Pandas
(แพนดาส)
Definition
Pandas (แพนดาส) Tool
Pandas is a powerful open-source Python library used for data manipulation and analysis, offering data structures and functions to clean, transform, and analyze structured data efficiently.
Expertise Level
Level 1
Basic
1. Understands basic Pandas data structures such as Series and DataFrame.
2. Can perform simple data loading and viewing operations.
3. Knows basic data selection and filtering techniques.
Level 2
Intermediate
1. Can manipulate data using grouping, merging, and pivoting functions.
2. Performs data cleaning tasks such as handling missing values and duplicates.
3. Uses intermediate indexing and slicing techniques for data access.
Level 3
Advanced
1. Can optimize data processing performance using advanced Pandas functions.
2. Implements complex data transformations and feature engineering.
3. Integrates Pandas with other libraries for comprehensive data analysis workflows.
