NYCU Data Science 2024 Week4: Pandas (English)
This comprehensive video provides an in-depth introduction to the Pandas library for data manipulation and analysis in Python. The instructor covers key concepts, demonstrates practical examples using an Airbnb dataset, and touches on some advanced topics and alternative libraries.
0:00 - Introduction to Pandas and its importance in data analysis
2:50 - Overview of the Airbnb dataset used in the tutorial
5:05 - Reading CSV files and initial data exploration
13:25 - Understanding data types in Pandas
25:30 - Filtering and selecting data
37:00 - Data cleaning and handling price data issues
46:00 - Exploring host information and listings
1:03:00 - Analyzing review scores
1:10:00 - Working with geographic data and visualization
1:22:00 - Introduction to pivot tables
1:34:00 - Analyzing availability data
1:48:00 - Introduction to alternative libraries (Dask, Polars, Vaex)