This R + Shiny app uses a regression model to estimate the sale price of houses (parcels) in Allegheny County, PA.
You can view the app here
- Read in raw assessment data from WPRDC
- clean_assessments.R
- Create crosswalk of geographic IDs
- merge_school_districts_wards.R
- Clean parcel geometry
- clean_parcel_geo.R
- Join assessments with geo_id crosswalk
- geocode_parcels.R
- EDA
- eda/assessment_eda.Rmd
- Compare model performance
- compare_model_performance.R
- Compare model timing
- model_timing.R
- Choose final model
- choose_model.R
- Fit model and predict results
- Review model results
- Shiny App