Honest averages
Choose mean, median or mode so outliers can't mislead your report.
The everyday superpower. Describe datasets with real statistics, clean the messy values every spreadsheet hides, group and total by category, rank the top performers, and ship an insight report — pure Python, the same moves you'd later make in pandas.
Each lesson connects the Python concept to work you could automate, analyse or ship.
Choose mean, median or mode so outliers can't mislead your report.
Strip, convert and quarantine bad values without crashing the run.
Group revenue, signups or errors by key — pure-Python GROUP BY.
Rank best sellers and slowest pages with sorted, keys and slices.
You can take every lesson without an account — but create a free account to save progress, earn XP and unlock achievements.
Start free. No install, no card, no passive video marathon.