November 2023 — DR4 & DR5 — 31 New Property Fields
DR4: 31 New Property Schema Fields
Three new data sources added — MLS data, refinancing data, and commercial properties.
MLS Data Fields: appliances, assessedValues (with improvementsAmount, landAmount, totalAmount, year), categories, estimatedPrices (with amountMax, amountMin, currency, dateSeen, pricePerSquareFoot), geoQuality, hvacTypes, price.status, roofing, subdivision
Parcel Data: parcelNumbers (with number, year, account)
Commercial Data: architecturalStyles, ownerOccupied, topographyCode, zoning, msaCode, msaName, cbsaCode, cbsaName
Refinance Data: taxExemptions, title, transactions.documentNumber, transactions.transactionID, trustDescription
Datafiniti's property data covers MLS listings across the entire US market. If you work with an MLS you don't see reflected in our data, contact us at support@datafiniti.co and we'll look into it.
DR5: Standardization
Standardizing field values, moving semi-structured data from features to top-level fields, and adding additional types to some fields.
Bug Fixes
- Converted all "sqft" to "sq ft" in unit values
- Lowercased all emails; removed agent names with "non" from brokers
- Added max limit to prices for price range functionality
- Status and prices cleanup — ensured
firstDateSeen/lastDateSeenfilled out - Transactions now create status objects; converted "Rental Unit" to "Rental"
Source Updates
Added Foreclosure.com, Land.com, Renthop.com, LA County tax records, California DRE people source. Changed BrightMLS to Nestfully.com. Rebuilt Apartmentguide.com. Updated 16+ existing crawlers.