Upgrade to notebook 5.2.0

bump jupyterhub to version 0.8

Upgrade to notebook 5.1

Fix facets install

* Don't change WORKDIR
* Fix permissions after install
* Cleanup source tree

Added support for facets visualization

Further emphasize the use of tags in README

homedir fixes

- don't relocate home if home exists (e.g. mounted volume)
- respect workdir, only cd to new home if we were in /home/jovyan/

Fix working directory problems with custom NB_USER

Fix inherit-diagram: debian@SHA -> ubuntu@SHA

Based on https://github.com/jupyter/docker-stacks/pull/428/commits/0351f0c3b7743026e2aec161b8e23a4182408c74

Add keras

Improve start.sh logging along the way

Update ipywidgets to 7.0.x

[ci skip] Remove py2 reference

use groups for managing write-access to files

it’s handled internally

use `users` instead

ensures files have the right owner:group

unfortunately, not enough to get group-writable permissions (need acl or umask for that),
so we still need to run it after each install

- any files the user should be able to write should have group `user-permissions` with `g+rwX`
- remove `chown` from start.sh because it is no longer needed
- add `fix-permissions` script for setting the user-writable permissions on a path
- user-permissions group as GID 10000 (is there a reason for it to have a different value?)
- containers can set group with `--group-add user-writable` if they want to run with a different uid/gid
  (without -u root -e NB_UID -e NB_GID, which make this unnecessary)

[ci skip] Documentation improvements

Update jupyterlab to 0.26.*