Graph and download economic data for All-Transactions House Price Index for Boston, MA (MSAD) (ATNHPIUS14454Q) from Q3 1977 to Q2 2025 about Boston, MA, appraisers, HPI, housing, price index, indexes, price, and USA.

Context

The Boston house-price data of Harrison, D. and Rubinfeld, D.L. 'Hedonic prices and the demand for clean air', J. Environ. Economics & Management, vol.5, 81-102, 1978.

Attribute Information

Input features in order: 1) CRIM: per capita crime rate by town 2) ZN: proportion of residential land zoned for lots over 25,000 sq.ft. 3) INDUS: proportion of non-retail business acres per town 4) CHAS: Charles River dummy variable (1 if tract bounds river; 0 otherwise) 5) NOX: nitric oxides concentration (parts per 10 million) [parts/10M] 6) RM: average number of rooms per dwelling 7) AGE: proportion of owner-occupied units built prior to 1940 8) DIS: weighted distances to five Boston employment centres 9) RAD: index of accessibility to radial highways 10) TAX: full-value property-tax rate per $10,000 [$/10k] 11) PTRATIO: pupil-teacher ratio by town 12) B: The result of the equation B=1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town 13) LSTAT: % lower status of the population

Output variable: 1) MEDV: Median value of owner-occupied homes in $1000's [k$]

Source

StatLib - Carnegie Mellon University

Relevant Papers

Harrison, David & Rubinfeld, Daniel. (1978). Hedonic housing prices and the demand for clean air. Journal of Environmental Economics and Management. 5. 81-102. 10.1016/0095-0696(78)90006-2. LINK

Belsley, David A. & Kuh, Edwin. & Welsch, Roy E. (1980). Regression diagnostics: identifying influential data and sources of collinearity. New York: Wiley LINK

The S&P Case Shiller Boston Home Price Index has risen steadily since *************. The index measures changes in the prices of existing single-family homes. The index value was equal to 100 as of ************, so if the index value is equal to *** in a given month, for example, it means that the house prices have increased by ** percent since 2000. The value of the S&P Case Shiller Boston Home Price Index amounted to nearly ****** in ***********. That was above the national average.

Graph and download economic data for S&P CoreLogic Case-Shiller MA-Boston Home Price Index (BOXRNSA) from Jan 1987 to Jul 2025 about Boston, NH, MA, HPI, housing, price index, indexes, price, and USA.

We are predicting the House prices for Boston Dataset based on the various features given. The features are numeric and therefore we apply linear regression algorithm to predict a continuous target value. We are using scikit-learn's dataset boston.

There are 506 rows and 13 attributes (features) with a target column (price). Here are the features listed. 1. CRIM per capital crime rate by town 2. ZN proportion of residential land zoned for lots over 25,000 sq.ft. 3. INDUS proportion of non-retail business acres per town 4. CHAS Charles River dummy variable (= 1 if tract bounds river; 0 otherwise) 5. NOX nitric oxides concentration (parts per 10 million) 6. RM average number of rooms per dwelling 7. AGE proportion of owner-occupied units built prior to 1940 8. DIS weighted distances to five Boston employment centers 9. RAD index of accessibility to radial highways 10.TAX full-value property-tax rate per 10,000 USD 11. PTRATIO pupil-teacher ratio by town 12. Black 1000(Bk — 0.63)² where Bk is the proportion of blacks by town 13. LSTAT % lower status of the population

Target: Price

Summary of results obtained for Boston House Pricing.

Graph and download economic data for Home Price Index (High Tier) for Boston, Massachusetts (BOXRHTNSA) from Jan 1987 to Jul 2025 about high tier, Boston, HPI, housing, price index, indexes, price, and USA.

View monthly updates and historical trends for Case-Shiller Home Price Index: Boston, MA. Source: Standard and Poor's. Track economic data with YCharts an…

Dataset

This dataset was created by Umashree31

Released under MIT

Contents

All-Transactions House Price Index for Boston, MA (MSAD) was 489.94000 Index 1995 Q1=100 in April of 2025, according to the United States Federal Reserve. Historically, All-Transactions House Price Index for Boston, MA (MSAD) reached a record high of 489.94000 in April of 2025 and a record low of 24.75000 in October of 1977. Trading Economics provides the current actual value, an historical data chart and related indicators for All-Transactions House Price Index for Boston, MA (MSAD) - last updated from the United States Federal Reserve on October of 2025.

Graph and download economic data for All-Transactions House Price Index for Massachusetts (MASTHPI) from Q1 1975 to Q2 2025 about MA, appraisers, HPI, housing, price index, indexes, price, and USA.

The Boston Housing Dataset

The Boston Housing Dataset is a derived from information collected by the U.S. Census Service concerning housing in the area of Boston MA. The following describes the dataset columns: 1. CRIM- per capita crime rate by town 2. ZN- proportion of residential land zoned for lots over 25,000 sq.ft. 3. INDUS- proportion of non-retail business acres per town. 4. CHAS- Charles River dummy variable (1 if tract bounds river; 0 otherwise) 5. NOX- nitric oxides concentration (parts per 10 million) 6. RM- average number of rooms per dwelling 7. AGE- proportion of owner-occupied units built prior to 1940 8. DIS- weighted distances to five Boston employment centres 9. RAD- index of accessibility to radial highways 10. TAX- full-value property-tax rate per $10,000 11. PTRATIO- pupil-teacher ratio by town 12. B- 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town 13. LSTAT- % lower status of the population 14. MED- Median value of owner-occupied homes in **1000's

Dataset

This dataset was created by Polu Sreekanth Reddy.

Contents

The Physical exercise data set contains data about physical exercise, Iris data set contains data about iris plants, Wine data set contains data about wine, Boston house price data set contains data about house prices, Breast cancer data set contains data about breast cancer, Epilepsy data set contains data about epilepsy

Explore Boston, MA rental market 2025. The average long-term prices $3,342 and short-term $4,567, with trends shaping housing in a city of 663,972 residents.

Graph and download economic data for All-Transactions House Price Index for Norfolk County, MA (ATNHPIUS25021A) from 1975 to 2024 about Norfolk County, MA; Boston; MA; HPI; housing; price index; indexes; price; and USA.

View quarterly updates and historical trends for Boston, MA (MSAD) House Price All-Transactions Index. Source: Federal Housing Finance Agency. Track econo…

This Dataset contains 506 observations , 13 features of each house such as Number of Rooms, Crime rate of the House’s Area and so on and 1 target variable Price. https://archive.ics.uci.edu/ml/machine-learning-databases/housing/?C=N;O=D

1) Data Introduction • The Real Estate DataSet consists of 506 examples, including home prices in the Boston suburbs and various residential and environmental characteristics.

2) Data Utilization (1) Real Estate DataSet has characteristics that: • The dataset provides 13 continuous variables and one binary variable, including crime rate, house size, environmental pollution, accessibility, tax rate, and population characteristics. (2) Real Estate DataSet can be used to: • House Price Forecast: It can be used to develop a regression model that predicts the median price (MEDV) of a house based on various residential and environmental factors. • Analysis of Urban Planning and Policy: It can be used for urban development and policy making by analyzing the impact of residential environmental factors such as crime rates, environmental pollution, and educational environment on housing values.

Dataset

This dataset was created by Domenico Morabito

Contents