Displacement risk indicator classifying census tracts according to single-family home sale prices in census tracts where at least 100 single-family homes exist. We classify arms-length transactions only along two dimensions:The median price of sales within the census tract for the specified year, balancing between nominal sale price and sale price per square foot.The change in median sale price (again balanced between nominal sale price and price per square foot) from the previous year.

Graph and download economic data for Housing Inventory: Active Listing Count Month-Over-Month in Seattle-Tacoma-Bellevue, WA (CBSA) (ACTLISCOUMM42660) from Jul 2017 to Sep 2025 about Seattle, WA, active listing, listing, and USA.

Graph and download economic data for Housing Inventory: Median Days on Market Year-Over-Year in Seattle-Tacoma-Bellevue, WA (CBSA) (MEDDAYONMARYY42660) from Jul 2017 to Sep 2025 about Seattle, WA, median, and USA.

Graph and download economic data for All-Transactions House Price Index for Seattle-Bellevue-Kent, WA (MSAD) (ATNHPIUS42644Q) from Q4 1975 to Q2 2025 about Seattle, WA, appraisers, HPI, housing, price index, indexes, price, and USA.

United States Pending Sales: sa: All Residential: Seattle, WA data was reported at 4,323.384 Unit in Jul 2020. This records an increase from the previous number of 3,838.100 Unit for Jun 2020. United States Pending Sales: sa: All Residential: Seattle, WA data is updated monthly, averaging 3,684.222 Unit from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 4,433.910 Unit in Aug 2017 and a record low of 2,447.809 Unit in Jun 2012. United States Pending Sales: sa: All Residential: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB047: Pending Home Sales: by Metropolitan Areas: Seasonally Adjusted.

Context

The purpose of this kernel is to predict the price of a house that a realtor can charge, or a customer can invest to buy a house by considering multiple input factors. Also, to classify the houses into Good and Excellent category based on the input variables by using best machine learning classification and regression algorithms with more efficiency.

Content

This dataset contains house sale prices for King County, which includes Seattle. It includes homes sold between May 2014 and May 2015. The dataset is pretty unbalanced with wide range of houses information that are built and renovated from the year 1990 to 2015. The dataset has total 21 variables including price,price, condition, number of bedrooms, bathrooms and other features of house.

Inspiration

I was inspired by the House sales dataset in King County, USA (https://www.kaggle.com/harlfoxem/housesalesprediction) and House Sales in Ontario (https://www.kaggle.com/mnabaee/ontarioproperties) datasets and the predictions and classifiers used.

Sale of Houses can go high and low depending on the market and multiple factors like location, number of bedrooms, year built etc. All these factors help in deriving the sale price of the house and grading of the house. Millions of houses information can be stored with all the details and factors in the historical timelines. Using machine learning techniques, we can analyze the data and predict the price of new houses and also classify the houses and fix a price value by calculating all the factors that directly or indirectly impact on the overall sale of house.

United States Median Home Sale Price: sa: Townhouse: Seattle, WA data was reported at 586.000 USD th in Jul 2020. This records an increase from the previous number of 574.000 USD th for Jun 2020. United States Median Home Sale Price: sa: Townhouse: Seattle, WA data is updated monthly, averaging 389.000 USD th from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 586.000 USD th in Jul 2020 and a record low of 215.000 USD th in Feb 2012. United States Median Home Sale Price: sa: Townhouse: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB057: Median Home Sale Price: by Metropolitan Areas: Seasonally Adjusted.

United States Pending Sales: sa: Townhouse: Seattle, WA data was reported at 496.351 Unit in Jul 2020. This records an increase from the previous number of 431.916 Unit for Jun 2020. United States Pending Sales: sa: Townhouse: Seattle, WA data is updated monthly, averaging 382.991 Unit from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 503.014 Unit in Nov 2017 and a record low of 181.638 Unit in May 2012. United States Pending Sales: sa: Townhouse: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB047: Pending Home Sales: by Metropolitan Areas: Seasonally Adjusted.

United States New Listings: All Residential: Seattle, WA data was reported at 5,978.000 Unit th in Jul 2020. This records an increase from the previous number of 5,220.000 Unit th for Jun 2020. United States New Listings: All Residential: Seattle, WA data is updated monthly, averaging 4,360.000 Unit th from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 6,935.000 Unit th in May 2019 and a record low of 1,297.000 Unit th in Dec 2018. United States New Listings: All Residential: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB033: New Homes Listed for Sale: by Metropolitan Areas.

Graph and download economic data for S&P CoreLogic Case-Shiller WA-Seattle Home Price Index (SEXRNSA) from Jan 1990 to Jul 2025 about Seattle, WA, HPI, housing, price index, indexes, price, and USA.

List of properties currently owned by City of Seattle.

United States New Listings: sa: All Residential: Seattle, WA data was reported at 4,413.053 Unit th in Jul 2020. This records an increase from the previous number of 4,122.347 Unit th for Jun 2020. United States New Listings: sa: All Residential: Seattle, WA data is updated monthly, averaging 4,270.773 Unit th from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 4,637.973 Unit th in Apr 2016 and a record low of 2,759.804 Unit th in Apr 2020. United States New Listings: sa: All Residential: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB034: New Homes Listed for Sale: by Metropolitan Areas: Seasonally Adjusted.

Seattle-Tacoma-Bellevue, WA - Home Price Sales Pair Counts for Seattle, Washington was 5330.00000 Units in May of 2025, according to the United States Federal Reserve. Historically, Seattle-Tacoma-Bellevue, WA - Home Price Sales Pair Counts for Seattle, Washington reached a record high of 11020.00000 in August of 2021 and a record low of 1589.00000 in February of 2009. Trading Economics provides the current actual value, an historical data chart and related indicators for Seattle-Tacoma-Bellevue, WA - Home Price Sales Pair Counts for Seattle, Washington - last updated from the United States Federal Reserve on September of 2025.

United States New Listings: Single Family: Seattle, WA data was reported at 4,241.000 Unit th in Jul 2020. This records an increase from the previous number of 3,725.000 Unit th for Jun 2020. United States New Listings: Single Family: Seattle, WA data is updated monthly, averaging 3,204.500 Unit th from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 5,227.000 Unit th in May 2019 and a record low of 900.000 Unit th in Dec 2018. United States New Listings: Single Family: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB033: New Homes Listed for Sale: by Metropolitan Areas.

United States Pending Sales: sa: Condo/Co-op: Seattle, WA data was reported at 678.232 Unit in Jul 2020. This records an increase from the previous number of 549.719 Unit for Jun 2020. United States Pending Sales: sa: Condo/Co-op: Seattle, WA data is updated monthly, averaging 565.200 Unit from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 769.338 Unit in Aug 2017 and a record low of 284.274 Unit in Jun 2012. United States Pending Sales: sa: Condo/Co-op: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB047: Pending Home Sales: by Metropolitan Areas: Seasonally Adjusted.

United States Homes Sold: All Residential: Seattle, WA data was reported at 4,943.000 Unit th in Jul 2020. This records an increase from the previous number of 4,368.000 Unit th for Jun 2020. United States Homes Sold: All Residential: Seattle, WA data is updated monthly, averaging 3,804.000 Unit th from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 5,529.000 Unit th in Jun 2016 and a record low of 2,194.000 Unit th in Jan 2014. United States Homes Sold: All Residential: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB017: Homes Sold: by Metropolitan Areas.

United States Median Home Sale Price: sa: Single Family: Seattle, WA data was reported at 645.000 USD th in Jul 2020. This records an increase from the previous number of 626.000 USD th for Jun 2020. United States Median Home Sale Price: sa: Single Family: Seattle, WA data is updated monthly, averaging 470.000 USD th from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 645.000 USD th in Jul 2020 and a record low of 306.000 USD th in Feb 2012. United States Median Home Sale Price: sa: Single Family: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB057: Median Home Sale Price: by Metropolitan Areas: Seasonally Adjusted.

Graph and download economic data for Housing Inventory: Median Listing Price in Seattle-Tacoma-Bellevue, WA (CBSA) (MEDLISPRI42660) from Jul 2016 to Sep 2025 about Seattle, WA, listing, median, price, and USA.

United States Pending Sales: Multi-Family: Seattle, WA data was reported at 57.000 Unit in Jul 2020. This records an increase from the previous number of 46.000 Unit for Jun 2020. United States Pending Sales: Multi-Family: Seattle, WA data is updated monthly, averaging 40.000 Unit from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 66.000 Unit in Jul 2018 and a record low of 19.000 Unit in Dec 2012. United States Pending Sales: Multi-Family: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB046: Pending Home Sales: by Metropolitan Areas.

United States Avg Sale to List: sa: All Residential: Seattle, WA data was reported at 100.866 % in Jul 2020. This records an increase from the previous number of 100.687 % for Jun 2020. United States Avg Sale to List: sa: All Residential: Seattle, WA data is updated monthly, averaging 100.155 % from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 103.290 % in Feb 2018 and a record low of 98.054 % in Feb 2012. United States Avg Sale to List: sa: All Residential: Seattle, WA data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB051: Average Sales to List: by Metropolitan Areas: Seasonally Adjusted.