Graph and download economic data for Real Residential Property Prices for United States (QUSR628BIS) from Q1 1970 to Q2 2025 about residential, HPI, housing, real, price index, indexes, price, and USA.

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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.

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.

Average House Prices in Canada increased to 688800 CAD in October from 687600 CAD in September of 2025. This dataset includes a chart with historical data for Canada Average House Prices.

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.

The real estate prices in Sweden increased significantly between 2008 and 2023. In 2023, the price index reached 455, with 1990 as base year. This was the first decrease in house prices since 2012. Despite the decline, prices in 2023 were still notably higher than before the COVID-19 pandemic. One of the reasons was the slowdown in construction, which hampered the supply of new homes. Rented dwellings are popular among Swedes Sweden is one of the countries in Europe with the most renters among the population. Only about 64 percent of people lived in an owner-occupied home in 2022. Only a few countries, such as France, Denmark, Germany, and Austria, had lower homeownership rates. How many rooms do Europeans have at home? As of 2021, the European countries which had been reported to have the highest number of rooms per person were Ireland and Malta, with 2.3 rooms per person on average. Sweden ranked fifteenth on the list, where the average number of rooms per person was 1.9.

Graph and download economic data for All-Transactions House Price Index for Las Vegas-Henderson-Paradise, NV (MSA) (ATNHPIUS29820Q) from Q1 1978 to Q3 2025 about Las Vegas, NV, appraisers, HPI, housing, price index, indexes, price, and USA.

The S&P Case Shiller San Francisco Home Price Index measures changes in the prices of existing single-family homes in San Francisco. The index value was equal to 100 as of January 2000, so if the index value is equal to 130 in a given month, for example, it means that the house prices have increased by 30 percent since 2000. The value of the S&P Case Shiller San Francisco Home Price Index amounted to nearly ****** in August 2025. That was significantly higher than the national average.

Housing Index in the United Kingdom increased to 517.10 points in October from 514.20 points in September of 2025. This dataset provides - United Kingdom House Price Index - actual values, historical data, forecast, chart, statistics, economic calendar and news.

The financial crisis in 2008 led to steep declines in the house price in France, followed by some large increases. Since 2024, the French property market has contracted again, with the inflation-adjusted home price declining by **** percent in the second quarter of 2025.

Graph and download economic data for All-Transactions House Price Index for Indiana (INSTHPI) from Q1 1975 to Q3 2025 about IN, appraisers, HPI, housing, price index, indexes, price, and USA.

After four years of growth, the inflation-adjusted house price change in Greece turned negative in 2022. As of the fourth quarter of the year, the inflation-adjusted house price declined by ***** percent, while the nominal price rose by *** percent.

This dataset provides insights into the global housing market, covering various economic factors from 2015 to 2024. It includes details about property prices, rental yields, interest rates, and household income across multiple countries. This dataset is ideal for real estate analysis, financial forecasting, and market trend visualization.

📑 Column Descriptions

Column Name	Description
Country	The country where the housing market data is recorded 🌍
Year	The year of observation 📅
Average House Price ($)	The average price of houses in USD 💰
Median Rental Price ($)	The median monthly rent for properties in USD 🏠
Mortgage Interest Rate (%)	The average mortgage interest rate percentage 📉
Household Income ($)	The average annual household income in USD 🏡
Population Growth (%)	The percentage increase in population over the year 👥
Urbanization Rate (%)	Percentage of the population living in urban areas 🏙️
Homeownership Rate (%)	The percentage of people who own their homes 🔑
GDP Growth Rate (%)	The annual GDP growth percentage 📈
Unemployment Rate (%)	The percentage of unemployed individuals in the labor force 💼

Key information about House Prices Growth

• Canada house prices dropped 1.8% YoY in Oct 2025, following a decrease of 1.8% YoY in the previous month.
• YoY growth data is updated monthly, available from Jan 1982 to Oct 2025, with an average growth rate of 5.1%.
• House price data reached an all-time high of 16.5% in Mar 1989 and a record low of -9.7% in Apr 1991.

CEIC calculates House Prices Growth from monthly House Price Index. Statistics Canada provides House Price Index with base December 2016=100. House Price Index covers New Housing only.

View monthly updates and historical trends for US House Price Index. from United States. Source: Federal Housing Finance Agency. Track economic data with …

Housing Index in Croatia increased to 223.65 points in the second quarter of 2025 from 214.18 points in the first quarter of 2025. This dataset provides - Croatia Housing Index- actual values, historical data, forecast, chart, statistics, economic calendar and news.

This dataset contains 2,000 entries of house price data from all states in Malaysia, providing a comprehensive overview of the country’s real estate market for 2025. Sourced from Brickz, a trusted platform for property transaction insights, it includes detailed information such as property location, tenure, type, median prices, and transaction counts. This dataset is ideal for real estate market analysis, predictive modeling, and exploring trends across Malaysia’s diverse property market.

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Data Columns (Total 8 Columns):

1. Township: The specific township where the property is located (e.g., Cheras, Subang Jaya).
2. Area: The locality or broader area encompassing the township (e.g., Klang Valley, Penang Island).
3. State: The Malaysian state where the property is situated (e.g., Selangor, Johor, Penang).
4. Tenure: The property ownership type (e.g., Freehold, Leasehold).
5. Type: The category of property (e.g., Terrace, Condominium, Semi-Detached).
6. Median_Price: The median price (in MYR) for properties in the specified township or area.
7. Median_PSF: The median price per square foot (in MYR) for properties.
8. Transactions: The number of recorded property transactions.

Future Plans:

• Expanded Coverage: This dataset will be regularly updated with additional property data to make it even more versatile.
• Enhanced Features: Future updates may include rental prices, amenities, or property-specific details to offer deeper insights into Malaysia’s housing market.

Graph and download economic data for All-Transactions House Price Index for Texas (TXSTHPI) from Q1 1975 to Q3 2025 about appraisers, TX, HPI, housing, price index, indexes, price, and USA.

Graph and download economic data for Real Residential Property Prices for Canada (QCAR628BIS) from Q1 1970 to Q2 2025 about Canada, residential, HPI, housing, real, price index, indexes, and price.

Median Home Sale Price: All Residential: Bonham, TX data was reported at 209.000 USD th in Jul 2020. This records an increase from the previous number of 167.000 USD th for Jun 2020. Median Home Sale Price: All Residential: Bonham, TX data is updated monthly, averaging 115.000 USD th from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 209.000 USD th in Jul 2020 and a record low of 46.000 USD th in Jan 2013. Median Home Sale Price: All Residential: Bonham, TX data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB056: Median Home Sale Price: by Metropolitan Areas.