM,56,7745,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Gd,N,SBrkr,1084,867,0,1951,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,P,0,6,28,0,0,0,NA,NA,NA,0,4,2006,WD
+1174,533217060,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,SLvl,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,684,720,0,1404,1,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,20,0,0,0,0,0,NA,NA,NA,0,6,2008,WD
+2266,916403290,50,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
+2462,528477010,60,FV,100,13162,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1836,Unf,0,200,2036,GasA,Ex,Y,SBrkr,2036,604,0,2640,1,0,3,1,3,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,792,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,11,2006,New
+1219,534428100,20,RL,,11332,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,528,Unf,0,590,1118,GasA,Ex,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,1,264,TA,TA,Y,290,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD
+2922,923229110,90,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
+118,534202160,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,VinylSd,VinylSd,BrkFace,172,TA,TA,CBlock,TA,TA,No,Rec,698,Unf,0,534,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,4,2010,WD
+474,528228460,120,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
+2576,535176050,20,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
+872,907275140,20,RL,,12782,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,HdBoard,HdBoard,BrkFace,164,Gd,TA,PConc,Ex,TA,Gd,GLQ,1360,Unf,0,462,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,523,TA,TA,Y,194,144,0,0,0,0,NA,NA,NA,0,6,2009,WD
+1077,528186170,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1318,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,2,2008,WD
+1536,909281030,20,RL,79,7801,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,6,5,1951,1951,Hip,CompShg,WdShing,Plywood,BrkFace,88,TA,Fa,PConc,TA,TA,No,Rec,500,Unf,0,591,1091,GasA,Fa,N,FuseA,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,1,TA,Attchd,1951,Fin,1,344,TA,TA,Y,66,105,0,0,221,0,NA,MnPrv,NA,0,5,2008,WD
+1150,532351050,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Gd,No,BLQ,53,ALQ,799,132,984,GasA,TA,Y,SBrkr,984,0,0,984,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1963,RFn,1,384,TA,TA,Y,145,56,0,0,0,0,NA,MnPrv,Shed,400,8,2008,WD
+2341,527254070,20,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
+1931,535301060,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,9,1953,2006,Gable,CompShg,VinylSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,408,Unf,0,456,864,GasA,Gd,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,Ex,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,7,2007,WD
+2785,907202140,20,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
+2538,534202020,20,RL,,9759,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,799,Unf,0,252,1051,GasA,TA,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,182,88,0,0,0,0,NA,NA,NA,0,3,2006,WD
+597,534250400,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,252,TA,TA,CBlock,TA,TA,No,ALQ,698,Unf,0,467,1165,GasA,Gd,Y,SBrkr,1165,896,0,2061,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,RFn,2,498,TA,TA,Y,0,77,0,0,196,0,NA,NA,NA,0,5,2009,COD
+464,528188060,160,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
+233,905325030,40,RL,,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
+2169,908102160,85,RL,75,9825,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,162,TA,TA,CBlock,Gd,TA,Gd,ALQ,936,Unf,0,0,936,GasA,Gd,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1967,Unf,1,384,TA,TA,Y,405,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD
+2123,907131060,60,RL,57,10021,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1997,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,539,Unf,0,96,635,GasA,Ex,Y,SBrkr,646,662,0,1308,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,497,TA,TA,Y,142,54,0,0,0,0,NA,NA,NA,0,5,2007,WD
+1867,534127260,20,RL,130,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,196,TA,TA,PConc,Gd,TA,No,ALQ,910,Unf,0,385,1295,GasA,Fa,Y,SBrkr,1295,0,0,1295,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1968,Fin,2,528,TA,TA,Y,0,194,0,0,200,0,NA,NA,NA,0,4,2007,WD
+137,535125010,20,RL,,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
+515,528456180,60,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
+933,909451040,160,RM,24,1733,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,516,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,452,TA,TA,Y,279,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD
+2784,907201230,80,RL,42,10385,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,123,TA,TA,CBlock,TA,Gd,Av,ALQ,595,LwQ,400,0,995,GasA,TA,Y,SBrkr,1282,0,0,1282,0,1,2,0,3,1,TA,6,Typ,0,NA,Detchd,1989,Unf,3,672,Fa,TA,Y,386,0,0,0,0,0,NA,NA,NA,0,4,2006,WD
+972,923203110,120,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
+599,534252240,20,RL,,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
+2614,535403200,20,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
+2582,535301010,90,RL,,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
+1409,905427050,50,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
+175,902125080,50,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
+352,527132090,120,RL,61,7380,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,341,Unf,0,1077,1418,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,495,TA,TA,Y,168,43,0,0,0,0,NA,NA,NA,0,7,2009,WD
+976,923226270,180,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
+2134,907192150,60,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
+984,923275140,20,RL,,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD
+2396,528142110,20,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
+1673,527427090,120,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
+404,527451110,160,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
+607,534400290,20,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1995,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,217,TA,TA,CBlock,TA,TA,No,ALQ,310,BLQ,512,491,1313,GasA,TA,Y,SBrkr,1313,0,0,1313,1,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1961,RFn,2,610,TA,TA,Y,172,28,0,0,121,0,NA,MnPrv,NA,0,2,2009,WD
+814,906226130,90,RL,64,7040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,BrkFace,216,TA,TA,CBlock,Gd,TA,Av,GLQ,1094,Unf,0,0,1094,GasA,TA,Y,SBrkr,1229,0,0,1229,2,0,0,2,2,2,Gd,6,Typ,2,TA,Detchd,1979,Unf,2,672,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD
+868,907260030,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,885,0,1725,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,550,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2009,WD
+2271,916460020,20,RL,,7777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,203,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,571,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,11,2007,WD
+1633,527182170,160,RL,,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
+337,923276250,90,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,2,1985,1986,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Po,PConc,TA,TA,No,Unf,0,Unf,0,1216,1216,GasA,Gd,Y,SBrkr,1216,1216,0,2432,0,0,4,2,4,2,TA,10,Typ,0,NA,Attchd,1985,Unf,2,616,TA,Fa,Y,200,0,0,0,0,0,NA,NA,Shed,600,2,2010,WD
+2765,906426090,20,RL,,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
+1746,528231010,20,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
+368,527254020,20,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
+2806,907401050,20,RL,70,8810,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,No,GLQ,1000,Unf,0,390,1390,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,545,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,3,2006,WD
+1662,527377110,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,6,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,931,LwQ,153,0,1084,GasA,TA,Y,SBrkr,1084,793,0,1877,1,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,Unf,2,488,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,11,2007,WD
+1234,535126140,60,RL,90,14670,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1966,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,410,Gd,Gd,CBlock,TA,TA,No,BLQ,575,Unf,0,529,1104,GasA,Ex,Y,SBrkr,1104,884,0,1988,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1966,RFn,2,480,TA,TA,Y,0,230,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD
+1373,904100040,20,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
+1672,527425140,20,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
+1939,535327160,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,793,Unf,0,130,923,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1955,Unf,1,390,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,NA,0,3,2007,WD
diff --git a/data/train.csv b/data/train.csv
new file mode 100755
index 0000000..d03d9e2
--- /dev/null
+++ b/data/train.csv
@@ -0,0 +1,2052 @@
+Id,PID,MS SubClass,MS Zoning,Lot Frontage,Lot Area,Street,Alley,Lot Shape,Land Contour,Utilities,Lot Config,Land Slope,Neighborhood,Condition 1,Condition 2,Bldg Type,House Style,Overall Qual,Overall Cond,Year Built,Year Remod/Add,Roof Style,Roof Matl,Exterior 1st,Exterior 2nd,Mas Vnr Type,Mas Vnr Area,Exter Qual,Exter Cond,Foundation,Bsmt Qual,Bsmt Cond,Bsmt Exposure,BsmtFin Type 1,BsmtFin SF 1,BsmtFin Type 2,BsmtFin SF 2,Bsmt Unf SF,Total Bsmt SF,Heating,Heating QC,Central Air,Electrical,1st Flr SF,2nd Flr SF,Low Qual Fin SF,Gr Liv Area,Bsmt Full Bath,Bsmt Half Bath,Full Bath,Half Bath,Bedroom AbvGr,Kitchen AbvGr,Kitchen Qual,TotRms AbvGrd,Functional,Fireplaces,Fireplace Qu,Garage Type,Garage Yr Blt,Garage Finish,Garage Cars,Garage Area,Garage Qual,Garage Cond,Paved Drive,Wood Deck SF,Open Porch SF,Enclosed Porch,3Ssn Porch,Screen Porch,Pool Area,Pool QC,Fence,Misc Feature,Misc Val,Mo Sold,Yr Sold,Sale Type,SalePrice
+109,533352170,60,RL,,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 ,130500
+544,531379050,60,RL,43,11492,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,637,Unf,0,276,913,GasA,Ex,Y,SBrkr,913,1209,0,2122,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1997,RFn,2,559,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,4,2009,WD ,220000
+153,535304180,20,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 ,109000
+318,916386060,60,RL,73,9802,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,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,SBrkr,744,700,0,1444,0,0,2,1,3,1,TA,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2010,WD ,174000
+255,906425045,50,RL,82,14235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1.5Fin,6,8,1900,1993,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Fa,Gd,No,Unf,0,Unf,0,676,676,GasA,TA,Y,SBrkr,831,614,0,1445,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1957,Unf,2,484,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,3,2010,WD ,138500
+138,535126040,20,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 ,190000
+2827,908186070,180,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,140000
+145,535154050,20,RL,,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,142000
+1942,535353130,20,RL,,15783,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,292,Unf,0,632,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,420,TA,TA,Y,0,324,0,0,0,0,NA,MnPrv,Shed,400,6,2007,WD ,112500
+1956,535426130,60,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 ,135000
+1044,527451290,160,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,85400
+2752,906380150,20,RL,64,7488,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,393,Unf,0,815,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,632,TA,TA,Y,105,58,0,0,0,0,NA,NA,NA,0,2,2006,WD ,183600
+807,906226060,70,RL,120,26400,Pave,NA,Reg,Bnk,AllPub,FR2,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,5,7,1880,2007,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1288,728,0,2016,0,0,1,0,4,1,TA,7,Mod,1,TA,Attchd,1900,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD ,131000
+1177,533236070,160,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,813,Unf,0,147,960,GasA,Ex,Y,SBrkr,962,645,0,1607,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,ConLD,200000
+1480,907418040,20,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1327,1351,GasA,Ex,Y,SBrkr,1361,0,0,1361,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,610,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2008,WD ,193000
+324,923202105,20,RL,93,10114,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1430,1430,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD ,173500
+1311,902301140,70,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,98000
+770,905101490,20,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 ,139000
+2063,905107140,20,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 ,143500
+69,528458070,60,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,215200
+2062,905106150,20,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 ,129000
+351,527131030,120,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 ,278000
+2393,528142010,60,RL,103,12867,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,,,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1209,1209,GasA,Ex,Y,SBrkr,1209,1044,0,2253,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,Fin,2,575,TA,TA,Y,243,142,0,0,0,0,NA,NA,NA,0,7,2006,New,344133
+12,527165230,20,RL,,7980,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,7,1992,2007,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,935,Unf,0,233,1168,GasA,Ex,Y,SBrkr,1187,0,0,1187,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1992,Fin,2,420,TA,TA,Y,483,21,0,0,0,0,NA,GdPrv,Shed,500,3,2010,WD ,185000
+2339,527250040,190,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 ,145000
+624,535104120,20,RL,92,10573,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1961,1961,Hip,CompShg,MetalSd,MetalSd,BrkFace,3,TA,TA,CBlock,TA,TA,No,Rec,1312,Unf,0,141,1453,GasA,Ex,Y,SBrkr,1453,0,0,1453,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,530,TA,TA,Y,0,49,0,0,288,0,NA,GdPrv,NA,0,4,2009,WD ,187500
+86,532376160,20,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 ,138500
+1534,909277040,50,RL,,11700,Pave,Grvl,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1937,1995,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,606,Unf,0,336,942,GasA,Ex,Y,SBrkr,1265,673,0,1938,0,0,2,0,4,1,Gd,7,Min2,1,Gd,Detchd,1937,Unf,1,240,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD ,198000
+2243,911103060,190,C (all),75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,2fmCon,2Story,5,6,1895,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,957,957,GasA,Fa,N,SBrkr,1034,957,0,1991,0,0,2,0,4,2,TA,9,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,133,0,0,0,NA,NA,NA,0,6,2007,WD ,119600
+1957,535450190,50,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 ,122900
+380,527355150,20,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 ,278000
+2860,909276010,70,RL,,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 ,230000
+2517,533250130,120,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 ,270000
+1933,535302070,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,507,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,Unf,2,410,TA,TA,N,0,48,0,0,0,0,NA,NA,NA,0,4,2007,WD ,125000
+820,906340110,20,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 ,297000
+675,535426150,20,RL,80,9000,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Flat,Tar&Grv,Wd Sdng,Wd Sdng,BrkFace,82,TA,TA,CBlock,Gd,TA,Gd,Unf,0,Unf,0,160,160,GasA,Fa,Y,SBrkr,1142,0,0,1142,0,0,1,0,2,1,TA,5,Typ,1,Gd,Basment,1958,RFn,1,384,TA,TA,Y,0,28,64,0,0,0,NA,NA,NA,0,4,2009,WD ,113500
+2910,923225240,160,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 ,127000
+21,527358140,20,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,190000
+1873,534177210,20,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 ,175500
+2125,907135050,20,RL,60,8428,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,GLQ,420,Unf,0,570,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,384,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,7,2007,WD ,146000
+1489,908102260,20,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 ,147500
+2383,528110050,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,,,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,465000
+983,923275040,85,RL,,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 ,165500
+1325,902406090,50,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 ,131500
+1378,905102170,20,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 ,129500
+1537,909281110,70,RL,100,9670,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1935,1950,Gable,CompShg,BrkFace,Stucco,Stone,40,TA,TA,PConc,TA,Fa,No,LwQ,210,Unf,0,398,608,GasA,TA,Y,SBrkr,983,890,0,1873,0,0,1,1,4,1,TA,9,Typ,2,Gd,Detchd,1935,Fin,2,786,Fa,TA,Y,0,0,207,0,0,0,NA,NA,NA,0,6,2008,WD ,257076
+905,909101140,50,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 ,117000
+1532,909275050,70,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 ,149000
+132,534475100,20,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 ,128000
+1078,528188090,160,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,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,0,10,2008,WD ,155000
+2511,533221080,160,FV,,2998,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,353,Unf,0,403,756,GasA,Ex,Y,SBrkr,768,756,0,1524,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2006,WD ,166000
+912,909250220,50,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 ,135000
+2351,527356020,60,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 ,250000
+330,923226250,160,RM,21,1476,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,176,Unf,0,370,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2010,WD ,76000
+2586,535305120,20,RL,75,10170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,522,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,216,216,GasA,TA,Y,SBrkr,1575,0,0,1575,0,0,1,1,2,1,Gd,5,Typ,1,Gd,Attchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD ,155000
+224,905106140,60,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 ,158000
+98,533212020,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,368,ALQ,42,190,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,2,2010,WD ,149500
+2565,534479300,20,RL,82,9888,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,486,Unf,0,450,936,GasA,TA,Y,FuseA,936,0,0,936,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,160,0,0,0,NA,MnPrv,NA,0,3,2006,WD ,121000
+1934,535304170,20,RL,68,7942,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,85,ALQ,955,0,1040,GasA,TA,Y,FuseF,1040,0,0,1040,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1953,Fin,1,293,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD ,136000
+997,527107010,60,RL,,15038,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,138,Unf,0,778,916,GasA,Gd,Y,SBrkr,916,720,0,1636,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,386,TA,TA,Y,168,84,0,0,0,0,NA,NA,NA,0,11,2008,WD ,173000
+64,528382020,60,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 ,290000
+1799,528458130,60,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,303477
+230,905109170,20,RL,,20062,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,7,1977,2001,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1092,Unf,0,328,1420,GasA,Gd,Y,SBrkr,1483,0,0,1483,1,0,1,1,1,1,TA,4,Typ,2,TA,Attchd,1977,RFn,2,690,TA,TA,Y,496,0,0,0,0,0,NA,NA,NA,0,4,2010,WD ,270000
+1295,902109160,50,RM,81,7308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,5,1920,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,360,Unf,0,576,936,GasA,Gd,N,FuseA,960,780,0,1740,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Detchd,1920,Unf,1,225,Fa,Fa,N,0,0,236,0,0,0,NA,NA,NA,0,6,2008,WD ,122250
+638,535178120,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Rec,172,LwQ,483,727,1382,GasA,Gd,Y,FuseA,1382,0,0,1382,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,350,TA,TA,Y,280,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD ,153000
+2278,923202134,20,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,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,147000
+2202,909252150,70,RL,63,4000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,GLQ,246,Unf,0,285,531,GasA,TA,Y,SBrkr,567,531,0,1098,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1930,Unf,1,216,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD ,148500
+2833,908188150,160,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 ,130000
+1707,528150040,20,RL,94,13615,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,Stone,510,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1802,1802,GasA,Ex,Y,SBrkr,1802,0,0,1802,0,0,2,1,3,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,843,TA,TA,Y,158,105,0,0,0,0,NA,NA,NA,0,6,2007,WD ,372000
+2428,528228565,120,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 ,213490
+242,905453080,20,RL,44,17485,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,96,Gd,TA,PConc,Gd,TA,Gd,GLQ,1346,Unf,0,162,1508,GasA,Ex,Y,SBrkr,1508,0,0,1508,1,0,1,0,1,1,Gd,5,Typ,2,TA,Attchd,2009,RFn,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Con,308030
+1564,914453045,20,RL,,23730,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,668,Gd,TA,PConc,Ex,TA,Mn,GLQ,700,Unf,0,1140,1840,GasA,Ex,Y,SBrkr,2032,0,0,2032,1,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Fin,3,786,TA,TA,Y,0,46,192,0,0,0,NA,NA,NA,0,9,2008,WD ,300000
+2613,535403150,20,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 ,159500
+2832,908188140,160,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 ,137500
+2459,528439030,20,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 ,232000
+1360,903452025,30,RM,,6291,Grvl,NA,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,Stucco,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1930,Unf,2,440,TA,TA,N,0,0,84,0,0,0,NA,NA,NA,0,7,2008,WD ,93850
+2723,905200380,30,RL,,17529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,Stone,65,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,872,872,GasA,Fa,N,FuseF,872,0,0,872,0,0,1,0,2,1,Fa,5,Mod,1,Gd,Detchd,1924,Unf,1,322,Fa,Fa,N,0,0,116,0,0,0,NA,NA,NA,0,4,2006,WD ,105000
+1350,903235100,30,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 ,68500
+136,535106190,90,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 ,154300
+2235,910201050,50,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1925,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,Po,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,665,0,1601,0,0,2,0,3,1,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,0,176,0,0,NA,NA,NA,0,9,2007,WD ,129850
+1993,902301130,70,RM,35,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,168,Unf,0,448,616,GasA,Ex,Y,SBrkr,616,616,0,1232,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,2,480,Fa,Fa,Y,280,0,143,0,0,0,NA,NA,NA,0,6,2007,WD ,114000
+367,527214050,20,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,501837
+1309,902300215,50,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 ,153900
+402,527425110,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1971,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,240,Unf,0,624,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1986,Unf,2,576,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD ,130000
+1592,923203140,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1997,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,197,TA,TA,PConc,Ex,TA,No,GLQ,864,Unf,0,325,1189,GasA,Ex,Y,SBrkr,1189,0,0,1189,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1997,RFn,2,392,TA,TA,Y,0,122,0,0,0,0,NA,NA,NA,0,4,2008,WD ,160500
+2409,528186110,120,RL,48,6373,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,572,Ex,TA,PConc,Ex,Gd,No,GLQ,415,Unf,0,1251,1666,GasA,Ex,Y,SBrkr,1666,0,0,1666,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,575,TA,TA,Y,228,75,0,0,0,0,NA,NA,NA,0,6,2006,New,310090
+539,531371050,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,,,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 ,184900
+1940,535327200,20,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 ,132000
+588,534129370,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,TA,CBlock,Gd,TA,Mn,ALQ,553,Rec,147,588,1288,GasA,TA,Y,SBrkr,1336,0,0,1336,0,1,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1969,RFn,2,502,TA,TA,Y,312,11,0,0,0,0,NA,NA,Shed,650,8,2009,WD ,163000
+96,533210060,160,FV,30,3215,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,280,Unf,0,320,600,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,0,4,2010,ConLD,155000
+1187,534127210,80,RL,,11104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1969,1969,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,828,Unf,0,599,1427,GasA,Gd,Y,SBrkr,1427,0,0,1427,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1969,RFn,2,516,TA,TA,Y,0,0,0,0,216,0,NA,NA,NA,0,5,2008,WD ,183000
+2154,907280090,60,RL,,15295,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,254,Gd,TA,PConc,Gd,TA,Mn,GLQ,762,Unf,0,98,860,GasA,Ex,Y,SBrkr,1212,780,0,1992,1,0,2,1,3,1,Gd,7,Min2,2,TA,Attchd,1996,RFn,2,608,TA,TA,Y,225,32,0,0,0,0,NA,NA,NA,0,6,2007,WD ,211000
+550,531452260,60,RL,70,9109,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,36,GLQ,596,122,754,GasA,Ex,Y,SBrkr,754,786,0,1540,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,495,TA,TA,Y,140,32,0,0,0,0,NA,NA,NA,0,10,2009,WD ,184000
+811,906226100,90,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,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,GdPrv,NA,0,6,2009,WD ,118858
+124,534403410,80,RL,,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 ,180500
+1836,533206060,120,FV,80,3523,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,30,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1081,1141,GasA,Ex,Y,SBrkr,1151,0,0,1151,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,484,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2007,New,166000
+779,905200350,80,RL,88,15312,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,54,TA,TA,CBlock,TA,TA,Av,BLQ,588,Unf,0,550,1138,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1960,RFn,2,480,TA,TA,Y,0,0,0,0,140,0,NA,MnPrv,NA,0,3,2009,COD,148000
+1886,534276180,20,RL,74,7450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,438,LwQ,206,250,894,GasA,Gd,Y,SBrkr,1074,0,0,1074,0,0,1,0,2,1,Gd,6,Min1,1,Gd,Detchd,1966,Unf,2,396,TA,TA,Y,0,72,0,0,0,0,NA,GdWo,NA,0,1,2007,WD ,124000
+1724,528186090,120,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 ,277500
+2450,528358030,60,RL,83,10019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Hip,CompShg,VinylSd,VinylSd,BrkFace,397,Gd,TA,PConc,Gd,TA,No,ALQ,527,Unf,0,815,1342,GasA,Ex,Y,SBrkr,1358,1368,0,2726,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1995,RFn,3,725,TA,TA,Y,307,169,168,0,0,0,NA,NA,NA,0,6,2006,WD ,350000
+1013,527214030,20,RL,53,15401,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,296,Ex,TA,PConc,Ex,TA,Gd,GLQ,1337,Unf,0,547,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,670,TA,TA,Y,214,76,0,0,0,0,NA,NA,NA,0,9,2008,WD ,387000
+2084,905476170,30,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,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD ,86000
+1184,533350120,20,RL,103,16280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1976,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Ex,Ex,CBlock,Gd,Ex,Mn,GLQ,1044,Rec,382,0,1426,GasA,Ex,Y,SBrkr,1671,0,0,1671,1,0,3,0,3,1,Ex,6,Typ,1,Gd,Attchd,1976,RFn,2,550,TA,TA,Y,280,90,0,0,0,0,NA,GdWo,NA,0,5,2008,WD ,290000
+728,902477130,30,C (all),72,9392,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,3,1900,1950,Mansard,CompShg,AsbShng,AsbShng,None,0,TA,Fa,CBlock,Fa,TA,No,Unf,0,Unf,0,245,245,GasA,TA,N,SBrkr,797,0,0,797,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,36,94,0,0,0,NA,NA,NA,0,9,2009,WD ,44000
+950,914474070,60,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 ,215000
+2524,534125210,190,RL,79,13110,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,RRAn,Feedr,2fmCon,1Story,5,6,1972,1972,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,CBlock,Gd,TA,No,GLQ,962,Unf,0,191,1153,GasA,Ex,Y,SBrkr,1193,0,0,1193,1,0,2,0,2,1,TA,6,Typ,0,NA,Attchd,1972,Fin,2,501,TA,TA,Y,140,153,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD ,146500
+2513,533223080,160,FV,,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 ,165000
+2028,903427040,50,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,136000
+2309,526303060,20,RL,,39384,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,902,TA,TA,CBlock,Gd,TA,Gd,ALQ,1110,Unf,0,595,1705,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,1,1,1,1,Ex,4,Min1,2,Gd,Attchd,1957,Unf,2,550,TA,TA,Y,0,189,0,0,0,0,NA,NA,NA,0,10,2006,WD ,252000
+51,528188120,160,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 ,175500
+699,902106010,70,RM,57,6406,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,421,Unf,0,269,690,GasA,TA,Y,FuseA,868,690,0,1558,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,36,0,0,182,0,NA,MnPrv,NA,0,10,2009,WD ,150000
+1881,534252110,20,RL,,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 ,139900
+1345,903232090,50,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 ,162900
+166,535457010,20,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 ,160000
+781,905228050,20,RL,,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,2,2,1947,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,660,0,0,660,0,0,1,0,2,1,Fa,5,Min2,0,NA,NA,,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,6,2009,WD ,63900
+379,527354200,20,RL,80,11088,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1978,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,PConc,TA,TA,No,ALQ,832,Unf,0,308,1140,GasA,Gd,Y,SBrkr,1707,0,0,1707,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,Fin,2,479,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD ,184000
+2818,908102320,20,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 ,149900
+1168,533215020,120,FV,,4765,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2000,2000,Hip,CompShg,MetalSd,MetalSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1027,Unf,0,587,1614,GasA,Ex,Y,SBrkr,1638,0,0,1638,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,2000,Fin,2,495,TA,TA,Y,230,68,0,0,0,0,NA,NA,NA,0,7,2008,WD ,300000
+1396,905226110,190,RL,,10532,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,3,1960,1960,Flat,Tar&Grv,Plywood,Plywood,Stone,275,TA,TA,CBlock,TA,TA,Mn,Rec,988,Unf,0,0,988,GasA,Gd,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,TA,7,Mod,2,TA,Basment,1960,Unf,2,626,TA,TA,Y,50,84,0,0,0,0,NA,NA,NA,0,12,2008,WD ,145000
+838,907130100,60,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 ,231500
+1492,908127120,30,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,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD ,108000
+637,535178040,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,435,BLQ,202,565,1202,GasA,TA,Y,SBrkr,1202,0,0,1202,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,304,TA,TA,Y,0,35,120,0,0,0,NA,GdWo,NA,0,11,2009,COD,120000
+1826,532377140,20,RL,,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 ,128500
+173,902106140,30,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 ,115000
+715,902301080,50,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 ,110000
+1183,533350090,60,RL,,24572,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,2Story,9,3,1977,1977,Mansard,CompShg,Wd Sdng,Wd Sdng,BrkFace,1050,Gd,Gd,CBlock,Gd,TA,No,GLQ,410,Unf,0,584,994,GasA,TA,Y,SBrkr,1599,1345,0,2944,0,0,2,2,3,1,Gd,9,Typ,1,Gd,Attchd,1977,RFn,3,864,TA,TA,Y,140,70,16,0,0,0,NA,NA,NA,0,6,2008,WD ,150000
+2433,528235130,60,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 ,178000
+2866,909282060,70,RL,70,12320,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1932,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,SBrkr,959,650,0,1609,0,0,1,1,3,1,Gd,8,Typ,2,Gd,2Types,1963,Unf,3,579,TA,TA,Y,0,0,0,0,104,0,NA,GdWo,NA,0,5,2006,WD ,199500
+2311,527105060,60,RL,60,8238,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,700,Unf,0,113,813,GasA,Ex,Y,SBrkr,813,712,0,1525,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,400,TA,TA,Y,421,72,0,0,0,0,NA,NA,NA,0,5,2006,WD ,183500
+1551,910205010,80,RM,75,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Hip,CompShg,HdBoard,Plywood,None,0,Fa,TA,CBlock,Gd,TA,Mn,Rec,257,Unf,0,367,624,GasA,Ex,Y,SBrkr,1092,564,0,1656,0,0,1,1,3,1,TA,7,Mod,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,0,180,0,0,100,0,NA,MnPrv,NA,0,7,2008,WD ,126000
+1049,527454120,120,RL,24,2529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,378,Unf,0,677,1055,GasA,Fa,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,440,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2008,WD ,148500
+657,535376060,60,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1939,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,676,0,1352,0,1,2,0,4,1,Gd,7,Typ,0,NA,Detchd,1939,Unf,2,720,TA,TA,Y,187,0,128,0,0,0,NA,NA,NA,0,8,2009,WD ,149000
+414,527454130,160,RL,24,2349,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,389,Unf,0,466,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,440,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2009,WD ,137900
+1181,533250160,120,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,324000
+1514,909100170,30,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,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD ,98000
+1040,527450110,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,TA,TA,No,LwQ,458,Unf,0,25,483,GasA,TA,Y,SBrkr,483,504,0,987,0,1,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,52,0,0,0,0,0,NA,NA,NA,0,2,2008,WD ,103400
+216,905101100,50,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,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD ,94000
+1720,528181060,120,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 ,209500
+2331,527210040,60,RL,60,18062,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,662,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,1862,0,3390,0,0,3,1,5,1,Ex,10,Typ,1,Ex,BuiltIn,2006,Fin,3,758,TA,TA,Y,204,34,0,0,0,0,NA,NA,NA,0,9,2006,New,545224
+204,903426200,70,RM,60,12900,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1912,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,780,780,0,1560,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,,NA,0,0,NA,NA,N,344,0,0,0,168,0,NA,NA,NA,0,5,2010,WD ,159900
+19,527276150,20,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 ,141000
+2438,528275080,60,RL,,8658,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,ALQ,732,Unf,0,250,982,GasA,Ex,Y,SBrkr,1008,881,0,1889,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,2000,Fin,2,431,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD ,215000
+89,532378110,20,RL,,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 ,127000
+240,905452160,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1954,1998,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,954,Unf,0,218,1172,GasA,TA,Y,SBrkr,1172,0,0,1172,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Fin,1,366,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,128000
+105,533238045,20,FV,57,12853,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2010,2010,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,Po,No,GLQ,1032,Unf,0,610,1642,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,1,1,1,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,3,852,TA,TA,Y,160,192,0,224,0,0,NA,NA,NA,0,4,2010,New,267916
+2020,903233180,50,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 ,127500
+888,908128060,85,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,198500
+1019,527302050,20,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 ,175500
+2132,907192040,60,RL,,8826,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,No,GLQ,841,Unf,0,144,985,GasA,Ex,Y,SBrkr,985,857,0,1842,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,486,TA,TA,Y,193,96,0,0,0,0,NA,NA,NA,0,7,2007,WD ,217500
+203,903426180,50,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,888,888,GasA,Ex,Y,SBrkr,888,1074,0,1962,0,0,1,1,4,1,TA,9,Typ,1,TA,Detchd,1915,Unf,2,572,TA,TA,Y,160,0,364,0,0,0,NA,GdPrv,NA,0,6,2010,WD ,149500
+420,527455280,20,RL,,10710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1966,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,165,Gd,TA,PConc,TA,TA,No,BLQ,644,Unf,0,220,864,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1966,RFn,2,656,TA,TA,Y,0,162,0,0,0,0,NA,NA,Shed,1200,7,2009,WD ,148800
+2333,527212030,60,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,556581
+632,535152230,20,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 ,156500
+2800,907285100,60,RL,90,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Av,GLQ,685,Unf,0,245,930,GasA,Ex,Y,SBrkr,950,1045,0,1995,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,610,TA,TA,Y,275,170,0,0,0,0,NA,NA,NA,0,7,2006,WD ,237000
+1885,534276160,20,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 ,120000
+1734,528221050,20,RL,88,12216,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,918,Unf,0,408,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,388,TA,TA,Y,120,23,0,0,0,0,NA,NA,Shed,2000,6,2007,WD ,203000
+2327,527182020,120,RL,30,3701,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1191,1191,GasA,TA,Y,SBrkr,1204,0,0,1204,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,120,70,0,0,0,0,NA,NA,NA,0,8,2006,WD ,130000
+1282,535476370,60,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 ,167900
+2688,903425340,190,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 ,129000
+2581,535180070,20,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 ,134450
+2067,905226050,30,RL,,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 ,112000
+2115,906403060,60,RL,,8883,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,Gd,TA,PConc,Gd,TA,No,GLQ,608,LwQ,321,0,929,GasA,Ex,Y,SBrkr,946,927,0,1873,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1988,RFn,2,619,TA,TA,Y,108,48,0,0,144,0,NA,GdPrv,NA,0,5,2007,WD ,207000
+754,903430070,90,RM,50,3000,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,1,1922,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1040,1040,GasA,TA,N,SBrkr,1088,1040,0,2128,0,0,2,0,4,2,TA,11,Sev,0,NA,NA,,NA,0,0,NA,NA,Y,0,56,0,0,0,0,NA,NA,NA,0,9,2009,WD ,62500
+1079,528188150,160,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 ,154000
+2615,535404080,20,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 ,129900
+329,923225440,160,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 ,85000
+1320,902401010,50,RM,,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 ,116900
+416,527455060,160,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 ,148500
+284,908226130,190,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 ,80000
+1385,905108170,85,RL,,7400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,LwQ,104,ALQ,956,0,1060,GasA,TA,Y,SBrkr,1126,0,0,1126,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,506,TA,TA,Y,178,0,0,0,0,0,NA,NA,NA,0,3,2008,WD ,152000
+275,908102110,20,RL,68,8842,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,381,381,GasA,Ex,Y,SBrkr,992,0,0,992,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,319,TA,TA,Y,60,0,56,0,0,0,NA,MnPrv,NA,0,1,2010,Oth,155891
+2024,903401070,50,RL,60,8850,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,752,624,0,1376,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,P,0,54,144,0,0,0,NA,NA,NA,0,2,2007,WD ,165000
+68,528456160,20,FV,92,9215,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,RFn,2,676,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,4,2010,New,204500
+1910,534479140,70,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 ,146500
+381,527356040,20,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,157000
+1323,902405070,70,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1890,1999,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1313,1313,GasW,Gd,Y,SBrkr,1313,1182,0,2495,0,0,2,0,5,1,TA,10,Typ,1,Gd,Detchd,1950,Unf,2,342,TA,Fa,Y,0,299,0,0,0,0,NA,NA,NA,0,12,2008,WD ,184000
+2432,528235050,60,RL,,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 ,183200
+777,905200220,20,RL,,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 ,139000
+1107,528365060,60,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 ,341000
+30,527451180,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,Rec,156,Unf,0,327,483,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,275,0,0,0,0,0,NA,NA,NA,0,2,2010,COD,96000
+282,908208020,20,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 ,140000
+188,902402010,20,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 ,149700
+2356,527376090,20,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 ,153500
+1554,910251050,20,A (agr),80,14584,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,1,5,1952,1952,Gable,CompShg,AsbShng,VinylSd,None,0,Fa,Po,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Po,N,FuseA,733,0,0,733,0,0,1,0,2,1,Fa,4,Sal,0,NA,Attchd,1952,Unf,2,487,Fa,Po,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD ,13100
+1464,907262030,60,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 ,224900
+2469,528488120,20,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 ,176000
+1834,533130170,50,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 ,285000
+1779,528429110,20,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 ,282922
+2569,535125060,60,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 ,226000
+2334,527212040,60,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,361919
+2330,527210030,60,RL,59,16023,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,600,Gd,Ex,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,180,1398,GasA,Ex,Y,SBrkr,1414,1384,0,2798,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,182,37,0,0,0,0,NA,NA,NA,0,3,2006,New,457347
+2119,906475170,20,RL,155,20064,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,8,6,1976,1976,Shed,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,Gd,Gd,LwQ,51,GLQ,915,0,966,GasA,Ex,Y,SBrkr,1743,0,0,1743,2,0,0,1,0,1,Gd,5,Typ,2,Fa,Attchd,1976,Fin,2,529,TA,TA,Y,646,0,0,0,0,0,NA,NA,NA,0,5,2007,WD ,279000
+988,924100040,20,RL,,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 ,196000
+382,527359050,20,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 ,152000
+670,535402330,90,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 ,200000
+2760,906392120,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Ex,TA,Gd,GLQ,1122,Unf,0,448,1570,GasA,Ex,Y,SBrkr,1590,0,0,1590,1,0,2,1,2,1,Ex,6,Typ,0,NA,Attchd,2005,Fin,3,754,TA,TA,Y,176,80,0,0,0,0,NA,NA,NA,0,8,2006,New,294900
+543,531376090,20,RL,61,7328,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1450,1450,GasA,Ex,Y,SBrkr,1450,0,0,1450,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,3,788,TA,TA,Y,0,93,0,0,0,0,NA,NA,NA,0,2,2009,New,224243
+2835,908227010,50,RL,72,7822,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,3,1915,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,846,492,0,1338,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,N,0,0,208,0,0,0,NA,GdPrv,NA,0,5,2006,WD ,92000
+1735,528221090,60,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,179540
+448,528166060,20,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 ,386250
+2287,923228200,180,RM,,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,503,Unf,0,27,530,GasA,TA,Y,SBrkr,530,462,0,992,1,0,1,0,2,1,TA,4,Typ,0,NA,BuiltIn,1970,Fin,1,297,TA,TA,Y,112,97,0,0,0,0,NA,NA,NA,0,7,2007,WD ,106500
+524,528477050,60,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 ,310000
+1767,528348030,60,RL,83,10790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,275,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1066,1066,GasA,Ex,Y,SBrkr,1108,1277,0,2385,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1998,Fin,3,600,TA,TA,Y,120,38,0,0,0,0,NA,NA,NA,0,5,2007,WD ,252000
+2206,909254130,75,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 ,164000
+1740,528222080,60,RL,64,7713,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,16,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,7,Typ,0,NA,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,177594
+199,903232190,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1936,1980,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,Rec,276,Unf,0,252,528,GasA,Gd,Y,SBrkr,548,492,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Fin,2,624,TA,TA,P,306,0,32,0,0,0,NA,NA,NA,0,5,2010,WD ,123900
+2214,909275310,70,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 ,239000
+323,923201020,20,RL,85,15300,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1965,1977,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,42,Unf,0,1026,1068,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,2,1,TA,7,Typ,1,TA,Attchd,1965,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,169000
+2421,528228325,120,RL,,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 ,234000
+952,914475030,85,RL,72,9360,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,841,LwQ,116,0,957,GasA,TA,Y,SBrkr,1287,0,0,1287,1,0,1,1,2,1,TA,5,Typ,2,Fa,Attchd,1977,RFn,2,541,TA,TA,Y,302,39,0,0,120,0,NA,GdWo,NA,0,11,2009,WD ,173000
+24,527402200,20,RL,,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 ,149000
+1139,531376070,20,RL,81,9260,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1162,1162,GasA,Ex,Y,SBrkr,1162,0,0,1162,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,483,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,3,2008,WD ,170000
+518,528458020,20,FV,90,7993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1436,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,121,0,0,0,0,NA,NA,NA,0,10,2009,New,225000
+1390,905201020,20,RL,94,9239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1963,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,634,Unf,0,326,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,Fin,1,300,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2008,WD ,144900
+277,908102170,20,RL,60,10044,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1070,Unf,0,126,1196,GasA,TA,Y,SBrkr,1196,0,0,1196,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,336,TA,TA,Y,257,0,168,0,0,0,NA,MnPrv,NA,0,6,2010,WD ,144000
+54,528228440,120,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 ,192000
+649,535353040,20,RL,60,7626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1952,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,GLQ,931,Unf,0,100,1031,GasA,Gd,Y,SBrkr,1031,0,0,1031,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1952,Unf,1,230,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD ,145500
+2600,535377100,50,RL,60,7008,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,8,1900,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Ex,Y,SBrkr,448,272,0,720,0,0,1,0,1,1,Fa,5,Typ,0,NA,Attchd,1900,Unf,1,280,Fa,TA,Y,0,0,70,0,0,0,NA,NA,NA,0,3,2006,WD ,86900
+617,534475185,20,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 ,149500
+2209,909256120,30,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 ,119750
+2814,907418020,60,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,173900
+2542,534275010,20,RL,,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,136500
+2323,527146135,160,RL,68,13108,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,1994,1994,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,2062,2062,GasA,Ex,Y,SBrkr,2079,608,0,2687,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1994,Fin,2,618,TA,TA,Y,168,12,0,0,0,0,NA,NA,NA,0,12,2006,WD ,270000
+1393,905202230,20,RL,,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 ,235000
+490,528290190,80,RL,62,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1999,2000,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,7,Typ,1,TA,BuiltIn,1999,RFn,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD ,156000
+542,531375130,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,836,Unf,0,278,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,6,2009,WD ,153000
+973,923203190,120,RM,,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 ,165000
+1012,527212050,60,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 ,325000
+2218,909281020,190,RL,79,6221,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,2fmCon,1.5Fin,5,5,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,533,Unf,0,195,728,GasA,Ex,Y,SBrkr,760,595,0,1355,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,144,0,NA,MnPrv,NA,0,10,2007,WD ,140000
+2033,903453080,80,RM,120,13200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,6,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,234,TA,TA,CBlock,TA,TA,No,BLQ,375,Unf,0,366,741,GasA,Fa,Y,SBrkr,1497,797,0,2294,0,0,3,0,5,1,TA,9,Typ,1,Gd,Attchd,1963,Unf,2,658,TA,TA,Y,0,110,0,0,0,0,NA,NA,NA,0,4,2007,WD ,202500
+1071,528180140,120,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,367294
+1583,916403230,80,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 ,175000
+2858,909275230,70,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 ,140000
+2265,916403040,20,RL,42,10331,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,7,1985,1985,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,215,BLQ,80,970,1265,GasA,Gd,Y,SBrkr,1240,0,0,1240,0,1,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1985,Unf,2,528,TA,TA,Y,232,0,0,0,0,0,NA,NA,NA,0,7,2007,WD ,174000
+1088,528235180,80,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 ,190000
+698,902105060,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1910,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,504,504,GasA,Ex,Y,SBrkr,764,700,0,1464,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,3,2009,WD ,129000
+1896,534425015,20,RL,,22002,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1959,1991,Gable,CompShg,MetalSd,MetalSd,BrkFace,136,TA,Gd,CBlock,TA,TA,Mn,ALQ,1386,Unf,0,206,1592,GasA,Gd,Y,SBrkr,1652,0,0,1652,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,510,TA,TA,Y,0,0,0,0,201,0,NA,NA,NA,0,7,2007,WD ,200000
+628,535126010,60,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 ,193500
+1212,534403050,20,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 ,145000
+2864,909280070,50,RL,81,8170,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1929,1950,Gable,CompShg,Stucco,Wd Sdng,BrkFace,270,Gd,Gd,BrkTil,TA,TA,No,ALQ,526,Unf,0,496,1022,GasA,Ex,Y,FuseA,1122,549,0,1671,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1963,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD ,218000
+2740,905451050,20,RL,80,12048,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1952,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,232,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,1,0,3,1,TA,7,Typ,1,Ex,Attchd,2002,RFn,2,569,TA,TA,Y,0,189,36,0,348,0,NA,NA,NA,0,4,2006,WD ,135000
+2560,534475160,20,RL,89,10858,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,Wd Sdng,Plywood,Stone,150,TA,Gd,CBlock,TA,TA,Mn,LwQ,40,Unf,0,1404,1444,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,1,0,2,1,TA,6,Min1,1,Gd,Attchd,1952,RFn,1,240,TA,TA,Y,0,40,324,0,0,0,NA,MnPrv,NA,0,7,2006,WD ,146500
+1716,528174010,120,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 ,194700
+1130,528488140,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,Stone,210,Gd,TA,PConc,Gd,TA,No,GLQ,902,Unf,0,316,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,462,TA,TA,Y,168,168,0,0,0,0,NA,NA,NA,0,4,2008,New,230348
+201,903234050,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,ALQ,960,Unf,0,164,1124,GasA,TA,Y,SBrkr,1068,0,0,1068,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1923,Unf,1,288,TA,TA,Y,0,0,128,0,0,0,NA,NA,NA,0,3,2010,WD ,109500
+2886,913350030,20,RL,69,23580,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,776,Unf,0,849,1625,GasA,TA,Y,SBrkr,1625,0,0,1625,0,1,2,0,3,1,Fa,6,Typ,1,TA,Attchd,1979,Fin,2,576,TA,TA,Y,136,28,0,0,0,0,NA,NA,NA,0,9,2006,WD ,242500
+2328,527190050,160,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 ,239000
+2583,535301150,20,RL,70,8092,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1954,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,Gd,CBlock,TA,TA,No,ALQ,824,Unf,0,226,1050,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1954,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD ,156000
+1206,534277060,20,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 ,109008
+2242,910206010,50,RM,64,11067,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,2,4,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,640,0,205,845,0,0,1,0,1,1,TA,4,Maj2,0,NA,Detchd,1950,Unf,1,256,TA,Fa,N,48,0,0,0,0,0,NA,NA,NA,0,3,2007,WD ,68104
+1105,528363020,60,RL,,11929,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,466,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1242,1242,GasA,Ex,Y,SBrkr,1251,1250,0,2501,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,751,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,6,2008,WD ,290000
+121,534401110,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,1059,Unf,0,150,1209,GasA,Gd,Y,SBrkr,1209,0,0,1209,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,504,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,ConLD,159000
+1223,534453140,70,RL,50,4882,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,BrkSide,RRAn,Feedr,1Fam,2Story,4,7,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,120,Unf,0,228,348,GasA,TA,Y,SBrkr,453,453,0,906,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1937,Unf,1,231,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD ,87000
+265,907252120,20,RL,,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 ,272000
+2813,907414040,20,RL,65,8772,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,996,Unf,0,340,1336,GasA,Ex,Y,SBrkr,1336,0,0,1336,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Unf,2,502,TA,TA,Y,136,43,0,0,0,0,NA,NA,NA,0,9,2006,New,198000
+1294,902109120,50,RM,63,7628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1940,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,Y,FuseA,1095,561,0,1656,0,0,2,0,2,1,TA,8,Mod,0,NA,Detchd,1958,Unf,2,440,TA,TA,Y,187,0,0,0,0,0,NA,NA,NA,0,5,2008,WD ,119164
+2745,905477010,20,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,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD ,93000
+1094,528280180,60,RL,71,8220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,647,Gd,TA,PConc,Gd,TA,Av,GLQ,544,Unf,0,438,982,GasA,Ex,Y,SBrkr,1008,884,0,1892,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,RFn,2,431,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2008,WD ,226750
+651,535353140,190,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 ,95000
+198,903228150,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,480,780,GasA,TA,Y,SBrkr,780,636,0,1416,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,312,TA,TA,P,221,0,48,0,0,0,NA,NA,NA,0,3,2010,WD ,139900
+131,534451150,30,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,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD ,76500
+1258,535380110,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1940,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,N,88,108,0,0,0,0,NA,NA,NA,0,7,2008,WD ,86900
+1599,923227030,20,RL,,17979,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,785,Unf,0,328,1113,GasA,Ex,Y,SBrkr,1160,0,0,1160,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,257,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,Shed,500,2,2008,WD ,152500
+1508,908250090,20,RL,68,9520,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,Stone,115,TA,TA,CBlock,Gd,TA,No,Rec,767,Unf,0,144,911,GasA,TA,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,286,TA,TA,Y,134,0,0,0,0,0,NA,MnPrv,Gar2,3000,5,2008,WD ,99000
+615,534450150,30,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,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD ,82500
+1815,531451030,120,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 ,179200
+2712,905105010,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,773,Unf,0,286,1059,GasA,Gd,Y,SBrkr,1059,0,0,1059,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Fin,1,286,TA,TA,Y,0,88,0,0,0,0,NA,GdWo,NA,0,6,2006,WD ,142500
+2051,905101070,20,RL,62,14299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,3,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,513,LwQ,144,348,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,440,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD ,115400
+1863,534104090,60,FV,,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 ,226000
+2510,533212130,160,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 ,144152
+1069,528178090,60,RL,112,16451,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,221,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1765,1765,GasA,Ex,Y,SBrkr,1804,886,0,2690,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,795,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,7,2008,WD ,370000
+336,923276030,20,RL,76,12887,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,207,GLQ,590,36,833,GasA,TA,Y,SBrkr,833,0,0,833,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Unf,2,495,TA,TA,Y,431,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD ,149900
+2417,528221100,60,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,172785
+1962,535451110,20,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 ,129000
+372,527302175,20,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 ,181000
+2578,535178100,80,RL,125,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,272,TA,TA,CBlock,TA,TA,Av,BLQ,678,Rec,281,99,1058,GasA,Ex,Y,SBrkr,1370,0,0,1370,1,0,1,0,3,1,TA,6,Typ,1,TA,Basment,1956,RFn,1,300,TA,TA,Y,191,0,0,0,120,0,NA,MnPrv,NA,0,2,2006,WD ,148000
+2824,908130020,20,RL,75,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,,,TA,TA,PConc,Gd,TA,Av,GLQ,475,ALQ,297,142,914,GasA,Ex,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,,NA,0,0,NA,NA,N,32,0,0,0,0,0,NA,NA,NA,0,4,2006,WD ,117250
+471,528228435,120,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 ,192500
+1544,909451150,160,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,151000
+2141,907203060,20,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 ,112500
+2008,903205085,30,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 ,144000
+1075,528186130,120,RL,89,8232,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,714,Ex,TA,PConc,Ex,TA,No,GLQ,1204,Unf,0,596,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,3,944,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,6,2008,New,370967
+34,527453130,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,514,Unf,0,341,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1975,Unf,2,440,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,149900
+847,907192030,60,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 ,195000
+1629,527165100,80,RL,,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 ,163900
+2073,905352010,20,RL,,11075,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,136,TA,TA,PConc,Gd,TA,No,BLQ,299,LwQ,891,0,1190,GasA,Ex,Y,SBrkr,1522,0,0,1522,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1984,Fin,2,552,TA,TA,Y,0,77,0,0,168,0,NA,GdPrv,NA,0,2,2007,WD ,182000
+960,916382100,20,RL,113,13438,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,246,Ex,TA,CBlock,Ex,TA,Gd,GLQ,1758,Unf,0,432,2190,GasA,Ex,Y,SBrkr,2036,0,0,2036,1,0,2,0,3,1,Ex,9,Typ,1,Ex,Attchd,2008,Fin,3,780,TA,TA,Y,90,154,0,0,0,0,NA,NA,NA,0,7,2009,WD ,410000
+955,914476430,20,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,55,Unf,0,1527,1582,GasA,TA,Y,SBrkr,1595,0,0,1595,1,0,2,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,152000
+2476,531376030,60,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,891,891,GasA,Ex,Y,SBrkr,891,795,0,1686,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,462,TA,TA,Y,144,101,0,0,0,0,NA,NA,NA,0,4,2006,WD ,184000
+1590,923202015,90,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 ,206300
+2913,923226150,90,RL,,11836,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,149,Unf,0,1503,1652,GasA,TA,Y,SBrkr,1652,0,0,1652,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1970,Unf,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD ,146500
+149,535180130,50,RL,60,8382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseA,832,505,0,1337,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,263,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2010,WD ,108000
+2525,534126060,80,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 ,170000
+1470,907290250,120,RM,,4426,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,Mn,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,140,0,0,0,0,0,NA,NA,NA,0,2,2008,WD ,145000
+412,527453140,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,435,LwQ,622,0,1057,GasA,TA,Y,SBrkr,1055,0,0,1055,0,1,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1975,RFn,2,440,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,8,2009,WD ,123000
+1399,905351089,120,RL,,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 ,173000
+183,902207140,30,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 ,105900
+974,923225360,180,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 ,91000
+930,909426090,50,RL,78,15600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1949,2005,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,312,Rec,507,248,1067,GasW,Fa,N,SBrkr,986,537,0,1523,1,0,2,0,3,1,Fa,7,Maj2,1,TA,Attchd,1949,Unf,1,295,TA,TA,Y,0,0,81,0,0,0,NA,NA,NA,0,10,2009,WD ,158000
+881,907412020,60,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 ,190000
+1180,533250110,120,RL,22,11064,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1995,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,560,GLQ,670,0,1230,GasA,Ex,Y,SBrkr,1239,0,0,1239,1,0,1,1,1,1,Gd,4,Typ,1,Fa,Attchd,1995,Fin,2,477,TA,TA,Y,172,24,0,0,0,0,NA,NA,NA,0,8,2008,WD ,217500
+1553,910226040,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,WdShing,Wd Shng,BrkFace,162,TA,TA,CBlock,TA,TA,No,ALQ,330,Unf,0,821,1151,GasA,Gd,Y,FuseA,1151,804,0,1955,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1958,Fin,1,356,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD ,165500
+928,909425060,70,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 ,174500
+1512,908276140,80,RL,62,7692,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,SLvl,4,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Ex,TA,Av,Unf,0,Unf,0,416,416,GasA,Gd,Y,FuseA,1204,0,0,1204,0,0,1,0,3,1,TA,6,Typ,0,NA,Basment,1954,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD ,100000
+3,526351010,20,RL,81,14267,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,108,TA,TA,CBlock,TA,TA,No,ALQ,923,Unf,0,406,1329,GasA,TA,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1958,Unf,1,312,TA,TA,Y,393,36,0,0,0,0,NA,NA,Gar2,12500,6,2010,WD ,172000
+2140,907202220,20,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,330,Rec,432,102,864,GasA,TA,Y,SBrkr,879,0,0,879,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,9,2007,Con,120000
+553,531477020,20,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 ,82000
+2594,535354130,50,RL,50,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,6,1947,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,FuseA,900,412,0,1312,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1953,Unf,2,649,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,10,2006,WD ,127000
+1314,902305080,75,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 ,129500
+366,527182110,120,RL,,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,187500
+1462,907255060,20,RL,,14860,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Ex,TA,Gd,GLQ,1538,Unf,0,240,1778,GasA,Ex,Y,SBrkr,1786,0,0,1786,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,3,715,TA,TA,Y,182,35,0,0,0,0,NA,NA,NA,0,6,2008,WD ,300000
+2541,534250300,60,RL,,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 ,190000
+2088,905480090,50,RL,50,7550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1920,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,951,951,GasW,Fa,N,SBrkr,986,376,0,1362,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,280,Fa,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD ,96000
+527,528480130,60,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 ,241000
+1824,532376090,20,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 ,143900
+2918,923228180,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,408,Unf,0,138,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD ,87550
+49,528180070,120,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 ,319900
+2332,527210050,60,RL,63,12292,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,184,Gd,TA,PConc,Ex,Gd,Gd,GLQ,205,Unf,0,889,1094,GasA,Ex,Y,SBrkr,1102,1371,0,2473,0,0,2,1,4,1,Gd,11,Typ,1,Gd,BuiltIn,2006,Fin,3,675,TA,TA,Y,246,39,0,0,0,0,NA,NA,NA,0,7,2006,New,356383
+826,906380100,20,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 ,239000
+1108,528365080,60,RL,91,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,WdShake,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Av,BLQ,228,GLQ,852,0,1080,GasA,Ex,Y,SBrkr,1108,1089,0,2197,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1993,Fin,3,783,TA,TA,Y,385,99,0,0,0,0,NA,NA,NA,0,7,2008,WD ,287500
+2041,903475040,50,RM,,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 ,128500
+57,528240130,60,RL,63,8577,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,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,433,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,4,2010,WD ,185088
+520,528458060,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1402,1402,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,625,TA,TA,Y,205,126,0,0,0,0,NA,NA,NA,0,5,2009,WD ,229800
+2305,923425030,20,RL,62,10447,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,516,Unf,0,348,864,GasA,TA,Y,SBrkr,887,0,0,887,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,288,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,12,2007,WD ,124500
+2533,534201230,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,758,Unf,0,293,1051,GasA,Gd,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD ,142000
+2852,909250200,70,RL,69,4899,Pave,NA,Reg,HLS,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,305,Unf,0,450,755,GasA,Ex,Y,SBrkr,755,755,0,1510,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,164,0,0,0,NA,NA,NA,0,6,2006,WD ,149000
+1198,534250010,90,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 ,135000
+1681,527452100,120,RL,,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 ,128000
+1773,528366050,20,RL,,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 ,430000
+1825,532377050,20,RL,84,7476,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,812,Unf,0,228,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1991,Fin,2,686,TA,TA,Y,188,0,0,0,0,0,NA,NA,NA,0,6,2007,WD ,145000
+2208,909254150,50,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 ,139000
+1646,527302020,80,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 ,178000
+1060,528118090,60,RL,96,12539,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,10,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,468,Ex,TA,PConc,Ex,TA,Gd,GLQ,1082,Unf,0,538,1620,GasA,Ex,Y,SBrkr,1632,1158,0,2790,1,0,2,1,4,1,Ex,10,Typ,1,Ex,BuiltIn,2005,Fin,4,1150,TA,TA,Y,30,200,0,0,192,0,NA,NA,NA,0,6,2008,WD ,460000
+748,903400220,75,RL,,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 ,214500
+2846,909131125,190,RH,,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,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD ,160000
+493,528292070,60,RL,,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 ,214000
+694,902103100,50,RM,68,4080,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1935,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,861,517,0,1378,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1920,Unf,1,162,Fa,Fa,P,54,0,40,0,0,0,NA,NA,NA,0,6,2009,WD ,128900
+2283,923205025,190,RL,,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 ,168000
+1800,528458150,60,FV,112,12217,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,WdShing,Wd Shng,,,Gd,TA,PConc,Ex,TA,Av,GLQ,745,Unf,0,210,955,GasA,Ex,Y,SBrkr,955,925,0,1880,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,12,2007,New,310013
+1632,527182040,120,RL,,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 ,170000
+2624,535453160,20,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 ,133700
+2197,909250150,70,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 ,165000
+1045,527451400,160,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 ,89500
+2549,534427090,190,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,140000
+2829,908188110,160,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 ,134000
+2480,531451290,60,RL,70,9370,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,758,Unf,0,78,836,GasA,Ex,Y,SBrkr,844,887,0,1731,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,462,TA,TA,Y,307,85,0,0,224,0,NA,NA,Othr,3000,10,2006,WD ,248500
+2724,905200490,80,RL,,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 ,145000
+2352,527356060,60,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 ,179900
+1783,528431110,20,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,147000
+338,923426070,60,RL,63,10475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,458,Unf,0,166,624,GasA,Gd,Y,SBrkr,624,650,0,1274,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,Y,22,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD ,136000
+196,903227020,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,264,Unf,0,308,572,GasA,Ex,Y,FuseA,848,348,0,1196,0,1,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD ,128000
+762,904100190,20,RL,50,4280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,9,1946,2001,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,FuseA,704,0,0,704,0,1,1,0,2,1,Fa,4,Typ,0,NA,CarPort,1946,Unf,1,220,TA,TA,Y,0,0,24,0,0,0,NA,NA,NA,0,9,2009,WD ,88750
+151,535302200,20,RL,119,10895,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,648,Unf,0,324,972,GasA,TA,Y,SBrkr,972,0,0,972,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Unf,1,305,TA,TA,Y,0,0,205,0,0,0,NA,GdWo,NA,0,6,2010,WD ,122500
+158,535353190,50,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 ,97500
+2572,535151080,20,RL,109,9723,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,332,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,TA,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1963,RFn,2,430,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD ,135000
+1686,528102090,20,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,314813
+943,911103050,50,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,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,85000
+735,903226170,50,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 ,134900
+2741,905451410,20,RL,70,10519,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,8,1955,1999,Hip,CompShg,MetalSd,MetalSd,Stone,164,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1057,1057,GasA,Gd,Y,SBrkr,1057,0,0,1057,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD ,137000
+1106,528363110,20,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 ,350000
+2375,527452290,20,RL,65,7514,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1967,1975,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,373,Rec,108,462,943,GasA,TA,Y,SBrkr,1387,0,0,1387,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,1,300,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,9,2006,WD ,145000
+1701,528118040,60,RL,118,13654,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,365,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1704,1704,GasA,Ex,Y,SBrkr,1722,1036,0,2758,0,0,2,1,4,1,Ex,9,Typ,1,Ex,BuiltIn,2005,Fin,3,814,TA,TA,Y,282,55,0,0,0,0,NA,NA,NA,0,5,2007,WD ,418000
+2657,902207110,30,RM,48,5747,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,4,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,798,798,GasA,Gd,Y,SBrkr,840,0,0,840,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1938,Unf,1,250,TA,Fa,N,112,0,0,0,0,0,NA,NA,NA,0,6,2006,WD ,64000
+907,909129100,50,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 ,159434
+1777,528427100,20,RL,91,11830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,Gd,TA,PConc,Gd,TA,No,GLQ,1220,Unf,0,322,1542,GasA,Ex,Y,SBrkr,1542,0,0,1542,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Unf,3,852,TA,TA,Y,168,110,0,0,0,0,NA,NA,NA,0,7,2007,New,260261
+164,535454070,50,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 ,166000
+1973,535478040,85,RL,66,6760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,734,Unf,0,162,896,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,RFn,1,288,TA,TA,Y,24,90,160,0,0,0,NA,NA,NA,0,10,2007,WD ,130000
+2857,909256020,50,RL,51,6191,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,384,Unf,0,440,824,GasA,TA,N,SBrkr,824,464,0,1288,0,0,1,0,4,1,TA,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD ,112000
+1208,534400030,20,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 ,155000
+319,916386090,60,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,269500
+2567,535103070,80,RL,,12700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,939,Unf,0,307,1246,GasA,TA,Y,SBrkr,1246,0,0,1246,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,2,441,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,11,2006,WD ,172000
+2222,909425270,70,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,219500
+2493,532376250,20,RL,,8638,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,181,Unf,0,744,925,GasA,Gd,Y,SBrkr,925,0,0,925,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1990,Unf,2,484,TA,TA,Y,203,74,0,0,0,0,NA,NA,NA,0,10,2006,WD ,133500
+1757,528280150,80,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 ,170000
+184,902305110,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1900,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,930,930,GasW,TA,N,SBrkr,930,636,0,1566,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,288,TA,TA,Y,54,228,246,0,0,0,NA,NA,NA,0,4,2010,WD ,150000
+1248,535302140,20,RL,,12774,Pave,NA,Reg,Lvl,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,624,LwQ,128,232,984,GasW,TA,N,SBrkr,950,0,0,950,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,400,TA,TA,Y,0,32,0,0,0,0,NA,GdWo,NA,0,7,2008,WD ,130000
+2574,535152070,80,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 ,143000
+1215,534403260,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1114,1114,GasA,TA,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,RFn,2,451,TA,TA,Y,0,0,0,0,164,0,NA,NA,NA,0,5,2008,COD,140000
+1614,526355170,20,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 ,244000
+2039,903458020,75,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 ,101000
+2669,902406030,20,RM,65,9750,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2002,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,4500,7,2006,WD ,125000
+1005,527162180,60,RL,73,11184,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,932,701,0,1633,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,460,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2008,WD ,183000
+753,903430060,75,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,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD ,104000
+1275,535455060,45,RL,64,6390,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1.5Unf,6,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,936,936,GasA,TA,Y,FuseA,984,0,0,984,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2008,WD ,112500
+2350,527355280,20,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 ,207500
+2762,906394040,20,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Gd,GLQ,56,Unf,0,1558,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,576,TA,TA,Y,100,45,0,0,0,0,NA,NA,NA,0,3,2006,WD ,225000
+2788,907227090,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,437,Unf,0,427,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD ,119900
+2384,528112010,20,RL,108,12228,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1721,1721,GasA,Ex,Y,SBrkr,1740,0,0,1740,0,0,2,0,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,874,TA,TA,Y,0,43,0,0,0,0,NA,NA,NA,0,9,2006,New,293000
+2716,905107240,20,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 ,180000
+313,914478045,80,RL,,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 ,169900
+84,532351140,90,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 ,112000
+81,531453010,20,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 ,152000
+2389,528118110,60,RL,120,13975,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,525,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1090,1090,GasA,Ex,Y,SBrkr,1117,1089,0,2206,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,148,95,0,0,0,0,NA,NA,NA,0,8,2006,New,300000
+280,908152080,80,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 ,107000
+190,902402250,190,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 ,122500
+2371,527451450,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,ALQ,276,Unf,0,207,483,GasA,TA,Y,SBrkr,483,465,0,948,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD ,89000
+213,904350045,50,RL,65,6001,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,368,Unf,0,232,600,GasA,Ex,N,SBrkr,600,319,0,919,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,231,TA,TA,Y,0,0,45,0,0,0,NA,MnPrv,NA,0,3,2010,WD ,95000
+1864,534125120,20,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,41,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1152,0,0,1152,1,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,412,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,9,2007,CWD,143450
+37,528108120,60,RL,102,12858,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,162,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1590,1590,GasA,Ex,Y,SBrkr,1627,707,0,2334,0,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,751,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,1,2010,New,376162
+146,535175070,20,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 ,167500
+809,906226080,90,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 ,153337
+767,904351200,70,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 ,103600
+262,907200340,20,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 ,128200
+101,533221090,160,FV,,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 ,177500
+48,528176070,60,RL,105,13650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Gd,GLQ,578,Unf,0,1093,1671,GasA,Ex,Y,SBrkr,1687,563,0,2250,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,2002,Fin,3,756,TA,TA,Y,238,130,0,0,0,0,NA,NA,NA,0,6,2010,WD ,320000
+489,528290180,60,RL,42,8433,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,GLQ,683,Unf,0,111,794,GasA,Ex,Y,SBrkr,819,695,0,1514,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,394,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,6,2009,WD ,190000
+2369,527451200,160,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,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD ,91500
+707,902202150,190,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 ,93000
+1556,911102170,70,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 ,40000
+2034,903454010,70,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,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD ,127000
+308,911204100,30,C (all),66,8712,Grvl,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1896,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Gd,Y,SBrkr,952,0,0,952,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1896,RFn,1,330,TA,TA,N,0,0,265,0,0,0,NA,NA,NA,0,6,2010,WD ,50138
+2176,908152070,20,RL,,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 ,148000
+1549,910203020,30,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 ,120500
+909,909178160,50,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 ,139500
+892,908154040,20,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 ,320000
+2045,904100100,70,RL,107,12888,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,7,8,1937,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,288,Unf,0,717,1005,GasA,TA,Y,SBrkr,1262,1005,0,2267,1,0,1,1,3,1,TA,7,Typ,2,Gd,Attchd,1937,Fin,2,498,TA,TA,Y,521,0,0,0,0,0,NA,NA,NA,0,4,2007,WD ,219000
+2927,923276100,20,RL,,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 ,131000
+1732,528221030,60,RL,62,8857,Pave,NA,IR1,Lvl,AllPub,Inside,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,0,738,738,GasA,Ex,Y,SBrkr,738,757,0,1495,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,3,2007,New,171925
+998,527107090,20,RL,53,14137,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,5,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,898,1348,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,404,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,11,2008,WD ,177900
+2203,909252170,70,RL,53,6720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1921,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,SBrkr,851,585,0,1436,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1992,Unf,1,228,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,4,2007,CWD,141500
+356,527162120,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,476,Unf,0,476,952,GasA,Gd,Y,SBrkr,952,684,0,1636,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,440,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,10,2009,WD ,191000
+2475,531375100,20,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,158000
+2264,916386170,20,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,248900
+2201,909252010,50,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 ,175000
+2545,534400120,190,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,RRAn,Norm,2fmCon,1Story,6,7,1965,2000,Hip,CompShg,BrkFace,VinylSd,None,0,TA,Gd,PConc,TA,TA,Mn,ALQ,901,BLQ,252,34,1187,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,3,1,Gd,7,Min1,2,TA,Attchd,1965,RFn,1,299,TA,TA,Y,200,25,211,0,0,0,NA,MnPrv,Shed,460,6,2006,WD ,185900
+2660,902325050,75,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 ,163000
+2882,911175440,190,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,5,6,1951,1951,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,1060,336,0,1396,0,0,2,0,4,2,TA,8,Min2,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD ,115000
+1379,905103030,80,RL,80,13014,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1978,1978,Gable,CompShg,HdBoard,Plywood,BrkFace,39,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1978,Unf,2,484,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,12,2008,WD ,157500
+491,528292030,60,RL,,15896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,ALQ,913,Unf,0,264,1177,GasA,Ex,Y,SBrkr,1223,1089,0,2312,1,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,3,658,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2009,WD ,245000
+1002,527140090,120,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 ,180000
+1848,533223050,160,FV,,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 ,148800
+1455,907251090,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,,,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 ,237000
+908,909175080,30,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 ,60000
+1490,908103260,85,RL,64,12102,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1976,1976,Gable,CompShg,HdBoard,Plywood,BrkFace,222,TA,TA,CBlock,Gd,Gd,Gd,ALQ,456,Unf,0,0,456,GasA,Ex,Y,SBrkr,1033,0,0,1033,0,1,1,0,3,1,TA,6,Typ,0,NA,BuiltIn,1976,RFn,2,504,Fa,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,4,2008,WD ,165000
+1465,907262060,60,RL,41,10905,Pave,NA,IR2,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,0,1129,1129,GasA,Ex,Y,SBrkr,1129,1198,0,2327,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,RFn,2,596,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,8,2008,WD ,240000
+1627,527163080,20,RL,,9556,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1168,1168,GasA,Gd,Y,SBrkr,1187,0,0,1187,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,420,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,8,2007,WD ,160000
+2849,909201180,190,RH,58,6430,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Feedr,Norm,2fmCon,1.5Fin,6,6,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,780,Unf,0,0,780,GasA,TA,N,FuseF,816,524,0,1340,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1945,Unf,1,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD ,128000
+1501,908201100,90,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,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD ,82000
+626,535125070,20,RL,80,14695,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1966,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,TA,TA,No,ALQ,1387,Unf,0,175,1562,GasA,Gd,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,Gd,Attchd,1966,Unf,2,542,TA,TA,Y,0,110,0,0,342,0,NA,GdWo,NA,0,7,2009,WD ,256000
+722,902401130,70,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 ,143000
+2260,916384050,20,RL,67,8368,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,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,Fin,2,433,TA,TA,Y,100,39,0,0,0,0,NA,NA,NA,0,4,2007,New,231713
+1639,527226040,190,RL,195,41600,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1969,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1047,Unf,0,53,1100,GasW,TA,Y,SBrkr,1424,0,0,1424,1,0,1,1,3,1,TA,7,Mod,0,NA,2Types,1969,Unf,3,828,TA,TA,N,144,0,0,0,0,0,NA,NA,NA,0,11,2007,WD ,155000
+1603,923252100,20,RL,59,6490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,534,Unf,0,282,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Unf,1,264,TA,TA,Y,315,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD ,128500
+1520,909177120,30,RL,60,7290,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,8,1921,1950,Gable,CompShg,WdShing,Wd Shng,BrkFace,174,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Ex,Y,SBrkr,1424,0,0,1424,0,0,2,0,2,1,TA,7,Typ,1,Gd,Attchd,1921,Unf,1,312,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,4,2008,WD ,168000
+1665,527402240,60,RL,,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 ,184000
+2635,535478110,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,2fmCon,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,953,Unf,0,72,1025,GasA,TA,Y,SBrkr,1025,0,0,1025,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,96,80,0,0,0,0,NA,NA,NA,0,3,2006,WD ,124000
+581,534127130,20,RL,,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 ,185000
+2435,528240080,60,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 ,230500
+2799,907285010,60,RL,90,11250,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,TA,TA,PConc,Gd,TA,Mn,ALQ,796,Unf,0,258,1054,GasA,Ex,Y,SBrkr,1070,869,0,1939,0,1,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,RFn,3,555,TA,TA,Y,128,84,0,0,0,0,NA,NA,NA,0,5,2006,WD ,227000
+883,907414080,60,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 ,173500
+2537,534201300,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,744,Unf,0,89,833,GasA,Gd,Y,SBrkr,898,0,0,898,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,326,TA,TA,Y,143,0,0,0,0,0,NA,NA,NA,0,8,2006,WD ,140000
+1120,528439010,20,RL,87,10037,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Ex,TA,No,GLQ,666,Unf,0,794,1460,GasA,Ex,Y,SBrkr,1460,0,0,1460,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,480,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,8,2008,WD ,247000
+774,905107310,85,RL,,8014,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1978,1978,Gable,CompShg,Plywood,HdBoard,BrkFace,23,TA,TA,CBlock,Gd,TA,Gd,GLQ,456,Unf,0,0,456,GasA,TA,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,5,Typ,1,Fa,Basment,1978,Fin,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD ,149900
+1447,907202010,20,RL,,12250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,TA,TA,CBlock,Gd,TA,Mn,ALQ,781,Unf,0,83,864,GasA,Ex,Y,SBrkr,1174,0,0,1174,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,2,528,TA,TA,Y,211,0,280,0,0,0,NA,NA,NA,0,5,2008,WD ,158000
+104,533223100,160,FV,,2403,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,244,Unf,0,286,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2010,WD ,147110
+2694,903454080,50,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 ,119500
+920,909275080,50,RL,60,13680,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,728,Unf,0,112,840,GasA,Ex,Y,SBrkr,840,727,0,1567,1,0,1,1,2,1,TA,6,Min2,2,TA,Detchd,1961,Unf,2,440,TA,TA,Y,0,21,150,0,0,0,NA,GdPrv,NA,0,2,2009,WD ,205000
+1951,535379110,70,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1895,1999,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,736,736,GasA,Ex,Y,SBrkr,751,783,0,1534,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,112,0,0,0,0,NA,NA,NA,0,7,2007,WD ,148000
+9,527146030,120,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 ,236500
+2848,909176180,50,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,930,Unf,0,128,1058,GasA,TA,Y,SBrkr,1058,493,0,1551,1,0,2,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD ,137000
+614,534431130,20,RL,68,9768,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,100,ALQ,247,613,960,GasA,Gd,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,330,TA,TA,Y,0,70,0,0,0,0,NA,MnPrv,NA,0,2,2009,WD ,122000
+1736,528222030,20,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,176485
+2686,903400030,30,RL,50,11672,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,FuseA,816,0,0,816,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,210,Fa,Fa,N,168,0,112,0,0,0,NA,NA,NA,0,7,2006,WD ,109000
+2257,916253320,120,RM,,9763,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,GrnHill,Norm,Norm,TwnhsE,1Story,7,5,1998,1998,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,239,Gd,TA,PConc,Gd,TA,No,GLQ,1102,ALQ,72,328,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,1998,Fin,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD ,330000
+1284,902100020,20,RM,56,9836,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,96,Unf,0,96,192,GasA,Gd,N,SBrkr,1133,0,0,1133,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2008,Unf,1,308,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,12,2008,WD ,143000
+1765,528340030,60,RL,89,10557,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,422,Gd,TA,PConc,Ex,TA,Gd,GLQ,672,Unf,0,736,1408,GasA,Ex,Y,SBrkr,1671,1407,0,3078,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,806,TA,TA,Y,108,87,0,0,0,0,NA,NA,NA,0,7,2007,WD ,410000
+1811,531380110,60,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 ,201000
+2603,535380130,50,RL,60,10818,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,1077,1077,GasA,TA,Y,FuseA,981,779,0,1760,0,0,1,1,4,1,TA,7,Typ,1,TA,Detchd,1935,Unf,2,648,Fa,TA,Y,120,0,96,0,0,0,NA,NA,NA,0,2,2006,COD,80000
+2220,909282020,70,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 ,259500
+2273,916477060,60,RL,,11800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,94,Gd,TA,PConc,Gd,TA,Gd,GLQ,766,Unf,0,356,1122,GasA,Ex,Y,SBrkr,1146,1340,0,2486,1,0,3,1,5,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,2,452,TA,TA,Y,143,32,0,0,0,0,NA,NA,NA,0,7,2007,WD ,279900
+163,535453070,20,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 ,154000
+2116,906426060,50,RL,,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 ,277000
+2734,905403050,50,RL,62,6488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1942,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,230,Unf,0,569,799,GasA,Ex,N,FuseA,799,351,0,1150,0,0,1,0,3,1,TA,6,Mod,2,TA,BuiltIn,1942,Unf,1,215,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,3,2006,WD ,128000
+426,528108010,20,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 ,256300
+2216,909276210,50,RL,110,7810,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,4,6,1930,2003,Gable,CompShg,AsbShng,CmentBd,None,0,TA,Gd,BrkTil,TA,Gd,No,GLQ,189,Unf,0,741,930,GasA,Ex,Y,SBrkr,1230,525,0,1755,0,0,2,0,4,1,Gd,7,Typ,1,TA,Detchd,1930,Unf,1,231,Fa,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2007,WD ,188000
+2900,916475100,20,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 ,312500
+97,533212010,160,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 ,151000
+1680,527451170,160,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 ,122500
+1133,531371070,60,RL,68,10110,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,80,ALQ,555,200,835,GasA,Ex,Y,SBrkr,835,861,0,1696,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,542,TA,TA,Y,143,66,0,0,0,0,NA,NA,NA,0,7,2008,WD ,188000
+2761,906394010,60,RL,91,10984,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,945,945,GasA,Ex,Y,SBrkr,945,864,0,1809,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,RFn,2,638,TA,TA,Y,144,54,0,0,0,0,NA,NA,NA,0,5,2006,New,209700
+1642,527256030,20,RL,85,14082,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,945,Gd,TA,PConc,Ex,Gd,Gd,GLQ,1558,Unf,0,662,2220,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,1,1,1,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,724,TA,TA,Y,390,80,0,0,0,0,NA,NA,NA,0,1,2007,WD ,441929
+1141,531382110,60,RL,50,8480,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,602,Unf,0,284,886,GasA,Ex,Y,SBrkr,886,794,0,1680,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,10,2008,WD ,163000
+2118,906475110,60,RL,,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 ,187500
+870,907275010,20,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,CollgCr,Feedr,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Gd,GLQ,1246,Unf,0,216,1462,GasA,Ex,Y,SBrkr,1513,0,0,1513,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,521,TA,TA,Y,135,34,0,0,0,0,NA,NA,NA,0,6,2009,WD ,220000
+1875,534201040,20,RL,70,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,474,BLQ,38,437,949,GasA,TA,Y,SBrkr,1107,0,0,1107,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,1,308,TA,TA,Y,88,64,0,0,0,0,NA,NA,NA,0,3,2007,WD ,127000
+155,535327140,20,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 ,107500
+1318,902328040,75,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,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD ,128000
+1285,902100030,30,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 ,73000
+2400,528164040,20,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 ,374000
+1068,528178070,60,RL,130,16900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,1110,Gd,TA,PConc,Ex,TA,Mn,GLQ,1075,Unf,0,404,1479,GasA,Ex,Y,SBrkr,1515,1134,0,2649,1,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,2001,Fin,3,746,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,1,2008,WD ,421250
+361,527164060,60,RL,,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 ,178000
+1493,908128050,85,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 ,137500
+1110,528390020,20,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 ,301500
+911,909250080,70,RL,43,5707,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,6,6,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,583,583,GasA,Gd,Y,FuseF,647,595,0,1242,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,180,Fa,TA,Y,329,96,0,0,0,0,NA,NA,NA,0,3,2009,WD ,105000
+2535,534201260,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1968,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,Av,ALQ,760,Unf,0,216,976,GasA,TA,Y,SBrkr,976,0,0,976,1,0,1,0,2,1,Gd,4,Typ,1,Fa,Attchd,1968,RFn,2,504,TA,TA,Y,94,0,0,0,0,0,NA,NA,NA,0,8,2006,WD ,157500
+2030,903430050,50,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,3,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,969,969,GasA,TA,N,FuseA,969,245,0,1214,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,N,0,0,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD ,117000
+2634,535478090,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,468,Unf,0,396,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,2,2006,WD ,105000
+1530,909256060,50,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 ,115000
+435,528112040,20,RL,95,11578,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,302,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1736,1736,GasA,Ex,Y,SBrkr,1736,0,0,1736,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,834,TA,TA,Y,319,90,0,0,0,0,NA,NA,NA,0,7,2009,WD ,360000
+812,906226110,90,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 ,118858
+1202,534251280,60,RL,,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 ,173000
+666,535383120,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1890,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,FuseA,725,0,0,725,0,0,1,1,1,1,TA,4,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,11,2009,WD ,78500
+1751,528240020,60,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 ,183500
+705,902135020,20,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 ,93000
+1744,528228375,120,RL,,3621,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,Gd,GLQ,1084,Unf,0,322,1406,GasA,Ex,Y,SBrkr,1589,0,0,1589,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,630,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,11,2007,WD ,226500
+357,527163040,60,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 ,178000
+2133,907192120,20,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 ,226000
+989,924100060,60,RL,70,10457,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,7,1969,1969,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,Ex,CBlock,TA,TA,Gd,BLQ,496,LwQ,288,0,784,GasA,Ex,Y,SBrkr,784,848,0,1632,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1969,RFn,2,898,TA,TA,Y,0,173,368,0,0,0,NA,MnPrv,NA,0,4,2009,WD ,173000
+562,532378120,20,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 ,62383
+1054,528104080,60,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,446261
+2850,909250070,70,RL,43,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,8,1926,1997,Gable,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,424,Unf,0,200,624,GasA,Ex,Y,SBrkr,743,736,0,1479,1,0,1,0,3,1,Gd,6,Typ,2,Gd,Detchd,1926,Unf,1,312,TA,TA,Y,530,0,56,0,0,0,NA,MnPrv,NA,0,5,2006,WD ,160000
+1082,528228405,120,RM,,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,24,Gd,TA,PConc,Gd,TA,No,GLQ,1087,Unf,0,306,1393,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,RFn,3,668,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2008,WD ,219990
+1440,907187080,20,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 ,191000
+2006,903201090,40,RL,55,6854,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,LwQ,317,Rec,227,212,756,GasA,TA,N,FuseA,916,144,0,1060,1,0,1,0,1,1,TA,6,Mod,1,Gd,Detchd,1969,Unf,1,308,Fa,TA,Y,0,65,0,0,150,0,NA,NA,NA,0,8,2007,WD ,136500
+2082,905475520,30,RL,,11515,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,943,0,0,943,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1958,Unf,1,308,TA,TA,N,0,0,60,0,0,0,NA,NA,NA,0,8,2007,WD ,80000
+2344,527302080,50,RL,,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 ,229000
+248,906223090,60,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 ,236000
+2276,921128030,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,242,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1824,1824,GasA,Ex,Y,SBrkr,1824,0,0,1824,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,932,TA,TA,Y,160,36,0,0,108,0,NA,NA,NA,0,9,2007,New,392000
+755,903451090,70,RM,57,6876,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,5,1927,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,522,Unf,0,198,720,GasA,Fa,Y,SBrkr,1146,784,0,1930,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1927,Unf,1,316,TA,TA,Y,0,0,213,0,0,0,NA,MnPrv,NA,0,8,2009,WD ,149000
+1178,533236090,160,FV,36,3951,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,10,5,1998,1999,Gable,CompShg,BrkFace,MetalSd,None,0,Ex,TA,PConc,Gd,TA,Mn,BLQ,128,GLQ,842,0,970,GasA,Ex,Y,SBrkr,1469,924,0,2393,1,0,2,1,2,1,Ex,7,Typ,1,TA,Attchd,1998,Fin,2,846,TA,TA,Y,0,90,0,0,94,0,NA,NA,NA,0,2,2008,WD ,345000
+2636,902100110,70,RM,62,9856,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1900,2005,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,PConc,Fa,TA,No,Unf,0,Unf,0,716,716,GasA,Ex,Y,FuseA,1007,1007,0,2014,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,1900,Unf,2,624,TA,TA,Y,0,72,167,0,0,0,NA,NA,NA,0,6,2006,WD ,169000
+2077,905377050,20,RL,84,17808,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1946,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,484,484,GasA,TA,N,SBrkr,1242,0,0,1242,0,0,1,0,2,1,TA,4,Mod,0,NA,Attchd,1946,Unf,1,336,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD ,109900
+2930,924151050,60,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,94,TA,TA,PConc,Gd,TA,Av,LwQ,758,Unf,0,238,996,GasA,Ex,Y,SBrkr,996,1004,0,2000,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,1993,Fin,3,650,TA,TA,Y,190,48,0,0,0,0,NA,NA,NA,0,11,2006,WD ,188000
+737,903227090,50,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 ,132500
+837,907126050,20,RL,65,9757,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,755,Unf,0,235,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1995,RFn,1,440,TA,TA,Y,66,0,0,0,92,0,NA,NA,NA,0,10,2009,WD ,143000
+2086,905478140,20,RL,58,9280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,557,Unf,0,785,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1951,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD ,125000
+2385,528114010,20,RL,120,14780,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,568,Ex,TA,PConc,Ex,TA,Gd,GLQ,1505,Unf,0,363,1868,GasA,Ex,Y,SBrkr,1868,0,0,1868,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,1085,TA,TA,Y,354,56,0,0,156,0,NA,NA,NA,0,6,2006,WD ,415000
+189,902402130,70,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 ,125500
+635,535175030,20,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 ,139000
+432,528110010,60,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,451950
+900,908275040,90,RL,65,10926,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1959,1959,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1678,1678,GasA,TA,Y,SBrkr,1678,0,0,1678,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD ,119900
+966,916455070,20,RL,,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 ,220000
+1612,526352080,20,RL,85,10667,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,BrkFace,302,TA,TA,CBlock,TA,TA,No,BLQ,838,Unf,0,749,1587,GasA,TA,Y,SBrkr,1587,0,0,1587,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1971,Unf,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2007,WD ,167300
+904,909101100,50,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,94,720,GasA,Ex,Y,SBrkr,854,444,0,1298,0,0,1,0,3,1,TA,6,Typ,2,Gd,Detchd,1940,Unf,1,256,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,9,2009,WD ,122000
+2487,532351090,90,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,125000
+1304,902205090,20,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 ,112500
+2112,906394020,60,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,916,0,1795,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,164,111,0,0,0,0,NA,NA,NA,0,10,2007,WD ,191000
+1244,535180100,20,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 ,136000
+843,907175100,60,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 ,197900
+2689,903430090,50,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 ,117000
+2753,906380170,20,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,194000
+1169,533215030,120,FV,,4538,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,179,Gd,TA,PConc,Ex,TA,Av,GLQ,1004,Unf,0,306,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2001,RFn,2,545,TA,TA,Y,277,45,0,0,0,0,NA,NA,NA,0,7,2008,WD ,285000
+1376,904351280,190,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,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD ,127500
+2503,533128030,60,RL,,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 ,268000
+1987,902206270,70,RM,57,9639,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,4,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1075,1075,GasA,Ex,Y,SBrkr,1156,642,0,1798,0,0,2,1,4,1,TA,7,Typ,0,NA,Detchd,1935,Unf,2,342,TA,TA,N,0,0,160,0,0,0,NA,MnPrv,NA,0,5,2007,WD ,137000
+1190,534129060,20,RL,,15387,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,603,BLQ,294,723,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1967,Unf,2,578,TA,TA,Y,0,62,192,0,0,0,NA,NA,Shed,450,8,2008,WD ,215000
+1930,535300040,20,RL,75,10050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,928,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD ,129500
+2677,903231190,50,RM,,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 ,115000
+1256,535375160,50,RL,45,7506,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,412,0,1159,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1932,Unf,1,288,Fa,TA,N,84,0,96,0,0,0,NA,NA,NA,0,5,2008,WD ,114000
+2484,531478010,20,RH,,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 ,107000
+1253,535352080,50,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,118500
+1337,903227080,50,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 ,120000
+1788,528439040,20,RL,74,8847,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,Gd,TA,PConc,Gd,TA,Av,GLQ,769,Unf,0,769,1538,GasA,Ex,Y,SBrkr,1538,0,0,1538,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,484,TA,TA,Y,146,40,0,0,0,0,NA,NA,NA,0,12,2007,WD ,260000
+141,535152130,20,RL,,8050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,150,TA,TA,CBlock,TA,TA,No,BLQ,856,Rec,162,125,1143,GasA,TA,Y,SBrkr,1143,0,0,1143,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD ,136000
+1669,527404140,20,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 ,123000
+1366,903458110,50,RM,,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,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD ,89500
+52,528218150,20,RL,100,18494,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1324,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,430,TA,TA,Y,36,23,0,0,0,0,NA,NA,NA,0,1,2010,WD ,199500
+1380,905104080,20,RL,,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 ,109900
+919,909257050,70,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 ,234000
+2804,907290230,120,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 ,155900
+782,905229040,50,RL,,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 ,161500
+956,916176030,20,RL,,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,137500
+187,902401060,190,RM,100,9045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,3,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,Mn,Unf,0,Unf,0,840,840,Grav,Fa,N,FuseF,1128,1128,0,2256,0,0,2,0,4,2,Fa,12,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,18,18,0,0,0,NA,NA,NA,0,6,2010,WD ,76500
+2074,905352180,60,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 ,211000
+1039,527427110,120,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,181000
+1210,534401130,80,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 ,174900
+2710,905103140,80,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 ,164500
+44,528138060,20,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 ,214000
+1026,527354160,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1980,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,280,TA,TA,CBlock,Gd,TA,Mn,Unf,0,Unf,0,738,738,GasA,TA,Y,SBrkr,1277,767,0,2044,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1980,Unf,2,489,TA,TA,Y,28,73,0,0,0,0,NA,NA,NA,0,3,2008,WD ,185000
+1343,903231080,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1929,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,80,Unf,0,624,704,GasA,Ex,Y,SBrkr,624,512,0,1136,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,336,TA,TA,Y,0,365,80,0,0,0,NA,NA,NA,0,8,2008,WD ,123000
+2248,914452090,85,RL,,12150,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1979,1979,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1001,Unf,0,0,1001,GasA,TA,Y,SBrkr,1299,0,0,1299,1,0,2,0,2,1,Gd,5,Typ,1,Po,BuiltIn,1979,RFn,2,486,TA,TA,Y,84,0,222,0,0,0,NA,MnPrv,NA,0,1,2007,WD ,183500
+1849,533236040,160,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 ,174000
+2076,905377020,20,RL,,22692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,587,Unf,0,486,1073,GasA,TA,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,TA,6,Mod,1,TA,Detchd,1953,Unf,2,649,TA,TA,P,0,64,0,0,0,0,NA,NA,NA,0,3,2007,COD,130000
+2641,902106040,70,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 ,178000
+5,527105010,60,RL,74,13830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,137,928,GasA,Gd,Y,SBrkr,928,701,0,1629,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,482,TA,TA,Y,212,34,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD ,189900
+878,907290180,120,RM,,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 ,144000
+1548,910202100,30,RM,,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 ,120500
+841,907135040,20,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 ,145000
+1621,527126030,120,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 ,251000
+218,905101310,90,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD ,136500
+1504,908204160,90,RL,74,6845,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Wd Shng,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseF,1152,0,0,1152,0,0,2,0,2,2,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD ,82500
+946,912251110,30,I (all),109,21780,Grvl,NA,Reg,Lvl,NoSewr,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,4,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,810,0,0,810,0,0,1,0,1,1,TA,4,Min1,0,NA,Detchd,1975,Unf,1,280,TA,TA,N,119,24,0,0,0,0,NA,NA,NA,0,3,2009,ConLD,57625
+455,528175050,120,RL,80,10307,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,5,2009,WD ,212500
+2906,923203090,120,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 ,164000
+2878,910226060,50,RM,75,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1957,1957,Gable,CompShg,MetalSd,MetalSd,BrkFace,327,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,671,0,1638,0,0,2,0,4,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,1,384,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,4,2006,WD ,139000
+1173,533217050,160,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 ,160000
+985,923276260,85,RL,70,7669,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1992,1993,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,718,LwQ,110,0,828,GasA,TA,Y,SBrkr,883,0,0,883,1,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1998,Unf,2,698,TA,TA,Y,100,32,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD ,149000
+975,923225490,20,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 ,130000
+202,903425110,70,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 ,140000
+528,528480170,20,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,288,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1836,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2009,Fin,2,517,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,10,2009,New,264500
+2579,535179050,20,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 ,141000
+1841,533208040,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,,,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,199900
+591,534152120,20,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 ,167900
+1897,534425080,20,RL,,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 ,181900
+70,528458110,20,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 ,262500
+590,534151120,60,RL,,13774,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1977,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,283,TA,Gd,PConc,Gd,TA,No,GLQ,432,Unf,0,476,908,GasA,Ex,Y,SBrkr,1316,972,0,2288,0,0,1,2,4,1,Gd,8,Typ,2,TA,Attchd,1977,RFn,2,520,TA,TA,Y,321,72,0,0,156,0,NA,NA,NA,0,11,2009,WD ,230000
+1172,533215080,120,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,328900
+1714,528172070,20,RL,71,9254,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,GLQ,119,Unf,0,1602,1721,GasA,Ex,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,554,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,1,2007,WD ,232698
+829,906380220,20,RL,95,10324,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Av,GLQ,872,Unf,0,382,1254,GasA,Ex,Y,SBrkr,1254,0,0,1254,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2008,RFn,3,810,TA,TA,Y,168,92,0,0,0,0,NA,NA,NA,0,3,2009,WD ,221800
+1397,905227050,50,RL,63,8375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,7,1941,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,336,Unf,0,240,576,GasA,Gd,Y,SBrkr,864,486,0,1350,1,0,1,1,2,1,Gd,6,Min1,0,NA,2Types,1973,Unf,3,627,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD ,152400
+877,907290090,20,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 ,213000
+2477,531376050,60,RL,74,7632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,96,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,831,754,0,1585,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,449,TA,TA,Y,100,77,0,0,0,0,NA,NA,NA,0,3,2006,WD ,184900
+2871,909428110,190,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 ,157000
+2489,532353030,20,RL,,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,2002,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,612,Unf,0,252,864,GasA,Gd,Y,SBrkr,1211,0,0,1211,0,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,161,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD ,144000
+1655,527354050,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,253,TA,TA,CBlock,Gd,TA,No,GLQ,903,Unf,0,356,1259,GasA,Ex,Y,SBrkr,1353,0,0,1353,1,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,RFn,2,478,TA,TA,Y,240,141,0,0,0,0,NA,NA,NA,0,8,2007,WD ,192350
+1891,534401120,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1966,1966,Hip,CompShg,HdBoard,Plywood,BrkFace,202,TA,TA,CBlock,TA,TA,No,BLQ,654,Unf,0,520,1174,GasA,Ex,Y,SBrkr,1200,0,0,1200,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1966,RFn,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,163500
+1419,906204150,60,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 ,262280
+1473,907405020,20,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 ,214000
+2868,909425120,20,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 ,230000
+1695,528108160,60,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,280000
+2244,911128010,20,C (all),65,6565,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1957,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,967,Unf,0,106,1073,GasA,Gd,Y,FuseA,1073,0,0,1073,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1985,Unf,2,720,TA,TA,Y,0,444,0,0,0,0,NA,NA,NA,0,8,2007,WD ,140000
+169,535477020,60,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 ,155000
+2670,902456015,50,C (all),63,4761,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,3,3,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,1020,1020,GasA,Fa,N,FuseP,1020,0,0,1020,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,105,0,0,0,NA,NA,NA,0,10,2006,ConLD,64500
+247,906204230,60,RL,87,12361,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,85,Gd,Gd,PConc,Gd,TA,No,GLQ,860,Unf,0,86,946,GasA,Ex,Y,SBrkr,964,838,0,1802,0,1,2,1,3,1,Gd,8,Typ,1,Gd,2Types,2000,RFn,4,1017,TA,TA,Y,450,92,0,0,0,0,NA,NA,NA,0,5,2010,WD ,218000
+2137,907200250,80,RL,72,9720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,7,1977,1977,Gable,CompShg,Plywood,VinylSd,BrkFace,51,TA,TA,CBlock,TA,Ex,Av,ALQ,755,Unf,0,240,995,GasA,TA,Y,SBrkr,1009,0,0,1009,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD ,160000
+1794,528456190,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1314,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,598,TA,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,11,2007,New,208900
+1498,908154080,20,RL,123,47007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,1996,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,3820,0,0,3820,,,3,1,5,1,Ex,11,Typ,2,Gd,Attchd,1959,Unf,2,624,TA,TA,Y,0,372,0,0,0,0,NA,NA,NA,0,7,2008,WD ,284700
+1164,533212140,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,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,0,3,2008,WD ,146000
+1179,533250050,120,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 ,245500
+1340,903228090,45,RM,50,5000,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,992,992,GasA,Ex,Y,SBrkr,1013,0,0,1013,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,160,Fa,TA,Y,0,0,101,0,0,0,NA,NA,NA,0,4,2008,WD ,113000
+436,528116010,20,RL,129,16870,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,238,Gd,TA,PConc,Ex,TA,Gd,GLQ,1531,Unf,0,251,1782,GasA,Ex,Y,SBrkr,1782,0,0,1782,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2004,Fin,3,932,TA,TA,Y,99,82,0,0,0,0,NA,NA,NA,0,4,2009,WD ,296000
+1636,527210060,20,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 ,377426
+421,528102040,20,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 ,337500
+457,528176030,20,RL,100,14836,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,730,Ex,TA,PConc,Ex,TA,Gd,GLQ,2146,Unf,0,346,2492,GasA,Ex,Y,SBrkr,2492,0,0,2492,1,0,2,1,2,1,Ex,8,Typ,1,Ex,Attchd,2004,Fin,3,949,TA,TA,Y,226,235,0,0,0,0,NA,NA,NA,0,2,2009,WD ,552000
+2834,908225180,50,RL,56,6956,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,Mn,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,624,312,0,936,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1948,Unf,1,265,TA,Po,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD ,97900
+517,528456240,20,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,208300
+1566,914467050,60,RL,,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,910,910,GasA,Ex,Y,SBrkr,910,910,0,1820,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Unf,3,816,TA,TA,Y,318,32,0,0,0,0,NA,NA,NA,0,9,2008,WD ,213000
+1439,907187030,60,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 ,188000
+2577,535177100,20,RL,,9610,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,632,TA,TA,CBlock,TA,TA,No,Rec,203,Unf,0,918,1121,GasA,Ex,Y,FuseA,1336,0,0,1336,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1958,RFn,2,488,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,12,2006,WD ,162000
+2241,910205130,50,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 ,152000
+71,528477080,60,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 ,254900
+1143,531384030,60,RL,43,14565,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Av,GLQ,537,Unf,0,295,832,GasA,Ex,Y,SBrkr,832,825,0,1657,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,483,TA,TA,Y,144,74,0,0,0,0,NA,NA,Shed,2000,11,2008,WD ,189000
+1021,527302185,20,RL,56,18559,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1978,1978,Hip,CompShg,Plywood,Plywood,BrkFace,383,Gd,Gd,CBlock,Gd,TA,No,GLQ,1206,Rec,186,656,2048,GasA,TA,Y,SBrkr,2064,0,0,2064,1,0,2,0,3,1,Gd,7,Typ,2,Fa,Attchd,1978,Fin,2,550,TA,TA,Y,200,0,0,0,0,0,NA,NA,NA,0,8,2008,WD ,235000
+1416,905479110,190,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,125000
+35,527453150,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,836,836,GasA,Ex,Y,SBrkr,836,0,0,836,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,1,308,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2010,WD ,120000
+2904,923125030,20,A (agr),125,31250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,1,3,1951,1951,Gable,CompShg,CBlock,VinylSd,None,0,TA,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1600,0,0,1600,0,0,1,1,3,1,TA,6,Mod,0,NA,Attchd,1951,Unf,1,270,Fa,TA,N,0,0,135,0,0,0,NA,NA,NA,0,5,2006,WD ,81500
+2174,908127100,90,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,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD ,118500
+522,528458160,20,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,370878
+2211,909275030,90,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 ,145000
+1539,909425010,50,RL,,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 ,311500
+2420,528228280,120,RL,43,3087,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,453,Unf,0,767,1220,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,11,2006,New,210250
+2779,907192010,60,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 ,200000
+953,914476020,90,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,126000
+658,535377150,70,RL,80,8146,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,8,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,405,405,GasA,Gd,Y,SBrkr,717,322,0,1039,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1940,Unf,1,281,TA,TA,N,0,0,168,0,111,0,NA,NA,NA,0,5,2009,WD ,114000
+714,902301060,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,677,677,GasA,TA,Y,SBrkr,833,677,0,1510,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,720,TA,TA,N,0,0,160,0,0,0,NA,NA,NA,0,6,2009,WD ,87500
+1637,527212060,60,RL,98,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Ex,TA,Mn,GLQ,986,Unf,0,163,1149,GasA,Ex,Y,SBrkr,1164,1377,0,2541,1,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,729,TA,TA,Y,120,32,0,0,0,0,NA,NA,NA,0,7,2007,WD ,349265
+538,531369020,20,RL,76,10141,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,Tar&Grv,VinylSd,VinylSd,BrkFace,264,Gd,TA,PConc,Gd,TA,Gd,BLQ,516,Rec,774,222,1512,GasA,Ex,Y,SBrkr,1512,0,0,1512,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,3,845,TA,TA,Y,210,36,0,0,0,0,NA,NA,NA,0,1,2009,WD ,203000
+546,531385020,20,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 ,189000
+533,528490070,60,FV,65,8127,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,402,812,GasA,Ex,Y,SBrkr,812,841,0,1653,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,628,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,WD ,209000
+718,902327070,70,RM,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,6,7,1900,1950,Gable,CompShg,Stucco,BrkFace,None,0,TA,TA,BrkTil,Fa,Gd,Mn,Unf,0,Unf,0,917,917,GasA,Gd,Y,FuseA,1090,917,0,2007,0,0,2,0,3,1,Ex,8,Typ,0,NA,Detchd,1930,Unf,1,357,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,6,2009,WD ,160000
+1830,532479050,20,RL,44,10751,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,TA,CBlock,Fa,TA,Gd,ALQ,787,Unf,0,250,1037,GasA,TA,Y,SBrkr,1037,0,0,1037,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1974,RFn,2,431,TA,TA,Y,136,47,0,0,0,0,NA,NA,NA,0,8,2007,WD ,129000
+2929,924100070,20,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 ,170000
+2207,909254140,30,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 ,90350
+1417,905480150,50,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,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD ,79000
+2787,907203040,20,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 ,149900
+1037,527403360,20,RL,63,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,119,ALQ,613,132,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD ,123000
+2659,902305090,70,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 ,87000
+1567,914475020,80,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 ,171000
+1225,534477080,50,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 ,119000
+685,535453200,20,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 ,132500
+1358,903427090,70,RM,,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 ,161000
+1461,907255030,60,RL,,9720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,9,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,Gd,TA,PConc,Gd,TA,Mn,GLQ,1194,Unf,0,163,1357,GasA,Ex,Y,SBrkr,1366,581,0,1947,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,3,725,TA,TA,Y,168,116,0,0,0,0,NA,NA,NA,0,1,2008,WD ,274000
+221,905104210,20,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 ,125000
+2187,908225310,90,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,6,1946,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1195,1195,GasA,TA,N,SBrkr,1195,0,0,1195,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,,NA,0,0,NA,NA,N,118,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD ,98500
+2504,533128090,20,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 ,262000
+855,907201280,20,RL,76,6950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1979,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,40,TA,TA,CBlock,TA,TA,No,ALQ,710,BLQ,72,132,914,GasA,TA,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1979,Unf,2,444,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD ,134900
+2258,916326040,20,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 ,170000
+2205,909254100,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1926,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,TA,Y,SBrkr,686,775,0,1461,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,225,TA,TA,N,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2007,WD ,135000
+1158,533125080,60,RL,,9205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,6,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,304,Gd,TA,PConc,Gd,TA,No,ALQ,704,Unf,0,226,930,GasA,Ex,Y,SBrkr,1364,1319,0,2683,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1990,RFn,2,473,TA,TA,Y,237,251,0,0,196,0,NA,NA,NA,0,6,2008,WD ,290000
+1741,528222090,20,RL,64,7697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1246,1246,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,New,173500
+2735,905426100,20,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 ,225000
+1888,534278150,20,RL,,14357,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,LwQ,167,386,864,GasA,TA,Y,SBrkr,1187,0,0,1187,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,440,TA,TA,Y,128,0,0,0,0,0,NA,NA,NA,0,8,2007,CWD,140500
+2121,907125120,20,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 ,126000
+1176,533236060,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,466,Gd,TA,PConc,Gd,TA,No,GLQ,612,Unf,0,348,960,GasA,Ex,Y,SBrkr,962,624,0,1586,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1999,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,WD ,170000
+2773,907135230,20,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 ,156000
+2619,535426195,20,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 ,207500
+1796,528458080,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,350,Unf,0,546,896,GasA,Ex,Y,SBrkr,896,896,0,1792,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,2,590,TA,TA,Y,184,96,0,0,0,0,NA,NA,NA,0,11,2007,New,255000
+1598,923225370,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,437,Unf,0,25,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,1,1,TA,4,Typ,1,Po,BuiltIn,1973,RFn,1,297,TA,TA,Y,0,101,0,120,0,0,NA,GdWo,NA,0,7,2008,WD ,94900
+1965,535453150,20,RL,70,7315,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,625,Unf,0,545,1170,GasA,TA,Y,SBrkr,1170,0,0,1170,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,1,338,TA,TA,Y,0,0,0,0,225,0,NA,NA,NA,0,3,2007,WD ,140000
+2651,902134060,70,RM,42,7614,Pave,Grvl,Reg,Lvl,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,2Story,3,5,1905,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,738,738,GasA,Gd,Y,FuseA,714,662,0,1376,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,TA,N,0,0,104,0,225,0,NA,NA,NA,0,3,2006,WD ,96900
+609,534402140,20,RL,,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 ,154000
+1990,902300020,70,RM,,10337,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1910,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,725,725,GasA,Ex,N,SBrkr,909,863,0,1772,0,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1992,Unf,2,816,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD ,184900
+1053,528104050,20,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,385000
+2877,910207110,30,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 ,106500
+497,528327070,60,RL,106,12720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,Mn,GLQ,1173,Unf,0,282,1455,GasA,Ex,Y,SBrkr,1466,1221,0,2687,1,0,2,1,4,1,Gd,10,Typ,2,TA,BuiltIn,2000,RFn,3,810,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,9,2009,WD ,327000
+514,528441090,20,RL,85,11128,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,PosN,PosN,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,198,Ex,TA,PConc,Ex,TA,Gd,GLQ,2158,Unf,0,300,2458,GasA,Ex,Y,SBrkr,2490,0,0,2490,1,0,2,0,2,1,Ex,9,Typ,2,Gd,Attchd,2005,Fin,3,795,TA,TA,Y,70,226,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD ,468000
+759,903481120,50,RM,60,5160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1204,1204,GasA,TA,Y,FuseA,1204,462,0,1666,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1927,Unf,1,384,Fa,TA,Y,0,0,148,0,0,0,NA,NA,NA,0,8,2009,WD ,135000
+2474,531375070,20,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 ,142500
+1193,534201240,60,RL,73,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,732,Unf,0,0,732,GasA,Ex,Y,SBrkr,732,732,0,1464,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,Unf,2,470,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2008,WD ,141000
+1415,905477050,190,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,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD ,107500
+2048,904302010,190,RL,59,4484,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,6,1942,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,485,Unf,0,187,672,GasA,TA,N,SBrkr,778,504,0,1282,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1942,Unf,1,240,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD ,108500
+2483,531452210,60,RL,,9019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,274,Unf,0,362,636,GasA,Ex,Y,SBrkr,636,684,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,Fin,2,472,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD ,150000
+2883,911225110,50,C (all),60,8520,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,3,5,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Fa,Fa,No,Unf,0,Unf,0,216,216,GasA,Fa,N,SBrkr,576,360,0,936,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD ,78000
+1111,528427010,20,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,235128
+2072,905301050,20,RL,,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 ,302000
+1450,907202240,20,RL,40,14330,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,2001,Gable,CompShg,Plywood,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,88,ALQ,596,180,864,GasA,TA,Y,SBrkr,1558,0,0,1558,1,0,2,0,2,1,TA,5,Min2,0,NA,Attchd,1975,Fin,2,440,TA,TA,Y,140,0,239,0,227,0,NA,NA,NA,0,8,2008,WD ,163000
+274,908102060,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Feedr,Norm,1Fam,1Story,3,6,1945,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,640,0,0,640,0,0,1,0,2,1,TA,5,Min1,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLD,84900
+413,527454050,160,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 ,147000
+751,903429080,70,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 ,155000
+2897,916403020,20,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 ,180000
+207,903454060,190,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,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD ,55000
+2269,916455110,80,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 ,187500
+891,908152100,80,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 ,125000
+2863,909280030,50,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 ,250000
+1298,902134100,30,RM,60,6756,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1910,1950,Mansard,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Unf,0,Unf,0,481,481,GasA,TA,N,FuseA,899,0,0,899,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1930,Unf,1,200,Fa,TA,P,0,0,96,0,0,0,NA,NA,NA,0,9,2008,WD ,78000
+1292,902109080,190,RM,63,11426,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1910,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,828,828,GasA,Gd,Y,FuseA,828,658,108,1594,0,0,2,0,3,2,TA,9,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,172,109,0,0,0,NA,NA,NA,0,6,2008,WD ,118000
+1687,528102100,20,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,318000
+2749,906223180,60,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 ,215000
+2875,910203100,30,RM,61,8534,Pave,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,432,432,GasA,TA,N,FuseA,672,0,0,672,0,0,1,0,2,1,TA,4,Min1,0,NA,NA,,NA,0,0,NA,NA,N,0,0,112,0,0,0,NA,GdWo,NA,0,6,2006,WD ,72000
+1029,527358120,20,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,180000
+1581,916402115,20,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 ,184000
+612,534426110,20,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 ,124500
+139,535152010,90,RL,70,8267,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1604,1604,GasA,TA,Y,SBrkr,1604,0,0,1604,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1958,Unf,2,576,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,3,2010,WD ,135000
+1335,903226060,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1940,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,521,Unf,0,460,981,GasA,Ex,Y,SBrkr,1014,658,0,1672,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,0,11,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD ,164900
+2531,534176250,20,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,140000
+681,535452090,20,RL,71,7350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1041,1041,GasA,Gd,Y,SBrkr,1041,0,0,1041,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2009,WD ,128000
+1383,905107280,85,RL,,7703,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,8,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkCmn,40,TA,TA,CBlock,Gd,TA,Gd,ALQ,450,Unf,0,0,450,GasA,Ex,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,6,Typ,1,Po,Basment,1978,Fin,2,504,TA,TA,Y,311,0,0,0,0,0,NA,GdWo,NA,0,5,2008,WD ,153000
+1359,903429010,50,RM,63,4347,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,Gd,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,825,784,0,1609,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1910,Unf,1,228,Fa,Fa,N,0,182,0,0,0,0,NA,NA,NA,0,6,2008,WD ,127500
+1226,534477090,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,32,Rec,308,232,572,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Attchd,1950,RFn,1,264,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,9,2008,WD ,141500
+63,528363130,60,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 ,325000
+1869,534151090,20,RL,80,9547,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1594,1594,GasA,Ex,Y,SBrkr,1594,0,0,1594,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1993,RFn,2,472,TA,TA,Y,190,80,0,0,0,0,NA,NA,NA,0,7,2007,WD ,188500
+2468,528488110,20,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,185000
+1135,531375050,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,TA,TA,PConc,Gd,Gd,No,GLQ,80,Unf,0,1095,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,90,0,0,0,0,NA,NA,NA,0,6,2008,WD ,146000
+719,902329080,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1917,2007,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,664,624,0,1288,1,0,1,0,3,1,Ex,5,Typ,1,Gd,Attchd,1917,Unf,1,280,TA,TA,N,0,103,0,0,0,0,NA,NA,NA,0,5,2009,WD ,119000
+405,527451320,160,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,112000
+2506,533208050,120,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 ,197000
+2380,528102080,60,RL,72,16387,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Ex,Gd,No,GLQ,1369,Unf,0,369,1738,GasA,Gd,Y,SBrkr,1738,851,0,2589,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,831,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,New,412083
+1565,914465060,20,RL,,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 ,271000
+1727,528188160,120,RL,48,3242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,235,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,136,36,0,0,0,0,NA,NA,NA,0,3,2007,WD ,200000
+1661,527359160,80,RL,64,8991,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,SLvl,7,6,1976,1976,Gable,CompShg,Plywood,Plywood,Stone,130,TA,TA,CBlock,Gd,TA,Gd,GLQ,624,Rec,604,0,1228,GasA,TA,Y,SBrkr,1324,0,0,1324,0,1,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1976,Fin,2,585,TA,TA,Y,407,36,0,0,0,0,NA,NA,NA,0,2,2007,WD ,174000
+1967,535457020,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1098,Rec,154,125,1377,GasA,TA,Y,SBrkr,1377,0,0,1377,1,0,1,0,3,1,TA,6,Typ,2,TA,Attchd,1965,Unf,1,351,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2007,WD ,156500
+2267,916455010,60,RL,,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 ,204000
+1389,905200510,20,RL,,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 ,149350
+2553,534430110,20,RL,,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 ,137000
+1459,907254090,60,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 ,222500
+1739,528222060,60,RL,72,8229,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,22,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,752,752,GasA,Ex,Y,SBrkr,752,752,0,1504,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,12,2007,New,166000
+172,902106130,30,RM,56,4485,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,BLQ,579,Unf,0,357,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,5,Typ,1,Gd,NA,,NA,0,0,NA,NA,P,51,0,135,0,0,0,NA,MnPrv,NA,0,5,2010,WD ,109500
+788,905402070,20,RL,,15635,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,0,2,1,TA,6,Mod,0,NA,Attchd,1980,Unf,2,498,Fa,TA,Y,0,0,90,0,110,0,NA,NA,NA,0,10,2009,WD ,122000
+1979,902110010,30,RM,56,3153,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,0,0,967,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1920,Unf,1,180,Fa,TA,N,0,0,26,0,0,0,NA,NA,NA,0,7,2007,WD ,99900
+1801,528477020,20,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 ,249700
+931,909427200,20,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 ,158500
+2471,531363080,20,RL,74,7733,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,GLQ,24,Unf,0,1118,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,4,50,0,0,0,0,NA,NA,NA,0,1,2006,WD ,139500
+2899,916460070,20,RL,,8098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,1136,BLQ,116,129,1381,GasA,Ex,Y,SBrkr,1403,0,0,1403,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2000,Unf,2,470,TA,TA,Y,0,173,0,0,0,0,NA,NA,NA,0,10,2006,WD ,202000
+2544,534276230,90,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 ,145000
+1386,905200090,90,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 ,108959
+315,916125360,20,RL,,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 ,160000
+1932,535301160,90,RL,70,8078,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,260,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD ,128600
+1660,527359080,60,RL,,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 ,197900
+2353,527358090,85,RL,,9927,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,5,1976,1976,Gable,CompShg,VinylSd,Wd Shng,Stone,252,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1005,Unf,0,42,1047,GasA,TA,Y,SBrkr,1083,0,0,1083,1,0,1,0,2,1,TA,5,Typ,1,Fa,Attchd,1976,RFn,2,596,TA,TA,Y,444,0,40,0,0,0,NA,NA,NA,0,7,2006,WD ,172000
+2139,907202100,20,RL,39,16300,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,4,1977,1977,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,60,BLQ,417,399,876,GasA,TA,Y,SBrkr,907,0,0,907,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1977,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD ,130000
+1585,916460060,20,RL,,7915,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1999,2000,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1223,Unf,0,443,1666,GasA,Ex,Y,SBrkr,1675,0,0,1675,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,435,TA,TA,Y,165,52,0,0,0,0,NA,NA,NA,0,12,2008,WD ,195000
+1602,923250210,20,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 ,113000
+2888,914474020,20,RL,70,9116,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,490,TA,TA,Y,120,100,0,0,0,0,NA,NA,NA,0,5,2006,WD ,209000
+965,916403250,80,RL,125,14419,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,1987,1989,Hip,CompShg,Plywood,Plywood,BrkFace,310,TA,TA,PConc,Gd,TA,Gd,GLQ,904,ALQ,624,117,1645,GasA,Ex,Y,SBrkr,1479,0,0,1479,2,0,2,1,3,1,Gd,7,Min1,1,Fa,Attchd,1987,Fin,2,578,TA,TA,Y,224,238,0,0,0,0,NA,NA,NA,0,7,2009,WD ,213500
+645,535304100,20,RL,67,13070,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,323,631,GasA,TA,Y,FuseA,1112,0,0,1112,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1951,Unf,2,480,TA,TA,Y,0,0,0,0,255,0,NA,NA,NA,0,10,2009,WD ,126000
+789,905450020,20,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,127500
+1015,527252080,120,RL,60,8118,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,PosN,PosN,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,178,Ex,TA,PConc,Ex,TA,Gd,GLQ,1034,Unf,0,676,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,557,TA,TA,Y,156,48,0,0,0,0,NA,NA,NA,0,7,2008,WD ,334000
+1264,535426260,20,RL,,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 ,157000
+1972,535477180,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,110,BLQ,442,312,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,294,TA,TA,Y,58,0,0,0,0,0,NA,NA,NA,0,12,2007,WD ,125500
+1481,907420080,60,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 ,189000
+954,914476380,80,RL,,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 ,173000
+2499,532476050,80,RL,100,14330,Pave,NA,IR1,Low,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,SLvl,7,4,1974,1974,Gable,CompShg,WdShing,Wd Sdng,BrkFace,145,Gd,Fa,CBlock,Gd,TA,Gd,ALQ,1023,BLQ,497,228,1748,GasA,Gd,Y,SBrkr,2151,495,0,2646,1,2,2,0,3,1,Gd,9,Mod,4,TA,Attchd,1974,RFn,2,550,TA,TA,Y,641,100,0,0,0,800,Gd,GdPrv,NA,0,1,2006,WD ,260000
+824,906380050,60,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 ,212000
+2769,907125020,85,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 ,148000
+123,534403360,80,RL,,10600,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1131,644,0,1775,0,0,2,0,3,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,5,2010,COD,136300
+1862,533352075,90,RL,,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 ,190000
+1308,902300110,190,RM,69,9142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,TA,No,Unf,0,Unf,0,797,797,GasA,TA,N,FuseA,830,797,0,1627,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1950,Unf,2,420,Fa,Po,N,192,0,60,0,0,0,NA,NA,NA,0,2,2008,WD ,139500
+1758,528290060,60,RL,,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 ,162000
+2236,910201110,50,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 ,100000
+2912,923225510,20,RL,58,10172,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,423,864,GasA,Ex,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,0,120,0,0,0,0,NA,NA,NA,0,10,2006,WD ,126500
+2093,906201200,60,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 ,301000
+2128,907180040,60,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 ,204750
+679,535451170,90,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 ,90000
+1313,902304060,190,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1920,1960,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,234,Unf,0,739,973,GasA,TA,Y,FuseP,1377,973,0,2350,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1930,Unf,2,393,TA,TA,Y,0,0,219,0,0,0,NA,NA,NA,0,4,2008,WD ,130000
+2534,534201250,60,RL,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,300,TA,TA,CBlock,Gd,Fa,Mn,ALQ,361,Rec,483,56,900,GasA,Ex,Y,SBrkr,884,886,0,1770,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,530,TA,TA,Y,0,60,0,0,270,0,NA,NA,Shed,455,6,2006,WD ,155000
+1273,535453210,20,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 ,155000
+219,905102060,190,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 ,131500
+133,534476260,80,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 ,153000
+38,528112020,20,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 ,306000
+2408,528186100,20,RL,61,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,518,Gd,TA,PConc,Ex,Gd,No,GLQ,1023,Unf,0,663,1686,GasA,Ex,Y,SBrkr,1686,0,0,1686,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,899,TA,TA,Y,266,100,0,0,0,0,NA,NA,NA,0,6,2006,New,332200
+1575,916382120,20,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,293077
+1671,527425025,20,RL,,17199,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,314,Unf,0,600,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,4,Typ,0,NA,Basment,1961,Unf,1,270,Fa,TA,Y,140,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD ,128000
+2000,902401030,40,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 ,152000
+2621,535450180,50,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD ,135000
+1996,902304040,70,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 ,117500
+1976,902106070,50,RM,50,6000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,276,Unf,0,569,845,GasA,TA,Y,SBrkr,866,430,0,1296,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,0,0,175,0,0,0,NA,NA,NA,0,7,2007,WD ,127500
+1861,533350020,20,RL,94,17778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,5,1981,1981,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Gd,ALQ,1632,Rec,829,0,2461,GasA,Gd,Y,SBrkr,2497,0,0,2497,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,1981,RFn,2,676,TA,TA,Y,266,0,0,0,0,0,NA,NA,NA,0,3,2007,WD ,373000
+1600,923228080,160,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,6,9,1970,2007,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,358,Unf,0,188,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,2,1,3,1,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,187,0,0,0,0,0,NA,NA,NA,0,3,2008,WD ,98000
+298,909452114,80,RL,85,19645,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,7,6,1994,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,TA,TA,PConc,Gd,TA,No,GLQ,343,Unf,0,80,423,GasA,Ex,Y,SBrkr,896,756,0,1652,1,0,2,1,3,1,Gd,6,Typ,0,NA,BuiltIn,1994,RFn,2,473,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,203135
+875,907285050,60,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 ,191000
+1205,534276190,20,RL,74,7785,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1014,0,0,1014,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,267,TA,TA,Y,0,0,40,0,200,0,NA,GdWo,NA,0,3,2008,WD ,98000
+763,904301060,90,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,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD ,179000
+512,528439060,20,RL,76,9139,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,TA,Av,GLQ,379,Unf,0,1043,1422,GasA,Ex,Y,SBrkr,1432,0,0,1432,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,492,TA,TA,Y,297,50,0,0,0,0,NA,NA,NA,0,9,2009,WD ,245000
+592,534175080,20,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 ,213250
+1255,535375140,20,RL,60,10122,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,869,0,0,869,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1948,Unf,1,390,Fa,TA,N,0,0,66,0,0,0,NA,GdPrv,NA,0,8,2008,WD ,89900
+355,527162110,60,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 ,185000
+1676,527450030,160,RM,21,2205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,567,TA,TA,CBlock,TA,TA,No,ALQ,312,Unf,0,213,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,2,2007,WD ,113500
+2599,535377070,30,RL,60,10914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,3,3,1929,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,715,715,GasA,Fa,N,FuseP,715,0,0,715,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1967,Unf,2,660,Fa,TA,N,0,0,75,0,112,0,NA,NA,NA,0,8,2006,WD ,68000
+312,914476520,20,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 ,201000
+1124,528477040,60,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 ,226700
+1702,528118050,20,RL,59,17169,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,970,Ex,TA,PConc,Ex,TA,Av,GLQ,1684,Unf,0,636,2320,GasA,Ex,Y,SBrkr,2290,0,0,2290,2,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1174,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,8,2007,New,500067
+2434,528235190,60,RL,59,9171,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,0,848,848,GasA,Ex,Y,SBrkr,848,750,0,1598,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2006,WD ,201490
+1432,907126030,20,RL,65,9750,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,722,Unf,0,268,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,528,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD ,155000
+689,535476110,90,RL,75,8604,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,124,TA,Gd,CBlock,Gd,TA,Av,GLQ,941,Unf,0,0,941,GasA,Gd,Y,SBrkr,941,0,0,941,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1978,Unf,2,564,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2009,WD ,145000
+1349,903235010,70,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 ,128000
+1759,528290170,60,RL,58,9487,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,GLQ,520,Unf,0,395,915,GasA,Ex,Y,SBrkr,940,750,0,1690,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,442,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2007,WD ,187000
+893,908186080,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,Wood,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,0,4,2009,WD ,145500
+944,911104060,30,C (all),60,10200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,GasA,Fa,N,FuseP,572,0,0,572,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,200,TA,TA,N,0,0,72,0,0,0,NA,NA,NA,0,5,2009,WD ,75000
+2109,906382020,20,RL,75,11750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Gd,TA,Mn,GLQ,20,Unf,0,1526,1546,GasA,Ex,Y,SBrkr,1546,0,0,1546,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,796,TA,TA,Y,144,42,0,0,0,0,NA,NA,NA,0,6,2007,WD ,217000
+316,916386010,20,RL,88,11896,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,No,GLQ,78,Unf,0,1258,1336,GasA,Ex,Y,SBrkr,1346,0,0,1346,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2008,Fin,3,660,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2010,WD ,220000
+2529,534129230,60,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 ,165150
+1448,907202160,80,RL,,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 ,147000
+871,907275090,20,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 ,203000
+142,535152150,20,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 ,165500
+1515,909101060,30,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,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD ,67000
+1970,535476360,60,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 ,187000
+572,533221040,160,FV,34,2998,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,507,Unf,0,249,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,8,2009,WD ,180000
+2200,909251040,50,RL,51,6821,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1921,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,113,Unf,0,538,651,GasA,Gd,Y,SBrkr,759,539,0,1298,0,0,2,0,2,1,TA,8,Typ,1,Gd,Detchd,1994,Unf,1,240,TA,TA,P,216,0,168,0,0,0,NA,NA,NA,0,8,2007,WD ,146500
+2147,907252190,20,RL,,11354,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,Gd,GLQ,1412,Unf,0,261,1673,GasA,Ex,Y,SBrkr,1673,0,0,1673,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,583,TA,TA,Y,306,113,0,0,116,0,NA,NA,NA,0,1,2007,WD ,270000
+249,906225210,85,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 ,147000
+162,535450210,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,8,1948,2004,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,481,Rec,174,161,816,GasA,TA,Y,SBrkr,816,408,0,1224,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,280,TA,TA,Y,414,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD ,132000
+664,535383070,50,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 ,105000
+1516,909101180,190,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,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD ,135900
+16,527216070,60,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 ,538000
+1808,531363040,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,55,0,0,0,0,NA,NA,NA,0,10,2007,WD ,147000
+425,528106070,20,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 ,325000
+1372,904100020,20,RL,82,9488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1947,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1046,1046,GasA,Gd,N,SBrkr,1054,0,0,1054,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,240,TA,TA,Y,0,60,122,0,0,0,NA,NA,NA,0,9,2008,WD ,124000
+2495,532378070,20,RL,,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 ,137000
+661,535381040,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1313,1313,GasA,TA,Y,SBrkr,1313,0,1064,2377,0,0,2,0,3,1,Gd,8,Min2,1,TA,Detchd,1954,Unf,2,528,TA,TA,Y,0,0,432,0,0,0,NA,NA,NA,0,6,2009,WD ,142900
+1301,902201140,20,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 ,147000
+396,527404020,20,RL,,7830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1180,1180,GasA,TA,Y,SBrkr,1180,0,0,1180,0,0,1,1,2,1,TA,6,Typ,0,NA,Attchd,1970,RFn,2,477,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,COD,128000
+2663,902328100,75,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,144000
+50,528181050,120,RL,41,7132,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,TA,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,0,4,2010,WD ,205000
+886,908102270,20,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 ,167000
+696,902103170,50,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 ,66500
+2454,528366040,60,RL,,12585,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,420,Gd,TA,PConc,Gd,TA,No,LwQ,247,GLQ,1039,0,1286,GasA,Ex,Y,SBrkr,1565,1234,0,2799,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,3,704,TA,TA,Y,432,136,0,0,0,0,NA,NA,NA,0,10,2006,WD ,315000
+2106,906380140,60,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,155835
+353,527146010,120,RL,57,8013,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,741,Unf,0,846,1587,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,528,TA,TA,Y,52,50,0,0,0,0,NA,NA,NA,0,9,2009,WD ,239500
+441,528120170,20,RL,77,10872,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,122,Gd,TA,PConc,Ex,Gd,Av,GLQ,1037,Unf,0,467,1504,GasA,Ex,Y,SBrkr,1531,0,0,1531,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,700,TA,TA,Y,184,52,0,0,0,0,NA,NA,NA,0,2,2009,WD ,300000
+2270,916455150,20,RL,80,11305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,886,Gd,TA,PConc,Gd,TA,Av,GLQ,1329,Unf,0,593,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,2,1,Gd,6,Typ,1,Ex,Attchd,2002,Fin,3,692,TA,TA,Y,201,64,0,0,0,0,NA,NA,NA,0,4,2007,WD ,282000
+1924,535177020,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,HdBoard,HdBoard,BrkCmn,69,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1144,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD ,120000
+1402,905401045,20,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 ,241500
+1070,528180110,120,RL,58,10110,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,492,Ex,TA,PConc,Gd,TA,No,GLQ,372,Unf,0,1486,1858,GasA,Ex,Y,SBrkr,1866,0,0,1866,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,870,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2008,New,336860
+2696,903456060,30,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 ,91000
+1840,533208030,120,FV,30,5330,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1550,1550,GasA,Ex,Y,SBrkr,1550,0,0,1550,0,0,2,1,2,1,Gd,5,Typ,0,NA,Attchd,2007,Fin,2,528,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2007,New,207500
+1562,911370520,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1474,Unf,0,120,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,7,2008,WD ,250000
+2426,528228545,120,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,167240
+1162,533208140,120,FV,37,3435,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1211,1235,GasA,Ex,Y,SBrkr,1245,0,0,1245,0,0,2,0,1,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,495,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD ,178000
+1874,534178010,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,BLQ,617,Rec,264,171,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Fin,1,311,TA,TA,Y,0,133,0,0,0,0,NA,NA,NA,0,2,2007,COD,127000
+111,534129040,20,RL,,10456,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,GLQ,506,Unf,0,1323,1829,GasA,Gd,Y,SBrkr,1829,0,0,1829,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1967,RFn,2,535,TA,TA,Y,0,76,0,0,0,0,NA,NA,NA,0,5,2010,WD ,218500
+1207,534277070,20,RL,,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 ,135750
+140,535152050,20,RL,70,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,2003,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,1188,Unf,0,292,1480,GasA,Ex,Y,SBrkr,1480,0,0,1480,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,620,TA,TA,Y,252,73,0,0,0,0,NA,MnPrv,Shed,300,2,2010,WD ,214000
+545,531382070,20,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,257000
+1338,903228040,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1937,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,201,LwQ,162,462,825,GasA,Ex,Y,SBrkr,825,672,0,1497,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,2004,Unf,1,672,TA,TA,Y,272,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD ,157000
+2873,910200020,30,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,305,Unf,0,671,976,GasA,TA,N,SBrkr,976,0,0,976,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1942,Unf,1,215,TA,TA,N,160,0,0,0,0,0,NA,NA,NA,0,8,2006,WD ,102000
+924,909277100,30,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 ,163500
+844,907180130,20,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 ,204000
+901,908275110,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,HdBoard,HdBoard,BrkFace,259,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,604,1150,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD ,103500
+2195,909176080,190,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,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD ,200000
+2081,905475270,20,RL,60,5400,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,453,Unf,0,411,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,399,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD ,118000
+2774,907175030,20,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 ,235000
+2573,535151130,90,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 ,132500
+1793,528445070,60,RL,75,8778,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,No,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,528,0,1830,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,859,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,3,2007,WD ,221300
+882,907414020,20,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 ,190000
+2791,907252050,60,RL,,9930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,199,Gd,TA,PConc,Gd,TA,No,GLQ,456,Unf,0,370,826,GasA,Ex,Y,SBrkr,878,884,0,1762,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,Fin,2,591,TA,TA,Y,320,54,0,0,0,0,NA,NA,NA,0,7,2006,WD ,222000
+297,909428280,20,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 ,335000
+509,528431070,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,294,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1614,1614,GasA,Ex,Y,SBrkr,1658,0,0,1658,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,726,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,9,2009,WD ,257500
+1115,528429080,20,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,264132
+773,905105190,20,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 ,130000
+732,903202170,70,RL,50,4960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,7,1930,1982,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,297,297,GasA,Ex,Y,SBrkr,1001,653,0,1654,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1955,Unf,1,336,TA,TA,N,244,60,0,0,0,0,NA,NA,NA,0,5,2009,WD ,137000
+1552,910206110,30,RM,60,7392,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,7,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,TA,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1934,RFn,1,360,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,5,2008,WD ,99500
+226,905107110,90,RL,,7424,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1319,Unf,0,0,1319,GasA,TA,Y,SBrkr,1373,0,0,1373,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1978,Fin,2,591,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD ,160250
+2830,908188120,160,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 ,130000
+2238,910202030,30,RM,46,3672,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,7,1922,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1922,Unf,1,100,Fa,Fa,N,0,0,96,0,0,0,NA,NA,NA,0,9,2007,WD ,75200
+982,923252075,80,RL,62,7706,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1993,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Rec,114,GLQ,270,0,384,GasA,Ex,Y,SBrkr,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1993,Fin,1,429,TA,TA,Y,280,0,0,0,0,0,NA,NA,Shed,700,8,2009,WD ,131250
+1265,535426350,20,RL,,12929,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1993,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,276,TA,TA,CBlock,TA,TA,Gd,GLQ,697,Unf,0,384,1081,GasA,TA,Y,SBrkr,1081,0,0,1081,1,0,1,0,3,1,TA,5,Typ,0,NA,CarPort,1960,Unf,1,401,TA,TA,Y,36,82,0,0,0,0,NA,NA,NA,0,6,2008,WD ,148000
+559,532376070,20,RL,,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,544,Unf,0,480,1024,GasA,Gd,Y,SBrkr,1020,0,0,1020,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,171,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,Oth,124100
+1203,534252090,85,RL,,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 ,178400
+2083,905476160,90,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,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,150000
+2130,907187060,60,RL,43,12352,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,638,Unf,0,215,853,GasA,Ex,Y,SBrkr,853,900,0,1753,1,0,2,1,3,1,TA,7,Typ,1,Fa,Attchd,1998,RFn,2,534,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,3,2007,WD ,217000
+2455,528429060,60,RL,75,12447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,Stone,192,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1116,848,0,1964,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2005,Fin,2,760,TA,TA,Y,200,70,0,0,0,0,NA,NA,NA,0,1,2006,New,252000
+535,531363030,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,GLQ,54,Unf,0,1087,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2006,RFn,2,484,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,6,2009,WD ,152000
+2019,903233140,45,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 ,132000
+2655,902206090,50,RM,56,9576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,310,Unf,0,460,770,GasA,TA,Y,SBrkr,885,297,0,1182,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1945,Unf,1,378,Fa,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2006,WD ,120000
+2391,528120140,60,RL,82,9942,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,385,Ex,TA,PConc,Ex,Gd,Av,GLQ,1290,Unf,0,316,1606,GasA,Ex,Y,SBrkr,1625,466,0,2091,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,2,521,TA,TA,Y,194,84,0,0,0,0,NA,NA,NA,0,5,2006,New,338500
+154,535325400,30,RL,65,7898,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1920,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,985,0,0,985,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,676,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD ,105000
+999,527107210,60,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 ,175000
+1400,905352030,60,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 ,192000
+2807,907401080,60,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 ,195000
+516,528456220,60,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 ,210000
+1753,528250070,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,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,2003,Fin,2,434,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2007,WD ,211000
+734,903226130,50,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 ,128000
+1209,534400060,20,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 ,180500
+1994,902302150,190,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 ,90000
+1901,534431020,45,RL,85,12172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1940,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,PConc,TA,TA,No,LwQ,130,Rec,259,433,822,GasA,TA,Y,SBrkr,908,0,0,908,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,2,512,TA,TA,Y,284,24,0,0,192,0,NA,MnPrv,NA,0,10,2007,WD ,138500
+2413,528218080,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2006,New,169985
+2630,535457070,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1961,1961,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,781,Unf,0,369,1150,GasA,TA,Y,SBrkr,1150,0,0,1150,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,RFn,1,288,TA,TA,Y,0,0,0,0,162,0,NA,NA,NA,0,7,2006,WD ,146000
+1428,906420130,60,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 ,228000
+1271,535453020,20,RL,80,8000,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,PConc,TA,TA,No,BLQ,476,Rec,488,292,1256,GasA,Gd,Y,FuseA,1256,0,0,1256,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,311,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2008,WD ,159000
+2464,528480070,60,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,266000
+2653,902204120,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,145,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,750,0,1566,0,0,1,1,5,1,Gd,7,Typ,0,NA,Detchd,1976,Unf,2,450,TA,TA,Y,24,0,296,0,0,0,NA,MnPrv,NA,0,8,2006,WD ,139000
+1505,908225170,190,RL,56,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,4,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,784,Unf,0,0,784,GasA,TA,N,FuseP,784,0,0,784,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,112,0,0,0,0,0,NA,NA,NA,0,5,2008,WD ,91900
+2110,906382060,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,36,Unf,0,1453,1489,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,674,TA,TA,Y,144,38,0,0,0,0,NA,NA,NA,0,6,2007,WD ,212999
+2386,528116030,20,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 ,326000
+1086,528235020,60,RL,80,9024,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,789,789,GasA,Ex,Y,SBrkr,813,702,0,1515,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2008,WD ,179000
+1574,916380060,20,RL,74,11563,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,258,Gd,TA,PConc,Ex,TA,Gd,GLQ,1036,Unf,0,482,1518,GasA,Ex,Y,SBrkr,1537,0,0,1537,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,3,788,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,4,2008,WD ,294000
+406,527451540,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,Rec,110,LwQ,294,79,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD ,97000
+2757,906382050,60,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,239799
+2559,534455080,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,915,Unf,0,336,1251,GasA,TA,Y,SBrkr,1433,0,0,1433,1,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1961,Unf,2,441,TA,TA,Y,144,0,205,0,0,0,NA,NA,NA,0,6,2006,WD ,161000
+1469,907290150,120,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 ,136500
+407,527451640,160,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 ,118000
+2300,923252080,20,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 ,129500
+731,903201080,50,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 ,205000
+2230,909475070,20,RL,,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,,,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 ,200624
+1688,528102120,20,RL,91,11825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,302,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,856,TA,TA,Y,0,112,0,0,0,0,NA,NA,NA,0,6,2007,New,322400
+880,907410130,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Av,GLQ,1478,Unf,0,100,1578,GasA,Ex,Y,SBrkr,1602,0,0,1602,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,810,TA,TA,Y,0,48,0,0,195,0,NA,NA,NA,0,1,2009,WD ,293200
+1074,528186080,120,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 ,266000
+771,905103040,60,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 ,172500
+724,902405100,50,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 ,124900
+730,903201020,30,RL,,6615,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,6,1923,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1022,1022,GasA,TA,N,FuseA,1432,0,0,1432,0,0,1,0,3,1,Gd,6,Typ,1,Gd,BuiltIn,1923,Unf,1,216,Fa,TA,Y,266,61,0,0,0,0,NA,GdWo,NA,0,9,2009,WD ,149000
+273,907414030,20,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 ,185500
+2793,907255010,20,RL,,11088,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,872,Unf,0,476,1348,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2002,Unf,2,418,TA,TA,Y,68,166,0,0,0,0,NA,NA,NA,0,6,2006,WD ,220000
+1789,528439050,20,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,225000
+1900,534430090,20,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 ,124000
+677,535450160,90,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 ,92900
+747,903236040,30,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,LwQ,134,Unf,0,938,1072,GasA,TA,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1982,Unf,5,1184,Fa,TA,P,0,0,105,0,0,0,NA,NA,NA,0,8,2009,WD ,126500
+1038,527425035,20,RL,,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,111250
+1763,528326060,60,RL,,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 ,248000
+1283,535477090,20,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1117,0,0,1117,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,COD,136870
+2803,907290160,120,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,717,Unf,0,131,848,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,0,4,2006,WD ,133000
+1927,535180030,20,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 ,135000
+1036,527402130,20,RL,68,10295,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,TA,Mn,Rec,252,Unf,0,684,936,GasA,TA,Y,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1969,Unf,1,288,TA,TA,Y,16,0,0,0,0,0,NA,NA,NA,0,9,2008,COD,111900
+1237,535151160,20,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 ,140000
+1375,904101170,50,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 ,134432
+1643,527256040,20,RL,81,13870,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,250,Ex,TA,PConc,Ex,TA,Gd,GLQ,1152,Unf,0,590,1742,GasA,Ex,Y,SBrkr,2042,0,0,2042,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,724,TA,TA,Y,240,52,0,0,174,0,NA,NA,NA,0,10,2007,New,455000
+2453,528365090,60,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 ,290000
+2129,907187040,60,RL,47,10820,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,342,Unf,0,646,988,GasA,Ex,Y,SBrkr,988,885,0,1873,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,RFn,2,597,TA,TA,Y,202,123,0,0,0,0,NA,NA,NA,0,3,2007,WD ,235500
+2640,902104020,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1900,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,940,476,0,1416,0,1,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1956,Unf,2,400,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2006,WD ,156500
+2437,528275060,60,RL,,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 ,172400
+1123,528462040,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,,,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,182000
+2398,528150080,20,RL,121,13758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,Ex,TA,PConc,Ex,TA,Gd,GLQ,1232,Unf,0,560,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,925,TA,TA,Y,204,49,0,0,0,0,NA,NA,NA,0,3,2006,New,372397
+1420,906204280,60,RL,,9771,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1995,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,190,Gd,TA,PConc,Gd,TA,No,LwQ,779,Unf,0,298,1077,GasA,Ex,Y,SBrkr,1093,1721,0,2814,0,1,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1995,Fin,2,614,TA,TA,Y,48,32,0,0,216,0,NA,GdPrv,NA,0,6,2008,WD ,260000
+2693,903454020,30,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,4,1919,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,610,610,GasA,Ex,N,FuseA,819,0,0,819,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD ,72000
+1370,903481100,190,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,3,3,1915,1950,Gable,CompShg,AsphShn,AsphShn,None,0,Fa,Fa,PConc,TA,Fa,No,Unf,0,Unf,0,536,536,GasA,Ex,N,FuseF,808,536,0,1344,0,0,2,0,3,2,TA,8,Typ,0,NA,NA,,NA,0,0,NA,NA,N,42,0,204,0,0,0,NA,NA,NA,0,5,2008,WD ,82375
+392,527378140,80,RL,,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,158000
+1351,903236010,50,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 ,127000
+246,906201120,20,RL,83,11980,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1Story,7,5,1987,1987,Gable,CompShg,Plywood,Plywood,BrkFace,177,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1433,Unf,0,0,1433,GasA,Ex,Y,SBrkr,1433,0,0,1433,1,0,1,1,1,1,Gd,4,Typ,2,TA,Attchd,1987,RFn,2,528,Gd,Gd,Y,0,278,0,0,266,0,NA,MnPrv,NA,0,6,2010,WD ,270000
+802,906201130,50,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 ,316600
+1404,905402090,80,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 ,177000
+803,906203120,20,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 ,271900
+1595,923225150,160,RM,,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 ,115000
+1319,902330010,70,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,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD ,122000
+2231,909475230,20,RL,70,18044,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,8,5,1986,1986,Gable,CompShg,WdShing,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,279,279,GasA,Gd,Y,SBrkr,2726,0,0,2726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,1986,Fin,2,691,Gd,Gd,Y,216,64,169,0,0,228,Ex,NA,NA,0,8,2007,WD ,315000
+2162,907410050,60,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 ,213500
+2622,535451190,20,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 ,109500
+1300,902201120,20,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 ,115000
+2505,533206040,120,FV,34,3628,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2004,RFn,2,588,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,5,2006,WD ,176400
+582,534127170,20,RL,,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 ,185750
+1458,907254020,60,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 ,230000
+281,908203100,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1958,Hip,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD ,90000
+1499,908154235,60,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,160000
+2298,923230180,85,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 ,129500
+2580,535180020,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,914,Unf,0,210,1124,GasA,Ex,Y,SBrkr,1124,0,0,1124,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1956,Fin,1,353,TA,TA,Y,0,211,180,0,142,0,NA,NA,NA,0,5,2006,WD ,153000
+568,533210020,160,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,173733
+1807,531363020,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,136,0,0,0,0,NA,NA,NA,0,6,2007,New,146000
+129,534431070,50,RL,120,17360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,Stone,340,TA,Gd,CBlock,TA,TA,No,Rec,300,Unf,0,482,782,GasA,TA,Y,SBrkr,1019,537,0,1556,0,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,2,470,TA,TA,Y,0,0,150,0,0,0,NA,NA,NA,0,1,2010,WD ,172500
+2294,923229100,80,RL,,15957,Pave,NA,IR1,Low,AllPub,Corner,Mod,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,96,1244,GasA,TA,Y,SBrkr,1356,0,0,1356,2,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,528,TA,TA,Y,1424,0,0,0,0,0,NA,MnPrv,NA,0,9,2007,WD ,188000
+1860,533254130,20,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 ,181500
+839,907131090,60,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,212000
+2349,527355060,60,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,68,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,945,945,GasA,TA,Y,SBrkr,945,912,0,1857,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1978,RFn,2,482,TA,TA,Y,400,105,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD ,188900
+1903,534450110,20,RL,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,3,1946,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,Fa,Fa,No,LwQ,299,Unf,0,367,666,GasA,Fa,N,SBrkr,666,0,0,666,0,1,1,0,2,1,Gd,4,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,52,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD ,64500
+234,905352140,60,RL,,17082,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,6,5,1978,1992,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,PConc,Gd,TA,Av,ALQ,964,Unf,0,153,1117,GasA,Ex,Y,SBrkr,1117,864,0,1981,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,Fin,2,522,TA,TA,Y,336,104,0,0,0,0,NA,NA,NA,0,5,2010,WD ,230000
+2172,908127060,50,RL,74,16287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,130,BLQ,105,666,901,GasA,TA,Y,SBrkr,901,450,0,1351,1,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1975,Unf,2,576,TA,TA,N,0,0,43,0,100,0,NA,NA,NA,0,7,2007,WD ,122000
+2588,535325340,20,RL,65,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,488,Unf,0,517,1005,GasA,Ex,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1956,Unf,1,319,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,7,2006,WD ,133500
+1289,902105020,50,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 ,256000
+1596,923225200,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,318,Unf,0,232,550,GasA,TA,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1976,Unf,1,336,TA,TA,Y,92,26,0,0,0,0,NA,NA,NA,0,5,2008,WD ,129500
+264,907250030,20,RL,80,10389,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,CemntBd,CmentBd,BrkFace,320,Gd,TA,PConc,Gd,TA,No,GLQ,1682,Unf,0,296,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,RFn,3,850,TA,TA,Y,188,25,0,0,0,0,NA,NA,NA,0,5,2010,WD ,318000
+451,528172060,20,RL,70,9658,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,383,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1598,1598,GasA,Gd,Y,SBrkr,1606,0,0,1606,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,871,TA,TA,Y,230,60,0,0,0,0,NA,NA,NA,0,7,2009,WD ,255900
+536,531363050,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD ,143500
+43,528138020,20,RL,79,14122,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,240,Gd,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1794,1822,GasA,Ex,Y,SBrkr,1822,0,0,1822,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,678,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,2,2010,WD ,259000
+2223,909428120,20,RL,,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,217000
+2009,903206170,50,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 ,210000
+394,527402220,20,RL,,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 ,148500
+1738,528222050,60,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,156932
+1196,534225110,90,RL,72,11072,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1728,1728,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 ,145000
+828,906380210,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,902,Unf,0,380,1282,GasA,Ex,Y,SBrkr,1290,0,0,1290,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,662,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2009,WD ,200000
+1694,528106110,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,400,Ex,TA,PConc,Ex,TA,Gd,GLQ,1430,Unf,0,564,1994,GasA,Ex,Y,SBrkr,2046,0,0,2046,1,0,2,1,2,1,Ex,7,Typ,2,Gd,Attchd,2005,Fin,3,878,TA,TA,Y,188,65,0,0,175,0,NA,NA,NA,0,8,2007,WD ,450000
+571,533213040,160,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 ,172500
+1192,534177180,60,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 ,240000
+1806,528482090,60,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 ,340000
+962,916386140,20,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 ,201000
+2142,907203110,20,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 ,122000
+1648,527302090,20,RL,93,12299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1978,1985,Gable,CompShg,Plywood,Plywood,Stone,67,TA,TA,CBlock,Gd,TA,No,GLQ,1328,Unf,0,201,1529,GasA,TA,Y,SBrkr,1664,0,0,1664,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1978,Fin,2,663,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD ,213000
+618,534475250,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkComm,Brk Cmn,None,0,Gd,TA,CBlock,TA,TA,No,Rec,1173,Unf,0,507,1680,GasA,TA,Y,SBrkr,1691,0,0,1691,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Unf,2,550,Gd,TA,Y,0,67,260,0,0,0,NA,MnPrv,NA,0,4,2009,WD ,175000
+2108,906380200,20,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,195400
+772,905103070,20,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,172,TA,TA,CBlock,TA,TA,No,BLQ,527,Unf,0,525,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1984,Fin,1,668,TA,TA,Y,0,215,0,0,0,0,NA,NA,NA,0,4,2009,WD ,113500
+2672,903202120,50,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 ,140200
+2492,532376180,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,162,Rec,270,450,882,GasA,TA,Y,SBrkr,909,0,0,909,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,294,TA,TA,Y,0,155,0,0,0,0,NA,MnPrv,NA,0,11,2006,COD,116000
+2903,921205050,20,RL,88,11577,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,382,Ex,TA,PConc,Gd,TA,Gd,GLQ,1455,Unf,0,383,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Ex,9,Typ,1,Gd,Attchd,2005,Fin,3,682,TA,TA,Y,161,225,0,0,0,0,NA,NA,NA,0,9,2006,New,359900
+2783,907201160,60,RL,50,8340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,BrkFace,62,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,166,675,GasA,TA,Y,SBrkr,686,702,0,1388,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,317,TA,TA,Y,406,36,0,0,0,0,NA,NA,NA,0,12,2006,WD ,157500
+786,905401100,20,RL,,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,190000
+740,903230100,30,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 ,100000
+2546,534403280,20,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 ,160000
+851,907194160,20,RL,65,10739,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,GLQ,1259,Unf,0,172,1431,GasA,Ex,Y,SBrkr,1444,0,0,1444,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,577,TA,TA,Y,144,40,0,0,0,0,NA,NA,NA,0,4,2009,WD ,203000
+1833,533120030,60,RL,,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 ,302000
+76,531451110,120,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 ,143000
+2151,907270040,60,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 ,267000
+1880,534252070,90,RL,,10899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,8,Typ,0,NA,CarPort,1964,Unf,3,530,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD ,103000
+2907,923203100,120,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 ,153500
+1831,532479120,85,RL,,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 ,171000
+2836,908227030,50,RL,62,8707,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1093,1093,GasA,TA,N,FuseF,1093,576,0,1669,0,0,1,1,4,1,TA,9,Min2,0,NA,Attchd,1924,Unf,1,288,Fa,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,5,2006,WD ,107000
+1955,535403030,20,RL,66,8300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,86,TA,TA,CBlock,TA,TA,Mn,Rec,952,Unf,0,0,952,GasA,Gd,Y,SBrkr,952,0,0,952,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD ,128500
+1926,535179120,20,RL,72,9770,Pave,NA,Reg,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,512,Unf,0,410,922,GasA,TA,Y,FuseA,922,0,0,922,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1957,Unf,1,308,TA,TA,Y,0,34,0,0,0,0,NA,GdWo,NA,0,4,2007,WD ,116000
+2924,923250060,20,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 ,160000
+1003,527145090,120,RL,39,5070,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1280,1280,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,506,TA,TA,Y,0,82,0,0,144,0,NA,NA,NA,0,8,2008,WD ,180000
+1667,527404050,20,RL,66,7920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,CBlock,TA,TA,No,ALQ,81,GLQ,619,214,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,3,1,Ex,5,Typ,0,NA,Attchd,1970,RFn,1,368,TA,Gd,Y,120,0,0,0,0,0,NA,NA,NA,0,10,2007,WD ,133000
+2905,923202025,90,RM,78,7020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,200,TA,Gd,PConc,Gd,TA,Gd,GLQ,1243,Unf,0,45,1288,GasA,Gd,Y,SBrkr,1368,0,0,1368,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2006,WD ,215000
+921,909276110,70,RL,,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 ,177500
+1780,528431030,20,RL,76,10612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Mn,GLQ,28,Unf,0,1496,1524,GasA,Gd,Y,SBrkr,1534,0,0,1534,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,484,TA,TA,Y,168,46,0,0,0,0,NA,NA,NA,0,1,2007,WD ,215000
+746,903234220,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,273,Unf,0,679,952,GasA,TA,Y,FuseA,994,588,0,1582,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1938,Unf,1,250,Fa,TA,Y,189,0,34,150,0,0,NA,NA,NA,0,2,2009,WD ,150000
+254,906402200,60,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 ,320000
+606,534400050,20,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 ,167000
+2703,904301410,30,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1032,0,0,1032,0,0,1,0,2,1,TA,6,Typ,1,TA,Detchd,1939,Unf,1,260,TA,TA,Y,0,0,121,0,0,0,NA,NA,NA,0,6,2006,WD ,125000
+1306,902207120,20,RM,103,12205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,1,1949,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Gd,Y,SBrkr,1588,0,0,1588,0,0,2,0,5,1,TA,6,Maj2,0,NA,NA,,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD ,65000
+2102,906380010,20,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,200141
+1784,528435010,20,RL,85,9965,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,0,0,1528,0,0,3,2,3,1,Gd,6,Typ,1,TA,Attchd,2007,Unf,2,480,TA,TA,Y,0,228,0,0,0,0,NA,NA,NA,0,9,2007,New,235876
+941,910204050,70,RM,50,8660,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1900,1993,Gambrel,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,760,760,GasA,Ex,N,SBrkr,928,928,312,2168,0,0,2,0,5,1,Gd,11,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,467,160,78,0,0,0,NA,NA,NA,0,12,2009,WD ,123000
+2699,904100030,50,RL,82,12375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,41,TA,Fa,CBlock,TA,TA,No,BLQ,329,Unf,0,477,806,GasA,TA,Y,SBrkr,1081,341,0,1422,1,0,1,0,3,1,TA,7,Typ,1,TA,Detchd,1951,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD ,137500
+2127,907135180,20,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD ,123600
+2607,535401140,20,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 ,160000
+1754,528275035,60,RL,,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 ,181000
+1367,903475020,20,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 ,125000
+580,534125080,60,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 ,154000
+341,924152030,60,RL,74,12961,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,Mn,GLQ,944,Unf,0,208,1152,GasA,Ex,Y,SBrkr,1152,645,0,1797,1,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1993,Fin,2,616,TA,TA,Y,162,312,0,0,0,0,NA,NA,NA,0,3,2010,WD ,231000
+26,527403020,20,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 ,142000
+2667,902400110,75,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 ,475000
+2884,911370430,120,RM,41,5748,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Ex,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1778,0,0,1778,2,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2005,Fin,2,495,TA,TA,Y,123,53,0,0,153,0,NA,NA,NA,0,2,2006,New,375000
+28,527425090,20,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,115000
+531,528488100,20,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 ,185000
+2189,908228010,40,RL,62,10042,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,144,ALQ,278,238,660,GasA,TA,Y,SBrkr,740,125,0,865,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,84,0,0,0,NA,NA,NA,0,8,2007,WD ,108500
+2508,533212110,160,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 ,147400
+573,533223030,160,FV,35,3768,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,549,Unf,0,142,691,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,0,9,2009,WD ,156000
+1363,903455030,50,RM,,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1915,1978,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,880,880,GasA,Gd,Y,SBrkr,880,428,0,1308,0,0,2,0,2,1,TA,6,Typ,0,NA,Detchd,1950,Unf,2,400,Fa,Fa,Y,0,0,117,0,0,0,NA,NA,NA,0,4,2008,WD ,120000
+487,528290030,80,RL,61,9734,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,241,Rec,113,30,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2004,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD ,167000
+1083,528228445,120,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 ,191000
+1620,527110130,80,RL,56,8872,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,754,630,0,1384,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1997,Fin,2,390,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD ,161500
+1929,535181140,20,RL,70,12198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,780,Unf,0,424,1204,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,1,0,3,1,TA,7,Typ,1,TA,Attchd,1955,RFn,1,310,TA,TA,Y,278,82,0,0,0,0,NA,NA,NA,0,6,2007,COD,130000
+1820,532354010,20,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 ,132500
+1398,905300020,80,RL,,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1970,1970,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,Av,ALQ,704,Unf,0,160,864,GasA,Ex,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,Gd,5,Typ,0,NA,2Types,1979,Unf,3,912,TA,TA,Y,143,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD ,144000
+2177,908152180,90,RL,,9555,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,2Story,5,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1100,1133,0,2233,0,0,2,1,5,2,TA,11,Typ,0,NA,Attchd,1979,Fin,2,579,TA,Gd,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD ,141000
+2144,907227100,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,8,1972,2006,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,385,Unf,0,0,385,GasA,Gd,Y,SBrkr,875,0,0,875,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1975,Unf,2,728,TA,TA,Y,352,0,0,0,0,0,NA,NA,NA,0,10,2007,WD ,117000
+2697,903456090,190,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,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD ,84500
+1403,905401060,20,RL,,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 ,256000
+596,534226120,20,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 ,117500
+922,909276200,50,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 ,160000
+2065,905201080,20,RL,81,14175,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Sawyer,PosA,Norm,1Fam,1Story,5,5,1956,1998,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,386,ALQ,522,332,1240,GasA,Gd,Y,SBrkr,1375,0,0,1375,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1956,Unf,1,323,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD ,187000
+1710,528166150,60,RL,110,14277,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Ex,TA,Mn,GLQ,938,Unf,0,379,1317,GasA,Ex,Y,SBrkr,1217,1168,0,2385,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,Fin,3,818,TA,TA,Y,192,228,0,0,0,0,NA,NA,NA,0,1,2007,WD ,350000
+1034,527401130,90,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,Mn,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,Detchd,1982,Unf,2,480,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD ,133000
+1057,528110110,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Ex,TA,Gd,GLQ,1728,BLQ,495,195,2418,GasA,Ex,Y,SBrkr,2464,0,0,2464,1,0,2,1,4,1,Ex,9,Typ,1,Ex,Attchd,2007,Fin,3,650,TA,TA,Y,358,78,0,0,0,0,NA,NA,NA,0,8,2008,WD ,417500
+470,528228295,120,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 ,175900
+819,906340100,20,RL,84,10933,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2009,2009,Hip,CompShg,VinylSd,VinylSd,Stone,242,Ex,TA,PConc,Ex,TA,Gd,GLQ,1021,Unf,0,534,1555,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,1,1,1,1,Ex,8,Typ,1,Gd,Attchd,2009,Fin,3,1138,TA,TA,Y,185,24,0,0,0,0,NA,NA,NA,0,7,2009,New,323262
+2160,907405130,20,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 ,185000
+2552,534430050,30,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,574,Unf,0,242,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1949,Unf,1,240,TA,TA,Y,228,0,40,0,0,0,NA,MnPrv,NA,0,7,2006,WD ,129800
+41,528120100,20,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,220000
+742,903231030,50,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 ,133000
+686,535454100,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,4,7,1949,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,832,629,0,1461,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1949,Unf,1,384,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,8,2009,WD ,133500
+314,914478110,90,RL,,12760,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,No,Unf,0,Unf,0,1958,1958,GasA,TA,Y,SBrkr,2048,0,0,2048,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1976,Unf,2,776,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,ConLD,170000
+1630,527165170,60,RL,,7655,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,903,903,GasA,Gd,Y,SBrkr,910,732,0,1642,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,392,TA,TA,Y,290,84,0,0,0,0,NA,NA,NA,0,7,2007,WD ,168000
+191,902403070,70,RM,60,10560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1922,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Rec,283,Unf,0,455,738,GasA,Ex,Y,SBrkr,868,602,0,1470,0,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1970,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,140750
+1626,527162140,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,957,1342,0,2299,0,0,3,1,5,1,TA,7,Typ,1,TA,Attchd,1999,Fin,2,482,TA,TA,Y,188,30,0,0,0,0,NA,NA,NA,0,8,2007,WD ,204000
+59,528292020,60,RL,,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 ,222500
+2632,535478010,85,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 ,134500
+1835,533205110,120,FV,45,4379,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,851,Unf,0,527,1378,GasA,Ex,Y,SBrkr,1378,0,0,1378,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,540,TA,TA,Y,160,56,0,0,0,0,NA,NA,NA,0,7,2007,WD ,214000
+2675,903229040,190,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 ,119900
+1503,908201120,90,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD ,118000
+1963,535452060,20,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 ,135000
+1352,903400180,50,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 ,207000
+1519,909175100,50,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 ,136500
+1305,902205140,20,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 ,107900
+2014,903231090,50,RM,,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1938,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,52,Unf,0,809,861,GasA,Gd,Y,SBrkr,861,548,0,1409,1,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1968,Unf,2,528,TA,TA,Y,225,0,84,0,0,0,NA,NA,NA,0,3,2007,WD ,126000
+1,526301100,20,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 ,215000
+1052,528102110,60,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,426000
+622,534478230,20,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 ,147000
+913,909251050,30,RL,64,8574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1916,2000,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1232,0,0,1232,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Detchd,1916,Unf,2,440,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,10,2009,WD ,147500
+1058,528114040,20,RL,104,14418,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,480,Ex,TA,PConc,Ex,TA,Gd,GLQ,1375,Unf,0,575,1950,GasA,Ex,Y,SBrkr,1950,0,0,1950,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,706,TA,TA,Y,156,207,0,0,0,0,NA,NA,NA,0,5,2008,WD ,383000
+2348,527354040,20,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 ,241500
+1527,909252220,50,RL,63,15564,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1914,1995,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,588,0,1264,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,400,TA,TA,Y,424,0,0,0,0,0,NA,NA,Shed,400,1,2008,WD ,147500
+1011,527208010,60,RL,101,13543,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,130,Gd,TA,PConc,Ex,TA,Gd,GLQ,16,Unf,0,1152,1168,GasA,Ex,Y,SBrkr,1168,1332,0,2500,0,0,3,1,5,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,683,TA,TA,Y,192,32,0,0,0,0,NA,NA,NA,0,7,2008,WD ,355000
+1332,903225050,45,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,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD ,109500
+709,902205010,30,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseA,612,0,0,612,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1965,Unf,1,308,TA,Fa,N,0,0,25,0,0,0,NA,NA,NA,0,10,2009,WD ,45000
+209,904100140,70,RL,,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,244400
+619,534476150,20,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 ,167000
+2150,907262020,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,214,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,869,0,1729,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,Fin,2,542,TA,TA,Y,386,63,0,0,0,0,NA,NA,NA,0,8,2007,WD ,200000
+2704,904302020,30,RL,50,5220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,3,1936,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,830,830,GasA,Gd,Y,SBrkr,879,0,0,879,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1936,Unf,1,180,TA,TA,P,0,108,0,0,0,0,NA,NA,NA,0,1,2006,WD ,80000
+2839,908275220,20,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 ,115000
+1242,535178060,20,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 ,139000
+2714,905107070,60,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 ,149500
+799,905480210,70,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 ,108000
+1260,535383100,190,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,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD ,106250
+2107,906380160,20,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 ,194000
+2486,532351060,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,4,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,51,TA,TA,CBlock,TA,TA,No,LwQ,36,Unf,0,952,988,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD ,129500
+1911,535101150,90,RL,63,8668,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1968,Unf,3,792,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD ,126000
+896,908225290,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,Mn,Rec,1078,Unf,0,0,1078,GasA,TA,Y,FuseA,1368,0,0,1368,1,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1950,RFn,1,195,TA,TA,Y,0,41,211,0,0,0,NA,NA,Shed,900,6,2009,WD ,120000
+272,907410080,20,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 ,213000
+2521,533253090,120,RL,40,3874,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Greens,Norm,Norm,TwnhsE,1Story,8,5,1980,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,807,Unf,0,419,1226,GasA,TA,Y,SBrkr,1226,0,0,1226,1,0,1,0,1,1,Gd,4,Typ,1,Fa,Attchd,1980,Fin,2,484,TA,TA,Y,133,78,0,0,0,0,NA,NA,NA,0,7,2006,WD ,190000
+2324,527158020,20,RL,,8076,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,GLQ,705,Unf,0,455,1160,GasA,Gd,Y,SBrkr,1169,0,0,1169,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1993,Fin,2,402,TA,TA,Y,0,26,0,0,144,0,NA,MnPrv,NA,0,7,2006,WD ,183500
+1953,535402140,80,RL,93,10090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,7,5,1963,1999,Gable,CompShg,Plywood,Plywood,BrkFace,364,TA,TA,CBlock,TA,TA,Av,Rec,242,ALQ,483,0,725,GasA,TA,Y,SBrkr,1035,616,0,1651,0,1,2,0,4,1,TA,6,Typ,2,TA,BuiltIn,1963,Unf,1,276,TA,TA,Y,460,46,0,0,165,0,NA,MnPrv,NA,0,10,2007,WD ,172000
+887,908102290,20,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 ,100000
+1479,907418010,20,RL,85,11058,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,212,Gd,TA,PConc,Gd,TA,No,GLQ,56,Unf,0,1508,1564,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,3,814,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,2,2008,WD ,218836
+1317,902326060,190,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 ,163000
+1750,528235170,20,RL,59,10936,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1510,1510,GasA,Ex,Y,SBrkr,1525,0,0,1525,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,534,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,4,2007,New,206580
+2815,907420070,60,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,163990
+2692,903452090,70,RM,60,7518,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,8,1910,2004,Gable,CompShg,AsbShng,Plywood,None,0,Fa,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,396,396,GasA,Gd,Y,SBrkr,665,665,0,1330,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2001,Unf,1,390,TA,TA,N,0,72,45,0,0,0,NA,MnPrv,NA,0,7,2006,WD ,116500
+1090,528240050,60,RL,,8010,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2003,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,BuiltIn,2002,Fin,2,400,TA,TA,Y,138,48,0,0,0,0,NA,NA,NA,0,7,2008,WD ,188000
+1912,535102010,85,RL,,10050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,6,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,87,TA,TA,CBlock,TA,TA,Av,GLQ,602,Unf,0,191,793,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,1,2,0,3,1,TA,6,Typ,1,TA,Basment,1966,Fin,2,432,TA,TA,Y,140,40,0,0,0,0,NA,NA,NA,0,6,2007,WD ,175000
+1634,527184020,120,RL,38,4740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,248,Unf,0,918,1166,GasA,Gd,Y,SBrkr,1179,0,0,1179,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1988,RFn,2,480,TA,TA,Y,0,108,0,0,135,0,NA,NA,NA,0,10,2007,WD ,182000
+1974,902100010,30,RM,60,6978,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1926,1980,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,850,850,GasA,TA,Y,SBrkr,960,0,0,960,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1981,RFn,2,576,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,4,2007,WD ,103000
+1764,528327060,20,RL,,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 ,466500
+634,535154130,20,RL,66,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1959,1998,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,708,Unf,0,280,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,Unf,1,297,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,6,2009,WD ,149500
+1683,527455030,120,RL,24,2304,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,632,Unf,6,423,1061,GasA,TA,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1978,Unf,1,319,TA,TA,Y,108,32,0,0,0,0,NA,NA,NA,0,4,2007,WD ,142500
+2199,909251030,30,RL,54,7223,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1926,1950,Hip,CompShg,Stucco,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,319,Unf,0,971,1290,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,0,0,64,0,0,0,NA,MnPrv,NA,0,4,2007,WD ,136500
+2789,907230240,160,RH,,3612,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Landmrk,Norm,Norm,Twnhs,2Story,6,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,292,630,GasA,Ex,Y,SBrkr,630,690,0,1320,0,0,2,1,3,1,TA,5,Typ,0,NA,Detchd,1993,Unf,2,484,TA,TA,Y,0,48,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD ,137000
+1018,527301245,20,RL,63,12680,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1988,1988,Gable,CompShg,Plywood,Wd Sdng,BrkFace,102,Gd,TA,CBlock,Gd,Gd,Mn,GLQ,983,Unf,0,692,1675,GasA,Ex,Y,SBrkr,1688,0,0,1688,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,1988,RFn,2,528,TA,TA,Y,0,48,0,0,141,0,NA,NA,NA,0,6,2008,WD ,226500
+14,527180040,20,RL,85,10176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,637,Unf,0,663,1300,GasA,Gd,Y,SBrkr,1341,0,0,1341,1,0,1,1,2,1,Gd,5,Typ,1,Po,Attchd,1990,Unf,2,506,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2010,WD ,171500
+2782,907200170,80,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 ,132500
+2626,535454050,90,RL,,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 ,87500
+1175,533234020,60,FV,79,10646,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,TA,TA,PConc,TA,TA,No,GLQ,681,Unf,0,177,858,GasA,Ex,Y,SBrkr,872,917,0,1789,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2001,Fin,2,546,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD ,223000
+1232,535105060,20,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,174000
+2590,535325450,20,RL,85,15428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1951,1991,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,741,Unf,0,143,884,GasA,Ex,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1951,Fin,1,270,TA,TA,Y,0,0,0,0,195,0,NA,NA,NA,0,6,2006,WD ,142000
+2463,528477030,20,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,232600
+2358,527377030,20,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 ,181000
+2911,923225260,160,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 ,151400
+1699,528112150,20,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 ,250000
+115,534152100,60,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 ,196500
+1998,902330090,75,RM,75,13500,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,8,1879,1987,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,819,819,GasA,TA,Y,FuseA,1312,1142,0,2454,0,0,2,0,3,1,TA,8,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,N,0,148,150,0,0,0,NA,MnPrv,NA,0,2,2007,WD ,185000
+589,534129380,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,Av,BLQ,955,Unf,0,261,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD ,113000
+1641,527252070,20,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,392000
+2821,908103320,90,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD ,127500
+1846,533221060,160,FV,24,2117,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,417,Unf,0,339,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2007,WD ,177000
+1805,528482030,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,353,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1285,0,2443,0,0,2,1,4,1,Gd,9,Min2,1,Gd,BuiltIn,2004,RFn,3,744,TA,TA,Y,193,127,0,0,0,0,NA,NA,NA,0,6,2007,WD ,265000
+1853,533244040,60,FV,106,8413,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Ex,TA,Mn,GLQ,901,Unf,0,319,1220,GasA,Ex,Y,SBrkr,1220,1142,0,2362,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1998,RFn,2,1105,Gd,TA,Y,147,0,36,0,144,0,NA,NA,NA,0,6,2007,WD ,312500
+1321,902401120,75,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 ,325000
+564,532478020,20,RL,,15676,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,8,1980,1980,Gable,CompShg,VinylSd,VinylSd,BrkFace,115,Gd,Gd,CBlock,Gd,Gd,Gd,ALQ,1733,Rec,92,189,2014,GasA,Gd,Y,SBrkr,2014,0,0,2014,1,0,2,0,2,1,Gd,6,Maj1,2,Gd,Attchd,1980,RFn,3,864,TA,TA,Y,462,0,0,255,0,0,NA,MnPrv,NA,0,4,2009,WD ,275000
+1771,528358040,60,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 ,290000
+90,532479070,20,RL,39,15410,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,6,6,1974,2002,Hip,CompShg,Plywood,Plywood,BrkCmn,250,TA,Gd,CBlock,TA,TA,Gd,BLQ,126,GLQ,859,223,1208,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1974,Fin,2,461,TA,TA,Y,296,0,186,0,0,0,NA,GdPrv,NA,0,4,2010,WD ,169000
+2684,903235020,30,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 ,89000
+13,527166040,60,RL,63,8402,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,No,Unf,0,Unf,0,789,789,GasA,Gd,Y,SBrkr,789,676,0,1465,0,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1998,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,WD ,180400
+445,528142130,20,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,,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 ,284000
+1914,535106140,20,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,114500
+2811,907410110,20,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,212900
+850,907194110,20,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 ,187100
+1844,533213140,160,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 ,176000
+2225,909428340,20,RL,,21579,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1968,1968,Hip,CompShg,HdBoard,BrkFace,None,0,TA,TA,PConc,Gd,TA,No,BLQ,813,Unf,0,675,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,0,1,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1968,RFn,2,552,TA,TA,Y,0,0,216,0,0,0,NA,NA,NA,0,9,2007,CWD,215000
+1477,907412080,60,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 ,185900
+399,527405160,20,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 ,120500
+2431,528231050,60,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 ,192140
+1605,923277030,20,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 ,130500
+897,908225370,50,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 ,98000
+1426,906412010,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,2085,Unf,0,186,2271,GasA,Ex,Y,SBrkr,2276,0,0,2276,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2008,RFn,3,1348,Gd,TA,Y,0,0,70,0,255,0,NA,NA,NA,0,6,2008,WD ,475000
+2240,910204090,30,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 ,67000
+1706,528144050,60,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,325624
+2252,914460110,20,RL,44,12864,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1392,Unf,0,17,1409,GasA,Ex,Y,SBrkr,1409,0,0,1409,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2002,RFn,2,576,TA,TA,Y,0,144,0,0,145,0,NA,NA,NA,0,7,2007,WD ,245000
+1136,531375110,20,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 ,159000
+1877,534204120,20,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 ,156000
+424,528106020,20,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 ,555000
+1182,533251120,20,RL,,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 ,162500
+2750,906225180,90,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,SFoyer,6,8,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,LwQ,261,GLQ,1083,0,1344,GasA,Gd,Y,SBrkr,1440,0,0,1440,2,0,2,0,2,2,Gd,8,Typ,0,NA,Attchd,1993,Unf,4,920,TA,TA,Y,288,0,0,0,0,0,NA,NA,NA,0,4,2006,WD ,224500
+1016,527276040,20,RL,,47280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1950,1950,Hip,CompShg,AsbShng,AsbShng,BrkFace,44,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1488,1488,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1950,RFn,2,738,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,7,2008,WD ,133000
+2436,528250060,60,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 ,180000
+1607,923277080,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1982,2005,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,638,Unf,0,207,845,GasA,Gd,Y,SBrkr,845,0,0,845,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD ,134500
+2337,527216050,60,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,438780
+1233,535105090,80,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 ,165000
+419,527455240,20,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 ,100000
+633,535154060,20,RL,,12285,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1960,1960,Gable,CompShg,Plywood,Plywood,BrkFace,128,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,785,1329,GasA,Gd,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,TA,5,Typ,2,Gd,Attchd,1960,Unf,2,441,TA,TA,Y,0,0,203,0,0,0,NA,NA,NA,0,8,2009,WD ,176000
+2722,905200340,20,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 ,170000
+469,528228290,120,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 ,174000
+1365,903456130,50,RM,62,7006,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,PConc,TA,TA,No,Rec,121,Unf,0,647,768,GasA,TA,Y,SBrkr,788,448,0,1236,1,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD ,127000
+1098,528294060,60,RL,77,8390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,873,778,0,1651,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,450,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,5,2008,WD ,185900
+711,902206260,30,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 ,91300
+2808,907405030,20,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 ,200000
+1959,535450310,50,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 ,143000
+2720,905200280,50,RL,,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 ,172500
+2170,908103090,20,RL,67,8308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,Stone,20,TA,Gd,CBlock,TA,TA,No,BLQ,132,LwQ,841,115,1088,GasA,TA,Y,SBrkr,1088,0,0,1088,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,2002,Unf,2,520,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,COD,110000
+603,534277090,20,RL,,9450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,160,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,265,1040,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1982,RFn,3,768,TA,TA,Y,0,0,84,0,0,0,NA,MnPrv,NA,0,5,2009,WD ,140000
+2113,906394050,20,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 ,176432
+1146,531450090,20,RL,,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 ,179200
+2105,906380120,20,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,203000
+1786,528435060,20,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,248328
+961,916382110,20,RL,79,14463,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,BrkFace,406,Ex,TA,PConc,Ex,TA,Gd,GLQ,1115,Unf,0,526,1641,GasA,Ex,Y,SBrkr,1641,0,0,1641,1,0,2,0,3,1,Ex,7,Typ,0,NA,Attchd,2008,Fin,3,885,TA,TA,Y,0,95,0,0,0,0,NA,NA,NA,0,1,2009,WD ,316500
+1405,905403060,50,RL,50,5190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,7,5,1948,1950,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,TA,Y,SBrkr,617,462,0,1079,0,0,1,0,2,1,TA,5,Typ,1,Gd,Attchd,1948,Unf,1,249,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,1,2008,WD ,125600
+1324,902406020,20,RM,65,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Rec,200,Unf,0,784,984,GasA,Gd,Y,SBrkr,984,0,0,984,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD ,110000
+1986,902205130,30,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 ,108500
+307,911204090,20,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 ,55993
+180,902206220,50,RM,69,11851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,780,Unf,0,247,1027,GasA,Ex,Y,SBrkr,1027,606,0,1633,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,100,126,0,0,0,NA,NA,NA,0,6,2010,WD ,129000
+2896,916402125,20,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 ,176000
+668,535402090,20,RL,83,10143,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,295,TA,TA,CBlock,TA,TA,No,Rec,384,Unf,0,996,1380,GasA,Fa,Y,SBrkr,1380,0,0,1380,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,364,TA,TA,Y,0,0,0,0,216,0,NA,GdWo,NA,0,6,2009,WD ,154000
+1582,916402215,20,RL,93,18265,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,Plywood,HdBoard,BrkFace,228,Gd,Gd,CBlock,Gd,Gd,Av,GLQ,920,Rec,60,276,1256,GasA,Ex,Y,SBrkr,1256,0,0,1256,0,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1986,Unf,2,578,TA,TA,Y,282,0,0,0,0,0,NA,NA,NA,0,3,2008,WD ,180000
+2285,923225050,120,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 ,134000
+2079,905426010,20,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 ,243000
+2272,916475020,20,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 ,270000
+2250,914452190,20,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 ,134000
+502,528365070,60,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 ,260000
+2166,907420060,60,RL,64,8333,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,TA,No,Unf,0,Unf,0,738,738,GasA,Gd,Y,SBrkr,738,753,0,1491,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,5,2007,WD ,168675
+1622,527158090,80,RL,,10147,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,LwQ,186,Unf,0,206,392,GasA,Gd,Y,SBrkr,924,770,0,1694,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1994,Fin,2,398,TA,TA,Y,256,64,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD ,160000
+1299,902136110,50,RM,44,5914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,9,1890,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,396,0,1080,0,0,1,0,3,1,Gd,5,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,165,30,0,0,0,NA,NA,NA,0,9,2008,WD ,95000
+832,906392130,60,RL,79,11646,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,704,704,GasA,Ex,Y,SBrkr,704,718,0,1422,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,36,28,0,0,0,0,NA,NA,NA,0,7,2009,WD ,173000
+2470,528488130,20,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,187750
+1017,527301170,60,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 ,215000
+1384,905107380,20,RL,,9981,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,BLQ,221,Unf,0,852,1073,GasA,Gd,Y,SBrkr,1073,0,0,1073,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,RFn,1,270,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD ,120000
+1790,528439080,20,RL,70,8251,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,Gd,Av,GLQ,778,Unf,0,716,1494,GasA,Ex,Y,SBrkr,1506,0,0,1506,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,672,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,4,2007,WD ,249000
+2530,534175100,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,264,TA,TA,CBlock,TA,TA,No,BLQ,553,LwQ,68,713,1334,GasA,Gd,Y,SBrkr,1334,0,0,1334,1,0,2,0,3,1,TA,7,Typ,0,NA,Attchd,1967,RFn,2,477,TA,TA,Y,0,20,35,0,264,0,NA,NA,NA,0,4,2006,WD ,164500
+2893,916252170,120,RM,,8239,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,GrnHill,Norm,Norm,TwnhsE,1Story,7,5,1986,1986,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1295,0,0,1295,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1986,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD ,230000
+2027,903426010,70,RM,,5700,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,2Story,7,6,1929,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,336,Unf,0,336,672,GasA,Gd,N,FuseA,672,672,0,1344,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1979,Unf,2,456,TA,TA,Y,0,0,70,0,0,0,NA,GdPrv,NA,0,9,2007,WD ,140000
+683,535452140,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,ALQ,630,BLQ,102,0,732,GasA,TA,Y,SBrkr,732,0,0,732,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1952,Unf,1,240,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2009,WD ,118900
+823,906378110,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,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,RFn,3,904,TA,TA,Y,192,142,0,0,0,0,NA,NA,NA,0,6,2009,WD ,239900
+2374,527452070,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,727,BLQ,156,186,1069,GasA,Gd,Y,SBrkr,1069,0,0,1069,0,1,2,0,2,1,TA,4,Typ,1,Po,Attchd,1975,RFn,2,440,TA,TA,Y,0,55,0,0,225,0,NA,NA,NA,0,7,2006,WD ,146300
+1594,923225080,120,RM,,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,6,1975,1975,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,769,Unf,0,271,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,499,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD ,124000
+2049,905100060,190,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,SFoyer,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,925,Unf,0,0,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,Y,40,176,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD ,130000
+1813,531385070,20,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 ,179000
+365,527180100,20,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 ,180500
+176,902125160,30,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 ,80000
+510,528435030,20,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,287090
+1326,902427045,20,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 ,97000
+2423,528228360,120,RL,,2938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Av,GLQ,1038,Unf,0,330,1368,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2002,Fin,2,398,TA,TA,Y,130,30,0,0,0,0,NA,NA,NA,0,5,2006,WD ,246990
+1631,527175130,20,RL,160,18160,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkCmn,138,TA,TA,CBlock,TA,TA,Av,BLQ,550,Unf,0,752,1302,GasA,Fa,Y,SBrkr,1128,0,0,1128,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1964,Unf,2,480,TA,TA,P,0,108,246,0,0,0,NA,MnPrv,NA,0,3,2007,WD ,154204
+1263,535425060,20,RL,76,11355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,7,1958,2001,Gable,Tar&Grv,HdBoard,HdBoard,BrkFace,125,TA,TA,CBlock,TA,TA,No,BLQ,637,Unf,0,675,1312,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1958,RFn,2,495,TA,TA,Y,0,304,144,0,0,0,NA,MnPrv,Othr,6500,4,2008,WD ,186000
+1046,527451550,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,356,TA,TA,CBlock,TA,TA,No,Rec,350,Unf,0,280,630,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,0,0,0,0,0,0,NA,NA,NA,0,12,2008,WD ,111750
+47,528176010,20,RL,110,14300,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,1095,Ex,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,1473,2846,GasA,Ex,Y,SBrkr,2696,0,0,2696,1,0,2,1,3,1,Ex,10,Typ,2,Gd,Attchd,2003,Fin,3,958,TA,TA,Y,220,150,0,0,0,0,NA,NA,NA,0,6,2010,WD ,500000
+1424,906378190,60,RL,65,10616,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,628,628,GasA,Ex,Y,SBrkr,628,728,0,1356,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,484,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,177439
+429,528108070,60,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 ,335000
+1031,527359070,60,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 ,205000
+1635,527184110,120,RL,35,5118,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1990,1990,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,926,Unf,0,386,1312,GasA,Gd,Y,SBrkr,1321,0,0,1321,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1990,RFn,2,484,TA,TA,Y,0,64,140,0,0,0,NA,NA,NA,0,8,2007,WD ,212000
+309,911370510,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Artery,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,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,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,5,2010,WD ,246000
+1020,527302070,20,RL,,10825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1983,1983,Gable,CompShg,WdShing,Plywood,BrkFace,174,Gd,TA,CBlock,Gd,TA,Mn,GLQ,747,Unf,0,513,1260,GasA,TA,Y,SBrkr,1260,0,0,1260,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1983,Unf,2,598,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,7,2008,WD ,181900
+178,902206040,50,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 ,130000
+1975,902105110,70,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 ,132000
+2096,906223040,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,497,Unf,0,282,779,GasA,Ex,Y,SBrkr,1029,929,0,1958,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,499,TA,TA,Y,202,93,0,0,0,0,NA,NA,NA,0,7,2007,CWD,220000
+865,907252210,20,RL,,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 ,236500
+385,527365030,60,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,263435
+1362,903454100,50,RM,60,6876,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1938,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1272,1272,GasA,TA,Y,SBrkr,1272,0,697,1969,0,0,2,0,4,1,TA,9,Min1,1,Gd,Detchd,1938,Unf,2,400,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,11,2008,COD,141000
+1091,528250030,60,RL,,8396,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1139,0,1986,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,5,2008,WD ,213000
+317,916386020,20,RL,73,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1214,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2010,RFn,2,520,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,1,2010,New,179781
+1076,528186160,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,846,Unf,0,496,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD ,234250
+1573,916325080,20,RL,,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,287000
+485,528275160,60,RL,,12891,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Ex,TA,No,GLQ,651,Unf,0,219,870,GasA,Ex,Y,SBrkr,878,1126,0,2004,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,3,644,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD ,257500
+2021,903234160,30,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 ,102000
+2032,903451110,45,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 ,139400
+2604,535381060,50,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 ,105000
+1615,526355190,20,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 ,268000
+2736,905426150,80,RL,,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 ,274970
+473,528228455,120,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,0,1204,1220,GasA,Ex,Y,SBrkr,1220,0,0,1220,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,8,2009,WD ,180000
+1316,902306130,70,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 ,161000
+244,905478190,20,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 ,84900
+152,535304060,190,RL,70,13587,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,532,Unf,0,456,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD ,119000
+1588,921201060,20,RL,85,11447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,674,Gd,TA,PConc,Ex,TA,Av,GLQ,1571,Unf,0,393,1964,GasA,Ex,Y,SBrkr,1964,0,0,1964,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,892,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,6,2008,WD ,370000
+2111,906392080,20,RL,64,7242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1270,1270,GasA,Ex,Y,SBrkr,1270,0,0,1270,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,524,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2007,WD ,175900
+813,906226120,90,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 ,142953
+1854,533250190,120,RL,50,9466,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1994,1995,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,457,ALQ,1037,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,1994,Fin,2,478,TA,TA,Y,0,30,0,0,217,0,NA,NA,NA,0,5,2007,WD ,279700
+2575,535152280,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,623,Unf,0,556,1179,GasA,Gd,Y,SBrkr,1364,0,0,1364,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1957,RFn,1,331,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD ,132000
+867,907253130,60,RL,,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 ,313000
+2879,911175360,50,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,108000
+1494,908128110,60,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 ,165400
+2771,907130110,60,RL,65,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Ex,Y,SBrkr,795,704,0,1499,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1995,RFn,2,473,TA,TA,Y,413,91,0,0,0,0,NA,NA,NA,0,8,2006,WD ,187000
+496,528321010,60,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 ,403000
+1651,527327050,60,RL,,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 ,195000
+1913,535105110,80,RL,100,9600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1961,1961,Hip,CompShg,WdShing,Wd Shng,BrkFace,291,TA,TA,CBlock,TA,TA,Av,ALQ,600,Unf,0,618,1218,GasA,TA,Y,SBrkr,1254,0,0,1254,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1961,RFn,2,525,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,5,2007,WD ,158500
+2790,907251100,60,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 ,255000
+1541,909428170,20,RL,56,26073,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,1116,Unf,0,782,1898,GasA,Ex,Y,FuseA,1898,0,0,1898,0,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1956,Unf,2,484,TA,TA,Y,0,51,224,0,0,0,NA,MnPrv,NA,0,4,2008,WD ,236500
+1684,527455250,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Hip,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,CBlock,TA,TA,No,BLQ,725,Unf,0,263,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,1,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD ,129250
+301,909475140,20,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 ,289000
+1569,914476080,90,RL,76,10260,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,4,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,936,936,0,1872,0,0,2,2,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD ,100000
+2153,907275150,60,RL,,12728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,256,Gd,TA,PConc,Gd,TA,Mn,GLQ,1198,Unf,0,333,1531,GasA,Ex,Y,SBrkr,1531,908,0,2439,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,560,TA,TA,Y,184,121,0,0,0,0,NA,NA,NA,0,1,2007,WD ,275000
+1467,907265100,60,RL,96,11690,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,192,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,850,850,GasA,Ex,Y,SBrkr,886,878,0,1764,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Unf,2,560,TA,TA,Y,120,29,0,0,0,0,NA,NA,NA,0,6,2008,WD ,207000
+2540,534226060,20,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 ,146000
+2368,527450460,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,380,TA,TA,CBlock,TA,TA,No,ALQ,282,Unf,0,212,494,GasA,Ex,Y,SBrkr,494,536,0,1030,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD ,116000
+874,907285020,60,RL,,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 ,219500
+463,528188020,120,RL,48,3480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,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,TA,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,11,2009,WD ,173000
+784,905377010,20,RL,,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 ,135000
+2149,907260050,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,654,Unf,0,325,979,GasA,Ex,Y,SBrkr,992,940,0,1932,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,2,610,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,6,2007,WD ,213000
+2069,905226130,20,RL,91,11375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1954,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,736,Unf,0,231,967,GasA,TA,Y,SBrkr,1299,0,0,1299,0,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1954,Unf,2,494,TA,TA,Y,81,0,280,0,0,0,NA,NA,NA,0,10,2007,WD ,150000
+1743,528228275,120,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,194201
+472,528228450,120,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 ,181000
+1921,535154080,20,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,157900
+2778,907187010,60,RL,72,13426,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,894,Unf,0,57,951,GasA,Ex,Y,SBrkr,951,828,0,1779,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,586,TA,TA,Y,208,107,0,0,0,0,NA,NA,NA,0,9,2006,WD ,217000
+526,528480040,60,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 ,252000
+2795,907262080,60,RL,70,8726,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,872,872,GasA,Ex,Y,SBrkr,872,1037,0,1909,0,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,529,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,9,2006,WD ,197000
+478,528240030,60,RL,62,7984,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,868,762,0,1630,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,436,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,9,2009,WD ,189500
+2841,909101050,50,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 ,116000
+119,534251320,20,RL,,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 ,143000
+1960,535451040,20,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 ,119000
+1277,535455090,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,673,Unf,0,181,854,GasA,Fa,Y,FuseA,854,424,0,1278,0,0,1,0,4,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnWw,NA,0,4,2008,WD ,127500
+2466,528480110,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,858,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,53,0,0,0,0,NA,NA,NA,0,2,2006,WD ,200825
+2844,909101330,30,RL,60,8088,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,2,3,1922,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,498,498,GasA,TA,N,FuseF,498,0,0,498,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1922,Unf,1,216,Fa,Fa,N,0,0,100,0,0,0,NA,NA,NA,0,2,2006,ConLD,35000
+1028,527357180,60,RL,,12511,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1978,1978,Mansard,WdShake,Plywood,Plywood,BrkFace,168,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,432,1420,GasA,Ex,Y,SBrkr,1420,1420,0,2840,0,1,2,1,4,1,Gd,8,Min2,2,Gd,Attchd,1978,Fin,4,1314,TA,Gd,Y,0,16,0,0,208,0,NA,MnPrv,NA,0,12,2008,WD ,292500
+1043,527451060,160,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 ,106000
+231,905201030,30,RL,94,9259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1927,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,756,0,0,756,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1945,Unf,2,440,TA,TA,N,80,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,85000
+461,528186010,20,RL,129,16770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1196,Unf,0,516,1712,GasA,Ex,Y,SBrkr,1712,0,0,1712,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2002,RFn,3,701,TA,TA,Y,218,183,0,0,0,0,NA,NA,NA,0,9,2009,WD ,286500
+33,527452190,120,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 ,127500
+1795,528456230,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1335,1335,GasA,Ex,Y,SBrkr,1335,0,0,1335,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,575,TA,TA,Y,0,210,0,0,0,0,NA,NA,NA,0,6,2007,New,210400
+1073,528186030,120,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 ,274000
+1576,916384100,60,RL,107,12852,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,770,Unf,0,150,920,GasA,Ex,Y,SBrkr,920,860,0,1780,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,612,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,1,2008,New,264966
+2044,903484080,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,4,1,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,771,771,GasA,Fa,Y,SBrkr,866,504,114,1484,0,0,2,0,3,1,TA,6,Sal,0,NA,Detchd,1910,Unf,1,264,TA,Fa,N,14,211,0,0,84,0,NA,NA,NA,0,9,2007,COD,50000
+185,902327040,50,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 ,139000
+1828,532476080,60,RL,,19522,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,272,Gd,TA,PConc,Gd,TA,No,GLQ,727,Unf,0,496,1223,GasA,Gd,Y,SBrkr,1271,1232,0,2503,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,564,TA,TA,Y,0,99,0,0,182,0,NA,NA,NA,0,2,2007,WD ,300000
+344,526355080,80,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 ,345000
+2152,907275080,20,RL,73,11927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,519,Gd,TA,PConc,Gd,TA,Gd,BLQ,408,GLQ,465,683,1556,GasA,Ex,Y,SBrkr,1592,0,0,1592,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,484,TA,TA,Y,120,35,0,0,0,0,NA,NA,NA,0,6,2007,WD ,228000
+1752,528250010,80,RL,,11950,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2003,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,10,2007,WD ,165500
+2637,902100130,70,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 ,107000
+1000,527127140,120,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 ,286000
+727,902477120,30,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,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD ,34900
+2612,535403040,20,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 ,115000
+2422,528228340,120,RL,,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 ,215000
+752,903429110,70,RM,68,9928,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Fa,Y,SBrkr,1272,672,0,1944,0,0,2,0,3,1,TA,8,Min2,0,NA,Detchd,1915,Unf,1,216,TA,TA,N,24,28,0,0,0,0,NA,NA,Shed,400,6,2009,WD ,179900
+15,527182190,120,RL,,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 ,212000
+2319,527108030,60,RL,50,13128,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1074,990,0,2064,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,527,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,1,2006,WD ,250000
+2681,903233100,50,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 ,149000
+1006,527163100,60,RL,,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 ,188000
+2596,535375040,30,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1930,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,713,713,GasA,Ex,Y,SBrkr,713,0,0,713,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1936,Unf,1,371,Fa,Fa,N,0,75,161,0,0,0,NA,NA,NA,0,10,2006,WD ,99800
+2002,902408080,70,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 ,159500
+55,528231020,80,RL,67,13300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,326,Unf,0,58,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,184500
+2104,906380070,60,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,276000
+1682,527453010,160,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 ,155000
+977,923227080,20,RL,83,13383,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,594,1188,GasA,Ex,Y,SBrkr,1404,0,0,1404,0,0,2,0,3,1,TA,7,Typ,1,Po,Attchd,1969,Unf,2,504,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,3,2009,WD ,160000
+2548,534403440,60,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,360,Unf,0,360,720,GasA,Gd,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,1,Po,Attchd,1964,Fin,2,480,TA,TA,Y,0,32,240,0,0,0,NA,NA,NA,0,7,2006,WD ,157500
+340,924151040,20,RL,76,9892,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Gd,GLQ,1341,LwQ,284,54,1679,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,1,2,1,3,1,Gd,6,Typ,2,TA,Attchd,1994,Unf,2,482,TA,TA,Y,129,64,222,0,0,0,NA,GdWo,NA,0,2,2010,WD ,285000
+1487,908102040,90,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,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD ,145900
+1423,906223220,80,RL,85,10541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1302,735,0,2037,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,2,472,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,2,2008,WD ,229000
+1342,903230120,20,RM,99,5940,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1946,1950,Gable,CompShg,MetalSd,CBlock,None,0,TA,TA,PConc,,,,,,,,,,GasA,TA,Y,FuseA,896,0,0,896,,,1,0,2,1,TA,4,Typ,0,NA,Detchd,1946,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,ConLD,79000
+1949,535378080,50,RL,60,10284,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1925,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,1030,LwQ,66,55,1151,GasA,Ex,Y,SBrkr,845,436,0,1281,1,0,2,0,1,1,TA,6,Mod,0,NA,Detchd,1978,Unf,2,580,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD ,128500
+2444,528315070,60,RL,84,9660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,Gd,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,253,1044,GasA,Ex,Y,SBrkr,1079,897,0,1976,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,1998,Fin,3,885,TA,TA,Y,210,31,0,0,0,0,NA,NA,NA,0,2,2006,WD ,286000
+345,527105070,60,RL,88,10179,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,847,Unf,0,98,945,GasA,Ex,Y,SBrkr,945,663,0,1608,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,7,2009,WD ,189500
+650,535353060,20,RL,75,9533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,140,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1210,0,0,1210,0,0,1,1,2,1,TA,7,Typ,0,NA,Attchd,1953,Fin,1,616,TA,TA,Y,208,0,100,0,0,0,NA,MnPrv,NA,0,8,2009,ConLD,102900
+192,903204040,50,RM,53,5830,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,1.5Fin,5,6,1950,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,788,Unf,0,200,988,GasA,Ex,Y,SBrkr,1030,582,0,1612,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1950,Unf,1,363,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD ,128500
+1945,535354260,50,RL,,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1953,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,198,Unf,0,1018,1216,GasA,Ex,Y,SBrkr,1216,0,512,1728,1,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1953,Unf,1,371,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD ,156000
+2277,921205070,60,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 ,281213
+1266,535427070,20,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 ,242000
+674,535425070,20,RL,,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 ,157500
+2823,908128100,60,RL,62,7162,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Hip,CompShg,HdBoard,Stucco,BrkFace,190,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,806,918,0,1724,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,616,TA,TA,Y,168,57,0,0,0,0,NA,NA,NA,0,5,2006,WD ,196500
+2772,907131070,20,RL,,8685,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,846,Unf,0,579,1425,GasA,Ex,Y,SBrkr,1425,0,0,1425,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,RFn,2,591,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2006,WD ,193000
+2015,903231180,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1939,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,48,Unf,0,624,672,GasA,Ex,Y,SBrkr,899,423,0,1322,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD ,132000
+2642,902106090,70,RM,58,6451,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1900,1970,Gable,CompShg,AsbShng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Rec,208,Unf,0,504,712,GasA,Gd,Y,SBrkr,848,580,0,1428,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1985,Fin,2,576,TA,TA,Y,264,0,84,0,0,0,NA,NA,NA,0,5,2006,WD ,139900
+144,535153070,20,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 ,148000
+1712,528172030,60,RL,,12568,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,246,Gd,TA,PConc,Ex,TA,Av,GLQ,669,Unf,0,226,895,GasA,Ex,Y,SBrkr,895,923,0,1818,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,774,TA,TA,Y,196,104,0,0,0,0,NA,NA,NA,0,8,2007,New,281500
+1708,528150110,60,RL,99,13069,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,502,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1706,1706,GasA,Ex,Y,SBrkr,1718,1238,0,2956,0,0,2,1,5,1,Ex,11,Typ,1,Ex,BuiltIn,2004,RFn,3,916,TA,TA,Y,194,50,0,0,0,0,NA,NA,NA,0,8,2007,WD ,342000
+2890,914476130,80,RL,140,11080,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,BrkFace,257,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,552,1128,GasA,TA,Y,SBrkr,1210,0,0,1210,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD ,148000
+1157,532479020,50,RL,70,10759,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,4,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,190,ALQ,811,0,1001,GasA,TA,Y,SBrkr,1001,640,0,1641,0,0,2,0,4,1,TA,5,Typ,1,Gd,Detchd,1972,Unf,2,490,TA,TA,Y,0,0,92,0,0,0,NA,GdPrv,NA,0,7,2008,WD ,140000
+2550,534428060,20,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 ,150000
+1104,528354100,60,RL,97,10990,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,851,Unf,0,213,1064,GasA,Ex,Y,SBrkr,1064,1061,0,2125,1,0,2,1,4,1,Gd,12,Typ,2,TA,Attchd,1996,RFn,2,576,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2008,WD ,279500
+2183,908186050,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,76,TA,TA,PConc,Gd,TA,Gd,GLQ,467,Unf,0,80,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,Gd,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD ,140000
+2887,914452060,90,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1664,1664,GasA,TA,Y,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1978,Unf,2,616,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD ,145000
+29,527427230,120,RH,26,5858,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1051,BLQ,0,354,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1999,Fin,2,511,TA,TA,Y,203,68,0,0,0,0,NA,NA,NA,0,6,2010,WD ,184000
+108,533253210,120,RL,40,3880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Greens,Norm,Norm,Twnhs,1Story,8,6,1978,1978,Gable,CompShg,Wd Sdng,Plywood,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1052,Unf,0,174,1226,GasA,TA,Y,SBrkr,1226,0,0,1226,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,484,TA,TA,Y,223,78,0,0,0,0,NA,NA,NA,0,1,2010,WD ,206000
+2286,923226300,160,RM,21,1504,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD ,85500
+1533,909276170,70,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 ,188700
+376,527353020,20,RL,80,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,TA,TA,PConc,TA,TA,No,LwQ,363,Unf,0,1064,1427,GasA,TA,Y,SBrkr,1671,0,0,1671,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,484,TA,TA,Y,252,55,0,0,0,0,NA,NA,NA,0,8,2009,WD ,200000
+800,906201021,80,RL,74,10778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,SLvl,7,6,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,460,ALQ,286,308,1054,GasA,Gd,Y,SBrkr,1061,0,0,1061,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1990,Unf,2,462,TA,TA,Y,114,36,0,0,0,0,NA,NA,NA,0,7,2009,WD ,162000
+1395,905226030,30,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 ,108000
+388,527375100,20,RL,,9373,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,5,7,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,161,TA,TA,CBlock,Gd,TA,Av,ALQ,1333,LwQ,168,120,1621,GasA,TA,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1975,RFn,2,478,TA,TA,Y,0,0,0,0,490,0,NA,NA,NA,0,6,2009,WD ,213000
+1689,528102130,20,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,318000
+716,902325070,75,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 ,106000
+2737,905427010,70,RL,114,19950,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1337,672,0,2009,0,0,2,0,4,1,TA,8,Typ,2,Gd,2Types,1928,Unf,3,795,TA,TA,P,0,42,0,0,180,0,NA,NA,NA,0,12,2006,WD ,235000
+120,534276360,20,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,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD ,128950
+1230,535104020,20,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,163000
+2047,904301110,50,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 ,126000
+1293,902109110,50,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 ,200000
+1915,535106180,50,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 ,144000
+1968,535457040,90,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD ,141000
+1766,528344020,60,RL,74,11002,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1048,Unf,0,341,1389,GasA,Ex,Y,SBrkr,1411,1171,0,2582,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,758,TA,TA,Y,286,60,0,0,0,0,NA,NA,NA,0,1,2007,WD ,322500
+268,907290040,20,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 ,224900
+729,903200080,70,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 ,223500
+902,908276150,20,RL,,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,112000
+993,527105050,60,RL,72,8702,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,706,Unf,0,220,926,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,0,4,2008,WD ,187500
+766,904301375,30,RL,,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD ,61000
+903,909101010,50,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,110000
+1221,534451170,30,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,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD ,52000
+1719,528174040,120,RL,41,6289,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,762,Unf,0,600,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,1,0,2,0,2,1,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 ,207000
+1521,909201110,70,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,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD ,130000
+2707,905101330,90,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 ,90000
+987,923400110,60,RL,62,10429,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,No,ALQ,330,Unf,0,294,624,GasA,TA,Y,SBrkr,624,663,0,1287,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2001,Unf,2,440,TA,TA,Y,150,0,0,0,0,0,NA,NA,NA,0,7,2009,WD ,130000
+2558,534453150,50,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 ,127000
+1778,528429090,20,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 ,320000
+2601,535379100,30,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 ,120000
+74,531369060,60,RL,70,11920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,122,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,828,0,1659,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2004,RFn,2,484,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,4,2010,WD ,181000
+2190,908250100,20,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 ,110000
+701,902109130,190,RM,63,7627,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,2fmCon,2Story,4,6,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,TA,BrkTil,Fa,Po,No,Unf,0,Unf,0,600,600,GasA,Gd,N,SBrkr,1101,600,0,1701,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,148,0,0,0,NA,NA,NA,0,10,2009,WD ,94550
+2556,534451120,30,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD ,85500
+2293,923229040,85,RL,72,9129,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,PConc,Gd,TA,Av,GLQ,923,Unf,0,0,923,GasA,TA,Y,SBrkr,1008,0,0,1008,1,0,1,0,1,1,Gd,4,Typ,1,Fa,Attchd,1977,Fin,2,678,TA,TA,Y,201,66,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD ,153500
+787,905402060,20,RL,,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 ,139600
+595,534202170,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1568,1568,GasA,TA,Y,SBrkr,1568,0,0,1568,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1967,Unf,2,440,TA,TA,Y,160,40,0,0,0,0,NA,NA,NA,0,3,2009,COD,143000
+66,528386040,50,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 ,410000
+846,907185050,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,606,Unf,0,322,928,GasA,Ex,Y,SBrkr,928,844,0,1772,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,RFn,2,492,TA,TA,Y,150,96,0,0,0,0,NA,NA,NA,0,4,2009,WD ,200000
+594,534200030,20,RL,62,7130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,BLQ,648,Unf,0,216,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Fin,1,312,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD ,130000
+792,905452040,60,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1946,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,342,Unf,0,405,747,GasA,Ex,Y,SBrkr,892,747,0,1639,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1946,Unf,1,240,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2009,WD ,154400
+1200,534250370,60,RL,,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 ,299800
+768,904351240,50,RL,60,9780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,3,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,FuseA,687,425,0,1112,1,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1934,Unf,1,226,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD ,63000
+174,902110090,20,RM,69,5805,Pave,Grvl,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,1Story,5,7,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,274,Rec,1073,0,1347,GasA,Gd,Y,SBrkr,1347,0,0,1347,1,1,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,2,551,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,143000
+1889,534278170,20,RL,76,8243,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,56,TA,Gd,CBlock,TA,TA,No,ALQ,700,Unf,0,264,964,GasA,Ex,Y,SBrkr,964,0,0,964,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1985,Fin,2,784,TA,TA,Y,170,0,0,0,0,0,NA,GdPrv,NA,0,2,2007,WD ,137500
+1023,527325070,60,RL,,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 ,272000
+363,527165130,20,RL,,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 ,173000
+1401,905352070,20,RL,82,20270,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,599,Unf,0,925,1524,GasA,TA,Y,SBrkr,1524,0,0,1524,1,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1979,Fin,2,478,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,4,2008,WD ,245000
+1978,902107050,90,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 ,140000
+2097,906340080,60,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,383970
+2840,908275290,20,RL,60,16012,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,4,1954,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,60,TA,TA,CBlock,TA,TA,No,Rec,691,Unf,0,263,954,GasA,Ex,Y,SBrkr,1482,0,0,1482,0,1,2,0,3,1,TA,6,Min1,1,Gd,2Types,1956,Unf,2,609,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD ,125000
+862,907227290,85,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 ,133000
+507,528427020,20,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,244600
+1262,535403010,20,RL,78,10180,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,744,Unf,0,168,912,GasA,TA,Y,SBrkr,1044,0,0,1044,0,1,1,1,3,1,TA,5,Typ,1,Fa,Attchd,1990,Fin,2,372,TA,TA,Y,200,48,0,0,0,0,NA,GdWo,Shed,450,6,2008,WD ,139000
+1228,534479150,20,RL,63,7584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,LwQ,531,Unf,0,505,1036,GasA,Ex,Y,SBrkr,1036,0,0,1036,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,312,TA,TA,Y,120,24,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD ,112900
+1288,902105010,70,RM,80,4800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1910,2003,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,680,680,GasA,Fa,N,SBrkr,680,680,0,1360,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1910,Unf,1,330,Fa,TA,Y,192,50,0,0,0,0,NA,NA,NA,0,1,2008,WD ,111000
+1243,535179060,20,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 ,166000
+1850,533241030,60,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 ,239000
+1589,923202005,90,RM,97,8940,Pave,NA,IR1,Lvl,AllPub,Corner,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 ,209200
+1658,527358060,20,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 ,175000
+446,528142150,20,RL,90,12878,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,418,Gd,TA,PConc,Gd,TA,No,ALQ,1262,Unf,0,498,1760,GasA,Ex,Y,SBrkr,1760,0,0,1760,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,583,TA,TA,Y,165,190,0,0,0,0,NA,NA,NA,0,6,2009,WD ,269500
+1097,528292060,60,RL,41,12460,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,870,Unf,0,167,1037,GasA,Ex,Y,SBrkr,1037,1285,0,2322,0,0,2,1,4,1,TA,8,Typ,1,TA,BuiltIn,1999,Fin,2,400,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,5,2008,WD ,225000
+2329,527190220,120,RL,,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 ,275000
+1909,534479120,50,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 ,105000
+2608,535402070,80,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 ,159950
+656,535375050,50,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 ,135000
+1690,528104010,20,RL,110,14333,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,590,2108,GasA,Ex,Y,SBrkr,2122,0,0,2122,1,0,2,1,2,1,Gd,7,Typ,1,Ex,Attchd,2007,Fin,3,938,TA,TA,Y,130,142,0,0,0,0,NA,NA,NA,0,11,2007,New,345474
+2853,909250210,50,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,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD ,102000
+2229,909475050,20,RL,,20693,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,5,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,652,TA,TA,CBlock,Gd,TA,No,Rec,434,Unf,0,1262,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,TA,7,Typ,2,TA,Attchd,1971,Fin,2,625,TA,TA,Y,0,146,0,0,0,0,NA,GdWo,NA,0,2,2007,WD ,198000
+1127,528480060,60,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,339750
+2606,535382130,50,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 ,170000
+1268,535451050,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,432,Unf,0,444,876,GasA,TA,Y,SBrkr,876,0,0,876,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD ,94000
+2809,907410040,60,RL,74,8581,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,Gd,Mn,Unf,0,Unf,0,851,851,GasA,Ex,Y,SBrkr,851,886,0,1737,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,578,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,8,2006,New,203160
+529,528482040,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1430,Unf,0,222,1652,GasA,Ex,Y,SBrkr,1662,0,0,1662,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,RFn,3,711,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,3,2009,WD ,291000
+476,528235090,60,RL,,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,200000
+2566,535101110,90,RL,,8917,Pave,NA,IR1,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,Typ,0,NA,Detchd,1967,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD ,119000
+1902,534450090,20,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,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD ,39300
+1547,910202050,30,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,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD ,55000
+1185,534104100,60,FV,,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,952,952,GasA,Ex,Y,SBrkr,952,860,0,1812,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2002,RFn,2,469,TA,TA,Y,144,112,0,0,0,0,NA,NA,NA,0,4,2008,WD ,205000
+2372,527451460,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,382,Unf,0,143,525,GasA,Gd,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,352,0,0,0,0,0,NA,GdPrv,NA,0,10,2006,WD ,108000
+2282,923204140,90,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 ,143000
+910,909179020,75,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 ,197000
+1128,528480160,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,,,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 ,205950
+1659,527359010,60,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 ,175000
+1852,533242090,60,FV,,8010,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,964,Unf,0,90,1054,GasA,Ex,Y,SBrkr,1072,976,0,2048,1,0,2,1,3,1,Gd,8,Typ,2,Gd,Detchd,2003,Unf,2,552,TA,TA,Y,0,48,0,0,180,0,NA,NA,NA,0,8,2007,WD ,301000
+456,528175060,120,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 ,230000
+2410,528188040,120,RL,,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 ,171750
+1296,902128075,30,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,7,6,1920,2006,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,931,931,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,2,1,Gd,5,Typ,1,TA,NA,,NA,0,0,NA,NA,N,0,28,0,0,0,0,NA,NA,NA,0,2,2008,WD ,120000
+2682,903233220,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1984,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Gd,Y,SBrkr,741,583,0,1324,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,180,Fa,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,2,2006,WD ,110000
+237,905426200,20,RL,65,11479,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,1987,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,104,Rec,387,172,663,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1987,Unf,1,467,TA,TA,Y,0,52,52,0,0,0,NA,MnPrv,NA,0,6,2010,WD ,144500
+1666,527403310,20,RL,63,9457,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,566,Unf,0,359,925,GasA,TA,Y,SBrkr,1422,0,0,1422,1,0,1,0,3,1,TA,7,Min2,0,NA,Detchd,1988,Unf,2,576,TA,TA,Y,252,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD ,155000
+2666,902400090,30,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 ,125000
+662,535382100,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1910,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,SBrkr,930,760,0,1690,0,0,2,0,4,1,Gd,5,Typ,0,NA,Detchd,2008,Unf,2,624,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,8,2009,WD ,156500
+2490,532353180,80,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 ,151000
+672,535403210,20,RL,90,10454,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Hip,CompShg,Plywood,Plywood,Stone,143,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,559,1105,GasA,Gd,Y,FuseA,1105,0,0,1105,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD ,135000
+2915,923226290,160,RM,21,1484,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD ,79400
+452,528174050,120,RL,47,6904,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,ALQ,836,Unf,0,522,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD ,213000
+321,916475110,60,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 ,202900
+2124,907131120,60,RL,,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 ,211000
+1278,535456050,90,RL,113,8513,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,5,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1800,1800,GasA,TA,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD ,130000
+914,909251170,50,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 ,137450
+579,533352150,20,RL,,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 ,150000
+1418,905480240,50,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,95000
+1166,533213070,160,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 ,179400
+1797,528458090,60,FV,81,10411,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,Gd,TA,,Unf,0,Unf,0,725,725,GasA,Ex,Y,SBrkr,725,863,0,1588,0,0,3,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Unf,2,561,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,212109
+2568,535105160,20,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 ,98600
+2075,905376090,20,RL,,17541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1948,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,Gd,Mn,BLQ,300,Unf,0,109,409,GasA,Ex,Y,SBrkr,1325,0,0,1325,0,0,2,0,3,1,Gd,6,Typ,1,TA,Detchd,1996,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,7,2007,WD ,216000
+2445,528315080,60,RL,83,9545,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,322,Gd,TA,PConc,Gd,TA,Mn,GLQ,505,Unf,0,655,1160,GasA,Ex,Y,SBrkr,1205,1029,0,2234,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,3,768,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2006,WD ,300000
+229,905109130,60,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 ,328000
+1663,527402090,80,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 ,139000
+2727,905202210,20,RL,87,13050,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,6,1963,1963,Flat,Tar&Grv,WdShing,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,104,ALQ,850,46,1000,GasA,Ex,Y,SBrkr,1000,0,0,1000,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1993,Unf,2,575,TA,TA,Y,238,0,148,0,0,0,NA,NA,NA,0,4,2006,WD ,164000
+2226,909451130,160,RM,24,1782,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,GLQ,330,Unf,0,186,516,GasA,Gd,Y,SBrkr,529,516,0,1045,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD ,123900
+130,534450180,20,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,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD ,116500
+1675,527427200,120,RH,26,10943,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1997,1998,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,930,Unf,0,475,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1997,Fin,2,522,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,10,2007,WD ,177000
+2038,903457130,190,RM,52,4330,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,4,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Rec,681,ALQ,127,0,808,GasA,TA,Y,SBrkr,838,477,0,1315,1,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1958,RFn,2,436,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD,99500
+2416,528221010,20,RL,102,11660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1326,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,427,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,7,2006,New,174190
+2507,533212100,160,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 ,151000
+269,907290170,120,RM,,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,672,Unf,0,176,848,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,0,4,2010,WD ,143750
+981,923230200,85,RL,50,7689,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,8,1972,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,720,BLQ,76,0,796,GasA,Gd,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1998,Unf,1,336,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD ,131900
+2296,923230010,60,RL,68,8286,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,Rec,531,Unf,0,185,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1977,Fin,2,531,TA,TA,Y,0,136,0,0,240,0,NA,GdPrv,NA,0,6,2007,WD ,157000
+940,910202070,70,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 ,147000
+475,528235010,60,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 ,188500
+2404,528174080,120,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 ,185850
+2491,532376080,20,RL,,9308,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,554,Unf,0,430,984,GasA,TA,Y,SBrkr,984,0,0,984,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,310,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD ,126000
+601,534275100,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Unf,0,461,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1960,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2009,WD ,118000
+1640,527252050,120,RL,61,8035,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,165,Gd,TA,PConc,Ex,TA,Gd,GLQ,797,Unf,0,815,1612,GasA,Ex,Y,SBrkr,1612,0,0,1612,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,2,556,TA,TA,Y,0,164,0,0,0,0,NA,NA,NA,0,3,2007,WD ,319900
+2926,923275080,80,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 ,142500
+653,535354070,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,390,Unf,0,810,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Fin,1,246,TA,TA,Y,126,0,0,0,0,0,NA,GdWo,NA,0,8,2009,WD ,129900
+2406,528181030,120,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,202500
+2701,904100170,20,RL,100,21370,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1640,0,0,1640,0,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1950,RFn,2,394,TA,TA,Y,0,0,225,0,0,0,NA,NA,Shed,600,6,2006,WD ,131000
+1472,907295100,90,RM,83,10126,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,Duplex,SFoyer,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1593,LwQ,162,83,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1998,Unf,3,721,TA,TA,Y,160,67,0,0,0,0,NA,NA,NA,0,7,2008,WD ,185000
+417,527455080,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,279,Unf,0,576,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,4,2009,WD ,138000
+2664,902329070,70,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 ,114504
+283,908225320,50,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 ,113000
+302,910202060,50,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 ,125500
+2053,905102010,80,RL,65,14149,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1964,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,50,Gd,Gd,CBlock,TA,TA,Gd,LwQ,68,BLQ,722,190,980,GasA,TA,Y,SBrkr,1020,0,0,1020,0,1,2,0,3,1,TA,5,Typ,1,Po,Detchd,1970,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD ,165000
+2662,902325160,50,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 ,79000
+99,533212060,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,376,Unf,0,224,600,GasA,Ex,Y,SBrkr,600,636,0,1236,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2010,WD ,152000
+2674,903225090,50,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 ,159000
+1218,534428020,20,RL,,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 ,141000
+2547,534403400,20,RL,,10368,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,CBlock,TA,TA,No,ALQ,260,LwQ,748,0,1008,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1964,Fin,2,430,TA,TA,Y,154,60,0,0,0,0,NA,NA,NA,0,4,2006,WD ,167000
+197,903227150,50,RM,53,6360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,Stone,300,TA,TA,CBlock,TA,TA,No,Rec,360,LwQ,159,316,835,GasA,TA,Y,FuseA,955,498,0,1453,0,0,1,1,3,1,Gd,7,Min2,2,Fa,Detchd,1942,Unf,1,240,TA,TA,Y,0,0,35,0,148,0,NA,NA,NA,0,3,2010,WD ,132000
+2091,906201022,20,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 ,179900
+87,532377060,20,RL,,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 ,122000
+690,535476240,20,RL,80,7936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,826,Unf,0,219,1045,GasA,TA,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1963,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD ,127000
+2364,527427210,120,RH,26,8773,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2002,2002,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,951,Unf,0,536,1487,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2002,Fin,2,543,TA,TA,Y,196,68,0,0,0,0,NA,NA,NA,0,9,2006,WD ,190000
+2050,905100080,85,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1964,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,30,TA,TA,CBlock,Gd,TA,Av,BLQ,785,Unf,0,635,1420,GasA,Gd,Y,SBrkr,1452,0,0,1452,1,0,1,0,2,1,TA,6,Min2,1,TA,Detchd,1964,Unf,2,572,TA,TA,Y,92,0,88,0,0,0,NA,NA,NA,0,11,2007,WD ,158450
+769,905101260,80,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 ,175000
+348,527108070,20,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 ,377500
+200,903233120,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,448,Unf,0,480,928,GasA,TA,Y,FuseF,928,608,0,1536,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,0,10,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD ,138400
+2759,906392100,20,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 ,260000
+1700,528114050,20,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,440000
+876,907290070,20,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 ,178000
+2536,534201280,20,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 ,138500
+1821,532354060,20,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 ,132000
+2743,905452150,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,468,Unf,0,532,1000,GasA,TA,Y,SBrkr,1068,541,0,1609,0,0,1,1,5,1,TA,7,Typ,0,NA,Attchd,1953,Unf,1,305,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD ,149900
+1329,903204010,50,RM,,7425,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,RRAn,Artery,1Fam,1.5Fin,7,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,1195,473,0,1668,0,0,1,1,3,1,Gd,8,Typ,0,NA,Attchd,1945,Unf,1,252,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,8,2008,WD ,108000
+1451,907203090,20,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 ,110000
+936,909451180,160,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 ,124000
+1948,535376010,45,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD ,103200
+1839,533208020,120,FV,40,3606,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,GLQ,937,Unf,0,415,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,8,2007,New,194000
+2057,905104170,20,RL,,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 ,108000
+558,532354230,20,RL,,9079,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,864,Unf,0,0,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,440,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,7,2009,WD ,122000
+2731,905351045,150,RL,,1700,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,Twnhs,1.5Fin,7,5,1980,1981,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,397,Unf,0,33,430,GasA,TA,Y,SBrkr,880,680,140,1700,1,0,2,1,2,1,Gd,7,Typ,0,NA,Basment,1980,Fin,1,450,Gd,TA,Y,188,36,0,0,200,0,NA,NA,NA,0,4,2006,WD ,148400
+791,905451340,20,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,60000
+1421,906223110,20,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,251,Gd,TA,PConc,Gd,TA,No,GLQ,1271,Unf,0,331,1602,GasA,Ex,Y,SBrkr,1626,0,0,1626,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,534,TA,TA,Y,424,40,0,0,0,0,NA,NA,NA,0,4,2008,WD ,226500
+2881,911175430,20,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 ,35311
+2820,908103310,90,RL,38,7840,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,Plywood,Wd Shng,BrkFace,355,TA,TA,CBlock,Gd,TA,Gd,GLQ,976,Unf,0,0,976,GasA,TA,Y,SBrkr,1012,0,0,1012,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD ,127500
+1609,923426010,20,RL,74,12395,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,647,Unf,0,217,864,GasA,TA,Y,SBrkr,889,0,0,889,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD ,137500
+1495,908151040,80,RL,,9638,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,368,Rec,120,541,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1977,RFn,2,542,TA,TA,Y,292,0,0,0,0,0,NA,NA,NA,0,11,2008,WD ,147000
+2388,528118020,60,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 ,309000
+938,909475040,20,RL,,17597,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,9,1971,2009,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,803,ALQ,419,581,1803,GasA,TA,Y,SBrkr,2365,0,0,2365,1,0,2,0,3,1,Ex,7,Min1,2,Gd,Attchd,1971,Fin,2,551,TA,TA,Y,200,144,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD ,315000
+1194,534202130,20,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 ,147000
+2429,528228575,120,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,264561
+1937,535325280,80,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 ,130000
+1847,533221100,160,FV,,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 ,177000
+1550,910203090,50,RM,58,8155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,Y,FuseA,780,420,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,7,2008,WD ,119000
+2705,904302030,20,RL,50,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,5,2004,2004,Shed,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,Mn,GLQ,510,LwQ,373,190,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,1,0,2,0,2,1,TA,4,Typ,0,NA,Detchd,2004,Unf,1,246,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,WD ,157000
+2713,905106210,20,RL,,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 ,158000
+1938,535325320,50,RL,55,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,150,Unf,0,1040,1190,GasA,Gd,Y,SBrkr,1040,500,0,1540,1,0,1,0,4,1,Fa,7,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD ,115000
+1819,532353120,20,RL,64,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,138,Rec,351,405,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Unf,1,308,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,3,2007,WD ,120750
+23,527368020,60,FV,,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 ,216000
+2289,923228250,160,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 ,75000
+1156,532477030,20,RL,95,19508,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,5,1974,1974,Gable,CompShg,HdBoard,ImStucc,BrkFace,144,TA,TA,CBlock,TA,TA,Av,ALQ,800,Unf,0,630,1430,GasA,TA,Y,SBrkr,1430,0,0,1430,0,1,2,0,3,1,TA,6,Typ,2,TA,Attchd,1974,Unf,2,484,TA,TA,Y,117,108,165,0,0,0,NA,NA,NA,0,7,2008,WD ,192000
+2717,905107300,80,RL,,7176,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,Gd,Gd,GLQ,794,Unf,0,166,960,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,616,TA,TA,Y,131,0,0,0,180,0,NA,GdPrv,NA,0,7,2006,WD ,160500
+2101,906378170,20,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,279500
+1377,905100020,85,RL,,11235,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,6,1963,1963,Gable,CompShg,HdBoard,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,784,Unf,0,197,981,GasA,TA,Y,SBrkr,1075,0,0,1075,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1996,Unf,2,440,TA,TA,Y,64,0,0,0,64,0,NA,MnPrv,NA,0,5,2008,WD ,148000
+1381,905104110,20,RL,68,10265,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2005,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,CBlock,TA,TA,No,ALQ,758,Unf,0,234,992,GasA,Ex,Y,SBrkr,992,0,0,992,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,1,294,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,Shed,600,7,2008,WD ,145000
+2502,533127080,60,RL,,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 ,310000
+2609,535402100,80,RL,83,10184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,379,TA,TA,CBlock,TA,TA,Av,ALQ,580,Unf,0,503,1083,GasA,TA,Y,SBrkr,1146,0,0,1146,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1963,Unf,1,294,TA,TA,Y,345,75,0,0,0,0,NA,NA,NA,0,6,2006,WD ,165000
+505,528390100,60,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 ,402000
+1126,528478040,60,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 ,250000
+2914,923226180,180,RM,21,1470,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,GLQ,522,Unf,0,108,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD ,73000
+393,527401160,90,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,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD ,136000
+2405,528180080,120,RL,48,5911,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,278,Ex,TA,PConc,Ex,TA,No,GLQ,472,Unf,0,1088,1560,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,556,TA,TA,Y,196,56,0,0,0,0,NA,NA,NA,0,3,2006,WD ,282500
+67,528445060,20,RL,73,8987,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,,Unf,0,Unf,0,1595,1595,GasA,Ex,Y,SBrkr,1595,0,0,1595,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,5,2010,WD ,221500
+2227,909452102,20,RL,,17871,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1680,1680,GasA,Gd,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,628,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD ,170000
+669,535402270,20,RL,77,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,4,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,Fa,TA,CBlock,TA,Fa,No,BLQ,872,Rec,60,108,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Min1,1,Po,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,156,0,0,0,NA,MnPrv,NA,0,5,2009,WD ,163000
+1772,528364110,60,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 ,290000
+1775,528376010,60,RL,82,9044,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,526,Gd,Gd,PConc,Gd,TA,No,GLQ,1225,Unf,0,100,1325,GasA,Ex,Y,SBrkr,1335,1203,0,2538,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1996,RFn,3,933,TA,TA,Y,198,92,0,0,0,0,NA,NA,NA,0,5,2007,WD ,330000
+403,527450280,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,254,Unf,0,229,483,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,0,7,2009,WD ,111000
+2792,907254050,60,RL,45,9468,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,TA,TA,PConc,Gd,TA,Mn,GLQ,639,Unf,0,201,840,GasA,Ex,Y,SBrkr,840,915,0,1755,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,530,TA,TA,Y,176,73,0,0,0,0,NA,NA,NA,0,8,2006,WD ,214000
+1247,535302130,20,RL,102,9373,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,84,TA,TA,CBlock,TA,TA,No,Rec,500,LwQ,196,456,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,2,636,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD ,137500
+384,527364030,60,FV,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,622,Unf,0,304,926,GasA,Ex,Y,SBrkr,1016,868,0,1884,1,0,2,1,3,1,Ex,7,Typ,1,Ex,Attchd,2003,RFn,2,581,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2009,WD ,240900
+91,533130020,60,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 ,190000
+863,907250070,20,RL,90,11664,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1234,Unf,0,335,1569,GasA,Ex,Y,SBrkr,1611,0,0,1611,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,3,1231,TA,TA,Y,262,93,0,0,0,0,NA,NA,NA,0,9,2009,WD ,250000
+1857,533252130,20,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 ,218000
+1870,534151180,60,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1993,1993,Gable,CompShg,MetalSd,MetalSd,BrkFace,194,Gd,TA,PConc,Gd,TA,No,GLQ,819,Unf,0,329,1148,GasA,Ex,Y,SBrkr,1091,984,0,2075,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1993,Unf,2,473,TA,TA,Y,235,86,0,0,0,0,NA,NA,NA,0,8,2007,WD ,255000
+2318,527108020,20,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,240000
+2100,906378150,20,RL,93,10481,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2140,2140,GasA,Ex,Y,SBrkr,2140,0,0,2140,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,3,894,TA,TA,Y,136,32,0,0,0,0,NA,NA,NA,0,6,2007,New,360000
+1213,534403080,80,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 ,179900
+2046,904101070,50,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,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD ,200500
+710,902205030,50,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD ,37900
+2268,916455050,20,RL,,6718,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,86,Gd,TA,PConc,Ex,TA,Mn,GLQ,250,Unf,0,1017,1267,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2001,Unf,2,471,TA,TA,Y,256,28,0,0,0,0,NA,NA,NA,0,1,2007,WD ,180500
+816,906230010,90,RL,,11855,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD ,269500
+1616,527105140,60,RL,,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 ,225000
+2233,910200110,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,375,Unf,0,345,720,GasA,Gd,Y,FuseA,720,495,0,1215,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1965,Fin,2,720,TA,TA,Y,0,0,30,0,0,0,NA,MnPrv,NA,0,5,2007,WD ,141000
+439,528120030,20,RL,87,10367,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,284,Ex,TA,PConc,Ex,TA,Mn,GLQ,1015,Unf,0,724,1739,GasA,Ex,Y,SBrkr,1743,0,0,1743,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,927,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,335000
+260,907200280,20,RL,38,15240,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1977,2004,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,198,Rec,688,140,1026,GasA,Ex,Y,SBrkr,1026,0,0,1026,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1977,Unf,1,308,TA,TA,Y,316,85,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD ,150000
+2523,533350050,20,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 ,385000
+627,535125090,60,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 ,205000
+251,906380190,20,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 ,206000
+2163,907414060,20,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 ,179600
+2819,908102330,20,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,102000
+1025,527326130,20,RL,,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 ,175000
+2592,535327210,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,2001,Hip,CompShg,Wd Sdng,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,494,Unf,0,521,1015,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,1,0,2,1,TA,6,Min1,0,NA,Attchd,2001,Unf,2,896,TA,TA,Y,75,0,0,323,0,0,NA,NA,Shed,400,6,2006,WD ,159000
+1491,908103280,20,RL,65,6500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1976,1976,Hip,CompShg,HdBoard,Plywood,BrkFace,84,TA,TA,CBlock,TA,Ex,No,BLQ,1033,Unf,0,94,1127,GasA,TA,Y,SBrkr,1127,0,0,1127,0,1,1,1,3,1,TA,6,Typ,1,Po,Detchd,1991,Unf,2,480,TA,TA,Y,0,0,138,0,0,0,NA,NA,NA,0,5,2008,WD ,135000
+2742,905452140,50,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 ,136900
+2497,532378160,20,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 ,135000
+495,528315090,60,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 ,337000
+2528,534128210,60,RL,,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 ,250000
+1033,527380240,60,RL,,14311,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,402,Gd,TA,PConc,Gd,TA,No,GLQ,1023,Unf,0,213,1236,GasA,Ex,Y,SBrkr,1236,1104,0,2340,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1996,RFn,3,787,TA,TA,Y,192,180,218,0,0,0,NA,GdPrv,NA,0,6,2008,WD ,306000
+764,904301070,90,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,Gd,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,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD ,179000
+1165,533212150,160,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 ,146000
+2037,903457040,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,375,Unf,0,763,1138,GasA,Gd,Y,SBrkr,1138,1042,0,2180,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,2006,Unf,2,720,TA,TA,N,0,0,170,0,0,0,NA,NA,NA,0,5,2007,WD ,161000
+113,534152050,20,RL,,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 ,205000
+1572,916226030,120,RL,42,4084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,893,Unf,0,384,1277,GasA,Gd,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1986,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,7,2008,WD ,241500
+2052,905101200,20,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 ,118500
+2702,904101040,80,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 ,130000
+1981,902128160,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1940,1950,Gable,CompShg,VinylSd,VinylSd,Stone,279,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,808,808,GasA,Ex,Y,SBrkr,1072,0,0,1072,0,0,1,0,2,1,TA,5,Typ,2,Gd,Detchd,1940,Unf,2,379,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD ,130000
+2335,527214060,60,RL,82,16052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,734,Ex,TA,PConc,Ex,TA,No,GLQ,1206,Unf,0,644,1850,GasA,Ex,Y,SBrkr,1850,848,0,2698,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,736,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2006,New,535000
+563,532378180,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,TA,TA,CBlock,TA,TA,No,LwQ,140,BLQ,590,182,912,GasA,Gd,Y,SBrkr,912,0,0,912,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,252,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD ,123000
+1502,908201110,90,RL,65,6012,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,Fa,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1152,0,0,1152,0,0,2,0,2,2,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD ,82000
+1310,902300260,75,RM,53,5350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,8,1920,1965,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,116,Unf,0,508,624,GasA,Ex,Y,SBrkr,730,720,0,1450,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,Y,0,192,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD ,132000
+2598,535376100,30,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 ,108480
+2715,905107220,20,RL,,9535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,450,TA,TA,CBlock,TA,TA,No,BLQ,194,LwQ,982,0,1176,GasA,TA,Y,SBrkr,1458,0,0,1458,1,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1967,Unf,2,512,TA,TA,Y,284,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD ,165000
+1810,531376060,20,RL,65,7441,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1461,1461,GasA,Ex,Y,SBrkr,1486,0,0,1486,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,566,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD ,181000
+778,905200260,80,RL,88,15400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,5,1961,1961,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,No,Unf,0,Unf,0,552,552,GasA,TA,Y,SBrkr,904,611,259,1774,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1961,Unf,1,384,TA,TA,Y,290,40,0,0,0,0,NA,NA,NA,0,7,2009,WD ,165000
+339,924100050,50,RL,68,10544,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,476,Unf,0,388,864,GasA,TA,Y,SBrkr,864,615,0,1479,0,0,2,0,5,1,TA,8,Typ,0,NA,Attchd,1969,Fin,1,275,TA,TA,Y,287,0,280,0,0,0,NA,NA,NA,0,4,2010,WD ,161000
+2460,528445010,20,RL,85,10936,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1504,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,Fin,2,510,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,9,2006,New,199000
+320,916455170,60,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 ,214900
+2461,528456200,20,FV,72,8640,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,No,GLQ,24,Unf,0,1254,1278,GasA,Ex,Y,SBrkr,1278,0,0,1278,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,584,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2006,New,198600
+2449,528348010,60,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 ,258000
+817,906230020,90,RL,,7939,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD ,269500
+1096,528290090,60,RL,,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Gd,TA,No,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,2002,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,4,2008,WD ,176000
+1893,534403040,80,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,158000
+479,528240060,80,RL,,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 ,184100
+1657,527357020,20,RL,128,13001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Mn,ALQ,492,BLQ,121,1012,1625,GasA,TA,Y,SBrkr,1220,0,0,1220,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1971,Unf,2,944,TA,TA,Y,0,0,249,0,0,0,NA,NA,NA,0,9,2007,WD ,170000
+937,909452050,80,RL,,13607,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,6,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,TA,Gd,CBlock,TA,TA,No,ALQ,454,Unf,0,118,572,GasA,Gd,Y,SBrkr,1182,800,0,1982,1,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1986,Fin,2,501,TA,TA,Y,400,112,0,0,0,0,NA,NA,Shed,1500,4,2009,WD ,208000
+879,907290210,120,RM,,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 ,140000
+945,911370500,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,174,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,6,2009,New,230000
+1010,527183060,120,RL,65,5950,Pave,NA,IR1,HLS,AllPub,Inside,Mod,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,319,Unf,0,1018,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,RFn,2,462,TA,TA,Y,0,73,154,0,0,0,NA,NA,NA,0,4,2008,WD ,188500
+2861,909276070,50,RL,80,12400,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Mn,BLQ,602,Unf,0,299,901,GasA,TA,Y,SBrkr,1125,592,0,1717,0,0,1,1,2,1,TA,7,Typ,1,Gd,Attchd,1940,Unf,1,410,TA,TA,Y,0,0,0,0,113,0,NA,NA,NA,0,2,2006,WD ,194000
+1245,535180120,20,RL,75,10425,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,774,Unf,0,330,1104,GasA,Gd,Y,SBrkr,1104,0,0,1104,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD ,133000
+854,907201220,20,RL,,16269,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,BrkTil,Gd,TA,Av,GLQ,625,Unf,0,282,907,GasA,TA,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,1,343,TA,TA,Y,72,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD ,140000
+1437,907181120,60,RL,68,8998,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Mn,GLQ,527,Unf,0,255,782,GasA,Ex,Y,SBrkr,782,870,0,1652,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2008,WD ,207500
+586,534128190,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1967,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,256,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,1271,1369,0,2640,0,0,2,1,5,1,Gd,8,Typ,1,TA,Attchd,1967,RFn,2,515,TA,TA,Y,0,120,0,0,168,0,NA,NA,NA,0,5,2009,WD ,256900
+1947,535375130,50,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 ,109000
+815,906226140,90,RL,64,7007,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1513,0,0,1513,0,0,2,0,4,2,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 ,113722
+831,906392110,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Ex,TA,Gd,GLQ,24,Unf,0,1474,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,844,TA,TA,Y,144,98,0,0,0,0,NA,NA,NA,0,3,2009,WD ,237000
+1919,535151110,20,RL,60,8250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,288,Unf,0,765,1053,GasA,Gd,Y,SBrkr,1053,0,0,1053,1,0,1,0,3,1,Gd,6,Typ,0,NA,2Types,1994,RFn,2,692,TA,TA,Y,240,0,0,0,109,0,NA,NA,NA,0,7,2007,WD ,142100
+2306,526302030,20,RL,,11027,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,28,TA,TA,CBlock,TA,TA,No,BLQ,468,Rec,539,171,1178,GasA,Gd,Y,SBrkr,1293,0,0,1293,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1954,RFn,2,452,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,5,2006,WD ,149900
+430,528108130,20,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1232,Unf,0,788,2020,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,896,TA,TA,Y,192,98,0,0,0,0,NA,NA,NA,0,5,2009,WD ,404000
+2618,535425080,60,RL,,18275,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,8,1962,1998,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,636,Unf,0,802,1438,GasA,TA,Y,SBrkr,1900,548,0,2448,1,0,3,0,3,1,TA,9,Typ,2,Gd,Attchd,1962,RFn,2,441,TA,TA,Y,520,102,0,0,0,0,NA,NA,NA,0,9,2006,WD ,277500
+245,906201030,60,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 ,178000
+462,528186180,120,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 ,254000
+182,902207130,30,RM,68,9656,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,2,1923,1970,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,678,678,GasA,TA,N,SBrkr,832,0,0,832,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1928,Unf,2,780,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,12789
+1625,527162090,20,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 ,176000
+2381,528106010,60,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,342643
+1827,532378240,20,RL,,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 ,125500
+1580,916402015,20,RL,75,12890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,128,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1495,1495,GasA,Ex,Y,SBrkr,1495,0,0,1495,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1989,Unf,2,438,TA,TA,Y,252,0,192,0,0,0,NA,NA,NA,0,7,2008,WD ,150000
+1803,528480180,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1574,1574,GasA,Ex,Y,SBrkr,1584,0,0,1584,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,2,594,TA,TA,Y,0,256,0,0,0,0,NA,NA,NA,0,5,2007,New,261329
+1132,531363060,20,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD ,141000
+1941,535353050,20,RL,75,9532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,595,Rec,354,156,1105,GasA,Gd,Y,SBrkr,1647,0,0,1647,1,0,1,0,3,1,TA,6,Min1,1,Fa,Attchd,1953,Fin,1,280,TA,TA,Y,225,0,0,0,0,368,TA,GdPrv,NA,0,2,2007,WD ,153000
+1742,528228270,120,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,172500
+2026,903425280,70,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 ,153575
+2245,911128020,30,C (all),60,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,9,1930,2007,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,ALQ,737,Unf,0,100,837,GasA,Ex,Y,SBrkr,1001,0,0,1001,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Po,N,154,0,42,86,0,0,NA,NA,NA,0,11,2007,WD ,124900
+1691,528106040,20,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,415298
+725,902405120,50,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Ex,Y,SBrkr,1044,0,436,1480,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,207,Fa,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,9,2009,ConLI,119000
+1787,528435070,20,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 ,227000
+1216,534426040,20,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 ,145500
+2654,902206020,30,RM,52,7830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1921,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,416,Unf,0,76,492,GasA,TA,Y,SBrkr,492,0,0,492,1,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1921,Unf,1,200,Fa,TA,N,0,0,78,0,0,0,NA,NA,NA,0,6,2006,WD ,61500
+2310,526354020,20,RL,90,11727,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,434,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1851,1851,GasA,Gd,Y,SBrkr,1851,0,0,1851,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1969,Fin,2,506,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,3,2006,WD ,192100
+761,903484110,190,RM,60,10320,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,2fmCon,2Story,6,7,1915,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,276,ALQ,262,160,698,GasA,Ex,Y,FuseF,754,649,0,1403,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1915,Unf,1,308,TA,TA,Y,0,0,288,0,0,0,NA,NA,NA,0,2,2009,WD ,116000
+1884,534276070,80,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 ,145000
+449,528166090,20,RL,110,15274,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,724,Gd,TA,PConc,Ex,TA,No,GLQ,1972,Unf,0,480,2452,GasA,Ex,Y,SBrkr,2452,0,0,2452,2,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2003,Fin,3,886,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD ,445000
+856,907202050,20,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 ,150500
+11,527163010,60,RL,75,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,763,763,GasA,Gd,Y,SBrkr,763,892,0,1655,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,Fin,2,440,TA,TA,Y,157,84,0,0,0,0,NA,NA,NA,0,4,2010,WD ,175900
+389,527375180,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,196,TA,TA,CBlock,TA,TA,No,ALQ,888,Unf,0,228,1116,GasA,Ex,Y,SBrkr,1116,0,0,1116,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2009,WD ,167900
+2415,528218140,60,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,219210
+77,531451280,60,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 ,189000
+1238,535152200,20,RL,74,8856,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,143,TA,TA,CBlock,TA,TA,No,ALQ,621,LwQ,52,503,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,292,TA,TA,Y,0,88,0,0,95,0,NA,NA,NA,0,5,2008,WD ,136500
+223,905105200,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,2008,Hip,CompShg,HdBoard,HdBoard,BrkFace,47,TA,TA,CBlock,TA,TA,Mn,BLQ,240,Rec,474,150,864,GasA,Ex,Y,SBrkr,892,0,0,892,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1966,Unf,1,416,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,137900
+723,902402150,30,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 ,85000
+2562,534477030,20,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 ,137900
+995,527106140,60,RL,59,9535,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,851,Unf,0,75,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,472,TA,TA,Y,100,82,0,0,0,0,NA,NA,NA,0,5,2008,WD ,195500
+287,909100110,70,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 ,128000
+1152,532354150,20,RL,75,8100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1961,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,764,Unf,0,100,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1962,Unf,1,420,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,7,2008,WD ,135000
+1449,907202190,20,RL,,9216,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Av,ALQ,294,Unf,0,782,1076,GasA,TA,Y,SBrkr,1076,0,0,1076,0,0,1,1,3,1,TA,5,Typ,1,Fa,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2008,WD ,143195
+1330,903204095,40,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 ,79500
+1134,531373060,60,RL,67,12774,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,835,828,0,1663,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,478,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,7,2008,WD ,192500
+706,902201110,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1950,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,384,Unf,0,384,768,GasA,TA,Y,FuseA,768,560,0,1328,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,12,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD ,129500
+1617,527107040,60,RL,,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 ,168000
+1339,903228060,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,264,Unf,0,475,739,GasA,Ex,Y,SBrkr,874,468,0,1342,0,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD ,105000
+1664,527402150,20,RL,,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 ,143250
+1433,907135020,20,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 ,144000
+75,531380080,60,RL,,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 ,205000
+2255,914478100,85,RL,82,8410,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1974,1974,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,924,Unf,0,46,970,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1974,Unf,2,528,TA,TA,Y,193,0,0,0,0,0,NA,NA,NA,0,4,2007,WD ,143000
+1170,533215040,120,FV,42,4385,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,964,Unf,0,455,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,1,1,2,1,Ex,5,Typ,1,TA,Attchd,2001,Fin,2,588,TA,TA,Y,155,58,0,0,0,0,NA,NA,NA,0,9,2008,WD ,290000
+45,528150070,20,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,611657
+836,907126010,20,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 ,152000
+8,527145080,120,RL,43,5005,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,263,Unf,0,1017,1280,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,506,TA,TA,Y,0,82,0,0,144,0,NA,NA,NA,0,1,2010,WD ,191500
+1704,528120150,60,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 ,317000
+2068,905226080,50,RL,70,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,7,8,1940,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,258,Unf,0,422,680,GasA,Ex,Y,FuseA,798,504,0,1302,0,0,1,1,2,1,Gd,6,Typ,2,Gd,Attchd,1940,Unf,1,224,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,7,2007,WD ,165250
+1488,908102140,20,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,609,Unf,0,483,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,264,TA,TA,Y,259,0,0,0,161,0,NA,MnPrv,NA,0,4,2008,COD,123000
+1391,905201110,20,RL,88,14175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosA,Norm,1Fam,1Story,6,8,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Gd,GLQ,776,Unf,0,212,988,GasA,TA,Y,FuseA,1188,0,0,1188,1,0,1,0,1,1,TA,4,Typ,1,TA,Attchd,1956,Unf,2,621,TA,TA,Y,102,89,231,0,0,0,NA,NA,NA,0,6,2008,WD ,185000
+2633,535478070,20,RL,74,7400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1Story,7,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,809,Unf,0,236,1045,GasA,Gd,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD ,120000
+1872,534176140,20,RL,88,10738,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,792,Unf,0,301,1093,GasA,Gd,Y,SBrkr,1093,0,0,1093,1,0,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,484,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,Shed,400,11,2007,WD ,158500
+1138,531376010,60,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 ,173000
+1899,534429030,90,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 ,101800
+915,909252020,70,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 ,155000
+660,535378120,30,RL,60,10230,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1054,1054,GasA,Ex,Y,SBrkr,1078,0,0,1078,0,0,1,0,3,1,Ex,6,Typ,0,NA,Detchd,1987,Unf,1,264,TA,TA,N,0,0,0,0,112,0,NA,GdWo,NA,0,12,2009,WD ,125000
+2004,902427140,20,RM,52,8626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,1,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,331,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD ,104500
+443,528142040,60,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 ,350000
+2627,535454060,90,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 ,93500
+1438,907181140,60,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 ,193000
+1525,909251090,70,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 ,191000
+2644,902109010,30,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 ,110000
+866,907252220,60,RL,,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 ,261500
+620,534476320,20,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 ,128900
+2451,528360050,60,RL,114,17242,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1993,1994,Hip,CompShg,MetalSd,MetalSd,BrkFace,738,Gd,Gd,PConc,Ex,TA,Gd,Rec,292,GLQ,1393,48,1733,GasA,Ex,Y,SBrkr,1933,1567,0,3500,1,0,3,1,4,1,Ex,11,Typ,1,TA,Attchd,1993,RFn,3,959,TA,TA,Y,870,86,0,0,210,0,NA,NA,NA,0,5,2006,WD ,584500
+2186,908225240,20,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 ,111000
+2025,903425270,50,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,750,750,GasA,TA,Y,SBrkr,960,356,0,1316,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1965,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,ConLw,90000
+1916,535126180,60,RL,,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 ,129000
+1542,909428190,20,RL,,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 ,224000
+1163,533212050,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,390,Unf,0,210,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2008,WD ,165000
+205,903430080,70,RM,52,3068,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1920,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,Ex,Y,SBrkr,662,662,0,1324,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,180,TA,TA,Y,0,0,112,0,0,0,NA,GdPrv,NA,0,2,2010,WD ,122000
+2261,916384070,20,RL,68,8298,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Gd,TA,Av,GLQ,583,Unf,0,963,1546,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2207,RFn,2,502,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,9,2007,New,267300
+423,528104070,60,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,485000
+2687,903425190,50,RM,90,33120,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,1.5Fin,6,5,1962,1962,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1595,1595,GasA,TA,Y,SBrkr,1611,875,0,2486,0,0,2,0,5,1,TA,8,Typ,1,Gd,Detchd,1962,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD ,220000
+1436,907176010,60,RL,,13142,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,TA,TA,PConc,Gd,TA,No,GLQ,688,Unf,0,176,864,GasA,Ex,Y,SBrkr,872,899,0,1771,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,600,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2008,WD ,215700
+444,528142090,20,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 ,280000
+1067,528172080,20,RL,92,10845,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,504,Gd,TA,PConc,Gd,TA,Mn,GLQ,1149,Unf,0,454,1603,GasA,Ex,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,732,TA,TA,Y,216,28,0,0,0,0,NA,NA,NA,0,6,2008,WD ,284000
+2290,923228290,180,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD ,84500
+168,535476350,20,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,218,TA,TA,CBlock,TA,TA,Gd,BLQ,717,LwQ,263,415,1395,GasA,TA,Y,SBrkr,1395,0,0,1395,1,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1963,RFn,2,440,TA,TA,Y,657,0,113,0,240,0,NA,NA,NA,0,5,2010,WD ,192000
+2643,902108060,70,RM,66,3960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,502,502,GasA,TA,N,SBrkr,502,502,0,1004,0,0,1,0,2,1,Gd,5,Typ,1,Po,Detchd,1930,Unf,1,200,Fa,TA,N,280,0,68,0,0,0,NA,MnPrv,NA,0,7,2006,WD ,105000
+2802,907290080,20,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 ,216837
+1224,534455030,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,203,Fa,Fa,CBlock,TA,TA,No,Rec,658,Unf,0,638,1296,GasA,TA,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,2,450,TA,TA,Y,0,22,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD ,141500
+1382,905104180,20,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 ,130000
+853,907200230,20,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD ,124000
+2237,910201180,70,RM,50,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1923,1999,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,ALQ,548,Unf,0,311,859,GasA,Ex,Y,SBrkr,942,886,0,1828,0,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,,,,,,,Y,174,0,212,0,0,0,NA,MnPrv,NA,0,3,2007,WD ,150909
+2585,535304020,20,RL,66,12778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,658,Unf,0,350,1008,GasA,Ex,Y,FuseA,1008,0,0,1008,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1952,RFn,1,280,TA,TA,Y,0,154,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD ,139500
+2193,908275240,20,RL,60,8172,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,682,Unf,0,182,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,N,196,0,0,0,0,0,NA,NA,NA,0,10,2007,COD,79275
+2262,916384080,20,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 ,265900
+1528,909253190,30,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 ,91000
+370,527276160,60,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,6,1977,1977,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,157,TA,TA,PConc,Gd,TA,No,ALQ,400,Unf,0,722,1122,GasA,Ex,Y,SBrkr,946,988,0,1934,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,567,TA,TA,P,0,176,0,0,200,0,NA,NA,NA,0,7,2009,WD ,185000
+2629,535456020,20,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 ,141000
+1703,528120010,60,RL,134,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1582,1582,GasA,Ex,Y,SBrkr,1582,570,0,2152,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,2007,Unf,2,728,TA,TA,Y,0,368,0,0,0,0,NA,NA,NA,0,6,2007,New,260116
+793,905452050,30,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 ,113000
+1429,906424010,80,RL,,11454,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,Gd,GLQ,770,Unf,0,631,1401,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1995,Fin,3,811,TA,TA,Y,168,42,0,0,0,0,NA,NA,NA,0,2,2008,WD ,225000
+648,535352090,30,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,700,Unf,0,93,793,GasA,TA,Y,SBrkr,793,0,0,793,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1945,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD ,113000
+279,908103350,80,RL,65,6305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1975,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD ,125200
+1705,528142050,60,RL,82,9709,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,120,Ex,TA,PConc,Ex,TA,Gd,GLQ,778,Unf,0,140,918,GasA,Ex,Y,SBrkr,958,1142,0,2100,1,0,2,1,3,1,Ex,8,Typ,2,Gd,BuiltIn,2007,Fin,3,786,TA,TA,Y,172,104,0,0,0,0,NA,NA,NA,0,9,2007,New,319500
+1257,535380050,50,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 ,140000
+2894,916325040,20,RL,,50102,Pave,NA,IR1,Low,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,6,5,1958,1958,Gable,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,909,Unf,0,723,1632,GasA,TA,Y,SBrkr,1650,0,0,1650,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,2,518,TA,TA,Y,0,0,0,0,138,0,NA,NA,NA,0,3,2006,WD ,250764
+1062,528142020,60,RL,74,8899,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,108,Ex,TA,PConc,Gd,TA,Av,GLQ,40,Unf,0,908,948,GasA,Ex,Y,SBrkr,948,1140,0,2088,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2007,Fin,3,656,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,6,2008,WD ,250000
+1729,528218020,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,6,2007,WD ,176000
+1925,535177110,20,RL,80,9736,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1969,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,289,TA,TA,CBlock,TA,TA,No,BLQ,668,Rec,138,525,1331,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,1,0,4,1,TA,8,Typ,3,TA,Attchd,1957,Unf,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD ,174850
+415,527455050,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,320,Unf,0,484,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,1,2,1,3,1,TA,7,Typ,1,TA,Detchd,1978,Unf,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2009,WD ,147000
+78,531452020,120,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 ,99500
+428,528108040,60,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,986,Unf,0,379,1365,GasA,Ex,Y,SBrkr,1365,1325,0,2690,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,864,TA,TA,Y,0,197,0,0,0,0,NA,NA,NA,0,7,2009,New,398800
+1756,528280110,60,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 ,175000
+1280,535456100,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,825,825,GasA,TA,Y,FuseA,825,0,0,825,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD ,109500
+1928,535181030,20,RL,,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 ,163500
+2671,903200050,30,RL,,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,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD ,100000
+2501,533125120,60,RL,105,11025,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,692,Gd,TA,PConc,Ex,TA,Gd,GLQ,1118,Unf,0,216,1334,GasA,Ex,Y,SBrkr,1520,1306,0,2826,1,0,2,1,3,1,Gd,9,Typ,3,TA,Attchd,1992,RFn,3,888,TA,TA,Y,177,208,186,0,0,0,NA,NA,NA,0,10,2006,WD ,334000
+225,905106170,20,RL,65,7832,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,775,Unf,0,89,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1969,Unf,1,280,TA,TA,Y,226,0,0,0,0,0,NA,NA,NA,0,5,2010,WD ,137250
+2317,527108010,60,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,320000
+160,535401080,20,RL,,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 ,162000
+100,533213030,20,FV,,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,222000
+482,528250040,60,RL,,8174,Pave,NA,IR1,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,GLQ,494,Unf,0,204,698,GasA,Ex,Y,SBrkr,698,644,0,1342,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,393,TA,TA,Y,100,56,0,0,0,0,NA,NA,NA,0,5,2009,WD ,178000
+177,902128170,30,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 ,119000
+1971,535477130,60,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 ,169500
+484,528275070,60,RL,,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 ,236000
+1561,911370490,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,525,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,8,2008,New,294464
+992,526354070,60,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 ,206900
+73,531367050,60,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 ,233000
+2646,902110130,30,RM,56,7741,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,143,Rec,72,817,1032,GasA,Gd,N,FuseA,1032,0,0,1032,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,280,TA,TA,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2006,COD,108000
+994,527106050,60,RL,65,8139,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,119,TA,TA,PConc,Gd,TA,No,ALQ,476,Unf,0,204,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,420,TA,TA,Y,192,49,0,0,0,0,NA,NA,NA,0,10,2008,WD ,165000
+2138,907200270,20,RL,45,8982,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,539,Unf,0,501,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,748,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD ,134900
+2013,903231050,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,7,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,0,0,884,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,136,0,0,0,NA,MnPrv,NA,0,7,2007,WD ,113000
+2126,907135080,20,RL,70,16561,Pave,NA,IR2,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,548,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1996,Unf,1,242,TA,TA,Y,306,0,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD ,147900
+898,908229020,30,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,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD ,99900
+1048,527453160,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,286,LwQ,294,275,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1975,RFn,2,460,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD ,143000
+2676,903231070,50,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 ,114500
+2498,532378220,20,RL,,8789,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,659,Unf,0,253,912,GasA,TA,Y,SBrkr,941,0,0,941,0,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,64,0,0,0,0,0,NA,NA,NA,0,6,2006,WD ,129200
+1560,911370410,120,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,392500
+296,909427230,70,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 ,266500
+354,527161040,80,RL,57,8923,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,189,Unf,0,195,384,GasA,Gd,Y,SBrkr,751,631,0,1382,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1998,Fin,2,396,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,2,2009,WD ,177500
+970,923201100,20,RL,75,12518,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,182,TA,TA,CBlock,TA,TA,No,ALQ,532,Unf,0,476,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,384,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD ,139500
+884,907420040,60,RL,85,11069,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,788,0,1396,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,440,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,7,2009,WD ,170000
+1894,534403290,60,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1964,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,TA,Gd,CBlock,TA,TA,No,ALQ,414,Unf,0,431,845,GasA,Ex,Y,SBrkr,845,1309,0,2154,0,0,2,1,5,1,TA,8,Typ,1,Gd,Attchd,1964,RFn,2,539,TA,TA,Y,0,0,0,0,161,0,NA,MnPrv,NA,0,7,2007,WD ,224500
+450,528168030,60,RL,96,13262,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1105,1295,0,2400,0,0,3,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,3,730,TA,TA,Y,114,40,0,0,0,0,NA,NA,NA,0,6,2009,WD ,290000
+2031,903450060,50,RM,,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 ,169500
+949,914465055,20,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 ,240000
+1907,534476080,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,Gd,CBlock,TA,TA,No,BLQ,368,Unf,0,710,1078,GasA,Ex,Y,SBrkr,1150,0,0,1150,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,288,TA,TA,Y,0,0,0,0,175,0,NA,MnPrv,NA,0,10,2007,WD ,144000
+1906,534475170,60,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 ,165000
+549,531452070,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1332,1332,GasA,Gd,Y,SBrkr,1332,0,0,1332,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2009,WD ,145000
+243,905475510,20,RL,,11200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,1250,1250,GasA,Ex,Y,SBrkr,1298,0,0,1298,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,504,TA,Fa,N,0,144,0,0,0,0,NA,NA,NA,0,6,2010,COD,114000
+1697,528110070,20,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,395000
+2365,527450010,160,RM,24,2760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,514,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,1973,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD ,105500
+310,914467040,60,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,615,Unf,0,434,1049,GasA,Ex,Y,SBrkr,1036,880,0,1916,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Unf,3,741,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,WD ,254900
+1961,535451100,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1950,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,432,Unf,0,432,864,GasA,Fa,Y,FuseA,1238,0,0,1238,0,0,1,1,3,1,TA,6,Min2,1,TA,Attchd,1950,Unf,1,357,TA,TA,Y,0,171,0,0,0,0,NA,NA,NA,0,11,2007,WD ,102000
+849,907194010,60,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 ,230000
+2018,903233050,70,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 ,137500
+1328,903201030,30,RL,55,7111,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1928,1983,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,LwQ,406,BLQ,273,329,1008,GasA,TA,Y,SBrkr,1143,0,0,1143,0,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1992,Unf,1,288,TA,TA,Y,265,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD ,138000
+801,906201050,80,RL,66,19255,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,6,5,1983,1983,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,100,Gd,TA,CBlock,Gd,TA,Av,Rec,70,GLQ,450,0,520,GasA,Gd,Y,SBrkr,1338,0,0,1338,0,0,1,1,2,1,Gd,5,Min2,1,Po,Attchd,1983,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,600,9,2009,WD ,156500
+400,527405180,20,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 ,124500
+1650,527325110,60,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 ,190000
+1084,528228465,20,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 ,159895
+1522,909250040,70,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 ,189000
+2496,532378130,20,RL,,8020,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,644,Unf,0,268,912,GasA,TA,N,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD ,124000
+220,905103060,20,RL,,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 ,121500
+1254,535354200,90,RL,76,12436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1824,1824,GasA,Fa,Y,FuseA,1824,0,0,1824,0,0,2,0,5,2,TA,9,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD ,146000
+1443,907196040,60,RL,75,12192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,663,Unf,0,265,928,GasA,Ex,Y,SBrkr,928,895,0,1823,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,626,TA,TA,Y,192,36,0,0,0,0,NA,NA,Shed,4500,5,2008,WD ,235000
+2885,911370530,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,Gd,TA,PConc,Ex,TA,Gd,GLQ,1564,Unf,0,30,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,12,2006,WD ,300000
+2920,923228260,160,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Gd,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD ,90500
+1197,534225120,90,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 ,142600
+848,907192090,20,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 ,227000
+926,909279010,90,RL,,8145,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,Duplex,2.5Unf,7,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,246,Unf,0,674,920,GasA,Ex,Y,SBrkr,1240,1240,0,2480,0,0,2,1,5,2,TA,13,Typ,2,Gd,Detchd,1940,Unf,2,400,TA,TA,Y,0,0,57,0,0,0,NA,NA,NA,0,7,2009,WD ,205000
+2158,907295040,20,RL,73,17227,Pave,NA,IR2,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,Gd,GLQ,915,Unf,0,426,1341,GasA,Ex,Y,SBrkr,1341,0,0,1341,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,1999,RFn,2,482,TA,TA,Y,240,84,0,0,0,0,NA,NA,NA,0,1,2007,WD ,246900
+1555,911102090,70,C (all),60,5280,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,7,1895,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,Po,Fa,No,Unf,0,Unf,0,173,173,GasA,Ex,N,SBrkr,825,536,0,1361,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1895,Unf,1,185,Fa,TA,Y,0,123,0,0,0,0,NA,NA,NA,0,7,2008,WD ,89000
+278,908102300,50,RL,89,11792,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,744,744,GasA,Ex,N,FuseF,792,328,0,1120,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1956,Unf,2,480,TA,Fa,P,0,0,0,0,160,0,NA,NA,NA,0,6,2010,WD ,64000
+2522,533253160,120,RL,40,3876,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Greens,Norm,Norm,Twnhs,1Story,8,5,1978,1978,Gable,CompShg,Wd Sdng,Plywood,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,652,Rec,526,48,1226,GasA,TA,Y,SBrkr,1226,0,0,1226,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,484,TA,TA,Y,133,60,0,0,0,0,NA,NA,NA,0,7,2006,WD ,170000
+434,528110090,60,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,582933
+2683,903234030,30,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 ,110500
+2173,908127070,20,RL,80,8240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1960,1960,Hip,CompShg,HdBoard,HdBoard,Stone,198,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1179,1179,GasA,Gd,Y,SBrkr,1179,0,0,1179,0,0,1,0,2,1,TA,5,Min2,0,NA,Attchd,1960,Fin,2,622,TA,TA,P,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD ,110000
+894,908201040,20,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,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD ,118000
+1066,528170070,60,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 ,284000
+1261,535402120,60,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 ,171000
+537,531369010,60,RL,96,10628,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,871,941,0,1812,0,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,478,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,1,2009,WD ,193000
+2301,923275010,20,RL,,11000,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1976,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,LwQ,1090,Unf,0,0,1090,GasA,TA,Y,SBrkr,1178,0,0,1178,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,2,502,TA,TA,Y,0,44,0,0,88,0,NA,MnPrv,NA,0,6,2007,WD ,135000
+2854,909253080,70,RL,54,9399,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,8,1919,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,818,818,GasA,TA,Y,SBrkr,818,818,0,1636,0,0,1,1,4,1,Gd,7,Typ,1,Gd,Detchd,1919,Unf,1,288,Fa,TA,N,0,0,212,0,0,0,NA,NA,NA,0,9,2006,WD ,167000
+2649,902128020,20,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,RFn,1,528,TA,TA,Y,0,0,0,0,115,0,NA,NA,NA,0,8,2006,COD,105000
+2776,907180120,20,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 ,214000
+2403,528172150,60,RL,,13215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,Gd,TA,PConc,Gd,TA,No,GLQ,994,Unf,0,426,1420,GasA,Ex,Y,SBrkr,1426,488,0,1914,1,0,2,1,3,1,Gd,9,Typ,1,TA,BuiltIn,2004,RFn,3,746,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,2,2006,WD ,279000
+2355,527375160,80,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1975,2000,Gable,CompShg,Plywood,Plywood,BrkFace,248,TA,TA,CBlock,TA,Fa,No,ALQ,548,Unf,0,127,675,GasA,TA,Y,SBrkr,1109,766,0,1875,0,0,3,0,3,1,Gd,8,Typ,1,TA,Attchd,1975,RFn,2,485,TA,TA,Y,48,28,0,0,0,0,NA,NA,NA,0,6,2006,WD ,184500
+1983,902201130,50,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 ,120000
+547,531450120,60,RL,70,7703,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,52,Rec,364,400,816,GasA,Ex,Y,SBrkr,833,897,0,1730,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,528,TA,TA,Y,0,91,0,0,168,0,NA,NA,NA,0,11,2009,WD ,171500
+1842,533208070,160,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,164700
+2748,906204180,60,RL,88,12128,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,4,1989,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,Gd,TA,CBlock,Gd,TA,No,ALQ,549,Unf,0,319,868,GasA,Ex,Y,SBrkr,1313,1246,0,2559,0,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1989,RFn,2,506,TA,TA,Y,0,245,0,0,168,0,NA,MnPrv,NA,0,11,2006,WD ,209000
+2425,528228430,120,RM,,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,GLQ,1059,Unf,0,306,1365,GasA,Ex,Y,SBrkr,1548,0,0,1548,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,Fin,2,388,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,9,2006,WD ,225000
+2837,908227040,50,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,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD ,81000
+2456,528429100,20,RL,49,15218,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,PConc,Ex,Gd,No,GLQ,1562,Unf,0,108,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,1,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,928,TA,TA,Y,0,240,200,0,0,0,NA,NA,NA,0,9,2006,New,336820
+2114,906402070,60,RL,,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 ,277000
+1890,534278190,20,RL,70,8680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD ,117600
+621,534477110,50,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 ,140000
+1427,906412050,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,402,Ex,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,598,1751,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2008,Fin,3,874,TA,TA,Y,216,36,0,0,0,0,NA,NA,NA,0,12,2008,New,395039
+1728,528218010,60,RL,59,15810,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,,,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,728,0,1496,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,572,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2007,New,181755
+2472,531367010,20,RL,91,11024,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,118,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1400,1400,GasA,Ex,Y,SBrkr,1400,0,0,1400,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,612,TA,TA,Y,144,55,0,0,0,0,NA,NA,NA,0,10,2006,New,186800
+610,534402170,60,RL,,8970,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,388,Unf,0,356,744,GasA,TA,Y,SBrkr,825,1315,0,2140,0,0,2,1,4,1,TA,7,Typ,1,TA,Attchd,1965,Fin,2,549,TA,TA,Y,0,40,264,0,0,0,NA,MnPrv,NA,0,6,2009,WD ,177500
+1950,535379060,30,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 ,64500
+94,533205060,120,FV,25,4835,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1298,Unf,0,190,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,506,TA,TA,Y,168,50,0,0,0,0,NA,NA,NA,0,3,2010,WD ,260000
+1745,528228555,20,RL,53,3710,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,0,8,2007,New,185485
+744,903231130,30,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 ,105000
+1859,533254100,80,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 ,187000
+2343,527301010,20,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 ,202500
+1713,528172050,20,RL,70,9926,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,1178,Unf,0,436,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,878,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,5,2007,WD ,245700
+1816,531451150,160,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,Ex,Y,SBrkr,630,636,0,1266,0,0,1,1,2,1,TA,5,Typ,2,TA,Attchd,1980,RFn,1,283,TA,TA,Y,340,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD ,128000
+2390,528120110,60,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 ,275500
+364,527166010,60,RL,,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 ,225000
+684,535453100,80,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1959,1959,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,433,Rec,95,0,528,GasA,TA,Y,SBrkr,1183,0,0,1183,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD ,138000
+32,527451410,160,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 ,88000
+1698,528110100,60,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 ,380000
+1129,528482020,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1660,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,660,TA,TA,Y,133,120,0,0,0,0,NA,NA,NA,0,6,2008,WD ,256000
+165,535456110,20,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 ,134800
+935,909451140,160,RM,24,1612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,561,561,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,154,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD ,121000
+1802,528480020,60,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,227875
+250,906378100,20,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 ,245350
+2668,902401090,90,RM,33,5976,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,N,FuseA,624,624,0,1248,0,0,2,0,2,2,TA,8,Typ,0,NA,NA,,NA,0,0,NA,NA,N,0,130,256,0,0,0,NA,NA,NA,0,12,2006,WD ,93500
+236,905426060,30,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,83000
+2117,906426195,60,RL,,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 ,240000
+2029,903430040,45,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,592,592,GasA,TA,N,FuseA,933,240,0,1173,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,240,TA,Fa,Y,0,25,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD ,113000
+636,535175050,20,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 ,155000
+1155,532378200,20,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 ,142000
+739,903228120,45,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 ,119000
+1608,923400040,50,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 ,160000
+1087,528235120,60,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 ,193000
+1774,528366070,60,RL,88,11762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,309,Gd,TA,PConc,Ex,TA,No,GLQ,335,Unf,0,770,1105,GasA,Ex,Y,SBrkr,1105,1097,0,2202,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,517,TA,TA,Y,0,65,0,0,144,0,NA,NA,NA,0,9,2007,WD ,263000
+2816,907420090,20,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,164990
+2194,908276230,20,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 ,119000
+523,528458180,20,FV,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,238,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1348,1372,GasA,Ex,Y,SBrkr,1448,0,0,1448,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,692,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2009,WD ,238500
+2767,906475200,20,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 ,280000
+1837,533206070,120,FV,32,3784,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1451,1511,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,476,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,2,2007,New,193800
+2284,923225040,120,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 ,129900
+1434,907135260,20,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 ,145000
+2794,907255050,20,RL,,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 ,275000
+2625,535454030,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,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,1950,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD ,81400
+794,905475160,20,RL,62,7440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,173,Unf,0,916,1089,GasW,TA,Y,SBrkr,1089,0,0,1089,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1954,RFn,1,252,TA,TA,P,328,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD ,125000
+708,902204080,30,RM,62,7404,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,861,861,GasA,TA,Y,SBrkr,861,0,0,861,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,2,288,TA,TA,N,0,0,128,0,0,0,NA,NA,NA,0,11,2009,Oth,80000
+286,909100080,30,RL,67,4853,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Artery,Norm,1Fam,1Story,5,6,1924,1999,Gable,CompShg,MetalSd,VinylSd,BrkFace,203,TA,TA,BrkTil,TA,TA,Mn,Rec,133,Unf,0,974,1107,GasA,Fa,N,FuseA,1296,0,0,1296,0,0,2,0,2,1,Fa,5,Typ,1,Gd,Detchd,1979,Unf,1,260,TA,TA,Y,0,0,36,0,0,0,NA,MnPrv,NA,0,5,2010,WD ,104000
+62,528358010,20,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 ,260400
+1647,527302060,60,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1981,2003,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,Gd,TA,CBlock,Gd,TA,No,ALQ,321,Unf,0,404,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1981,RFn,2,484,TA,TA,Y,167,72,0,0,0,0,NA,NA,NA,0,3,2007,WD ,176000
+2054,905103110,20,RL,,11677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,442,TA,TA,CBlock,TA,TA,Av,Rec,249,BLQ,761,30,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD ,123000
+1102,528326110,60,RL,,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,295,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1519,1519,GasA,Ex,Y,SBrkr,1533,639,0,2172,0,0,2,1,4,1,Ex,8,Typ,1,TA,BuiltIn,2000,RFn,3,687,TA,TA,Y,162,153,0,0,0,0,NA,NA,NA,0,6,2008,WD ,291000
+654,535354100,20,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 ,132000
+1089,528240040,60,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 ,176000
+604,534278070,20,RL,,13495,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,70,TA,Gd,CBlock,TA,TA,No,BLQ,625,LwQ,201,222,1048,GasA,Fa,Y,SBrkr,1728,0,0,1728,1,0,2,0,3,1,TA,7,Min1,1,Gd,Detchd,1956,Unf,2,576,TA,TA,Y,0,99,0,0,0,0,NA,NA,NA,0,7,2009,WD ,177625
+2838,908228040,50,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 ,104900
+2777,907181090,60,RL,68,9272,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,500,Unf,0,342,842,GasA,Ex,Y,SBrkr,856,893,0,1749,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,515,TA,TA,Y,140,85,0,0,0,0,NA,NA,NA,0,6,2006,WD ,196000
+1723,528186050,120,RL,48,7841,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,394,Ex,TA,PConc,Ex,TA,No,GLQ,848,Unf,0,729,1577,GasA,Ex,Y,SBrkr,1577,0,0,1577,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,564,TA,TA,Y,203,39,0,0,0,0,NA,NA,NA,0,5,2007,WD ,280000
+349,527110020,80,RL,,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 ,168500
+2313,527107020,60,RL,,13041,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Gd,Y,SBrkr,781,890,0,1671,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1995,Fin,2,423,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,2,2006,WD ,170000
+2279,923202220,20,RL,200,43500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,3,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,2034,0,0,2034,0,0,1,0,2,1,TA,9,Min1,0,NA,2Types,1953,RFn,4,1041,TA,TA,N,483,266,0,0,0,561,TA,GdPrv,NA,0,6,2007,WD ,130000
+1346,903233080,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,300,LwQ,240,449,989,GasA,TA,Y,SBrkr,1245,764,0,2009,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,20,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD ,150000
+2770,907125080,20,RL,95,13015,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1996,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD ,145000
+2923,923230040,90,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 ,188000
+1619,527110120,60,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 ,169000
+2178,908152260,20,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,155000
+1160,533206050,120,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 ,196000
+1755,528275110,60,RL,,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,574,Unf,0,280,854,GasA,Ex,Y,SBrkr,864,1131,0,1995,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,435,TA,TA,Y,264,48,0,0,0,0,NA,NA,NA,0,7,2007,WD ,219500
+2412,528218060,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,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,0,2,2006,New,170440
+889,908151050,60,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 ,159500
+2181,908154195,20,RL,128,39290,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,10,5,2008,2009,Hip,CompShg,CemntBd,CmentBd,Stone,1224,Ex,TA,PConc,Ex,TA,Gd,GLQ,4010,Unf,0,1085,5095,GasA,Ex,Y,SBrkr,5095,0,0,5095,1,1,2,1,2,1,Ex,15,Typ,2,Gd,Attchd,2008,Fin,3,1154,TA,TA,Y,546,484,0,0,0,0,NA,NA,Elev,17000,10,2007,New,183850
+1186,534126090,20,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 ,174000
+1613,526352090,20,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 ,167000
+411,527453060,160,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 ,148500
+810,906226090,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1114,1114,0,2228,0,0,2,0,6,2,TA,8,Typ,0,NA,Detchd,1979,Unf,2,720,TA,TA,Y,73,0,0,0,0,0,NA,NA,NA,0,6,2009,WD ,147983
+548,531452010,160,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 ,120000
+2179,908152280,20,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 ,157000
+2746,905480160,50,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 ,91500
+1486,908102030,30,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,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD ,85000
+2168,908102100,20,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 ,140000
+2061,905105260,20,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 ,127000
+1131,528490080,60,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 ,207500
+2738,905427030,75,RL,60,19800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2.5Unf,6,8,1935,1990,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,425,Unf,0,1411,1836,GasA,Gd,Y,SBrkr,1836,1836,0,3672,0,0,3,1,5,1,Gd,7,Typ,2,Gd,Detchd,1993,Unf,2,836,TA,TA,Y,684,80,32,0,0,0,NA,NA,NA,0,12,2006,WD ,415000
+929,909425130,20,RL,90,13339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1960,1960,Gable,CompShg,HdBoard,Plywood,Stone,132,TA,TA,CBlock,TA,TA,No,LwQ,65,BLQ,875,621,1561,GasA,TA,Y,SBrkr,1561,0,0,1561,1,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,Fin,2,463,TA,TA,Y,0,148,0,0,120,0,NA,NA,NA,0,5,2009,WD ,193000
+362,527164090,60,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 ,174000
+652,535353240,60,RL,78,11419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,7,7,1948,1999,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,699,Unf,0,0,699,GasA,Ex,Y,FuseA,801,726,0,1527,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,2,410,TA,TA,Y,0,0,134,0,0,0,NA,GdWo,NA,0,12,2009,WD ,152500
+1466,907262070,60,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 ,183000
+2087,905478220,50,RL,60,11100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1951,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,1080,Unf,0,0,1080,GasA,TA,N,SBrkr,1080,400,0,1480,1,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1951,Unf,1,253,TA,TA,Y,0,0,68,0,0,0,NA,NA,NA,0,7,2007,WD ,136500
+1442,907194020,60,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 ,231500
+2744,905475150,20,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 ,123500
+1511,908275280,50,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 ,135500
+2175,908152060,80,RL,65,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Gable,CompShg,HdBoard,Plywood,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,504,Unf,0,456,960,GasA,TA,Y,SBrkr,1044,0,0,1044,1,0,1,0,3,1,TA,7,Typ,1,Fa,Detchd,1976,Unf,2,528,TA,Fa,Y,228,0,0,0,0,0,NA,NA,NA,0,4,2007,WD ,133500
+1236,535150280,20,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,124000
+2448,528344060,60,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 ,280000
+60,528328100,60,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 ,333168
+346,527105130,60,RL,,11792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,188,Gd,TA,PConc,Gd,TA,Gd,GLQ,850,Unf,0,158,1008,GasA,Ex,Y,SBrkr,1008,1275,0,2283,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,8,2009,WD ,270000
+678,535450200,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,621,Unf,0,174,795,GasA,Gd,N,SBrkr,765,368,0,1133,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,2,900,TA,TA,Y,0,0,0,0,231,0,NA,NA,NA,0,12,2009,COD,128500
+2481,531452080,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,494,1398,GasA,Gd,Y,SBrkr,1398,0,0,1398,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,46,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD ,172000
+2729,905300010,85,RL,72,10820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,7,1971,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,PConc,Gd,TA,Av,GLQ,535,Rec,159,88,782,GasA,Ex,Y,SBrkr,810,0,0,810,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD ,130000
+453,528174060,120,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 ,196000
+2234,910201020,45,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 ,87000
+2007,903204030,50,RM,55,8674,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,RRNn,Artery,1Fam,1.5Fin,5,6,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,910,Unf,0,0,910,GasA,TA,Y,SBrkr,910,525,0,1435,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,3,2007,WD ,128250
+20,527302110,20,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 ,210000
+2217,909279080,50,RL,,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 ,220000
+232,905202090,20,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 ,128000
+1982,902201090,50,RM,120,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1900,2006,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,130,Unf,0,550,680,GasA,Ex,Y,SBrkr,680,494,0,1174,0,0,1,0,2,1,Gd,6,Typ,1,Gd,Detchd,2000,Unf,2,576,TA,TA,Y,116,26,40,0,0,0,NA,MnPrv,NA,0,6,2007,WD ,135000
+1570,914476450,20,RL,74,9990,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,1383,Unf,0,297,1680,GasA,Gd,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,432,TA,TA,Y,428,120,0,0,0,0,NA,NA,NA,0,7,2008,WD ,228500
+195,903226160,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,BLQ,452,LwQ,12,144,608,GasA,TA,Y,SBrkr,608,524,0,1132,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,128,0,0,0,NA,MnPrv,NA,0,4,2010,WD ,134000
+2307,526302040,20,RL,85,10533,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1956,Hip,CompShg,VinylSd,VinylSd,BrkFace,244,TA,Gd,CBlock,TA,TA,No,Rec,773,Unf,0,235,1008,GasA,TA,Y,SBrkr,1024,0,0,1024,1,0,1,0,2,1,Gd,5,Typ,2,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,280,0,NA,NA,NA,0,8,2006,WD ,157500
+504,528387030,60,RL,,11692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,372,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,549,1173,GasA,Ex,Y,SBrkr,1215,1017,0,2232,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,623,TA,TA,Y,173,165,0,0,0,0,NA,NA,NA,0,10,2009,WD ,263550
+1644,527301080,20,RL,,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 ,182900
+939,909475300,20,RL,,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 ,222000
+1591,923202137,20,RL,77,9278,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Feedr,Artery,1Fam,1Story,5,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,52,0,0,0,0,NA,NA,NA,0,2,2008,WD ,146000
+2001,902404010,30,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,153500
+2379,528102010,20,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 ,315000
+1100,528315110,60,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 ,315000
+1118,528431120,60,RL,73,9801,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1341,1341,GasA,Ex,Y,SBrkr,1341,520,0,1861,0,0,3,0,3,1,Gd,7,Typ,1,Gd,BuiltIn,2007,RFn,3,851,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,7,2008,WD ,257000
+1593,923204040,85,RL,150,14137,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,Gd,TA,Av,ALQ,865,LwQ,247,88,1200,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,0,3,1,TA,6,Typ,0,NA,2Types,1964,Fin,3,850,TA,TA,Y,0,119,0,0,171,0,NA,NA,NA,0,11,2008,ConLD,173000
+2338,527226010,60,RL,,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 ,169000
+458,528178010,20,RL,117,15262,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,470,Gd,TA,PConc,Ex,TA,Gd,GLQ,1557,Unf,0,643,2200,GasA,Ex,Y,SBrkr,2200,0,0,2200,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2003,Fin,3,685,TA,TA,Y,208,55,0,0,0,0,NA,NA,NA,0,7,2009,WD ,382500
+1454,907250020,20,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 ,230000
+641,535301170,20,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 ,153000
+644,535303150,20,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 ,123000
+840,907131190,20,RL,65,14753,Pave,NA,IR2,Low,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,950,Unf,0,513,1463,GasA,Ex,Y,SBrkr,1463,0,0,1463,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,539,TA,TA,Y,0,81,0,0,0,0,NA,GdPrv,NA,0,12,2009,WD ,207000
+1307,902207220,75,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 ,295000
+1809,531375140,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,Gd,TA,PConc,Gd,TA,No,GLQ,729,Unf,0,365,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD ,149000
+56,528240070,60,RL,,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,,,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 ,216500
+1905,534453080,20,RL,50,5175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,8,1958,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,150,ALQ,404,254,808,GasA,Ex,Y,SBrkr,808,0,0,808,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,N,143,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,112000
+2060,905105170,20,RL,,8398,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,323,TA,Gd,CBlock,TA,TA,No,LwQ,114,BLQ,529,300,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,2,528,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,6,2007,WD ,134500
+1085,528228540,20,RL,53,3710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,WdShing,Wd Shng,BrkFace,20,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1146,1146,GasA,Ex,Y,SBrkr,1246,0,0,1246,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2007,Fin,2,428,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,187687
+305,911128180,50,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,68400
+671,535403190,20,RL,62,8010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1958,2007,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,TA,TA,Mn,GLQ,745,Unf,0,206,951,GasA,Gd,Y,SBrkr,951,0,0,951,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1985,Unf,2,480,TA,TA,Y,0,0,42,0,0,0,NA,NA,Shed,450,9,2009,WD ,143500
+833,906402060,80,RL,,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 ,275000
+2891,914476500,90,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 ,171000
+486,528280230,60,RL,,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 ,244000
+334,923230190,20,RL,50,6953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,469,Unf,0,395,864,GasA,Ex,Y,SBrkr,874,0,0,874,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,ConLD,130000
+1804,528482010,20,FV,100,11824,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1685,1685,GasA,Ex,Y,SBrkr,1685,0,0,1685,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,3,658,TA,TA,Y,112,63,0,0,0,0,NA,NA,NA,0,4,2007,WD ,253000
+2690,903430130,30,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,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD ,52500
+299,909455030,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,6,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,747,Unf,0,235,982,GasA,Gd,Y,SBrkr,1034,0,0,1034,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1989,Fin,2,598,TA,TA,Y,141,36,0,0,0,0,NA,NA,NA,0,4,2010,WD ,185000
+466,528220040,60,RL,57,8918,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,745,745,GasA,Ex,Y,SBrkr,745,745,0,1490,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,392,TA,TA,Y,36,20,0,0,0,0,NA,NA,NA,0,7,2009,WD ,167800
+440,528120160,20,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 ,274900
+378,527354100,80,RL,,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 ,187500
+513,528441020,60,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 ,253000
+1597,923225310,180,RM,21,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,501,Unf,0,25,526,GasA,Gd,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,RFn,1,297,TA,TA,Y,120,101,0,0,0,0,NA,NA,NA,0,6,2008,WD ,105000
+613,534429150,80,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,TA,TA,Gd,ALQ,568,Unf,0,640,1208,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,1,0,4,1,Gd,7,Typ,1,Po,BuiltIn,1961,Fin,2,368,TA,TA,Y,85,0,0,0,0,0,NA,NA,NA,0,9,2009,WD ,174500
+2798,907275030,60,RL,,21533,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Feedr,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1065,1065,GasA,Ex,Y,SBrkr,1065,984,0,2049,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Unf,2,467,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,8,2006,WD ,210900
+239,905452110,50,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1947,1979,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,192,Unf,0,564,756,GasA,Ex,Y,SBrkr,1169,0,362,1531,0,0,1,0,3,1,TA,8,Typ,1,TA,Detchd,1947,Unf,1,209,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD ,127000
+1080,528190010,120,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 ,207000
+375,527352150,60,RL,,13250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRNn,Norm,1Fam,2Story,7,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,SBrkr,1154,896,0,2050,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,RFn,2,529,TA,TA,Y,192,192,0,0,0,0,NA,NA,NA,0,5,2009,WD ,154000
+1638,527216080,20,RL,52,51974,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,PosN,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,710,Ex,TA,PConc,Ex,TA,Av,GLQ,1101,Unf,0,1559,2660,GasA,Ex,Y,SBrkr,2338,0,0,2338,1,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,1110,Gd,TA,Y,0,135,0,0,322,0,NA,NA,NA,0,6,2007,New,591587
+2593,535353180,190,RL,94,22136,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,5,1925,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,Mn,GLQ,1018,Unf,0,1153,2171,GasA,TA,Y,SBrkr,1392,1248,0,2640,2,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1977,RFn,3,1008,TA,TA,N,631,48,148,0,0,0,NA,NA,NA,0,7,2006,WD ,180000
+623,535101120,90,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 ,124000
+964,916403200,60,RL,,9839,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,2Story,6,8,1980,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,462,Unf,0,250,712,GasA,Ex,Y,SBrkr,1375,862,0,2237,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,1980,Fin,2,440,TA,TA,Y,305,24,0,0,0,0,NA,NA,Shed,2500,2,2009,WD ,204000
+917,909253180,50,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 ,145000
+122,534401140,20,RL,88,9680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,Wd Sdng,Plywood,BrkFace,268,TA,TA,CBlock,TA,TA,No,BLQ,1010,Unf,0,500,1510,GasA,Ex,Y,SBrkr,1510,0,0,1510,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,2,517,TA,TA,Y,0,40,0,0,204,0,NA,GdPrv,NA,0,4,2010,WD ,178900
+2443,528315030,60,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 ,348000
+1354,903401030,50,RL,60,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,4,1915,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,810,810,GasA,Ex,Y,SBrkr,1170,546,0,1716,0,0,2,0,4,1,Gd,8,Typ,0,NA,Detchd,1970,Unf,2,672,TA,TA,Y,0,195,0,0,0,0,NA,NA,NA,0,3,2008,WD ,162500
+2058,905104240,190,RL,70,8425,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,6,1971,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,748,Unf,0,20,768,GasA,Gd,Y,SBrkr,868,0,0,868,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,138,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD ,119900
+2326,527166030,60,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 ,176500
+1222,534452060,190,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 ,118000
+1251,535305160,20,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 ,110000
+65,528382030,60,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 ,221000
+498,528344040,60,RL,,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 ,340000
+749,903425245,70,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 ,167500
+1782,528431050,20,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 ,255000
+477,528235200,80,RL,59,9434,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,8,2009,WD ,170000
+2826,908186060,180,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 ,145000
+1601,923228420,180,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,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD ,81000
+990,526351030,20,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 ,176500
+1791,528441080,20,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 ,307000
+2131,907192020,60,RL,68,9543,Pave,NA,IR1,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,Unf,0,Unf,0,845,845,GasA,Ex,Y,SBrkr,845,845,0,1690,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,517,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,2,2007,WD ,190550
+371,527301320,60,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 ,260000
+2377,527453070,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,120,BLQ,492,443,1055,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,319,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,4,2006,WD ,137500
+1832,532479140,20,RL,43,12712,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,6,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,968,Unf,0,76,1044,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,1,0,2,1,Gd,5,Typ,1,TA,Attchd,1973,RFn,2,542,TA,TA,Y,455,0,0,0,0,0,NA,NA,NA,0,1,2007,WD ,147000
+561,532377130,20,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 ,131400
+1063,528142140,60,RL,85,10574,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,126,Gd,TA,PConc,Ex,TA,No,GLQ,856,Unf,0,292,1148,GasA,Ex,Y,SBrkr,1170,1162,0,2332,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2004,Fin,3,756,TA,TA,Y,224,142,0,0,0,0,NA,NA,NA,0,7,2008,WD ,316000
+325,923204150,90,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,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD ,139000
+1577,916386040,80,RL,73,9802,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,0,352,352,GasA,Gd,Y,SBrkr,712,730,0,1442,0,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2008,WD ,172500
+2851,909250120,70,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 ,138887
+1410,905427070,70,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 ,235000
+691,535477150,20,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 ,109500
+2691,903451050,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,596,596,GasA,Po,Y,FuseF,834,596,0,1430,0,0,2,0,3,1,Fa,7,Typ,0,NA,Detchd,1924,Unf,2,370,Fa,Fa,Y,218,0,0,0,210,0,NA,NA,NA,0,10,2006,WD ,107000
+2780,907194130,60,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,,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 ,192500
+374,527326150,20,RL,,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 ,215000
+1995,902303100,50,RM,56,8398,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,Gd,No,BLQ,259,Unf,0,667,926,GasA,TA,Y,SBrkr,991,659,0,1650,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,2,468,TA,TA,N,128,103,0,0,0,0,NA,NA,NA,0,11,2007,WD ,144100
+602,534276040,20,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 ,127500
+1422,906223140,60,RL,,14171,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,355,Unf,0,457,812,GasA,Ex,Y,SBrkr,1101,1099,0,2200,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,2,453,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,12,2008,WD ,225000
+1056,528110080,20,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,372402
+1151,532353050,20,RL,,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 ,144000
+1843,533213130,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,179,744,GasA,Gd,Y,SBrkr,757,744,0,1501,1,0,2,1,3,1,TA,6,Typ,1,TA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD ,176500
+2595,535355100,50,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,112000
+1041,527450250,160,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 ,100000
+980,923228230,160,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 ,88000
+1871,534175010,90,RL,,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 ,136905
+2363,527404180,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,20,LwQ,620,224,864,GasA,TA,Y,SBrkr,874,0,0,874,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,3,2006,WD ,97500
+2880,911175410,30,C (all),69,12366,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,1Story,3,5,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Mod,0,NA,NA,,NA,0,0,NA,NA,N,0,0,23,0,0,0,NA,NA,NA,0,10,2006,WD ,51689
+1217,534427040,20,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 ,142000
+1715,528172075,60,RL,92,10732,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1298,1298,GasA,Ex,Y,SBrkr,1298,530,0,1828,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,876,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2007,New,250000
+112,534151175,60,RL,80,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1137,Unf,0,143,1280,GasA,Ex,Y,SBrkr,1280,1215,0,2495,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,2,660,TA,TA,Y,224,32,0,0,0,0,NA,NA,NA,0,3,2010,WD ,243500
+454,528174070,120,RL,34,5122,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,GLQ,881,Unf,0,425,1306,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,0,3,2009,WD ,184500
+2253,914476330,20,RL,,9928,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1239,Unf,0,215,1454,GasA,TA,Y,SBrkr,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,506,TA,TA,Y,114,22,0,0,0,0,NA,NA,NA,0,5,2007,WD ,210000
+560,532376110,20,RL,,7791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1963,1995,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,624,Unf,0,288,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD ,129000
+303,910203250,30,RM,58,8154,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,5,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,480,Unf,0,0,480,GasA,TA,Y,SBrkr,540,0,0,540,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1951,Unf,1,200,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLw,82000
+1004,527161010,60,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 ,181000
+2167,907420110,60,RL,64,9045,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD ,167000
+2440,528290140,60,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 ,173000
+2810,907410100,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,827,0,1611,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,572,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,3,2006,WD ,195800
+2872,909475020,20,RL,,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 ,223000
+1072,528181010,120,RL,135,12304,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,144,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1347,1367,GasA,Ex,Y,SBrkr,1367,0,0,1367,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2008,WD ,192000
+1654,527353080,60,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 ,197000
+2394,528142060,60,RL,82,10672,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1054,1054,GasA,Gd,Y,SBrkr,1054,1335,0,2389,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,672,TA,TA,Y,176,64,0,0,0,0,NA,NA,NA,0,11,2006,New,298236
+2212,909275110,70,RL,60,7230,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,7,1927,1992,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,851,851,GasA,Gd,Y,SBrkr,867,851,0,1718,0,0,2,1,4,1,Gd,8,Typ,1,TA,Detchd,1927,Unf,2,264,TA,TA,Y,291,0,60,0,153,0,NA,GdPrv,NA,0,10,2007,WD ,238000
+2628,535456010,90,RL,75,8512,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,1556,1556,GasA,TA,Y,SBrkr,1556,0,0,1556,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD ,119000
+2526,534127190,20,RL,,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 ,262500
+969,921128050,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,290,Ex,TA,PConc,Ex,TA,Gd,GLQ,1640,Unf,0,338,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,920,TA,TA,Y,308,52,0,0,0,0,NA,NA,NA,0,5,2009,WD ,425000
+306,911202100,50,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 ,102776
+25,527402250,20,RL,,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 ,149900
+311,914475090,80,RL,74,9620,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,679,Unf,0,564,1243,GasA,TA,Y,SBrkr,1285,0,0,1285,0,1,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1977,Unf,2,473,TA,TA,Y,375,26,0,0,0,0,NA,GdPrv,Shed,80,5,2010,WD ,190000
+300,909455040,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,76,Unf,0,1115,1191,GasA,Gd,Y,SBrkr,1191,0,0,1191,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Unf,2,531,TA,TA,Y,112,81,0,0,0,0,NA,NA,NA,0,3,2010,WD ,162500
+2775,907175060,20,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 ,217000
+2862,909279040,30,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 ,137500
+525,528477070,60,FV,84,10603,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,121,Gd,TA,PConc,Ex,Gd,No,GLQ,682,Unf,0,218,900,GasA,Ex,Y,SBrkr,909,886,0,1795,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,Fin,3,782,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,7,2009,WD ,270000
+2730,905300080,20,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 ,142500
+1892,534401200,80,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,TA,TA,Gd,GLQ,494,Unf,0,548,1042,GasA,TA,Y,SBrkr,1042,0,0,1042,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,RFn,2,440,TA,TA,Y,192,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD ,161000
+2288,923228220,160,RM,21,1495,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,189,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,162,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,,NA,0,0,NA,NA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2007,WD ,93900
+2728,905225080,50,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 ,225000
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diff --git a/housing_predict.ipynb b/housing_predict.ipynb
new file mode 100644
index 0000000..1552dfc
--- /dev/null
+++ b/housing_predict.ipynb
@@ -0,0 +1,1260 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "594c8d15-68ec-466b-bec1-4d74120f8c0e",
+ "metadata": {},
+ "source": [
+ "# Predicting Housing Prices in Ames, Iowa\n",
+ "\n",
+ "To better understand the housing market in Ames we will create a regression model to predict the \n",
+ "sale price of any given house by analyzing certain features of that house. By comparing the predicted \n",
+ "sale price to a list of known sale prices of houses with the same features, we can test our model and \n",
+ "assign a score to the results. This can then be used to judge whether or not the price of a house for\n",
+ "sale is in line with what it should be, or to come up with a price for a new listing."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4018d860-3f73-4cd1-baa2-56406ddbf05f",
+ "metadata": {},
+ "source": [
+ "### Imports"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "2438f7a8-f9b7-4fba-9783-9c644b44362d",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-30T20:48:02.024387Z",
+ "iopub.status.busy": "2022-05-30T20:48:02.023868Z",
+ "iopub.status.idle": "2022-05-30T20:48:03.639974Z",
+ "shell.execute_reply": "2022-05-30T20:48:03.639485Z",
+ "shell.execute_reply.started": "2022-05-30T20:48:02.024310Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib.gridspec import GridSpec\n",
+ "from sklearn.preprocessing import StandardScaler, QuantileTransformer, PolynomialFeatures\n",
+ "from sklearn.linear_model import LinearRegression, LogisticRegression, LassoCV, Lasso, Ridge, RidgeCV\n",
+ "from sklearn.neighbors import KNeighborsRegressor\n",
+ "from sklearn.model_selection import GridSearchCV, train_test_split\n",
+ "from sklearn.pipeline import Pipeline\n",
+ "from sklearn.metrics import mean_squared_error, r2_score\n",
+ "import seaborn as sns\n",
+ "from wand.image import Image\n",
+ "from wand.color import Color\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f3887bf-5bf7-4802-9c45-913d67063613",
+ "metadata": {},
+ "source": [
+ "### Load and Clean Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "262991a8-6f4f-4af5-9654-4c58763fb931",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-30T20:48:03.641159Z",
+ "iopub.status.busy": "2022-05-30T20:48:03.640832Z",
+ "iopub.status.idle": "2022-05-30T20:48:03.672779Z",
+ "shell.execute_reply": "2022-05-30T20:48:03.672211Z",
+ "shell.execute_reply.started": "2022-05-30T20:48:03.641141Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Load in data from CSV\n",
+ "kaggle = pd.read_csv('data/test.csv')\n",
+ "train = pd.read_csv('data/train.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c78eaa1a-340a-4c00-999b-1ab5456c1021",
+ "metadata": {},
+ "source": [
+ "Spaces should be underscores and column names should be all lowercase to make things easier to type"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "452a5cf0-878d-4ae5-b799-201c2c082d9f",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-30T20:48:03.673849Z",
+ "iopub.status.busy": "2022-05-30T20:48:03.673619Z",
+ "iopub.status.idle": "2022-05-30T20:48:03.677612Z",
+ "shell.execute_reply": "2022-05-30T20:48:03.676907Z",
+ "shell.execute_reply.started": "2022-05-30T20:48:03.673832Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "for df in [train,kaggle]:\n",
+ " df.columns = [col.lower().replace(' ','_') for col in df.columns]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "23670302-d9dd-4c2e-a391-0be65ddc3832",
+ "metadata": {},
+ "source": [
+ "### Discovery\n",
+ "Let's figure out what we're going to feed into the model. [The dictionary can be found here](data/dictionary.txt)
\n",
+ "First let's make a function to make plotting easier."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "d152cb9e-3b90-42dd-87fe-9265158fce6f",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-30T20:50:35.358569Z",
+ "iopub.status.busy": "2022-05-30T20:50:35.357933Z",
+ "iopub.status.idle": "2022-05-30T20:50:35.363845Z",
+ "shell.execute_reply": "2022-05-30T20:50:35.362921Z",
+ "shell.execute_reply.started": "2022-05-30T20:50:35.358538Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "sns.set_context('talk')\n",
+ "sns.set_style('darkgrid')\n",
+ "def discover_plot(x,y):\n",
+ " figname = str(x[0])+str(y[0])+'.svg'\n",
+ " return sns.jointplot(y=y, x=x,\n",
+ " kind=\"reg\", truncate=False,\n",
+ " color='crimson', height=7,\n",
+ " ).savefig(figname, backend='Cairo')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "0217c6ad-a2d3-48de-a116-723ca1d0d41b",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-30T20:48:17.945279Z",
+ "iopub.status.busy": "2022-05-30T20:48:17.944876Z",
+ "iopub.status.idle": "2022-05-30T20:48:17.949875Z",
+ "shell.execute_reply": "2022-05-30T20:48:17.949042Z",
+ "shell.execute_reply.started": "2022-05-30T20:48:17.945247Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "gr_liv = str(train.gr_liv_area[0])+str(train.saleprice[0])+'.png'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 102,
+ "id": "ca94d4a7-be9c-46e7-9d70-0bc3eeb4f33f",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T08:04:32.972946Z",
+ "iopub.status.busy": "2022-05-29T08:04:32.972334Z",
+ "iopub.status.idle": "2022-05-29T08:04:32.977528Z",
+ "shell.execute_reply": "2022-05-29T08:04:32.976647Z",
+ "shell.execute_reply.started": "2022-05-29T08:04:32.972916Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "ename": "SyntaxError",
+ "evalue": "invalid syntax (3671886240.py, line 2)",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;36m Input \u001b[0;32mIn [102]\u001b[0;36m\u001b[0m\n\u001b[0;31m img.\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
+ ]
+ }
+ ],
+ "source": [
+ "with Image(filename=gr_liv) as img:\n",
+ " img.\n",
+ " img.save(filename='edge-pl1.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 103,
+ "id": "bcce29db-9682-4264-8fe5-616660ca82d0",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T08:04:33.168532Z",
+ "iopub.status.busy": "2022-05-29T08:04:33.168059Z",
+ "iopub.status.idle": "2022-05-29T08:04:33.177108Z",
+ "shell.execute_reply": "2022-05-29T08:04:33.176550Z",
+ "shell.execute_reply.started": "2022-05-29T08:04:33.168502Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Int64Index: 2047 entries, 0 to 2050\n",
+ "Series name: gr_liv_area\n",
+ "Non-Null Count Dtype\n",
+ "-------------- -----\n",
+ "2047 non-null int64\n",
+ "dtypes: int64(1)\n",
+ "memory usage: 96.5 KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "train.gr_liv_area.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ea5fcbc3-3180-4fd6-9990-02fb020c7e6f",
+ "metadata": {},
+ "source": [
+ "Above grade living area sounds like a feature with lots of influence and has no nulls. A low hanging fruit"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 104,
+ "id": "eed7245f-6dea-416d-8a8e-2542f65dd241",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T08:04:33.585261Z",
+ "iopub.status.busy": "2022-05-29T08:04:33.584773Z",
+ "iopub.status.idle": "2022-05-29T08:04:34.508102Z",
+ "shell.execute_reply": "2022-05-29T08:04:34.507183Z",
+ "shell.execute_reply.started": "2022-05-29T08:04:33.585232Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "discover_plot(train.gr_liv_area,train.saleprice);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "694fbdfa-0e56-484f-b860-c18dedb3e6a7",
+ "metadata": {},
+ "source": [
+ "It looks decent, the correlation is linear and distributions are of desirable shape. But the two outliers will probably be an issue"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d54c95b6-6220-4cc3-8fc1-eddc6e2d58a1",
+ "metadata": {},
+ "source": [
+ "We can make a function to drop any outliers above a certain threshold"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "0a538ee8-5660-4551-a8a8-b410233a65dd",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-30T20:48:53.709770Z",
+ "iopub.status.busy": "2022-05-30T20:48:53.709081Z",
+ "iopub.status.idle": "2022-05-30T20:48:53.713811Z",
+ "shell.execute_reply": "2022-05-30T20:48:53.713075Z",
+ "shell.execute_reply.started": "2022-05-30T20:48:53.709739Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "def drop_outliers(dflist,feature,threshold):\n",
+ " for df in dflist:\n",
+ " df.drop(df[feature][df[feature]>threshold].keys(),inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "c430bccc-ed7c-4a4f-98b0-3fe523947e6c",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-30T20:50:39.651753Z",
+ "iopub.status.busy": "2022-05-30T20:50:39.651214Z",
+ "iopub.status.idle": "2022-05-30T20:50:40.476122Z",
+ "shell.execute_reply": "2022-05-30T20:50:40.475580Z",
+ "shell.execute_reply.started": "2022-05-30T20:50:39.651732Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "drop_outliers([train],'gr_liv_area',4500)\n",
+ "discover_plot(train.gr_liv_area,train.saleprice);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "faa68621-e52d-4247-ac20-dc9976b03814",
+ "metadata": {},
+ "source": [
+ "As living area increases, so does sale price"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8310d45d-e9c2-4636-aa3d-1d6f1a47c491",
+ "metadata": {},
+ "source": [
+ "By subtracting the year a house was built from the year it was sold, we can get the age of a house at its point of sale and use this in our model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "id": "0e3b4f2d-539f-488b-be4b-351735cd02cc",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T08:04:35.388421Z",
+ "iopub.status.busy": "2022-05-29T08:04:35.388144Z",
+ "iopub.status.idle": "2022-05-29T08:04:37.347017Z",
+ "shell.execute_reply": "2022-05-29T08:04:37.346334Z",
+ "shell.execute_reply.started": "2022-05-29T08:04:35.388402Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for df in [train,kaggle]:\n",
+ " df['age'] = [df.iloc[i]['yr_sold'] - df.iloc[i]['year_built'] for i in range(len(df))]\n",
+ "\n",
+ "discover_plot(train.age,train.saleprice);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0f9d613b-3aa6-4e89-a5fd-fa6627c06e62",
+ "metadata": {},
+ "source": [
+ "As a house ages, its value goes down"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "id": "51e87153-ae5f-406b-95ed-d085f255abbe",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T08:04:37.348305Z",
+ "iopub.status.busy": "2022-05-29T08:04:37.348040Z",
+ "iopub.status.idle": "2022-05-29T08:04:38.355622Z",
+ "shell.execute_reply": "2022-05-29T08:04:38.354979Z",
+ "shell.execute_reply.started": "2022-05-29T08:04:37.348282Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "discover_plot(train.lot_area, train.saleprice);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a0733ef0-7608-4e14-9ce9-8b041a39594e",
+ "metadata": {},
+ "source": [
+ "Sale price increases with lot area as well, but we have the same problem with outliers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "id": "16e00fab-bda6-4d0d-bfff-9613514b7940",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T08:04:38.356770Z",
+ "iopub.status.busy": "2022-05-29T08:04:38.356567Z",
+ "iopub.status.idle": "2022-05-29T08:04:38.362415Z",
+ "shell.execute_reply": "2022-05-29T08:04:38.361692Z",
+ "shell.execute_reply.started": "2022-05-29T08:04:38.356748Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "drop_outliers([train],'lot_area',80000)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "id": "0fc710a4-102f-4f1b-a989-91c7c38f51b0",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T08:04:38.363723Z",
+ "iopub.status.busy": "2022-05-29T08:04:38.363540Z",
+ "iopub.status.idle": "2022-05-29T08:04:39.413779Z",
+ "shell.execute_reply": "2022-05-29T08:04:39.413306Z",
+ "shell.execute_reply.started": "2022-05-29T08:04:38.363707Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "discover_plot(train.lot_area, train.saleprice);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9c2790c8-eb24-434e-a333-ca752faaf803",
+ "metadata": {},
+ "source": [
+ "This is a clearer picture. There is still some noise but the scaler should be able to handle the rest"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2363762a-fd4c-4e1e-bdf0-c67f101980f7",
+ "metadata": {},
+ "source": [
+ "### Create a DataFrame for the model\n",
+ "Now split off price (our target) as y and list features to be included in the feature set (X) for our model. \n",
+ "Also create X_kaggle for creating a kaggle submission later on"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 151,
+ "id": "8207024f-87b2-4c50-b6cc-f1b0ed7f75ce",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:09.528495Z",
+ "iopub.status.busy": "2022-05-29T09:14:09.528007Z",
+ "iopub.status.idle": "2022-05-29T09:14:09.534060Z",
+ "shell.execute_reply": "2022-05-29T09:14:09.533301Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:09.528468Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "y = train.saleprice\n",
+ "\n",
+ "include = [\n",
+ " 'gr_liv_area',\n",
+ " 'age',\n",
+ " 'lot_area',\n",
+ " 'neighborhood',\n",
+ " 'central_air',\n",
+ " 'overall_qual',\n",
+ " 'fireplaces',\n",
+ " 'full_bath',\n",
+ " 'half_bath',\n",
+ " 'ms_zoning',\n",
+ " 'street',\n",
+ " # 'low_qual_fin_sf',\n",
+ " 'land_contour',\n",
+ " 'lot_config',\n",
+ " # 'overall_cond', # points the wrong way\n",
+ " ] \n",
+ "X = train[include]\n",
+ "X_kaggle = kaggle[include]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "969ea58d-6494-4009-b40b-e53bcf9786da",
+ "metadata": {},
+ "source": [
+ "From the selected features, anything that is an object we'll just convert to dummies and then drop the original column"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 152,
+ "id": "a51b40dc-0d8e-458f-bec9-268a6956f885",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:09.862460Z",
+ "iopub.status.busy": "2022-05-29T09:14:09.862132Z",
+ "iopub.status.idle": "2022-05-29T09:14:09.883430Z",
+ "shell.execute_reply": "2022-05-29T09:14:09.882816Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:09.862433Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# convert all object type columns into dummies\n",
+ "def make_dummies(df):\n",
+ " for col_name in df.columns:\n",
+ " if df[col_name].dtype == 'O':\n",
+ " dums = pd.get_dummies(df[col_name],prefix=col_name,dtype=int,drop_first=True)\n",
+ " df = df.drop(labels=[col_name],axis=1)\n",
+ " df = df.join(dums)\n",
+ " return df\n",
+ "\n",
+ "X = make_dummies(X)\n",
+ "X_kaggle = make_dummies(X)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ab6c21b8-74b2-42bc-80ab-5866066c4aad",
+ "metadata": {},
+ "source": [
+ "The block below can be expanded to show a plot of the linearity of every feature used in the model and provide some insight as to how each feature affects the predicted sale price"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 153,
+ "id": "13ab6821-c284-48d0-ad3d-20410420bb9c",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:09.947477Z",
+ "iopub.status.busy": "2022-05-29T09:14:09.946842Z",
+ "iopub.status.idle": "2022-05-29T09:14:09.950534Z",
+ "shell.execute_reply": "2022-05-29T09:14:09.949804Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:09.947448Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# for col in X.columns:\n",
+ "# discover_plot(X[col],y)\n",
+ "# plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fb1beba2-a5cc-47d8-9c22-76645579c9b5",
+ "metadata": {},
+ "source": [
+ "### Noteworthy Discoveries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 154,
+ "id": "c8d6079a-236a-407a-90be-bea8d98610dd",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:10.013814Z",
+ "iopub.status.busy": "2022-05-29T09:14:10.013516Z",
+ "iopub.status.idle": "2022-05-29T09:14:10.941033Z",
+ "shell.execute_reply": "2022-05-29T09:14:10.940199Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:10.013781Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "discover_plot(train.overall_cond,y);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "edd6a5ff-ba1c-49f7-84b3-335451557248",
+ "metadata": {},
+ "source": [
+ "This feature is actually the opposite of what you may expect... As overall condition goes up, the price goes down? I think someone is lying!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 155,
+ "id": "64e52733-3ddf-4157-9d72-caea7b509646",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:10.942849Z",
+ "iopub.status.busy": "2022-05-29T09:14:10.942506Z",
+ "iopub.status.idle": "2022-05-29T09:14:11.798102Z",
+ "shell.execute_reply": "2022-05-29T09:14:11.797337Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:10.942825Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "discover_plot(train.low_qual_fin_sf,y);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7d00dcde-3e6a-40d3-a198-fde1fbd76948",
+ "metadata": {},
+ "source": [
+ "Here's an example of a feature I think is just useless, not enough meaningful data to be included"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "80436214-6f1e-44d2-bd8a-cf7f296a593d",
+ "metadata": {},
+ "source": [
+ "The data set isn't huge, so we'll use a 60/40 split to try to balance representation between testing and training sets. By not specifying a random seed we can get a slightly different result each time we run the split, but since the split is defined seperately from the model, each model runs on the same data split with the same random seed. In other words, the more we split and run models, we can see how consistent the model is. This Model is quite consistent in my testing"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
+ "id": "780b860f-641e-45b8-abe7-a7aff0716381",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:11.799352Z",
+ "iopub.status.busy": "2022-05-29T09:14:11.798934Z",
+ "iopub.status.idle": "2022-05-29T09:14:11.805253Z",
+ "shell.execute_reply": "2022-05-29T09:14:11.804579Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:11.799326Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.4)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3abdcea3-eea9-464b-8114-f718f9d54aa6",
+ "metadata": {},
+ "source": [
+ "And then run the model, first just a basic LinearRegression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 157,
+ "id": "f44d32c1-dac1-4164-9a69-9cb0750b378f",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:11.806782Z",
+ "iopub.status.busy": "2022-05-29T09:14:11.806456Z",
+ "iopub.status.idle": "2022-05-29T09:14:11.892078Z",
+ "shell.execute_reply": "2022-05-29T09:14:11.891386Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:11.806761Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "--Test--\n",
+ "RMSE: 37720.42\n",
+ "R2 Score: 0.79\n",
+ "\n",
+ "--Train--\n",
+ "RMSE: 32402.64\n",
+ "R2 Score: 0.82\n"
+ ]
+ }
+ ],
+ "source": [
+ "pipe = Pipeline([\n",
+ " ('scale', QuantileTransformer()),\n",
+ " ('model', LinearRegression())\n",
+ "])\n",
+ "model = pipe.fit(X_train,y_train)\n",
+ "test_predict = model.predict(X_test)\n",
+ "train_predict = model.predict(X_train)\n",
+ "print(f'\\\n",
+ "--Test--\\n\\\n",
+ "RMSE: {mean_squared_error(y_test, test_predict ,squared=False):.2f}\\n\\\n",
+ "R2 Score: {r2_score(y_test, test_predict):.2f}\\n\\n\\\n",
+ "--Train--\\n\\\n",
+ "RMSE: {mean_squared_error(y_train, train_predict ,squared=False):.2f}\\n\\\n",
+ "R2 Score: {r2_score(y_train, train_predict):.2f}\\\n",
+ "')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "720d24fd-a752-4eed-b5df-3be0e62b10c6",
+ "metadata": {},
+ "source": [
+ "Calculating the Root Mean Squared Error will show us on average how far off our prediction is in USD. Here we're off by an amount in the mid $30,000s on average.
\n",
+ "The R2 scores show how good of a fit we have to the data. As you can see they're about equal, indicating a possible overfit. This model may not perform well with unseen data.
\n",
+ "Next try a Lasso"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 158,
+ "id": "9d11d0b6-3b2e-4054-8102-43c3f7041e52",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:11.893071Z",
+ "iopub.status.busy": "2022-05-29T09:14:11.892836Z",
+ "iopub.status.idle": "2022-05-29T09:14:12.034623Z",
+ "shell.execute_reply": "2022-05-29T09:14:12.033989Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:11.893051Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "--Test--\n",
+ "RMSE: 37768.26\n",
+ "R2 Score: 0.79\n",
+ "\n",
+ "--Train--\n",
+ "RMSE: 32467.83\n",
+ "R2 Score: 0.82\n"
+ ]
+ }
+ ],
+ "source": [
+ "pipe = Pipeline([\n",
+ " ('scale', QuantileTransformer()),\n",
+ " ('model', LassoCV())\n",
+ "])\n",
+ "model = pipe.fit(X_train,y_train)\n",
+ "test_predict = model.predict(X_test)\n",
+ "train_predict = model.predict(X_train)\n",
+ "print(f'\\\n",
+ "--Test--\\n\\\n",
+ "RMSE: {mean_squared_error(y_test, test_predict ,squared=False):.2f}\\n\\\n",
+ "R2 Score: {r2_score(y_test, test_predict):.2f}\\n\\n\\\n",
+ "--Train--\\n\\\n",
+ "RMSE: {mean_squared_error(y_train, train_predict ,squared=False):.2f}\\n\\\n",
+ "R2 Score: {r2_score(y_train, train_predict):.2f}\\\n",
+ "')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ea2e7079-3dfc-419f-a3c4-09077aabe272",
+ "metadata": {},
+ "source": [
+ "And now a Ridge"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 159,
+ "id": "891b339f-6ca5-452c-b225-3b659a5a749b",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:12.035545Z",
+ "iopub.status.busy": "2022-05-29T09:14:12.035290Z",
+ "iopub.status.idle": "2022-05-29T09:14:12.109181Z",
+ "shell.execute_reply": "2022-05-29T09:14:12.108432Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:12.035527Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "--Test--\n",
+ "RMSE: 37818.28\n",
+ "R2 Score: 0.79\n",
+ "\n",
+ "--Train--\n",
+ "RMSE: 32482.25\n",
+ "R2 Score: 0.82\n"
+ ]
+ }
+ ],
+ "source": [
+ "pipe = Pipeline([\n",
+ " ('scale', QuantileTransformer()),\n",
+ " ('model', RidgeCV())\n",
+ "])\n",
+ "model = pipe.fit(X_train,y_train)\n",
+ "test_predict = model.predict(X_test)\n",
+ "train_predict = model.predict(X_train)\n",
+ "print(f'\\\n",
+ "--Test--\\n\\\n",
+ "RMSE: {mean_squared_error(y_test, test_predict ,squared=False):.2f}\\n\\\n",
+ "R2 Score: {r2_score(y_test, test_predict):.2f}\\n\\n\\\n",
+ "--Train--\\n\\\n",
+ "RMSE: {mean_squared_error(y_train, train_predict ,squared=False):.2f}\\n\\\n",
+ "R2 Score: {r2_score(y_train, train_predict):.2f}\\\n",
+ "')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a0f0de54-b8c0-4999-bf5f-f66ebfc7cfde",
+ "metadata": {},
+ "source": [
+ "There is hardly any difference in output, I believe due to the relatively clean input and the type of scaling applied. This can be demonstrated below. Brighter dots are higher price predictions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 160,
+ "id": "e9f73528-d63e-4932-b961-9f92a1b53b59",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:12.110114Z",
+ "iopub.status.busy": "2022-05-29T09:14:12.109871Z",
+ "iopub.status.idle": "2022-05-29T09:14:12.114997Z",
+ "shell.execute_reply": "2022-05-29T09:14:12.114440Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:12.110094Z"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "def model_scatter(x,y):\n",
+ " figname = str(x)+'-'+str(y)+'.png'\n",
+ " f, ax = plt.subplots(figsize=(8, 7))\n",
+ " plt.scatter(X_trans[:,x], X_trans[:,y], c=new_predict, cmap='rocket_r', alpha=0.5)\n",
+ " plt.xlabel(X.columns[x])\n",
+ " plt.ylabel(X.columns[y])\n",
+ " plt.title('Predicted Sale Price')\n",
+ " f.savefig(figname, backend='Cairo')\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 161,
+ "id": "d008af5d-50d3-4981-b9b8-b234fce79405",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:12.115799Z",
+ "iopub.status.busy": "2022-05-29T09:14:12.115615Z",
+ "iopub.status.idle": "2022-05-29T09:14:14.157868Z",
+ "shell.execute_reply": "2022-05-29T09:14:14.157349Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:12.115783Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "new_predict = model.predict(X)\n",
+ "X_trans = StandardScaler().fit_transform(X)\n",
+ "\n",
+ "model_scatter(0,1)\n",
+ "model_scatter(0,2)\n",
+ "model_scatter(2,1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "548cb174-4c66-4fdc-ba4b-ddeea123a1e5",
+ "metadata": {},
+ "source": [
+ "If you stare at it long enough you can make some sense of it, but it's not a clear picture. You don't get the full story.
\n",
+ "But if we change the scaler..."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 162,
+ "id": "60a2f70e-b778-4251-99b0-43d4ba2cf1e0",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:14.158763Z",
+ "iopub.status.busy": "2022-05-29T09:14:14.158528Z",
+ "iopub.status.idle": "2022-05-29T09:14:14.163957Z",
+ "shell.execute_reply": "2022-05-29T09:14:14.162995Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:14.158746Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[-0.03310339, -0.06938842, 0.6904143 , ..., -0.17377076,\n",
+ " -0.0664537 , -1.66010942],\n",
+ " [ 1.2909327 , -0.76451772, 0.30382328, ..., -0.17377076,\n",
+ " -0.0664537 , -1.66010942],\n",
+ " [-0.90206642, 0.69194368, -0.37772237, ..., -0.17377076,\n",
+ " -0.0664537 , 0.60236993],\n",
+ " ...,\n",
+ " [ 0.86056949, 1.48637717, -0.4472133 , ..., -0.17377076,\n",
+ " -0.0664537 , 0.60236993],\n",
+ " [-0.60760739, 0.5595381 , 0.09535049, ..., -0.17377076,\n",
+ " -0.0664537 , -1.66010942],\n",
+ " [ 0.63612169, -0.83072051, -0.45828603, ..., -0.17377076,\n",
+ " -0.0664537 , 0.60236993]])"
+ ]
+ },
+ "execution_count": 162,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X_trans"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 163,
+ "id": "fb712bcb-5d39-47bd-9ea3-fae66621552b",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:14.166982Z",
+ "iopub.status.busy": "2022-05-29T09:14:14.166410Z",
+ "iopub.status.idle": "2022-05-29T09:14:16.306778Z",
+ "shell.execute_reply": "2022-05-29T09:14:16.306017Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:14.166950Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "X_trans = QuantileTransformer().fit_transform(X)\n",
+ "\n",
+ "model_scatter(0,1)\n",
+ "model_scatter(0,2)\n",
+ "model_scatter(2,1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "436079ee-9e80-45b9-906c-efcd3e157317",
+ "metadata": {},
+ "source": [
+ "The quantile transformer scales the data based on quantiles, reducing the effect of outliers and creating a clear picture of the data. You can clearly see\n",
+ "for instance in the first picture that the predicted sale price for an old shed is the lowest, and a new mansion is worth lots of money. The model can see this clearer as well"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 164,
+ "id": "5dfafaa7-499b-4779-8c62-e222b9783940",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:16.308442Z",
+ "iopub.status.busy": "2022-05-29T09:14:16.307969Z",
+ "iopub.status.idle": "2022-05-29T09:14:16.615516Z",
+ "shell.execute_reply": "2022-05-29T09:14:16.614871Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:16.308412Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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jYcqUKRxzzDFccsklycf6/X4eeughHnroIZ599lnuuusuMjIymD17NhdffPGAr3PZZZfh8/m45ZZb+Na3vsWPfvSjIZUzDOb444/nwQcf5O677+anP/0pOTk5nHfeeVxwwQV89rOfHZXJZjfccAOzZ8/m4Ycf5oc//CE+n4/ly5fzwx/+kGOPPTblsTfddBPFxcU8+uij/Od//ielpaXccsst7Ny5s1dgO3XqVP7whz/w4IMP8vLLL/PHP/6RjIwMpk6dyhlnnMG55557wGv+u7/7OxYuXMgvfvELXnnlFR599FF8Ph9lZWXceOONfP7zn++1d9nZ2fzsZz/jtttu46c//SmZmZmsXLmSO+64g+OOO67Xa9x55538x3/8B3fffTfhcJjp06enBLZnnnkmc+bM4ac//SmVlZUUFRXxj//4j/zjP/5jyvPMnDmTH//4x9x111386Ec/Ij8/nwsvvJDPfOYzvfYgEAhw9913c8899/Af//EfxGIxjj/+eAlshTgIyozUiQYhhBBDsmbNGr71rW9x1113cf7554/1ckQPu3btYsWKFaxevfqAMs5CiNElNbZCCDFKjDFEo9GU2+LxOL/85S/xer0cf/zxY7QyIYSYGKQUQQghRkksFuOMM87gggsuYM6cOYRCIf70pz9RUVHBV7/6VUpKSsZ6iUIIcUiTwFYIIUaJ1+vl9NNP56WXXqK+vh5jDHPmzOGWW27hsssuG+vlCSHEIU9qbIUQQgghxIQgGdshMMYw0cL/7q44E+19jTbZx/SQfUwf2cv0kH1MD9nH9JB93EepgVsjSmA7BMZAY2P7WC8jrfLyggC0tITHeCWHNtnH9JB9TB/Zy/SQfUwP2cf0kH3cp6gom4FafktXBCGEEEIIMSFIYCuEEEIIISYECWyFEEIIIcSEIIGtEEIIIYSYECSwFUIIIYQQE4IEtkIIIYQQYkKQwFYIIYQQQkwIEtgKIYQQQogJQQJbIYQQQggxIUhgK4QQQgghJgQJbIUQQgghxIQgga0QQgghhJgQJLAVQgghhBATgnesFyCEEEIIIYbOaI2uqkFX7MCEI6hgAKe8FGfWNJRzeOcsJbAVQgghhDhEmM4Isadfwl1fgWlpQymFMQaVl4NnaTn+C1egMgNjvcwxI4GtEEIIIcQhwGhtg9rX34PifJzyOSjHwWiNaWrBff09YoD/0nMP28zt4fmuhRBCCCEOMbqqBnd9hQ1qiwuSwatyHJziAijOx11fga7aM8YrHTsS2AohhBBCHAJ0xQ5bflCY1+f9qjAP09KG3lw5yisbPySwFUIIIYQ4BJhwBKVUv2UGynFszW04OsorGz8ksBVCCCGEOASoYABjDEbrPu83WtuDZMGMUV7Z+CGBrRBCCCHEIcApL0Xl5WCaWvq83zS1oPJycBbMGeWVjR9jHti+/fbbXHXVVRx77LEsX76c8847j0ceeSTlMa+//jqf/exnWbZsGSeddBK33HILra2tvZ6ro6ODH/zgB5x66qksW7aMiy++mJdeemm03ooQQgghxIhxZk3Ds7QcGkLohuZk5tZojW5ohsYQnqXlOLOmjvFKx86Ytvt68sknuemmm7jkkkv40pe+hM/nY/v27cTj8eRj3n77bVatWsWKFSu49tprqaur484772Tz5s08/PDDOD3qTFavXs2GDRu4/vrrmTFjBk8++SSrV6/mgQce4PTTTx+LtyiEEEIIkRbKcfBfuIIY2O4HFZWpfWxPPtr2sT1MW30BKGOMGYsX3rNnD+eccw6rV6/mq1/9ar+P+4d/+AcSiQRPPPFEMoh9/fXXueqqq7j77rs577zzAHjllVdYtWoV9913H2effTYAxhi+8IUvEAqFeO655w54rVobGhvbD/j3x6O8vCAALS3hMV7JoU32MT1kH9NH9jI9ZB/TQ/YxPfbfRzt5bA96cyUmHEUFM3AWzMGZNXXCB7VFRdk4jur3/jF7948//jgAX/ziF/t9TG1tLevXr+fCCy9MycyecsopTJ48mTVr1iRve/HFF8nJyWHFihXJ25RSXHTRRWzfvp2tW7eOwLsQQgghhBhdynHwlE7Ht/JU/BeuwLfyVDyl0yd8UDsUY1aKsHbtWubNm8cLL7zAj3/8Y6qqqigpKeHTn/403/rWt/D7/WzevBmA+fPn9/r9BQsWsGXLluTPW7ZsoaysLCUABigvLwdg8+bNlJWVHdBaldr3bWmi8Ho9wMR7X6NN9jE9ZB/TR/YyPWQf00P2MT1kH/dR/SdrgTEMbOvq6qirq+MHP/gB/+f//B/Kysp46623+NnPfsaePXv44Q9/SCgUAiAvr3cj4ry8PDZs2JD8ORQKUVpa2ufjuu8XQgghhBgvjNYkKncT37gd0xlGZQbxLZqLd45kXw/UmAW2xhg6Ojq46667OP/88wE44YQTiEQiPPTQQ3zrW99KPlb1E57vf3t/jxvsvsHXOvHqg6TuKT1kH9ND9jF9ZC/TQ/YxPWQf+2c6I8Sefgl3fYWdJtbzENjScnsILDMAyD72VFSUPWDWdsy+DuTn5wNw6qmnptx+2mmnAfDxxx8nH9NXtrWlpSUlk5ufn9/v46DvrK8QQgghxGgzWtug9vX3wO/DKZ+Ds3AuTvkc8PtwX3+P2NMv9TuIQfRvzALbBQsWDHi/4zjJ2tqetbTdNm/enFJ7W1ZWxrZt29D7/RF01+kO9npCCCGEEKNBV9Xgrq+A4nyc4oJk2YFyHJziAijOt+28qvaM8UoPPWMW2Ha35HrllVdSbn/llVdQSrF06VKmTJnCkiVLeOaZZ1IC1jfffJPa2lpWrlyZ8nytra28/PLLKc/31FNPMWfOnAM+OCaEEEIIkU66YoctPyjs+2qyKszDtLShN1eO8soOfWNWY3vaaadx2mmn8f3vf5/m5mbmz5/PW2+9xW9+8xs+97nPMX36dACuv/56rr76aq677jouvfRSamtrufPOO1m+fDnnnHNO8vlOP/10TjjhBG666SZCoRAzZszgqaee4t133+X+++8fq7cphBBCCJHChCMopVIPiBmDaWnDNIYw8QSmvgm3eg9eKUcYljEb0ADQ2dnJvffey7PPPktzczNTp07lkksu4Stf+UpK265XX32Ve++9l02bNpGVlcVZZ53FDTfc0Ktutr29nbvuuos1a9bQ2tpKWVkZ3/jGNzjrrLMOap0yoEH0R/YxPWQf00f2Mj1kH9ND9rFv8TWvEfvjSzjlc2xwG0/gVlSiaxsgGsMYA+2dOHNn4jvnNIqvOB8nM5iyj3ZIQ43N/oYjqGAAp7wUZ9a0Cd1RYbABDWMa2B4qJLAV/ZF9TA/Zx/SRvUwP2cf0kH3sm7tjF9GfPWoPjhXl43681dbTZgZQwQxMOAIJF2feLFQ0TvZZJ5D9xQtobYsCw+uoMNGM28ljQgghhBCHI2fWNDxLy6EhhN6xC3dvPWQGoDuoDUdxphTjlE6H4nxi6zaS2FEDSEeFwUhgK4QQQggxipTj4L9wBZ5TjkY3hKAxBB2d0BACV+PMnIJTPtfW4RbmoZtbiW/cBkhHhcGM2eExIYQQQojDlcoM4L/0XExHJ4lwBDWpCOXzooryIS8nOVhKOQ44CtMZAfZ1VHDK5/T9vIV56IpK9OZKPKXTR+vtjBsS2AohhBBCjAHlOHhmTsUtKcRZUNrnoS+jNWiTrJnts6PCfs+plMKEoyO69vFKShGEEEIIIcaIU16KysvBNLX0eb9pasEpyMW3aB4AKhjAGNNvDa3R2h4kC2aM2JrHMwlshRBCCCHGSMpBsobmZMBqtEY3NENjCP+Ri/CWTrOPH0IgrPJycBb0Xaow0UkpghBCCCHEGOk+SBYDe+irojK1fdfJR5N1ycpk6UF3IOy+/h4aW1OrHMdmaptaoDGE5+SjcWZNHdP3NVYksBVCCCGEGEPdB8n0SUeiN1diwlFUMANnwRycWVNxMoP7HjuEQNh/4YoJPaRhIBLYCiGEEEKMMeU4eEqnD6mTwWCB8OEa1IIEtkIIIYQQh5zhBMKHk8M3pBdCCCGEEBOKBLZCCCGEEGJCkMBWCCGEEEJMCBLYCiGEEEKICUECWyGEEEIIMSFIYCuEEEIIISYEafclhBBCCDFKjNboqhp0xQ5MOIIKBnDKS3FmTTus+8+miwS2QgghhBCjwHRGiD39Eu76CkxLW+rEsKXldmJYZmD01jMBg2wJbIUQQgghRpjR2ga1r78Hxfk45XNQjoPRGtPUgvv6e8QA/6XnjkpQOd6C7HSRwFYIIYQQYoTpqhrc9RU2qC0uSN6uHAdVXIAG3PUV6JOOHPFpYgcTZI/3LK8EtkIIIYQQI0xX7MC0tOGUz+nzflWYh66oRG+uHPHA9kCD7EMhyzv2obUQQgghxARnwhGUUv1mNZXj2EAxHB3xtXQH2aowr++1FOZhWtrQmyuTt6Vkef0+nPI5OAvn2kDd77NZ3qdfwmg94usfiAS2QgghhBAjTAUDGGP6DfyM1jb7GcwY8bUcSJC9f5a3+3eV49isb3G+zfJW7Rnx9Q9EAlshhBBCiBHmlJei8nIwTS193m+aWlB5OTgL+i5VSKcDCbJTsrzGYEKt6G1VuJu2o7dVgePY23pkeceC1NgKIYQQQowwZ9Y0PEvLcV9/D4293N/zwBaNITwnH40za+rIr6VHkK161Nh26yvITmZ5XY1bUYmubYBobN8vZfjBgAm1jfj6ByIZWyGEEEKIEaYcB/+FK/CccjTE4vag2Kbt6IpKiMXxnHy0PXw1Cp0FuoNsGkLohuZk5tZojW5otkH20vKUIFsFAxitSWzabssNPB5UUT6quABVlI9xHGgKkfhoy5jW2UrGVgghhBBiFKjMAP5Lz0WfdCR6cyUmHEUFM3AWzMGZNXXU2mV1B9kxurofVFSmdjjoI8h2ykvB60FX7kJlZaZ2P1AKpYDsTFuOULVnxDs79EcCWyGEEEKIUaIcB0/p9DEL/JLrGGaQ7cyahsrPhY4wZNoa3e5gmHAEwlHUzCmYRGJUWpb1RwJbIYQQQohxzmiNu2NXWgcjDCfIVo6DZ8kC3A8rQBtoCGEUYICAH2fmFJzyuZhtVaPSsqw/EtgKIYQQQoxjujNMx2MvEH3nozEdjODk5aCmTcKZUgLNLZh4AuXzooryIS/HdksYpZZl/ZHAVgghhBBijPU3qlbNmELHUy8TeWUt5OUOa/xtujnlpTj5uaA1zrxZve7XjaFRa1nWHwlshRBCCCHG0ECjap3pk3D31OKZVIjOyUn+zmDjb0fCeGpZ1h8JbIUQQgghxkjKqNri/F4Z2cQra9GJBIG/OwXivdtoqcI82zpsFA5sHUg3hdEmga0QQgghxBjZf1Rtt2RGNhhA796Lae2AYLDX7/c1/nYkjZeWZf2RwFYIIYQQYox0j6p1yvuuS1UFuZgdu3DrGmH2jF739zX+dqSNl5ZlfZHJY0IIIYQQYyQ5qrafTKdTXIDyedHNrX3/fh/jbw9nEtgKIYQQQowRFbTDDvodQ5uThcrNwXSEhzz+9nAmpQhCCCGEEGPEKS9F5eXYzGuPGttuprkV3xFz8ZZOJ7x997g8sDWeSGArhBBCCDFGhtJCK2PFCWRddj764x3j8sDWeCKBrRBCCCHEGBlKC62sS1bieL3j9sDWeCKBrRBCCCHEGBqshZaT2bvNl+ibBLZCCCGEEGNsPLfQOpRIUYYQQgghhJgQJLAVQgghhBATggS2QgghhBBiQpDAVgghhBBCTAgS2AohhBBCiAlBAlshhBBCCDEhSGArhBBCCCEmBAlshRBCCCHEhCCBrRBCCCGEmBAksBVCCCGEEBOCjNQVQgghhBhBRmt0VQ26YgcmHEEFAzjlpTizpqEcyTGm05gFtm+//TZXXHFFn/f96U9/Yt68ecmfX3/9dX70ox+xadMmsrKyOPvss7n++uvJzc1N+b2Ojg7uvvtunn/+eVpbWykrK+Mb3/gGK1asGNH3IoQQQgjRF9MZIfb0S7jrKzAtbSilMMag8nLwLC3Hf+EKVGYgfa83SkH0eA3Wxzxje/3113Pcccel3DZjxozk//3222+zatUqVqxYwbXXXktdXR133nknmzdv5uGHH8bpsXmrV69mw4YNXH/99cyYMYMnn3yS1atX88ADD3D66aeP2nsSQgghhDBa26D29fegOB+nfA7KcTBaY5pacF9/jxjgv/TctASDoxVEj3awPhxjHtjOmTOHI488st/777jjDubPn88999yTDGJLSkq46qqreP755znvvPMAeOWVV3jjjTe47777OPvsswE48cQTqa6u5vbbb5fAVgghhBCjSlfV4K6vsEFtcUHyduU4qOICNOCur0CfdCSe0ukH9VqjFUSPdrA+XOO6sKO2tpb169dz4YUXpmRmTznlFCZPnsyaNWuSt7344ovk5OSklB0opbjooovYvn07W7duHdW1CyGEEOLwpit22IxmYV6f96vCPExLG3pz5cG/1n5BdHdQqRzHBtXF+TaIrtpzSLzOgRrzjO0tt9zCt771LYLBIMceeyzf/OY3WbJkCQCbN28GYP78+b1+b8GCBWzZsiX585YtWygrK0sJgAHKy8uTz1VWVnZAa1QK8vKCB/S745XX6wEm3vsabbKP6SH7mD6yl+kh+5geh/s+duBi/B78mRn9Pibm9xBEkzXAHg1lHzura3A7OvCVlvWZKTXTiol/vJXArt1kLj+weGg0X6c/Sg18/5gFtjk5OVx55ZUcf/zx5Ofns23bNn72s5/x+c9/nt/97ncsX76cUCgEQF5e7286eXl5bNiwIflzKBSitLS0z8d13y+EEEIIMVpUZhC0wWjddxCoNWiTprrXMDiq38v/ynHAUZjOyCHxOgdqzALbI444giOOOCL587HHHsuZZ57Jpz71Ke6++25+9atfJe9T/YTn+9/e3+MGu28wxkBLS/iAf3886v7WN9He12iTfUwP2cf0kb1MD9nH9Djc99GdOY1EVhaJmoaUGttuuqEZsrKIzJhOfIA9Gso+xvEQj7m4ndF+g2gdcwnjkDiIz2O0Xqc/RUXZA2Ztx1WNbUlJCaeeeioffPABAPn5+UDf2daWlpaUTG5+fn6/j4O+s75CCCGEECPFmTUNz9JyaAihG5pthpau4K+hGRpDeJaW48yaevCvVV6KysvBNLX0eb9pakHl5eAsmHNIvM6BGleBLYDu+tBhX21tz1rabps3b06pvS0rK2Pbtm0pv9/9OLA1uUIIIYQQo0U5Dv4LV+A55WiIxdEVlehN29EVlRCL4zn5aNsaKw3dA0YriB7NYP1AjPnhsZ7q6+t54403ku2/pkyZwpIlS3jmmWe48sorkwfD3nzzTWpra1m5cmXyd88++2wef/xxXn75Zc4666zk7U899RRz5sw54INjQgghhBAHSmUG8F96LvqkI9GbKzHhKCqYgbNgDs6sqWlridUdRMfoaiFWUZnaXzZNQfRovc6BGrPA9tvf/jYzZ85k8eLF5Obmsn37dh588EEikQjXXXdd8nHXX389V199Nddddx2XXnoptbW13HnnnSxfvpxzzjkn+bjTTz+dE044gZtuuolQKMSMGTN46qmnePfdd7n//vvH4i0KIYQQQqAcB0/p9IPuVTvo63QF0e4Jy3DfeA+9owaFwSmdgfeEZRDwp/V1RjpYP6C1GWPMWLzwz372M/7nf/6H3bt3Ew6Hyc/P5/jjj+frX/96r7KBV199lXvvvTc5Uvess87ihhtu6FU3297ezl133cWaNWtSRur2zOAeCK0NjY3tB/Uc483hXtCfLrKP6SH7mD6yl+kh+5geso/pMZx9HM9TwdKhqCgbxxmgWcBYBbaHEglsRX9kH9ND9jF9ZC/TQ/YxPWQf02Oo+2i0JvbIc8mpYKowL2UqGA0hPKccPWZTwdJhsMD20HxXQgghhBAixXifCjYaJLAVQgghhJgARnOE73glga0QQgghxARgwhGUGngqmFIKE46O8spGz7hq9yWEEEKMBqM1uqrGZrjCEVQwgFNeijNr2iFbezhSZK8OHSoYwJiBR/gaY1DBjDFY3eiQwFYIIcRhZSinxuk6rHO4m+gn7CeanlPBVB8jfMd6KthokMBWCCHEYcNobQO1rlPjTvmclFPj7uvvEQPMqosP+2zkUPfqUD5hP9F0TwVzX38PDb27IjSG8Jx89JhNBRsNEtgKIYQ4bOx/arybchxUcQEaO00psaMG39wZY7fQcWCoe6VPOnLEBw+IoRnvU8FGgwS2QgghDhvdp8ad8r4vxarCPHRFJfGN2ySwHeJe6c2VEtiOI+N5KthokMBWCCHEYWPIp8Y7I6O8srHV1wExt7oG4LA+YX+oGq0RvuORBLZCCCEOG0M+NX4YHYjq74CYae/EhNpw5s5EZfh7/95hcMJ+rOz/RaOzKBfformYwsIJn3E9WBLYCiGEOGwM9dS4b9G8MVjd6BvogJjeWYOp3ov7/ka8JywDlTrG9HA4YT8W+vqi0eFROAW5uOVltmtHwC8t2Pohga0QQojDxlBPjXtLp431UkfFQAfEnNLp6NoGTE0desdu1Oxph90J+9HW3xcNn9+DbgzZThTxOMbrRX+0WVqw9UECWyGEEIcNOTWeaqADYkopPEcdgdv+N3RjMyoSPaz3ajQM9EXDU1IIkTjxP72KygygZk2VFmx9kMBWCCHEYeVwPzXe02CH6ZwMP2b6ZDxHL8Yzc8phvVejIeWLhjGYljZMY4gYBuXzYoxC1zbgzJuJR1qw9UkCWyGEEIedw/nUeE9DOUwH4Jk5Bd/KU0d7eYed5BcNV+NWVKJrGyAaw3gUGHAjMWjvAG/f4Zu0YJPAVgghhDhsyQjW8UUFAxitSWzajqneC5kBVFE+Hp8XjMGt2gOxONQ32ZKQ/Q70DbcFW19t3g71Q2gS2AohhBCHKRnBOr445aXg9aArd6GyMlMPgSkFHgc8HnQ4gqelDfJzU35/OC3Y+mvzdqgfQpPAVgghhDhMyWG68cWZNQ2VnwsdYcgMJLOyxhhMZwQFmNwsW57QGLKP7WGoGXadSBB96A+4r66FzAxUXi6qpABysqC59ZA+hCaBrRBCCHEYk8N044dyHDxLFuB+WAHaQEMIo0A7ChXIwJkzA6MNpqIS3dyK6qqNHk6G3XRGiP3ycRLP/AVcF9p9mNomdFUNzuQinPK5GA7dQ2gS2AohhBCHOTlMN344eTmoaZNwppTYYLW1HU88BsEAbjCAk5tNorYRZcywM+zdfXITr6zFuC5qSrENjI2BcARdvRcAtWgeZvOOQ/IQmgS2QgghhBDjhFNeipOfi4nFIBJBN7dAPI5qbsNNuOAmwOPFUz4X5XWgMB9nxhQ8C+cOmmFP9skNBlD+zuRjlVKQGcQAurYR74wpMIxDaOOJXF8QQgghhBgnnFnTcJYsQH+0Fb21ChwHp6QQVZgHsRg0tUBjM4l3PsDdsRu9vRrT3IozqWjQspHuPrmqoKs215jUBwQDEImhG5qHfAhtvJGMrRBCCCHEOKEcB99RR5D448voaBQVjuBGI5iWDohEIS8X8rLtY6dMAu32e9hr/3Ze7vrNEI6gpsyADL+tp+7R+UAphVFgQm040yYdkm3eJLAVQgghhBgnjNYk/rYeEgmcKSUQieLxOiSicVR+Hqogx04lawxBcwhn3qw+J4711c5L1zbYbgo+L6q4ALO7DgM2M6uUHcgRi0M4gmdp+SHZ5k1KEYQQQgghxgHTGSH2yHPE1/wvpq4BU9uACbXh1jZCJIbJybQP7BrMYBKu/bEwD9PSht5caW/vOiTmvv4e+H045XNwFs7FWboAAhnobdUoQM2cAq6LaQxhGpoxe+rB48HzieMO2TZvkrEVQgghhBhjPYNRleFHZ2XiFOVjAGobIByBphCmpBAFtj42GkNvq8LEE5j6JtzqPXi7yg/c9RVQnI/TY6KcKsjDmTUVvbUKd9devCcdhZo5Fd3QhAm1ocIRvKcdh/9rl6L6Gds73h2aqxZCCCGEmEBSglFvEbqpJVkD6wQDJJw2aO+E3GxMwsWEo+jdtbYswRho7yTx6t9QmZmorCCmpQ2nPLVGVill+9Qag9myE72+AmdyMRiDM23Svoljh2hQCwcQ2La0tNDY2IhSisLCQvLy8kZiXUIIIYQQE1rPw12Jdz5Eb9mBs7QccrNxJhejq/bYGtjMAGT47cSxUCuEo2CAYAYqGLDZ3Aw/qrjAlh9k25KFvkoJlM+LZ8kCVDyBM2+W/b/7GMix/8EzFQzYVmSzpo3rEoVBA1utNS+99BLPP/8877zzDg0NDSn3FxcXc/zxx3Puuedy5pln4ozjNyuEEEIIMR7sf7jL7G1A1zViEi7O5GKceTMB0LUN6HAYpbC9bds7we9DFeZDMIAJRyAcxZk5Bad0OqYxhK7clZxI1mcQagwEA3iPW4pv5amDri1lCER3VrdHN4XxpN/A1nVdfv/73/PTn/6U+vp6gsEgS5cu5fTTTyc/Px9jDC0tLezcuZOXX36Z//mf/6GkpIRrrrmGz33uc3g8ntF8H0IIIYQQh4SUw13F+TjlczB+H6YzjHEcdNUeAJwj5uHMmIK3tRUdjhDbsB18XkxH2GZpw1EI+G1QWz7XDloozIOduzHGjtlVPWpsk6/f1ILKy+mznVdfa+s5tre/1mLjRb+B7fnnn8/evXs577zzuPDCCznuuOP6zcZqrXn77bf54x//yB133MHvfvc7nnvuuRFbtBBCCCHEoarPw11F+RDIsA0PMgPo2gacGVNQ+Tn4phTi1jXhZmejCvNw165HTSqybbuK8iEvxwa12PIDlRlE5WZDQwiN7ZrQMzilMYTn5KP7bOfV78Ezx0EVF/TZWmw86TewPe2001i1ahXFxcWDPonjOJx00kmcdNJJXHfddTz44INpXaQQQgghxETRPQEs5XBXXg7O5CJ09V4I+DGRKKaxGXKzbFDb0IznuOWo/Fz0jt04C0r7zJgarQHwnnwUpj1sg9CKytRygpOP7redV59r60EV5qErKtGbKw+twPZf//VfD+gJS0pKDvh3hRBCCCEmOhOOoJRKCSy7OxYA6NpGVEcnumoPKhbHlOQTOO1Y3JWnoesaSPxvzqBlBt0DFvRJR6I3V9oOC30cEhvK2npSjmOD5HA0DTuRfoduPwchhBBCiHFkqJ0EVDBgW27td7hL+bw4i+ejpk1Gr9+MZ/lCvMcvJfeYRXhLp9HaFsWZNQ3P0nLc198btMxAOQ6e0unDyqz2t7ae79EYY6eVjUNDDmxd12XHjh3U1tYSDocJBoNMnjyZ0tJSOSgmhBBCiMPacDoJOOWlqLy+s66qa7StM382/ss/jad0Or684L77HQf/hSuIwbDLDIZioLXBwAfPxoNBA9v6+nruvfdennvuOdrb23vdn52dzbnnnsvq1auZNGnSiCxSCCGEEGK8Gm4ngeFkXfuiMgP4Lz132GUGQ3GwaxtrAwa2u3bt4gtf+AINDQ0cf/zxLF++nMmTJ5ORkUE0GqW2tpZ169bx+OOP85e//IWHH36YmTNnjtbahRBCCHEYGm/DA4bbSWCoWVcAd8cuOqtrMJ1h4nhS3udwywyGYqQzwiNtwMD2jjvuwHVdnnjiCRYuXNjv4zZt2sTVV1/ND3/4Q+655550r1EIIYQQAhifwwMOpJPAYFlXIjFijzyHu74Ct6MDHEU85o7K+xzJjPBIGzCwfeutt7j66qsHDGoBFi5cyJVXXskvfvGLtC5OCCGEEKLbeB0ecKCdBPrLuu7/Pn2lZSjHwe2Mjtr7HKmM8EgbcDdisRg5OTlDeqLs7GxisVhaFiWEEEIIsb/9L/l3B3XKcWwJQHG+vXzeNblrtPTsJLA/Ywy6KYSubcBdX0F8zWu4O3b1+dhu4/V9HgoGDGzLy8t57LHHiEQiAz5JOBzmscceo7y8PK2LE0IIIYTo1n3JXxXm9Xm/KszDtLShN1eO6rp6dhLoycQT6I+34L71AaYxhN5eTeyPLxH92aPEHnkO09l3fDVe3+ehYMBShK9//etcc801nH/++VxyySXJw2N+v59YLJY8PPbYY4+xd+9efvKTn4zWuoUQQghxmBmvwwP66iSAUribtmG2VWMAZ34pniXzbWa3q5wgagy+E5ejt+xMOQSn2zsgHMFU7kLHE8QzM2ymNhiErvc/nockjKUBA9vTTz+dH/3oR9x6663cc889yTnEPRljKCkp4a677uL0008fsYUKIYQQ4vA2XocH9NVJgHAEvWM3ZPjxzJ6Op3yODUqVQhUX4CYSxJ95CfetdeC6+w7BZWWid+1F19RBMAOlFDFHoQIZmOJCPOVzMB5nXA9JGEuD9rFduXIlZ555JmvXrmX9+vXU1dUlBzRMmjSJpUuXctxxx+H1yhAzIYSYyMZbiyVx+BnPwwP27ySQeGc9pq0DZ+lCnIIc6JEcNMZg6pswu+sgM4izfKE9BOe6uGs/Qu/YBcaAzws+r/335bq4O2vsa00uGvX3eaj8+x9SNOr1ejnppJM46aSTRno9QgghxqHx2GJJHH7G+/CAnp0ETGcEs7cepzC39wNb2jB1TeD3QWZwX2DY1oFuawePB9o7IRrHeD24Xi94PeD14FZW44nH8Z51yqi9z0Pp37+kWYUQQgxovLZYEoefQ2l4wEBlE6YxBJGozcZ6PcnbdUMzNIbAdW0gG7ClBiYeh3Ac4nFwHMy0SXiPXDSkdRxspvVQ+/c/pMB2z549/OlPf2L9+vXU1tYSiUQIBAJMnjyZpUuXcs455zB9+qHV50wIIcTQDHeqkhAjaSjDA0bzsrnRGr1jN4k33kNX7gbAKZ2Omj0NlZvdZ9mEiScgnkDlZKGK9t1nWtshGoNgAFCQk2UzofXNmHAEHA9oF1PfTPS3Tw2aLU1HpvVQ+/c/aGB733338dOf/pR4PI7jOOTn5ydH6n7wwQc8//zz3H333Xzta1/jm9/85misWQghxCg6kKlKQoykgYYHjOZlc9MZIfb488T/9CqmrgETT6AUGK8XNakINbkYFWrrXTYRjkAsbh+Tl73vCcNR0AY8DsQBR2HaO1GJBCozgFEKWtshJxP8vgGzpenKtB5q//4HDGx///vfc99997Fy5UquuOIKli1bht/vT94fi8X48MMP+fWvf839999PUVERX/jCF0Z80UIIIUbPeG2xJMT+RvOyuX2tF4k/8aJtz1WQh5MZwACqMwINzbZPbdksVDSWWjaRFYRpk3FKClMOlalgBjgKonHwelAeD6al3ZYs+HyYaAwcB5UZxBkkW5quTOuh9u9/wMD2v//7v1m5ciX/9V//1ef9fr+fY489lmOPPZbVq1fz8MMPS2ArhBATzHhtsSTE/kbzsrmuqiHx5jp0NIrKz01mgRVAVhCjgM4IxBP4PvN30NGZLJtQZbNx316H+/o6tNeTzOaSkwVer62/zc/BuC4kXMjw2fraeAIy/Khcm+UdKFuarkzrofbvf8DAtqqqiiuvvHJIT3T66afz6quvpmVRQgghxo/x3GJJiJ5G87K5rtiB2VNvn7evoC4YgI4w7G2Ajk58K09NudszpYQYzr6+t4BuDNkyhGAGoKCpBWIx6CpvIBhA5WThdNXlDpQtTVem9VD79z9gHj4/P5/t27cP6Ym2b99Ofn5+OtYkhBBiHOlusURDCN3QnJxxb7ROnuL2LC0fsxZLQnQbzcvmJhwBre3wqv0HWEWiEGrFdIQxoVbcqj3JfzfJtXQdgstYdSm+cz5hs7AZPvvfjsd2RkDZ0oPCPJzCPFTAjzO1JFmXO1C2tGemtc/1DzHTeqj9+x8wY3v22Wfz29/+lhkzZnDJJZek1Nd2i8fjPProo/z2t7/lc5/73IgtVAghxNg4lFosicPbaF42V8GAbb2lNYQj9uCX62I6Om35gKshkcBEoiRe+xsqK7PXwTXlODizppJ4cx20deKZMxOWLcRs2YHe24AJtUI4jG5swTt9Es6UkuQEMxg4W5quTOuh9u9/wMD2n/7pn/jggw+49dZbufPOOzniiCOYPHkyfr+fWCxGbW0tGzZsIBwOs3jxYq699tqDWsy9997Lfffdx8KFC3n66adT7nv99df50Y9+xKZNm8jKyuLss8/m+uuvJzc3tfFxR0cHd999N88//zytra2UlZXxjW98gxUrVhzU2oQQ4nA2lBZLQoy10bxs7pSXwqRC2FNvD3iBLRuIJ2w5gdcLPh8U5uEUFfR7cK2vumCzeD7OjCnohmbcikpUWzueKSXo+bPB4xnSQIp0DrM4lP79DxjYZmdn8/vf/55HH32UZ599lo8//ph33303eX8gEOCII47g/PPP57Of/Sw+n++AF7JlyxYefPBBiouLe9339ttvs2rVKlasWMG1115LXV0dd955J5s3b+bhhx/G6bGhq1evZsOGDVx//fXMmDGDJ598ktWrV/PAAw9w+umnH/D6hBDicDdQiyUhxoPRnEymZkxBBTJs31lt7AEvgx2sYIBIzB70mjEFp3Q6ujHU58G1vuqClVKQn4snPxc1cyq8/i4mHEZv3rEvW5qbjbNwDiorSPyPL/fq1ZvuTOuh8u9/0D62Pp+Pyy67jMsuuwxjDC0tLckBDXl5eXbzD5LWmptuuolLLrmEzZs309ramnL/HXfcwfz587nnnnuSQWxJSQlXXXUVzz//POeddx4Ar7zyCm+88Qb33XcfZ599NgAnnngi1dXV3H777RLYCiGEEBPYaF42N7v2ojxenPmz0TX10NKWnAyGUuDzQlYQ77RJoFS/B9cGqwt2MvyoWVMIHLeUWEmxrQ92HNydNbi79uJu2NZvr95DKdOaLsMaqauUGpEDYr/61a/Yu3cvDz30EF//+tdT7qutrWX9+vV85zvfScnMnnLKKUyePJk1a9YkA9sXX3yRnJyclLIDpRQXXXQRN998M1u3bqWsrCzt6xdCCCHGymhO2ToUHEgwdyB7qCt2YDo68ZywHE9bB4m1H2H21kMwA5WRgcnNQrWH7ZCI4oLk87hVe2DNa8nXMW0daK1RA9QFOwa8s6dhTj3e9s995DnMpu2o4nzUIL16D5VMa7oMObB1XZcdO3ZQW1tLOBwmGAwyefJkSktL8Xg8gz9BP6qrq/mv//ov7rzzTrKzs3vdv3nzZgDmz5/f674FCxawZcuW5M9btmyhrKwsJQAGKC8vTz7XgQS2SkFeXnDYvzeeebtmU0+09zXaZB/TQ/YxfWQv0+NQ2UfdGabjsT/jrtuIaW61k6q0wbyZi+fIRWRdshInc+zew5juY0EZLB/8f/MPdA87cDF+D/6sAGQFiJfPJuYm8PQYuqDDUbwK/AEfOholsqcOIhHM+szk6yiPB09rG75Qi83u7seta4LCPIJL55OZFyS+rRq3Yive6cX2tXrKnITr92IqtpLV3Ixv7owD27txbLBCgUED2/r6eu69916ee+452tvbe92fnZ3Nueeey+rVq5k0qfcHMhBjDP/2b//GqaeeyllnndXnY0KhEAB5eXm97svLy2PDhg0pjy0tLe3zcT2fSwghhBgLRmsSlbuJb9yO6QyjMoP4Fs3FO2f6sLOrRms6HnuByCtr8UwqxLe4LJm5040hIq+sBSD7ixeMi8xtOt97up73YPZQZQZB7+vA4BQXoAIZNhObGbTdGTAorxdjDLF3Psa0tuOUz8HXtTajNW5DM4mqGmIfVIDHg6ekYN8aGkK4Dc1knXE83tLpuNoQ37gd3dyKb3HfQbtTnE/8463EN26bkIHtYAYMbHft2sUXvvAFGhoaOP7441m+fDmTJ08mIyODaDRKbW0t69at4/HHH+cvf/kLDz/8MDNnzhzyiz/66KN89NFH/OlPfxr0sf3V8u5/+0A1vwdaD2wMtLSED+h3x6vub88T7X2NNtnH9JB9TB/Zy/QYiX00nRE77nV9hb083U9d5FC5O3YRfecjyMtF5+RAzAVce2dODjqaoP2dj4gfuXjMLkN372NoT3Na33u3g93Tg9lDd+Y0EllZJGoabDeDYBBTXGhLDRIajAafj3h2FrFNO9DVe1HTJqGnTSba83Vyc2HhPPTWaqK1TVBTn/o+jltO4OKzcLWhpSVMrLGVhGvQPZ9jP9o1dDS2EZ+A/3+gqCh7wKztgIHtHXfcgeu6PPHEEyxcuLDfx23atImrr76aH/7wh9xzzz1DWlhTUxN33HEHX/va1wgGg8kDY4lEAq01ra2tZGRkJGt6+8q2trS0pGRy8/Pz+30c9J31FUIIIUaa0doGYK+/Z9s6DVIXORSjOWXrYIzEe0/X8x7MHvbVgcFTPgdjDLqqBjrC9vf31tsJZDlZeI5a1Oe1dDWpCNXUgvf4ZTiTCnvVBfcshTjURtyOtgED27feeourr756wKAWYOHChVx55ZX84he/GPIL19bW0tbWxg9/+EN++MMf9rr/uOOO46tf/SqXX345YOtnTz01dRzd5s2bOeqoo5I/l5WV8cILL6C1Tqmz7a7TXbBgwZDXJ4QQQqRLX71KoWsSVnEBGvpsBTWQ0ZyydTASlbvT/t4hPXt6MHvYXwcG5XHwzC9F5dussZOXjVu1B/f9DaiM3oOukq/jOKicrF6jd5Nr1Rp3xy50XSOmpQ39wSacOTNQeTkpwfJ4G3E72gYMbGOxGDk5OUN6ouzsbGKx2JBfeNasWfzmN7/pdft//Md/0NnZyQ9+8AOmTZvGlClTWLJkCc888wxXXnllMmB98803qa2tZeXKlcnfPfvss3n88cd5+eWXU2p2n3rqKebMmSMdEYQQQoyJkciuHiqZu/jG7SOSWU7Hnh7sHg65A8Oa13Df3zCk1+mrQ0N0cSnRdz4m+reP0aFWTHsnumoPbk0dzqxpeBfOxXictPfqPRQNGNiWl5fz2GOPcdFFFxEI9F+jEg6Heeyxx5LdB4YiKyuLE044odft3ZPEet53/fXXc/XVV3Pddddx6aWXUltby5133sny5cs555xzko87/fTTOeGEE7jpppsIhULMmDGDp556infffZf7779/yGsTQgghhmOwdlEjkV0diSlbI9E6zHSGRySznI49TcceDqWd1pBfZ9Y0Yo88l1ozrDXNv23DhKOYRfPwLJwL80txN23DVO9Fb9hKvHovKisAGX6cuTPxHDXwlfaJbMDA9utf/zrXXHMN559/Ppdcckny8FjPkbrr1q3jscceY+/evfzkJz8ZkUWedNJJPPDAA9x7772sWrWKrKwszjrrLG644YaUVmNKKe6//37uuusu7r777uRI3fvuu48zzzxzRNYmhBDi8DakA0wjkF1N95StdB9u65bsEJDmzHI69vRA93C4XwCG9jpHEn9vA/qN95M1wyiF2VmDu2ErJpFAASbDj8rPxbNkAWbqJBJr19vPy+dB5WShG5qJ/ebpg/rMDmXKGGMGesALL7zArbfeSn19fZ9dBYwxlJSUcNNNN6VkTycSrQ2Njb1bnR3K5OR0esg+pofsY/rIXqbHUPexu1l+9wGmXgFLQwjPKUfjPWEZ0Z8/Bn5fSj1oN93QDLE4GasuHdbl+HQFo0N9H8M94JXX1Xe14a7fpP29uzt2Ef3Zowf9vMPdwwPd88F+z3PUQmK/eTr5fkw8ga7Yjt5ahQm1ojweG8RPKsKZOQW1YA5mcyW6ag8mFsezZD6estkH/ZmNd0VF2ThO/20RBu1ju3LlSs4880zWrl3L+vXrqaurSw5omDRpEkuXLuW4447D6x3WEDMhhBDikDfUA0yeE5alNbuafJ00jUwdicNt3bxzpo/Ie09Xxno4e3gwnRgGe53Ei28ka4aNMTaord6LAfB7UVmZmLZOTCyGu70atasW0xEGnwcUmIRt/ZWOz+xQNqRo1Ov1ctJJJ3HSSSeN9HqEEEKIQ8ZQDzCZrTv7PEGfzNidfLTN9B1AZi0dI1NHsnVYf90DDva9p/N5h7qHB/sFYKDX6VkzbEKt6NpGO57XUdDZ48pBOAqui4k0258Dfki4mD31mHmzUD4b2o2Xdm+jTdKsQgghxAEazgGmdGVXD3rNfdSHutU1yfUO9j4OxEi999He0xH9AtCjZtg0hiASs2UhjoPxetGxOMTikEhAZhCiMXAc2+pLG8zeBhKvvYvnyIU4+bnjpt3baEtbYPu3v/2Nt956i9WrV6frKYUQQohxbbgHmPbP2HUHmYkX30hbF4KB9Ffnado7MaE2nLkz++y1mo7WYenILI/m8/ZlJHsHd3dO0I0haGmzWdpGMI6DyvBhQq3guhDMBJ8XlGMD3VgCvB6IxzFVNSQiUTwzp+LMnz0u2r2NtrQFtmvXruXHP/6xBLZCCCEOGwfTLmqkuhD0Z6D6UL2zBlO9F/f9jXhPWNZrOtbh3vS/20j2DnZmTcMpn0v8yRcxzS3Q3mGzsgpA2TG9KBvcdoYhHgetISMD8rLtk4SjEE/YA2XtHaiCPHRdE7Gn/jziX5rGCylFEEIIIQ7QwbSLGokxswMZqD7UKZ2Orm3A1NShd+xGzZ424PsYiX63h4L9v8gYY6ClDdMYwsQTdi+ygqiy2UN6vpR97AyjK7bbLKzXY8sMtAaPY4Nbnxc8DqqoANPeYR8XyABtIOHa+wG8HgwGs7UKNbWEuOviOE7KlybfBWdgGpom5Oc3YGB74403DvmJKioqDnoxQgghxKHkQA8wHeghpIMJKAeqD1VK4TnqCNz2v6Ebm1GRaL/vY7QzzcMx0gF3zy8ybiKBqW/C1DVBxGZKicVh2mTct9fhmVIy4D7sv4+EI+gduyHDj5o2GXKzba1twI+nKB/d3IJubMF0J9ODAdSsadAUst0ROsJ2De1hcLoyu/k5eBbOTfmSknh1LYm/rQe/D1rbx9Xnlw4DBrZPPvlk8g0PRV99boUQQoiJ7EAOMB3IISTd3kn0V0/irv0Q09aB8nogK4iaUoJ32cJBA5LB6kOdDD9m+mQ8Ry/GM3NKn+9jLDLNQzUaAXf3F5moMcSfeQmzu84GiD4vKifL9pgtKcR9fR0xnJR96Bl0644w7roNmN21qBlTbIuvyl12+EJmEJpCqGklqEmFmLomTFuHzczGEzYYLciHaNT+DUwqQkWi6FArJFyc6ZPRTS3gcXCyMpOvrxwHVZRPYmsVpqIS56hF4+rzS5cBA9uCggKWLVvG7bffPugT/fKXv+TBBx9M28KEEEKIQ8VwDzAN9xCSbu8k/N3/Qr+/0WbjfF4MCmJxTDxBItQGDByQDKU+FMAzcwq+laf2+Rwj2e/2YIxmwK0yA/hOXI771jrbnSAziPJ6UEUFqLxsUArt9aTsQ1/ZWbcrO+vx+XDyc9HxhP2byApiFJiGEJ6jj0DNnIq3tR0djxN1N6Myg/aLz546lDG2z63WKJ8PZ+5MW57Q0Izy+5Ktv5L71NKGbu9AOQrV4+9grD+/dBowsF28eDFbtmyhoKB3Qfz+gsFg2hYlhBBCTGTDOYRktCb26yfQ72/EZAZQBbn7rqaGI9DcigYSH27CO0BAcjAH3bqNZLurg6F37Cbx5nsQDkODrXulKB+VlzMiAZveshNcF2f5wj4/v5774Mya2ivoNpW7UBl+TGYQXbXH/lKgqxuFMRAMQEMImlpQ82bhm1KE0Zp4OIozqchOIovGMHvqweeDgB9n5hSc8rnobVW2JCI3G1WUn7Iu0xhCxeL2i1E8MeC6D9XAdsCvLYsXL6ampobm5uZBn8gYM+SSBSGEEOJw1jPI7EvPIFNX1ZB4Zz3GUThdQS3Y8j+VGYRgBrR3YvY2oDdX9v+aXfWhNITQDc3JDK3R2o6fbQzhWVo+4KSukWx3daBMZ4ToL59Af7QFt6YOvb0at6KSxLsf4368FeIJVGGezVYOsD/Des1h7MP+WW7lODaoVAonKwiZAXRtA8rvhwy/LQFRyk4T6xF86oYQTmE+/i9dTOCfvoTn1GNRebmo6ZPwHHUEzuL59qBZOGLf86RCyMtJXXc80RWrqV7Z3P3XfagaMLC9/PLL+c1vfkNGxuBtK/7xH/+RTZs2pW1hQgghxEQ1nCBTV+yAto6u3qV9nGUJBiAah47OAQOS7vpQzylHQyxuM3ObtqMrKiEWH9Kkrp6Z5r6ko9/tcHSXIOgNW8FxbOBYXGAzlR4PumoPbteBvnQGbMPZh+4styrM2/f7Pi8Y9u1VNIaJxXEmF0NnBN0RBmNQPi9Ga9y6JtyGZjxLy23Jy5yZBL+zCt8//J3N4NY2YCoq7WeZFURNn4QqKex19kn5vDabm+Hrlc3df92HqgFLEUpKSigpKRmttQghhBCHheF0UzDhCHg9Nkgxpldwq5Sy7Z1cd9CA5GAndaWjnCGdktnQ/BzojGBzkYBSqMwABmw2dNrktAZszvzZ4HHQH2yy3Ql8XlRX6QNKpeyDu25jr+yuKsq3pQfhiK3TBXBdPF0lHu7O3ZhoDNPShqmoxJTkEzjtWNyVp+2ri+3vs5w/m/ibH6DfeB/t9aa0oMNRKANkZ/bK5sLE6Fec1j62iUQCr1da4wohhDi0Ga1JVO4m/u6mEevzOdQgUwUDqKxMO1K1azRvylqNPS2vsrOGFJD0POi276R+pQ3ABnmfB9q3d6Qka35nT8NtakkNFMHWKDeGMDt3oSYXpyVgM50R4m99gK5vsl0RfF7bFcHjwWT4bXlBLI73tGNRMyajKip711Pn5eBMLkJX702WciqvB+NxUJOL8MTjqOmT8Ry1GCcrQO4xi/CWTqO1LTXj3N+hRWdyCTGlen9pys3GOWqR/RLQGIIx/vxGwpCj0O985zt897vf7feQ2M6dO/n2t7/N448/nrbFCSGEEKPNdEZof+oFYus2EqsPjWifz6F0U3DKS1FTinHiCUxTi81KBjNs5tYYTHMrShs8xy0bVkByIO2xDrRv70hJ1roW5O0LFMFmUZXCQDLz6T3rlIMO2JKlD2+8jzNvFiY3G7O3EdPYbDPrCRcdyEBNKcbduYf4Y2vwHLWwV5ZbKYVTPhcAXbXHHgTrys6qvBy8Z52Ssv++vOEd0B/oS5MqLiD+zF/Gxec3EoYc2D799NN88MEH3HXXXSxatCjlvqeeeopbb71V+tgKIYQ4pHUHLuqddXgmFY6LPp/OrGl4li3EdLX00u0d0Bi2mdpYHGXAOWoRGV+6aMhrOpj2WAdbzpBO3bWuyph9gWJtIzSE7CADY8AYnCPK0hKw9TwI5ikuQE8qQkeimJZWKMizXzb8Ppyjl6CMtvuLxlmywJYGsC/LjceByfYLi5o+Be9Ri1BZwbTt40BfmsbL5zcShhzY/uxnP+Nf/uVfuPTSS7n++uu54oor6Ozs5Hvf+x7PPPMMS5Ys4a677hrJtQohhBAjqjtwyZhUiKekEBWJA2Pb57M7SwrgfrgJtbcB09GJcjVMLsJ73DL8V16Ek5055Oc82H60w+3bO1J61vw6xQU4i+fjzJiyb8RtJIqTGcT/pYvTkmXfv92Zam3HtHbYA2uZQZtBbwyhQi0482Z17eMWMq74exJ9lQbk5eDZLzs7EvqbyOY96+RDPpDd35AD20984hP88Y9/5IYbbuC2227j1Vdfpaqqiurqar785S9z3XXXSX2tEEKIQ1oycCnt+5L1WPX5THeWdLz2ox2uPmt+83MhN9v2gG0M4TnpqLS9h/3bfJnGEERiUJxvH9B15dokXPtj9z5W1Qz78+sZjHbgojKDuDOnDbvOezyPQB4Jw4pEi4uLeeihh7jssst47bXXUErxb//2b1x22WUjtT4hhBBi1IzHPq09XztdWdLx/D6HY7RrfvcfrGH70bKvFLOrn7/yepLr697H4Xx++wejxu8BbUhkZQ0rGB3PI5BHyrAC21AoxI033sj777/PscceS0VFBT/84Q/Jysri7//+70doiUIIIcToGM5EsEPZRHqfo1nzu3+7s5R+tN1fBDL8qCJb3nEg+9hXMOrPtBPoEjUNwwpGx+sI5JE05MB27dq13HDDDTQ0NPDtb3+br3zlK1RXV/Ptb3+bG2+8kTfeeIPvfe97ZGYOvcZHCCGEGE+6AxfdGMJTUtjr/onQ5xPGXz/ag9UzG6oTCdy3PiD+yJ9sLXJWJp5TjsZz4nKcrpLJ7sv87sZK9O690BiCojycGVPwLJw75HZnFOTafrSdEYxSEI7gzJyKysvGGIPeWYNp78St2gNrXhtSy7iBglFnmMHoRCk5GY4hB7ZXXnkl06ZN4+GHH2bZsmUAzJw5k9///vfcfffd/OIXv+CDDz5gzZo1I7ZYIYQQYiQlA5d31tlMXHbWhOvzCeOvH2266MYQnf/fT9DrNkF7x7471ryGc+RCMm/6OioYIPb0SyTe32BH7La2Y+IJm33NycZTPgfPUUcMrd1ZqNUeGKtvgqyg3dfyOehYHPf9DVBTDzlZuO9vwH1/w5DqWtMZjE6UkpPhGHJg+3d/93fceuutZGdnp9zu8Xi4/vrrOfnkk/nnf/7ntC9QCCGEGC3JsbNBH7F1G9EVdROuzyeMv3606aATCTq//2P0G+/ZQ1weBzuHzEB7B/p//0bn9+/Dc/xy23qrpdWOly3MQwUyIBLDdITRNXWYzjAwtHZnuqXd1sKG2iCRwN26E727Flo7UNMm4TlqESrDP+S61nQGoxOp5GSohhzY3n333QPef/LJJ/PHP/7xoBckhBBCjCWVGSD7ixeQ+MQxhP62Ab1rLzS22AAoPxdd15CWCWT9tWBK53SzgYynfrTpkHjjffTa9fYAVzAAXk9yiAUJFzrD6Lc/xLR34uTnQk0YMgO2TRdAVwbVdHTiTC4aVrsz85mV6Ko96M2VuFV77HPMm4VTOj3ZKaG/utb9/w50RSW6oxNcF8fj6fXawwlGJ1rJyVCktT9XYWHveiQhhBDiUKMcB8+UIkxTK3pbtW2TVFWD+/4GEv978G2SxksLpvHSjzYd3Of/FzrDkJNlx9x2U8r+HAxASxumchcsLU9t09X90O4RvK4LLW1Drj1N2cc1r+FmZaJmTbUdDbp66iqfF1WUjyrIRW/egd5ciTOpqPffQUcYU1OPG0+gjlliSyR6GE4wOlFLTgbSb2D72GOP8ZnPfAZnmN/YXNfliSee4JJLLjnoxQkhhBBjwWhNx2MvjEibpMOxBdNo0HvrbXbW109o4/Pa+yMxcN3UNl3dun929QHXnppwBLRGb9yOrm2AaMzebgw4Dk7AdjiIv/0hic2VuO9tAKVsOYTPiyqdbkskqvaQADzHLQV8NrPb0DysYHQilpwMpt/A9vbbb+fnP/85X/ziFznvvPMGzcY2NDTw7LPP8t///d+EQiEJbIUQQhyyEpW7ia3bOCJtkg7HFkzDccAlGn1ctu9NgaPsY3u06dr34qbruWyP2gOqPQ340TX1mFgclRVEFeVjtIGGJgi1oWNxcBSJeByaWsFRqOwsjKPA2N93igvQ06dAfTN63SZi+VmgDWRlDTsYnWglJ4PpN7B94YUXuOeee7jtttu4/fbbWbJkCcuWLWPWrFnk5eVhjKGlpYWdO3eybt06Nm3aBMBnPvMZ/s//+T+j9gaEEEKIdItv3I5ubkXNm93n/QfTJmm0WzANFiiOda1vyloPokTDs2Q+7rsfQziarJdNEY6C10GVFNr624AfwhHorrGFfX1oPR7IDB5Q7anKzrJZW4BIFN0Zth0aonHw++ztWkM8YV/f58UYg1NcaLO64Qi6pg41fRJk+PAeMY/M5QtQmQEiM6YfUDA6kUpOBtNvYFtUVMStt97K6tWr+f3vf8+aNWv4zW9+0+txSinKysq45ppr+OxnP8ukSZNGdMFCCCHESDOdYZtJG4E2SaPZgmmwQNG38hTiL7w+5rW+cPAlGt7zP0ns2b9AQ8g2Q/B6bclBdxCZcKGkAM+ZJ2I2VUJWEJpaMADdXRE6wziF+ZhoDO+xS1Mu9w/1C4BuCEEsBh1h29sWBdGozRRrbbPFjoLWDlseEciwtcGRGCrgh8wgBjD1zTgFuTgL5pB1yd8BEG8Jj9wHMEEMenhs8uTJXHvttVx77bU0NjaydetWmpqaUEpRWFhIWVmZHBoTQggxoajMIOiRaZN0oC2YhptZHSxQTLz+Lom/rbcBVUnBmNf6HkyJhtEaHIXnqCNw/7oW2ju76mi7uiIoB3xePAvnkvG580n8+U3bx7a90wa33Ye7crJxpk3a18e2630PJZNMwI+7YxfxP6yBjvC+mt5Ywga0xgEdh2wfOI6to3Ucmz0ORzHhsA1swR50a2jGtHVOqFZco2FYXRGKioooKioaqbUIIYQQo2agQNG3aC5OQS6JEWiTdCAtmA7kEv2ggWJbO+5HW3CWzB8Xtb4HWqKx/94QzIBIBByPDRr9PsjNRk0qhIQm/uIbeI9fCq6LzsnEtHfazgOl0/HMnIqnfG7K5X6dSBB96A+4r66FzAxUXi6qpMB2X2hutV8A4nGM14v71vvorTshkdiXmfU4Nnvs9dhAN56wAbfXa+9PuF0bYPa9V6Uw8QRk+Ib1NzaeykrGSlrbfQkhhBCHgsECxZzLz8V/5CJif3477W2ShtuC6UAv0Q8WKBpX25IL1+3z/tEet3ogJRq99mb6FHRtI+Rm2W4EkRhOSSHOkYtQ+Tno2gbiz7yE+9Y6cN3k505eDp6sLHyfOC7lC4LpjBD75eMknvmL3ad2H6a2CV1VgzO5CKd8LsYY4n96FZUZwChQWUGMx7HZWGNs9tbV+w6muTEb9CoF/gxo6wBXYzrCtjzC77MHvGJxnLmzhvw3Nl5ayI01CWyFEEIcVoYSKHYGfWR+5izC4Xja2yQNtwXTgV6iHyxQJGEDu2TGsI91jua41aGWaJBhL/nrih241XtI/O/fcIoLcIry0durUbE4qigflMJ0hjGuTnbxMvVNmN119mDY8oUDfkHo/jtJvLIW47qoKcX29u4DXtV77ZNOnYSpa4C5M1GBDIzfh/J6bfY44XYFtMYGso5jyxL8PptVjsXs/a62o307OiHDD1lB1LTJZHzhU0P6G5MWcvtIYCuEEOKwMpRAMbZuI4FPHDNibZKG04LJ3bQds6ce8rJxG5r3NfrPy7H9T/vJrA4WKOL12CDN23ebrNEetzqUEg2yMtHbqki8utYOP6hrRO+uQ+/ai9pWbd9L96V+6KpVDWEaQ3a4bl2TDSozg8k96e8LQvLvJBhA+Tv3PV6p5AEvXduIow0mnsDJ8NuSBgMU5dl1NDYnp/oST4C3qyzB77c/xxN2PYX5XSUUMQhHUV4P3k9/EmdB6ZD2TlrI7SOBrRBCiAllsDrD7kv0akEpJtTaazIUBbno7VXEN25DnXr8iLVJGkoLJtMZIfHXteidu+3p+W4ZfpzJxXjK59h195FZHSxQVB7HHpLrp//raI9bHaxEwzQ022ztxm2o4gLU3Jno3bUQj0MigQm12XpWYzAeB6e4wP6+wtarNoYgErVDEPoI5vf/gpD8OynIxdQ3dR1C69Hztito1s2tKAXK77N/PwE/RGN2ilmG364pGtu3z64L4bANco2tAVY+n62x9fswPi8qJwff0UuG/OVptFvIjWcS2AohhJgwhlJn2D0ZymzchlvbaLNk3Vm1gB9nchHG58F0Rsb2vXRdXtbbq+0l7K5AD2Mw4Si6ag8AzqK5fWZWBw0Uo3GcJfMhEkM3NI/5uNXBSjSchfMwVTVQXIAqykd/vAUTarXBZnamvewfT9jAsbuNV0mhrQLweW1wG0+gcrJQRX0E+vuVXiRLOYoL0DtrbFa9R42qUgqjgGgU4/VCQR7k5eBMLkJX78VEonZtwYANWnOybJOGeAI6OiEQAL+Lmj0NZ3KxLQ3xeqAgH7O3Dl1Vg2fh3CHt3Wi2kBvvJLAVQggx7g3ltPdQ6wzJy0bvqbftljIDUJy/7xBROIKu2oMb8NvM2xjqvrysZk7BxOM225gZtOUHmYGuS+ENdrpVH5nVwQJF7ynHpPSxHQ/jVgcq0XA3bSO+cSvOjMnQ0mYPieVk2frUhGvba8XjXT1po5iWdvD6bAutgjzMzt0Qi6MmFaHysve9qDGYljZ0QzOmpg5dUUliexWmtd2OxO0ahUtLGwaDCgZAKXRnBLqzxFqTeP1dVG4OKjcTVZiPqam1gXZbBxhjyxS8Htv+y9V2rbG4LY/IzcFTPic5DljXNQwrCD3QFnIT0bAD287OTtatW0dDQwMnn3wyxcXFI7EuIYQQAhj6ae+h1hl6jlls+4b6vDg9pk51107qSAwTieLk5ozM+xlqo/8eJRNOR6fNAoKt+VQKAn7Mnnr0rr34/v7sPjOrQ6nlHW/jVvsr0XDXbUxmJXVjyGbau2tZW9vtg0xXV4JgBtQ3Q30jTC1B761HZQVh2mScksJ9JQXxBG5FJbq2AdPajjKG+Eebib//MUTimOYWaG61h8G6yhmM3wcdETtUIdFVz+tqCLVhPPUYvz38RXFBV5mEizN1EiYriKlvtjW1fr8Ncj2err9dm333LC6zAeowg9ADaSE3UQ0rsH344Ye56667aG9vRynFQw89RHFxMU1NTZx++un827/9G5deeulIrVUIIcRhZjinvYdcZ7i1ymb1YnFMZ8QGEF2N/E04ClqjAgF0W3v6309XkJ74cBNmb72dTpVwUTlZeI5bRsaXLsLJzrSP7bq87Hg8mHJ7SVrXNtrDUF2lE8oYnLkzB8ysDlbLe6iMW+2ZlTTxBChwHAdTVGAD/vZOG+R2RlCZQUx2Jk7pDHwXnIGTl40qm4379jrc19ehvR5UQS66ohJ3Zw14HFSG32bHjcHsru0KWh0IRzAoWxMbd2122O3Ri9bj2E4GkViy3pfWdltukJ+LKsxCzZiC3rnbBt0KaGuHWAxVkIfKz8V0RtC1DTgzpmASiWEHocNtITeRDTmwXbNmDd///vdZsWIFZ5xxBv/2b/+WvK+wsJBPfOITvPTSSxLYCiGESJvhnPYeap0hHWGcaSVg7KV80xja96AMP55Z0/D47DSodEq2j3p1rQ2a2zshGgcMprWdRPUL6Mpqgv/+LZzszNTLyz4vzuL5NvDpOuyG14Npacd7+vGHRX/SlKxkV/cBYwzK40BJIcbng0AEZ9Y0yM3CtLTjv/Q8/Od8IvkcniklxHDs38y6TTbYdBwIZOFMLkJNLiGxboMtP4jG7SEv0zUKVwF0TTLLCtguBomEzb76vF3BbdQG15lBMBo1cwq+Y5aQWLveHl7LzrS13BkZthY4M5jMzuqGZnRlNSozOOwgdLgt5CayIQe2v/jFLzjhhBP48Y9/THNzc0pgC7BkyRIee+yxtC9QCCHE4Ws4p72HUmeotcZxXXvCflKRvSwNXSfTvfZQUU4mantV2oNFXVVD4sNNNqhtbrWBUU5WMgAxza3o9zcS/eUT+M4/DV3XaGs/P9iEM2eGbe+Vn4vKz7XP19CMygziLChN9nXtq7RhvE6jGu66emYlTYYPMnwQjtjDWeEIKhqFvBxbN93WgcrJxFNemvIcPUsz4o8+h25tw5k51X5pystBb6uyAWiiqw7WAH6vrbFNdLXnMl01vdGEnRzmODbo9XjslQBtUNmZtvdteydO2Wy8gQwS4Yit7/V5k3Xepq4pmYFXHZ2YaBzvWaccUBA6nBZyE9mQA9vNmzdz/fXX93t/SUkJjY2NaVmUEEIIAcM77e1ZXj5gnaGua8Q0t6CjcVuj2dyK8vuSrbOcebPA50U3NOPk56KyMomveS1twaCu2GHLD9o7IZhhW211vw+l7KXxzjCJP/0VvWUHJpHAtHfaw2w1dTizpuFdOBfjcZKXl51jl9rL6+u39Fl/3PNw2HiaRnUgU7J6ZiUTH26yN9Y1ob0em1FFQXsn7sZttvvB9EnE33wfE41hdu7p9Tk6C0rxVNXglM3et67Wdtuay++zh7x01wjc7s/cGBvsRmP2vx3HBroRx5YqeLy2xKW9A3xejKshGsMzcypuSSHOgtJ9/XCLCuyBtMYQpusQme/cTxzUEIVDpaxkJA05sHUcB611v/fX1dURDAb7vV8IIYQYruGc9h6ozlA3htAfb0UZUPNLcbwOpnovxvFAewduYwi3rhFP6TR7sCwvm46n/kysoSVtwaAJR+x41Wjcnubv9WYVRGOY9k7M9DCeZeUwvxR30za71o3biNc24kwrQeXn4px0FCqRwH19XZ/1x4nX3yXxt/UQiaFKCtI2jepgM8AHMyWrOyvpPelI3PUVxF97H/3hRnvwKxiwGdTcbNSkQlRBHolH1xB/5i+ogrxkHKO8HlReLspRtutB12MB2ws3nrABbCxuA2aPY0sNjLFZW4wNeMFmap2uoRCxOKiu8pV2+3ka14Cj+jzcpZRKZuB1Q3OyU8XhklkdKUMObBcuXMhrr73GFVdc0es+rTXPP/88S5cuTevihBBCHN6Gc9p7oDpDezgoA6dsFs6kIkx2Fok99VDXaA8EaQ1t7bihNlve4Ci8eZMPKhjcPwDUFZXozjAYjdOz0X/348MRGxz5fahAhn1+x8GzZAHMnIq7YzdEonhPPhrvqceA1kR//lj/9cdt7bgfbcFZMj9t06iGm2k1WpOo3E383U3JIJisIIkPN6EOcEpWz6yks7iM6D2/wXSGUYEM8HpQfh8mGkdvqsTUNUJWAGfhPFRuNmzaht6x22bNczIxnVHMWx+gpk8ClC1RcV37n+5kntb2c+n+v2FfplYbOxZXd43NpetAmd/XVc7goqv24D33tN5fupRCN7didu625TZHlGG02/+kODEkQw5sL7/8cq677jruuece/v7v/x6wRdvbt2/n7rvvZuvWrQOWKgghhBDDNdzT3v3VGeq6JhJvvIeaVAjGoLdXY+IulBShujLCtHfaKVONIXRWwE6uiibs8w4zGOwzAOwIQ0s7JBLownyc7pG20Rh0RmxrqXjCtorqMRmrO7PnWZaNrqjEmVSIp3S6LZMYoP7YuBrTGbZBWh+GO41quJlW0xmh/akXiK3bSKw+tK+WuL0T09KG5xPHHvS6zJYqcF2b3XY1umK77XLQ3mGzr0pBqA394SZMYR6mph4yA5hgAKU1qrAAU1OL+WiLrZENZtjAtDuQBVtrq43N2O57ZRvHmv2uZBsDuqtzQkYGzswp6F17MbtqU790bdiG3tsArW02HM7NRtc1Evv542NaIjIRDDmwPe+886ioqOCBBx7gZz/7GQBf+cpXkv3WvvnNb3L66aeP2EKFEEIcfvZlYTWJN9ehP95is2aOg5pagvfkI3sdtOmrzjD21J9tcOo4mFDrvsEGXcFD9+Ax5XHA46DbO9GhNtivxG4oQVevAHBBKbR1oOub7Mn5lnbYsQs9axqEWm32MBa3mT/X2OECTS3JMb8931efk7H6y+4lbNbR1NThJtzkyGCVl2OHPAxzGtVwOlQ4s6YSe/ol1Dvr8EwqTAmC3Xc/tpPBtuzALJ5vA/eeezyMdXXvAUqhK7ajq/dC9yhbr9cGqu2dmL0NmMYWKMrDyQzaLzONIZyZUzFKoTdutSUivq72Xb1eqEdQ6/RYb1ebuBSusa3IFs7Bs3Aeent18u/Ff+m56BOXEf3lk6j6Zpg7E8+saaiCXNtu7iBKRIQ1rD62//RP/8TKlSt55pln2L59O8YYZs+ezYUXXihlCEIIIUaMMQobfqb+x94+uJQeqI0hiMZQRfk9nr8rAwc2uInGbCA6KzV4HUrQlRIA5uXgbtxuazmjMdvo3+vYPqcbt9sgyuuxr+n1JKeLmYZmdMV2nB6B3/7TowasP44ncGvqoDOM3tuAau+0t3cdlPOUz7GH0Ho8X0rpRGcY09Fp9yQrEycriK5vxIRacfoZ89oz6AeDu76CjEmFeEoKUZF4cv+cwjwSu/ai99q+rXR1eej6INDN9ouHu76CeCBjwPrd7j2gucX2+O0+lNcZsR+nUjYTq5TtK1vSFZB3B9PG4BTmYvJyMLEYqqQQsjMx1Xtt9tw+CBupqq6Sg65g1uuxHRmiMZJ1twbblaEoH2fWdNsbt8ffi3Ic+9qJBM7S1BIRusf3MvwSEbHPsCePLV68mMWLF4/EWoQQQogU3dlP/cb7tiazbFbK5W/9xvvElBo0u9WzVtd0Byw9M4XhCAT8tll+WycGs+9x+61nsKlQyRZlC0ptUFu1BzIDNpBWClOQC1t22IDI49hgzO8Hv8/WiubngqPQtY0pgd/+06P6rT82Brei0rat8trWUqogLzmAonvKlZpclHy+lNKJppZel8nVlGKb+WwP45lfuq9LQA89g/7kHpT2MQ2tKN8enmvvxDSGku3LuqeAuTt32y8B26uJ7akf8NBe9x7onTV2QEJxvr2jO+saj9sANMMP4SgqErXBaFeWVXk99nP2+1B+H85kO03VbQiBCdurA4Z93RB6/s34fV1fRrpG7qquXreOgtZ2TF0jJi8brTWmrT3ZYUNXVKL31OEcuajPv5/hloiIVEMObEOhEHv37mXhwoV93r9p0yamTp1KXl5e2hYnhBDi8Dacy98DBQE9a3UJR2xwaozN6oUjEI7izJyCmj7ZHijr6NxXBmAMpqstk25qsbdlBW1dbtcae3YIcKtt4Ehbh83UZgZSAjLH57XjVT0eyM7EKZ2Ok5uNKsrHrd5rOyAEM1CRqM0u52b3WU/cX/2xbm61waHPi5pagkm4ttY2aNehjcHduRtP3PZMVTMmE3tsjd2bojybAY3FMQV5diZBJGoDuww/VO0hsWk73iXzU4M8UoN+09l/mYTKy8EzpQS9YSu6udXWuipFYtN29NYqlAI1fzbOkgWDXp7v3gNdUQnxOMkVBQKAsR0hCvPA67VfVlxty07CUcjw25Zbjc32ddgX6Kr8XExmEFpabUCrXcjKtO+5rWNfNjfhdu1DV3Dr99kvE50RW1ubm4VpbiHxznpwXXtgrKYOE2rFZPgx5XNTyk2Sf9vDKBERqYYc2N5xxx1s2LCBJ598ss/7//Vf/5UlS5bw/e9/P22LE0IIcXjrOaDBGLOv72d3/WlBLjrUOmh2K6UH6pvvoaIxzJ568Pkg4MeZOQWnfK7NwGVnoto7MI6DicbQW3bi7q23Tf/jCSjMI/bsX3G3VqMUuJu2p3QI6D4cZbrad/UseQCSZ1PI8KMy/Di52baHLuDNysRVtg1Vdw9bFYv3OT2qvy4Q3WUPzvzZOPNmY7ZXpYziVcZgojHU9Mn4L1yB3rU3+eVBeT22k0BmAKcrGDcKTF0TnvmzcffUo6tqMDOnovJzUt9Xj4yyrqjsv0xCKZz5s9F76m3pQUWl/bKxYzcqkIEzaypO+dxk7exAX2C698DdsBX39Xdt26zuuteMDBt4ZgYx3YMU4gkb5Le2Q042em+9rW9OJMDr3RfoKnCmFGF8XkxLKySUzfR6HPt414WErfXGcezPfq+dOOYoiNovJWbdJhyfD1WQa+ubHQfj9aBb25OZc2e/OuOhXBUQ/RtyYPv222/z6U9/ut/7zzzzTJ5++um0LEoIIYSAHoeDuk6869pGe8m5+7RXwG+Do5b2QZ8r2QO16/CO/ngrFOTY+s3uwzuNIZzcbPwzJoPfR+LVv0Fzix3kkJOFM6UYNb8U09pO/MkX7ZXn5eWpHQJ21uBW70Vv3WkDs/1be4UjKL8fQ1cgnOjRtcDnxbO4DDVtMnr9JjxHLsJ73NJ+p0f11QXCXV+B2l6Ns2SBDbb3G8WrfF7bleCoxTaD2/PLQ+Wu3sF4MGCD4lgcNXMKZuN2dGU1zvKFA3SosC3AdGMIT/d0t56fa1sHniPm4fvUGdDRSeKd9Zi2TpylC2wQuP+BsgEuz6vMABlfvphIS5uto80MdvWqzcHdU28D9eY2G4B2dNq2ah4PygnjbquyJSEdEXvoLByBgjzI8KMjMVR2EKVdyMlGTS3B8XnRHWH0R5ttmUJhvt3jSNQ+TyTa1SrM2Ayt1rbdWo89cIoL0DlZmHiiV7kJ9C45EcMz5MC2rq6OqVP7n1s8efJk6urq0rIoIYQQAuzhIK01bNqG2VVrT7kX5+/rT9sZwdQ32drQz6wc9BS5chw8c2YS/M6qfTWltQ1Q15jsx+r9xHEUXH4usb9tILpzDxTk4nRl3MjLsa/t86JjMbQxeHy+lCyqKp2Orm3EbK+y06e6spbGmGTZg5o2CdPSBh1hVI/WXvZJFGgXZ34p/ss+PWid5f5dIOKBDGI1dZjmVkzzvu4KqsgeZjPGYCoqcbK6MrI9uivoPuqPlVIYBSRcPAvnYWobbZ/YHn2C988oJ8sk3llnO2NlZ/UZBHtPOjLZGszsrccp7LuccbDL807pdLwnHdVVTpGfLMvwFORisjPRu/aijlqMW7MXdteifB5QoLADHczkYlRHGL2tuutLDqj6Jpu9nzMDz8J50DXxTcUTqJnTMDW1qMwgKpiRXJtpaYNI1B5CSyRsAD0pNbBXeTk4k4ttW7JIB7qhGU9+br8t7MTwDDmwDQaD1NTU9Ht/TU0Nfr8/LYsSQggx8Q1lgpVTXoryemxT/cxArzG0Rilb7xpqQ1ftGfJhm/763XZnRj3ZWZj2TlR2ZjIbm7L2xlDyAJJpbE69LK8UnqMW2QxpSxumchfG47GxYnYWasZknPK5mPc+hrZO6Ar4BurPOxzOrGmYplbcyl2pmc+ujgiqOD8lI5jSXaFHXXF3cNvdMUJ1tcJS0ybhO+VonJLCXvu2f5mEJ+gjtm4juqKu3yC41xoGmTDX1326qgaVFYTsTHTlLtTOGtudABtI+v7+bDxHLST666dg6iSU1ikBP3k56IZmaG7Fe/wylN9H4qMtthY2kbDZ984IRmucqZPwlBTgtrVjEgloDO/76LOCOHNn4syfbYNsr6fPUgxPV+9hvbkSXb0HlXD73RsxPEMObJcvX85TTz3F1VdfTXZ2dsp97e3tPP300yxbtmzIL/zee+/x4x//mM2bNxMKhcjKymLBggVcffXVvfrhvv766/zoRz9i06ZNZGVlcfbZZ3P99deTm5ub8riOjg7uvvtunn/+eVpbWykrK+Mb3/gGK1asGPK6hBBCjLy+Bhj0HHfqXbrABl/zZ6Pycu0J+mAA1R1wdZ3wJxzBmTUN4gkSr/3N1nb2EyT3F0h7zzq572CqM5xyAKpnja9btQc6I3bKVR/dE5Tj2JrLQIa9PG4MxuuFeBxT34TpiNg62AWzwecdMPuZsqZBvgwYrYm/vwETidp64Lxse2ke0J0R3C07cWob8H32nH2H0Hp2VyjKhwy/DVi7D7x1d4woysc0teDk5+I95ZjBM8mZAbK/eAGJTxxDy7sb+w2Ce61hkAlzvf+OXiTx5jrMnnqMa4cjmGAGTlYQZ+ok2/0hPxd37Ue2BGPh3D4/b6coH93QjDOpEN/KU/H9w9+hq/bgrt9M4vX30O1dX0La2jG1YYzrorxB+/dnjP3bLSpA5WWjG0O280OPLy0pfF6cRXMhGsNzxDw7Oa9rb9SMyehde1M+4/gxC/HOkQ4JQzHkwPaqq67iy1/+Mp///Of5xje+waJFi1BKsWHDBn784x+zd+9efvCDHwz5hVtbW5kzZw4XX3wxxcXFtLa28sgjj7Bq1Sruuusuzj//fMDW9q5atYoVK1Zw7bXXUldXx5133snmzZt5+OGHcXr8saxevZoNGzZw/fXXM2PGDJ588klWr17NAw88IMMjhBBinOhrghWuThl36q7fjDOtxLaCiicgP9dm2RpD+54ow48zcyrOvJkkXn+f+PP/i+ouFdhvzCswrFGwACozmMwi7l/jazrD0N5hBwPsqcczb5btRQtgDIlN26G51R4K8/vsgICGJmgIQW0jJpABU4oxOdk4M6binT0NtO438IOhjbPVdQ3ojzbjLCmDhub9Do0BGT5MwG/ra7uz4j26K5iiPNSkIkz1XrQxqO7OAjMmo+MJVFPLkDLJ3QF4uLrG7hUePMvL++1HO9wJc8m/o8efJ/7Ei+hoV59YpWxw29SCu6MGPbkIZ+ZU3Pc32Ox5eycMoV1Z98/OrKkk3lwH7Z04c2bs6zzhuvYLTdUeTCADz3FLUB6PHUDR0Ay79uIU5uHWNeF+sAnPnBnJMpbk+ptbUVNL8F1ybvJLgumM2A4V+33GrW++i//IRZiVp8lEskEMObA98cQT+e53v8v/9//9f/zTP/1T6pN4vdx8882cfPLJQ37hT37yk3zyk59Mue2MM85gxYoVPPLII8nA9o477mD+/Pncc889ySC2pKSEq666iueff57zzjsPgFdeeYU33niD++67j7PPPju55urqam6//XYJbIUQYpzYv4WXMQZdsd3W0PYcdzplEmgXvbXKnlI/8ghUqAWTcJPZMXKzcD/eCk2hAca8aoxR6DfeH9Io2G6+RXOTB6CobUhOtaI4HxXNtAeNEgnM3nrir72L58iFOPm5mJY2e2k8OxPPvJmQm40bjmJCrVAYsAfK/D6cYxajtMFs2o4pyh+wF+9Qx9mqrtd3yufA5OJeh8YoyEPvrcdU1UDXoIX9uysopTB+H6q5JdnHFqVQ8cSQLpP3DMDdjg5wFPGYO/CXiH46PAyUwdY7dhP/06vo9g5Ufq5tMwa2XVssDq7GtLTjHF8CudnoDzbZDOymbXi6Dtbtv8f7lzv0127O8XhQxywhAZj6JvS6TaisIDqRsAGpUbbtV0cYU72HxJ561MwpKbW6+wfrA33GqqODyCtrMeG4TCQbxLAGNHzuc5/jjDPO4LnnnmPnzp0YY5gzZw7nnHMOkydPPvjFeL3k5OTg8/kAqK2tZf369XznO99JycyecsopTJ48mTVr1iQD2xdffJGcnJyUsgOlFBdddBE333wzW7dupays7KDXKIQQYuj6unSu6xrRoVY83ROsWtpSpkZ1jzulOYQzbxZm5hTMR1tQrW3JtljddHMLepsNfJXW9lR/V82k09UmKvHmOkDZAQ/D6IXrnTMdz9JyEi++bttCBbtqfF0XXd9sgydjM5pm527cSBQ9Y0rXKfswatFcyMux5Qtt7aiSQlRm16SshhCqK6M7lF68Q+3n68ydmdo/Nj933wCEbnWNvQ5h9ao57ghjOsK2+0RmJk5WoN9M8v6fd8/gzFdahnIc3M7ooONiB6t73v/xiTfew9Q1QEHevkA5EoXOiM2eqwS0tpF4bwPeo4/AKZ2BW1Nnp4rNnJo68Yy+yx16dozYn/J58Ry3FL1uE54j5qHKSuH9j+2XiBlTUEX5eBbOtf15q2owG7djahtR0ybh5Of2CtYH+ow9JYVgICoTyQY17MljkydP5ktf+lLaFqC1RmtNY2MjjzzyCDt27OCf//mfAdi8eTMA8+fP7/V7CxYsYMuWLcmft2zZQllZWUoADFBeXp58rgMNbJWCvLzg4A88hHi7TuFOtPc12mQf00P2MX3G017qzjAdj/0Zd91GTHMrOAqjDSbUhtPeQWBpGcrnI97aho7HcfILk1k016PwYvAHfOgFs4hUVqP21OIrysMptv1AdTRK+J0PoTGEys5E1Tba1k7VGXimFuM/Yh5MKyayaTtgCCyZl1Ivq0Ot6PpmnFgcd28Dvnc/IHuprb+0++ih+Irzad66g0jVbhs8R6O2tVg0hirMR/k99kR/exjqm2y5QYYfT242weULcPx+4tX2/Xnyc5IHsrTHwavAH/BhphUT/3grgV27yVze+3+njNa0/+1DYturcaYU4XR24hQX2E4N3Qe8up7D29FBwqPw+XsfWjLGoJtaiDU04anYhu9/c/Atmot3zvR9jy0ogz7WMFTxbdW4FVvxTi/GU1KI49j1BTMzIHMSrt+LqdhKVnMzvrkz+n6SIa6hqaaWeMLFl5u1b18jERKdka5JYcaWsdTUYhyFZ3Ix/tnTSGzchrNrD/5JBcmMqG4I4ba2ETjt2OTfAEAHLsbvwZ/ZX09ZH7H8LDKXL8B/9BG0fvAxqmxmSoszc+wR6LKZJLZWYaJRMlecQOCTx+MtTS3L6Kyuwe3oSH4Z6MlxFGpSAW5tQ79/J4eL/bvn7W/YgW26XXvttaxZswaA7Oxs7rnnHk477TTATjsD+pxmlpeXx4YNG5I/h0IhSktL+3xcz+cSQggx8ozWdDz2ApFX1uKZVIhvcVkyiIi9twG9Yzexj7biP3KhzXDRo99rz1P42Mu+numT8BTkYWIx4h9vBaVIVO21ZQJBv53elXDRHZ22+X1jCN0ZJuOE5XZqFOwLauNxYhu24e5psIesUOi2djqf+St4vGRdshJy7SFpJzNIxnGLcav34OTnoENtxGNxPMX5OAW5GNe1z9PeiVHg+HzoWBzd2kH84234l5TZWkxFSpcBg0F5vfvW5ShMZ6TXPtovBy/Q+exfcWvq0B0ddm8CGXimFONfPA/V3W7MUXiK8m0We7/+sd3vOVG5GxOJkthaRcfuWpyCXPxHLiLrkpU4mQf/ZSi+cTu6uRXf4r4DL6c4n/jHW4lv3NZ/YNu9Zq1JVO4mvnG7PciXGUwJxO1Bwq5Jt/Y3cENtNpj1e8Hx2F6ywQDK6yFRVYN3xhRb/hKJ2r8jR4E2OAW5BE47lqxLUlvGqcwg6IG7NaANKjPQ73tXSuEpyMU55gjiH2/FM7moz/duOsPg9D2tDQb+OxH79BvY3njjjSiluPXWW/F4PNx4442DPplSiv/4j/8Y1gJuuOEGvvKVr9DQ0MCzzz7Ltddey+23386nPvWplOft7/UG+nmo9w3GGGhpCQ/+wENIdzZnor2v0Sb7mB6yj+kzXvbS3bGL6DsfQV4uOicHYi5gA0wzYyp65x5ilbvRUydhULiuxo0nbF1lZwR8PhK5ubiRuM2oaVAnH2NPtG+uxK3eg25uQwUyMI3NuHWNuJ0RO2kKbLnAx9tIxOzBL+V4CHdG7WGvj7fsq5ftGhurXRfX46X9z28TDscpWXUxynFoaQkTV14SPh/OjKmYuIv2eDBeL25ds62bDUfsYaSSIijIhT11mHiCWMUOEq6GQAbaNV0BrrIBjM9HIjd73/uLuYRxSPT43IzWxB55zh6o8nSN4c3vWm84irt9N4mExrO4zGZjYy6UFGE8PlsKEE3YcbJK4X60GbOtGgN2GtmS+WhjSDS1EOt6z+mo3Yw1tpJwu9aCSyBgSwsjkXjyMdo1dDS2ER/gb3QoB+Xi06agPR50S7vtBdzShmnrBKPt/3B3jbs1fj+u349JaKJ76m0ZwFknoybta1emFszBnTWVtjjQY13uzGkksrJI1DSklAck30tDM2RlEZkxHXfdxpT33peB3nscD/GYi9sZ7fU5BAI+2/Gij7+Tw01RUfaAWdt+A9snn3wSpRTf+9738Hg8/Y7S7elAAtuZM2cyc+ZMwE4vu+aaa/j+97/PeeedR35+PtB3trWlpSUlk5ufn9/v46DvrK8QQoiRoSt2YEKtqCkl6G1VqT1Dc7Ntr9WN23B37LaHZwJ+2ydUKdvCa+ZUVJ7NmnbXPnoWzt03iGDNa7jZmTCpCP5SB51h21ormJFsB0Z7J6ayGkoKIC8X94NNKGNsq65ghs3kdQXSKpCBM2cmJpHAXV9BYkdNMqvWsxWVicSgrcOero/G7H+MsYFtOAL5OSi/H3KyMa0d6Ko9OIvn20lWnRH7P8jhKM7MKbb+lq6euB4HXddE7Kk/J1t4oU2y5tLjLSLR1GJfIzNoa3UBXdtgD4glEnaPyufiTCpKOYRFOGK7TWT48cyebnuodk1ES6kxPnGZDfwH6Cs8mIPpR5v820kkiD70B9xX10JmBiovF1VSYNtnNbcm63Q9Jx0Jz7wM1XvsobF4wgazxtjPBexY3a6/I4IZUNWIcbWdFGZIdmoAkrXguiNsW7QpIBgErwdTvQdtDBTmodo60PXN6FALhNpx5s4k8e5HmK1VtjbZdVEeT6/3Ndh7H6zlmW4IyUSyIeg3sN20adOAP4+UpUuX8pe//IWmpqZkbe2WLVs49dRTUx63efNmjjrqqOTPZWVlvPDCC2itU+psu+t0FyxYMAqrF0IIAdjOADX1sKd+X5ABySEBnrJZJGobIRJF722wfV7rmyDL9gX1lM+xAVJjqO9WT8lpWSo1N9adyun+b9e1AS4KGkNo17UHjCIBTCyOycpERWOoGVPAaExzK7p6D+2/+yPZl12AKSxMtqJKvP4ublWNPZyUnQmerv+t8XjA64HOsM3gKYVn5hRMNI7ZsgOzY1fqJKuZU3DK59pRwLUN6I+3YgJ+4m+8h9M1oUzl5YDHY/vGHjEPlMKZXISu3muDuGAAFcxANzSjK6tRmcHkHinHSTmEZcfVduAsXYhTsK/ON7llhXnoDduI/vJJ2+VhiO3Q+jJgcGYMZuduTHun/XKx5rXevYY7I8R++TiJZ/7S9dn5MLVN6KoanMlFdrAFXQfljluCZ9ok3MpdXdPaNMnCBK1tmUGGz/bldV3Mnnpo7cB4PLjvb8B9f0PyC5Mx2HZuTSHbmq213ZY35OagSgpsln3jdohE7N9TLG4DaUC3tBGr3IXKzcbUNmDiCbzHLN7X/q377Q8yKneglmduXRNuQzOe45bLRLJBDKnG1nVdamtryczMTGZRR4IxhnfeeYfc3Fzy8/Pxer0sWbKEZ555hiuvvDIZsL755pvU1taycuXK5O+effbZPP7447z88sucddZZydufeuop5syZIx0RhBBilBitSazfDE0hTEkhTlF+ylAFXbUHYwzO1BK8pxyNM6kQ3dJuLzuH2iCRsFneAVo9JTODDSFbjpDht1nbZP1h1+GhQAaEYzgzpsKkIsyWHTbrGYtDOArROJTNQmlN4r0NEIlBRyfR195HN7filpfhv3AF/gtXYJqacTdus5m8SMwGXgAZfggG7M8t7ajCPJxJxai8bNx43HYqKCogsfZDTGs7pjGEXl9h19zcZhO+82bhTCpKaeGl12/GuLbUAKVsMAwpvWlp70S3tOOZPhk8DokX30gGi93Z7X3javfrjtC9l0qh9zag6ptxls4fcju0vuwfnJlpxfa5ojHc9zdiaupsi7aegWV3r+GAn9jTL5F4Za3Nek4pThlFrKv32vUumofZvAP91jpbXzx7GqahGVo77CJ83q7g3UAsgdnbYD/zaAwCfpwjymww29UXOf7Ei/bLwtL5tj1XqNV+qXAcm7mdVIgqm41592P79zJjCqqjE9o6bGYeUOEoJuCHkgJMVQ0JSOltO5RpcgO1PDMl+QROOxZ35WnS6msQQwpsE4kEZ511Ftdddx1f+cpX0vLC3/72t5k+fTqLFy+moKCA+vp6nnzySd566y1uvvlmvF1F9ddffz1XX3011113HZdeeim1tbXceeedLF++nHPOOSf5fKeffjonnHACN910E6FQiBkzZvDUU0/x7rvvcv/996dlzUIIcagbyhjbg30OXVWDaWm12ckeh6ZQat8l9KoaPPNL8Z66b4KV+cxKdNWeIbV66s4M6ppacBROcaFtuxUOgzZ2whcK5fPay84KnGAGJifbZt9ysuyS/H5ULIZubLGXqovyQIGndBoqw58S1DlzZ+PMnIrJz7XZZW1sgBzMsNlBF/tzIAOVl20DMr8fE0tgqvegAhkowLR1YGK2dMAUOTjFBSkHvZItvPJzoHIXurkNpzAX5fPiLJ6f7E2rw1EbqHsdmyl+dS2JPrKsg5UH6OZWaG2DuTOH1Q6tL/sHZ8mDfpU1NhCcVoLnqCNwMvy9AmfvCctIfLjJlqPE4snsZ7K0BIO7ZSferoN97tYq3M077PAJnw+TGYAObTPpeTm2LKShGZUZtGUEWUEIBvBMKUmu1Xg96PYOiMXgrQ9sP2SloKvtKIDZvAMnJwsDGL8X75QS3C07IDfbtqcDu+b6JjzLF+KS2tt2OKNy+2t5lnvMIryl02hti/b7u8IaUmCbkZFBQUEBwWD62sccddRRPPPMMzzyyCO0tbWRk5PDkiVL+MlPfsKZZ56ZfNxJJ53EAw88wL333suqVavIysrirLPO4oYbbsDTo4ZFKcX999/PXXfdxd13350cqXvfffelPJ8QQhyuhnIgZ7DLzUOaflWxww5RmDkFs6t236XzrsditO3zmp+Tkr1SjrOvhnYQ3ZlBvbXKBkFaowJ+VIZv3+SoQAamzbbmMlV7cH0+SCTslLP2MORmYSJRTE09Kj/HThrrjNha1ElFOPk50BAi/vyrmI5OzJ56lKPwnHI0evMO3Oo9dhhAR3hfOUIwgDOpyB5aami2GehYHDVrKk7XKNdkRnbDVkwsjrOgtO/3OHsaicpdmJ27oPAI+56Usv1X83Iwb3+AMuCZPgU1e1q/WdZBx9Xu3I0BPF21pvtThXnoikr05sqUz2agLzjdwVlg124SO2qINbehymbhlE5PHubeP3A24Qh64zZMSzuE2uyLaHdf2wPHARSJtR9BbhZOSxs0t6AmFdnsrlLoukZoarFBtM8LWZl22EQHGI8Hz5SSZO028QTuuk3Q3NJVVtBmA2ivF7zGfmFxNbR14H5YYQ+oAbp6j83YF+fv26Nghi2baWlL6W3bc1TuYD2Ak8/Vx78D3zho33eoGHK7r9NOO42//vWvXHbZZWl54csvv5zLL798yK/d3QJsINnZ2dxyyy3ccsstB7s8IYSYUIY6uSot068CfhzHQc0vRSuVeuncAAE/qjAPz9LyA76s2p0Z1I0hEs+8bC83+7uybF2jdg1gdtfaEoGCPJvBU8peYm5ugeZWG8hkZEAgwwa13QfXsgLEPqggsasWGkMkwrY3qmkMYXw+POVzUNMn2x699U328Ftujr1EneFDNzRjdu3FKGNravvKhAYD0NCMauvoNSwAQBXk2brNljZ0QzOqIBfaOmxd7Z56mwWePikZ1KY8N/uyrAPVburGkA0GlcLUNqCbW+wBvx7jX/cfNQtD+4LjKZ1O5vIyOp99BZWdiTN7Wp8dilRhHu6m7ei/vm2DQ6VsINvV9g2nO2Pb9d8dHbZcpSOM8nv3HRgE28oLZa8YNDRj/H77xUJrPF21290ZYLei0n52Stn/OI79A3WcfXXhWUGbAW7vtFcgfF5MPG57Gvd8L0pBPIHeXYeKJ2wJQ2EevgvOkNKBUTbkwPaGG27gqquu4l/+5V+46qqrKC0tJSOj/1ONQgghxo+hTq5Kx/QrzxG2/ZTyOPbS+fQp6Oo9tnYR7GXieAKVmzXougcse8gMkHHNpSgFiVffgWDQZoGLCyEnE/ftDyAatS29CvYFjk5JAUYpu54O2zbJNIbAcXAC9n/XIn9dawcxZGfZ4Q+TilCTCnHf+gC9rcr2Jl1chjr1GHvoqLYRQq320FJLu+1cMH0yqq7R1hj3QRXkordX49Y34elaQ8/uESYnCzWl2GaAOyMk3t8Ibe328rzrQjyBiSbQG7bZgK3HYaX9s6x91W52j38l4UI0ht5eDShbh9p1UEv5vL1O8w/1C47vkr8jvq2a6Bvv2wNZfl9yKlzPoFA5DioStT2JPY5dj9drPzunK+DszvQbA5G4LRVo7cDkZaO6OkXYD9dBTSqEnCxMzV5Ufi7eoxahd9fhLJprM+uADrXag4DxuK2b1V2vaQAP9nW7O14k7H6bTgU5WTj/P3t/HiXHeV9345/nqep99h1DLAMQCzdw00KKlChZFCXH8iI58c/J6yWO4+jNiZXEyZHf4yy2k/yhKK/8RrJN2zw5ii3bsbyI2iVbC0WZkkhKpESQBIl9HQCD2ad7pveqep7fH9+q7p4VM8AABMm654Dg9FJdXV2DvnWf+703kcDaqhyTcGjNTM9Bfl6GyhaKUCzjf/sHqGx23YN3MTYH6ya29913H0opjhw5whe/+MUVH6OUWlSaECNGjBgxrg+sVQ0Kqy83X842wDaWvnVnO8GFCczUbEMFszN5lOsSHB/Fvq264pe+NYbg2Gnqn/qyEK5aHdWeE/9qV0dDFdTZNKl/9g9RPV0N9dCOT2EvWllGTiUbsVoNhOTHJhwhLTmJz6Jal0Grk6NQWBBrgbwbIZvdnejtWzAnRgnOXkAND4r39eYb0bks9vw4euc23B95M86+XTKM9vjTqyp2uq+bwHUwx85gR8PlbYX4gz1fPLy5DPqmnaiFCiqVgO5hsUjMFzEXpyCZwIxeBGgMmcFylXWpd9OUqo36V7YMEJw6J8Quk1o0qKVv3bNsmn89Fzj+gUPY2TzzU9N4R85gJmfE25xOLSLN0WdtF0pCOh1HBgCTrviVQS4WrJXjAaDDRrFqDRwlHur+HvkcW+wuynFxbt9H4pf/IfVPPIqdm0f1dWM9n+C5QzA2KduOhgCjqDBrhEwHgdymwxYIvywXE53totrm50Vpn86L/cF1UQO98vxUEtXXvaHBuxibg3UT2/e9731XVHIQI0aMGDFeOTTjsVZvNVq63Hy52yCXa8Rj+SdGMTN5VC4DPZ1QrUmMUk8n5vBJ6l/45rIvfVuuUvv8Y3hf+ib2wqRYDBIuyg9EOdV6EWEgncS953YpZThzHlA4I8OYchX7lSeg5mGdqiiOLekMyljsQA/4ocra1S7pBvl5bFHLMvfcvKiBPZ2oMJnAWos9fhZz8AgM9jWW4N33PbRInTNHT+OvlenalhUiNVvA9veguttFOZ4tiIpoLcwv4D/6DTAGPTKMe8dNkHAxJ0fh4jRkUlhrxe9rDCQTQhi7OzDGLMpMbfVuBmfOEzz7ImrbFlGUy9UGQVaZcMBvfBpyWVTdWzTNv+IFjrVyUTGTJ6jVsUdOY4+exr3nNhJ33oRfq2O1llSuFtKslJLEgFQS3ZbDaC2+ZABXC9ENjFyAYIXwZtJyweL7kjPreUK+K7Wm3SWVgJ5O3PvuwhnZ2rBiBNZiLk5iz48LcXUcUCFxVgBKXi8wsg8O8lr1upwnlSr27Jg8r1DE5otQD39nOnJCasOcYj1ygxyPdQ7exdgcrJvYfuQjH7ma+xEjRowYMa4iNiM4f73b0Lk07nveip2dw/vi46haHcoVrDWQSKB6u9DdndiFIt5Xv43eNoR7313Nyt0vfJPgsackOqu/R0hxSEbtuXGsUqjBXoKDRwnuupngwOFlXk9broDryLK01tjJGSGNEVJJ1NYhVLmKnZ6V94QSa2dgQuWzVcwJldCEi3PbXpTno2/cLv+/ynDQakNb1looLGAOnYC6L8R5oSh+YM8TZdLRQuKSSQh8KFUwx0fxXRfnjbeJDzadxJbKYqeYLch0fy7bHLbqbEOtMhC2iJwqJVYGpPDBzuRlH4tlbCqJ2rsT1RIlZsuVxRc4nk9w9DRmYloG9TwPZvMYzyMYmyJxyy70YJ8Q52wa0knMxAxqeFAqaWfyUo4xM4fODRJMz4oa6wdCMK1t5tKmU/LmUklwHJSrsd2SiKFvGGwQe6s1JBMNH3dkxfCffg575FRTDdZa9imyHRiz5KS2YokwVnzajhJlPZUI491Cn3ZHG0ppCIyQ2n275CJvHSshMTYXlyS2vu/zzW9+k7Nnz9LT08M73/lOenp6LvW0GDFixIhxHeGSk/GXCI/f6DZUNo26YQtWh8vLng8oaRcrjhGMTaLasthShdon/gZzblyGwSanhaRGyltkU2iNCpuYxhkexEzNUv/Ul2B2fkWvpz13EVuuoPeM4Gzbgp2Zk7QG10H1dmM9D3PmAnqgB5tOC/mdnpNl8XIV6wdCgF0tpDjy6VoLmTTum/aTePdblx2HxvFaYWiLwBAcOSkEfWZOlNl6XYhWVAcMYWSZgXpFSK4FajXM4VOAQt95k9gpDp0UUqbA5rLo3i5MuQqFBXSlTnDgZZy9I8suRJap7wkX59bdYZTYHLZWxxw9LS1dM3P43352cXGEH8jFgFJCakPSqnq7sHMF2ed0Cv/smByLMPnBTExjqzVUqYw5eAy9ZwfOfXfj3nkztT//PLZWFx/udF6OibHNITKQ45XLiIrflg1vVChjULkMaudWOQ9n8jhv3N9QmSMrBkEg78sPbQYJV8hyqSJZt0ELsY0GyoJAUj22DYGjsePT6P5usb+cOAtz8+h9O9Gd7esavItxdbEmsS0UCvzCL/wCx48fb5ikP/rRj/K///f/5rbbbrtW+xgjRowYMa4Qa03Gryc83hoTKokO5uAxTFe7TLl3d4qaumQb1hiC7z0vKQEDvaIuTs+JdzUaEEKF5EQ1ExW6OkR5Tackn3RpS1YUqzSXl4GjU+fRu7eje7skPaBlAIvONlSpAucnsNuGZIhsroCpe6jT5+S4bOnDLpRxb9qFnemXYolSpTmJ7/nYag1z9ry834S7rosAWJ7pGhw5hR2blGOVy0A63SSz1jafGL125C3VKiS3FgJf4rmyKdRQPxw9I+TL86RcAFCpJHr3DlRfF8HB45i3XFymFq6ovislsWedbfgvHZcBv672ZTFldvSieJFn8mKLmJgWUhtdhFRrMojX3YFWimB8GjU0sIg4m9GLOHfcRPLnf7Jxzjn79+F95wdhM1xVzg/TQvatbSqtuYy8R0djJmawxTJm9CKq7q1e6qG1DAK2ZeViy4h9As8Xb3G9DqHjARCPdTIBnpJa3dm8rCAkXFRvt6jcrkPww5dRHW3oG7ev+HtzqZWQGJuLNYntH/3RH3Hs2DHe8Y538La3vY3Tp0/zV3/1V/zWb/0Wn/3sZ6/VPsaIESNGjCvEWq1GlwqPXxTtNFuQpfrT5/HDGlE11Ifu6Vq0jeDMeczF0B+bSYmqWKrINHvCFcJYLEnKQbfksgYHj0pLl1LyGEtz8rzxRuT/jedLVimg2nMEL59oLIU39juZQBmD3j4sS++TEvivFBjXRQ324qg+CIykL4xPQ6WGGuhBtWWwhaIsaRup2g2OnEQN9aNmC2teBCw67tHQ1r23U//i4/hnx1Cd7aiudlE5lZILBq2bamFUSGDtonIL+VljEy5mYgZtjBDU9qz4OncMozvaUL3djYKI1ZbB11LfbWEBMzqGasvijNywLEossBZ77LTEmQG2WpOYrbAhjFDptqkkynVkcHBmTkhzVzt05FB1D/fN+xftVxTfZo6faRL7RjlD87PHl9IG5+YbhWQOD2EOHsG582bcN+1fMzNWZdJiTbEW3dsp77dUlta6VrXW0XIhlHCxxbKcj6UKtIfDeOFgoe7rxiTcpi94CdZ7ERRj87Amsf3Wt77F2972Nh555JHGbVu3buV//I//wfj4OENDQ1d9B2PEiBEjxuZgtVajiAgAQkhborXUnu0E33+B4MnnZbn/lhtxbt2NmVvAnj0vPs2BXpK/9NOLSFBw+DS2Vheyc3FSBm/qdfGAghCFhRI2nUL1dkNHThIVZgtCZrs7JBu2NcoJGiRHVapCnBIJgheOSHKCtaKyua4ocnUPu1Ai0CFJ2bUNnUrKa7suZjaP/8OXoFrDjE8JgclIU5fbliFAEcwVGiTTHD+Lk0qtq0FqEap1/O+9SPDcIex8Edqy2NExKYkIwkn81m0Z01QNW32fkc80lYRqHTO3AJ6H0qLQNlIRWga57PgU/jMH0XsXt8utmW17+rwUaNy8a3miBIg63tmOGujFnDqHKpWleSvMKNbbh6VkoVKFjjaxSbTYLGwY62UmZ6l//rFFEW7O7m0Efd2YIBDCrxCiXCwL2YzU6fki5sgpWR0IfPSeEZI/95OX9LHqfSOoLf1w/Cy25slFTLUNMzUj52jCbbTH6YEebKUqr+06UKlhC0WxPPSGFwPtOWhvk+G76bkNr4TE2HysSWwvXrzIL/zCLyy67Ud+5Ef4yEc+woULF2JiGyNGjBivMqzW7rVa4D6Oxk7OyXJ/i7Knezqg5xbJ76x7ouaFpMmWq/hPPIOdnBGSUKkJKTMGlJap9kAGg1R7TpqglBJltrcTlZ/HBgY92Is5N76oucyUqw1yq7cPC1kcn2qqbTYkhUpBIlxuPnMB5bq4998tHt2jpwgunoeZvERLeb5k2lqkjczzMAO9qPYsyveFuAz1oSZncN98+4aim6wx1D7/GMFjTwnRQdQ+m0yAUxOS1pjOj5TaJRsxtrkkb6ws1Xs+1pfiAbV1qFk80DLIFXlZgxeOUCtXFtfsrqHg21pdCjRuunHlQgWt0a6Lc9etOHt34n3hm0IQkzIYaDvasIdOYM6NS8qBsWjXEbI3OYN5+QQ2ncR76jl0qJ5GxQ7KEU+rSqfErxop9BPTMD0XHi9prguOnsKcH4dkAvcdbyY4fIrg+cNr1kTr7cO4b7kTOzqOmZsX5TabDn22ZUDJwF4iIfabdEpIbTTIVq3JqkLYXmbn5qWsY/swdmxiQyshMa4O1iS29Xqdzs7ORbd1dHQ07osRI0aMGK9+rBW4H7xwRL6wO9vQg73N5eAQS/NvG0Tu8AmxBbTnRGUsV2UJuVQWsptNQyaF3jYkrVdRosLWIVQ2S/Dkc9i+bpS12MlZaZHyfPFQDg/ivPNeGfaanJHtppJhLJQFTRisHxLGcBv+kVMoLMG5cSGHQSAe31pN1LpaTZabq3WCUgU90IPeta2RuWqUEiK+AZISHDuN96VvSjRUsSJDaV5Y61urNYlsNP1/KWgdqqCKxC03YuZLom4n3EabVmOQKyRsev9ebBDgf+NJgkMncO++BZXNoPeNkPiZ9+AuUfDN5CzeU8+JQrrK+RKlX+i7biI4dAKSicaFjwLsvl3y2PPjkpRQWMAeOYWdnReB+sbt6DC6rbXYge4O8IPlFhSQ49S4QFKioLoJKa946nmCY2eWEeWl5QhC6B8CL8D7229jJ6elea1el4SKrnb0rm0yIDc9Jxm51sp5oUD1y0WEDVvoIkU28TPvwZ6fWHElJCa11xbrjvtaijjTNkaMGDFeG1gzcD+TxiYTQiILW8Qj2YKlU98NIleuCIGdnReC5DiifCktf7fl5Mt/oA9oehGdfbvQA70NJdE6Drq7A7tQxiYT6IFenP17seUK/tPPC4tS0WBVGKYfIQr11wqSLub8uIR2OVoGhlr8vrSlZVtaFGWVSuBuG8JHSWas44gXM5Vc93G1xlD/iy9J+UI2I/FdVS2RUZ4JibcWkuY6TTK+FoIA8vPo/ftI/PI/Ivj+i2InCCf4zcQ0NpNCYSUCa9uQkPdjpzHjU3DmPPbCuLzHJfW3jZc4c57g0Il1pV/o7VtWtDTgaBjsQxuD09VB0J7DLpQk03jXVvRg3+LkgLDYwc7m5TOZ95se42p4weFoCMIYNqXkc63XRb2eX8C5bQ+6p/OSNdEqmyb58z+J+7Y34D95AHPmAna+SDB6AT08iLNzq7zPQrGREBGcHZMM5vYc5uTockXWdWGFlZAY1x6XJLZ/8id/wle+8pXGz77vo5Ti4x//OF1dXYseq5Tij/7ojzZ9J2PEiBEjxtXDWo1iKuFCwsVWa9hwAKgVrVPf1hjqn/oy9sIkqr8HtAPzxbDBK2z5itTJSgU9cgO0Z8XO0OJFVFov8wKjFWb0Iub8OMEPX8JOzWLPXhCip8JtRiQ2WstXWv7fIoS0WJaf23NCIFvLC9IpbBAIGc9lsMUS3gtHMYEFwsD+VIrgxFls+U3rqkg1R88QPPNiaMWwTeIaqYBR+gFhS9p69CI/kCX5zjbxbdbrBIdPYE6cxU7OYotlWSZPixqu9u7EHjstpQhhEoLqbG/EYq1E/jaSoLGWpYFcFrenE1wHMz4tn9nFKanvLVcWtY8Rvo6ZnEEND6Cm5jBz86JGl6tCbIPQY5xJSQxbb5co9oF4cO1sQYo0LlETbY3BnLmA/9RzmNMX5D3ftge2bcEeOSXku6ezMejGbAFHa5ybb5Tkg1o9VmSvY1yS2B46dGjFmtznn39+2W2xihsjRowYrz6s1SgmRQApGfRaQU1sVe/M6JgMcSUTMmCTSWGVEqXTD5qDP0qhtCNpTsfOrOhFVFqjtg7C+XGC5w4TvHgUOzOL3rkVddMuUewuTgrZaYTtq5AchipoRHAdJySRRupxjZV7Qk8qriPRYEphp2ZlgK1SxYakniBUg5XCf+wpqm05kg+8EXP8bGPIbqmn0xpD7VNfkml5RwsZU6rRbEa9LsfDhm0KWi0vB1gNxqISCbxPf02IW34elQw9odaIzWD/XvnsCgsEEzOQSaGyGWnO8gP0GuRvowkaKw0lkkqKsnniDE5nD3qgT1TlhZIQ3SXtY9Hraq3R994l6vOBw1CtYSMbSzQY6DoS2RX5qhMJKbA4eRalaGbJrlCOYMtV6o9+tWFDiFIyrOui+npksKxcxU7NLnrP7v1vWGZriHF9Yk1ie+TIkWu1HzFixIgR4xWCyqRFxZotYGfzMrkf+gRpb5Ol7Ok5aQ8Lc09XUu/8bzwlvtrQ74nWjalzW6lITFixhMplcX/kHpw9I0J6wyYp/zs/aBBEM5On8pu/i3n5uEzX1z3QmiC/gBqbRG0dEmLohl9jldriWtTIrxomIuAH4dS7g43sCnUZ3FId7ah0SpTpwoIou9Y0ixFSCch2oHIZbH4B7y++gPnhSxAWFKzk6TSjY5jT54TQBqZZBhClGvh+ePCVXAjs2oqdzsPkzCofUkjaw/cY/PBlmJyFvi6cMGeWjjaCl44LKR+fgp5OSV+YzWOzGaiGrWCO09zsKs1Yl0rQWHoRtHQoMThzHu+JZ3DSSczcPObClHhSfT9sD0Miy7YOQZfM7kTqv9PdTvK//htqn/wMwXd+iC2cb36eriOkta9bthdVD3s+dmqOwDeSzDDY22j/imwy4iX/Bt5nvyEtbd2d6LD0Q5WrcpzqdZx33Yeze8crpsxaY+T8aUkn8d5wE+7O2OawHly2xzZGjBgxYmwMK31hrTa9fS2htw9jZ+cJTo7Kkm+t3lzWTyXDMoEkNp1aU72zlaoMV/mBEKFI3UonUemk8LK6h+rtIvmTD+IfOExw6GQjhcGPmq32jBB8+XHsqfMtqiahwhpgL0xg655Eh9WbcVxAKNK2DGFZKwURCUdIkO8LcQ2JpepsR/V1yUNrnuTuOgrclMRaJROoTPj+rYV8AaYXsLN5nHvuWDb8FC3rm6NnQmIkFw1R5i5u2MIWRXqF/lrr+U2yG0GF90fvyaroRrkgWOKJ1n3dmPYc1vMxF6dRlaooo8Uy1H2xWmgtzWCeDwl3zWas1RI01oPgxWOYwyfxHC0tZsaKWr9QwgZWUibm5rEzeVREbFub67RG9XSjBvtgYloG7SJvbXQ4ShU5Zo4jFyHtOejrgvB9S6qH0yhHMKNj+E8/j6nVUF0djfNTgdhPFBLbdewMyR//keXJIdfg93e1dJL5p39I8s6bse9+IFaNL4GY2MaIESPGNcBqX1irTW+va5uboOxYY/AOHMJUquKHDYwsl0cRR2HNqBrsxb35RvQaSpbKyBS+GuiVylikKSyKsTLlKqruoXdtxXvuEOapA8tSGMxMnuBTX4SJWcgkoS0nHktjhOQaA2iYm0ftGMbOzUO13iSBxjZjs7QSRXdsAnZvx/mRe7CnzmHOjglZVwpyotiRnxe1tlKT99uVFaXWN9hKRYaxQCbnEYWQ+eLiprOUS/DiEcxb7myQfOsHstSulBCxvGTPNrh3RMjmizBfWvLhELIuu5iwaxkUUz2LU4tUZzt6sI/g7AUZesrPy3tIJkKfM+KznZolOHoa59bdMt2/yc1Y1hj8pw7AbAG29KM72qSa11qxdRSkzMAmXaznL1P/1dZB6p/+GuapA6i+LvQdN2F++LLYQQAKC1LQUffCz9wIuU0l5FhnM1IccW4cvXtHoxzBHD0jHl9Y+f1m0tLednFqmYJtimVqn/wcwbMvYhdKUtCQy6CG+nFvv2lTbAprpZOoUonqE89iK96G4uZej4iJbYwYMWJcZaz1hWVm8ivGMK2lAlljCI6dpv6pL4untVZHtecgndqwsmNGxzAvHUOPDGMKC6LWen6oKoblAVbyPINjp0m89+04O7etuC29b0SUMK2xSsmE/ky+ZcctangQ9x334D/29IopDDrhEiyU5LVTIfnQoVIXxU8ZA14YB9XTKYQ0siBEUV9aheqrFhV6oYxaKGFTCVRHTryv5ar4N6MyACds/wqbxuxCSbaBwrphzmxYBWxmC9gfvry86cxCcPCYKLXpFGqgB3t+QuwcyYQ8Xiv5O/KIlityvO0Sj61C9mvRbQoSCcl7nS9KUUJLO5mzbye2XMVMzIQ2B7exz5E6bat1zMS01Nv6/qY3Y5nRMczFSUmxyKYbKqtSCjXcjwGJfatqybW1FjraxDqQy1D/5OfEltLXje7tkvay3i5YKMtFQa0upBnE3uEHYufIhOe7teLYKJZRXR2NcgRbqTbsI1Hagg0v3HDCBJCQKLcq2KZYpvLbvyeeX63EsoKSAhDPxw9bx66UcK6VTuL094CF2grDcDEWIya2MWLEiHGVsdoXFoGBiek1Y5iWklNbrlL7/GN4X/om9kJYWZtwUX6AGugFrTek7ESJCMp1hRj0dwvhmy9CLRr48rFjk5jJGWp/8jkyv/GBFUlz6zS9GuzFGR6EuTzG81GVqjzmzpsJnjlIcOQUetsWIYwt5MzO5EXVAyGcYUsYWjWn4g1CPgIjMVrRkFcqDNMP/yjHEaIyPo2aL0I2jbN1EG7dIxW5Z85jT4yCH6C2DaEG+6T97MJ4mGBgwIZDXrVaM2tWa0k26OpolgiEdbL24hT1T/8d7tveIIS6qx21dVCyeAsLojJG2bWR1QNCa0LoEY64bGMge0lpQzKBXSjh/+Al9FDf4nSBhAvd7ZKKsGML9HaLSrlQhLYMVinJqp2ew5w+h8pmNr0Zyxw9I+ddW1aU69bmOK1RNwzAuYvQ0Yb7nrehB3oaiRfe4RPYqVnMxSlMYQGnVEHvHcHZMkBQD5V2Y2BqVo5Pf48M47lh9W2pIoculYSeLtzb9ixeUdBa1OPJGXlsayOa03xcpOhaY6j/6WcxBw5js2lUd0cz9aFShbl5DOC/eAT3CgnnWukkALqvC3thcsWK5BhNxMQ2RowYMa4yVvrCstZijp7aUAxTQ/l97CkoFFH9PahcRhSqSg17bpwg4eBs6ae+TmUnSkSwYWyWyqSxC2GKQThQRbkqU+h1D/PyCepf+OaKpHnpNL2dnhOVzlpUbzc2CMT7eOIsTM9hKjXM6Fhz0CchS9MNZTZSNF1HJt9rdUATtYuphCOlBwC9XaiB3uXpPJWqeFwzKXRftxCSwgLMFdBAAJBL49wm0/nmxFl5Lc8DG4BHi68z8voGQlhbyb21ovBW65gTZwkcR1Thc+Mw3I+6eRf2+y8283ahcVGC68prlitC6q1pNLMtg+vIoFmxgvWDRrqAumU3ar4oNbonRgGL3rYFtW0L3LhdzrWJGZjOYxVSg1vzcN91/6Y3Y9lKVS4iUknMhXG0Dd9r4wJA4s+cW/aQ/Kfvw/v01zCHTzVWM4xSqIWS1B6PXgRA7x0BwgayWhBW+FqU66Bv3Y3aMgCFBbF+uA50d2HHJxfF0+l9I6ihfhibks83nZKikAiVqgzYGYves0Neb3QM/5mDWK3Q3R2L1OfI8kCxjB2fvmLCuVY6CSzPjI6xMmJiGyNGjBhXGSt+YRUWhGhsIIYpUn5tpOpFX8pKobTC+h7ekVOiSFXrBEdPXfKLVoWkGtcVYbBSlcGkSAWN3oNWqEQCuttXzAZtbG+l6Kd0kuD4KPbwSVR/N2zfIo1OPZ1QrRGMXsSWq6ieTlHSInNp6zBV9F7rXrNRDIXKypI/2cyKkZM2Pw9Y1GC/DFVFBK9aFyJZKkNFEzx/BD08IGpgOhUqq0vfXLhrltBrG75GtYYdn5YBMa2FxHW14962h+DAYczYhDRwRXXAYQkEuUyY1uDLz6lks9Y1mxGV2LSUNoQKrz0/IfcrhXUUwZkLqAsT4uGt1Rv7Hhw7g54vovftQt+6R6wHM3ls3cNOzpL4B2+7Kn7NyBKg9+xAu5pgfBo70/QP22QC1d0pFcfnx5etZoj6rBo5w5Ftwrl1N3rrEGZ6FnNiFHwflc1IVFdhAdXbhe5sB6Uw03NiQ2ixWOjtw+i9IwTPvri46S3KF/YDSCWwKbdxlzl6Rj7XhNuioLcgk4bpPJTKV0w4o9/FKHlkKVozo2OsjpjYxogRI8ZVxkpfWHYmL+Sqr6vxBavctWOYGraBdEpUt8gPOJ0Ps2J98fwdPonVGv9bz+De/wbs9Oyqk9x63wiqsx1bq8vkf2FBvuAjIhnmvCqlIe1IgsLEyurUSsNszv69BBfGhUwAKumikkkhcdW62AdmC5hjp2XYCsKhICt/lytCHpSSfQp8Wc7euY3EL74P3Zal+vBfyLBU5JWNBs20kuXmZBK9bahFIU/Jsny50lBQ7fg0JghJJraZxmDC4oSoTSvKzM3PY9tzMmxUmJfXsUBCQbGMOX0BtXUIvaUfMzElDWzZNKTCBIe2rGwnuniIvLqBlVQGY6CjXY5/sRR6bUNvrjHyd1c7FKuyL4QeZB02uymw+QKmXJEIrdv2iv+5q0NIX5jNejWGkBrn1EKJ5B37MDuGqY1NNdXUkPw7+/dijp5etpoh2clJbLkifu3ZAsGLR9A3DMp9uYzYHOp1uWCYmMYkE6hwcFH1dYn9ZHiQ4MAhzNHTjXNebxuWeLH8ghxXa6VIxNGQy6J2b0O5rqwq7Nom6rPryO9a1ITWAqUUFosNgismnI3jtkrjm5nOb7of+rWImNjGiBEjxgax0diflb6wrOeH6UVKBphSSVTv4oGRpcuOkfIrObFiZ2A6L2Q04YpqWanJF3/Nw5w4S+W3f0/C++eLKyYxRL5Y/7s/lOfN5GUZPFKxPE+IZWDQNwxIE9TkzDJ1amnqAwALJczkrJDuWh062qRZKp0SMlmpyhBQpQrGYpNJUUsrNfATEs9VrTfJpDGgNGrvTrJ/9F9w+nswvo/7vefxPvt17PScPMZ1hGRGXtv+HrF+TMyEDWQV2adKVYhjNEg0MS1k2PPDyK+EvHYyIc9zHVHvwol8e+5iU/lTocKYSUve78wc/he/Ke+7UpNjWQojvoyBVK2R54rrQLEWKrIJeWzdk9vLcmzEjuHKZ5MMHzM3L6+rddNr7PnymFodanVsKoE9ehq9ZUAG7ZZkD2/2uQ5LmsuSLrqvC53JLE4/eON+9PYtBM8fXr6aEQ25HTmN9eVYm8jq4fnipU2nUCPDkMtKSkGtLufb9BykUui+Lpiaxf/m081z/qZd+C8ek2OTy8oxrfvgalF7775V7CpHTzfOb5VJo3JZTN2TbOelnvcwQ1e15a6YcK7V+BZMzhJMz+G86Y5N9UO/FrEqsf3FX/zFDW9MKcWf/umfXtEOxYgRI8b1jMuJ7VrxCyssMTClCqpaEz9kZ1vzdVZYdoyUX9XdAekk5BdWsA1YVGCw7TkMFnXgMM5dNy9KYrCzBfwnf4idnUPv2oFyJDpKYWSYq+6JD1VrIdztbegtMqTECvFQy1Ifdm3DHD9DcHYsjBALGuSRKF3AC5fyy2UhboGBhSIqmUDdfKO05J67KEQylRS7RcJFbb8B9533YJ47BNuH8Q68hP/sS0L0oml3ixyP9pwsLbsac+AQdjYf2gi8Zj5v5HdNJZqxYcYidbzhdiIS5IXlAhGZdB3oaJPbowuKcEKfak22l003yC6ZtGy7VJb3FZjF/t1MFqXBeoFM72fSoqRb2/SoBi35t74PkVLrhpXFCTdUhpNC3C0wNx+WX+xEd3Usaw7bzHMdFnut7dETeC+fwAR2xezj1Zffm3m10YqGnS82L3Qs2PEZiZ3raJMLR2OwZy5AsYwaHkSPDDfP+Zm8FDMsFEXx39In90VDYJUaTExjezoXnd/iy+1Dez52trAsws7OzaOMxXnT7VdMONdqfLP9XaQfeCPBux+Io74ugVWJ7fnz56/lfsSIESPGdY+1YrtWG/iClb+wqFSFtAB6xw04+3YuWuZsDauP0FB+A4Me7JWBm1q9uaxd95oD9e05bGFBWrZaSIPSGtXZjn9iFO+L30IND6BzoqYp10Xfvg8zehFlLbq7U2KY+roayQXRMnbrfi1KfejtInj5hMSQ1etCLmt1IXrGwNy8KNRJV8hEIiHkcKGE3jqIc8seVGebEIhtWzAHj0neqgkwY5PY2Tn8T/8dntJyDItlIaedbaJaVutCHP1ALBupJIxNYut1IZ1R8YQxYoPQOiTWoUodhPYDkXyFIDq6GYGWSTUUW7DQNYCq1qUwIlJLI+VUEarHUf6shmxS7BR1X8hqW1bOoWpNBvRmC9DXLWTLCVVawnxejbymUiEhV2EkG/Kz23KBk0yIB7WjHVssoZJJEvffLfaDrYOY8+NrqrCXe643zvnQa52bm8M7fJLSzMKK2ccrLr8XFmTwcLBXzulyFZVMykVcR1IsBAkH2rNCLmfyqGwafcOglHckXJRdfM6TcKWYQStZGQgvOlqHwMzEDDqXXXR+6+3DOLffJIOAII1lM2LvoO6hLOi7bib1S+/fFMK5WuNbxxtuxh0ZZn4hHhy7FFYlto8//vi13I8YMWLEuO6xVs7kagNfjccs+cIypSrqwMvYCxOowV6so2U2aYWq2gityq/t68Z2d4gSWKk1puh1Zxvu7u34SqOm5rAJF9sSaYS1BEdPY2byqCBAdbahd+9ovK6dmkUP9GCn85hSGVWuYOYXsO05lOtCrY57/xsW7Vdr6oMtLMjkurzrJtGq1oSsRf+fSoaZrlpyWbs7hdSGU+wKUbbtQA+2WMGcOIuptdgy5uaFwEaxWV4K8kW5MyFk0l6YaHplo7gwayUuzK8098MGTY9sI2HLNglppRb6V1XY4uUJ+a3W4fQFbNIFT46x6myTwTgTRpNFNgWtaZRItLcJgQ0ClJXjoYwRK0o6jR7qxZwdk6V3rSGpQ28toiRH+xgNsynCYo2lX+lKzquONlRbFt3fgx7opf7pr11Shb2Sc731sYldW0ns2opXqKz4mJVWM8R/XsNmM6jQAmPnS6hsj9g8otKQag3V3dkkpcaIfWXpOQ/NPGXXRadT2HJ1sfqaTsH4NPb8OO77Hmqc39FFKUDw4hHU+DS2VEYFBgZ7cd90O8l/+n50dHG5CVip8S3RmVnjGTFaEXtsY8SIEWOduFTO5EoDX4vuX/KFZd/z1sZS71pVta3Pb1V+letgo7ioTArd3UnmjTej+3rwXzgGSIlBYyjNWsy5cYITZ+Vnz5e2K2vldTrbsSfOyoR/tSZ5tmENK64D3Z04+/eSePf9i/arNfUhmJ6T+KN6XRRbrUR5jHJhIytC5Bf1A8khbctAR27R8bLGYEtlzKlz0u7V1YHKpLBTc01vrDVhRJaVpXgbFi1kUuFSvG22qTm6aVmIbi9XG01ejRzZVKqZmZvLNBqpmMs37QOpZNNO4QeivCZcUc9LEYmLsnd1mL9qG1W2uBp6OqWlbWoW1deNc8/t2NFx7Ng4KpcJM31NODQXNJu2KqGlI4wxA1aOBgM5Jrksqj2LKVXXrcJe6bm+Xqy0mmHHp7HFMiqdQm/bIkR1ag7V24Wt1cKVDdt8z2EygaiqS875ENbzG6kZaqAXZe3yAhFj0Du3Lf+9W0VFXao+x7g+EBPbGDFixFgnNjtn8nK+MFuf433nWbwvfBP8AN0jtgFc+Wddhcvhti0rSqDnExw9LaR2riBkwQsIRscgmUDvHZF9mMmLEppMom4YwppwEMnzxANcreF9/cnGErQ1BlssYSamMX6AOX5GJs6NabZERT7JhCuKY+CH1oRwKCqbkdvnSzLpHx3v2QJUahJj1dkGtZrYK6KmMa2bft1qXWwNIGSu1jK9rhV4YeqAUqEVoaX0IPo7G3pgs2lR9UoVGfKrFMQTaw0kk9DbKcvn49NhHJcQajXUjy2W5H1HpCtSTLs7pc2sVJbjG4jia8sVVDYrS+0vHsX4fqhIWomyKpahUGwep0wa1ZlD9XZhzozJcFzCxY5NNRIsUKphlVAg7WeOA6USwaGT61Jhr2Wm6tLfA/+Zg/DCYfT+m9Dd7QRHTzc+O5VJS5FC3WvkHSulJAIPFp/zra+RcOWiEVDpJHrXtjD+bE7UXUdDoYj7I29e1Te8VEWNcX1iQ8S2UCjw6KOP8sILLzA/P48xi68Q4+GxGDFivJZxNXImL+cLU2mNHuhFuQ7KTWAnZzFFGSKrnR/HGezFuAkwFt2Wg44cwaGTmNExIWFKNStkHQdzcpTg/LjYGqwV/2cui+pub67Ml6sN32pEfvRAL/UvfBP/mRdlGv3cBFSiNqclbVnQVCuTCVFF00lUWw6bn8dOTuO/dAz3tj3QnhMSOB1GeM2XxE8bRMUFkeqKeHU9mkv/EdH1/DCBIIrPCgewIhtB675F6q3ni7rsuuJjbs9ih/qxxTL21Dm5cOjrlmMSEbp6SJjnFzCFBfRgL3hemN+bQm8daqQfqP5uyaEdnwpzeK0kGwwPoIb7xY5hLWYmD+fGUftGsHPzmONnobtD2tz6eyRmbLYAMwVxS2zfIsQ7qkOOjlN7Dr1zK/T3oMK4sPWqsNc6U7X190DvHaFWroh/OBwabHxO6ZRcXNQ8LFL+YcP7bMJtnPOtg5gQRoiBbC9si1Nd7Q3ri5meg2wGZ9+uTXk/MV45rJvYXrhwgX/yT/4Jk5OTtLe3UywW6ezsbBDc7u5uMpnYAxIjRozXLi6VM7nSwNei+y8jOmm17ciS8vPo3dsxnW3YyRlstYaZX8BMzWK3DKDuvAlVqWHPXiAYmwwHq8IQfxVaBKbnZBAmGqpSCPmL8lIbdaQpCfcPAigsEBw9hf/087Ks3duJ2roFe+Rk01e6Gqo1ISaZlJQrEA5uVWvYU+fwJ2egvQ1n9/YmCfS8JoFsHoVwe/XmjxGJlYPUfIzjgglJtdbik112UK1sy3HAy0s8WDqFymZln5VGDfY1kyj8QF6j7jW9u+cuYuYKQr56u6Fex5SrkvQAmKlZIaTVmrzO1BzW0UKcZwqN5AmnvwcTqq7pD/48/oHDDU+sHZ/GXpxCdbaTeP9DwsmPnCTobIfpOXnLbRl0dyf61t1SoTtbwLnvblQ6uW4V1rlj3xWd61eCpb5bujshlZRjqUClEtDWh9VazskwOUL3dEmzWLkqHvKWuCzr+aLCWzCejw4J+1qe9hivTqyb2H784x9nYWGBT37yk+zdu5f77ruPj33sY9x555088sgjfOUrX+H//J//czX3NUaMGDFeUayVM3mpL8fLjU5aCUsHe/RgL7awBTszh4vFlqv4qRSpX/n/EbxwiPrnvgnnxprkNRzYwtFCshpvMCR+Ksxpnc6LylirSyNZsYQdm0LlMgQvHCF4+QQo0AlHBraUagxRNRANODV2PkwdcCQ+S+Wy2B3DMDGL7u8SJbdUwZQq4qdsiXtatq1FH44KCbBtqtE6Kixwm37YaJhrVfJtG8NY1lrUtiE4eU5U2NGLsu/JhNgWiuWmtSGQ19T7dkJHmwx+zc3LQN7kDNYLUxPCCDU62xuWD+oedqGE8SSvV9+6p6mejo6taVeR8+EiwcGj+E8dwFyclDKNbFrSAlr82v53frBuFfZKzvUrxbJq5vy8fCxTs+Jl3r4FZ98uqRU+e15U6Ft2k/yln0YP9OJ96Vsr+tajCwFz9NS6PO0xXp1YN7F9+umn+Zmf+Rnuvfde5ubmGrdnMhn+3b/7dxw/fpyPfvSj/H//3/93VXY0RowYMV5prJUzudaX46Wik1ozZanVLqnkLhvsaVlWTaYTWGPwXzgmSQIzeezUjBBOR4mX1QlJoGdp9PP6kqog9gT5Y2fy2PmFZqVrEGAuToLnEZw8C8ai2nP4F6dlACwa1loKRzc9pwpRTn0fujtFtS2VIZVAtecgmcTWPcyxMxL35LQMAa0hBDeGvaKUgHRK/iwUxTZgrJB4L1hbUY6GvcJWN51KYrf0i1WjWJaIqSjOKyyWaJBhP8BenEK7DvR2YeYXUFv6sBet5AKHeby0t0lpRlk3UyM8D3IZme7fOiSDcqF6Gi3T6+1bGop/8PzhRY1azsgNJN77DszoxVX92htZcbjcc32zsMx/nl/Af+m42FZ8H3vqnOzLYB/uu+5fdGG4nguBeAjstYt1E9t8Ps+ePXsASIQG/Wq12rj//vvv5+GHH97k3YsRI0aM6wuXM/C1ZnTSSpmyl1By1zPYQ2CofepLMDnbHHxS4XBVlINqlhC8KL81UOCHNa4qLABQqjGYRt1vpANYEG9urd5MDHCcBtGT7drFA1uRSjzYK7mgU3Pi9T03AQohuoWibNv31/fBREq048gAmlJCJgPTtArUWsj1WiTZ82XoK5nA1jxRbV84IsTWl/KExgCYVhLDFWbOWs/DjF6UqLH8AnrvCOzfhzl2RjKFp2ZDv3CLsp1wJYHCGFSxKkp4T6c0vC0UsWG02HoU/7X82htVYS83DaDVclMiQGUzBNuGN2y5Weo/T/yj96yLlF7Ktx4Pgb22sW5i29PTQ6FQACCXy5FKpbhw4ULjfs/zFhHdGDFixHitYqMDX6tGJ10iU3bVwodLDPaYIJAc1MKCECRHNQejouGwVmIXLc27TkgCl0ZHRRmwnhDNVFL+rnvi64wqb6PttA4WW0BZ8bnqMJbLIokAZ8caSQaqpxNymQZhY74k5LGycv7pMugwZzbhyv5UQx9xJiX2htnC4v26FBwHlctIyQFh7FcxrAY2geSl2lAedrRETmmFSiRkX6ZmRDHOhu1mChl0ikoX/LDAIRqow8J8EVutYWseTM6AtfjPHMRqB+X7BM8cvKyyhManeBkq7EbP9aWWG5t0wFj8XG7DlpuV9j8mpTEuhXUT2z179nDkyBFA0g9uv/12PvWpT/HOd74TYwx//dd/za5d8TRhjBgxYizFagprVGagchko01A4LxWCv+KSsrXYwgLe/AL++QnszBwkE1K/OzcvhMqEbVWt5QORR5Qw+7UsUVPNnbTNJIWo4SqRkErfutdMGYiW71u33dgGzSiqdJgnGxJplUxARxcqGw4fV2uhdcA0s2+h+ZylKnMEpcPYsPA9dXcIAS+VoB7GOWEXx3ythrDBy9Q81MUpzIWJZpOYMVAJmiRZKzkeWoctWZUmuU4mWzKEwUaDba4j1oNEIlSkrRDmuicXH6kEKplEbR2E7g6Cx57ClqtiO7jMsoTGc65iJutKlptkNiXWmLHpdRPwGDGuBOsmtu985zv5kz/5E6rVKul0mn/1r/4Vv/Irv8KDD0ojh1KK3//9379qOxojRowYrwQ2I8lgNYXVzuSF0PR0QqnSjDWKnrdKCP6yJeX2HOb4WYLxKYJSWQaXIsI5NYdqy2Kz6UYe7WLiaUE7oX1ALR+uSoa1spZQrbRS7RqEBLHR8GQurYj6Abg+DAzAfFEUSqfa9JkWy5JZG3lXyy2rgKsVEETwPCiaZjZuJiVJCrPzTZKs1CUGxwgfE77XIMAmE6iuDon6KpaFINc9GsGpgRUlOypPKFfDDF8ptpA8VSsXAn5I7v3wAiOXERV3riCPDxvTSCbR24bQ+3ahEi7++XHs5DTcsnvlXd5gWcLVUj7XstzoDRLwGDEuF+smtj/3cz/Hz/3czzV+fstb3sJf/dVf8eUvfxmtNQ899BB33333VdnJGDFixHglsFlJBqsN7dhoUr9ak0zXKGszxGoh+IuWlF88gn/gMMwVUMkEurMNOtrwJ2clzSA/LxP5OvTVRsNVEP5/iw2h3rK8HrU7pdOyDA9CyDxfSF+0BB95aVdTUpeiVofz40L+AgPKg7FJCd03Vkh0wl3sxV0vTKgWex5cnGraHhTNN70WqY0QpiLgAyaQkoq5Qrhtv0l+o9czNO0IuYyQ9ihXtyMHSqEHewlGL8p7Cyth0aFKvlCChIG2NKq/F+fOmxrDYwAqncJ4vjSf9XQs391NLEu4ElyrtrIYMdbCFTWP7d+/n/3792/WvsSIEeNVis3KZ72ecKkkg40sq642tIPrYGt1KdHavkUioJbsw2oh+NGSsr99CDM2Cd0d6O4OUsP9BJMz+IWikK5yVQhiwhUC6geLN9RaLdtQXMNhL6uambcqvB2afl0dTvWv6Mtd7cDSjN6Kfq6FWbTRAFhnG9iKKK7BOgkzLPH2LrVDhIrtWmglrJFnd74kft1KTXbWmOUFD9AkuZVas4JYKZgvoro60GHwf3BxSoitH0g5QyUprWPJBM6+nQ2VdtFuJRMS0uD5rHSmbXZZwuXiWraVxYixGuJK3RgxYlwRNjOfddP2aROI9ppJButYVl26D2RTMNSLOXYWXjwqxMdxxIPZ0ymEZgnxulQIvtIaO1+WoaWOdqznY6ZmUamkKIcLpUbdayMxIGrmarxI4z/N5ALVom7WW+wLtuU5fgAqCLfPcqJ3OQgjtihXhfxdioiue7taiPdaqrLriOJa96QxrC2DqdWF1Hqhp1YhubM29MRG5DkisekUKi22DZtOQn6B4MwFnNvbUAkXdfONOLksJpVED/Shtw+heruw03MER06jbr4R1RpvFqG7A+u66MrKA9pXsyxhI7jWbWUxYqyEdRPb//Af/sMlH6OU4sMf/vAV7VCMGDFePdhMVXPT9mmTiPaVLKsu3QeMwYxNCcF1HXQ2jQ0CVCaN2rlNnhMmGGwkBN+Wq/hPPIM9O4ZNpUBBXStUOiXEyw8n7uthgoGjV/fBtiqcS0nsasv3a913OVBKiHS93ixXcOyl/bWXwnrSEIxtDLipwV4Sg73UD50Qu0jDrhGWWgAYt+mrhWaNbS6LHuxD37gN/8kDUK0tSx9Ivv/di87D4Mx5av/rb0TBXSlfNjCS6YtUv17LsoSN4Eqb+WLE2Aysm9h+7nOfu+RjYmIbI8brC1eqam42NpNoX+6y6rJ92DuCOXwKW/ckpcAYVF83+uYbJa1gYkZarGr1DYXgR69jTo1itUb1CtnRjsaWq6J6KiUtWVEbWKQGRikGS5fUr4SjXiobdiVECnGEKG+2MeC1RgrCZsJ15Djp0CfrOPhjk9hiWS4KtGp6ZnWiSWZV+NywsEF1tOG+4TZUZxvWWvRwP+59d6MHetZMH7hUvqyaLZD40bejkg7BwePXbWvWSu/DWouZLeAfOwuFBfTNu8GYVVXdGDGuFOsmtlHUVyuCIODcuXP88R//MceOHeMTn/jEpu5cjBgxrm9cb8Mim0m0L3dZdek+2Px8I9JLZdPYcgUzMYO7daixT7ZWJ/HjPwKl8rrjl8zoGMGLR1A9XTBbwI5PyyBSexadSwvZCluu5A0pVFtOYsBA7o+W05VuEreV/KPrweU8ZylptS0ysaVJdK8WWi0XUYZvrQ4LRYlJS6fCtAJXcmujNIPoAsFxhdxqDckEessAqkt80nYmj+rqwH3rGy59rq0zX5Z0EvOW67c1K3ofNWsJvneA4OBRSvkFqWN2XVR3J3ZqltonPv2K2ZRivPZxRR5bx3EYGRnhv/23/8a//Jf/ko9+9KP81//6Xzdr32LEiHGd43obFtlMor3msqq12LMXsMWyTLp/7bsND+/SfYgivRqJB5k0TOcbxEf1dGKPnsYulHBu2inPL1cxR0+LsoXFHh9d5hUOXjxGcOikpE6F2a92XuMXFtDtOVEg/QCqNfSWAWy5Ks1XjXzYoEliddTItY44rGuBhsXhKu9HlHlrDJTCIohsGtueAxQ6lZQ0guixkV0h9NNKpm1VbstloKPtsu0B682XfTUUFChlxc0ytyA5wokEtGXRW/rQe3ZgF0pxpm2Mq4ZNGx5729vexsMPPxwT2xgxXke4VsMi6x0G20yiverycK1OcOAwdmwSOnIEBw4RHDgk3sHb9kJ+Hjs1i1EKlXAxhQU5BlF0k1JY1Yz6UqElwPv77+P97d9jL041lExrLDblors60K7bUPD0bXsxBw5JxNdAL2rHMHamgC2WZP/K1YZiq7IZnNv24j9/GCamhYQZuzgdIRoucx2ottx+PZDcqwVFizXDNsl03UeVq5DL4O7aRn0mL2rtTF6G6IJg8QWA60pGrevC/IKorZdpD3i1N2s1bTjPo1IJVEcOp78bnU3jLZQxo+OAwrl1d5xpG+OqYdOIbT6fp1wub9bmYsSI8SrAtRgW2cgw2GYS7WXLw0dOQaUmVbWVCvR04ty+F93fC9ZiJmfw/ubvoFrDlsqohRKghAxVa5hsGlXzsMZAsSItVeG+BufH4dBJGp5SY6FWC4eZXMy+XTj33i421tkCwWNPScRX0hX7gVKogR5URxu6VsNUqpjAoNpyqPYsgTWSxbpaLmy07G+8Jbfb5T7YSx44tVgJfaV58WreX8cRMuooyc5tz0mKBKC3bSG1Zzt05PCffB5zdiwcvAsH2tJJGo1tfT2ovk6cPSM4d92KzqWvK3vAtUSrDUcVFqDmiaVDKbHhAGZiGr11KM60jXHVcMXEdn5+nqeeeoo//dM/5dZbb92MfYoRI8arBJcaernSae2NDoOpPdvB0QQvHJHEgYQrFoDOdiHEGyTajeXhu26m9qkvExw6ga1WhQgFFnPwOAzOovbuhOk5KJaEQ7XnpN41k5JWqek5KFexyUTDCmAuTIBWBI6GsclmY5YfiCoYKap+AC8dxavXcW/dDfNFzNSsbLejDfILQJgc4GhUexanpwMzOo4a6sO55w6CA4dgak7I2FoJAyupsxsd3mokKoSkOGope6Ww2ktHtgLrQFe7fKad7TA1C9k0ui1D/aXjmMJC+Hn48vggkNSGsHYXTy4G9I07SL7nrdfUM3q95Ue32nDM9FzY89GMbFOZFHYmj52ZQ3e1x5m2Ma4K1k1sb7rppmUZixGstXR2dvIbv/Ebm7ZjMWLEuP6x3qGXy/2S3cgwmB7oJfj+C9jJOezYhJDIhCvZogM9qP4eVKF4WUTbP3AYZgvozjaCUlmGwgAqVcy5cVS5KjW2ne1QrqAy6bAONvJkEtapuqIUduSw6RTBiVFpqarVZcgrarZaGr3lB3D0FP65MVR3F7ZUDr2dHhiLTbiNjFovv4BOJaDuoYb6UT0dUgVrDWTCWtcrjc9aL65FosF6ELWatR7XRtGCgWQCZ/sweqgP/9vPYubmqR86SXBmDJVKYkduQNU97OhF8eImEzDYi94zgu7twgYB5tmD1JOJDXtGL5ecXkms3dUixK1WIBW2x7XacKJhPesHcaZtjKuGdRPb973vfSsS266uLkZGRnjve99LW1vbpu5cjBgxrn+sd+jlcrDeYbDg6Cn8p58nePJ59O7tmM427OQMtlqDhZIMas0XSfzEgxsm2q3kmunwS7pWb9SiWt/Hjo7JF/lQP6pSRQ/2grGYcxdhtiCE1oT+zKQrr1+pCjmue0JKE25IQFsirlqX0QMDpSo2VZGa1sJC83GNVi2LqntSLJBJY12NeeoFsSt0tje3/3pDqyVCIcNMbuivrXuoRAJ9y41ybNrbUPkF/Jk5VDYjmcCVGnZ6Tuwh7Vno7Ua5Dk5/N6pLKm6NUhv2jF4uOb2SWLurWaiyyArU2wXpJLZcRUWVzOG5p1wnzrSNcdWwbmL7kY985GruR4wYMV7FuFpDL+sdBjPnxzEnzzWUXT3Yiy1swc7MYf0AyhXIZUm85Y4Nf2m3kms7k8fOF7Hzxabqaa34apMJ1EAvNlJYs+lQodWixtbr6BuGUAO9EAQo18EUy5iZOTDIPkYNXxGhXcpBrYX8fOiHtZAM27KCANpzKMfBSbgyQFb3xH6wdQjlajh6ujn5/1oeClsJrW/VdcUqkkzIzwslbKkC8yWs7+Ps24mte9iXjmIDKdagVgtTJMJK3bmCfDyTsw1iu1HP6JWQ08uNtVv1NYMAO3oR73NfJ3jhCO7b34xz884NK7iLPPe9XXKBd2FCIu2SCblAiPKCr5NSiRivPaz7jH344Yc5duzYqvcfP36chx9+eFN2KkaMGDFgsQK0EqLlTGYKoj71dIZPVKiudvSN23H27UTfcRMEAeb42Q3vQ4NcK4Wdl4EYjBXimk1LzJMWFddemJABswsTmGNnxAfr+Q11V/d14+wO9+nG7SjXDQe3gsZjGsNjS6FDMhoEMB/6ahs5rKCSCVRvFyqdwroOCoXNz4NWojaWq4vJ+OsNTli+oJQQ/FJZ/vYDKJXEPz01h96xBdXTgc5lm3aF7g5pBMumIZcVYlapEZy72FQhNxhtt5ScRgRSaS1kta9LyOnoxeXPDS+2Guf7EqieTmxhAXPs9KVf0/Mxh08RnDqHmckTPPMC9b/5W2r/62+o//XfSdnHOhF57htxdntGcEaGxf5ycQomZ1AWsX5cJ6USMV57WLdi+/DDD7Njxw727t274v3Hjx/nD/7gD/jgBz+4aTsXI0aM1zfWm7pATydqdGxTYr5a/YemVMH84CBm9CKmWMFcmJRl/bonhDXh0qhatR7MzkNbRqbCM2lwNNbzhBx5AaawgDJGBsCm5wiOnpIvfYWotmuhYTtACKpSQtashXodWxAV2WbTJEZuoH5uXJS/A4exs/lmfu3ridNGxycazDNBs/q2VqdxceBrzNkx8dGmknBuDDudx4ZDYkprcBws4YWE68hnu1DCFoqorvYNe0avqLL5MmPtlr2mtQRHTwt5zqZRW/phpoDqbINkYsNZs0s99/bUOUhodHcHpi2H3jKAe//dOPv3vi5TI2JcG2xa3FetVsOJMgFjxIgRYxOwZurCTB57fhx1wyBmbBIzMQ0DvegwXqgV6yUdrf5DM5vHjk8LKSxW4MKEkKSsVK5iTKiChkUH6aQ8LpFoKoPp8PV8sQqYuXn4wcvYhaL4XefmNz5g1Upo/QCyWXA0eqgfPTxAargf2jLUDh6XZXZjoFqXdrFLsufXGNIp+XyqdSG0yQT4od/WcWRwLJWUzyuTxk5MQzopecSFBazvQcIV60l4oUJU2JCUal07MyfEdoOe0SvJXFaZNMYYmM1LLbPnL0oAwdoVz/elr2kLC/J7k003LDpWAX6AvsxK7KWe+wwGlU1T3XpDTGZjXBOsSWyLxSLz8/ONn/P5PGNjY8seVygU+NKXvsSWLbFXJkaMGJuHVVMX/ACbX8Aqi5qckYGpmTzm6QM4O27A2bdT1NQQ6yEdrf5D29vZTCjo7wUnL0NgIMvQngfJZGgNALo7UX3d2ONnhfxM54UgWCAVkqvOHEzOSnxUq/q8Ub+rVuIRLYa54ZUKqqcLZ/9eVFcH2oHK3z8rmay+L/sdeUOvVziOHCOQ46tU8+fLhVKLEyaizzMI5DNKOKAT8tqZlJwvyXYoVVBaodpzmOgzdxxR6VMJWAiPe3cHaC3NZNNzizyj60kdWGSzUUqI9Ey+QVLp7sAYs+LFmNqxBTtXIDhzQc6x6FxLJ8XX2te94vm+NOd5aSueDRV9Ff7uXG7WbKvnPtcpg2NeobLu58eIcSVYk9h+8pOf5A/+4A8AyaL78Ic/zIc//OEVH2ut5dd//dc3fw9jxIjxusay1IVSReK36h5q2xC6t0uUs4SLPXmO4PhZrLW4t+2RL/F15ulG/kPb24mqVDEnzwln0Ap6u7C1upCaak1ITrEsql1kORifBix61zZ0e06axeqeREFNz4k6WyxDNiPxYEHQLEDQjpDQ9fBbY4RYR6pxtS5qcWc7NgioPvsywdnQl6lDZTehoXYdElvXFcJf85pEPSLgVzLgphC7gOs049aitjCtxBedSjVVdyuvq3q7YKYAswXcHcMEk7NCPD1PrAvJpJBiN/zqLJalza2jreEZpVpfV+pAZLMxkzMwPYeZmAmVdZpktbMNtX140VuzxkjTXaWOqXvQ2Y4Oyw8oVzEnRmFihsTP/INl5/tSa49t1AWHKxyVKqSTDaJ7rSuxY8TYDKxJbN/85jcDQlr/4A/+gIceeoh9+/Yte1wul+OOO+7g7rvvXvcLP/3003zhC1/gwIEDjI+P09nZye23386//tf/etlrPPnkk/zu7/4uR44cIZfL8dBDD/GhD32Ijo6ORY8rlUp87GMf46tf/Srz8/Ps3r2bX/3VX+XBBx9c937FiBHj+kOrAhScOY//7EHU9i2LJsKdm27EKIUZvYg9fobA8yCTXneerjl6BjObF9/hyXNCRBOuTMy7jixrV+tChnTYQNXXLZW2gDk3LgNqhSIqk8Kcn8AWSxIP5jrNxINsBmfPDoLZvAx1QVhn6zaXudeCJbQ8uGKL8Hxsvkjw989IzFeUmuD78rraWd92rzXSSehoDwmoK0qq5yOp/oRe4hXI/noIb1SPq3Uz3itqQnMcsWXUPXntTArVlhXlUutG3bGzfQjd10UwU2gmVCgl1o+UbE9t24L7Dx7A2bUVO1+m/tXvEDx/CHthArV1aM2kA719GH3bXmmrK4YZyH1dci6Vq1BYQFfqBAdextk70jh35QLsOPq2PajpOczEtCiv0VtPuOhUisTdtyw735dae6LIM7Gr1KBSQ28bkn1h/RaeGDGuJ1yS2EbkdmxsjH/8j/8xd9xxx6a88F/+5V+Sz+f5pV/6JW688Uamp6f5xCc+wT/6R/+IP//zP+fOO+8E4Pvf/z4f+MAHePDBB/m1X/s1Jicn+Z3f+R2OHTvGpz71KXTLL+4HP/hBDh06xIc+9CG2bt3K5z73OT74wQ/yyCOP8Pa3v31T9jtGjBivLFYbulEJF33rHtTwIObgMfSu7bhv3r/uPF1Tqojq6vmAlbrabJi/6fkQqVZBAJkMWIMK5wpspSokQWk4fprg1KiQS9fBplOothw2FRJjrbCVKja/EE7dW7D+xq0C0RI20u5lfB8uToZDUch2/aCp2l5PyKZhx7C0puXnwQtCVVVDRw7V1S4q/NikqLm21UrREoe2FvxAkg+UkosA14G2drk9nZS/HafRHGbrdSGIYe4x2wblGEaFDNm0DDB2tmPzC6j5InrPDnAU3leewBYWoFIVe0AqiZNIoLvErrBaDFfirlvwv/g4plZDVaqNbGOVSqJ370D1dREcPI55y8WGFaD1/NeDveitQ41YO+U60N2FHZ/EjI7h3LRr0SFZau2hUBRCOz4N7Tn0tiH0vl2NzPo4azbGqxHrHh777//9v2/qC//2b/82vb29i25761vfyoMPPsj//t//m9///d8H4KMf/Sh79uzh4x//eIPE9vf388u//Mt89atf5cd+7McAeOKJJ3jqqad4+OGHeeihhwC49957OXfuHB/5yEdiYhsjxmsEaw3dKKUkAmmwF2f/XhLvfuv6N1wqY+eLqO5OWX4tVZvFBwkXsFAxIYEFaj62VAnji1ypWY2qcCNCaTRU6zJdjxLbQnuW4PjZZjEDweURz8DIUnjChYF+mJ9vpiVE24uGzK4nYus60NsFFyaFeEJTXTVWYtM8X7yqhSJUpJoVR0OUSmAMazLbyHpgrDyvt1vOjeEBzOiYKN4QDv5ZrDctFy5agdbY6Vmq330OUyxLBnGtCn6ArdZRQQGVSsK2LdixKYLHvierB/t2Yk+fl6aybKYR0+Xcurux1L/Us2pGx1A9Hbi37Ia5fIOcqt5uVGcb1tplHtel57/qapcLgRaYyelV7QOt1p7g6Cn8bz2DOXUOtW0ItX0LynE2rRI7RoxXAuseT/yLv/gLfumXfmnV+3/5l3+Zv/qrv1r3Cy8ltQAdHR3s2LGD8fFxACYmJjh48CA/9VM/tUiZvf/++xkcHORrX/ta47ZvfOMbtLe3L7IdKKV4//vfz6lTpzhx4sS69y1GjBjXL9abbbva8qk1huDMebyvfZf65x/D+9p3Cc6cx4ZhThbCcgVHCGrzlYUwpZKoni5Udwf6xm2iHKeSUK41n0eYXBDFSkWqo6OhVBVCp0Oi67qXTzz9QF7r5Fk4F/pqHSckzNcpwuE6FkqLI8hM6DcOAsgvYA6fEs+nE1oVUE3lNiqxWHH7Qk5py0lLWDiYZo3BLJREHY4i1lxHLkqiSLa62Des42DyC6LCKgttWdT2YfS+nTj7duK+4TacvTux07NYrRqZsNbzQSl0LgPZtNgECsXGri31rNpKVXJrezqamcs3bm8o1it5XK/0/I/2wxm5geR73kbmt36VxPsfEkJ+7AzmyCnM0dNQ9+Ks2RivSqxbsf3sZz/Lbbfdtur9IyMjfOYzn+Ef/+N/fNk7Mzs7y/Hjx3nve98L0CiE2LNnz7LH7t27l+PHjzd+Pn78OLt3715EgIGGX/fYsWPs3r37svZLKegMJztfK3BDb9Vr7X1da8THcXOwkePoveEm5p/+IapUwunvWXZ/MDmL7e+i4w03k1iyPVOuUPr0YwTPH8bOheUFxmKf7sAJDEGnNISpTBrbnsUUik0CFQTYMLdWY3Fv3kny9n2Y/DyVQ8eFsOUy2Mi7mUoJqY0m8yM7w0JJCGku0xxsuhJUqhANnDvhv39KXfl2rxbqnmT+QrPW1hghtQkX1ZZFRbFcqSRqUFIlzEwBi5WLhNa0g6WIBq8cjc5kMXMFORxawWwelU5iNOJNjpITlA7jv2Tgj+mwsc73oVAkcfse0vfcjkokGi/jHTuD8QOSbRmSabndy6aoa4V2NKo9SzA1izs/T2JIzlNrDJ6jyPW2k+3MUO7toOQoEklnRfK49PFwZef/iujMYD/w0/hnxvAOn5QK3GyaxM034o5srHlsJcT/Rm4O4uPYhLrEv23rJrZnz57lp3/6p1e9f/fu3Xz5y19e944thbWW3/zN38QYwz//5/8ckHgxgM7O5e0qnZ2dHDp0qPFzPp9nZGRkxce1bitGjBivbrg7byB5581Un3gWLOi+rsaAjpnOE0zPkX7gjbgjy6fJS5/+OtUnnsUZ6CFx6+7m82byeC8eQ1lQ24awk7MYa4VIzZeaS+WE6qLroBIu3qGTmKk5TKkCWqP9AOuGtgVr5E/SFSKbcFF9XUKoq0WJ4VKqqQqvxze6Elqfp7WUEPihmmeuAxtC1JgW7Ubr7rQq4glRZq3no9IpVFKjOnI4Q334py+IaloqY6PtrQYTTnpVa5h0CqxFOQ7Ju24hGB3DGeqDZAKVTOKdOU9wTlYIbbUGrkZ3tIMx2HIFWxaF2BQrzSSE6GXqnoj4yWTzrfZ3S/NbuYrKZURkbhncM9N5dHcHiZtvlLd88y4pL5jJr0hSlz4eLv/8XwtKaxK7tpLYtXXF+60x+Kcv4B0+hS1XUNkMiZt34e68IVZzY1x3WDex9X2fer2+6v31ep1a7fIjQf7f//f/5bHHHuO///f/zo033rjoPrUKPV96+2qPu9R9l4K1UHiNZfBFV32vtfd1rREfx83BRo+jffcD2IpH7eBR7IXJxZFKb7qD4N0PML+w+N+j4Mx5as+8BJ0dmPZ2qAdgfWyYHxoYi53J4wz2w6174KXjMuxV80LfrN8Y1grOjBGMT0t0UrkC5QpYMNbIEnilIkqqdsLJ/CD0e4YKZbQM3tUhbWX1+vpJrQr/0yB3LczW84VIRj7bV5rUKlYuoHB0s943epw1opYagwkLLTQKRrZhq3XssbOieK+W8BCp1NHr1bzQ7mBR24bhjfux5Spm90jjKTa/ABOzQmqTSShVJGdYhxcc1oBnCc6OUT4/uYh8BgtljOPgteUIquEAWjqD7evGnBsn8H2sb1AognJtkWe11N2NKlSwPT0E+3YTPPkc1PzFBSQrPL6x35dx/l8uWktL1oovWw3xv5Gbg/g4NtHb27amartuYjsyMsKTTz7JP/tn/2zF+7/73e+yffv2De8gwMc+9jH++I//mP/0n/7TIlW4q6sLWFltLRQKi5Tcrq6uVR8HK6u+MWLEuP6wrnD7pdm2lRoqk1ozAWFZmoLnS53oxDQUy9haDYolgh8chM42IUq1sLFKK1Dh0JgJhLBWa1g/HGKKlEcLDHTD2ar4NVW4zG0CcAx2piBT6ImwGMD3RdG1Rpbjg3UkI9jGf8KflxDHKKt1kT/4FULrrjkKAruc7CqacWdKQS2QY9TRBkP90vqlNSqZwGbTMjC30nGKBv0i0uyEkWw9XST+2U9LdnBLOQFIkoat18MoNsIs4bAgwrZst1wl+M6zqB9/J8p1hHQCarBX8oijt6IUep8kEZjRi6haXS6cjp5eMXZu1QKSiDiu4nG9nPP/ctBaWkJf15rxZfKel//e2v03xqpujGuKdRPb9773vfzP//k/+fjHP86/+lf/imS4/OJ5Hn/0R3/Ek08+ya/92q9teAd+93d/l0ceeYRf//Vf5xd/8RcX3Rd5a48fP85b37p4uvnYsWPcddddjZ93797N17/+dYwxi3y2kU937969G963GDFiXFtsRB1qzbZd17Zbp8mtFT/hsdNClBrE1ELgSfzRUkQSgVYh2Q0byNIpIWVRFujZsTD0P1p+D7ftB1BYkO20Z0V9NEYixZRqFhRcKQJz/fhrW1XUwDZJd6s1QYX/XkcZs9HzUkmU42Cee7lZaeu68nep0iSyrcQ+GkBzwvxaY9B7R7ALJczYJLZYxp4dQ43cIMNZvV3hBUaYZBHl1WoNrpbthCoy03n8x55Cj9yA7urAfddbsPUA8+xBTJjGoXT4nME+tOejbhjCvetmVC6zOulMJ3HvuV18xGfOAwpnZBjnvrtxRlZf6t/o+X85iEpL6OtalBm9LL7srpvxDxxe8fe2+ObbyP3Mu6/aPsaIsRTrJra/9Eu/xLe//W0eeeQR/vIv/5JduyTr7uTJkxQKBd74xjeuquauhocffpg//MM/5N/+23/Lr/zKryy7f2hoiNtuu40vfelL/NN/+k8bhPXpp59mYmKCd7+7+cvy0EMP8eijj/L444/zrne9q3H75z//eXbu3HnZg2MxYsS4NtiIOrRRBcgag5lfIBi9SDAxjS1X4cJEcwgpIq1rLd1H9wUtFoCEluiqIICpOahWJZt1zW3YMGvWyvNK5WZqwmbhekn3aiWwICQ+lZD3XPcWP8ZrIZdtWSiWMecuymc1X5TMVWvDuLXw81pqP4DQ24yQ064OVDaD/5W/l7sKCwTnxjETMzh33YzqbBc7yHQ+zAUmTJXQYcawkaSLUCFWSpO4/27c+98gEVjVOvVkYmW19V33X3KZftGFXH5eVgEWSgRHThIcO0Py//pxnL07XzHFc7XM6AiqpxNz5BS1T31ZPOMr/N5Wn3gWAPuT74qV2xjXBOsmtolEgj/+4z/mk5/8JF/+8pc5fPgwIBaFD3zgA/ziL/4iiZaJ0Uvhj//4j/n93/99fuRHfoT77ruP559/vnFfMpnklltuAeBDH/oQ//yf/3P+/b//9/zsz/4sExMT/M7v/A533HEHP/qjP9p4ztvf/nbuuece/tN/+k/k83m2bt3K5z//eX74wx/yh3/4h+verxgxXo9Yz/L/1YZ/+sL61KEw3H69sOUqtU9/lfoXHoPz42IL8JY0WkW2gLWwVB0MAvlzcVII21qVuJEvNho+q3lhxizir329oK8LZUU9l+IImokIkY0gm5FBsSBAD/XBUF94XlZE1Y4U8lqNptc4tIdg5b6EK6T1hkFURw7VI+ex2rWN4MAh7Ngk/kIJvXUQ3Z7FJF35TCDMthVFXqVTWMeBBKhUCtIJdH9P8/y7AkvAogu5rnZsYLBz8+L3nZvHjF4kOH6GxE88SOp971qTIF8trJUZDfK7SbWGOTWK3r1jxd9bJ+lSf/4w6s5br6q6HCNGhHUTWxBy+y/+xb/gX/yLf7Hi/fV6vWFRuBS+9a1vNf6O/j/CDTfcwOOPPw7AW97yFh555BF+//d/nw984APkcjne9a538eu//us4LVmNSin+8A//kP/5P/8nH/vYxxqVug8//DDvfOc7N/I2Y8R4XeFKh0M2/HorkGjvDTdRP3Ti0urQkrD6S22bVIrg5Bn8x56WQaKudlH/lg4gXZLUsrqiWq3LnzXfNJKH2urbvB48sNcSYa6v6u/FLhRDIhkeEKWgp0M8q5W6lE6UqxL7BfJzuiOM5lLS/FapCgltzM6Fw3IK6OmEznb0ktplnUqi7rkDc+YCdnoO5+5b0FuH8L76HYLv/EC2l06DVuhkAmutKMvtbUJ0HWdZ8cHlWgIay/y9ndiJGey5ccimZX+VwpbKUCgSPPYUdaUua6XiStGambtaHJldKAFhMcoK0H1deC+fQK3xexsjxmZiQ8R2Nbz00ks8+uij/N3f/R3f//731/WcP//zP1/39h944AEeeOCBSz6ura2N3/qt3+K3fuu31r3tGDFez7iay/8rvt4qJHr+6R/KcvIqX6CwPNz+UtsGMDN57NkxUUXTKcikwoD/je74Bh9/tbbxaoXrNOppjZprElCLENVkArVtGN3Zjjk1KtFf6aR4YEH+3w+wyYTYOBp1whaiObIgCPNotai1nW3o6PktUEqhdwxjqjWcbVtIvPutONtvoHz4FHZyprFNW6uD66I62sWOYAzksmsWH2wE0TK/GuyTAcZsevEFZDYD5RpWq8taqdgM6H0jkvwxW5A64SWwswXxQicTa6u6evXf2xgxNhuXTWzz+Txf/OIXefTRRzl+/DjW2hVzZGPEiHH9Yt3DIZvwpbqURKu9I6iFEnZqDv/8BMGFSQwKtW8n2l3+T9NqjUrWGMyZC9T+5LOYQydElR3ux54ZE1Ibklyq9dUn6mNcXShkGKvuw/ScqLeJREhGFXR1wkyeYL4ItbqQz21D0ClVsXqwVypqE658npWaWBkcJ6zXlXIHhgdw9o1gJ2ZRnr/uiyS9b4TEe99B/dGvyr5mM+iERLUFxQpMz6Has9CWQe/ZsSmHJFrmZ64g77m3Szy2lWoz1cH3UakEtrCw5krF1YLePoyzfx/Bk89hYMU4Mr1rG2Z6bk1VF7N2E1qMGJuJDRPb73znO3zmM5/h8ccfx/M8RkZG+NVf/VXe8573rNgQFiNGjOsX6xoOWWP5fz3eXOP7BN97Ae/vvk3w3MuoVBKVcrFjE9ipOajWUY7GhoMz/nd/SOLWvdj5BQnrT7io3i6M56M629F7m/saqbT+089hXjoOWssE/QtHJKFg0VBRuFS9ShVpjKsI30AyAdkUpFKocADMLpTEK6uUqOpzBfHH7t6O3rerkT+u9+2SJfEjp5vDZjZMpkgmJTLNTeAMD6B33EBwbhxb99ZeQm+5SFJak/xnP01w5jzmwGGo1jELnqjDVvKH7XwJpufwnn4BPdh/xfacxjJ/XQYH7dSc2A8WJXQE2PEZ1EDPK6J4rieOzLnrJup/9oVVVd2oZELtXfnfmBgxNhvrIrbnzp3js5/9LJ///OcZHx+np6eH97znPXz5y1/m3/27f7conSBGjBivHqxnOGS15f/1eHNtpUrlw49gXjqOzYsyZbUjkViOA1sHUX1d6IQLgZBoTp7DG59GtecWD2xphb7jJvznDmGOnkbv2YH3vRcwTx2ASgWbSsqE+8lRidtaCX6wfAgsxtWFUmJFCNMn9GCvuDIqVWl6G7lB/Jmejz0/jk2nUEP9qETz60klXPTWIcyp87JEr7XYShIuKplEZTNYE2Cm59ALZVR7TojtGkvoSy+SdFuWzH/9N9Q++Rn8rzwBpZJk56ZT0JZFD/ai+nswTx3YFM9rY5l/YloIfmBEdY4Is+eDpzCFIsoPIL2++ZXNxqUyc4E1Vd1gfoH0A28kCB8bI8bVxprE9ktf+hKPPvoozz77LI7j8I53vIP//J//M+94xzs4f/48X/rSl67VfsaIEeMqYF3DIass/0e2AtvbiRrshbl5qHuYiWns+DTG+JjnDhF870XxTCYS8uWdTErckx9GZLXnZF+ipWXtCwFOp4RYGCsWgnqd4Ds/JHjmoNgrc1msAn3LblRkYJ2YlozTtRCT2muLhCvENjBQqWJn8qK4ppPo7UOizIYkNgB0exvMFBZlw0Z2E1Wrw9YhsSL0dS1qlFRWmuPM9CykU+itW2A6v+oSunPf3Q1iBuG5Pj0rntpcBiebRvd2YbJZVF8XdLajlMK47qbYc6JlfnPmvCjDYZpDY7DQ96UoxJEyENWWu+zXulJcakBuLVU3/cAbyf3Mu1nwru0+x3j9Yk1i++u//uts27aN//gf/yM//uM/3mgCgyurqI0RI8b1gfUMhyxVtqDpzbVdbTAxTTAxIx7WKNFKQfB/vgyzeVky9lVYTeuHGa7IF3apDPMl6O0UslL3ZKIdhe7vRvV0YS5MyDCY54u9wHWxWsHkrITal8oyJT8921w6hkVNszEuE5d7DKPoLmsltzaRCG0DCfTOrTJs1NvVIIsQejEB9/67scXyMpJErQ49Xbj79+G/eERSEbKZxa8J2PwCeniA1P/1443SgEs1erWuPpjjZ2ByBtOeg9kCVjvoXLax/fWkc6zrEIXL/MHLJzAnz8m5HwTye+E6csGXTaOqdcikwvSB6xNrqbpt+3fJcY6rYGNcI6xJbBOJBBcuXOCb3/wmHR0dvPvd7yadvvZZejFixLg6WGk4BKWwcwVMOHilb94NxixSdc3RM5j8vHgAz42LB9FRKGOxTphJevZiGJ+UbDY6Wdv0vRoDSmNn89ieDtkeoLo6oVRG9XaLt/ClY+LDjCbhHS3KVhDIts5PNhXBVjU2JrVXhuhYmw36ktNJUR8DA7kMeqgPExZYqN4uVH/PokHFCNFFlLN/L3r7lmUkyUzO4j/1HLanQ4bJzo3LR5xJC2k1BluroypVnP370HtHSO4duWTG7LKhxoFebKmCO9CLrVQJRi8C4Ny6OyyEUFCp4j9zEFu+ssxnlU3j3H0L5tyYFFLMFcSPnEqA0iiLqMpRvfN1jNVU3biUIca1xprE9sknn+SLX/win/nMZ/h//p//h//yX/4LP/qjP8r73/9+BgYGrtU+xogR4yph6XBIcOgEdnwaO1+UToGOduzULLVPfHpRpq2tVFHVGmamIIHyng9+0OSSCgjCwoIgrEpNOFKOEKUSRANAxRLB6DjWq0t0UDqJLZVRriOkeaHcjIUKAlG2/ECaqiKY0J9Yj9c7NxVRLNdKUEpUWBMsvoio1eW+vm50f488plRBOQ56eBCm8wTWohwNc/Piha3WpPTrwfsapHMpSQrOnCc4dALm5tH7dgFgJmZgOo9VQN1DuS7uA29apMZeKmN2aTKIKSw0ejRUNgO+wUxMo7cOQS5DcOSk5OAulLDjUxhjUK6D6uzA3b9XVjg2QHR1LoNqy6LuvgVnoYSdyS8amrTtOeyxM3GqQIwY68SaxLajo4Of//mf5+d//ud5+eWXefTRR/nbv/1bPve5z9HT04NSioWFNeojY8SIcd0jWkYM7rmd+ic/KwM4O7eidmxFd7eLB3dppm0mjZkvYWfmhGwmEs2hFxBPbER2ovKDKD926fJ2YLALRRkWc11RbuseplDEXhgHz2s2VEWDSFovbvqKqlajitwYVw5rpT44IratBDdq+TJGPvvos4iOvbViMVBKVM1qDTrbce+9A1ut4331CezEDMr3hTsnXBjoQ/m+WFpWSBxoXV2wgLr5RtytQxI1lV+AShXnbW8i+X//LGqFuLjVsDQZRPV2QTop+53LoDKppnf3fA178hykkuj9N0kEWEh0KZYJDh5DD/ejujrWXW4S2YGYm0f1daO6OhZ/DNNzK9qBYsSIsTLW/dt/6623cuutt/If/sN/4Gtf+xqPPvoozzzzDP/5P/9n/uzP/oz3vOc9PPTQQ3HkV4wYr0IorVFagR+gb9u7ONNWqWWZtnrfCGDF55jLilrailZyaawQn8iCoJWQpOjnZAKVy2B9H1ssiRKbTWPHp7D5+Wb8UUSsAiO3rWQ70ErIWIzNwyIZHjnGUQWtUvKzdppxapHPeiYvn1VbFrV1SM6jznYweXQ2Azu3YjNpnIQL3V0Q+ATPHKSeSKyYOLB0dcEeO9NIuNDDA00iuQFSCyskg3S2owd74cIEBqQUAjDzRRifxgLOjhtQXW2YQyew5yfkfM2kUcaghgbABOsuN1lPVuzSQbcYMWKsjg3n2CaTSX7iJ36Cn/iJn+D8+fN85jOf4fOf/zy/93u/x8MPP8yhQ4euxn7GiBHjMrCenNkIG8m0dd91H6q9DbuUYIKopkv9gGYJ0W1V/+qekIboOckk9HZBR5tsa6EcvhlCj+4q9be1+uLXibG5aKixCGGNPkNjQ+8pMjXoailWCAJUfzfOLXuwngeej2rL4n/7WdS2LSv6bI1au2XrUtFTl+PnXJoMopRC79uFTjgEF6dhuogtliVyy/fRe0Zw9u3EzhfFCpFJobKZRioDc3n0jdvXXW6ynqzYVmtFjBgx1sYVVepu3bqVf/tv/y3/5t/8m0ZxQ4wYMa4PrJgzawy4jiyV3rYX3eIH3EimrdIa5423YV46Jpmx5Uo4bOSIgncpfhndn0pCVzs6lcBMzMrQTGBEGZucWT2PdiUYA44rvt24XWzz4eimncQPLR/RueIoqbP1fKmh7euRxIueLqzvw2wB5767scXSFRWCwKWjpzaKlZJBVMIlefs+zPZhKkfPoKo19PAgdnoW57Y9YrGYyYttoq8r3LEwlSFcYdhIesLVIOwxYrxecUXENoJSigceeIAHHnhgMzYXI0aMK8TSSW+9bycqMPhHTmFOn4diGf8HL4nSlE6id27D2blVlj/XkWlrimWJRQpM6KGNlqR1M9ZrNUQeW9eR4Pv+HiHGQQA1hDx5azx/1TeNDKytOu0U44pgWgzS0XVDlHbhOPJzMikRXMWSqJwT09DR1lAdva9/97ILQa4WVrMCYC14PjqTxnnwPlR3O96XviW/A0phPR9US/RlqGgr17ms97LZhD1GjNcrNoXYxogR4/rC0klvrCU4elpSBjJpic+azUPdEz44epHgpePSSz85ixrqW7bNKI5Jbd1C5bd/j+C5Q4BtKrTWSi1qPSSlq2WgRreFy9c2MNixqaZvttVOoJY851KwG3lwjI0htBw0TLQ0B/oscpGyezvO1iGC8+Ooao3Ejz6A+9Y3NFTHyy0EuZpYzQrgOQrd3dEg5WZyGv/bP2gouyrhymGIiG6lJqkevd2v2HuJESNGTGxjxHhNwhw9g83Po4b6MSdHMYUiZnRMakjLFSlDMBabTqJ7ujCliiwd12uYl46DoyVzdNkQy53Uv/k05sBhCZDPpGC+KEptVKAQwRKSXrs616x52FOjovI2nreOLNq4FvcVQHiVkUiI2p5MytBgew491IezYxjac9i5+YbKuXRw6nILQa42VrIC5HrbSdx8I6XubpTWy5Rdujsks7dcxYbZtnrbFlRn2yv6XmLEeL0jJrYxYryKsN5hMFtYwFyYhLNjkjRQrQvpTKUkdzSTBgJUqI7qKJu2vwdbq2Pn5iVmqNWX2y0lCsHXv4s1gZQ5GCtf6sWwInept3WtYa5wqbeh8ML6vbExqb22UEA6Jce9PYceHiD5T34cW6o0PNx2fBp7cWrNgafrOQFgqRUg2ymtZipszFqm7ObnwVrs1KwUUWwflqGyaIgsTjOIEeMVQUxsY8R4lWDFYbBocrq1PMEY/AOHsWMT4n1UNJf5qzUhtlqD1tgggNmCNIuVKnJ7VwfuPbej+3uw+QX8l45j8/OY6Tk4cgo7Pg1YmJpF9XVj+7qbaq2jwF8n6fTD5rCYpF7/UGHaQVcHKgggmcC5fd+KDWFrDTy92hMAliq7plCU38f8Avg+5uToq+a9xIjxWkVMbGPE2ARsJFbrcre/bBisRelqzcwMzpzHP3qy2caVSYOuyXBWNOxTqkAyATN5bFSZagz2iI/qaod33IP7rvuo//XfwWwB1dclim21JvaCuo+dnpMBmp5OafzKZoQA+RvohN9IVWuMzYOjoL1NLkaq9dX90A0oUdPrHtYPcLYMrNoQdim0ksPg6CnM+XGYKUBPJ6qrAzM5vWm/N1cDS9+z/YfvxoxejNMMYsS4ThAT2xgxrhCmXKH+1393SSV1vViJJJPLELx4pDkMFkJp3SxPePEI/vYhvL/9NoxNSpRWSEZwHIlras2dra1AaIolbLFE7X/9Df4PX8acGhWfoO2SMPrRizIgFoTJBdUZmJMlWYnqCohxDbDUY+w68pmspX5rJXYCY+SiBqAtKzFdqYScI6VKsxJXERYuKLGwaCWZwm0Z3PvuuiLSprRGD/TiPXWA4IUj2ItTot5rhdrSj3PvXaTe964N/d5sJozvU/n7Z6g+8QNqs/OoXBbn/rtx7r0DvaQAIk4ziBHj+kJMbGPEuAJYYyh9+uvrUlLXQwRMsUztk58jePZF7EJJooNyGVFT80XcB94YvrAVX2PYK28Be+ocZmxSLAiRn9bzmoqcCcBfopAu5UFRy9f4JMHXZiWvM5PCvHxc7ovIciuJigbG6l5sK7ia0GEigWk59hEBDX3Qi2qGFz1Xw2AvqqcTO1+SgT8/vOjp70ZphdXhxc+8lc85kRCSm0pALotyHWxdhvxUb9cVvRVrDLVPfxXvc9+QC6WIQFuLPTGKGR0Hzyf1Cz95zVVPM5On8uFHqBw+gS1VwkI1i3r8e+jb9pD5j/8SfYXvP0aMGFcPMbGNEeMK4J++QP35w2srqetoHwIhtZXf/j1JHNAKEi4WJcu/tToslDHHz6L3jmCOncFMTDfauux8UdQ2izR2zeSbebDRQFaUt7keWOS5joaFUnMIbK3ChJjUXn0sPcYq/I8N7STaaZLcSNXtaEMN9MhnWKoIiY3KFpQSVdRYVKUWklunOdDX1S5lC1qm/lUgaq9dKF3R2wjOnMf76hNQLEFXO2TSjZUOKlXIL+B99Qnct70Bd9e2K3qtjcD4PpUPP4J59iBOdwd6Zy9BaNWx+QXMswepfPgRMv/jQ8uU2xgxYlwfiH8zY8S4AniHT2Hm5lE37ljx/vW2D1ljqP/pZzEHDmOzaVR3h9xerUFhAQpFCAKCsxckmmsmD9kU5DLYwkIjlcBenJRl5mp9hRe5DOIZN3i9MtBKPkdrm1FoNipIiB4TWgiMEdKaDFvbAkmssO1tUJiH7k7cO28J27LmpBnLdVDJBObUeZxbbsR5y12o9hze498jeO5llNbipw4MzBXkQiedlAl/pZoXVJfpLQ+ePICdmEF1d6KymcbtSinIZiRZYGKG4OkD15TYBt97AfPScWxHW1OVNYFcqPZ0YgDz0nGC77+Ivv/ua7ZfrwSu9txAjBhXCzGxjRHjCmDLFfEFXmGTkhkdw3/mIFZLKLw1FjszJyqsH4StXB5cnMLm52GwD1Usi3KWX2iS1nq4vBzj1QuFkMe6J+Q1nZS/HS13er7cl0rIAFipApUKVMOLEK2xxYoon7U6dLRhcxl0MiGDgSGsMahiGff+u0m8+61yY7GMHZ+CPTtwxyYx58axdQ+VTKC3DWGHB+D4WVQmte6UjpVgzlxA+T6s5qHNZlBTs5gzFzbvuK4DwZPPYcsV1I7hFe9XXe3Ys2METz1H4jVMbK/ks40R45VGTGxjxLgCqGxGslyvsEnJHD0jS/4JV/yyM3Oi1GotRCfhyvKw5wvJVTOivFWqsQXgtQRHizc68ssGRlIn2trQvZ3S3DU1K2UbSolXtu6FVpHQp6qM+FY728F1pUDg2GnsrXua9a+sXCCg941ALov5wUtCmEN/ti1XCao1GJtEDw+idu9Yd0rHahd91sJqup+i+ZauJWypfMnKX5TCFstX/lrXqSK6kQSWWLmNcT0iJrYxYlwBEjfvQnd34M8WoLcLWga6VMLFai0ex907CM6cX/wltmcHxgSYp1/Af/x7mIkZAGwi0Sw88OvNmK5oaCiwotJqtXYBQoxXFqnE4ka19SLwASvDW2mNumEQ6p4IuWE9spovyiBXtSYkGKdZoFD3ZGiwVof+bvFmnx1DDQ+KRWGNMgS1dUjOt9GL2I42VG9LgUJ+ATV6EQb7wJjFlc3R89fpLdc7b0AlXEy5is5llt1vylVUwkVf46QBlcuKz9cYwFl2f+NCtS17Ra9zPSuiy+q4Q1zO3ECMGK8EYmIbI8YVwN15A8k7b6b2tacITpwVQlrzgLBVy1jU/r3433lWSG30JeYHmNkCdi4PXiBLyWHNLQtF2bilORS0EmJSe32j5q0jH7YFConeUrr5swWVychw1UCvDBJOzmALRVFlUylIOM1EikpNiLFFKpJ9GQC01RrmhSOwpX/NAgF7fhzlOKjtw/L82UJj91Uqido+jHIcgu+9gC0soPetXBd7KW+5e9/deF9+Ajs9i1VKVjSiVISK+MrVQB/u/Xet8+BtDpz770Y9/j0pXBjoWXa/zS+gshmc+y7fhnC9K6LRv1OX+9nGiPFKIya2MWJcAZTWZP/hu1j4znNw9DQ2TDNQSmHbsqhcFnPqHN7xs6gtfai0LDMHhQUYvSDkp7sDtg/DxSlJHai2+HH1kiSDpfmlMa5vbOijUtDVJkotyIVRqYKdmkUP9eHcdSvuXTfjf/cH1P/yK9j8PGp4QDzX4XBhIzbL0WFbmCu3+T42l8F98C2oXGbVAgFz9Ay2VMZ5022wUG4MmynXQfV2Q3tWEjnOnL/kkv1a3nI9cgOJH3sA77PfwJTKDQuADc9t3Z4j8WMPoHdcW+Lk3HsH+rY9mGcPYrSS2mhoKtbzRfSb9uPcc/tlv8b1rojaSvWKPtsYMV5pxMQ2xuseV+p1MxOzqGQC566bJRaohQhYr47/ze9JXJfnYROuLBPnQyKSToLnizjXlpXb6l5TpV2mysak9jULR0u2bKLltmQCW6lCuYrOpXFGbkBv30Lw0gn8J3+IncmLF9vzW55k5TRR4TYdB8pVVM3DueuWtdM5IlLjOBL11TJsFkF8ukJCL9dbrrQm+Y9+FBIO/tMvSJqHsSitUFsGcN9yB8mfeuiaK5badcn8x39J5cOPYA+fwJw+38yxzWbQb9ovObZXEPV1vSuiKpO+os82RoxXGjGxjfGqxpWS0s3wunmHT2Hni40lxca2rSX4+2dkwMvR2FQC3dOFGZ8WVdYYKU1AY51Z6O1uLifXV7EfxLz2tQthUPL/ni82gs42qNWx1jSGvJTWOPfeif+9A2HGcMu5Eg2HmQCMVB+TArTCVqqXJEvrJTXOyDC2XJEBtBbVsfG4FQbTlr1WNk3yZ9+L+5a7r6s6Wt3bReZ/fIj0S0epPvGsNI+1ZXHuuxvnntuvOL/2eldE9b4RVGf7FX22MWK8koiJbYxXLa6UlG6W182WK4u+qKy12Py8fFmfvRC2QblQqUmpwmy+WT1b90VZm5uXYbFcRlTcOLLr9YfAyAWPtZKC0ZaVwbC5eWyxTP2v/hbV14W+YUh8tMmENIRVauDlFxNjAKz4cD1P0jb0pcnSekmNc9/d4LgETz6HQVTG1t+dlQbTVsL1WkerXZfM299I5u1vpFCobOq2r3dFVG8fxtm/74o/2xgxXinExDbGqxKbQUpX87qhFMp1CCoVzFe+BUGA+9a7V1WBVRQob6RqNjh0HHN8VMLx637ocQxgYkY8s0s9sha5v1ITwrtSuUKM1x4c1VTgI++0o+X2wMjFTmCkeOP8ON7EDCrhSspGW1YuftIp+RMR3KVQSjy7xsB8SS6a1sB6SY0zcgPOUD91Qj/o0dOLLyxXGEyLIbjeFVGlNcmfejD+bGO8ahET2xivSmzGAMZKXjdT9zDPH8aMTUpcUq1Ofb6I//Jx3NtvWlEFTty8C9XZjpnJY8enMEdOy3O1Ayqg4Xm0BlYr8oqqROtK4rxivPahXcCE5wZNhdZxoFwJUzXCiLdUEoYHRX0tVzEzefADVDKBDcxiL7bWzaHDVCqMHZOLJdWWW3OXNkRqsmmSP/sPMG+5c0NWgus1v/Va4dWgiKrL/GxjxLgeEBPbGK9KbMYAxlKvm6l7BH//fezF6ebgTWCwxTLm3EX8/AKwXAV2d96As38f/jeexJwbE/Jhrfy9WlTXaohJ7esHgS8k1gnziBMy5EVHu9gMHC0/J8KK5Avj2FzLgKHjYLXGuWkXQb0O49OyXdcNCz1CO0utLttrz0pT3SWwEVKzUSvB9Zzfeq3walFEr1ebSIwYl0JMbGO8KrEZAxitXjeUwjx/GHtxSkhBOsrVrDR8jgbwXzyCu0QFjr6ogkMn4PBJKFWbHtoYr14oFZZghKrq5USttTR9NZ7raNmm1uKpzmbktsKC3F6uhPmzjpx7CVe8stUaVD3ZJ88TsjpfRHk+evcOTKUmj/H80JZg5Txsz6H3bEe5bkO5veRuXwVSc73nt15LxIpojBhXDzGxjfGqxEYHMFZa/iSXQXW0iafNdbBjk0JEMqFi5PlCInyDLc3D9CzB2YtUPA/39ptQWlHs64R0ivrMPOb8RVHYYlL72kDCFdJZqkjKgBYFX7LZbLPu2A9WTqtQCDGNzofoMYFcSJFKovp70Vv6IeFiDp/EJhOodApbC4nrTL5JRk1Yles68prIa5vZAqq7A9pzMNSHnpvHlirYXAa9a5ssaXe0YY+dueoDSWvZDK73/NZrjVgRjRHj6iAmtjFeldjIAMZqy590tMlybX4BU69L1qzWopZVarL8a620iUW1tpQxX3+S+rd/AJk0XjaNyc/L430/bgN7rcEP621dR5b4654Q01xWiGvdl5+XKrkqrA2LCKgK/xCWJ3S0o2++EWfHMKqzjeDoaXlYbze6vwdzfhwbBOHr03wNY8LMWivnmqOx5aqQw1odPB/d3YFzyy7Mrh0ybAaY6bmrPpB0KZuBymVWtQ9Za0ErzPEz1P/PF3DfdPvryncbI0aMzUNMbGO8KrHeAQy1dZD6p7+26vKnzS9ANg3zxcawGOVKc2indWo9UuqMCQe96pjpOaT3VMWk9rWCyD6glSikfiDENpmU26qhZzXhQlACFCQd+fyVBo0Q0cAs9tAmE3LhVK1BLo2+9UaUsQOtsAAAVQhJREFU68q5WKlC3UMN9KK3DmGmZiUVIbJBRMQ5Ink23Effh64OEj/9EP4Tz2JOnSOx6wacnTdQ98w1G0haj82Atqwc3iVE1Xo+5ugpzMQMzMwRHDiMuTj1uvLdxogRY/MQE9sYrwiudDJ6vQMY5vy4KEi9nShHY146JmQWUF0d0vaVcHHetF+sBPU6OK4QimgJOSK5kV3ShGPsQctgWFxz+8oi4TYV1M2A1kJk0xKjpYb60Du3YhfKmCOn5PMuVcL0CyWWhbYsoGBmLrwAIlTxlRDcoMVX6xvsC0cxOYmKU7kMDA+i+3tQXe3owT6CyZnFpLa1XdmJfkcc7Gwe5+YbSbz9zdS/8E3U0RP4h05iAnvNBpLWYzMwp89DSHZbM5/N0VOYc+OQTmFzWZztW1A7t77ufLcxYsTYHMTENsY1x6ZNRqeTuPfcDkGAOXMeUDgjw42cTaU15ugZzGwe6wfYE6NQKodJBeFgUC4DHW04fd0yMGbC2C0vIrOtwz9X64jEuCxEH002gxrZCr6HvTAJAz0wNnllecBaoTrbUMMDongulLHTefSubdjZPNb3RVGtKWhvQw31oTJpTKkMtZqQXq3lfGrPQntbiyfXB6XRN+/C2bcLlUmhdu8g+P7zBE8+j3Ed9J4dBCdHIbwIA+T8M6G313EkRcELUMVSI/0j+bP/gNzcHN7hk5RmFq7ZQNJ6UkrU2bGGgtuwDxUWRKnNpACFSqdQvd2vW99tjBgxrhwxsY1xTbF5bV8rk2NbroDj4gz1QzaNKVWw49PYmbyosemULAlHpQnlKpQqeM8fkazQ6LbGAFjMZq9bWBrDW6o9i8pmYNd2qNYJujvh5ROiqG5ETVfIxUx7Duf+N6B7OjG1OsGBQ9ixSYKFohR4FIpYpaAth9o+LJW15QqqWpdIrlIF2nLg+aj2tkU+cFuuwGwB1dtN8qcebNwuhQdaiNypc6hUEqu15B8nwvgvx5G/E+E5bKqQTDTSP5TWJHZtJbFrK94mN2athfWklJBNo9vbYDrfsA/ZmTxUa9hsBlWtordtQXW2NZ+3jti+GDFixGhFTGxjXFNsxmT0RsgxpTJ2Ni8DN6mULFlD6IEMhBxUa3D4RKiwhcM54exPjOscFvkctca9/w0k3n0/3tefxH7lW5hsGpIuFCsbyxN2HfRgnyQNADqVRN1zB+bMBez0HO69d2IuThEcPYW9MCEVyShIJ9HbhjCz89iJGSGgHi22gRDpFNbzw+c1sTQCyv/+C3izBahUxOaQTDQf7PkS+ZVKQjr1itWvRlhPSgmAe//d2GK5YR+y49PYYhmVTqG3bcHZt3PRKsl6YvtixIgRoxUxsY1xTbHeYoXgyCnAXnFsEArwAiE/iYwQ2XJVSIEfhBPmLK4j1eEIe/T9HA+FXd9IJtCDvTj37Ed1d8gFTRDgfeExLAo7NgE1TxT7YJVorlZ0tqP370W1Eiyl0DuGMdUazo3bSP3fP4v/9AFq/+tvQCl0dweqtws62+HAIQKt5DVdR6LlWlGtS1pBT+eyl26NgNJ7RzDj0wQvHJFz1W+JkXMdiaVLJtBbBl6x+tUI600pcfbvRW/f0iTvzxyEFw6j99+E7m5fbP1heWxfjBgxYlwKMbGNcU2xriVLY/CfeAb/289uODYIFi9fqlxWckHnPSGxdU+WpyOv40qIiGzMZ69/aA0Jl+DIKeqfeLTh0XbfejfBoRPYcoVgalYuXAKz9mfqaNAatX1YSOoStKqHSmvct9yFGR2XlYPOduhoEzLcnpNosGoNutqxqaTYga3FVmpiWWhvQ28dWvutbR/GfevdmAuT2LkCJBOohIvVCtBQlQs+5947X9H61Whf11sTu5S818phTvASUguLY/tixIgRYz2IiW2Ma4pLLVmaIJCon9k8+ubd6L0j2PkidvQi5uAxgmcPQncHKptZpKgteo1WApLNiJevXg8bmaryoNVC9WO8utCRk0zYbVsgmWjYUBI/8x6c/Xvw/vrvhGA6enHN7FJELV/WQNvK59ZS9XDVZI5SGdWew3bkUOk0zOSbp1oqie7pQg8P4OzbteZbk+0/BF6A97ffxk5OY6s1KUBzXdRgL4kffTup973rFU8MuNya2I0Q4hgxYsRYD2JiG+Oa4pJLlqMXoVJD37gd3dmO/9JxzImzUpJgjPyZmMZqTX0mL6rPYC+qs7mM2UpA9N4R1A0Dkk1brYsFQWvwytf6rcfYbCgFyaR8zn3dqK6Ohg3FfcudOHfdQv2Lj6O62rHFsnz2S73TjobeLilcCAIYn8aeuYC9ZfcycruSerhSNSqpJObkKMGhE7JaEARhpq1GOQ62Vse565Z1kTWVTZP8+Z/Efdsb8J88gDlzQVwyIzfgvOWuRvrH9YDLqYm9XEIcI0aMGKshJrYxrinWUmjMTB5zYlQC2ytVgu/8AHt+QghJwpVcUd8HvybK25nzBBPTBG1ZdHcnzm17oa9rEQHR27fg3HMH5uQ57EJRnh8rtdcXFM262o0+r1yB3i5prrJ2kQ0FC6q7E71nhODlEzKw5RvkDsQuoLXYVcJt2EIRCkXMmQvoHcMbUA9tI3NWKYX74L2ong6Cg8chstN4PmQzuG/cvyGyprTG2bkNZ+e2jR2fVwCXUxN7OYQ4RowYMVZDTGxjXFOsptAY38cWFqAqjV722Bns1KxYBhSyRBxY+RtEaYsawIzBFIqYmTxq6yC6ow33bW8SAlKtC5nJZcU76wVxmcL1BsvKpPZSyRSRFbpYJnjuEHqwF71vV3OKPiSZdlI8tmqwFzs+LR7rZCI8HzxsoSie2koV1d+D9Xzs9BymWrukerhWJrO+bS+pX3wfZnSsSdb27MBai/+dH1xWMclrFZdDiGPEiBFjJcTENsY1x1KFxpSqcOBlIRTZDPbCBLZUCafAw5rSqIEp+lsrWYpuVI0qmC9iz1l4463oO/biff27+H8vNaNq6yBsG8R+54dia4hx/cDRElsVRa9B+NlCo644cgW01hy7DmzfIqkDlSrm3Lgot44jPlgLlKsEcwVUNo3KpkV5rdbC+tvwdep1bFhfq7cNYbXGfcOtONu2rKkeXip2zjx1AF+pRibzphWTxIgRI0aMVRET2xibivVW5bYqNMGZ8wTPvojatgXtOpJtWa40Y7eUahYmaCXKLbYZVp/LSlJCqYIa7sdcmKT+yF/DQongzHlReSenZbk7Gh6L8cqjRZFViYRM+zsOpBISyVary0WNVs1SgmgIECXEVinxwmYzcs1zbhy9e0fog5UhRYpl1JZ+eZ3Odmy52izogMZQod69HbVnBE6dw9m2hcS737rm7m8kdk5v37IpxSQxYsSIEWNtxMQ2xqZhI4pUKwH2n3kRc/wMev8+6GiTdrCIdETtUpF6R/SzDZVbjerIobolE9RWaqjZArYtK3W5UbxX3QvjnmIbwlWFCv+juHT+b3R31BinNXS1Q3tOUgUmZsVbbUzz4iYwQnaVks++UpM8V2ulAblYRnV1NHywessA9vR5bKUKmbRcAGXC80srOde0Ru0YRt+6BzuTXzFeaqULNjM5g8nP49y0crrBIr8v9oqLSWLEiBEjxqURE9sYm4L1tYEZGeR66QT+UwcwFydRWmMKC9ipWawfSONTbxd2bFIGg/wgJEgRqQ1V3GhYJ5mQCLFKTTy61mKVQhmDOTfetB24zuKA+xhXB9qBtgxkszA92yzAWAsW+WzSDliFKpaFcCYcsSi4rgz9Vary/90d8nnOzWPni41WMZVKQk8X7m17Gqqne99dBEdOyvan89jIfmCsXEQN9qEKC0KkZ/IrDoitWt9cWJC0hT0jQsqXoDV2br3FJHF1bIwYMWJcGWJiG2NTcMllWd/H+8K38J56HnvuIswWsMkEtGXRjgPZNNb3CQ6fFNKScES9yy+IUqd0qAbaps/SVdCWw8wXobAgIfxWvJPm5ROSphAYqVXd6MR9jEtDhRaBaMCvqwOVy0pBQTaNdRRcnGoeex3aClxHFHQT+mddRz63VEJsIx2dqHQCWy6LX7arHb2lHzuTx0zPoYb6ZHsWVF+3/HEd6O7Cjk+iutobu+jcvhd9841Q91DGSDKB1tjCPKZQRE3NCjEuFCGbWTYgttYFm3nhCGb0IsGRkzi37V0eD9YSO2fLly4miatjY8SIEePKERPbGJuCNRUpazFTc9ixCZQTfvkP9KBDpdXMzUOxKGpftNwMsgydy0KlEhKhJdvVCmbz4ePFloDvAVrqTD1PCFNUqRvj0nC0XESYUCl3wmX/ldTu0ApCQpb0nfvvhvmiKOWRh9Vxmp+nNRC0DPxFQ2GRqluqQpsDtRq2VJJEi4TF+j56qB+G+rA/fDmsP7bQlsW5dTeqqwNASG9XxyIbgd4+jHv7TQRPPoft7UQ5WpTeXBbtBVhA79tF4p334OzbtWxAbK0LNr1zK8HYJPbcOGzbAuF+NA5PS+ycOXp6zWKSuDo2RowYMTYHMbGNsSlYqyrXFhawkzMSseT5Qjrbc0JsMimYMeKDdRPys+fJoFA1zKv1V6lCrXvyRyGk2AZCnnLpUEn0wiipmNReEhGBTbjQ0S5L/wslyGbkmJarLdFr4XNCdRyAgV6piA2EoJmjZ+T5SjUJrOvIY30jn28i/LlSBavEZtCWkcgta4UQF4rg+QRTM7i7d6AGejEnRmWTN26DzvY1c2ajeLla3cP76hPYiRmU78uuJ1zUQB/urbtJvO1NKyYSrHXBpjrb0duHsYdPEpy5gHN72xq5t3btYpK4OjZGjBgxNgWvKLEdHx/nE5/4BC+//DJHjhyhXC7zZ3/2Z9xzzz3LHvvkk0/yu7/7uxw5coRcLsdDDz3Ehz70ITo6FqskpVKJj33sY3z1q19lfn6e3bt386u/+qs8+OCD1+ptvS6xVlWunclLFWgiPN1CMmSrNWx+AYohAUom5A4vEJLjOEKo1jPw1SBZoX/S1aImmpjURo1sqx7H6H4t5NK5dQ/m1KgUWkTTe5m0XGj44cVDRGgdB7o6RTnVcsz11iHM+YmmBaQUJlyUJXMYHaq2bTnZXrkGURxXuQrVOiqdRA0PiEifX8CeOocJDEopdH8PVomNwYZK6JotVekkKumgsxnYuRWbSeMkXOjugsAneOYg9USiGcvVOtj45A8lT3lLP7S020XHzb1pF97EDFRra7ZmxdWxMWLEiHFt8IoS27Nnz/KVr3yFW265hXvvvZfHH398xcd9//vf5wMf+AAPPvggv/Zrv8bk5CS/8zu/w7Fjx/jUpz6Fbvki++AHP8ihQ4f40Ic+xNatW/nc5z7HBz/4QR555BHe/va3X6u39rrDsqrcaLhmJo8ZvQjzRfFgdrZjCkWYnBGiU6mK6mqt/N3ZFvpntQyPtZIxrUKyahsDQ0AzMcF15P89L4wKi9FAMiGq+EqIyi4Cg+pow3n7mzAXJ0VZLZblmEeqa9KV46/F8+z85Dtxdm/HPPWCWAF6OmG2IH7W9jZUtYbeswM12If/1AEZKFPh76sfWkQcjWrPCtGrVbCVCiqdlNcYHoBqHWf7MO5D97eUHIA9cXZdLVViJzgucXIrqKVGqWYs10DvokExOzWLuTiFqXs4Q/04+3aKqh3COho93I97393ogZ5V9yeujo0RI0aMa4NXlNi+6U1v4umnnwbgscceW5XYfvSjH2XPnj18/OMfb5DY/v5+fvmXf5mvfvWr/NiP/RgATzzxBE899RQPP/wwDz30EAD33nsv586d4yMf+UhMbK8iFilSvi+e2skZbLUmpLZYxiZcgkpNlL9KNZx8d5sxXI6G+VLok1VCdJdipciuaIjJcSHwhTBVqvHAWAS75EKgFdEFgOMI+R3qg8kZVFsGm04KGba2mSSAlc8tm0EN9ZL6+Z/CGeqnrpwGYbPj09hiGZVOobdtaZBBZ99OUWDTSWyhiB7qA8fBnDgrn5UOrQktMWGqWod0En33LSR/asmqy671VcyuN5EgOHIK/+nnFw2KsaUfW/ewfiAXaIBz6+6GcmtnC6iuDty3vuGSaQYbqY5dbx50jBgxYsRYjFeU2Op1/AM9MTHBwYMH+Y3f+I1Fj7///vsZHBzka1/7WoPYfuMb36C9vX2R7UApxfvf/35+8zd/kxMnTrB79+7NfyMxWhQpg/eFb2HHJiSKK+FCVwc24Ypfc3xKanObTwyXp7UorsWyENNUcnGzGCxunWpFRNyCcODJWHBew4qtVs0GtnU9Xq/sM1ZhIULkg7XiGzXnx9EjW7GJBDZKl7BWLhywsq1smsSPvh1n5Ab57FsIm//MQXjhMHr/Teju5vK9SrhyIdPZjvIN+oZB8dKeu4ite03lPbQq2EoNW66g2tvEv3uZWMv/Dc1EAnN+HHPq3KJBMdvZjh7qk1YzrQjGp2RfOnKXZSFYT3Vs3FAWI0aMGJeP63547NixYwDs2bNn2X179+7l+PHjjZ+PHz/O7t27lxHmffv2NbZ1OcRWKejszGz4edcz3HCQZ1PfV2eG+oP3UPjBQWxXDpXNoFwX3deFNzqGOXsRYwzGD0T1i4bDAvFdts4lYVYqU1j0iMUwdrHCuxlq7Rovd83QGLxym8cj+jtKKlCEy/t2ZfKv7PJECZB4LcdBORqrFcpY0t3tmPkiiZ27YaiHeiqJf24MO18SshnuUvre2+n+lfeJbzVC9264Yzfe3Tcx//BfoBIKJ5Ns3B1s6aN27iIsFCGXJjXcD1hqoz3Y+RKmUoHAoOsezBXQ6RSqvxt32xCdb7yFxGWeq+XeDkqOIpF0Vk0k8ByFWyril0okRnYvVk/v2Es94RCMTWGm5+DlYzgDPejuDpIP3kPuZ969+DhcAawxFD//ddQzz5Ma6EGPbGn6fmfyBM88j5NJ0PYLP7EqUb8qv9uvQ8THcXMQH8fNQXwcm1CX0K2ue2Kbz+cB6OzsXHZfZ2cnhw4dWvTYkZGRFR/Xuq0YmwNrDP7pC9RfPkEwepFgJo+ZmsU/P0Hq7lvQPZ2NbE/dnqVuDP6BwxLjFATNUPuki3IdbOS5tFbSE5YR22vAMhdN/V/9l2ugq03IaUnIHelEM9EhJLAql4FsunFs7Nx8aM1ABrpWg1VhFXFLLXHCFSW0IyfECbClsmxLq8YgWPLOfbgjw5ipWaznoxIuJr9A6s37VyVz7s4bSN55M9UnnhUBtq9LVNHONlQuQ3B2DnfHDdIYpzXOln78UhmVSqGHu0hsHRT13nGgVif1xttwR4Yv+9Ambt6F7u7AzORx+nuW3W+m8+juDpzebvwzF5YRRpVIkLx9H2b7MPXnDpG8dTfpd7yJxM034o5srjXAP32B+vOHcQZ6Fu2r0lp+tlB//jD+295AYtfWTXvdGDFixHit4LonthGWhp+vdvtqj7vUfWvBWigUKpf13OsV0VXf5b6vaLnUP3BIKkPnixJ+74vHNah66C196H27ZAn6/9/encdXVZ+JH/98z12zJyQh7BANiSyyCIogYg2IuCvaUmsRq63jtLY6CNPF2ulYrctLRYulaFu1I+My1Yoy9ueCTp1B3AVFEYLsa0L2PXc5398f33tvcpOb5CYkBMLzfr1cuDk5OffLUZ77nOf7PFqb+MzhNPWwKUmm/6jXDGbQew9BU0NkE77ZJNYqa3ukgWbr0oaor4X/1snXe2skb8BGTRgNJeXogyUmQxu+FstC5WRhnTwCKyeTwMavTAbV02g24HXGorlOVgFeLyR4TBbQa8bR0tCITkrC1+TD3leC3xdEuV2ozHRTOjDCPDrXto1d10ijchDs4N7Rc2ehG/w0bdqK3l/S/Dg9JxuVNYCgw0HD59tMCUDQjgRxdnIyAX8Q7QuYR+9nTCI4dxbVNd0fXKAHDCBYkGdqZ5sC7XYksDNS8PuCBOubYmd2PR7sAenYZ0zEP/MM/ABHcF2x+D/Zgu9wpRkE0di2xlwnJ2FvLaHqk69wZWbGPMeR/rctDFnHniHr2DNkHZtlZiZ3mLU95gPb9PR0IHa2taqqKiqTm56e3u5xEDvrK7ouPI0psO4T7KpqUwIwIA3l9UBJGbq0El1Ti+33Y9s2VloKevse7IOHTazmsMDjQWWY3w/VCLbTAUGnCWbt0BQqFaMzwpFdeQdfC21AC/dPbflfTbj/anjjWssg16EgeATX53SYIN7vR2/bDQPSTFspT2jjViCANXII1pTxWJaFbvKhy6rM5rj2NoS1lJEKmelQWW2CYJereSiC348uKYWMNEhLhUMlBDduMWNq9x4yWV2PabvlmDQG5XbF3W+1o41SalgOel9x1OupkwtAQfWnW9tsqgII7trX7Y1U8XYksEtKCfzvx33aazbeemCZUCaEELEd84FtuLZ227ZtzJw5M+prRUVFTJ48OfLrvLw83njjDRNMtfiDIVynm5+ffxSuuP+LTGPyuuFAQ6gHaeixdHoquqYOGprQXg9s3GLiPl+o/CCcNa2owk5ORKUkmSAtPDkMzGN4K7Sxye8DX6BnLryj+FPr5uuzlAkA/f7mTW0ulykTaH0yZYHVQdeBjijM97lCLbR8TVBaAcrUG5OShJWTabLelgm6gxu+Cg2zcIB2NY+mbX3ecOZbKVTQRrvdZmJXMGi+1+0ygevATJM137nXdK4ItwULbejTbie6qga7ohrHhHxUdV3cm6U63CjV6nV3KBvhysqOOqynNlLF05HgWOg121E/aJAJZUII0ZljPrAdNGgQ48ePZ82aNSxatCgSsL733nsUFxczd+7cyLHnnXceL7zwAm+//TZz5syJvL569Wpyc3OlI0IPsbfuQldWm9KD8kp0YoIJhryhP2yVBTU1ZvKUbZvsY3izWHhKWCAIB0rQA9JNVtYfNAFlQoIJLn1+aKg3r7esEOjNDV3hTgMJHjPKt7o2EhyS6A1tdAu2/fkOZepYw9nceK8v/PP8gVBgrMEN5A5HNTZCghfbslB7DqAz0tCVVegDJTAkGyqqzbqFa1GDdvNoYberuS9wbR060WvaeDkdUFVjfrbPDw4LHbRh7wHz4cIT6h2bmtxiY1/oPe07iO104v7W+Uet32r4yUDL9lstA83gu5/ig8hghc501pHgWOg126YfdCsyoUwIITrW54Hta6+9BsCmTZsA+Oijj6ioqCAhISHSd3bJkiXccMMNLF68mAULFlBcXMwDDzzAxIkTmTdvXuRc55xzDtOmTeP222+nsrKSYcOGsXr1aj755BNWrFhx9N9cP6WrarAPHEZX15j2XL6AadsUCISCNB16PB+K8Jp8oXGsoQlWiV4TSPkDof6zltn85LMxj/jttkGkUpCSaIYG+PyhkoVudj5whKaSBYJERaHKggFpWBNPQXk9BN/bEJqaZZlr9XrMe2zZF1ZhAkqno8XI2TgjW4cjVHKhQmvhMAHl4TLsrAw4dBi17yCB0PhXPG50cgKOMydhr/sEXVYZ2uxlme+1bXMepcxUr7IK08LL5TIBYWaGebd1DeBrhMYgFJeGeti6m7PkLqcJjhubzPlSk6GhEeV24Zg26ai1moo8GWjRfgtCj+OzMrAhMlihsx6y8epKr9necCxkjYUQ4njW54HtLbfcEvXr5cuXAzB06NDIwIbp06ezcuVKli9fzo033khSUhJz5sxh6dKlOByOyPcqpVixYgUPPfQQy5Yti4zUffTRRyksLDx6b6of07ZNYFMRlFeaDJ/bbUoSGppMANtemy3bNsFSeGyubZvuCAdLTEDZGJqKFTCTqIDoUbAeFwwfbAIxn695c1m33kSoJVa4f6tSJjBNSMAxoQBr9EjsskpTm+pwmAC7vrHF6NlQMK5CI3tVqHQh3Ec3Xq5QfW3QNudLTIDKGiitwMobiTVuNFRUmQEBTT50cSkoheVxw/DBBA8UQ5PfBNstU8Vej/nwUOkIZYRNH1rlsCArA+1ymZ/r86OSE1FDckz/Vp8fvC3+l+D1gB167O1yogN+9Ne74x6McKTiHaxgF+3sscAW4us121uOhayxEEIcz/o8sN26dWtcx82aNYtZs2Z1elxycjK/+tWv+NWvfnWklyZisPccQFdVQ3KiCcbCj6ybmtoPasP7sIJBc3x47G14o5anxW2oddt+rWCC5gMlJpt4JEEtmJ9vh9qKhaddBWzw+dAlZdihIMI9/3xAE/jgc+ytO6CuHvyhn60wtbVerzlhuO1WRywVHfiG33+4XCOc8VUKqmuxTs03m8lCghs2E9y5D11RjZWTSTBrAJRWNneRUKH3kZ5iPig4HJCUAC6Xye6GKI8ba8zJ2MWlprY0PQVbx+obHLrMQBCFQjkc6LqGI9rI1RUn6kaqvs4aCyHE8azPA1txfLG37jL9ZoflwM59JltY19A8LCCmUGRrh6ZKhfvYhgMp2wxowAplR2MFyBpTVxruXNCVzGisk4V/RLguVWP66Q4bjPO0MTjPOg1rpMnYuWZNxff2+wRefxddfNhkb5t85vt8PhNM6tB7UFb7a9E6cAyGJq65Q5vl6sOb0zS6rt5k6Vp0Z1Ajh6J27sPecwDnxFOwhg/Grq4z1+ByAAqsUEeHhkZwWKgxJ+EcMQRdVmkCVKcDlZkBKYnosgpz4oxUlNuNDmfNWwsGTTY5wUtgw1cEPtrUrY1cHY2JjeVE3kjVl1ljIYQ4nklge4w4XmbD64ZGVOhRvvYFTJDXYVBLi01VocDO4zYZXq3N436f3/zldpq6z45iVjuOzGinbyL0z9Z9bf1Bgtt3hyZyOXHnmB36/vc+I7B2PfrQYROEekOBdaLHZDHLq8yvXaFNW7SzHpZljmv5Mx0OU8faZDfX7mrQZZXYXxShBmdDVahHsNNhOhhUVJthA/mjwLaxt+2C6jqThXa6oLYeNTAL5XJiDcxCpaeansEtl7G0wpwbhQ7aqCED0VU1JiD2epo38KHNx5LkRHSjD73vEGrE4C5v5Oqsu4F97UVtBj7IRiohhBBdJYHtMeC4mg3v8WAfPIxu8oX60bpbBEEdCLefskOP31Hg9aCG5qD3HGzuDtDZxque7IjQ8mdZFmSGJqX5/ATf/ZQmrVFKE1z7HlTVorIHoJISzFjVUD2xSklC19ZDfTC6jCKW1ploj9sEq7YNCYkm61tbb7K3yYkEN2+HrbsgwdN8TzQ0oTJS0PWN6MPlKLcLa9QwaGwEjwcrdxiOvJE4pk8k+OHnBN/diO10xN6ENH2yeX/vboThg0xG/FApBOrN9QWC4HGhLQtVVWuutWBUlzdyxdPdoC40JrYl2UglhBCiqySw7WM93dKot6mURLNRLByIej0mEPP7Ow86NSYjGO6OEN557w0Fx4FOsrW9RZkRsyR6ocmPsm3ISif4/gZAocP7skIfLpTDQjsc4HSgaxtMgNrQFLr+Tmp/rXCWWJngWGvzmN/pMCUdGtNuDMzXHQ5UdgYqwWtqfJUCjxvHyCFYJ4+AJl+79ZeOwTn4sDrchAREjrGGDMQO2mZjoM9HpISkyWey87aNLi4zAx1c0f/r6GgjVzzdDcJjYmkxTUs2UgkhhOgqCWz7WF+0NDoSurbOBLMV1SbwSk4EvyLuBq7hLgRB24xx3VdsAkarg9rU1sKttborNOLXTBgjMg3NSkxA19aj/QGsAWnYX24zlzwwE62aRzKrBC/aGappDQRQTqd551qbUbiBQOyl8LjNew1/KKhvNPXG4UDX5YABqWbscHVtZEOZDn+QaPSZ7GROFvb+YlwXfaPDeyLeTUgtj7Fr6wn83yemS0J6ClZGKlZWBsEDJeiiXei9hwgqhWNcXtR0to42csXV3WD7bvxfbYeZ0WNiZSOVEEKIrpDAto/1VUujbmv0YQ3OxvYH0DW1puF/sP0d9W2kJJmArbLGBJjBoAniHA5QcWR9OxoQHa9wMBRu+4VtHrl73FBTj3I5TcAU2qCm3C5T9xrezOX1oJISTU2qbaM9qvnaLKu5a0PL96Iwtbtao1JT0ANSYcsOM/1r+BBTDzt8MORkEly/wawtmBKPqlpwpWMNH4RVcBI4rLjviXg2IbU8JrhrH8GPv8AxeUzUBy2rrJKgy4VO8GAXl2ING4RKT4l8vaONXPF0N8BS6PrGbr8HIYQQAiSw7XPHXUsjywrV2DaFNl/ReestFfqbMgMA1OCBoUEB9aZON7x5LN6sb+uf19X2X4HQiN5wVwKHA1KSQxun3KjMdHS4UwNARmqoV2+jKRsAVFY6Gm1qPcN1seFMtDMUsLfOKgdtVHoaKisdGn1ojweVmY5z1tSo3389KBu7uhbtcZm2X0NzTIY0LaU5a9xL90R7H7RUZrpZGzClCWUV0YFtBxu54ulugK2PnTpyIYQQxy0JbPvY8dTSSNs2wT0HzahcpyNUk+oD26L9TgChLGa49tRhmRrVIQPhUJkJ8rwe9FfbmyeKtfcoH1pkWWnRv7WDwNZhNZccuFzNx1lWc21t+PWGJqzhgyAtBV1WGdU1wMrJxN57yPzoBK/5vUpKwNIaAkHsJBsGpKJqG6CpCd3gC7XvCpUnWJZpq5WdgW5oQtc3mG4Fmeltdv0rt9Nkcj1uyMzAMS4vqqtBb94T7X7QSktpXoMmH7Y/gBW+lk42csXT3cDKSMU15mQ62YIohBBCdEgC2z52PLU0svccwN5/CIZkQ3lVZHqV6cXqBF8oExquFggHoJYCv27u89rYhOX1oN1OrKwMrEFZ+HfvN2Ngq2vMcb5OyhKcDrMBze9v/rmtM7eWZY4LB7FpyeBworwetM9nMsYNTYAfnE6s4YNQo0eZYQatugborAyU1uiSciitQPsDKJ8fx4hBuPJzaTxQgjXmZFRNnekZW1VLcNd+E6SHB1M0+c25PW6sAelYg7NRI4eit+yI2vVPRpoJXKtqsfJGQFpK1FvvzXuivQ9aSimsgpPM17bthuJSbIhrI1c83Q3cs6fhHDUEao6RJxNCCCGOSxLY9rFjtaVRrL66dkkZuqoGx+Sx6G27CBbtbi5FsFsVlDpDNaq23SLgVVBfj33QD4kJJjPocmIfrjCP7QcPMG2rtAYVo/WX29lcz5uUCKlJpgzAbjCBc+tIWNsQVCZQDgRN14ERQ3BMOgVQ2Dv3oXfvR7tdqIGZ4HCgd+yF1GSsgpOwkhNNQJqRClXVaMvCykhF19SDx4V10ggG/NOV4HLhe3gVVFSjsjJQ6alorcHtxN5zEB0MgteDNWooKiXJ9L5t8uE4bRyuS87Fv+Z/onf92zZWWiq6sQmyMkLroY7KPdHRBy3lcqIGZePweHCeMcG8lzg2csXT3SDpm3NlI5gQQogjJoFtHzsaLY1iBan+KafgzI29Gae9vrq6qgZdW48aPQo1bjTa58cOBEK79wMmgCyrpHnSWKikwFKhOtbQxjF/AMor0R4PurYe+0AJBIKmRAHMsYkJ5pzhTVjBoDmvxwMpiSZITEpEOxzYu/fB7oOhbG1okpgz3PkgCIFQwOsPQkkZwX98CCnJOApyccydgWPyOPSeA6Zm1VLYew5i7zuE/6uvUUphB4PgC6C0jRo8EMcpyThmnIbjzIm4M1PQth3zw4kaPcoMSzhwGFKSUF6Pee+JCTinnhrpTxxz1/+IIfg/3Yz9RdFRbXPV8oNWUGuUw4KKarTPj25sQgGO2TNwf/vCLv38zrobtB7OIIQQQnSHBLbHgN5sadRekFr93ie4J41Bz50VtWkn3Fc38O4npsbT5TQjdF1OsDW6rJLglu04xudjpaWgkxIhK91satIa2+XCGjgAXVOP3r3fBHLpqaY3a229KTEIBkxtbpPPtDoLhqZtHSgxWdWUJNPjFkym1e+HJr85h6VwTByDCgTNz7UU9u79kJJoOi1YChISzGavmjoT2Dosc860FKxhg8356htRI4bg+uYFWE4nnHKSee/P/z/sr3ZEegoTtGHLdvTBEqitJ1hejR6cTXDfIdQb66g5bYwJwBsa0UkJ6J37YPd+VChQs4YPxjpzMo6RQ8C2Y/6+trfr38ofhb1n8lFtcxX+oNXk8+N/7R10cRkqEDBJY5cTBmahAgHTpqyLm72ku4EQQojeJoHtMaI3/tDvaPiDqquj8Z2P0A3+qOEP9p4DBDdsRlfWYNfVmwA0cpHKBLe7D6CHDTJBr98PB0vMqNdQKyxH/knosgoClTWgbVRSIgRttLJMa69wVwKNCZBSkkwdbDBo/mpobA5snQ6TeXU4ID0FVdeAc2IBeL0mw71tF6q80jz6t1Roo5Yy5w3aJiBXFqSnmr1myQlYJxdgl1agDxSbPrqhNW/dU1hrjb11R6TXrk7wogJB7Lp69OFyqK2nat3HRDLUqcmotGTQoFKTcc6YjOPUgm4FojFHLOePipyrV0cwe90ot8NkUXOHoRO8OFxOyEiHYIDgh5vwuVzHzNAQIYQQIkwC236so+EPjuwBoKFp01bsMyeAUthbdxH48DOCH3+BthQqPcW0eQplY3VDI1TWoEsrCLy/EeUKTQ5raESrGlAKNTgb7XVjl1ehgkHUmJOwhg1Gl1Vi79qHtoMmWHY6TOCZkmwGE1TWmOxseDxvY1NkQAH+gBkrG7QhNQWVnorrstnY0yfhW/UywQ1foRwWtqcKNSDNXE91KFubmAA+f/N+tlALrlj9gdu0uqqqwS4uMz87McGswc59UGVqaXWTD2rrsQZnE3Q6UQ1N4PViDcqCsip0bUP3gtpORiy75p6F/4134xrB3J0A2Nw321DDB0fdN5GvK3VMDQ0RQgghwiSw7cc6G/5gZaWj9xyi6cmXIBBAV9Vg7zmArqgy08WcDvPP0LQwlZiAHjgAdu2HwxXo1GQzeQxM8KkUuqKa4LpPIDUZBqSZR+ceN1oRKhlIwtTKuk32tr7BZGNRpkRBYzad1TeY4NaywONGpSSjBmWZDWdJCZEMt/P0CdgHD5v2WLX1pnzC6zEZYp/fZGz9gUjHBOV0ALH7A7dudaXLKk3mNyvdfE+TzwSz3hSTNfX5zboAVlICWil0SRlq+GB0Vnq3gr/ORiwH1n1C4ONNZpRuVkaHI5hp9HUYILcMgLty3xxzQ0OEEEKIEAls+7HOhj+gFPahUtThCqxTR2MV5KLLq9CWAoeFrqg2/VaTk0z/2QSvqVfVGrIzcObnmgyow4HyuMwGo4pqQOO6dDaBjzaZOlePuzlIDG/qqqs3GdUEjwlylYLq8GYvk8m1huZAoheVkmxKA/x+8Aei2lyFd/HT5DM/p6HJBGvh9+zzh1p+KXC5UZkmAxmrF2zrVlfaHwjNlTD5Xl3faIJjr8dkr4O26aQQajGmEjym1VdZBSp3WLeCv85GLAdr6rC/2IZj/OgORzAHp00g+MHn7QbILQPg1vfHcTc0RAghhAiRwLYf62z4Q7CsyvSNPWl4c5CUEMrQNvlMLWxjE7rJ9KrVTocJPBWonCysk0e0Oae2bbOLP8GLNXQQwf/9CDvRA3UN6IDf1M4GAiaL6naZ7GqYw2GC3LoGUGCNycMakNrc5qq8qk2bq/Au/sC7n6CSErHLKs11eN2YWgufySoHglhDckwNLLF7wbZudaVczqhRujqUQVaJCejaukgbLmWFujmEA+BAEKubwV9n2VICQXR9g2khFkM4mxpc/ynBzdvbDZDDAXCsjPLxNDRECCGEaEkC236gvTpKNXpEh8Mfgjv3oQHHiCHNL6YkmX82+UIlAtpkPD1uUxpQ12C+Xt9IcMsO09s0M91kTcNZPtsm8M5HYNvm0X1pObou1BHB6zFtuSzVXMYQFtp8htMBtsbetAVysjpscxXexQ+YTW81dVBeGZpipk3w6Xahhg/GUZBrArbwAIZ2guRw267IKN36RrMxzh9qbeZxQUNoGITbGemAEO67q5yObgd/nWbZg0GTQQ7GnrQWzqbauw50u5zgeBoaIoQQQrQkge1xruONRqOxCk4i+OHnBGvqzEasoCkd8Ce4CVZUoVKTURnN41otjxvbYZnaVI0J1hqbTJDoCI2vDfjRhw5jV9eab/K4sXKyTOBoKewDh1FlVVhjT8ZZOA1q6gnu3o+9ZSfYoQ1d4Uf54QDOHwA0ylKogpPA58eRNwLH+PxO21y1bJcW3LoDe98hKK9CpySh95egq2ogEMDevieuIDnSU7iy2mwYO1wOSQmoEUOguha7vhGFMuvjcpvgN2ib7KzHlDt0N/jrLFuKw2E6QDhiB76RgBrd7XKCY3VoiBBCCNEZCWyPY51tNAq+uxFr0ingdWN/sc3Uy4YCX19KonlEnZYSeaQOmEyny4WZHuaAplBmNSnR1MuiwXKAy2WyeVqjG5qw9xwETJBJYxMqb0TzI/D0FJxpBQQdDoLbdoPfB263yXjWN5gAN2hDShLWScOxRo/C3rEX5+mn4pwzI5SN3klw41cxd/W3zFjT0IRj2GCs2dOxQploe8/BuHvBtu4pbFfVmg8NlTXgD2DX1KEOl6OTEmBQJpZto+sasIM2qrEJNWyQqQWOUTYRj86ypTgdqMQElMMR+54IB9SjhhE4eLhb5QRHY2iIEEII0RsksD2OdbjRKDOdYHUNvhdeQzldplxgxGDTNcDpwJXgwS6rgJp67LJK0/4LUx+qUpJMbWlVtSkvcLnQPh/4fJCRFhqY4EPXN0CCF5Xoxdaa4O79WB63aY/VOqBTKlIKYH+13bzmdJhyB4eFykjDeWo+KjMdu6wSlZaCGjEE3/P/r8Nd/UCnO/+72h+4dU9hfeXc5uC4sobAF9vQldXYTU2o0nJzvVqbVmShkoWOgr+OWnB1mi1t8mGNH41u8mGXVrSbTXVOm0Bw89fdLifozaEhQgghRG+RwPY41u5GI3+A4NadBPccgEOlJrtom8EHKicLx8kjcKckEEhOJLDpa9h7CFspEyS5zC2hk7woO2i6EwzONrv9UZCTiS6tiAxdoLQSrUBpbeppswdgJSVgxcooupw4x48m4PNBUEN9vQlgRw7DykgxQW+o/tWaPpnghi8Jvrux3V39TVqjlO7wmPZ2/ndF60DXddX5kUDXawfRdfU0NPhNG7KkhA6Dv8561Lovm91httR51pSoPrbtZVPxuo+4nEAmhQkhhDjeSGB7HIu50Uhrglt3mtKAQGicbGoyKjM9qmRATxmDIzvDDGEYmAk+P/bWnWa4QWjamHXSCBwFueByEtyyw9SqNvpQCV4ck8aYuQ1llWh/AOVymkAtdzj6UAePwLVGJSbgmnc2urbBBHjFh7FLSqOCM+ekMTQ9vbrjXf3vbwAUqhs7/49Ey4AvOc1sHLOrGjr9vs5LR5oD8c6ypfFkU6WcQAghxIlGAtvjWKyNRrqqBru4FBI9UOUzm8XqG9GV1eb4RA92cSl2ZQ2OjFSU04Fz8hgck8eamtK6RtSGL9H7i1E5mWiHZaZ2ORzg80e6KFjpoS4I6WbjmbZt9NadOHKHEmxo7PQReHjUbHvBWeDN9Z3v6v9yGwBWXtu2Y5FjjqFBAp31qG0diHeULY0nmyrlBEIIIU40Etgex2JtNNJllWZ4AEBFtSkXaGg0wxOcDkgKZRgPl2OlJZsMXlJCdE3p+TPxvfwmgfc2Ym/+2rTt8gfQWmMNSDNZ3PBms5BIwDrjNHA443oE3lFwFs+QAGzd/O/tHHMsDRLoi4leUk4ghBDiRCKB7XEs1kYj7QuY7gX+gDkoPGI2PFq2utYMW/AFsEsr291ApLUCWvzldqMcDnRtA3ZZBWpgZsyA1TFqKI5B2Uf8CDyeIQFYKvLvx8MgAZnoJYQQQvQuCWyPY7HaMtn7DpkWWl6PGTCggdo68w3O0MCF+kaC5ZVgKRynT4zaQBSuA7XXbzC1q3kjIgGsXVKG/cXX2F/vRZVXmddjBaw98Ag8riEBg7MBddwMEpCJXkIIIUTvksD2ONe6jtL/1nsEDpdDZrqpf7U12lJmYlhDk6m5DQYhaOOdNZXg3FlRQVZHdaCOQdmm1raiGucZE1ApSe0GrN15BB7VBqu+wQwj2HOQoNZYmeltM8TTJ6LLqgj+38fYCV5URqq55pQkdEX1MTdIQCZ6CSGEEL1LAtt+oGUQqesaCG7dZQYthDKlZA9AJzdCWVUom+vFOWoInhmTqPe6o87VWR2olZmOXVqBNXAArrkze+w9xGyDFQii6xvRRTvRaSlYTmdzhvj0U9F+G3vvIbTPD6UV2Dv2YruckJKMoyD3mNv5LxO9hBBCiN4lgW0/oxITsAZlmUfeJWVmM5ltQ209BAKm1hYI7NhHzYpnCRbkmeAv0Qv0TR1oh22wyirR+w6hBmbimDwOK8mLNXok/vc+i5RLOM6dhqqpwy6tMBPC6htRI4bg+ub5KOexc4vLRC8hhBCidx07f+qLHmEVjIoMWlDDB2OXlmPvPmDKEDLS0W4Hyta4Jo2BYIDA2ncJfvU1joljoKEBe/N2AvuLcTgcWNlm5K5q0QGhszrQjqZqtRewddgGK3sAtlLg85u2ZKOGEty1D/uLoujj01NxhFqP2aUV6APF6H3FcIx1A5AWXEIIIUTvkcC2n2n5uFtnpaMGpMHuA5CVYfrONjRiDR+MlZKAf/MOggdKYPteAh9/iWpsRAeC0OQjWFWLnZaMlZOJVXBS80SyDupA45mqFc4Mt9TVNlh90TarJ0kLLiGEEKJ3SGDbz7R53L1tF5RVoJMSUV6PCWrzR+HfvIPA7gOQ6DXtwerq0VkZKECXlIHPh/b5I5PK1JiTTV/cdupAuzJVq3VWsqvlD9I2SwghhBCxSGDbD7V83O1b9TLBDV/hGDEYlZmBSktGV9UQPFSKlZSAtjV2kw/SUrBCwxvIHmA2MwG6yYddtAvV5McanN1uHWhXp2pFXW8X22BJ2ywhhBBCxCIFff1U+HG38/QJqEFZqNxhqNAYXF1WiW5sQiV4sesbwNYob4sgMCkBleDFMTQHx6n5qIw0nGNPxnPjApNx7aCcQA1Ii309A9LMuN+inW2+1rINViytyx+6erwQQgghTgwS2PZzsYJA7Q+EBoops6nMUqYkIUQpZb7uduHIG4k1OBsrPxfHqKHtPv4/kvKAcF0wpZVm45dtm3PaNnZphSl/OLUgUv7Q1eOFEEIIcWKQUoR+LmbvVJcT29bYtfWoYBDtcYPbFfkerTVoUC5n3I/1j6Q8oKttsKRtlhBCCCFikcC2n4sVBNLQCE0+tFKoEUPQVTXQ6GvO2jY0gteNykyP+7H+kU7V6mobLGmbJYQQQojWJLA9AbQJAusasL4sIrDnIMFB2VjFZei9h7C1RqGh0YcaloPtD6DKq+KahtUTU7W62gZL2mYJIYQQoiUJbE8QrYPAlG+dR91f36D2wy/MhjK3C1VRhQZUarLpeesPxP1YX8oDhBBCCNHXJLA9QVmJCSQvvAT/pHGRLK6uazCbxhITzejaLj7Wl/IAIYQQQvQlCWxPYL3xKF/KA4QQQgjRVySFJoQQQggh+gUJbIUQQgghRL8gpQjihKJtG3vPATMpraERleDFKhiFNWKI1AALIYQQxzkJbMVx40iDUl3fiO/ltwhu2mrG/7bs2nBqgenaEGNcsBBCCCGODxLYiuPCkQal2rbN97/7KWSlYxXkRvXZDb77KT7AveACydwKIYQQxyn5E1wc86KCUrcLqyAX65STsApywe0yQenLb6Ftu91z2HsOENy01QS1WRlR43mtrAzISjf9d/ccPFpvSwghhBA9TAJbcczriaDU3rrLZHoHpMX8uhqQhq6qwS7a2SvvQQghhBC9TwJbcczriaBUNzSilGq3zEBZlilvaGjqkWsWQgghxNEnga045vVEUKoSvGit2y1X0LZtanYTPD1yzUIIIYQ4+iSwFce8nghKrYJRqLQUdHlV7HOUV6HSUrDyc3vkmoUQQghx9ElgK455PRGUWiOG4Di1AEorsUsrIkGytm3s0gooq8RxagHWiMG98h6EEEII0fv6XWBbV1fHXXfdxcyZM5kwYQLz58/nrbfe6uvLEkegJ4JSZVm4L5uN46zTwOfH3roTe8sO7K07wefHMeM00zJMWn0JIYQQx61+18f25ptvZvPmzSxZsoRhw4bx0ksvcfPNN7Ny5UrOOeecvr480Q3hoNQHpvvB1p3RfWzjDEpVohf3gguwp0/CLtqJbmhCJXiw8nOxRgyWoFYIIYQ4zvWrwPadd95h/fr1PProo5x33nkAnHnmmezdu5d7771XAtvjWE8FpcqycIwaimPU0F6+YiGEEEIcbf0qsH3zzTdJSUlh9uzZkdeUUlxxxRXccccdfP311+Tl5fXhFYojIUGpEEIIITrSrwLbbdu2kZeXh9Uqe1dQUABAUVFRtwJbpSAtLaFHrvFY4XQ6gP73vo42WceeIevYc2Qte4asY8+QdewZso7NlOr46/2qqLCyspK0tLZN/MOvVVZWHuUrEkIIIYQQR0u/ytiCKT3oztc6ojVUVTV095KOSeFPff3tfR1tso49Q9ax58ha9gxZx54h69gzZB2bZWYmd5i17VcZ2/T09JhZ2aoq0/80VjZXCCGEEEL0D/0qsM3Ly2P79u3YrSZUFRUVAZCfn98XlyWEEEIIIY6CfhXYnnfeeVRXV/P2229Hvb569Wpyc3OlI4IQQgghRD/Wr2pszznnHKZNm8btt99OZWUlw4YNY/Xq1XzyySesWLGiry9PCCGEEEL0on4V2CqlWLFiBQ899BDLli2jurqavLw8Hn30UQoLC/v68oQQQgghRC9SWmvd1xdxrLNtTVlZbV9fRo+SHZY9Q9axZ8g69hxZy54h69gzZB17hqxjs8zMZCyr/bYI/arGVgghhBBCnLgksBVCCCGEEP2ClCLEQWtNf1ulcHPj/va+jjZZx54h69hzZC17hqxjz5B17Bmyjs2U6mQYlwS2QgghhBCiP5BSBCGEEEII0S9IYCuEEEIIIfoFCWyFEEIIIUS/IIGtEEIIIYToFySwFUIIIYQQ/YIEtkIIIYQQol+QwFYIIYQQQvQLEtgKIYQQQoh+QQJbIYQQQgjRL0hgK4QQQggh+gUJbIUQQgghRL8gga0QQgghhOgXJLAVQgghhBD9grOvL0D0vA8++IBrr7025tf+/ve/c/LJJ0d+/e677/LII4+wZcsWkpKSOO+881iyZAmpqalH63KPGYcOHeJPf/oTX375JVu2bKG+vp7/+I//YNq0aW2OjXfd6urqWLZsGa+99hrV1dXk5eXxox/9iNmzZx+tt3XUxbuOCxcu5MMPP2zz/RdeeCHLli2Leu1EXMf33nuPl19+mQ0bNnDo0CHS0tKYMGECP/7xjykoKIg6Vu7H9sW7jnI/du7TTz/l97//PUVFRVRWVpKUlER+fj433HAD55xzTtSxck+2L951lHuyeySw7ceWLFnC6aefHvXasGHDIv/+wQcfcOONNzJ79mxuvfVWSkpKeOCBBygqKuKZZ57Bsk6shP7u3bt59dVXGTt2LGeeeSZvv/12zOO6sm4333wzmzdvZsmSJQwbNoyXXnqJm2++mZUrV7b5g6C/iHcdAUaNGsV9990X9VpGRkab407EdXz22WeprKzkuuuu4+STT6a0tJQ//elPXHXVVTz99NNMmjQJkPuxM/GuI8j92Jnq6mpyc3OZP38+WVlZVFdX8/zzz3PjjTfy0EMPcdFFFwFyT3Ym3nUEuSe7RYt+5/3339f5+fn6zTff7PC4K6+8Ul922WU6GAxGXlu3bp3Oz8/Xr776am9f5jGn5Tq8+eabOj8/X7///vttjot33f7xj3/o/Px8/cYbb0Res21bf/vb39bz5s3rpXfR9+Jdx+9+97v60ksv7fR8J+o6lpaWtnmtqqpKT506Vd98882R1+R+7Fi86yj3Y/f4/X49a9YsvXDhwshrck92Xax1lHuye06slJyIKC4uZtOmTVx22WVRn57POusscnJyeP311/vw6vpGPBnqrqzbm2++SUpKStSjIKUUV1xxBTt27ODrr7/u2TdwjOjpTP+Juo6ZmZltXktNTWXkyJEcOnQIkPsxHvGsY1ecqOvYHqfTSUpKCi6XC5B7srtar2NXyDpGk8C2H/vVr37F2LFjmTJlCv/0T//EF198EflaUVERAKNHj27zffn5+Wzbtu2oXefxpCvrtm3bNvLy8toEeuG6vvC5TmQ7d+7k9NNPZ+zYscydO5cVK1bg9/ujjpF1bFZeXs62bdsi95/cj93Teh3D5H6Mj23bBAIBiouL+d3vfseuXbtYtGgRIPdkV3S0jmFyT3ad1Nj2QykpKSxatIgzzjiD9PR0tm/fzuOPP87VV1/NqlWrmDhxIpWVlQCkpaW1+f60tDQ2b958lK/6+NCVdausrGTUqFExj2t5rhPVlClTuPDCCznppJOor69n7dq1/O53v+PLL7/k97//feQ4WUdDa80dd9yBbdvccMMNgNyP3RFrHUHux6649dZbI5nX5ORkHn74YWbNmgXIPdkVHa0jyD3ZXRLY9kNjx45l7NixkV9PnTqVwsJCLr74YpYtW8ZTTz0V+ZpSKuY52ntdGPGuW0freKKv8a233hr163PPPZesrCxWrlzJxx9/zNSpUyNfk3WE+++/n7Vr13LPPfdEdTYBuR+7or11lPsxfkuXLuX73/8+paWl/Pd//ze33nor9957LxdffHHkGLknO9fZOso92T1SinCCyM7OZubMmXz22WcApKenA7E/yVVVVcX8tC26tm7p6entHgexMxonussvvxyAjRs3Rl6TdYRly5bxxBNPcPvttzN//vzI63I/dk1769geuR9jGz58OBMmTKCwsJCHHnqImTNncuedd2LbttyTXdDROrZH7snOSWB7Amn5H0u4/ilWLW1RUVHM+ijRtXXLy8tj+/btbf4nFa53ys/P78UrPT6F16plrdiJvo6PPPIIK1euZOnSpW36U8v9GL+O1rE9cj/G59RTT6Wqqory8nK5J49Ay3Vsj9yTnZPA9gRx+PBh1q9fH+nZOGjQIMaPH8+aNWui/mN47733KC4uZu7cuX10pce2rqzbeeedR3V1dZs+rqtXryY3N5e8vLyjdt3Hi5dffhmAiRMnRl47kdfx0UcfZcWKFdxyyy18//vfb/N1uR/j09k6tkfux85prfnwww9JTU0lPT1d7sluar2O7ZF7snNSY9sP3XbbbQwfPpxx48aRmprKjh07+OMf/0hjYyOLFy+OHLdkyRJuuOEGFi9ezIIFCyguLuaBBx5g4sSJzJs3rw/fQd957bXXANi0aRMAH330ERUVFSQkJESaXMe7bueccw7Tpk3j9ttvp7KykmHDhrF69Wo++eQTVqxYcfTf3FHU2Tp+/PHHPP7448ydO5ehQ4dSX1/PW2+9xd/+9jfmzZvHlClTIuc6UdfxiSeeYPny5Zx77rnMmDEj6tGj2+2O1NHL/dixeNZR7sf43HbbbQwdOpRx48aRkZHB4cOHeemll3j//fe54447cDpNSCH3ZMfiWUe5J7tPaa11X1+E6FmPP/44r776Kvv376ehoYH09HTOOOMM/vmf/7nNI4n//d//Zfny5ZGxh3PmzGHp0qUnXE1OWOtRpWFDhw6N+jQc77rV1tby0EMP8frrr0eNOZwzZ06vvo++1tk67t69m7vvvpstW7ZQUVGBZVnk5uZy+eWXs3DhQhwOR9T3nYjr2N44TZD7sSviWUe5H+OzatUq1qxZw65du6ipqSElJYXx48dzzTXXUFhYGHWs3JPti2cd5Z7sPglshRBCCCFEvyA1tkIIIYQQol+QwFYIIYQQQvQLEtgKIYQQQoh+QQJbIYQQQgjRL0hgK4QQQggh+gUJbIUQQgghRL8gga0Qol/at28fBQUFLF++vMPXjiU/+9nP2u0B3FsKCwtZuHDhUf2ZrTU1NVFYWMiyZcv69DqOtqeeeopp06ZRVVXV15ciRL8hga0Qosd88MEHFBQURP01efJk5s+fz1/+8heCwWBfX2K37du3j+XLl/PVV1/19aUAJiBtuc7jx4+nsLCQ22+/nYMHD/b15XXJk08+SXV1Nddff323vr+uro5HH32Um266iVmzZlFQUNBpsP7ZZ59x3XXXMXnyZE477TRuuOGGdn9vfT4fjzzyCIWFhYwfP545c+awYsUK/H7/EZ376quvxu12n5DToYToLTJSVwjR4y6++GJmzZqF1pqSkhJeeuklfvvb3/L111/zm9/8ps+ua+jQoXz++edtpvbEY//+/Tz66KMMHTqUMWPG9MLVdd2gQYMiY7Lr6ur48MMPefHFF3nnnXd45ZVXGDBgQKfnCI8/7iuNjY38+c9/Zv78+d2eeFhRUcHy5cvJyspi3LhxlJWVdXj8xo0bWbhwITk5Odxyyy2AmQb1ne98h+eee65N1vzWW2/lrbfe4sorr2Ty5Mls2LCBRx55hD179nDvvfd2+9wej4cFCxbw2GOPcdNNN5GRkdGt9y+EaCaBrRCix40dO5bLLrss8uvvfOc7XHDBBfz1r3/llltuISsrK+b31dbWkpyc3GvXpZTC4/H02vmPtpSUlDbr/Jvf/IZVq1bxt7/9je9///sxv8/v92PbNh6PB7fbfbQuN6Y1a9ZQXV3N5Zdf3u1zDBw4kHfeeYdBgwYBMHny5A6Pv+uuu3C5XPznf/4nOTk5AFxwwQVccMEF3HfffTzxxBORY9955x3eeustvve97/Gzn/0MgG9+85ukpqby5JNP8q1vfYvTTjutW+cGuOyyy1i+fDkvvfRStzPWQohmUooghOh1ycnJTJ48Ga01e/fuBZprOzdv3swNN9zAlClTuPTSSyPfs2vXLpYuXcrMmTMjj9nvu+8+6uvr25z/448/5tvf/jYTJkxgxowZ3HnnnTGP66jG9vXXX2fhwoVMnTqViRMncv7553PXXXfh8/n429/+xrXXXgvAz3/+88jj/5aPu7XWPPPMM8yfP5+JEycyefJkFi5cyPvvv9/mZzU1NXHfffcxc+ZMJkyYwFVXXcW6deu6vrAxzJw5E4A9e/YAsHz5cgoKCti2bRv33HMPs2bNYsKECWzcuBFov8Z28+bN/OQnP2HGjBmMHz+ec845h8WLF0fOG7Z+/Xquv/56pk6dyqmnnsoll1zCs88+G/f1vvbaa2RnZzN27Nio1++//34KCgpYvXp11OtbtmxhwoQJLFy4ENu2AXC73ZGgtjO7d+9m06ZNzJs3LxJ4AuTk5DBv3jzWr1/P4cOHI6+vWbMGgEWLFkWdJ/zrV155pdvnBhg+fDi5ubl9njkXor+QjK0Qotdprdm9ezdA1OPWAwcOsGjRIubNm8fcuXMjwegXX3zBokWLSE1NZcGCBeTk5LBlyxaefvppNmzYwNNPP43L5QJMPeP3vvc9kpKS+MEPfkBKSgp///vf+elPfxr39S1btoyVK1eSl5fHddddR3Z2Nnv27OGNN97gJz/5Caeffjo33XQTK1euZMGCBUyZMgUgKvO8dOlSXn31Vc4//3zmz5+Pz+djzZo1XH/99SxfvpzZs2dHjl28eDFr167l3HPP5eyzz2bPnj38+Mc/ZtiwYd1f5JBY6wywZMkSvF5vJCuYnZ3d7jn+53/+hx//+MckJiZy1VVXMXLkSA4fPsy6desoKipixIgRADz//PP827/9G5MmTeKmm24iISGB9evX8+tf/5o9e/Z0+nsQDAbZsGED06ZNa/O1f/mXf+Hjjz/m3//935k0aRKjRo2ioaGBxYsXk5CQwAMPPIBldT03s2nTJiB2VnfSpEm8+OKLfPnll3zjG9+IHJ+Tk8PgwYOjjh08eDADBw6MnK875w6bPHkyr7zyCnV1dSQlJXX5PQkhmklgK4TocQ0NDZSXlwNQUlLCqlWr2LJlSyRACdu3bx933XUX3/zmN6O+/xe/+AXZ2dm88MILUaUJ06dP5+abb2bNmjXMnz8fgHvuuQetNc8++yy5ubmAeST/ne98J65r/fzzz1m5ciXTpk3jj3/8Y1SpwpIlSwBITU1lxowZrFy5kkmTJkU9/gd48803WbNmDXfeeScLFiyIvH7ttdfyrW99i7vvvpvCwkKUUqxbt461a9dyxRVXRNVnnn766fzoRz+K65rDgsFgZJ3DNbaPPvooTqeTiy66KOrY8KNzp7Pj/+03NDTw85//nJSUFFavXh2Vebz55psjWdKSkhLuuusuLrroIh588MHIMddccw133XUXTz31FFdffXUkCI7lwIED1NXVxTzG5XLx4IMPcsUVV7B48WKee+45fvOb37B9+3b+8Ic/RF1XV5SUlACmfKG18DmLi4ujjs/Ly4t5rpycHA4dOtTtc4cNHz6cQCDAzp07GT9+fLxvRQgRg5QiCCF63PLly5k+fTrTp0/nsssu48UXX6SwsJDf//73Ucelp6dHAtSwrVu3snXrVi6++GJ8Ph/l5eWRv6ZMmUJiYiLvvvsuAGVlZWzYsIHCwsJIUAvm0fR1110X17WGHyXfdtttbepvlVIopeI6R1JSEnPmzIm63urqagoLC9m/fz+7du0CYO3atQDccMMNUeeYM2dO1HuIx44dOyLrPGfOHH7xi1+QkZHBihUryM/Pjzp20aJFnQa1AOvWraOiooLvfe97MYPHcJb09ddfx+fzcdVVV0W95/LycgoLC7Ftm/fee6/Dn1VRUQHQ7qax4cOHc+edd/Lll1+yaNEiXnzxRRYuXEhhYWGn76M9DQ0NADFri8OvhY8Bs7mtvTpkj8dDY2Njt88dlp6eDtDppjchROckYyuE6HELFixg3rx5KKVISEhg1KhRkT+8Wxo+fHibDgXbt28HTHDcXr/Z0tJSgEi97kknndTmmPaybK3t3r0bpRSnnHJKXMfHsn37durq6pgxY0a7x5SVlZGbm8vevXuxLCsqcx128skns3Pnzrh/7tChQ7nrrrsAk+EcOHAgI0eOjHlsrJ8XSzgAb13z2lr496mjDxDh36fOaK3b/dqFF17I22+/zZo1a8jPz+df//Vf4zpnexISEgDTwqu18GvhYwC8Xm/MY8HUSnu93m6fOyz8/uP5ECWE6JgEtkKIHjdy5MgOg7ywWH/Ih11//fWcffbZMb+WmpoKdBwQdBQstT7uSAMKrTUDBgyIeiTf2ujRo+M6T1ckJibGtc5AVAAWzzV0tibh4+67776Yj97BfHDpSLgdWUcDCqqrq/n0008B86i/rKysTb1rV4SvNVw20FK4TKBlpnrgwIExywfCx7c+tivnDgu//3jaswkhOiaBrRDimBLOOFqW1WnQFq7NDGcPW4r1Wiy5ubn83//9H1u3bmXChAntHtdRoDdy5Eh27drFxIkTO938M3z4cGzbZteuXW2C3R07dsR1zb0pnP3evHkzZ511VrvHhTPAGRkZcQfXrQ0ePJjk5OTIhrdYfvnLX3Lw4EHuuOMO7r//fpYuXcpf/vKXbvUiBjj11FMB2LBhQ5va7o0bN6KUYty4cVHHr1mzhoMHD0YF1AcPHqSkpCSqLKKr5w7bs2cPTqezy6UoQoi2pMZWCHFMGTt2LPn5+Tz33HORUoOWAoEAlZWVAGRmZjJp0iTefvvtqEf4Pp+Pp556Kq6fd8kllwDw0EMPxXyEHM5MJiYmArGzi5dffjm2bfPQQw/F/BktH8mHuyP8+c9/jjpm7dq1XSpD6C1nnXUWGRkZPPnkkzEzj+H1uOCCC3C73SxfvjyqzjSspqam3Uf4YQ6Hg6lTp/LZZ5/F/Pqzzz7L66+/zg9/+EO++93v8tOf/pSPPvqIP/zhD914Z8bIkSMZP348r732WlQmtri4mNdee40zzzwzqmPExRdfDMBf/vKXqPOEfx2+f7pz7rCNGzcybtw46YggRA+QjK0Q4piilOL+++9n0aJFXHrppVx55ZXk5eXR2NjI7t27efPNN1m8eHFk09nPfvYzFi5cyNVXX80111wTafcV7/jeCRMm8IMf/IA//vGPzJ8/nwsuuIDs7Gz27dvH66+/zl//+ldSU1PJy8sjKSmJZ555Bq/XS2pqKgMGDGD69OnMmzeP+fPns2rVKr788kvOPfdcMjIyOHToEBs3bmT37t289dZbAJx99tmce+65vPTSS1RWVnL22Wezd+9enn/+efLz8ykqKuq1tY1HQkICd999N7fccguXXHJJpN1XeXk569at47rrrmPOnDkMGjSIX//61/zyl7/kwgsv5NJLL2Xo0KGUl5dTVFTE2rVrefXVVzttYTZv3jz+8Y9/8Pnnn0dlzIuKirj33nuZOnUqP/zhDwHTcWH9+vWsWLGCM888k6lTp0aOX7VqFdXV1YAZQLF///7IqNpTTjklKrN6++23c+2113LNNdfw3e9+N/L9WuvIEIawb3zjG5x77rk8+eST1NTUMGnSJDZu3MgLL7zApZdeGnUNXT03mGztzp07u9SeTgjRPglshRDHnDFjxvDSSy/x2GOP8fbbb/Pcc8+RlJTE0KFDueKKK5g+fXrk2MmTJ/Pkk0/y4IMP8vjjj5OcnMy8efO4+uqro7JpHVmyZAmnnHIKq1at4k9/+hNaawYNGsSsWbMitaler5dly5bx8MMP89vf/hafz8cZZ5wRuZZ77rmHadOm8V//9V889thj+P3+yOCB2267LernPfzwwzz88MOsWbOG9evXM3r0aH73u9/x6quv9nlgCyar/Mwzz7By5UpeeOEF6urqyMrKYsqUKVEjYa+88kpGjRrFE088wfPPP09NTQ3p6enk5uZyyy23dNgrN+zCCy/k3nvv5eWXX44Eto2NjSxevBiv18uDDz4YVXZw9913c9lll7F06VJWr14d6ajwxBNPsH///shx+/fv55FHHgHgiiuuiApsTzvtNJ5++mkefvjhyDGnnXYajzzySMxNhI888ggrVqxgzZo1vPzyy+Tk5PCTn/yEG2+8sc2xXT33K6+8gtvt5oorruh0rYQQnVO6q7sVhBBCiB70+OOP89hjj/HWW2/F7J7RXzU1NTF79mwuuugifv7zn/f15QjRL0iNrRBCiD61aNEi0tLSeOKJJ/r6Uo6qZ599Fp/PFym1EEIcOcnYCiGEEEKIfkEytkIIIYQQol+QwFYIIYQQQvQLEtgKIYQQQoh+QQJbIYQQQgjRL0hgK4QQQggh+gUJbIUQQgghRL8gga0QQgghhOgX/j+4tKHW5+a7WAAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "f, ax = plt.subplots(figsize=(11, 8))\n",
+ "plt.scatter(new_predict/1000,y/1000, alpha=0.5, color='crimson')\n",
+ "plt.xlabel('Predicted Price (x1000)')\n",
+ "plt.ylabel('Actual Price (x1000)')\n",
+ "plt.title('Checking Model Output')\n",
+ "f.savefig('mod_out.png', backend='Cairo')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "88e661d4-47dd-4758-8c4c-6dce06e20b86",
+ "metadata": {},
+ "source": [
+ "The model seems to be a little fuzzy working with higher prices. But this is about the shape we're looking for. \"Perfect\" would be a solid straight line"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f99b8a37-f856-423e-ba19-b79a5526ec8f",
+ "metadata": {},
+ "source": [
+ "Finally, output results to csv for kaggle submission"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 165,
+ "id": "59c5e4cc-470c-4503-9c17-0e80aba31f1a",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:16.616517Z",
+ "iopub.status.busy": "2022-05-29T09:14:16.616255Z",
+ "iopub.status.idle": "2022-05-29T09:14:16.639735Z",
+ "shell.execute_reply": "2022-05-29T09:14:16.638937Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:16.616491Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 878 entries, 0 to 877\n",
+ "Data columns (total 2 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Id 878 non-null int64 \n",
+ " 1 SalePrice 878 non-null float64\n",
+ "dtypes: float64(1), int64(1)\n",
+ "memory usage: 13.8 KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "results = pd.DataFrame(kaggle.pid)\n",
+ "kpredict = model.predict(X_kaggle)\n",
+ "results['SalePrice'] = pd.Series(kpredict)\n",
+ "results.columns = ['Id','SalePrice']\n",
+ "results.to_csv('data/results.csv',index=False)\n",
+ "results.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "45fb58be-3c77-455e-8b17-59af514e81ce",
+ "metadata": {},
+ "source": [
+ "### Conclusion"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f95059af-53da-43be-ae20-fd1633c46b19",
+ "metadata": {},
+ "source": [
+ "This model was designed with a focus on quality and consistency. With some more refinement the margin of error should be able to be reduced\n",
+ "to a reasonable number and reliable, accurate predictions can be made for any application where there is a need to assess the value of a property.
\n",
+ "I think a big limiting factor here is the size of the data set compared to quality of the features provided. There are more features from this data set\n",
+ "that can be added but I think the biggest gains will be had from simply feeding in more data for the chosen features. The new added features will also\n",
+ "scale with more data. As you stray from the \"low hanging fruit\" features the quality of your data starts to go down: "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 166,
+ "id": "a082eb49-6b3f-4d1a-8132-110998919ec9",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-29T09:14:16.640736Z",
+ "iopub.status.busy": "2022-05-29T09:14:16.640476Z",
+ "iopub.status.idle": "2022-05-29T09:14:17.552167Z",
+ "shell.execute_reply": "2022-05-29T09:14:17.551321Z",
+ "shell.execute_reply.started": "2022-05-29T09:14:16.640718Z"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "discover_plot(train.overall_cond,y);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ab113dc6-42df-466a-a869-dde532b80be2",
+ "metadata": {},
+ "source": [
+ "In the case of overall condition of property, everyone wants to say their house is of highest condition and most houses sold are sold for less money than the mean of all sales prices. So this will drive the score down and skew predictions"
+ ]
+ }
+ ],
+ "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": "3.10.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}