SlaveCode
.
Academy
DSA
Resources
System Design
More
Toggle theme (Current: Custom)
Python for Data Analysis Roadmap | SlaveCode
Python for Data Analysis
Step-by-step guide to master Python for Data Analysis in 2026
Back
Roadmap
Vedios and Other Resources
Projects
AI Tutor
Python for Data Analysis
Data Manipulation
Data Visualization
Data Types
Data Structures
Package Management
Packages for SQL
File Formats
IDEs
Missing Values
Outlier Detection
String Cleaning
Data Type Conversion
Descriptive Statistics
Distribution Analysis
Relationship Analysis
Advanced Topics
Also visit the following related roadmaps
SQL Roadmap
AI & Data Scientist
Python
Data Analyst
Machine Learning
Data Engineer
BI Analyst
Python Developer
Power BI
R
Related Roadmaps
Python Roadmap
Data Analyst Roadmap
SQL Roadmap
R Programming Roadmap
ML Roadmap
Arithmetic
Comparison
Logical
List Comprehensions
Defining Functions
args & kwargs
Lambda Functions
Built-in Functions
Functions & Methods
pip
conda
virtualenv / venv
Environment Setup
JupyterLab
Google Colab
VS Code
Arrays & ndarray
Array Operations
Indexing & Slicing
Linear Algebra Basics
Random Module
NumPy
Series and DataFrame
Reading Data
Indexing & Slicing
Filtering & Querying
Groupby & Aggregation
Merging & Joining
Reshaping
Polars
APIs with requests
BeautifulSoup
Reading Web Data
IQR
Visual Inspection
Pandas String Methods
Scatterplot
Correlation Matrix
Cross-tabulation
Plot Categories
Subplots and figures
Customizing Plots
Saving figures
Matplotlib
Distribution plots
Categorical Plots
Heatmaps
Customizing Plots
Regression Plots
Seaborn
Plotly
Interactive Visualization
Streamlit
Dash
Power BI / Tableau
Dashboards
Dask
PySpark
Big Data Tools
Airflow
Data Pipelines
Introduction
Conditionals
Loops
Working with Strings
Operators
Integers
Floats
Booleans
Strings
Type Casting
Lists
Tuples
Sets
Dictionaries
Printing Variables
SQL Fundamentals
sqlite3
SQLAlchemy
DuckDB
Pandas
Pandas
CSV
Excel
JSON
Parquet
Reading Local Files
scrapy
isnull, isna
Dropping vs. Imputing
Forward / Backward Fill
Z-score
Data Cleaning
Parsing Dates
Encoding Categories
strip, replace, split
re
Casting Types
Exploratory Data Analysis
Histogram
Mean, Median, Mode
Variance & Std. Deviation
Correlation & Covariance
Boxplot
Statistics & ML
SciPy
Scikit-learn
OOP for Data Analysis
Null
Geospatial Analysis
GeoPandas
uv