Data science and data analysis gives us access to the ability to make our own interpretations from the data. I wanted to see what was really happening in Ukraine and on Kaggle I found the data to do this data analysis guided project in Python. Use Pandas and Seaborn to build plots that allow us to analyze the situation in Ukraine. This project pays special attention to practicing list comprehension in Python. The was originally completed on June 26th.
Part 1
Part 2
Part 3
Part 4
Part 5
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Think this tutorial had alot more advanced function building but the foundation isn't there I could imagine if I was not already familiar with pandas numpy and matplotlib it would have been impossible for me to understand but for intermediate folks that can follow along it shouldn't be a problem. Most of the time in these types of projects the intuitive "why" and "how" just doesn't connect or isn't there. But this project was more for you then the consumer. I appreciate your efforts though.