The liquidity in the apartment market in the United States decreased in October 2023, according to the National Multifamily Housing Council's (NMHC) market tightness index. The index is a standard diffusion index and is based on a quarterly survey among NMHC members. A value over ** indicates a tighter market with low liquidity, while under **, it shows that the market is loosening and liquidity increasing. In July 2021, market tightness reached its peak at ** index points, meaning that this liquidity was at its lowest point according to industry experts. In October 2023, the index stood at ** index points, the highest figure observed in the past two years.

House Price Index YoY in the United States decreased to 1.70 percent in September from 2.40 percent in August of 2025. This dataset includes a chart with historical data for the United States FHFA House Price Index YoY.

House prices in the UK rose dramatically during the coronavirus pandemic, with growth slowing down in 2022 and turning negative in 2023. The year-on-year annual house price change peaked at 14 percent in July 2022. In April 2025, house prices increased by 3.5 percent. As of late 2024, the average house price was close to 290,000 British pounds. Correction in housing prices: a European phenomenon The trend of a growing residential real estate market was not exclusive to the UK during the pandemic. Likewise, many European countries experienced falling prices in 2023. When comparing residential property RHPI (price index in real terms, e.g. corrected for inflation), countries such as Germany, France, Italy, and Spain also saw prices decline. Sweden, one of the countries with the fastest growing residential markets, saw one of the largest declines in prices. How has demand for UK housing changed since the outbreak of the coronavirus? The easing of the lockdown was followed by a dramatic increase in home sales. In November 2020, the number of mortgage approvals reached an all-time high of over 107,000. One of the reasons for the housing boom were the low mortgage rates, allowing home buyers to take out a loan with an interest rate as low as 2.5 percent. That changed as the Bank of England started to raise the base lending rate, resulting in higher borrowing costs and a decline in homebuyer sentiment.

Housing Inventory: Median Days on Market Year-Over-Year in Putnam County, TN was 18.27% in September of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Days on Market Year-Over-Year in Putnam County, TN reached a record high of 125.74 in March of 2023 and a record low of -61.51 in July of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Days on Market Year-Over-Year in Putnam County, TN - last updated from the United States Federal Reserve on November of 2025.

In 2022, house price growth in the UK slowed, after a period of decade-long increase. Nevertheless, in June 2025, prices reached a new peak, with the average home costing ******* British pounds. This figure refers to all property types, including detached, semi-detached, terraced houses, and flats and maisonettes. Compared to other European countries, the UK had some of the highest house prices. How have UK house prices increased over the last 10 years? Property prices have risen dramatically over the past decade. According to the UK house price index, the average house price has grown by over ** percent since 2015. This price development has led to the gap between the cost of buying and renting a property to close. In 2023, buying a three-bedroom house in the UK was no longer more affordable than renting one. Consequently, Brits have become more likely to rent longer and push off making a house purchase until they have saved up enough for a down payment and achieved the financial stability required to make the step. What caused the recent fluctuations in house prices? House prices are affected by multiple factors, such as mortgage rates, supply, and demand on the market. For nearly a decade, the UK experienced uninterrupted house price growth as a result of strong demand and a chronic undersupply. Homebuyers who purchased a property at the peak of the housing boom in July 2022 paid ** percent more compared to what they would have paid a year before. Additionally, 2022 saw the most dramatic increase in mortgage rates in recent history. Between December 2021 and December 2022, the **-year fixed mortgage rate doubled, adding further strain to prospective homebuyers. As a result, the market cooled, leading to a correction in pricing.

Prices for luxury housing in July 2024 were slightly lower than the market peak in 2021 and 2022. Luxury single-family properties had a median square footage price of *** U.S. dollars in July 2024, down from *** U.S. dollars in July 2022. Attached houses, on the other hand, had a median price of *** U.S. dollars per square foot, down from *** U.S. dollars in July 2021.

As of July 2021, Dobong-gu in Seoul, South Korea, was the district with the highest year-over-year (YoY) apartment price growth, with an increase rate of about ** percent. Nowon-gu and Gangbuk-gu followed with about **** and **** percent YoY growth, respectively.

Housing Inventory: Median Days on Market Year-Over-Year in Blount County, AL was 9.75% in October of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Days on Market Year-Over-Year in Blount County, AL reached a record high of 61.84 in July of 2024 and a record low of -50.77 in July of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Days on Market Year-Over-Year in Blount County, AL - last updated from the United States Federal Reserve on December of 2025.

Housing Inventory: Median Days on Market Year-Over-Year in Blue Earth County, MN was -16.33% in October of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Days on Market Year-Over-Year in Blue Earth County, MN reached a record high of 195.65 in April of 2023 and a record low of -59.87 in July of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Days on Market Year-Over-Year in Blue Earth County, MN - last updated from the United States Federal Reserve on November of 2025.

The Turkish commercial real estate market, valued at approximately $XX million in 2025, exhibits robust growth potential, projected to expand at a Compound Annual Growth Rate (CAGR) of 9.74% from 2025 to 2033. This expansion is fueled by several key drivers. Strong tourism in cities like Antalya, coupled with increasing domestic and foreign investment, particularly in Istanbul and Bursa, significantly boosts demand for office, retail, and hospitality spaces. The burgeoning logistics sector, driven by Turkey's strategic location and growing e-commerce market, further fuels the demand for industrial and logistics facilities. Furthermore, a growing population and urbanization trends contribute to the increasing demand for multi-family residential properties. While challenges exist, such as fluctuating economic conditions and potential regulatory changes, the overall market outlook remains positive, supported by long-term infrastructure development plans and ongoing efforts to improve the business environment. The market is segmented by property type (offices, retail, industrial, logistics, multi-family, hospitality) and key cities (Istanbul, Bursa, Antalya), allowing investors to target specific niches within the broader market. Major players like Agaoglu Group, Artas Group, Ege Yapi, Calik Holding, Ronesans Holding, and others are actively shaping the market landscape, contributing to its overall growth and development. The forecast period (2025-2033) is expected to witness significant growth across all segments, although the pace might vary. The office segment in Istanbul and Bursa will likely experience substantial growth due to increasing corporate demand and foreign investments. The retail sector, especially in high-traffic areas of major cities, is poised for continued expansion as consumer spending increases. The logistics segment is expected to witness high growth rates fueled by the rising e-commerce sector and improved infrastructure. The hospitality sector will likely benefit from the sustained growth in tourism. While the multi-family residential segment shows solid growth, it might be influenced by factors such as interest rates and government regulations. Monitoring macroeconomic indicators and potential regulatory shifts will be crucial for accurate market prediction in the upcoming years. Overall, the Turkish commercial real estate market presents a blend of opportunities and challenges, requiring strategic planning and risk management to capitalize on its growth potential. Recent developments include: October 2021: Stolthaven Terminals and Rönesans Holding have signed a partnership agreement to jointly develop a new greenfield terminal in Ceyhan, Adana, Turkey, providing storage and handling services to the Ceyhan Petrochemical Industrial Zone, which is being developed by Rönesans Holding., July 2021: Turkey Government has signed a contract with with Calık Holding for the construction of 2 new cutting-edge gas turbines for the Oil Refinery Complex in Turkmenbashi and reconstruction of the power plant. According to the contract, the project will be delivered completely ready for operation in 18 months.. Notable trends are: Improvement in Hospitality Sector.

Housing Inventory: Median Days on Market Month-Over-Month in Salt Lake County, UT was 5.45% in October of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Days on Market Month-Over-Month in Salt Lake County, UT reached a record high of 52.38 in July of 2021 and a record low of -59.72 in February of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Days on Market Month-Over-Month in Salt Lake County, UT - last updated from the United States Federal Reserve on December of 2025.

These National Statistics provide monthly estimates of the number of residential and non-residential property transactions in the UK and its constituent countries. National Statistics are accredited official statistics.

England and Northern Ireland statistics are based on information submitted to the HM Revenue and Customs (HMRC) Stamp Duty Land Tax (SDLT) database by taxpayers on SDLT returns.

Land and Buildings Transaction Tax (LBTT) replaced SDLT in Scotland from 1 April 2015 and this data is provided to HMRC by https://www.revenue.scot/">Revenue Scotland to continue the time series.

Land Transaction Tax (LTT) replaced SDLT in Wales from 1 April 2018. To continue the time series, the https://gov.wales/welsh-revenue-authority">Welsh Revenue Authority (WRA) have provided HMRC with a monthly data feed of LTT transactions since July 2021.

LTT figures for the latest month are estimated using a grossing factor based on data for the most recent and complete financial year. Until June 2021, LTT transactions for the latest month were estimated by HMRC based upon year on year growth in line with other UK nations.

LTT transactions up to the penultimate month are aligned with LTT statistics.

Go to Stamp Duty Land Tax guidance for the latest rates and information.

Go to Stamp Duty Land Tax rates from 1 December 2003 to 22 September 2022 and Stamp Duty: rates on land transfers before December 2003 for historic rates.

The latest release was published 09:30 28 November 2025 and was updated with provisional data from completed transactions during October 2025.

The next release will be published 09:30 09 January 2026 and will be updated with provisional data from completed transactions during November 2025.

https://webarchive.nationalarchives.gov.uk/ukgwa/20240320184933/https://www.gov.uk/government/statistics/monthly-property-transactions-completed-in-the-uk-with-value-40000-or-above">Archive versions of the Monthly property transactions completed in the UK with value of £40,000 or above are available via the UK Government Web Archive, from the National Archives.

Context

So this data set is collected for completing a college project ,which is an android app for calculating the price of houses.

Content

This data is scraped from magic bricks website between june 2021 and july 2021 .

Acknowledgements

magicbricks.com

Inspiration

With the help of the data available one can make a regression model to predict house prices.

The Russian banking sector health index was expected to improve gradually, according to the Expert RA estimates. For the period between July 2021 and July 2022, the index was projected to reach **** percent.

Housing Inventory: Median Days on Market Year-Over-Year in Rockdale County, GA was -1.64% in October of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Days on Market Year-Over-Year in Rockdale County, GA reached a record high of 75.00 in July of 2023 and a record low of -62.70 in July of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Days on Market Year-Over-Year in Rockdale County, GA - last updated from the United States Federal Reserve on December of 2025.

Housing Inventory: Median Days on Market Month-Over-Month in Adams County, CO was 1.72% in October of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Days on Market Month-Over-Month in Adams County, CO reached a record high of 100.00 in July of 2021 and a record low of -89.66 in February of 2022. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Days on Market Month-Over-Month in Adams County, CO - last updated from the United States Federal Reserve on December of 2025.

The National Survey of Mortgage Originations (NSMO) is a component of the National Mortgage Database (NMDB®) program. It is a quarterly mail survey jointly funded and managed by the Federal Housing Finance Agency (FHFA) and the Consumer Financial Protection Bureau (CFPB). NSMO provides unique and rich information for a nationally representative sample of newly originated closed-end first-lien residential mortgages in the United States, particularly about borrowers’ experiences getting a mortgage, their perceptions of the mortgage market, and their future expectations. This voluntary survey is administered by Westat, a survey and data collection corporation, to the borrowers associated with the sample mortgages. The respondents can either return the English questionnaire by mail or complete the survey online in English or Spanish. NSMO draws its sample from newly originated mortgages that are part of the NMDB, which is a 1-in-20 sample of closed-end first-lien residential mortgages newly reported to one of the three national credit bureaus. Beginning with mortgages originated in 2013, a simple random sample of about 6,000 mortgages per quarter is drawn for NSMO from loans newly added to the NMDB. The NSMO survey has been conducted quarterly since the first quarter of 2014. The current survey package sent to the respondents can be viewed here.The NSMO public use file was updated on July 1, 2024 to append additional survey records and additional quarters of mortgage performance information. It replaced the public use file released on March 3, 2023. The updated file contains 50,542 sample mortgages originated from 2013 through 2021 based on the first 34 quarterly waves of the NSMO survey. For these mortgages, the updated file contains mortgage performance information through the third quarter of 2023.The original NSMO public use file was published on November 8, 2018, containing mortgages originated from 2013 through 2016. It was first updated on February 20, 2020, containing mortgages originated through 2017. Subsequent updates were published on July 29, 2021 (containing mortgages originated through 2019) and on December 13, 2022 and March 3, 2023 (both containing mortgages originated through 2020).

Housing Inventory: Median Days on Market Month-Over-Month in Arapahoe County, CO was 1.34% in September of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Days on Market Month-Over-Month in Arapahoe County, CO reached a record high of 185.71 in July of 2021 and a record low of -77.14 in January of 2022. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Days on Market Month-Over-Month in Arapahoe County, CO - last updated from the United States Federal Reserve on November of 2025.