yet again trying json
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- features.jsonl → features.json +84 -82
README.md
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default: true
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sep: ","
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- config_name: features
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data_files: "features.
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---
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# Dataset Card for 'Ames Iowa: Alternative to the Boston Housing Data Set'
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- **Curated by:** Dean De Cock, Truman State University
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- **License:** Unknown
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Full description of the dataset is in [`./originals/DataDocumentation.txt`](./originals/DataDocumentation.txt), structured metadata describing the features was extracted manually in [`./features.
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The main dataset file is [`AmesHousing.csv`](./AmesHousing.csv) is the result of a simple preprocessing of the original file, the preprocessing script is in [`./preprocessing/preprocess.py`](preprocessing/preprocess.py).
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default: true
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sep: ","
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- config_name: features
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data_files: "features.json"
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---
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# Dataset Card for 'Ames Iowa: Alternative to the Boston Housing Data Set'
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- **Curated by:** Dean De Cock, Truman State University
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- **License:** Unknown
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Full description of the dataset is in [`./originals/DataDocumentation.txt`](./originals/DataDocumentation.txt), structured metadata describing the features was extracted manually in [`./features.json`](./features.json`).
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The main dataset file is [`AmesHousing.csv`](./AmesHousing.csv) is the result of a simple preprocessing of the original file, the preprocessing script is in [`./preprocessing/preprocess.py`](preprocessing/preprocess.py).
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features.jsonl → features.json
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{"name":"
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[
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{"name":"order","description":"Observation number"},
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{"name":"pid","description":"Parcel identification number - can be used with city web site for parcel review."},
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{"name":"ms_suclass","description":"Identifies the type of dwelling involved in the sale.","values":[{"name":"20","description":"1-STORY 1946 & NEWER ALL STYLES"},{"name":"30","description":"1-STORY 1945 & OLDER"},{"name":"40","description":"1-STORY W/FINISHED ATTIC ALL AGES"},{"name":"45","description":"1-1/2 STORY - UNFINISHED ALL AGES"},{"name":"50","description":"1-1/2 STORY FINISHED ALL AGES"},{"name":"60","description":"2-STORY 1946 & NEWER"},{"name":"70","description":"2-STORY 1945 & OLDER"},{"name":"75","description":"2-1/2 STORY ALL AGES"},{"name":"80","description":"SPLIT OR MULTI-LEVEL"},{"name":"85","description":"SPLIT FOYER"},{"name":"90","description":"DUPLEX - ALL STYLES AND AGES"},{"name":"120","description":"1-STORY PUD (Planned Unit Development) - 1946 & NEWER"},{"name":"150","description":"1-1/2 STORY PUD - ALL AGES"},{"name":"160","description":"2-STORY PUD - 1946 & NEWER"},{"name":"180","description":"PUD - MULTILEVEL - INCL SPLIT LEV/FOYER"},{"name":"190","description":"2 FAMILY CONVERSION - ALL STYLES AND AGES"}]},
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{"name":"ms_zoning","description":"Identifies the general zoning classification of the sale.","values":[{"name":"A","description":"Agriculture"},{"name":"C","description":"Commercial"},{"name":"FV","description":"Floating Village Residential"},{"name":"I","description":"Industrial"},{"name":"RH","description":"Residential High Density"},{"name":"RL","description":"Residential Low Density"},{"name":"RP","description":"Residential Low Density Park"},{"name":"RM","description":"Residential Medium Density"}]},
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{"name":"lot_frontage","description":"Linear feet of street connected to property"},
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{"name":"lot_area","description":"Lot size in square feet"},
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{"name":"street","description":"Type of road access to property","values":[{"name":"Grvl","description":"Gravel"},{"name":"Pave","description":"Paved"}]},
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{"name":"alley","description":"Type of alley access to property","values":[{"name":"Grvl","description":"Gravel"},{"name":"Pave","description":"Paved"},{"name":"NA","description":"No alley access"}]},
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{"name":"lot_shape","description":"General shape of property","values":[{"name":"Reg","description":"Regular"},{"name":"IR1","description":"Slightly irregular"},{"name":"IR2","description":"Moderately Irregular"},{"name":"IR3","description":"Irregular"}]},
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{"name":"land_contour","description":"Flatness of the property","values":[{"name":"Lvl","description":"Near Flat/Level"},{"name":"Bnk","description":"Banked - Quick and significant rise from street grade to building"},{"name":"HLS","description":"Hillside - Significant slope from side to side"},{"name":"Low","description":"Depression"}]},
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{"name":"utilities","description":"Type of utilities available","values":[{"name":"AllPub","description":"All public Utilities (E,G,W,& S)"},{"name":"NoSewr","description":"Electricity, Gas, and Water (Septic Tank)"},{"name":"NoSeWa","description":"Electricity and Gas Only"},{"name":"ELO","description":"Electricity only"}]},
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{"name":"lot_config","description":"Lot configuration","values":[{"name":"Inside","description":"Inside lot"},{"name":"Corner","description":"Corner lot"},{"name":"CulDSac","description":"Cul-de-sac"},{"name":"FR2","description":"Frontage on 2 sides of property"},{"name":"FR3","description":"Frontage on 3 sides of property"}]},
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{"name":"land_slope","description":"Slope of property","values":[{"name":"Gtl","description":"Gentle slope"},{"name":"Mod","description":"Moderate Slope"},{"name":"Sev","description":"Severe Slope"}]},
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{"name":"neighborhood","description":"Physical locations within Ames city limits","values":[{"name":"Blmngtn","description":"Bloomington Heights"},{"name":"Blueste","description":"Bluestem"},{"name":"BrDale","description":"Briardale"},{"name":"BrkSide","description":"Brookside"},{"name":"ClearCr","description":"Clear Creek"},{"name":"CollgCr","description":"College Creek"},{"name":"Crawfor","description":"Crawford"},{"name":"Edwards","description":"Edwards"},{"name":"Gilbert","description":"Gilbert"},{"name":"IDOTRR","description":"Iowa DOT and Rail Road"},{"name":"MeadowV","description":"Meadow Village"},{"name":"Mitchel","description":"Mitchell"},{"name":"NAmes","description":"North Ames"},{"name":"NoRidge","description":"Northridge"},{"name":"NPkVill","description":"Northpark Villa"},{"name":"NridgHt","description":"Northridge Heights"},{"name":"NWAmes","description":"Northwest Ames"},{"name":"OldTown","description":"Old Town"},{"name":"SWISU","description":"South & West of Iowa State University"},{"name":"Sawyer","description":"Sawyer"},{"name":"SawyerW","description":"Sawyer West"},{"name":"Somerst","description":"Somerset"},{"name":"StoneBr","description":"Stone Brook"},{"name":"Timber","description":"Timberland"},{"name":"Veenker","description":"Veenker"}]},
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{"name":"condition_1","description":"Proximity to various conditions","values":[{"name":"Artery","description":"Adjacent to arterial street"},{"name":"Feedr","description":"Adjacent to feeder street"},{"name":"Norm","description":"Normal"},{"name":"RRNn","description":"Within 200' of North-South Railroad"},{"name":"RRAn","description":"Adjacent to North-South Railroad"},{"name":"PosN","description":"Near positive off-site feature--park, greenbelt, etc."},{"name":"PosA","description":"Adjacent to postive off-site feature"},{"name":"RRNe","description":"Within 200' of East-West Railroad"},{"name":"RRAe","description":"Adjacent to East-West Railroad"}]},
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{"name":"condition_2","description":"Proximity to various conditions (if more than one is present)","values":[{"name":"Artery","description":"Adjacent to arterial street"},{"name":"Feedr","description":"Adjacent to feeder street"},{"name":"Norm","description":"Normal"},{"name":"RRNn","description":"Within 200' of North-South Railroad"},{"name":"RRAn","description":"Adjacent to North-South Railroad"},{"name":"PosN","description":"Near positive off-site feature--park, greenbelt, etc."},{"name":"PosA","description":"Adjacent to postive off-site feature"},{"name":"RRNe","description":"Within 200' of East-West Railroad"},{"name":"RRAe","description":"Adjacent to East-West Railroad"}]},
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{"name":"bldg_type","description":"Type of dwelling","values":[{"name":"1Fam","description":"Single-family Detached"},{"name":"2FmCon","description":"Two-family Conversion; originally built as one-family dwelling"},{"name":"Duplx","description":"Duplex"},{"name":"TwnhsE","description":"Townhouse End Unit"},{"name":"TwnhsI","description":"Townhouse Inside Unit"}]},
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{"name":"house_style","description":"Style of dwelling","values":[{"name":"1Story","description":"One story"},{"name":"1.5Fin","description":"One and one-half story, 2nd level finished"},{"name":"1.5Unf","description":"One and one-half story, 2nd level unfinished"},{"name":"2Story","description":"Two story"},{"name":"2.5Fin","description":"Two and one-half story, 2nd level finished"},{"name":"2.5Unf","description":"Two and one-half story, 2nd level unfinished"},{"name":"SFoyer","description":"Split Foyer"},{"name":"SLvl","description":"Split Level"}]},
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{"name":"overall_qual","description":"Rates the overall material and finish of the house","values":[{"name":"1","description":"Very Poor"},{"name":"2","description":"Poor"},{"name":"3","description":"Fair"},{"name":"4","description":"Below Average"},{"name":"5","description":"Average"},{"name":"6","description":"Above Average"},{"name":"7","description":"Good"},{"name":"8","description":"Very Good"},{"name":"9","description":"Excellent"},{"name":"10","description":"Very Excellent"}]},
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{"name":"overall_cond","description":"Rates the overall condition of the house","values":[{"name":"1","description":"Very Poor"},{"name":"2","description":"Poor"},{"name":"3","description":"Fair"},{"name":"4","description":"Below Average"},{"name":"5","description":"Average"},{"name":"6","description":"Above Average"},{"name":"7","description":"Good"},{"name":"8","description":"Very Good"},{"name":"9","description":"Excellent"},{"name":"10","description":"Very Excellent"}]},
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{"name":"year_built","description":"Original construction date"},
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{"name":"year_remod_add","description":"Remodel date (same as construction date if no remodeling or additions)"},
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{"name":"roof_style","description":"Type of roof","values":[{"name":"Flat","description":"Flat"},{"name":"Gable","description":"Gable"},{"name":"Gambrel","description":"Gabrel (Barn)"},{"name":"Hip","description":"Hip"},{"name":"Mansard","description":"Mansard"},{"name":"Shed","description":"Shed"}]},
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{"name":"roof_matl","description":"Roof material","values":[{"name":"ClyTile","description":"Clay or Tile"},{"name":"CompShg","description":"Standard (Composite) Shingle"},{"name":"Membran","description":"Membrane"},{"name":"Metal","description":"Metal"},{"name":"Roll","description":"Roll"},{"name":"Tar&Grv","description":"Gravel & Tar"},{"name":"WdShake","description":"Wood Shakes"},{"name":"WdShngl","description":"Wood Shingles"}]},
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{"name":"exterior_1st","description":"Exterior covering on house","values":[{"name":"AsbShng","description":"Asbestos Shingles"},{"name":"AsphShn","description":"Asphalt Shingles"},{"name":"BrkComm","description":"Brick Common"},{"name":"BrkFace","description":"Brick Face"},{"name":"CBlock","description":"Cinder Block"},{"name":"CemntBd","description":"Cement Board"},{"name":"HdBoard","description":"Hard Board"},{"name":"ImStucc","description":"Imitation Stucco"},{"name":"MetalSd","description":"Metal Siding"},{"name":"Other","description":"Other"},{"name":"Plywood","description":"Plywood"},{"name":"PreCast","description":"PreCast"},{"name":"Stone","description":"Stone"},{"name":"Stucco","description":"Stucco"},{"name":"VinylSd","description":"Vinyl Siding"},{"name":"Wd","description":"Sdng\tWood Siding"},{"name":"WdShing","description":"Wood Shingles"}]},
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{"name":"exterior_2nd","description":"Exterior covering on house (if more than one material)","values":[{"name":"AsbShng","description":"Asbestos Shingles"},{"name":"AsphShn","description":"Asphalt Shingles"},{"name":"BrkComm","description":"Brick Common"},{"name":"BrkFace","description":"Brick Face"},{"name":"CBlock","description":"Cinder Block"},{"name":"CemntBd","description":"Cement Board"},{"name":"HdBoard","description":"Hard Board"},{"name":"ImStucc","description":"Imitation Stucco"},{"name":"MetalSd","description":"Metal Siding"},{"name":"Other","description":"Other"},{"name":"Plywood","description":"Plywood"},{"name":"PreCast","description":"PreCast"},{"name":"Stone","description":"Stone"},{"name":"Stucco","description":"Stucco"},{"name":"VinylSd","description":"Vinyl Siding"},{"name":"Wd","description":"Sdng\tWood Siding"},{"name":"WdShing","description":"Wood Shingles"}]},
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{"name":"mas_vnr_type","description":"Masonry veneer type","values":[{"name":"BrkCmn","description":"Brick Common"},{"name":"BrkFace","description":"Brick Face"},{"name":"CBlock","description":"Cinder Block"},{"name":"None","description":"None"},{"name":"Stone","description":"Stone"}]},
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{"name":"mas_vnr_area","description":"Masonry veneer area in square feet"},
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{"name":"exter_qual","description":"Evaluates the quality of the material on the exterior","values":[{"name":"Ex","description":"Excellent"},{"name":"Gd","description":"Good"},{"name":"TA","description":"Average/Typical"},{"name":"Fa","description":"Fair"},{"name":"Po","description":"Poor"}]},
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{"name":"exter_cond","description":"Evaluates the present condition of the material on the exterior","values":[{"name":"Ex","description":"Excellent"},{"name":"Gd","description":"Good"},{"name":"TA","description":"Average/Typical"},{"name":"Fa","description":"Fair"},{"name":"Po","description":"Poor"}]},
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{"name":"foundation","description":"Type of foundation","values":[{"name":"BrkTil","description":"Brick & Tile"},{"name":"CBlock","description":"Cinder Block"},{"name":"PConc","description":"Poured Contrete"},{"name":"Slab","description":"Slab"},{"name":"Stone","description":"Stone"},{"name":"Wood","description":"Wood"}]},
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{"name":"bsmt_qual","description":"Evaluates the height of the basement","values":[{"name":"Ex","description":"Excellent (100+ inches)"},{"name":"Gd","description":"Good (90-99 inches)"},{"name":"TA","description":"Typical (80-89 inches)"},{"name":"Fa","description":"Fair (70-79 inches)"},{"name":"Po","description":"Poor (<70 inches"},{"name":"NA","description":"No Basement"}]},
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{"name":"bsmt_cond","description":"Evaluates the general condition of the basement","values":[{"name":"Ex","description":"Excellent"},{"name":"Gd","description":"Good"},{"name":"TA","description":"Typical - slight dampness allowed"},{"name":"Fa","description":"Fair - dampness or some cracking or settling"},{"name":"Po","description":"Poor - Severe cracking, settling, or wetness"},{"name":"NA","description":"No Basement"}]},
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{"name":"bsmt_exposure","description":"Refers to walkout or garden level walls","values":[{"name":"Gd","description":"Good Exposure"},{"name":"Av","description":"Average Exposure (split levels or foyers typically score average or above)"},{"name":"Mn","description":"Mimimum Exposure"},{"name":"No","description":"No Exposure"},{"name":"NA","description":"No Basement"}]},
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{"name":"bsmtfin_type_1","description":"Rating of basement finished area","values":[{"name":"GLQ","description":"Good Living Quarters"},{"name":"ALQ","description":"Average Living Quarters"},{"name":"BLQ","description":"Below Average Living Quarters"},{"name":"Rec","description":"Average Rec Room"},{"name":"LwQ","description":"Low Quality"},{"name":"Unf","description":"Unfinshed"},{"name":"NA","description":"No Basement"}]},
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{"name":"bsmtfin_sf_1","description":"Type 1 finished square feet"},
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{"name":"bsmtfin_type_2","description":"Rating of basement finished area (if multiple types)","values":[{"name":"GLQ","description":"Good Living Quarters"},{"name":"ALQ","description":"Average Living Quarters"},{"name":"BLQ","description":"Below Average Living Quarters"},{"name":"Rec","description":"Average Rec Room"},{"name":"LwQ","description":"Low Quality"},{"name":"Unf","description":"Unfinshed"},{"name":"NA","description":"No Basement"}]},
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{"name":"bsmtfin_sf_2","description":"Type 2 finished square feet"},
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{"name":"bsmt_unf_sf","description":"Unfinished square feet of basement area"},
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{"name":"total_bsmt_sf","description":"Total square feet of basement area"},
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{"name":"heating","description":"Type of heating","values":[{"name":"Floor","description":"Floor Furnace"},{"name":"GasA","description":"Gas forced warm air furnace"},{"name":"GasW","description":"Gas hot water or steam heat"},{"name":"Grav","description":"Gravity furnace"},{"name":"OthW","description":"Hot water or steam heat other than gas"},{"name":"Wall","description":"Wall furnace"}]},
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{"name":"heating_qc","description":"Heating quality and condition","values":[{"name":"Ex","description":"Excellent"},{"name":"Gd","description":"Good"},{"name":"TA","description":"Average/Typical"},{"name":"Fa","description":"Fair"},{"name":"Po","description":"Poor"}]},
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{"name":"central_air","description":"Central air conditioning","values":[{"name":"N","description":"No"},{"name":"Y","description":"Yes"}]},
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{"name":"electrical","description":"Electrical system","values":[{"name":"SBrkr","description":"Standard Circuit Breakers & Romex"},{"name":"FuseA","description":"Fuse Box over 60 AMP and all Romex wiring (Average)"},{"name":"FuseF","description":"60 AMP Fuse Box and mostly Romex wiring (Fair)"},{"name":"FuseP","description":"60 AMP Fuse Box and mostly knob & tube wiring (poor)"},{"name":"Mix","description":"Mixed"}]},
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{"name":"1st_flr_sf","description":"First Floor square feet"},
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{"name":"2nd_flr_sf","description":"Second floor square feet"},
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{"name":"low_qual_fin_sf","description":"Low quality finished square feet (all floors)"},
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{"name":"gr_liv_area","description":"Above grade (ground) living area square feet"},
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{"name":"bsmt_full_bath","description":"Basement full bathrooms"},
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{"name":"bsmt_half_bath","description":"Basement half bathrooms"},
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{"name":"full_bath","description":"Full bathrooms above grade"},
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{"name":"half_bath","description":"Half baths above grade"},
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{"name":"bedroom_abvgr","description":"Bedrooms above grade (does NOT include basement bedrooms)"},
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{"name":"kitchen_abvgr","description":"Kitchens above grade"},
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{"name":"kitchen_qual","description":"Kitchen quality","values":[{"name":"Ex","description":"Excellent"},{"name":"Gd","description":"Good"},{"name":"TA","description":"Typical/Average"},{"name":"Fa","description":"Fair"},{"name":"Po","description":"Poor"}]},
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{"name":"totrms_abvgrd","description":"Total rooms above grade (does not include bathrooms)"},
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{"name":"functional","description":"Home functionality (Assume typical unless deductions are warranted)","values":[{"name":"Typ","description":"Typical Functionality"},{"name":"Min1","description":"Minor Deductions 1"},{"name":"Min2","description":"Minor Deductions 2"},{"name":"Mod","description":"Moderate Deductions"},{"name":"Maj1","description":"Major Deductions 1"},{"name":"Maj2","description":"Major Deductions 2"},{"name":"Sev","description":"Severely Damaged"},{"name":"Sal","description":"Salvage only"}]},
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{"name":"fireplaces","description":"Number of fireplaces"},
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{"name":"fireplace_qu","description":"Fireplace quality","values":[{"name":"Ex","description":"Excellent - Exceptional Masonry Fireplace"},{"name":"Gd","description":"Good - Masonry Fireplace in main level"},{"name":"TA","description":"Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement"},{"name":"Fa","description":"Fair - Prefabricated Fireplace in basement"},{"name":"Po","description":"Poor - Ben Franklin Stove"},{"name":"NA","description":"No Fireplace"}]},
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{"name":"garage_type","description":"Garage location","values":[{"name":"2Types","description":"More than one type of garage"},{"name":"Attchd","description":"Attached to home"},{"name":"Basment","description":"Basement Garage"},{"name":"BuiltIn","description":"Built-In (Garage part of house - typically has room above garage)"},{"name":"CarPort","description":"Car Port"},{"name":"Detchd","description":"Detached from home"},{"name":"NA","description":"No Garage"}]},
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{"name":"garage_yr_blt","description":"Year garage was built"},
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{"name":"garage_finish","description":"Interior finish of the garage","values":[{"name":"Fin","description":"Finished"},{"name":"RFn","description":"Rough Finished"},{"name":"Unf","description":"Unfinished"},{"name":"NA","description":"No Garage"}]},
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{"name":"garage_cars","description":"Size of garage in car capacity"},
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{"name":"garage_area","description":"Size of garage in square feet"},
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{"name":"garage_qual","description":"Garage quality","values":[{"name":"Ex","description":"Excellent"},{"name":"Gd","description":"Good"},{"name":"TA","description":"Typical/Average"},{"name":"Fa","description":"Fair"},{"name":"Po","description":"Poor"},{"name":"NA","description":"No Garage"}]},
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{"name":"garage_cond","description":"Garage condition","values":[{"name":"Ex","description":"Excellent"},{"name":"Gd","description":"Good"},{"name":"TA","description":"Typical/Average"},{"name":"Fa","description":"Fair"},{"name":"Po","description":"Poor"},{"name":"NA","description":"No Garage"}]},
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| 68 |
+
{"name":"paved_drive","description":"Paved driveway","values":[{"name":"Y","description":"Paved"},{"name":"P","description":"Partial Pavement"},{"name":"N","description":"Dirt/Gravel"}]},
|
| 69 |
+
{"name":"wood_deck_sf","description":"Wood deck area in square feet"},
|
| 70 |
+
{"name":"open_porch_sf","description":"Open porch area in square feet"},
|
| 71 |
+
{"name":"enclosed_porch","description":"Enclosed porch area in square feet"},
|
| 72 |
+
{"name":"3ssn_porch","description":"Three season porch area in square feet"},
|
| 73 |
+
{"name":"screen_porch","description":"Screen porch area in square feet"},
|
| 74 |
+
{"name":"pool_area","description":"Pool area in square feet"},
|
| 75 |
+
{"name":"pool_qc","description":"Pool quality","values":[{"name":"Ex","description":"Excellent"},{"name":"Gd","description":"Good"},{"name":"TA","description":"Average/Typical"},{"name":"Fa","description":"Fair"},{"name":"NA","description":"No Pool"}]},
|
| 76 |
+
{"name":"fence","description":"Fence quality","values":[{"name":"GdPrv","description":"Good Privacy"},{"name":"MnPrv","description":"Minimum Privacy"},{"name":"GdWo","description":"Good Wood"},{"name":"MnWw","description":"Minimum Wood/Wire"},{"name":"NA","description":"No Fence"}]},
|
| 77 |
+
{"name":"misc_feature","description":"Miscellaneous feature not covered in other categories","values":[{"name":"Elev","description":"Elevator"},{"name":"Gar2","description":"2nd Garage (if not described in garage section)"},{"name":"Othr","description":"Other"},{"name":"Shed","description":"Shed (over 100 SF)"},{"name":"TenC","description":"Tennis Court"},{"name":"NA","description":"None"}]},
|
| 78 |
+
{"name":"misc_val","description":"$Value of miscellaneous feature"},
|
| 79 |
+
{"name":"mo_sold","description":"Month Sold (MM)"},
|
| 80 |
+
{"name":"yr_sold","description":"Year Sold (YYYY)"},
|
| 81 |
+
{"name":"sale_type","description":"Type of sale","values":[{"name":"WD","description":"Warranty Deed - Conventional"},{"name":"CWD","description":"Warranty Deed - Cash"},{"name":"VWD","description":"Warranty Deed - VA Loan"},{"name":"New","description":"Home just constructed and sold"},{"name":"COD","description":"Court Officer Deed/Estate"},{"name":"Con","description":"Contract 15% Down payment regular terms"},{"name":"ConLw","description":"Contract Low Down payment and low interest"},{"name":"ConLI","description":"Contract Low Interest"},{"name":"ConLD","description":"Contract Low Down"},{"name":"Oth","description":"Other"}]},
|
| 82 |
+
{"name":"sale_condition","description":"Condition of sale","values":[{"name":"Normal","description":"Normal Sale"},{"name":"Abnorml","description":"Abnormal Sale - trade, foreclosure, short sale"},{"name":"AdjLand","description":"Adjoining Land Purchase"},{"name":"Alloca","description":"Allocation - two linked properties with separate deeds, typically condo with a garage unit"},{"name":"Family","description":"Sale between family members"},{"name":"Partial","description":"Home was not completed when last assessed (associated with New Homes)"}]},
|
| 83 |
+
{"name":"saleprice","description":"Sale price $$"}
|
| 84 |
+
]
|