Color-Coding Car Data: A Simple Guide to Scatter Plots with Custom Colors

Here's a refactored version of the code with proper indentation, comments, and a clear structure:

Efficiently Reading Multiple CSV Files into Pandas DataFrame Using Python's Built-in Libraries: A Performance Comparison of Approaches

Merging Multi-Indexed Columns DataFrames in Python Using Pandas

Web Scraping with Beautiful Soup and Pandas: A Step-by-Step Guide to Capturing Table Data from Websites

Calculating Daily Mean Risk Scores Using Pandas GroupBy Functionality

Deleting Rows Based on Groupby Conditions: A Two-Pronged Approach Using `GroupBy.transform` and `Series.where` with `GroupBy.bfill`

Replacing NaN Values with Conditional Logic in Pandas DataFrames: A Step-by-Step Approach to Efficient Handling of Missing Data

Alternative Approaches to Ranking Authors in Pandas: A Performance Comparison of Multiple Metrics Aggregation Methods

How to Calculate Match Probabilities Using Python's Hmni Package for Efficient String Comparison