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https://github.com/oneananda/python-projects
The python-projects repository is a curated collection of Python projects that illustrate a range of programming concepts and real-world applications. The projects cover basic Python functionalities, data processing, automation, text manipulation, web scraping, data visualization, machine learning, and advanced frameworks.
https://github.com/oneananda/python-projects
Last synced: 15 days ago
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The python-projects repository is a curated collection of Python projects that illustrate a range of programming concepts and real-world applications. The projects cover basic Python functionalities, data processing, automation, text manipulation, web scraping, data visualization, machine learning, and advanced frameworks.
- Host: GitHub
- URL: https://github.com/oneananda/python-projects
- Owner: oneananda
- License: apache-2.0
- Created: 2024-10-29T16:51:16.000Z (2 months ago)
- Default Branch: main
- Last Pushed: 2024-11-04T17:41:04.000Z (2 months ago)
- Last Synced: 2024-11-07T10:35:32.456Z (2 months ago)
- Language: Python
- Size: 53.7 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Python Projects
Welcome to the **Python Projects** repository! This collection of Python projects is designed to help you understand and apply Python programming concepts across a variety of domains, from beginner text processing to advanced data science and automation.
Each project comes with source code, comments, and detailed explanations so you can easily learn, modify, and extend the examples to suit your needs.
---
## Contents
1. [Text Processing](#text-processing)
2. [Data Processing](#data-processing)
3. [Web Scraping](#web-scraping)
4. [Data Visualization](#data-visualization)
5. [Machine Learning](#machine-learning)
6. [Automation and Scripting](#automation-and-scripting)
7. [Advanced Concepts](#advanced-concepts)
---
## Project Descriptions
### 1. Text Processing
**Example Projects**:
- **Word Frequency Counter**: Parses a text file, removes punctuation, and counts the frequency of each word. This project demonstrates file handling, string manipulation, and dictionaries in Python.
- **Text Sentiment Analyzer**: Uses NLTK to determine the sentiment of a given text input. Ideal for exploring Natural Language Processing (NLP) basics.
---
### 2. Data Processing
**Example Projects**:
- **CSV Data Aggregator**: Reads CSV files and performs basic data aggregation functions, such as summing, averaging, and filtering data based on conditions.
- **Excel Data Manipulation**: Reads and writes Excel files, creates pivot tables, and automates data cleanup tasks.
---
### 3. Web Scraping
**Example Projects**:
- **Simple Web Scraper**: Uses BeautifulSoup to scrape a website for specific content, such as headlines or product prices.
- **Automated News Scraper**: Scrapes multiple news sites, consolidates news articles, and saves them into a structured format for analysis.
---
### 4. Data Visualization
**Example Projects**:
- **Matplotlib Basics**: Creates simple plots, bar charts, and histograms using Matplotlib, covering basic visualization techniques.
- **Interactive Plotting with Plotly**: Demonstrates interactive data visualizations, including 3D plots and maps, using the Plotly library.
---
### 5. Machine Learning
**Example Projects**:
- **Linear Regression Model**: Implements a basic linear regression model using scikit-learn to predict housing prices.
- **Image Classification with CNN**: Uses TensorFlow/Keras to build a Convolutional Neural Network (CNN) that classifies images from the CIFAR-10 dataset.
---
### 6. Automation and Scripting
**Example Projects**:
- **File Organizer**: A script that organizes files in a specified folder based on their file type, demonstrating file handling and automation.
- **Email Automation**: Sends automated emails with attachments using the smtplib library, showcasing email handling in Python.
---
### 7. Advanced Concepts
**Example Projects**:
- **REST API with Flask**: Creates a RESTful API for a small e-commerce site with user authentication, product management, and order processing.
- **Multi-Threading Example**: Demonstrates the basics of multi-threading in Python with a script that performs concurrent tasks.
- **Data Pipeline with Airflow**: Uses Apache Airflow to set up a data pipeline that automates data extraction, transformation, and loading (ETL) processes.
---
## Getting Started
Each project is contained within its own folder, with a README file explaining the dependencies, setup, and usage. You can clone this repository and explore each project individually:
```bash
git clone https://github.com/oneananda/python-projects.git
cd python-projects
```
```
pip install -r requirements.txt
```