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Data Science Academy · Lesson

Find the NaNs Hiding in Your Table

isna, sum, and a missingness map.

Why Missing Data Matters

Real datasets are full of gaps. Before any analysis, you need to know where missing values hide, because they quietly skew every result you trust. 🔎

Meet NaN

In pandas, an empty cell usually shows up as NaN, short for Not a Number. It is the standard marker for a value that simply is not there.

All lessons in this course

  1. Find the NaNs Hiding in Your Table
  2. Drop vs Fill: Choosing Wisely
  3. Impute With Mean, Median, or Mode
  4. Fix dtypes and Duplicate Rows
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