Learn Pandas in Python #13 — Full Data Analysis Project: Exploring a Financial Dataset

In this final video we bring everything together. We take a not so real financial dataset — the Straw Hat crew's berry ledger — and we build stuff using most of the tools we learned across this series. Here is what we cover: Loading and exploring a financial dataset with signed amounts Separating income from expenses using the type column Calculating each crew member's net balance with groupby Visualizing profit and loss with colored bar charts Finding where the money is going by category Using pivot tables to see expenses per person per category Tracking monthly net balance over time with line charts Building a running balance with cumsum Understanding transaction size distributions with histograms Calling back every major tool from the full series in one project Spoiler — Nami is the only one in the green. Luffy and Sanji are the reason the crew is down 45920 berries. No prior data experience needed. All code runs directly in Google Colab — just open your browser and follow along. #pandas #python #dataanalysis #pythonforbeginners #googlecolab