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Roadmap
Day 42 · Data cleaning 50 min 40 XP

🧹Cleaning with pandas

Analysts spend a large share of their time cleaning. pandas gives you a short, repeatable toolkit for missing values, duplicates, messy text and wrong types, and a script can be re-run on tomorrow's file.

What you'll learn

  • Find missing values and decide how to handle them
  • Remove duplicate rows and tidy text
  • Fix column types with to_numeric and astype

A peek inside

Look before you fix

The rest of Day 42 is a Pro lesson

You're on the free Explorer plan — you get the intro and the video. Go Pro to open the full guided lesson (and all 30 days).

  • 3 deep-dive lessons
  • A copy-paste worked example
  • 3 hands-on practice tasks
  • Studio task: Clean a messy file and log your choices
  • 3-question quiz, up to 45 XP
  • 4 quick-glance glossary cards
  • 40 XP + streak tracking
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