https://ua-weapons.streamlit.app/
I began working on this project at the end of 2021, when I stumbled upon MIA (Ministry of Internal Affairs) of Ukraine data, believing that it may potentially uncover how weapons theft and loss fit into the "terraforming" processes of the country as a political entity.
Some peculiar changes occur throughout the history of Ukraine, which may or may not correlate with particular events, some of which I included as the barchart annotations near the top of the webpage. Therefore, I would recommend viewing these annotations as time markers rather than events tied to the numbers.
It is worth noting that this project is by no means a statistical analysis but rather a visual representation of the dataset, which some of you might find interesting, just as I did.
Visualization Example
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The original dataset can be accessed at data.gov.ua
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The jupyter notebook which was used during IDE and then transformed into a separate pipeline script can be found in my notebooks repository
The majority of changes were made to the data import and modeling workflows in the GitHub Actions.
- wget has been added which enables to download the JSON file via HTTPS using custom headers;
- JSON file is now stored as an artifact and used only within a workflow;
- Model Data workflow will now run only when the Import Data finishes, or when triggered manually;
- Data Flow/Models Relationship diagram has been updated.
Pandas, NumPy, Matplotlib, Plotly, Streamlit