Source: homes.com · Collected: 2022 · Format: CSV
Description
A comprehensive US housing listings dataset containing 2 million real estate property records collected from publicly available US real estate marketplaces. Each record includes property address, price, property type (single-family home, condo, apartment, townhouse), number of bedrooms and bathrooms, square footage, lot size, year built, and availability status. Delivered in CSV format, structured and ready for immediate use in analytics pipelines, machine learning models, and real estate applications.
This dataset covers properties across all 50 US states — from high-demand metros like New York, Los Angeles, Houston, and Chicago to suburban and rural markets — providing a nationally representative picture of the US housing market. With 2 million listings, it is one of the largest publicly available US real estate datasets on the market.
Real estate analysts use this dataset to track property price trends by region, city, and property type. Investment teams use it to identify high-yield markets and undervalued properties at scale. ML engineers use the structured fields — price, square footage, bedrooms, lot size, year built — to train property valuation models, price prediction algorithms, and real estate recommendation systems.
Data fields
Use cases
Analyze property prices, listing density, and market trends across US cities, states, and ZIP codes using 2 million structured records.
Train machine learning models to predict property valuations using price, floor size, location coordinates, and property description as input features.
Identify high-potential investment regions by comparing price-to-size ratios, availability, and listing concentration across different US markets.
Use latitude and longitude coordinates to build interactive property maps, heatmaps, and location-based search tools.
Build personalized property recommendation engines using structured listing data including price, size, location, and description text.
Apply natural language processing to 2 million property description texts for sentiment analysis, feature extraction, and automated property tagging.
Power property comparison features in real estate apps using structured fields across price, size, location, and listing details.
Segment listings by property type and price range to analyze rental and sale market dynamics across US regions.
Frequently asked questions
Each record includes property link, name, price, locality, region, postal code, full address, latitude, longitude, image URLs, property description, floor size in square feet, a unique record ID, and a collection timestamp.
The dataset contains 2 million US real estate property listings collected from publicly available real estate marketplaces across all 50 US states.
CSV format, ready for direct use in Excel, Python (pandas), R, SQL databases, and machine learning pipelines. A free sample is available before purchase.
Yes — the structured fields (price, floor size, latitude, longitude, property description) are well-suited for training property valuation models, price prediction algorithms, and real estate recommendation systems.
The dataset includes image URLs per listing rather than downloaded image files. Images can be fetched programmatically using the provided URLs.
The dataset covers properties across all 50 US states including major metros (New York, Los Angeles, Houston, Chicago) and suburban and rural markets.
The scraped_at field on each record shows the exact collection timestamp. Contact us if you need a freshly collected version with a specific date range.
Tags
USA real estate dataset housing prices USA property listings data 2 million housing records real estate CSV real estate market research USA housing trends property investment analysisSample data preview
| link | name | price | locality | region | postal_code | address | latitude | longitude | images | description | bedrooms | bathrooms | floor_size_sq_ft | uniq_id | scraped_at |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| https://www.homes.com/property/10125-baffin-dr-san-diego-ca-92126/id-100001981856/ | 10125 Baffin Dr, San Diego, CA 92126 | $816,480 | San Diego | CA | 92126 | 10125 Baffin Dr | 32.900981 | -117.153876 | This Single Family Residence is located at 10125 Baffin Dr, San Diego, Ca. The estimated value of this home is currently priced at 816,480, approximately $720.00 per square foot. 10125 Baffin Dr is within the school district San Diego Unified School District with nearby schools including Jonas Salk Elementary School, Challenger Middle School, and Mira Mesa High School. | 3 | 2 | 1,134 | 8b174963-ff1e-5783-bd6a-fdfa28999104 | 01/07/2022 18:13:41 | |
| https://www.homes.com/property/78345-terra-cotta-ct-la-quinta-ca-92253/id-100003432059/ | 78345 Terra Cotta Ct, La Quinta, CA 92253 | $416,694 | La Quinta | CA | 92253 | 78345 Terra Cotta Ct | 33.727888 | -116.297511 | This Condominium is located at 78345 Terra Cotta Ct, La Quinta, Ca. The estimated value of this home is currently priced at 416,694, approximately $456.90 per square foot. This property was originally built in 1989. 78345 Terra Cotta Ct is within the school district Desert Sands Unified School District with nearby schools including Gerald R Ford Elementary School, John Glenn Middle School Of International Studies, and La Quinta High School. | 2 | 2 | 912 | 9add4ef2-73df-5085-972a-70c81dd5b0ac | 01/07/2022 18:13:41 | |
| https://www.homes.com/property/469-sandpiper-st-banning-ca-92220/id-100003258512/ | 469 Sandpiper St, Banning, CA 92220 | $365,040 | Banning | CA | 92220 | 469 Sandpiper St | 33.923569 | -116.935236 | This Single Family Residence is located at 469 Sandpiper St, Banning, Ca. The estimated value of this home is currently priced at 365,040, approximately $248.16 per square foot. This property was originally built in 2003. 469 Sandpiper St is within the school district Banning Unified School District with nearby schools including Sundance Elementary School, Glen View High School, and Banning High School. | 2 | 2 | 1,471 | aaab3409-c6c3-5bc3-897c-5b4425492532 | 01/07/2022 18:13:41 | |
| https://www.homes.com/property/18620-hatteras-st-257-tarzana-ca-91356/id-100005518169/ | 18620 Hatteras St 257, Tarzana, CA 91356 | $366,444 | Tarzana | CA | 91356 | 18620 Hatteras St 257 | 34.176364 | -118.539319 | This Condominium is located at 18620 Hatteras St 257, Tarzana, Ca. The estimated value of this home is currently priced at 366,444, approximately $402.69 per square foot. This property was originally built in 1970. 18620 Hatteras St 257 is within the school district Los Angeles Unified School District with nearby schools including Tarzana Elementary School, Gaspar De Portola Middle School, and Reseda Senior High School. | 2 | 2 | 910 | 3f17b279-2a0f-5c56-9bb7-7c998f535953 | 01/07/2022 18:13:41 | |
| https://www.homes.com/property/2075-mendocino-st-seaside-ca-93955/id-100004900908/ | 2075 Mendocino St, Seaside, CA 93955 | $896,416 | Seaside | CA | 93955 | 2075 Mendocino St | 36.620651 | -121.829274 | This Single Family Residence is located at 2075 Mendocino St, Seaside, Ca. The estimated value of this home is currently priced at 896,416, approximately $672.48 per square foot. This property was originally built in 1953. 2075 Mendocino St is within the school district Monterey Peninsula Unified School District with nearby schools including Ord Terrace Elementary School, Seaside Middle School, and Seaside High School. | 3 | 2 | 1,333 | 01a2f60e-496f-5886-a59d-103097ebb544 | 01/07/2022 18:13:42 | |
| https://www.homes.com/property/6212-gretchen-ct-fontana-ca-92336/id-100002831613/ | 6212 Gretchen Ct, Fontana, CA 92336 | $863,704 | Fontana | CA | 92336 | 6212 Gretchen Ct | 34.141112 | -117.468321 | This Single Family Residence is located at 6212 Gretchen Ct, Fontana, Ca. The estimated value of this home is currently priced at 863,704, approximately $295.69 per square foot. This property was originally built in 2002. 6212 Gretchen Ct is within the school district Chaffey Joint Union High School District with nearby schools including Etiwanda Colony Elementary School, Summit Intermediate School, and Etiwanda High School. | 4 | 2 | 2,921 | 6ee153d9-6438-5d62-ae58-b655eb873646 | 01/07/2022 18:13:42 | |
| https://www.homes.com/property/5879-sailing-hawk-ave-santa-rosa-ca-95409/id-100002226438/ | 5879 Sailing Hawk Ave, Santa Rosa, CA 95409 | $1,439,471 | Santa Rosa | CA | 95409 | 5879 Sailing Hawk Ave | 38.466291 | -122.634455 | This Single Family Residence is located at 5879 Sailing Hawk Ave, Santa Rosa, Ca. The estimated value of this home is currently priced at 1,439,471, approximately $388.63 per square foot. This property was originally built in 2001. 5879 Sailing Hawk Ave is within the school district Santa Rosa High School District with nearby schools including Austin Creek Elementary School, Rincon Valley Charter School, and Maria Carrillo High School. | 4 | 5 | 3,704 | daa159dd-27da-5301-a0ce-81a49b34c8c6 | 01/07/2022 18:13:42 | |
| https://www.homes.com/property/2563-gayle-ln-auburn-ca-95602/id-100002898120/ | 2563 Gayle Ln, Auburn, CA 95602 | $408,100 | Auburn | CA | 95602 | 2563 Gayle Ln | 38.973151 | -121.068109 | This Single Family Residence is located at 2563 Gayle Ln, Auburn, Ca. The estimated value of this home is currently priced at 408,100, approximately $180.34 per square foot. This property was originally built in 1980. 2563 Gayle Ln is within the school district Placer Hills Union Elementary School District with nearby schools including Sierra Hills Elementary School, Ilearn Academy, and Ilearn Academy. | 3 | 3 | 2,263 | 54b766c5-c640-5491-8562-1033738c5b90 | 01/07/2022 18:13:42 |
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