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44 | 44 | - [**Web scraping in Python**](https://github.com/ujjwalkarn/Web-Scraping) |
45 | 45 | - [The Guide to Learning Python for Data Science](http://www.datasciencecentral.com/profiles/blogs/the-guide-to-learning-python-for-data-science-2) |
46 | 46 | - [Free Interactive Course: Intro to Python for Data Science](https://www.datacamp.com/courses/intro-to-python-for-data-science) |
47 | | -- [Python For Data Science - A Cheat Sheet For Beginners](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf) |
| 47 | +- [Python For Data Science - A Cheat Sheet For Beginners](https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet-basics) |
48 | 48 | - [Top voted Python data science questions](http://datascience.stackexchange.com/questions/tagged/python) |
49 | 49 | - [Awesome Python - Data Visualization](https://github.com/vinta/awesome-python#data-visualization) |
50 | 50 | - [Awesome Python - Map Reduce](https://github.com/vinta/awesome-python#mapreduce) |
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