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Moved statistical inference section below scikit-learn section.
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README.md
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README.md
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@ -21,10 +21,10 @@ This repo is a collection of IPython Notebooks I reference while working with da
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* [amazon web services](#aws)
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* [amazon web services](#aws)
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* [kaggle-and-business-analyses](#kaggle-and-business-analyses)
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* [kaggle-and-business-analyses](#kaggle-and-business-analyses)
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* [scikit-learn](#scikit-learn)
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* [scikit-learn](#scikit-learn)
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* [statistical-inference-scipy](#statistical-inference-scipy)
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* [pandas](#pandas)
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* [pandas](#pandas)
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* [matplotlib](#matplotlib)
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* [matplotlib](#matplotlib)
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* [numpy](#numpy)
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* [numpy](#numpy)
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* [statistical-inference-scipy](#statistical-inference-scipy)
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* [python-data](#python-data)
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* [python-data](#python-data)
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* [command lines](#commands)
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* [command lines](#commands)
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* [misc](#misc)
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* [misc](#misc)
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@ -114,6 +114,20 @@ IPython Notebook(s) demonstrating scikit-learn functionality.
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| [gmm](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scikit-learn/scikit-learn-gmm.ipynb) | Gaussian mixture models. |
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| [gmm](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scikit-learn/scikit-learn-gmm.ipynb) | Gaussian mixture models. |
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| [validation](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scikit-learn/scikit-learn-validation.ipynb) | Validation and model selection. |
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| [validation](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scikit-learn/scikit-learn-validation.ipynb) | Validation and model selection. |
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<br/>
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/scipy.png">
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</p>
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## statistical-inference-scipy
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| Notebook | Description |
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| scipy | SciPy is a collection of mathematical algorithms and convenience functions built on the Numpy extension of Python. It adds significant power to the interactive Python session by providing the user with high-level commands and classes for manipulating and visualizing data. |
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| [effect_size](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scipy/effect_size.ipynb) | Effect size. |
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| [sampling](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scipy/numpy.ipynb) | Random sampling. |
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| [hypothesis](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scipy/numpy.ipynb) | Hypothesis testing. |
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<br/>
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<br/>
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<p align="center">
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/pandas.png">
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<img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/pandas.png">
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@ -154,20 +168,6 @@ IPython Notebook(s) demonstrating NumPy functionality.
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| [numpy](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/numpy/numpy.ipynb) | Adds Python support for large, multi-dimensional arrays and matrices, along with a large library of high-level mathematical functions to operate on these arrays. |
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| [numpy](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/numpy/numpy.ipynb) | Adds Python support for large, multi-dimensional arrays and matrices, along with a large library of high-level mathematical functions to operate on these arrays. |
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<br/>
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/scipy.png">
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</p>
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## statistical-inference-scipy
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| Notebook | Description |
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|--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| scipy | SciPy is a collection of mathematical algorithms and convenience functions built on the Numpy extension of Python. It adds significant power to the interactive Python session by providing the user with high-level commands and classes for manipulating and visualizing data. |
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| [effect_size](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scipy/effect_size.ipynb) | Effect size. |
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| [sampling](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scipy/numpy.ipynb) | Random sampling. |
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| [hypothesis](http://nbviewer.ipython.org/github/donnemartin/data-science-ipython-notebooks/blob/master/scipy/numpy.ipynb) | Hypothesis testing. |
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<br/>
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<br/>
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<p align="center">
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<p align="center">
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<img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/python.png">
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<img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/python.png">
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