The dataset contains information on 13,932 single-family homes sold in Miami-Dade County in 2016. Besides publicly available information, the dataset creator Steven C. Bourassa has added distance variables, aviation noise as well as latitude and longitude.

More information can be found open-access on https://www.mdpi.com/1595920.

The dataset can also be downloaded via miami <- OpenML::getOMLDataSet(43093)$data.

miami

Format

A data frame with 13,932 rows and 17 columns:

PARCELNO

unique identifier for each property. About 1% appear multiple times.

SALE_PRC

sale price ($)

LND_SQFOOT

land area (square feet)

TOT_LVG_AREA

floor area (square feet)

SPEC_FEAT_VAL

value of special features (e.g., swimming pools) ($)

RAIL_DIST

distance to the nearest rail line (an indicator of noise) (feet)

OCEAN_DIST

distance to the ocean (feet)

WATER_DIST

distance to the nearest body of water (feet)

CNTR_DIST

distance to the Miami central business district (feet)

SUBCNTR_DI

distance to the nearest subcenter (feet)

HWY_DIST

distance to the nearest highway (an indicator of noise) (feet)

age

age of the structure

avno60plus

dummy variable for airplane noise exceeding an acceptable level

structure_quality

quality of the structure

month_sold

sale month in 2016 (1 = jan)

LATITUDE, LONGITUDE

Coordinates