Fix features syntax

features.jsonl

@@ -1,719 +1,82 @@
-{
-  "name": "order",
-  "description": "Observation number"
-}
-{
-  "name": "pid",
-  "description": "Parcel identification number  - can be used with city web site for parcel review."
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "name": "lot_frontage",
-  "description": "Linear feet of street connected to property"
-}
-{ "name": "lot_area", "description": "Lot size in square feet" }
-{
-  "name": "street",
-  "description": "Type of road access to property",
-  "values": 
-  [ 
-    {"name": "Grvl", "description": "Gravel"}, 
-    {"name": "Pave", "description": "Paved" }
-  ]
-}
-{
-  "name": "alley",
-  "description": "Type of alley access to property",
-  "values": 
-  [ 
-    {"name": "Grvl", "description": "Gravel"}, 
-    {"name": "Pave", "description": "Paved"}, 
-    {"name": "NA", "description": "No alley access" }
-  ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "name": "land_slope",
-  "description": "Slope of property",
-  "values"
-    [] "Gtl": "Gentle slope", "Mod": "Moderate Slope", "Sev": "Severe Slope" ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{ "name": "year_built", "description": "Original construction date" },
-{
-  "name": "year_remod_add",
-  "description": "Remodel date (same as construction date if no remodeling or additions)"
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "name": "mas_vnr_area",
-  "description": "Masonry veneer area in square feet"
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{ "name": "bsmtfin_sf_1", "description": "Type 1 finished square feet" }
-{
-  "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"}
-    ]
-}
-{ "name": "bsmtfin_sf_2", "description": "Type 2 finished square feet" }
-{
-  "name": "bsmt_unf_sf",
-  "description": "Unfinished square feet of basement area"
-}
-{
-  "name": "total_bsmt_sf",
-  "description": "Total square feet of basement area"
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "name": "central_air",
-  "description": "Central air conditioning",
-  "values": 
-  [ 
-    {"name": "N", "description": "No"}, 
-    {"name": "Y", "description": "Yes"},
-  ]
-}
-{
-  "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"}
-    ]
-}
-{ "name": "1st_flr_sf", "description": "First Floor square feet" }
-{ "name": "2nd_flr_sf", "description": "Second floor square feet" }
-{
-  "name": "low_qual_fin_sf",
-  "description": "Low quality finished square feet (all floors)"
-}
-{
-  "name": "gr_liv_area",
-  "description": "Above grade (ground) living area square feet"
-}
-{ "name": "bsmt_full_bath", "description": "Basement full bathrooms" }
-{ "name": "bsmt_half_bath", "description": "Basement half bathrooms" }
-{ "name": "full_bath", "description": "Full bathrooms above grade" }
-{ "name": "half_bath", "description": "Half baths above grade" }
-{
-  "name": "bedroom_abvgr",
-  "description": "Bedrooms above grade (does NOT include basement bedrooms)"
-}
-{ "name": "kitchen_abvgr", "description": "Kitchens above grade" }
-{
-  "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"}
-    ]
-}
-{
-  "name": "totrms_abvgrd",
-  "description": "Total rooms above grade (does not include bathrooms)"
-}
-{
-  "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"}
-    ]
-}
-{ "name": "fireplaces", "description": "Number of fireplaces" }
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{ "name": "garage_yr_blt", "description": "Year garage was built" }
-{
-  "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"}
-    ]
-}
-{ "name": "garage_cars", "description": "Size of garage in car capacity" }
-{ "name": "garage_area", "description": "Size of garage in square feet" }
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "name": "paved_drive",
-  "description": "Paved driveway",
-  "values": 
-  [ 
-    {"name": "Y", "description": "Paved"}, 
-    {"name": "P", "description": "Partial Pavement"}, 
-    {"name": "N", "description": "Dirt/Gravel"}
-  ]
-}
-{ "name": "wood_deck_sf", "description": "Wood deck area in square feet" }
-{ "name": "open_porch_sf", "description": "Open porch area in square feet" }
-{
-  "name": "enclosed_porch",
-  "description": "Enclosed porch area in square feet"
-}
-{
-  "name": "3ssn_porch",
-  "description": "Three season porch area in square feet"
-}
-{
-  "name": "screen_porch",
-  "description": "Screen porch area in square feet"
-}
-{ "name": "pool_area", "description": "Pool area in square feet" }
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{
-  "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"}
-    ]
-}
-{ "name": "misc_val", "description": "$Value of miscellaneous feature" }
-{ "name": "mo_sold", "description": "Month Sold (MM)" }
-{ "name": "yr_sold", "description": "Year Sold (YYYY)" }
-{
-  "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"}
-    ]
-}
-{
-  "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)"}
-    ]
-}
-{
-  "name": "saleprice",
-  "description": "Sale price $$"
-}
+{"name":"order","description":"Observation number"}
+{"name":"pid","description":"Parcel identification number  - can be used with city web site for parcel review."}
+{"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"}]}
+{"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"}]}
+{"name":"lot_frontage","description":"Linear feet of street connected to property"}
+{"name":"lot_area","description":"Lot size in square feet"}
+{"name":"street","description":"Type of road access to property","values":[{"name":"Grvl","description":"Gravel"},{"name":"Pave","description":"Paved"}]}
+{"name":"alley","description":"Type of alley access to property","values":[{"name":"Grvl","description":"Gravel"},{"name":"Pave","description":"Paved"},{"name":"NA","description":"No alley access"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"name":"land_slope","description":"Slope of property","values":[{"name":"Gtl","description":"Gentle slope"},{"name":"Mod","description":"Moderate Slope"},{"name":"Sev","description":"Severe Slope"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"name":"year_built","description":"Original construction date"}
+{"name":"year_remod_add","description":"Remodel date (same as construction date if no remodeling or additions)"}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"name":"mas_vnr_area","description":"Masonry veneer area in square feet"}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"name":"bsmtfin_sf_1","description":"Type 1 finished square feet"}
+{"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"}]}
+{"name":"bsmtfin_sf_2","description":"Type 2 finished square feet"}
+{"name":"bsmt_unf_sf","description":"Unfinished square feet of basement area"}
+{"name":"total_bsmt_sf","description":"Total square feet of basement area"}
+{"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"}]}
+{"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"}]}
+{"name":"central_air","description":"Central air conditioning","values":[{"name":"N","description":"No"},{"name":"Y","description":"Yes"}]}
+{"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"}]}
+{"name":"1st_flr_sf","description":"First Floor square feet"}
+{"name":"2nd_flr_sf","description":"Second floor square feet"}
+{"name":"low_qual_fin_sf","description":"Low quality finished square feet (all floors)"}
+{"name":"gr_liv_area","description":"Above grade (ground) living area square feet"}
+{"name":"bsmt_full_bath","description":"Basement full bathrooms"}
+{"name":"bsmt_half_bath","description":"Basement half bathrooms"}
+{"name":"full_bath","description":"Full bathrooms above grade"}
+{"name":"half_bath","description":"Half baths above grade"}
+{"name":"bedroom_abvgr","description":"Bedrooms above grade (does NOT include basement bedrooms)"}
+{"name":"kitchen_abvgr","description":"Kitchens above grade"}
+{"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"}]}
+{"name":"totrms_abvgrd","description":"Total rooms above grade (does not include bathrooms)"}
+{"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"}]}
+{"name":"fireplaces","description":"Number of fireplaces"}
+{"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"}]}
+{"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"}]}
+{"name":"garage_yr_blt","description":"Year garage was built"}
+{"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"}]}
+{"name":"garage_cars","description":"Size of garage in car capacity"}
+{"name":"garage_area","description":"Size of garage in square feet"}
+{"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"}]}
+{"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"}]}
+{"name":"paved_drive","description":"Paved driveway","values":[{"name":"Y","description":"Paved"},{"name":"P","description":"Partial Pavement"},{"name":"N","description":"Dirt/Gravel"}]}
+{"name":"wood_deck_sf","description":"Wood deck area in square feet"}
+{"name":"open_porch_sf","description":"Open porch area in square feet"}
+{"name":"enclosed_porch","description":"Enclosed porch area in square feet"}
+{"name":"3ssn_porch","description":"Three season porch area in square feet"}
+{"name":"screen_porch","description":"Screen porch area in square feet"}
+{"name":"pool_area","description":"Pool area in square feet"}
+{"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"}]}
+{"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"}]}
+{"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"}]}
+{"name":"misc_val","description":"$Value of miscellaneous feature"}
+{"name":"mo_sold","description":"Month Sold (MM)"}
+{"name":"yr_sold","description":"Year Sold (YYYY)"}
+{"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"}]}
+{"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)"}]}
+{"name":"saleprice","description":"Sale price $$"}