Ukraine — Battle & Armed Clash History Data Analysis


Some conflicts have unknown number of casualties recorded. I limited this analysis to conflicts with known number of casualties. However, it must be noted that not all conflicts could result to casualties.

Exploratory Analysis and Visualization

I computed the mean, sum and other interesting statistics for numeric columns.

Exploratory Data Analysis

The total number of fatalities in the timeframe under review was about 2330.

This analysis shows that the most prevalent battle type is the “Armed Clash”

Let’s see a visualization of the top 5 locations with the most conflicts


Both sides should explore alternative dispute resolution as a means to resolve conflicts as all these lives lost could be avoided.

References and Future Work

1 — I fetched this data from



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