Data manipulation in Python/Pandas
Data manipulation in Python/Pandas
This tutorial was part of the 2018 Neurohackademy, a 2-week hands-on summer institute in neuroimaging and data science held at the University of Washington eScience Institute.
Topics covered in this lesson
- Introducing Pandas Objects
- Data Indexing and Selection
- Operating on Data in Pandas
- Handling Missing Data
- Hierarchical Indexing
- Combining Datasets: Concat and Append
- Combining Datasets: Merge and Join
- Aggregation and Grouping
- Pivot Tables
- Vectorized String Operations
- Working with Time Series
- High-Performance Pandas
Prerequisites
- Proficiency in Python programming language
Technology requirement
- Pandas data analysis and manipulation tool
Back to the course