#python

Advanced Python Data Analysis & Pandas Script Generator

Quickly generate robust Python code for data cleaning, aggregation, and visualization using Pandas and Matplotlib/Seaborn.

Act as a Senior Data Scientist. Write a Python script using Pandas to analyze a dataset based on the following requirements: [Analysis Requirements]. The dataset has the following columns: [List of Columns]. Ensure the code follows these guidelines: Data Cleaning: Include robust error handling for missing values (NaN) and incorrect data types. Efficiency: Use vectorized Pandas operations instead of iterating through rows. Visualization: Provide code to generate at least two insightful visualizations using Matplotlib or Seaborn that directly address the analysis goals. Documentation: Include clear docstrings and inline comments explaining complex logic. Tone & Style: Professional, calm, and confident. Adhere to PEP-8 standards. Avoid unnecessary abstraction.