.. _l-challenges-city-bike:

City Bike
=========

Many cities offer bicycles people can rent
for short trips and many people use it every day.
As a result, by knowing when and where people use
them, we may infer...

Data preparation
++++++++++++++++

The following notebook describes how the data was obtained
and preprocessed to build the examples introduced above.

.. toctree::
    :maxdepth: 2

    ../notebooks/bike_seattle
    ../notebooks/bike_chicago

The challenge
+++++++++++++

We know how people use bicycles. People, people... it is us.
What do I know about myself I could use to explore the data
and determines living and working areas of Chicago?

.. toctree::
    :maxdepth: 2

    ../notebooks/city_bike_challenge

The data can be seen in many ways.

.. toctree::
    :maxdepth: 2

    ../notebooks/city_bike_views
    ../notebooks/business_chicago

A solution
++++++++++

.. toctree::
    :maxdepth: 2

    ../notebooks/city_bike_solution

A solution including clustering
+++++++++++++++++++++++++++++++

The first notebook only clusters on arrival time.
The second one clusters on bith arrival and starting time.

.. toctree::
    :maxdepth: 2

    ../notebooks/city_bike_solution_cluster
    ../notebooks/city_bike_solution_cluster_start

Other sources of data
+++++++++++++++++++++

Chicago has one of the richest open data portal.
Here are some others sources of data:

* `Taxi Trips - Dashboard <https://data.cityofchicago.org/Transportation/Taxi-Trips-Dashboard/spcw-brbq>`_
* `Current Employee Names, Salaries, and Position Titles <https://data.cityofchicago.org/Administration-Finance/Current-Employee-Names-Salaries-and-Position-Title/xzkq-xp2w>`_
* `Building Permits <https://data.cityofchicago.org/Buildings/Building-Permits/ydr8-5enu>`_
* `Libraries - Locations, Hours and Contact Information <https://data.cityofchicago.org/Education/Libraries-Locations-Hours-and-Contact-Information/x8fc-8rcq>`_
* `Crimes - One year prior to present <https://data.cityofchicago.org/Public-Safety/Crimes-One-year-prior-to-present/x2n5-8w5q>`_
* `Fire Stations - Map <https://data.cityofchicago.org/Public-Safety/Fire-Stations-Map/hp65-bcxv>`_
* `Average Daily Traffic Counts <https://data.cityofchicago.org/Transportation/Average-Daily-Traffic-Counts/pfsx-4n4m>`_
* `Divvy Bicycle Stations - Historical - Dashboard <https://data.cityofchicago.org/view/5nq5-wxpz>`_
* `Divvy Trips - Dashboard <https://data.cityofchicago.org/view/u94x-unre>`_
* `Business Licenses - Current Active <https://data.cityofchicago.org/Community-Economic-Development/Business-Licenses-Current-Active/uupf-x98q>`_