• 00:00 Pandas - Python Data Analysis Library
  • 01:10 Datasets in use (Planets, Stack Overflow Survey data)
  • 05:48 Read CSV file into DataFrame
  • 11:05 DataFrame Statistics
  • 14:35 Show first and last rows
  • 15:37 DataFrame select columns
  • 17:37 DataFrame select rows (iloc)
  • 18:37 DataFrame select rows and columns
  • 19:05 DataFrame filter rows by size
  • 20:25 DataFrame filter rows by value
  • 21:17 Filter elementwise boolean and
  • 23:34 sort (sort_values)
  • 24:09 loc vs. iloc
  • 28:03 Add calculated column, remove, delete (drop) column
  • 30:11 Calculation (gravitational force)
  • 36:03 Read CSV set index column
  • 36:50 Count values
  • 38:35 Select top items (head, tail)
  • 40:24 Pandas Show histogram
  • 42:13 Pandas read selected columns
  • 44:30 Read files in chunks
  • 49:24 Combine columns using any function (apply, vectorize)
  • 51:24 Read Excel files (read_excel) (to_excel)
  • 52:00 Create Excel file for experiment with random data
  • 55:14 Calculate Genome metrics
  • 57:25 Exercise: Pandas (incl. Kaggle)