📊 Learning Python for Data Science

This repository contains my Python Data Science learning journey including notebooks, datasets, and exercises covering Python, Pandas, Data Analysis, and Data Visualization.

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🚀 Topics Covered

This repository includes:

• Python Basics
• Data Extraction
• Pandas Fundamentals
• Data Filtering
• GroupBy & Aggregations
• Merging & Concatenating DataFrames
• Reshaping & Pivot Tables
• Regular Expressions
• Data Visualization (Static & Interactive)
• Real-world Dataset Analysis

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📁 Repository Structure

📘 Python Basics

• python basics.ipynb
• 1.py

Learn Python fundamentals required for Data Science.

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📊 Data Analysis & Pandas

• Datascience.ipynb
• Exercises_intro_to_pandas.ipynb
• Filtering data with pandas.ipynb
• Groupby Aggresators.ipynb
• Merging and Concataning Datframes.ipynb
• Reshaping_&_Pivoting_Dataframes.ipynb

Covers core Pandas operations used in Data Science.

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📈 Data Visualization

• Static & Interactive Data Visulaization Project2.ipynb

Includes:

• Matplotlib
• Seaborn
• Interactive visualizations

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🔍 Data Processing & Regex

• Regex.ipynb
• Data_extraction.ipynb

Working with text data and extracting information.

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📂 Datasets Included

This repository includes multiple datasets:

• Car_sales.csv
• IMDb movies.csv
• IMDb ratings.csv
• StudentsPerformance.csv
• laptop_price.csv
• vgsales.csv
• gdp.csv
• player_20.csv
• supermarket_sales.xlsx
• bestsellers with categories.csv

These datasets are used for hands-on practice and analysis.

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🛠️ Technologies Used

• Python
• Pandas
• NumPy
• Matplotlib
• Seaborn
• Jupyter Notebook

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🎯 Purpose of This Repository

This repository is created to:

• Learn Python for Data Science
• Practice Data Analysis
• Work with Real-world datasets
• Build Data Science fundamentals
• Track learning progress

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📚 Who Is This For?

This repository is helpful for:

• Beginners learning Data Science
• Students learning Pandas
• Python learners
• Data Science interview preparation

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🚀 How to Use

Clone the repository

git clone https://github.com/Halok600/Learning_Python_datascience.git