Graph and download economic data for Existing Home Sales (EXHOSLUSM495S) from Oct 2024 to Oct 2025 about headline figure, sales, housing, and USA.

View monthly updates and historical trends for US Existing Home Sales. from United States. Source: National Association of Realtors. Track economic data w…

Existing Home Sales in Ireland increased to 3574 Units in September from 3201 Units in August of 2025. This dataset provides - Ireland Existing Home Sales- actual values, historical data, forecast, chart, statistics, economic calendar and news.

Monthly single-family home sales in Connecticut, 2001 through the present. Data updated monthly by the Connecticut Housing Finance Authority and tracked in the following dashboard: https://www.chfa.org/about-us/ct-monthly-housing-market-dashboard/.

CHFA has stopped maintaining the dashboard and associated datasets, and this dataset will no longer be updated as of 2022.

The average home in the U.S. sold for several percent below its asking price in December 2022, as a result of the housing market slowing. Just a few months before that, In the second quarter of 2022, the so-called sale-to-list price ratio went above ***. This reflected the high housing demand and the need of prospective home buyers to bid above the asking price. Housing demand - as measured in pending home sales - went up, as mortgage rates were historically low and plummeted once rates were increased.

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Description:

A simple yet challenging project, to predict the housing price based on certain factors like house area, bedrooms, furnished, nearness to mainroad, etc. The dataset is small yet, it's complexity arises due to the fact that it has strong multicollinearity. Can you overcome these obstacles & build a decent predictive model?

Acknowledgement:

Harrison, D. and Rubinfeld, D.L. (1978) Hedonic prices and the demand for clean air. J. Environ. Economics and Management 5, 81–102. Belsley D.A., Kuh, E. and Welsch, R.E. (1980) Regression Diagnostics. Identifying Influential Data and Sources of Collinearity. New York: Wiley.

Objective:

• Understand the Dataset & cleanup (if required).
• Build Regression models to predict the sales w.r.t a single & multiple feature.
• Also evaluate the models & compare thier respective scores like R2, RMSE, etc.

New Home Sales in Ireland increased to 1008 Units in September from 973 Units in August of 2025. This dataset provides - Ireland New Home Sales- actual values, historical data, forecast, chart, statistics, economic calendar and news.

Graph and download economic data for Median Sales Price of Existing Homes (HOSMEDUSM052N) from Sep 2024 to Sep 2025 about sales, median, housing, and USA.

Home Sales in Canada increased to 40423 units in October from 40067 units in September of 2025. This dataset includes a chart with historical data for Canada Home Sales.

The number of new homes sold increased in 2024, but remained below the levels observed during the 2020-2021 housing boom. Conventional loans are the most popular financing option, accounting for 513,000 of the 686,000 home purchases in 2024. Despite comprising a small share of sales, cash purchases have risen notably over the past five years. This can be explained by the dramatic increase in mortgage interest rates, which makes cash purchases more attractive for those who can afford them. Development of house prices The U.S. housing market is suffering a supply shortage, which has contributed to a substantial increase in house prices. Over the past five years, construction costs risen notably, pushing the price of newly built homes up. Meanwhile, income growth has failed to keep up, resulting in a worsening housing affordability. According to the house price to income index, home prices outgrew income by nearly 32 percent between 2015 and 2024. Is the U.S. housing stock growing? There were approximately 187 million housing units in the U.S. in 2024, indicating an increase of one percent over the previous year. Apart from new-single family housing, the number of newly built multifamily units has also risen notably. Multifamily allows construction in denser urban areas with overheated housing markets, earning it increasing popularity among investors.

Provides a selection of recently sold homes that have similar characteristics, location, age, etc. to a subject property. Used for determining the value of a property in relation to similar properties that have recently sold in the same area.

Overview

This residential real estate data set was created by Redfin, an online real estate brokerage. Published on January 9th, 2022, this data summarize the monthly housing market for every State, Metro, and Zip code in the US from 2012 to 2021. Redfin aggregated this data across multiple listing services and has been gracious enough to include property type in their reporting. Please properly cite and link to RedFin if you end up using this data for your research or project.

Source: RedFin Data Center

Property Type

Property type defined by RedFin

• All Residential: All properties defined as single-family, condominium, co-operative, townhouses, and multi-family (2-4 units) homes with a county record.
• Single Family Home (SFH): are homes built on a single lot, with no shared walls. Sometimes there’s a garage, attached or detached.
• Condominium (Condo): Usually a single unit within a larger building or community. Generally come with homeowners’ associations (HOAs), which require the residents to pay monthly or yearly dues.
• Cooperatives (Co-op): Usually a single unit within a larger building or community, but with a different way of holding a title to a shared building. You join a community and everyone in the community owns the building together.
• Townhouse: a hybrid between a condo and a single-family home. They are often multiple floors, with one or two shared walls, and some have a small yard space or rooftop deck. They’re generally larger than a condo, but smaller than a single-family home.
• Multifamily (2-4 units): They are essentially a home that has been turned into two or more units but the units cannot be purchased individually. There is one owner for the whole building.
• Land: Just land, no home of any type for sale.

Source: Building Types

Property Type

For more definitions, please visit RedFin Data Center Metrics

• Average sale to list: The mean ratio of each home's sale price divided by their list price covering all homes with a sale date during a given time period. Excludes properties with a sale price of 50%.
• Home sales: Total number of homes with a sale date during a given time period.
• Inventory: Total number of active listings on the last day of a given time period.
• Median active list ppsf: The median list price per square foot of all active listings.
• Median active list price: The median list price of all active listings.
• Median active listings: The median of how many listings were active on each day within a given time period.
• Median days on market: The number of days between the date the home was listed for sale and when the home went off-market/pending sale covering all homes with an off-market date during a given time period where 50% of the off-market homes sat longer on the market and 50% went off the market faster. Excludes homes that sat on the market for more than 1 year.
• Median days to close: The median number of days a home takes to go from pending to sold.
• Median list price: The most recent listing price covering all homes with a listing date during a given time period where 50% of the active listings were above this price and 50% were below this price.
• Median list price per square foot: The most recent listing price divided by the total square feet of the property (not the lot) covering all homes with a listing date during a given time period where 50% of the active listings were above this price per sqft and 50% were below this price per sqft.
• Median listing with price drops: The median of how many listings were active on each day and whose current list price is less than the original list price within a given time period.
• Median sale price: The final home sale price covering all homes with a sale date during a given time period where 50% of the sales were above this price and 50% were below this price.
• Median sale price per square foot: The final home sale price divided by the total square feet of the property (not the lot) covering all homes with a sale date during a given time period where 50% of the sales were above this price per sqft and 50% were below this price per sqft.
• Months of supply: When data are monthly, it is inventory divided by home sales. This tells you how long it would take supply to be bought up if no new homes came on the market.
• New listings: Total number of homes with a listing added date during a given time period.
• Off market in two weeks: The total number of homes that went under contract within two weeks of their listing date.
• Pending home sales: Total homes that went under contract during the period. Excludes homes that were on the market longer than 90 ...

Graph and download economic data for Existing Single-Family Home Sales (EXSFHSUSM495S) from Oct 2024 to Oct 2025 about 1-unit structures, family, sales, housing, and USA.

In 2024, the existing home sales index for condominiums in Japan stood at ***** index points, while the existing home sale index for detached houses stood at ***** index points.The existing home sales index measures the development of the second-hand housing market based on the number of ownership transfers due to the sale and purchase of buildings. It includes data for detached houses and condominiums.

England accounts for the majority of sales in the residential real estate market in the United Kingdom. In May 2025, the total number of housing transactions in the country amounted to ******, with ****** of these property sales being completed in England. Historically, sales activity has observed notable fluctuations because of the seasonal nature of the market, but also other trends in the market, such as the slump in April 2020 related to the COVID-19 pandemic. A declining number of home sales The annual number of home sales in the UK has declined since 2021, with 2023 exhibiting the lowest transaction volume since 2012. The main reason for that trend is the increase in the cost of housing. House prices grew year-on-year between 2012 and 2022, with growth accelerating toward the end of the period due to the record-low mortgage rates. As the cost of living crisis hit in 2022, the Bank of England hiked interest rates, resulting in dramatically higher home finance costs. With house prices at their peak and a double increase in borrowing costs, many prospective homebuyers could not afford to buy and placed their plans on hold. How will prices develop in the next five years? After a slight decline in 2024, house prices in the UK are expected to pick up in the next year and continue on an upward trend until 2029. On average, house prices are projected to grow by *** percent per year.

REdistribute modernizes real estate data accessibility by providing access to fresh, reliable listings from trusted MLS sources.

For Market Insights & Analytics, this standardized bulk dataset enables: - Macro and micro-level housing market trend analysis - Competitive benchmarking and regional performance tracking - Consumer demand forecasting grounded in verified transaction activity

Key features: • Flexible Delivery: Available via a bulk data API or directly through Snowflake • Residential or Multi-Class: Choose a residential-only dataset or full MLS coverage across all property types, including residential, multi-family, land, commercial, rentals, farm and more • Comprehensive Field Access: Explore 800+ fields providing a complete view of both residential and non-residential property data • Fast & Fresh: Stay current with daily updates sourced directly from trusted MLSs partners

The sample data covers one listing in JSON format. For access to a broader set of sample listings (10,000+), reach out to the REdistribute sales contact.

ABOUT REDISTRIBUTE

REdistribute aims to modernize real estate data accessibility, fostering innovation and transparency through direct access to the most reliable MLS data. Our commitment to data integrity and direct MLS involvement guarantees the freshest, most accurate insights, empowering businesses across industries to drive innovation and make informed decisions.

In 2023, the existing home sales index in Aichi Prefecture in Japan stood at ***** index points, increasing by *** percent compared to the previous year.The existing home sales index measures the development of the second-hand housing market based on the number of ownership transfers due to the sale and purchase of buildings. It includes data for detached houses and condominiums.

United States Home Sales: sa: Existing: All Residential data was reported at 501.968 Unit th in Jan 2021. This records an increase from the previous number of 500.749 Unit th for Dec 2020. United States Home Sales: sa: Existing: All Residential data is updated monthly, averaging 458.013 Unit th from Jan 2012 (Median) to Jan 2021, with 109 observations. The data reached an all-time high of 501.968 Unit th in Jan 2021 and a record low of 367.467 Unit th in Jan 2012. United States Home Sales: sa: Existing: All Residential data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB: Home Sales.

Graph and download economic data for Housing Inventory: Median Days on Market in Knoxville, TN (CBSA) (MEDDAYONMAR28940) from Jul 2016 to Oct 2025 about Knoxville, TN, median, and USA.

This dataset contains data on all Real Property parcels that have sold since 2013 in Allegheny County, PA.

Before doing any market analysis on property sales, check the sales validation codes. Many property "sales" are not considered a valid representation of the true market value of the property. For example, when multiple lots are together on one deed with one price they are generally coded as invalid ("H") because the sale price for each parcel ID number indicates the total price paid for a group of parcels, not just for one parcel. See the Sales Validation Codes Dictionary for a complete explanation of valid and invalid sale codes.

Sales Transactions Disclaimer: Sales information is provided from the Allegheny County Department of Administrative Services, Real Estate Division. Content and validation codes are subject to change. Please review the Data Dictionary for details on included fields before each use. Property owners are not required by law to record a deed at the time of sale. Consequently the assessment system may not contain a complete sales history for every property and every sale. You may do a deed search at http://www.alleghenycounty.us/re/index.aspx directly for the most updated information. Note: Ordinance 3478-07 prohibits public access to search assessment records by owner name. It was signed by the Chief Executive in 2007.