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Denver Business Closures During the Pandemic

Using the Colorado state business entity data we looked into the number, and location, of businesses that were reported closed, delinquent, or no longer in good standing with the state. We observed that there was not a large disparity in the percentage of closures compared to previous years overall, but there were specific locations that suffered more than others.

Datasets Used

Requirements

Requirements to run the notebook are stored in requirements.txt

numpy
pandas
plotly
matplotlib
scikit-learn

Installation:

pip install -r requirements.txt

Notebook

The jupyter notebook shows the complete methodology of the project for analyzing the dataset as well as visualizations and explanations

Results

Closure Heatmap
Heatmap of business closures across the city of Denver

Number of Closures
Raw number of businesses closed during the year

Percentage of Businesses Closed
Percentage of the businesses operating that closure during the respective year

Number of Closures
The average number of years a business was operating before shutting down

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