The Unlock the power of Python to efficiently gather, process, and analyze data from diverse sources. This course equips you with the skills to extract structured and unstructured data from websites, APIs, databases, and documents using Python libraries likeĀ Learn to clean, transform, and store data for meaningful insights and decision-making. With hands-on projects and real-world examples, youāll master techniques to automate data collection, perform web scraping, and handle large datasets efficiently, preparing you for careers in data analysis, business intelligence, and data-driven research.
Module 1: Introduction to Data Extraction Overview of data extraction and its applications Types of data: structured, unstructured, semi-structured Introduction to Python for data tasks
Module 2: Python Basics for Data Extraction Python data types, loops, and functions File handling (CSV, TXT, JSON) Error handling and debugging techniques.
Module 3: Web Scraping Fundamentals Understanding HTML, CSS, and DOM structure Introduction to Ā Extracting data from static web pages.
Module 4: Advanced Web Scraping Handling dynamic websites withĀ Ā Scraping multiple pages and data tables Pagination and data extraction best practices.
Module 5: Working with APIs Introduction to RESTful APIs Fetching data using Requests library Parsing JSON and XML responses.
Module 6: Data Cleaning and Preprocessing Handling missing values and duplicates Data transformation and normalization Using.
Module 7: Regular Expressions (Regex) Basics of regex patterns Extracting specific data from text Applying regex in real-world scenarios.
Module 8: Data Storage and Management Storing data in CSV, Excel, and databases Introduction to Ā Connecting Python scripts with databases.
Module 9: Automation and Scheduling Automating data extraction tasks using Python scripts Scheduling scripts with cron jobs or Task Scheduler Logging and error handling for automation.
Module 10: Capstone Project and Real-world Applications End-to-end data extraction project Combining web scraping, API data, and database storage Generating insights and reports from extracted data.
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