📅 2023-09-23 — Session: Enhanced DataFrame and Visualization Techniques in Python
🕒 19:00–19:30
🏷️ Labels: Python, Data Visualization, Pandas, Matplotlib, Seaborn
📂 Project: Dev
⭐ Priority: MEDIUM
Session Goal
The session aimed to enhance data manipulation and visualization techniques using Python libraries, specifically focusing on DataFrame operations and bar plot customizations.
Key Activities
- Inserted values into a DataFrame, removed NaN entries, and recomputed derived metrics using Pandas.
- Adjusted bar widths and positions in Matplotlib for better visual comparison.
- Customized bar plots in Seaborn to render specific bars as hollow for enhanced visual distinction.
- Modified the monthly payment structure in code to handle varying payment amounts and adjusted for inflation in debt payment simulations.
Achievements
- Successfully implemented DataFrame updates and visualized the results using Matplotlib and Seaborn.
- Enhanced the visual appeal and clarity of data presentations by customizing bar plots.
Pending Tasks
- Further optimization of code for handling larger datasets efficiently.
- Exploration of additional customization options in Seaborn and Matplotlib for more complex visualizations.