An analysis of the ZIP-code-level factors related to higher positivity rates and lower testing rates in Chicago ZIP codes as well as a 2-week positivity rate projection for November 3 - 17. This analysis have been conducted in Jupyter Notebooks with Geopandas, statsmodels, and pmdarima being the most important packages for this analysis.