Housing Price Index Using Crime Rate Data
To uncover the correlations between crime rate and housing price index
@kaggle.sandeep04201988_housing_price_index_using_crime_rate_data
To uncover the correlations between crime rate and housing price index
@kaggle.sandeep04201988_housing_price_index_using_crime_rate_data
This dataset was actually made to check the correlations between a housing price index and its crime rate. Rise and fall of housing prices can be due to various factors with obvious reasons being the facilities of the house and its neighborhood. Think of a place like Detroit where there are hoodlums and you don't want to end up buying a house in the wrong place. This data set will serve as historical data for crime rate data and this in turn can be used to predict whether the housing price will rise or fall. Rise in housing price will suggest decrease in crime rate over the years and vice versa.
The headers are self explanatory. index_nsa is the housing price non seasonal index.
Thank you to my team who helped in achieving this.
https://www.kaggle.com/marshallproject/crime-rates
https://catalog.data.gov/dataset/fhfa-house-price-indexes-hpis
Data was collected from these 2 sources and merged to get the resulting dataset.
CREATE TABLE merged_dataset (
"year" DOUBLE,
"index_nsa" DOUBLE,
"city_state" VARCHAR -- City, State,
"population" DOUBLE,
"violent_crimes" DOUBLE,
"homicides" DOUBLE,
"rapes" DOUBLE,
"assaults" DOUBLE,
"robberies" DOUBLE
);Anyone who has the link will be able to view this.