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Updated Credits section.
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@ -379,22 +379,29 @@ More information on Nose can be found [here](https://nose.readthedocs.org/en/lat
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## Credits
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* [Cracking the Coding Interview](http://www.amazon.com/Cracking-Coding-Interview-Programming-Questions/dp/098478280X) | [GitHub](https://github.com/gaylemcd/ctci)
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* [Elements of Programming Interviews](http://www.amazon.com/Elements-Programming-Interviews-Insiders-Guide/dp/1479274836) | [GitHub](https://github.com/epibook/epibook.github.io)
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### Resources
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* [Cracking the Coding Interview](http://www.amazon.com/Cracking-Coding-Interview-Programming-Questions/dp/098478280X) | [GitHub Solutions](https://github.com/gaylemcd/ctci)
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* [Elements of Programming Interviews](http://www.amazon.com/Elements-Programming-Interviews-Insiders-Guide/dp/1479274836) | [GitHub Solutions](https://github.com/epibook/epibook.github.io)
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* [Programming Interviews Exposed](http://www.amazon.com/gp/product/1118261364/)
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* [The Algorithm Design Manual](http://www.amazon.com/Algorithm-Design-Manual-Steve-Skiena/dp/0387948600) | [Selected Solutions](http://www.algorithm.cs.sunysb.edu/algowiki/index.php/The_Algorithms_Design_Manual_(Second_Edition))
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* [The Algorithm Design Manual](http://www.amazon.com/Algorithm-Design-Manual-Steve-Skiena/dp/0387948600) | [Selected Solutions](http://www.algorithm.cs.sunysb.edu/algowiki/index.php/The_Algorithms_Design_Manual_(Second_Edition)
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* [CareerCup](http://www.careercup.com/)
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* [Quora](http://www.quora.com/)
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* [HackerRank](https://www.hackerrank.com)
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* [TopCoder](https://www.topcoder.com/)
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## Contributing
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### Images
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Contributions are welcome!
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For bug reports or requests please [submit an issue](https://github.com/donnemartin/data-science-ipython-notebooks/issues).
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For pull requests, please follow the general notebook format.
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* [Arrays and Strings: nltk.org](http://www.nltk.org/images/string-slicing.png)
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* [Linked Lists: wikipedia.org](https://upload.wikimedia.org/wikipedia/commons/6/6d/Singly-linked-list.svg)
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* [Stacks: wikipedia.org](https://upload.wikimedia.org/wikipedia/commons/2/29/Data_stack.svg)
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* [Queues: wikipedia.org](https://upload.wikimedia.org/wikipedia/commons/5/52/Data_Queue.svg)
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* [Sorting and Searching: wikipedia.org](https://upload.wikimedia.org/wikipedia/commons/6/6a/Sorting_quicksort_anim.gif)
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* [Recursion and Dynamic Programming: wikipedia.org](https://upload.wikimedia.org/wikipedia/commons/b/bf/PascalTriangleFibanacci.svg)
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* [Trees and Graphs: wikipedia.org](https://upload.wikimedia.org/wikipedia/commons/f/f7/Binary_tree.svg)
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* [Mathematics and Probability: wikipedia.org](https://upload.wikimedia.org/wikipedia/commons/d/d2/Gaussian_distribution_2.jpg)
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* [Bit Manipulation: wikipedia.org](https://upload.wikimedia.org/wikipedia/commons/5/5c/Rotate_left_logically.svg)
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* [Online Judges: topcoder.com](https://www.topcoder.com/wp-content/uploads/2014/05/topcoder_logo_home_sm.png)
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## Contact Info
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