Pandas (Software)
(Pandas (ซอฟต์แวร์))
Definition
Pandas (Software) (Pandas (ซอฟต์แวร์)) Tool
Pandas is a powerful Python library used for data manipulation and analysis, providing data structures like DataFrames to work with structured data efficiently.
Expertise Level
Level 1
Basic
1. Can install and import the Pandas library.
2. Understands the basic DataFrame and Series objects.
3. Performs simple data loading and basic data exploration.
Level 2
Intermediate
1. Can manipulate DataFrames including filtering, sorting, and aggregating data.
2. Uses Pandas functions for data cleaning like handling missing values and duplicates.
3. Merges and joins multiple datasets effectively.
Level 3
Advanced
1. Implements advanced data transformations and window functions.
2. Optimizes Pandas operations for large datasets.
3. Integrates Pandas with other libraries for comprehensive data analysis and visualization.
