# Ames Housing Data Dictionary <div> <a href="https://www.kaggle.com/competitions/dsir-125-ames-housing-data/data"> Data Dictionary Source (Kaggle)</a> <ul> <li>SalePrice - the property's sale price in dollars. This is the target variable that you're trying to predict for this challenge.</li> <li>MSSubClass: The building class<ul> <li>20 1-STORY 1946 &amp; NEWER ALL STYLES</li> <li>30 1-STORY 1945 &amp; OLDER</li> <li>40 1-STORY W/FINISHED ATTIC ALL AGES</li> <li>45 1-1/2 STORY - UNFINISHED ALL AGES</li> <li>50 1-1/2 STORY FINISHED ALL AGES</li> <li>60 2-STORY 1946 &amp; NEWER</li> <li>70 2-STORY 1945 &amp; OLDER</li> <li>75 2-1/2 STORY ALL AGES</li> <li>80 SPLIT OR MULTI-LEVEL</li> <li>85 SPLIT FOYER</li> <li>90 DUPLEX - ALL STYLES AND AGES</li> <li>120 1-STORY PUD (Planned Unit Development) - 1946 &amp; NEWER</li> <li>150 1-1/2 STORY PUD - ALL AGES</li> <li>160 2-STORY PUD - 1946 &amp; NEWER</li> <li>180 PUD - MULTILEVEL - INCL SPLIT LEV/FOYER</li> <li>190 2 FAMILY CONVERSION - ALL STYLES AND AGES</li></ul></li> <li>MSZoning: Identifies the general zoning classification of the sale.<ul> <li>A Agriculture</li> <li>C Commercial</li> <li>FV Floating Village Residential</li> <li>I Industrial</li> <li>RH Residential High Density</li> <li>RL Residential Low Density</li> <li>RP Residential Low Density Park</li> <li>RM Residential Medium Density</li></ul></li> <li>LotFrontage: Linear feet of street connected to property</li> <li>LotArea: Lot size in square feet</li> <li>Street: Type of road access to property<ul> <li>Grvl Gravel</li> <li>Pave Paved</li></ul></li> <li>Alley: Type of alley access to property<ul> <li>Grvl Gravel</li> <li>Pave Paved</li> <li>NA No alley access</li></ul></li> <li>LotShape: General shape of property<ul> <li>Reg Regular</li> <li>IR1 Slightly irregular</li> <li>IR2 Moderately Irregular</li> <li>IR3 Irregular</li></ul></li> <li>LandContour: Flatness of the property<ul> <li>Lvl Near Flat/Level</li> <li>Bnk Banked - Quick and significant rise from street grade to building</li> <li>HLS Hillside - Significant slope from side to side</li> <li>Low Depression</li></ul></li> <li>Utilities: Type of utilities available<ul> <li>AllPub All public Utilities (E,G,W,&amp; S)</li> <li>NoSewr Electricity, Gas, and Water (Septic Tank)</li> <li>NoSeWa Electricity and Gas Only</li> <li>ELO Electricity only</li></ul></li> <li>LotConfig: Lot configuration<ul> <li>Inside Inside lot</li> <li>Corner Corner lot</li> <li>CulDSac Cul-de-sac</li> <li>FR2 Frontage on 2 sides of property</li> <li>FR3 Frontage on 3 sides of property</li></ul></li> <li>LandSlope: Slope of property<ul> <li>Gtl Gentle slope</li> <li>Mod Moderate Slope</li> <li>Sev Severe Slope</li></ul></li> <li>Neighborhood: Physical locations within Ames city limits<ul> <li>Blmngtn Bloomington Heights</li> <li>Blueste Bluestem</li> <li>BrDale Briardale</li> <li>BrkSide Brookside</li> <li>ClearCr Clear Creek</li> <li>CollgCr College Creek</li> <li>Crawfor Crawford</li> <li>Edwards Edwards</li> <li>Gilbert Gilbert</li> <li>IDOTRR Iowa DOT and Rail Road</li> <li>MeadowV Meadow Village</li> <li>Mitchel Mitchell</li> <li>Names North Ames</li> <li>NoRidge Northridge</li> <li>NPkVill Northpark Villa</li> <li>NridgHt Northridge Heights</li> <li>NWAmes Northwest Ames</li> <li>OldTown Old Town</li> <li>SWISU South &amp; West of Iowa State University</li> <li>Sawyer Sawyer</li> <li>SawyerW Sawyer West</li> <li>Somerst Somerset</li> <li>StoneBr Stone Brook</li> <li>Timber Timberland</li> <li>Veenker Veenker</li></ul></li> <li>Condition1: Proximity to main road or railroad<ul> <li>Artery Adjacent to arterial street</li> <li>Feedr Adjacent to feeder street</li> <li>Norm Normal</li> <li>RRNn Within 200' of North-South Railroad</li> <li>RRAn Adjacent to North-South Railroad</li> <li>PosN Near positive off-site feature--park, greenbelt, etc.</li> <li>PosA Adjacent to postive off-site feature</li> <li>RRNe Within 200' of East-West Railroad</li> <li>RRAe Adjacent to East-West Railroad</li></ul></li> <li>Condition2: Proximity to main road or railroad (if a second is present)<ul> <li>Artery Adjacent to arterial street</li> <li>Feedr Adjacent to feeder street</li> <li>Norm Normal</li> <li>RRNn Within 200' of North-South Railroad</li> <li>RRAn Adjacent to North-South Railroad</li> <li>PosN Near positive off-site feature--park, greenbelt, etc.</li> <li>PosA Adjacent to postive off-site feature</li> <li>RRNe Within 200' of East-West Railroad</li> <li>RRAe Adjacent to East-West Railroad</li></ul></li> <li>BldgType: Type of dwelling<ul> <li>1Fam Single-family Detached</li> <li>2FmCon Two-family Conversion; originally built as one-family dwelling</li> <li>Duplx Duplex</li> <li>TwnhsE Townhouse End Unit</li> <li>TwnhsI Townhouse Inside Unit</li></ul></li> <li>HouseStyle: Style of dwelling<ul> <li>1Story One story</li> <li>1.5Fin One and one-half story: 2nd level finished</li> <li>1.5Unf One and one-half story: 2nd level unfinished</li> <li>2Story Two story</li> <li>2.5Fin Two and one-half story: 2nd level finished</li> <li>2.5Unf Two and one-half story: 2nd level unfinished</li> <li>SFoyer Split Foyer</li> <li>SLvl Split Level</li></ul></li> <li>OverallQual: Overall material and finish quality<ul> <li>10 Very Excellent</li> <li>9 Excellent</li> <li>8 Very Good</li> <li>7 Good</li> <li>6 Above Average</li> <li>5 Average</li> <li>4 Below Average</li> <li>3 Fair</li> <li>2 Poor</li> <li>1 Very Poor</li></ul></li> <li>OverallCond: Overall condition rating<ul> <li>10 Very Excellent</li> <li>9 Excellent</li> <li>8 Very Good</li> <li>7 Good</li> <li>6 Above Average</li> <li>5 Average</li> <li>4 Below Average</li> <li>3 Fair</li> <li>2 Poor</li> <li>1 Very Poor</li></ul></li> <li>YearBuilt: Original construction date</li> <li>YearRemodAdd: Remodel date (same as construction date if no remodeling or additions)</li> <li>RoofStyle: Type of roof<ul> <li>Flat Flat</li> <li>Gable Gable</li> <li>Gambrel Gabrel (Barn)</li> <li>Hip Hip</li> <li>Mansard Mansard</li> <li>Shed Shed</li></ul></li> <li>RoofMatl: Roof material<ul> <li>ClyTile Clay or Tile</li> <li>CompShg Standard (Composite) Shingle</li> <li>Membran Membrane</li> <li>Metal Metal</li> <li>Roll Roll</li> <li>Tar&amp;Grv Gravel &amp; Tar</li> <li>WdShake Wood Shakes</li> <li>WdShngl Wood Shingles</li></ul></li> <li>Exterior1st: Exterior covering on house<ul> <li>AsbShng Asbestos Shingles</li> <li>AsphShn Asphalt Shingles</li> <li>BrkComm Brick Common</li> <li>BrkFace Brick Face</li> <li>CBlock Cinder Block</li> <li>CemntBd Cement Board</li> <li>HdBoard Hard Board</li> <li>ImStucc Imitation Stucco</li> <li>MetalSd Metal Siding</li> <li>Other Other</li> <li>Plywood Plywood</li> <li>PreCast PreCast</li> <li>Stone Stone</li> <li>Stucco Stucco</li> <li>VinylSd Vinyl Siding</li> <li>Wd Sdng Wood Siding</li> <li>WdShing Wood Shingles</li></ul></li> <li>Exterior2nd: Exterior covering on house (if more than one material)<ul> <li>AsbShng Asbestos Shingles</li> <li>AsphShn Asphalt Shingles</li> <li>BrkComm Brick Common</li> <li>BrkFace Brick Face</li> <li>CBlock Cinder Block</li> <li>CemntBd Cement Board</li> <li>HdBoard Hard Board</li> <li>ImStucc Imitation Stucco</li> <li>MetalSd Metal Siding</li> <li>Other Other</li> <li>Plywood Plywood</li> <li>PreCast PreCast</li> <li>Stone Stone</li> <li>Stucco Stucco</li> <li>VinylSd Vinyl Siding</li> <li>Wd Sdng Wood Siding</li> <li>WdShing Wood Shingles</li></ul></li> <li>MasVnrType: Masonry veneer type<ul> <li>BrkCmn Brick Common</li> <li>BrkFace Brick Face</li> <li>CBlock Cinder Block</li> <li>None None</li> <li>Stone Stone</li></ul></li> <li>MasVnrArea: Masonry veneer area in square feet</li> <li>ExterQual: Exterior material quality<ul> <li>Ex Excellent</li> <li>Gd Good</li> <li>TA Average/Typical</li> <li>Fa Fair</li> <li>Po Poor</li></ul></li> <li>ExterCond: Present condition of the material on the exterior<ul> <li>Ex Excellent</li> <li>Gd Good</li> <li>TA Average/Typical</li> <li>Fa Fair</li> <li>Po Poor</li></ul></li> <li>Foundation: Type of foundation<ul> <li>BrkTil Brick &amp; Tile</li> <li>CBlock Cinder Block</li> <li>PConc Poured Contrete</li> <li>Slab Slab</li> <li>Stone Stone</li> <li>Wood Wood</li></ul></li> <li>BsmtQual: Height of the basement<ul> <li>Ex Excellent (100+ inches)</li> <li>Gd Good (90-99 inches)</li> <li>TA Typical (80-89 inches)</li> <li>Fa Fair (70-79 inches)</li> <li>Po Poor (&lt;70 inches)</li> <li>NA No Basement</li></ul></li> <li>BsmtCond: General condition of the basement<ul> <li>Ex Excellent</li> <li>Gd Good</li> <li>TA Typical - slight dampness allowed</li> <li>Fa Fair - dampness or some cracking or settling</li> <li>Po Poor - Severe cracking, settling, or wetness</li> <li>NA No Basement</li></ul></li> <li>BsmtExposure: Walkout or garden level basement walls<ul> <li>Gd Good Exposure</li> <li>Av Average Exposure (split levels or foyers typically score average or above)</li> <li>Mn Mimimum Exposure</li> <li>No No Exposure</li> <li>NA No Basement</li></ul></li> <li>BsmtFinType1: Quality of basement finished area<ul> <li>GLQ Good Living Quarters</li> <li>ALQ Average Living Quarters</li> <li>BLQ Below Average Living Quarters</li> <li>Rec Average Rec Room</li> <li>LwQ Low Quality</li> <li>Unf Unfinshed</li> <li>NA No Basement</li></ul></li> <li>BsmtFinSF1: Type 1 finished square feet</li> <li>BsmtFinType2: Quality of second finished area (if present)<ul> <li>GLQ Good Living Quarters</li> <li>ALQ Average Living Quarters</li> <li>BLQ Below Average Living Quarters</li> <li>Rec Average Rec Room</li> <li>LwQ Low Quality</li> <li>Unf Unfinshed</li> <li>NA No Basement</li></ul></li> <li>BsmtFinSF2: Type 2 finished square feet</li> <li>BsmtUnfSF: Unfinished square feet of basement area</li> <li>TotalBsmtSF: Total square feet of basement area</li> <li>Heating: Type of heating<ul> <li>Floor Floor Furnace</li> <li>GasA Gas forced warm air furnace</li> <li>GasW Gas hot water or steam heat</li> <li>Grav Gravity furnace</li> <li>OthW Hot water or steam heat other than gas</li> <li>Wall Wall furnace</li></ul></li> <li>HeatingQC: Heating quality and condition<ul> <li>Ex Excellent</li> <li>Gd Good</li> <li>TA Average/Typical</li> <li>Fa Fair</li> <li>Po Poor</li></ul></li> <li>CentralAir: Central air conditioning<ul> <li>N No</li> <li>Y Yes</li></ul></li> <li>Electrical: Electrical system<ul> <li>SBrkr Standard Circuit Breakers &amp; Romex</li> <li>FuseA Fuse Box over 60 AMP and all Romex wiring (Average)</li> <li>FuseF 60 AMP Fuse Box and mostly Romex wiring (Fair)</li> <li>FuseP 60 AMP Fuse Box and mostly knob &amp; tube wiring (poor)</li> <li>Mix Mixed</li></ul></li> <li>1stFlrSF: First Floor square feet</li> <li>2ndFlrSF: Second floor square feet</li> <li>LowQualFinSF: Low quality finished square feet (all floors)</li> <li>GrLivArea: Above grade (ground) living area square feet</li> <li>BsmtFullBath: Basement full bathrooms</li> <li>BsmtHalfBath: Basement half bathrooms</li> <li>FullBath: Full bathrooms above grade</li> <li>HalfBath: Half baths above grade</li> <li>Bedroom: Number of bedrooms above basement level</li> <li>Kitchen: Number of kitchens</li> <li>KitchenQual: Kitchen quality<ul> <li>Ex Excellent</li> <li>Gd Good</li> <li>TA Typical/Average</li> <li>Fa Fair</li> <li>Po Poor</li></ul></li> <li>TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)</li> <li>Functional: Home functionality rating<ul> <li>Typ Typical Functionality</li> <li>Min1 Minor Deductions 1</li> <li>Min2 Minor Deductions 2</li> <li>Mod Moderate Deductions</li> <li>Maj1 Major Deductions 1</li> <li>Maj2 Major Deductions 2</li> <li>Sev Severely Damaged</li> <li>Sal Salvage only</li></ul></li> <li>Fireplaces: Number of fireplaces</li> <li>FireplaceQu: Fireplace quality<ul> <li>Ex Excellent - Exceptional Masonry Fireplace</li> <li>Gd Good - Masonry Fireplace in main level</li> <li>TA Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement</li> <li>Fa Fair - Prefabricated Fireplace in basement</li> <li>Po Poor - Ben Franklin Stove</li> <li>NA No Fireplace</li></ul></li> <li>GarageType: Garage location<ul> <li>2Types More than one type of garage</li> <li>Attchd Attached to home</li> <li>Basment Basement Garage</li> <li>BuiltIn Built-In (Garage part of house - typically has room above garage)</li> <li>CarPort Car Port</li> <li>Detchd Detached from home</li> <li>NA No Garage</li></ul></li> <li>GarageYrBlt: Year garage was built</li> <li>GarageFinish: Interior finish of the garage<ul> <li>Fin Finished</li> <li>RFn Rough Finished</li> <li>Unf Unfinished</li> <li>NA No Garage</li></ul></li> <li>GarageCars: Size of garage in car capacity</li> <li>GarageArea: Size of garage in square feet</li> <li>GarageQual: Garage quality<ul> <li>Ex Excellent</li> <li>Gd Good</li> <li>TA Typical/Average</li> <li>Fa Fair</li> <li>Po Poor</li> <li>NA No Garage</li></ul></li> <li>GarageCond: Garage condition<ul> <li>Ex Excellent</li> <li>Gd Good</li> <li>TA Typical/Average</li> <li>Fa Fair</li> <li>Po Poor</li> <li>NA No Garage</li></ul></li> <li>PavedDrive: Paved driveway<ul> <li>Y Paved</li> <li>P Partial Pavement</li> <li>N Dirt/Gravel</li></ul></li> <li>WoodDeckSF: Wood deck area in square feet</li> <li>OpenPorchSF: Open porch area in square feet</li> <li>EnclosedPorch: Enclosed porch area in square feet</li> <li>3SsnPorch: Three season porch area in square feet</li> <li>ScreenPorch: Screen porch area in square feet</li> <li>PoolArea: Pool area in square feet</li> <li>PoolQC: Pool quality<ul> <li>Ex Excellent</li> <li>Gd Good</li> <li>TA Average/Typical</li> <li>Fa Fair</li> <li>NA No Pool</li></ul></li> <li>Fence: Fence quality<ul> <li>GdPrv Good Privacy</li> <li>MnPrv Minimum Privacy</li> <li>GdWo Good Wood</li> <li>MnWw Minimum Wood/Wire</li> <li>NA No Fence</li></ul></li> <li>MiscFeature: Miscellaneous feature not covered in other categories<ul> <li>Elev Elevator</li> <li>Gar2 2nd Garage (if not described in garage section)</li> <li>Othr Other</li> <li>Shed Shed (over 100 SF)</li> <li>TenC Tennis Court</li> <li>NA None</li></ul></li> <li>MiscVal: $Value of miscellaneous feature</li> <li>MoSold: Month Sold</li> <li>YrSold: Year Sold</li> <li>SaleType: Type of sale<ul> <li>WD Warranty Deed - Conventional</li> <li>CWD Warranty Deed - Cash</li> <li>VWD Warranty Deed - VA Loan</li> <li>New Home just constructed and sold</li> <li>COD Court Officer Deed/Estate</li> <li>Con Contract 15% Down payment regular terms</li> <li>ConLw Contract Low Down payment and low interest</li> <li>ConLI Contract Low Interest</li> <li>ConLD Contract Low Down</li> <li>Oth Other</li></ul></li> </ul></div>