pandas DataFrame essentials: loading, indexing, and selection

I treat pandas as the default workbench for structured data. The goal is to make loading explicit, indexes predictable, and selection operations readable under maintenance pressure. I prefer stable column naming, typed parsing for dates, and avoiding