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upwork.com 2026-04-26 🟑

πŸ”Ή [Target] Data extraction and processing from APIs and web sources [Method] Python scripting [UI/UX] Not specified [Stack] Python, Web Scraping, Data Handling [Security] Not specified [Format] CSV, Excel, Databases
πŸ‘€ Client: πŸ‡ΊπŸ‡Έ United States Member since 2024-09-25
πŸ’° Price: $125
🚩 Problem: Collect and structure data from various sources for accurate analysis.
πŸ“¦ Existing: Python, web scraping tools, data handling libraries.

Specifications:

[Target] Extract data from APIs and other sources using Python
[Method] Implement Python scripts for data extraction, cleaning, transformation, and validation
[Stack] Utilize Python with relevant libraries such as BeautifulSoup, Scrapy, Pandas, and NumPy
[UI/UX] Not specified; focus on backend data processing
[Security] Ensure data privacy and security during collection and storage
[Format] Deliver datasets in CSV, Excel, or database formats

Workflow:

1. Identify data sources (APIs, web pages) for extraction.
2. Develop Python scripts to scrape and extract data using appropriate libraries.
3. Clean and transform extracted data to ensure accuracy and consistency.
4. Validate the cleaned data against predefined criteria.
5. Automate data collection processes where applicable.
6. Deliver structured datasets in requested formats (CSV, Excel, databases).

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