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Does a weighted average of centroids.

If intensity sums to zero for a category, a 'neutral' category is used or 0 if it's not present. I'm not 100% sure this is the best approach, and the name of the "neutral" category perhaps should use some convention?

Note that if there are no categories present, then no VAD (or other dimensional) estimate is returned. It may be better to use the neutral centroid if it's present in this case also.

Closes #20

In index.html, there is a suggestion to try out the api with a link to "/api". Clicking that link results in a json error report - not ideal. 
Instead, I added text suggesting that a use can find example api url's after clickgin "Analyse!".

Closes #21

* Alabaster theme
* Restructured
* Simplified introduction
* Reference to entries/models
* Fixed examples

Closes #22

* Improved debugging (back to using Flask's built-in mechanisms)
* Recursive model loading from json
* Added DEVPORT to Makefile
* Accept json-ld input. Closes #16
* Improved Exception handling in client
* Modified default plugin selection to only include analysis plugins
* More tests

Closes #18

Closes #17

Closes #15

Closes #13

Closes #12

* Shows only analysis plugins by default on /api/plugins
* Adds a plugin_type parameter to get other types of plugins
* default_plugin chosen from analysis plugins

pip install needs the VERSION file - `make version` will create that file

I also added the -U flag to pip install to force install (this is important if the user is playing with the code or trying out different older versions, as pip will not install if it thinks the git repo represents a version already installed or older than the one installed)

Installing depends on the VERSION file, so it raies an error if it is
installed in some other way.

ReadTheDocs installs the package so it can generate code docs.
This commit adds a default version 0.0

Since __init__ is imported by setup.py, future may not be installed yet.

Other options would be:

* Read VERSION -> and that code has to be duplicated in setup.py and
  senpy (to avoid the import, once again)
* Eval version.py
* Do without versioning :)

Doing docker push without a tag makes the client upload **ALL** the
images it has for that repo.

Should fix #11

* Client now raises an exception on error
* Added conversion to the documentation

* Changed the way modules are imported -> we can now use dotted
  notation (e.g. senpy.plugins.conversion.centroids)
* Refactored ekman2vad's plugin -> generic centroids
* Added some basic tests

Am I a complete moron?