Assignment 3

[Caoming1582]

What changes are you trying to make? (e.g. Adding or removing code, refactoring existing code, adding reports)

This assignment adds two data visualizations, supporting python codes, and analysis based on open datasets from the City of Toronto. The project applies data visualization concepts learned in class to a set of real world data.

What did you learn from the changes you have made?

I learned how to work with publicly available datasets, transform raw data into meaningful visualizations, and apply data visualization best practices. This assignment helped me gain a deeper understanding of how visualization choices can influence the clarity and effectiveness of communicating insights.

Was there another approach you were thinking about making? If so, what approach(es) were you thinking of?

Besides Python, I also used Excel to create one of the visualizations. Other tools that I could have explored for this project include RStudio and GraphPad Prism. Each of these platforms offers different strengths for data visualization and could have been used to produce similar results.

Were there any challenges? If so, what issue(s) did you face? How did you overcome it?

The main challenge was developing a research question and filtering the dataset to identify the most relevant information. I overcame this by exploring the data and narrowing my focus to variables that could effectively answer the question. Once the data was organized, creating the visualizations was relatively straightforward.

How were these changes tested?

yes

A reference to a related issue in your repository (if applicable)

N/A

Checklist

• [Y ] I can confirm that my changes are working as intended

[namraschazil]

Hi I am unable to view the visualizations. is there any other way that they can be added and not a pdf version? a screenshot or png image

[Caoming1582]

[Caoming1582]

[Caoming1582]

Thanks for letting me know! I have included screenshots of the graphs in the comments above. Please let me know if you are still unable to view them, and I would be happy to provide them in another format.