Graph and download economic data for Average Sales Price of Houses Sold for the United States (ASPUS) from Q1 1963 to Q2 2025 about sales, housing, and USA.

https://raw.githubusercontent.com/Masterx-AI/Project_Housing_Price_Prediction_/main/hs.jpg" alt="">

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.

All-Transactions House Price Index for Ohio was 504.13000 Index 1980 Q1=100 in April of 2025, according to the United States Federal Reserve. Historically, All-Transactions House Price Index for Ohio reached a record high of 504.13000 in April of 2025 and a record low of 64.43000 in July of 1975. Trading Economics provides the current actual value, an historical data chart and related indicators for All-Transactions House Price Index for Ohio - last updated from the United States Federal Reserve on December of 2025.

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

All-Transactions House Price Index for Utah was 849.43000 Index 1980 Q1=100 in April of 2025, according to the United States Federal Reserve. Historically, All-Transactions House Price Index for Utah reached a record high of 849.43000 in April of 2025 and a record low of 55.08000 in January of 1975. Trading Economics provides the current actual value, an historical data chart and related indicators for All-Transactions House Price Index for Utah - last updated from the United States Federal Reserve on December of 2025.

The median sales price of new homes sold in the United States increased steadily from 1965 to 2022, followed by two years of decline. In 2024, a newly built home cost approximately ******* U.S. dollars. That was a decline from the peak price of 434,500 U.S. dollars in 2022. Prices varied greatly across different regions in the country, with the most expensive housing found in the Northeast region.

Graph and download economic data for Median Sales Price of Houses Sold for the United States (MSPUS) from Q1 1963 to Q2 2025 about sales, median, housing, and USA.

Home prices fell by **** percent during the Great Recession of 2007 to 2009 in the United States. However, such a significant decrease in prices did not happen in the other four recessions which have occurred since 1980.

The house price to income ratio in Germany stood at ***** points in the second quarter of 2025. This is higher than the observation from the second quarter one year earlier, when the ratio had been ***** points.

Graph and download economic data for Residential Property Prices for Switzerland (QCHN628BIS) from Q1 1970 to Q2 2025 about Switzerland, residential, HPI, housing, price index, indexes, and price.

Graph and download economic data for All-Transactions House Price Index for Los Angeles County, CA (ATNHPIUS06037A) from 1975 to 2024 about Los Angeles County, CA; Los Angeles; CA; HPI; housing; price index; indexes; price; and USA.

United States House Price Index: FHFA: California data was reported at 655.910 Mar1980=100 in Jun 2018. This records an increase from the previous number of 639.250 Mar1980=100 for Mar 2018. United States House Price Index: FHFA: California data is updated quarterly, averaging 227.460 Mar1980=100 from Mar 1975 (Median) to Jun 2018, with 174 observations. The data reached an all-time high of 655.910 Mar1980=100 in Jun 2018 and a record low of 41.630 Mar1980=100 in Mar 1975. United States House Price Index: FHFA: California data remains active status in CEIC and is reported by Federal Housing Finance Agency. The data is categorized under Global Database’s United States – Table US.EB014: House Price Index.

All-Transactions House Price Index for Arizona was 728.66000 Index 1980 Q1=100 in April of 2025, according to the United States Federal Reserve. Historically, All-Transactions House Price Index for Arizona reached a record high of 728.66000 in April of 2025 and a record low of 55.89000 in October of 1975. Trading Economics provides the current actual value, an historical data chart and related indicators for All-Transactions House Price Index for Arizona - last updated from the United States Federal Reserve on December of 2025.

All-Transactions House Price Index for Arkansas was 466.49000 Index 1980 Q1=100 in April of 2025, according to the United States Federal Reserve. Historically, All-Transactions House Price Index for Arkansas reached a record high of 466.49000 in April of 2025 and a record low of 60.21000 in April of 1975. Trading Economics provides the current actual value, an historical data chart and related indicators for All-Transactions House Price Index for Arkansas - last updated from the United States Federal Reserve on December of 2025.

United States House Price Index: FHFA: New York data was reported at 679.080 Mar1980=100 in Jun 2018. This records an increase from the previous number of 670.010 Mar1980=100 for Mar 2018. United States House Price Index: FHFA: New York data is updated quarterly, averaging 288.040 Mar1980=100 from Mar 1975 (Median) to Jun 2018, with 174 observations. The data reached an all-time high of 679.080 Mar1980=100 in Jun 2018 and a record low of 73.490 Mar1980=100 in Mar 1976. United States House Price Index: FHFA: New York data remains active status in CEIC and is reported by Federal Housing Finance Agency. The data is categorized under Global Database’s United States – Table US.EB014: House Price Index.

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

United States House Price Index: FHFA: Vermont data was reported at 476.770 Mar1980=100 in Mar 2018. This records an increase from the previous number of 474.550 Mar1980=100 for Dec 2017. United States House Price Index: FHFA: Vermont data is updated quarterly, averaging 222.510 Mar1980=100 from Mar 1975 (Median) to Mar 2018, with 172 observations. The data reached an all-time high of 476.770 Mar1980=100 in Mar 2018 and a record low of 57.370 Mar1980=100 in Jun 1976. United States House Price Index: FHFA: Vermont data remains active status in CEIC and is reported by Federal Housing Finance Agency. The data is categorized under Global Database’s USA – Table US.EB014: House Price Index.

United States House Price Index: FHFA: Idaho data was reported at 382.530 Mar1980=100 in Mar 2018. This records an increase from the previous number of 373.010 Mar1980=100 for Dec 2017. United States House Price Index: FHFA: Idaho data is updated quarterly, averaging 179.290 Mar1980=100 from Mar 1975 (Median) to Mar 2018, with 173 observations. The data reached an all-time high of 382.530 Mar1980=100 in Mar 2018 and a record low of 60.960 Mar1980=100 in Dec 1975. United States House Price Index: FHFA: Idaho data remains active status in CEIC and is reported by Federal Housing Finance Agency. The data is categorized under Global Database’s USA – Table US.EB014: House Price Index.

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.

Graph and download economic data for All-Transactions House Price Index for Chattanooga, TN-GA (MSA) (ATNHPIUS16860Q) from Q4 1980 to Q3 2025 about Chattanooga, TN, GA, appraisers, HPI, housing, price index, indexes, price, and USA.