Project Title

pattern — A comprehensive Python web mining module for scraping, NLP, machine learning, and network analysis.

Overview

Pattern is a versatile Python module designed for web mining, offering a suite of tools for scraping, natural language processing, machine learning, and network analysis. It stands out for its extensive functionality, robust documentation, and a collection of over 50 examples, making it a powerful tool for developers working with web data.

Key Features

Data Mining: Access to web services (Google, Twitter, Wikipedia), web crawler, and HTML DOM parser.
Natural Language Processing: Part-of-speech taggers, n-gram search, sentiment analysis, and WordNet integration.
Machine Learning: Vector space model, clustering, and classification algorithms (KNN, SVM, Perceptron).
Network Analysis: Graph centrality and visualization capabilities.

Use Cases

Researchers and developers using web data for sentiment analysis and machine learning models.
Data scientists needing tools for network analysis and graph visualization.
Web developers looking to integrate web mining capabilities into their applications.

Advantages

Comprehensive: Offers a wide range of tools for various data processing tasks.
Well-documented: Includes extensive documentation and over 50 examples for practical guidance.
BSD Licensed: Allows for flexible use in commercial and open-source projects.

Limitations / Considerations

May have a steeper learning curve for beginners due to the breadth of functionalities.
Performance may vary depending on the complexity of the tasks and the size of the data being processed.

Scrapy: A fast high-level web crawling and scraping framework for Python, differing in its focus on scraping.
NLTK: A leading platform for building Python programs to work with human language data, more specialized in NLP compared to Pattern.
NetworkX: A library for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks, focusing solely on network analysis.

Basic Information

GitHub: https://github.com/clips/pattern
Stars: 8,840
License: BSD
Last Commit: 2025-10-01

📊 Project Information

Project Name: pattern
GitHub URL: https://github.com/clips/pattern
Programming Language: Python
⭐ Stars: 8,840
🍴 Forks: 1,576
📅 Created: 2011-05-03
🔄 Last Updated: 2025-10-01

🏷️ Project Topics

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