@@ -18,23 +18,40 @@ tools in the PyData space.
1818We'd like to make it easier for users to find these project, if you know of other
1919substantial projects that you feel should be on this list, please let us know.
2020
21+ .. _ecosystem.stats :
22+
23+ Statistics and Machine Learning
24+ -------------------------------
25+
2126`Statsmodels <http://statsmodels.sourceforge.net >`__
22- ----------------------------------------------------
27+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
2328
2429Statsmodels is the prominent python "statistics and econometrics library" and it has
2530a long-standing special relationship with pandas. Statsmodels provides powerful statistics,
2631econometrics, analysis and modeling functionality that is out of pandas' scope.
2732Statsmodels leverages pandas objects as the underlying data container for computation.
2833
34+ `sklearn-pandas <https://github.com/paulgb/sklearn-pandas >`__
35+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
36+
37+ Use pandas DataFrames in your scikit-learn ML pipeline.
38+
39+
40+
41+ .. _ecosystem.visualization :
42+
43+ Visualization
44+ -------------
45+
2946`Vincent <https://github.com/wrobstory/vincent >`__
30- --------------------------------------------------
47+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
3148
3249The `Vincent <https://github.com/wrobstory/vincent >`__ project leverages `Vega <https://github.com/trifacta/vega >`__
3350(that in turn, leverages `d3 <http://d3js.org/ >`__) to create plots . It has great support
3451for pandas data objects.
3552
3653`yhat/ggplot <https://github.com/yhat/ggplot >`__
37- ------------------------------------------------
54+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
3855
3956Hadley Wickham's `ggplot2 <http://ggplot2.org/ >`__ is a foundational exploratory visualization package for the R language.
4057Based on `"The Grammer of Graphics" <http://www.cs.uic.edu/~wilkinson/TheGrammarOfGraphics/GOG.html >`__ it
@@ -44,27 +61,32 @@ but a faithful implementation for python users has long been missing. Although s
4461(as of Jan-2014), the `yhat/ggplot <https://github.com/yhat/ggplot >`__ project has been
4562progressing quickly in that direction.
4663
47-
4864`Seaborn <https://github.com/mwaskom/seaborn >`__
49- ------------------------------------------------
65+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
5066
5167Although pandas has quite a bit of "just plot it" functionality built-in, visualization and
5268in particular statistical graphics is a vast field with a long tradition and lots of ground
5369to cover. The `Seaborn <https://github.com/mwaskom/seaborn >`__ project builds on top of pandas
5470and `matplotlib <http://matplotlib.org >`__ to provide easy plotting of data which extends to
5571more advanced types of plots then those offered by pandas.
5672
73+ `Bokeh <http://bokeh.pydata.org >`__
74+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
75+
76+ Bokeh is a Python interactive visualization library for large datasets that natively uses
77+ the latest web technologies. Its goal is to provide elegant, concise construction of novel
78+ graphics in the style of Protovis/D3, while delivering high-performance interactivity over
79+ large data to thin clients.
80+
81+ .. _ecosystem.domain :
82+
83+ Domain Specific
84+ ---------------
5785
5886`Geopandas <https://github.com/kjordahl/geopandas >`__
59- -----------------------------------------------------
87+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
6088
6189Geopandas extends pandas data objects to include geographic information which support
6290geometric operations. If your work entails maps and geographical coordinates, and
6391you love pandas, you should take a close look at Geopandas.
6492
65- `sklearn-pandas <https://github.com/paulgb/sklearn-pandas >`__
66- -------------------------------------------------------------
67-
68- Use pandas DataFrames in your scikit-learn ML pipeline.
69-
70-
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