How thepycoach/python-for-data-science works
This repository is a notebook-based Python for Data Science course, not an application with a shared runtime. A learner progresses from Python and pandas fundamentals through data preparation and analysis, then applies those skills in scraping, visualization, cleaning, regression, and text-classification projects. The graph groups notebooks by instructional stage; the tree and README establish these topics, but no notebook source was available to verify detailed code-level data flow.
Main entry points: 13.Project 4 - Text Classification Text Classification Project · 01.Python Crash Course Python Basics · 02.Intro to Pandas Pandas Basics · 04.Filtering Data Filtering Data
Components 15
Python And Pandas
- Python Basics
01.Python Crash Course - Pandas Basics
02.Intro to Pandas
Data Preparation
- Filtering Data
04.Filtering Data - Data Extraction
05.Data Extraction - Regular Expressions
10.Regular Expressions
Analysis And Visualization
- Pivot Tables
06.Pivot Table - Grouping And Aggregation
08.GroupBy and Aggregate Function - Merging DataFrames
09.Merging and Concatenating DataFrames
Applied Projects
- Web Scraping Project
03.Project 1 - Web Scraping with Pandas - Visualization Project
07.Project 2 - Data Visualization - Data Cleaning Project
11.Project 3 - Data Cleaning - Regression Lessons
12.Machine Learning - Text Classification Project
13.Project 4 - Text Classification
Other components
- Learner
- IMDb Reviews Dataset
Connections 14
- Learner → Python Basics: studies
- Learner → Pandas Basics: studies
- Learner → Filtering Data: practices
- Learner → Data Extraction: practices
- Learner → Regular Expressions: practices
- Learner → Pivot Tables: studies
- Learner → Grouping And Aggregation: studies
- Learner → Merging DataFrames: studies
- Learner → Web Scraping Project: applies skills
- Learner → Visualization Project: applies skills
- Learner → Data Cleaning Project: applies skills
- Learner → Regression Lessons: studies
- Learner → Text Classification Project: applies skills
- Text Classification Project → IMDb Reviews Dataset: requires dataset