Graph and download economic data for Producer Price Index by Commodity: Real Estate Services (Partial): Nonresidential Property Sales and Leases Including Land, Brokerage Fees and Commissions (WPU4312) from Dec 2008 to Sep 2025 about land, brokers, fees, leases, nonresidential, real estate, sales, services, commodities, PPI, inflation, price index, indexes, price, and USA.

1. Real estate transaction information includes location, area, total price, etc. 2. This dataset is updated every 10 days.

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.

Real estate sales transactions real price registration information, including the location of the subject (de-identified), area, total price, and other information. (Xizhi District)

This dataset contains data on all Real Property parcels that have sold since 2013 in Allegheny County, PA.

Before doing any market analysis on property sales, check the sales validation codes. Many property "sales" are not considered a valid representation of the true market value of the property. For example, when multiple lots are together on one deed with one price they are generally coded as invalid ("H") because the sale price for each parcel ID number indicates the total price paid for a group of parcels, not just for one parcel. See the Sales Validation Codes Dictionary for a complete explanation of valid and invalid sale codes.

Sales Transactions Disclaimer: Sales information is provided from the Allegheny County Department of Administrative Services, Real Estate Division. Content and validation codes are subject to change. Please review the Data Dictionary for details on included fields before each use. Property owners are not required by law to record a deed at the time of sale. Consequently the assessment system may not contain a complete sales history for every property and every sale. You may do a deed search at http://www.alleghenycounty.us/re/index.aspx directly for the most updated information. Note: Ordinance 3478-07 prohibits public access to search assessment records by owner name. It was signed by the Chief Executive in 2007.

Real estate sales case transaction information, including the location of the subject property (de-identified), area, total price, and other information. (Tucheng District)

Dataset

This dataset was created by Mohammad Al-Azawi

Contents

Annual house price inflation, simple and mix-adjusted average house prices, by dwelling, type of buyer, number of transactions, mortgage advances, distribution of borrowers' ages/incomes, interest rates, land prices, average valuations, Land Registry data

United States - Producer Price Index by Industry: Offices of Real Estate Agents and Brokers: Real Estate Brokerage, Nonresidential Property Sales and Leases Including Land Sales and Leases was 140.20800 Index Dec 2006=100 in August of 2025, according to the United States Federal Reserve. Historically, United States - Producer Price Index by Industry: Offices of Real Estate Agents and Brokers: Real Estate Brokerage, Nonresidential Property Sales and Leases Including Land Sales and Leases reached a record high of 146.58700 in December of 2022 and a record low of 96.30000 in May of 2011. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Producer Price Index by Industry: Offices of Real Estate Agents and Brokers: Real Estate Brokerage, Nonresidential Property Sales and Leases Including Land Sales and Leases - last updated from the United States Federal Reserve on November of 2025.

This dataset contains real-world property sales data from the UK, combining details from Rightmove and HM Land Registry.

You'll find: - A main property table (properties_main.csv) with info like type, location, latest price, and build type - A sale history table (price_history.csv) listing every known transaction for each property

🧠 This dataset is designed for learning and practice. It includes: - Messy fields (like missing bedrooms or bathroom info) - Currency values in text format (e.g. £280,000) - Linked tables via a unique property_id

Real estate sales information, including property location (de-identified), area, total price, and other information, available for property sales cases. (Sanjhih District)

Brazil Land Prices: Average Price: Paid by Producer: Rio Grande do Sul data was reported at 21,100.000 BRL/ha in Apr 2019. This records a decrease from the previous number of 21,571.430 BRL/ha for Mar 2019. Brazil Land Prices: Average Price: Paid by Producer: Rio Grande do Sul data is updated monthly, averaging 20,916.690 BRL/ha from Sep 2010 (Median) to Apr 2019, with 86 observations. The data reached an all-time high of 23,075.020 BRL/ha in Jan 2017 and a record low of 8,444.440 BRL/ha in Nov 2011. Brazil Land Prices: Average Price: Paid by Producer: Rio Grande do Sul data remains active status in CEIC and is reported by National Supply Company. The data is categorized under Brazil Premium Database’s Agriculture Sector – Table BR.RIH004: Land Prices: Average Price: Paid by Producer. The prices correspond to average price of bare land which is the land without any improvement or processing (including plantations) paid by the producers in different states in Brazil.

Taiwan Urban Land Price Index: Commercial: Fuchien Pro: Kinmen County data was reported at 141.650 31Mar2013=100 in Mar 2018. This records an increase from the previous number of 140.410 31Mar2013=100 for Sep 2017. Taiwan Urban Land Price Index: Commercial: Fuchien Pro: Kinmen County data is updated semiannually, averaging 135.290 31Mar2013=100 from Mar 2013 (Median) to Mar 2018, with 11 observations. The data reached an all-time high of 141.650 31Mar2013=100 in Mar 2018 and a record low of 100.000 31Mar2013=100 in Mar 2013. Taiwan Urban Land Price Index: Commercial: Fuchien Pro: Kinmen County data remains active status in CEIC and is reported by Ministry of the Interior. The data is categorized under Global Database’s Taiwan – Table TW.EB001: Urban Land Price Index: 31Mar2013=100.

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.

Denmark Property Price: Intra Family Sales: Agricultural Properties (AP) data was reported at 4,916.000 DKK th in Jun 2018. This records an increase from the previous number of 4,500.000 DKK th for Mar 2018. Denmark Property Price: Intra Family Sales: Agricultural Properties (AP) data is updated quarterly, averaging 3,032.000 DKK th from Mar 1992 (Median) to Jun 2018, with 106 observations. The data reached an all-time high of 7,355.000 DKK th in Mar 2012 and a record low of 1,029.000 DKK th in Jun 1992. Denmark Property Price: Intra Family Sales: Agricultural Properties (AP) data remains active status in CEIC and is reported by Statistics Denmark. The data is categorized under Global Database’s Denmark – Table DK.P001: Property Price.

Residential Property Prices in Denmark increased 7.31 percent in June of 2025 over the same month in the previous year. This dataset includes a chart with historical data for Denmark Residential Property Prices.

Purchase cases, Area sold, Purchase amount, Average purchase value for building land: Germany, years, land size classes, type of land