PANDAS Course
Pandas Tutorial
Master Pandas for data manipulation, analysis, and visualization.
Learn Pandas: DataFrames, Series, indexing, grouping, merging, and real-world data analysis.
Pandas is the everyday toolkit for cleaning and analyzing tabular data in Python. This course focuses on realistic DataFrame tasks like selecting rows, fixing columns, grouping, merging, and exporting results.
What you will build and understand
You will practice turning messy rows into useful summaries that can support reports, dashboards, and analysis notebooks.
- Load tabular data
- Filter and clean DataFrames
- Group and join data
- Export analysis-ready results
Beginner mistakes to avoid
- Changing the original DataFrame without checking a preview.
- Forgetting how missing values affect calculations.
- Mixing label-based and position-based indexing.
Who this course is for
Structured Course Path
Follow this roadmap from basics to projects. Every topic includes a code example, output preview, FAQ, and tool integration.
Foundations
Series
Series Introduction
8 min - beginner
Start lesson
Creating Series
6 min - beginner
Start lesson
Series Indexing
7 min - beginner
Start lesson
Accessing Series
8 min - beginner
Start lesson
Series Operations
6 min - beginner
Start lesson
Series Methods
7 min - beginner
Start lesson
Series Slicing
8 min - beginner
Start lesson
DataFrames
DataFrame Introduction
6 min - beginner
Start lesson
Creating DataFrames
7 min - beginner
Start lesson
From Dictionary
8 min - beginner
Start lesson
From List
6 min - beginner
Start lesson
From CSV File
7 min - beginner
Start lesson
DataFrame Shape
8 min - beginner
Start lesson
DataFrame Info
6 min - beginner
Start lesson
Head and Tail
7 min - beginner
Start lesson
Indexing & Selection
loc vs iloc
10 min - intermediate
Start lesson
Boolean Indexing
8 min - intermediate
Start lesson
Column Selection
9 min - intermediate
Start lesson
Row Selection
10 min - intermediate
Start lesson
at and iat
8 min - intermediate
Start lesson
Filtering
9 min - intermediate
Start lesson
Query Method
10 min - intermediate
Start lesson
Multi-Index
8 min - intermediate
Start lesson
Data Cleaning
Missing Data
9 min - intermediate
Start lesson
Dropping Missing
10 min - intermediate
Start lesson
Filling Missing
8 min - intermediate
Start lesson
Duplicates
9 min - intermediate
Start lesson
Data Types
10 min - intermediate
Start lesson
Type Conversion
8 min - intermediate
Start lesson
String Methods
9 min - intermediate
Start lesson
Categorical Data
10 min - intermediate
Start lesson
Data Manipulation
Adding/Removing Columns
8 min - intermediate
Start lesson
Renaming
9 min - intermediate
Start lesson
Sorting
10 min - intermediate
Start lesson
Reordering
8 min - intermediate
Start lesson
Reset Index
9 min - intermediate
Start lesson
Set Index
10 min - intermediate
Start lesson
Transpose
8 min - intermediate
Start lesson
Apply Function
9 min - intermediate
Start lesson
Lambda Functions
10 min - intermediate
Start lesson
Grouping & Aggregation
GroupBy Introduction
10 min - advanced
Start lesson
GroupBy Single Column
11 min - advanced
Start lesson
GroupBy Multiple Columns
12 min - advanced
Start lesson
Aggregation
10 min - advanced
Start lesson
Agg Function
11 min - advanced
Start lesson
Transform
12 min - advanced
Start lesson
Filter Groups
10 min - advanced
Start lesson
Pivot Tables
11 min - advanced
Start lesson
Merging & Joining
Advanced Analysis
Statistical Analysis
10 min - advanced
Start lesson
Correlation
11 min - advanced
Start lesson
Covariance
12 min - advanced
Start lesson
Describe Function
10 min - advanced
Start lesson
Unique Values
11 min - advanced
Start lesson
Value Counts
12 min - advanced
Start lesson
Time Series
10 min - advanced
Start lesson
Project: Data Analysis
11 min - advanced
Start lesson