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Revert README changes b41ba644be and 3d2d550852 regarding whitespace tweaks and moving the section images below the text headers. Images now appear before section text headers.
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Donne Martin
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README.md
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README.md
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Continually updated IPython Data Science Notebooks geared towards processing big data (AWS, Spark, Hadoop MapReduce, HDFS, Linux command line, Python, NumPy, pandas, matplotlib, SciPy, scikit-learn, Kaggle).
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<br/>
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## kaggle
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/kaggle.png">
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</p>
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## kaggle
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IPython Notebooks used in [kaggle](https://www.kaggle.com/) competitions.
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| Notebook | Description |
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@ -19,12 +19,12 @@ IPython Notebooks used in [kaggle](https://www.kaggle.com/) competitions.
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| [titanic](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/kaggle/titanic.ipynb) | Predicts survival on the Titanic. Demonstrates data cleaning, exploratory data analysis, and machine learning. |
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<br/>
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## spark
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/spark.png">
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</p>
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## spark
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IPython Notebooks demonstrating spark and HDFS functionality.
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| Notebook | Description |
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| [hdfs](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/spark/hdfs.ipynb) | Reliably stores very large files across machines in a large cluster. |
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<br/>
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## aws
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/aws.png">
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</p>
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## aws
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IPython Notebooks demonstrating Amazon Web Services functionality.
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| Notebook | Description |
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| [lambda](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/aws/aws.ipynb#lambda) | Runs code in response to events, automatically managing compute resources. |
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<br/>
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## python-core
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/python.png">
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</p>
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## python-core
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IPython Notebooks demonstrating core Python functionality geared towards data analysis.
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| Notebook | Description |
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| [unit tests](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/python-core/unit_tests.ipynb) | Nose unit tests. |
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<br/>
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## pandas
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/pandas.png">
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</p>
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## pandas
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IPython Notebooks demonstrating pandas functionality.
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| Notebook | Description |
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| [pandas cleaning](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/pandas/pandas_clean.ipynb) | Data wrangling operations. |
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<br/>
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## commands
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/commands.png">
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</p>
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## commands
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IPython Notebooks demonstrating various command lines for Linux, Git, etc.
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| Notebook | Description |
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| [jekyll](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/commands/misc.ipynb#jekyll) | Simple, blog-aware, static site generator for personal, project, or organization sites. Renders Markdown or Textile and Liquid templates, and produces a complete, static website ready to be served by Apache HTTP Server, Nginx or another web server. |
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<br/>
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## matplotlib
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/matplotlib.png">
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</p>
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## matplotlib
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[Coming Soon] IPython Notebooks demonstrating matplotlib functionality.
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<br/>
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## scikit-learn
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/scikitlearn.png">
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</p>
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## scikit-learn
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[Coming Soon] IPython Notebooks demonstrating scikit-learn functionality.
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<br/>
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## scipy
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/scipy.png">
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</p>
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## scipy
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[Coming Soon] IPython Notebooks demonstrating SciPy functionality.
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<br/>
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## numpy
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/ipython-data-notebooks/master/images/numpy.png">
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</p>
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## numpy
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[Coming Soon] IPython Notebooks demonstrating NumPy functionality.
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<br/>
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## License
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Copyright 2014 Donne Martin
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