Real Estate Search Dataset
Real estate topic, property class, geography, demand, seasonality, source, and verification fields for market-language research.
FormatsCSV / JSON / XLSX / PDF
RefreshMonthly review
Version1.1
VerifiedSeptember 20, 2026
This product studies the language and regional signals around real estate markets. It does not substitute digital demand for transaction records, prices, inventory, or closed sales.
The geography level, source, and time window stay attached so the measured signal can be interpreted on the terms it was actually collected.
Designed For
- regional property-topic research
- market language analysis
- seasonality comparisons
- content coverage planning
Coverage
Record unitOne real estate topic and geography observation
GeographyCountry, state, metro, city, or postal level when available
Primary scopeMarket language and digital-demand research
ExcludedPrivate listings and personal owner records
Field Dictionary
Schema Preview
| Field | Type | Description | Example |
|---|---|---|---|
topic | string | Normalized property-related topic | first-time buyer programs |
property_class | string | Applied property category | residential |
region | string | Named geographic market | Jacksonville, Florida |
demand_signal | decimal | Source-specific demand measurement | 62.0 |
last_verified | date | Date the source was checked | 2026-09-20 |
Illustrative Rows
Illustrative Real Estate Research Records
| topic | property_class | region | demand_signal | last_verified |
|---|---|---|---|---|
| first-time buyer programs | residential | Jacksonville, Florida | 62.0 | 2026-09-20 |
| industrial space demand | commercial | Central Florida | 47.0 | 2026-09-20 |
The sample demonstrates research structure and does not contain live property listings.
Collection And Preparation
- Normalize property classes and geographic labels while preserving source wording.
- Keep geography level and exact region beside the measurement.
- Store demand and seasonality values with their source and time window.
- Exclude private listing and owner-level information.
Known Limits
- Search demand does not establish transaction volume or property value.
- Geographic coverage depends on the source and measurement granularity.
- Seasonality can differ by market and property class.
- Illustrative rows do not describe live listings.
Useful Applications
- compare property topics by region
- group market language
- track seasonal demand signals
- prepare geographic content datasets
Change Log
- Added geography rules, product boundary, schema preview, sample rows, and limitations.