Data:
* clean_data_la.csv
* county_annual_la.csv
* county_la.csv
* model_data_4.csv
* timeseriesdata.csv
* zillow_data.csv
* zipcity_la.csv
* zipcode_la.csv
* Zicodes_annual_la.csv
* Zipcodes_monthly_la.csv
* Zipcodes.csv
Notebooks:
* Cleaning_LA.ipynb
* Final_Model_5_Zipcodes.ipynb
* Maps=Fianl.ipynb
GeoJsons:
Multiple Geojsons
Images:
* Contains array of images that are use in the powerpoint pdf
Maps:
* Contains array of maps
- Home Value below $500,000
- No more than +/- $20,000 from the peak 2006 prices
- 10% 3 year Return on Investment
- Want homes Zip Codes that have just reached back to 2006 peak levels
- ROI for past 3 years >10%
d = (1,2) p = q = (1,2,3)
A SARIMAX model was then used on each of the 36 Zip Codes, to predict house prices in 3 years time.
Top 5 Zip Codes were chosen based on the highest 3 year ROI based on these models.
The Top Zip Codes are as follows:
- 90037: 3-year ROI = 20.35%
- 90304: 3-year ROI = 17.79%
- 90813: 3-year ROI = 14.99%
- 90001: 3-year ROI = 10.56%
- 91768: 3-year ROI = 4.96%
- More Data - Gather more information about House Prices in Zip Codes
- More up to date - 2020
- Explore schools, hospitals etc in Zipcodes - Does School cachement area affect prices
- Demographic information - Age, Families etc per Zip Code