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New documentation style, guidelines and refactoring (#294)

* Fixed outdated install.rst and developer_guide.rst docs

* Added autosummary

* Abbreviated member list tested for statistics module doc

* Added sections in function overview

* Further structured module level docs

* Moved overview

* Add first version of statistics tutorial notebook

* Set ipynb tutorial to unexecuted state

* On this branch we will fix issues with function docstrings

* cleaned the docs formatting

* moved alias info to notes

* refactored docs of unitary event analysis

* corrected formatting of examples to display nicely

* statistics.py: changes in docstring formatting

* statistics.py: changes in docstring formatting

* Changes in docstring formatting

* started restructuring the docstrings

* finished unitary event analysis

* fixed function docstrings

* Fix typos in tutorial notebook

* Final revision of docstrings in statistics.py

* Final revision of docstrings in kernels.py

* corrected a few more upper-lower case typos

* Fix errors in visualization of formulas, and general visualization issues in statistics.py and kernels.py

* Some more doc

* Integrate first tutorial into sphinx documentation

* Added requirements for tutorials

* corrected docstrings of old surrogates (no jointISI)

* Added postBuild file for mybinder

* Added more nbsphinx options explicitely

* Manually added elephant directory for doc build (quick fix)

* More debug info on packages and pythons paths

* Made sure project itself is installed for doc build

* Remove debug info from notebook

* Try more elegant way to install for mybinder

* Add inline statement for matplotlib

* Changed Default statements in docstrings, to use : instead of is

* Finished revision of phase_analysis.py

* Added bibtex to docs, and added UE notebook

* Added h5py requirement

* Added requirements and bib file for docs to build
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Source Files on job 1149.4 (DISTRIB="pip")