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

Graph and download economic data for All-Transactions House Price Index for Columbus, OH (MSA) (ATNHPIUS18140Q) from Q2 1976 to Q2 2025 about Columbus, OH, appraisers, HPI, housing, 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.

View quarterly updates and historical trends for Ohio House Price All-Transactions Index. Source: Federal Housing Finance Agency. Track economic data with…

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 Cuyahoga County, OH (ATNHPIUS39035A) from 1975 to 2024 about Cuyahoga County, OH; Cleveland; OH; HPI; housing; price index; indexes; price; and USA.

Graph and download economic data for All-Transactions House Price Index for Cleveland-Elyria, OH (MSA) (ATNHPIUS17460Q) from Q3 1975 to Q4 2024 about Cleveland, OH, appraisers, HPI, housing, price index, indexes, price, and USA.

Graph and download economic data for Housing Inventory: Median Listing Price in Ohio (MEDLISPRIOH) from Jul 2016 to Oct 2025 about OH, listing, median, price, and USA.

Redfin is a real estate brokerage and publishes the US housing market data on a regular basis. Using this dataset, you can analyze and visualize housing market data for US cities. Timeline: Starting from February 2012 until the present time (Data is refreshed and updated on a monthly basis)

The dataset has the following columns: - period_begin - period_end - period_duration
- region_type
- region_type_id - table_id - is_seasonally_adjusted. (indicates if prices are seasonally adjusted; f represents False) - region - city - state - state_code - property_type - property_type_id - median_sale_price
- median_sale_price_mom (median sale price changes month over month) - median_sale_price_yoy (median sale price changes year over year) - median_list_price
- median_list_price_mom (median list price changes month over month) - median_list_price_yoy (median list price changes year over year) - median_ppsf (median sale price per square foot) - median_ppsf_mom (median sale price per square foot changes month over month) - median_ppsf_yoy (median sale price per square foot changes year over year) - median_list_ppsf (median list price per square foot) - median_list_ppsf_mom (median list price per square foot changes month over month) - median_list_ppsf_yoy. (median list price per square foot changes year over year) - homes_sold (number of homes sold) - homes_sold_mom (number of homes sold month over month) - homes_sold_yoy (number of homes sold year over year) - pending_sales
- pending_sales_mom
- pending_sales_yoy
- new_listings - new_listings_mom
- new_listings_yoy
- inventory - inventory_mom
- inventory_yoy
- months_of_supply
- months_of_supply_mom - months_of_supply_yoy
- median_dom (median days on market until property is sold) - median_dom_mom (median days on market changes month over month) - median_dom_yoy (median days on market changes year over year) - avg_sale_to_list (average sale price to list price ratio) - avg_sale_to_list_mom (average sale price to list price ratio changes month over month) - avg_sale_to_list_yoy (average sale price to list price ratio changes year over year) - sold_above_list
- sold_above_list_mom - sold_above_list_yoy - price_drops - price_drops_mom - price_drops_yoy - off_market_in_two_weeks (number of properties that will be taken off the market within 2 weeks) - off_market_in_two_weeks_mom (changes in number of properties that will be taken off the market within 2 weeks, month over month) - off_market_in_two_weeks_yoy (changes in number of properties that will be taken off the market within 2 weeks, year over year) - parent_metro_region - parent_metro_region_metro_code - last_updated

Filetype: gzip (gz) Support for gzip files in Python: https://docs.python.org/3/library/gzip.html

Data Source & Credit: Redfin.com

Graph and download economic data for All-Transactions House Price Index for Franklin County, OH (ATNHPIUS39049A) from 1975 to 2024 about Franklin County, OH; Columbus; OH; HPI; housing; price index; indexes; price; and USA.

Housing Inventory: Median Listing Price Year-Over-Year in Ohio was 4.30% in October of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Listing Price Year-Over-Year in Ohio reached a record high of 20.45 in February of 2023 and a record low of -5.39 in September of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Listing Price Year-Over-Year in Ohio - last updated from the United States Federal Reserve on November of 2025.

Housing Inventory: Median Days on Market in Ohio was 44.00000 Level in October of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Days on Market in Ohio reached a record high of 87.00000 in January of 2017 and a record low of 25.00000 in June of 2021. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Days on Market in 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 Cincinnati, OH-KY-IN (MSA) (ATNHPIUS17140Q) from Q2 1976 to Q3 2025 about Cincinnati, KY, IN, OH, appraisers, HPI, housing, price index, indexes, price, and USA.

Housing Inventory: Median Listing Price per Square Feet Year-Over-Year in Ohio was 3.74% in September of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Listing Price per Square Feet Year-Over-Year in Ohio reached a record high of 15.10 in May of 2024 and a record low of 0.22 in May of 2020. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Listing Price per Square Feet Year-Over-Year in Ohio - last updated from the United States Federal Reserve on November of 2025.

Median Home Sale Price: All Residential: Columbus, OH data was reported at 255.000 USD th in Jul 2020. This records an increase from the previous number of 250.000 USD th for Jun 2020. Median Home Sale Price: All Residential: Columbus, OH data is updated monthly, averaging 172.000 USD th from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 255.000 USD th in Jul 2020 and a record low of 122.000 USD th in Jan 2013. Median Home Sale Price: All Residential: Columbus, OH 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.

Housing Inventory: Median Listing Price in Ohio was 280000.00000 U.S. $ in October of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Median Listing Price in Ohio reached a record high of 295000.00000 in June of 2025 and a record low of 129913.00000 in January of 2017. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Median Listing Price in Ohio - last updated from the United States Federal Reserve on November of 2025.

Median Home Sale Price: All Residential: Alice, TX data was reported at 65.000 USD th in Jun 2020. This records a decrease from the previous number of 193.000 USD th for Apr 2020. Median Home Sale Price: All Residential: Alice, TX data is updated monthly, averaging 126.500 USD th from Jun 2013 (Median) to Jun 2020, with 14 observations. The data reached an all-time high of 276.000 USD th in Nov 2018 and a record low of 20.000 USD th in Sep 2017. Median Home Sale Price: All Residential: Alice, 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.

Graph and download economic data for All-Transactions House Price Index for Dayton-Kettering, OH (MSA) (ATNHPIUS19430Q) from Q1 1977 to Q2 2025 about Dayton, OH, HPI, housing, price index, indexes, price, and USA.

Housing Inventory: Average Listing Price Month-Over-Month in Ohio was -0.74% in October of 2025, according to the United States Federal Reserve. Historically, Housing Inventory: Average Listing Price Month-Over-Month in Ohio reached a record high of 5.51 in February of 2023 and a record low of -3.23 in October of 2024. Trading Economics provides the current actual value, an historical data chart and related indicators for Housing Inventory: Average Listing Price Month-Over-Month in Ohio - last updated from the United States Federal Reserve on November of 2025.

Median Home Sale Price: All Residential: Bridgeport, CT data was reported at 493.000 USD th in Jul 2020. This records an increase from the previous number of 485.000 USD th for Jun 2020. Median Home Sale Price: All Residential: Bridgeport, CT data is updated monthly, averaging 385.000 USD th from Feb 2015 (Median) to Jul 2020, with 66 observations. The data reached an all-time high of 493.000 USD th in Jul 2020 and a record low of 336.000 USD th in Feb 2019. Median Home Sale Price: All Residential: Bridgeport, CT 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.