Pandas

Pandas

DataFrames, Series, data cleaning, merging, grouping, time series, and building data pipelines. The essential Python data toolkit.

FundamentalsTopics 1–12
  • ·Introduction to Pandas
  • ·Series
  • ·DataFrame
  • ·Reading Data
  • ·Writing Data
  • ·Exploring DataFrames
  • ·Selecting and Indexing
  • ·Boolean Filtering
  • ·Sorting
  • ·Adding and Removing Columns
  • ·Handling Missing Data
  • ·Basic Statistics
Start Fundamentals
IntermediateTopics 13–23
  • ·GroupBy
  • ·Merging and Joining
  • ·Reshaping Data
  • ·String Operations
  • ·DateTime Operations
  • ·Apply and Map
  • ·Window Functions
  • ·Categorical Data
  • ·MultiIndex
  • ·Method Chaining and Pipe
  • ·Data Cleaning Patterns
Start Intermediate
AdvancedTopics 24–35
  • ·Performance Optimization
  • ·Memory Efficiency
  • ·Copy-on-Write
  • ·Arrow Backend
  • ·Chunked Processing
  • ·Advanced GroupBy
  • ·Cross-Sectional Analysis
  • ·Advanced Time Series
  • ·Expression Evaluation
  • ·Testing Pandas Code
  • ·Styling and Formatting
  • ·Production Pipeline Patterns
Start Advanced