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Getting started guide #1537

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85d08c9
Added draft of the first getting started guide section
jlstevens Jun 14, 2017
8a989d1
Initialized assets for the first section
jlstevens Jun 14, 2017
f778970
Updated naming convention for getting_started
jlstevens Jun 14, 2017
5844060
Moved getting_started into guides directory
jlstevens Jun 14, 2017
3c5d80d
Moved the guides directory out of examples
jlstevens Jun 14, 2017
0536f05
Moved examples/assets to guides/datasets
jlstevens Jun 14, 2017
a9798e0
Updated file paths in 'Getting started' guide introduction
jlstevens Jun 14, 2017
bbdc7df
Added draft of second section of the Getting Started guide
jlstevens Jun 15, 2017
56591fe
Added early draft of Datasets guide
philippjfr Jun 15, 2017
9aae1b8
Renamed and edited Tabular_Datasets notebook
philippjfr Jun 15, 2017
ddee535
Removed cell setting bgcolor='white'
jlstevens Jun 15, 2017
d2e9ee0
Added draft of fifth section demonstrating live data
jlstevens Jun 16, 2017
1ccc856
Updated Live Data section
jlstevens Jun 16, 2017
0f69597
Fixed typos
jbednar Jun 16, 2017
154b0ed
Various edits for the Tabular Datasets guide
philippjfr Jun 16, 2017
2baa6bc
Added initial Gridded_Datasets draft
philippjfr Jun 16, 2017
9bf9db4
Added two-photon dataset
philippjfr Jun 16, 2017
3ba747f
Edits for Gridded Data guide
philippjfr Jun 16, 2017
921d908
Copied, cleaned up and renamed tutorials to user guides
philippjfr Jun 17, 2017
b3c031a
Updated user guides to use hv.extension()
jlstevens Jun 18, 2017
a91ca9f
Initialized rst files for the user and getting started guides
jlstevens Jun 19, 2017
2ce92cb
Added remaining rst files for the getting started guide
jlstevens Jun 19, 2017
3cdbcc6
Added remaining rst files for user guide
jlstevens Jun 19, 2017
1ba3948
Moved overall introduction to the getting started guide into index.rst
jlstevens Jun 19, 2017
9e37d1a
Fixed guide directory names in doc/
jlstevens Jun 19, 2017
18c3e96
Updated links defined in conf.py
jlstevens Jun 19, 2017
3a9b631
Fixed heading in Getting Started guide index
jlstevens Jun 19, 2017
87b79d4
Header now uses 'User Guide' not 'User Guides'
jlstevens Jun 19, 2017
da2e5a5
Fixed links in the introduction notebook
jlstevens Jun 19, 2017
efbcabe
Linked to element notebooks in Introduction
jlstevens Jun 19, 2017
246f26b
Added the Large Data notebook describing datashader support
jlstevens Jun 19, 2017
0b209f2
Updated the Large Data user guide introduction
jlstevens Jun 19, 2017
c0bdcf1
Small fixes for guide rst and ipynb
philippjfr Jun 19, 2017
bdb4dbd
Small example notebook fixes
philippjfr Jun 19, 2017
999a841
Added penguins.png to examples/elements/assets
jlstevens Jun 19, 2017
3bfc1c3
Added symbolic link to penguins.png in guides/datasets
jlstevens Jun 19, 2017
6437421
Updated Exporting and Archiving user guide to use penguins.png
jlstevens Jun 19, 2017
b71a497
Added guides/datasets/spike_train.csv.gz
jlstevens Jun 19, 2017
26935b9
Updated image links to S3 gif files
jlstevens Jun 19, 2017
781c5ae
Skipping stream dependent output in Live Data notebook
jlstevens Jun 19, 2017
668e17d
Added vaccination dataset
philippjfr Jun 19, 2017
57f77da
Added rst titles using notebook directive offset option
jlstevens Jun 19, 2017
16d7272
Fixed the titles in the user guide
jlstevens Jun 19, 2017
267d4d0
Updated HeatMap streams example and added Curve selection example
philippjfr Jun 20, 2017
e4bbbc7
Updated Exporting_and_Archiving user guide and made it more robust
jlstevens Jun 20, 2017
25acf6e
Fixes for toc trees and rst directives
philippjfr Jun 21, 2017
3b92f13
Adjusted linewidth and size of matplotlib square limit example
jlstevens Jun 21, 2017
d890ecd
Fixed Deploying Bokeh Apps rst
philippjfr Jun 21, 2017
bd8e0ea
Further improvements to the robustness of Exporting_and_Archiving
jlstevens Jun 21, 2017
d92ac09
Added regression_tap bokeh streams example
philippjfr Jun 21, 2017
cf1ce6e
Structured user guide and added rst files for missing guides
philippjfr Jun 21, 2017
0ca7a8e
Small markup fix in user guide index
philippjfr Jun 21, 2017
bab9f2b
Fixed use of print statement in Gridded Datasets notebooks
jlstevens Jun 22, 2017
b32d906
Added user guide skeletons and cleaned out outdated materials
philippjfr Jun 22, 2017
25bac7d
Fixed capitalization of heatmap_tap streams example
jlstevens Jun 22, 2017
4c14397
Added mandelbrot_homepage notebooks to examples/demos/
jlstevens Jun 22, 2017
df80ac1
Minor fixes in the custom interactivity guide
jlstevens Jun 22, 2017
e3dc859
Updated first half of the annotating data user guide
jlstevens Jun 23, 2017
3e7f3e2
Cleaned up getting-started intro
jbednar Jun 23, 2017
85294c1
Added embedded png and gif output to Deploying Bokeh Server guide
philippjfr Jun 23, 2017
a08b707
Minor edits to Introduction section
jlstevens Jun 23, 2017
1bd32a7
Updated the mandelbrot homepage demo to work on Python 2
jlstevens Jun 23, 2017
3b57bfb
Various fixes for guide index and rst files
philippjfr Jun 23, 2017
e4641ee
Renamed mandelbrot homepage notebook to mandelbrot section
jlstevens Jun 24, 2017
8c90e07
Added L-systems notebook to examples/topics/geometry
jlstevens Jun 25, 2017
95a8937
Fixed introductory sentence of square limit demo notebooks
jlstevens Jun 25, 2017
2f35778
Added dragon_curve notebooks to examples/demos
jlstevens Jun 25, 2017
d3ccd93
Minor improvements to the L-systems topics notebook
jlstevens Jun 25, 2017
93a3194
Fixed syntax error in game_of_life.py Bokeh app
jlstevens Jun 25, 2017
a2e0306
Added nytaxi_hover.py to examples/apps/bokeh
jlstevens Jun 25, 2017
7f012ae
Added bars_economic notebooks to examples/demos
jlstevens Jun 25, 2017
327f7ac
Fixed color cycle in bokeh bars_economic notebook
jlstevens Jun 25, 2017
05e111b
Switched Palette for Cycle in matplotlib's bar_economic.ipynb
jlstevens Jun 25, 2017
aa5c4bb
Added scatter_economic notebooks to examples/demos
jlstevens Jun 25, 2017
22d15c4
Fixes for Game of Life app
philippjfr Jun 25, 2017
b546d7c
Added dropdown_economic notebooks to examples/demos
jlstevens Jun 26, 2017
e57e947
L-systems notebook now only shows two rose spirographs
jlstevens Jun 26, 2017
b048e6a
Added draft HoloMap GridSpace, NdLayout and NdOverlay notebooks
jlstevens Jun 26, 2017
06cfd11
Mirrored website structure in examples/
jlstevens Jun 26, 2017
72e1f3b
Added rough draft of the Configuring HoloViews user guide
jlstevens Jun 26, 2017
cf28c32
Added Layout container notebook
jlstevens Jun 26, 2017
63906f8
Improved the Layout container notebook
jlstevens Jun 26, 2017
720a3b9
Added the Overlay container notebook
jlstevens Jun 26, 2017
28d88e4
Renamed notebook_extension to extension throughout examples
jlstevens Jun 27, 2017
2e812cf
Cleaned up getting_started/customization notebook
jbednar Jun 27, 2017
902105b
Added paragraph about suppressing stream parameters with rename
jlstevens Jun 27, 2017
194a04f
Cleaned up tabular getting-started
jbednar Jun 27, 2017
a07a82c
Cleaned up getting-started/gridded
jbednar Jun 27, 2017
68a2567
Cleaned up getting_started/live data
jbednar Jun 27, 2017
62dcb65
Minor clarification
jbednar Jun 27, 2017
495dd97
Replaced broken markdown links in elements/matplotlib
jlstevens Jun 27, 2017
e5db528
Replaced broken markdown links in elements/bokeh
jlstevens Jun 27, 2017
337daa2
Replaced broken markdown links in containers/matplotlib
jlstevens Jun 27, 2017
c018dc7
Made the matplotlib Layout notebook more consistent with Overlay
jlstevens Jun 27, 2017
b4c4dd8
Readded plotly element notebooks
philippjfr Jun 27, 2017
87348d0
Added bokeh container notebooks
jlstevens Jun 27, 2017
34f6ada
Replaced broken markdown links in elements/plotly
jlstevens Jun 27, 2017
caca493
Stripped cell metadata and kernel specs from all example notebooks
jlstevens Jun 27, 2017
68bbae2
Fixed bug in Gapminder app
philippjfr Jun 27, 2017
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2 changes: 2 additions & 0 deletions doc/User_Guide/Annotating_Data.rst
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Annotating your Data
____________________
2 changes: 2 additions & 0 deletions doc/User_Guide/Data_Pipelines.rst
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Data Transformation Pipelines
_____________________________
2 changes: 2 additions & 0 deletions doc/User_Guide/Dimensioned_Containers.rst
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Dimensioned Containers
______________________
2 changes: 2 additions & 0 deletions doc/User_Guide/IPython_Magics.rst
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IPython Magics
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2 changes: 2 additions & 0 deletions doc/User_Guide/Plots_and_Renderers.rst
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Working with Plot and Renderers
_______________________________
2 changes: 2 additions & 0 deletions doc/User_Guide/Plotting_with_Matplotlib.rst
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Plotting with Matplotlib
________________________
8 changes: 4 additions & 4 deletions doc/conf.py
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Expand Up @@ -52,8 +52,8 @@
),
# Links
'LINKS': (
('Getting started', 'Getting_Started/index.html'),
('User Guides', 'User_Guide/index.html'),
('Getting started', 'getting_started/index.html'),
('User Guide', 'user_guide/index.html'),
('Tutorials', 'Tutorials/index.html'),
('Gallery', 'Gallery/index.html'),
('Reference', 'Reference_Manual/index.html'),
Expand All @@ -71,8 +71,8 @@
),
# Links for the docs sub navigation
'NAV_DOCS': (
('Getting started', 'Getting_Started/index'),
('User Guides', 'User_Guide/index'),
('Getting started', 'getting_started/index'),
('User Guide', 'user_guide/index'),
('Tutorials', 'Tutorials/index'),
('Gallery', 'gallery/index'),
('Reference', 'Reference_Manual/index'),
Expand Down
5 changes: 5 additions & 0 deletions doc/getting_started/Customization.rst
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Customization
_____________

.. notebook:: holoviews ../../examples/getting_started/2-Customization.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/getting_started/Gridded_Datasets.rst
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Gridded Datasets
________________

.. notebook:: holoviews ../../examples/getting_started/4-Gridded_Datasets.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/getting_started/Introduction.rst
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Introduction
____________

.. notebook:: holoviews ../../examples/getting_started/1-Introduction.ipynb
:offset: 1
6 changes: 6 additions & 0 deletions doc/getting_started/Live_Data.rst
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Live Data
_________

.. notebook:: holoviews ../../examples/getting_started/5-Live_Data.ipynb
:skip_output: When run live, this cell's output should match the behavior of the GIF below
:offset: 1
5 changes: 5 additions & 0 deletions doc/getting_started/Tabular_Datasets.rst
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Tabular Datasets
________________

.. notebook:: holoviews ../../examples/getting_started/3-Tabular_Datasets.ipynb
:offset: 1
21 changes: 21 additions & 0 deletions doc/getting_started/index.rst
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Welcome to HoloViews!
_____________________

This 'Getting Started' guide aims to get you using HoloViews productively as quickly as possible. It is designed as an entrypoint for new users that will introduce the core concepts necessary to get you working productively with your own data. We recommend reading this guide in order if you wish to get an overview of what is offered by HoloViews. For detailed documentation, please consult our `User Guide <../user_guide/index.html>`_ which we will link to from the appropriate sections of this guide.

* `Introduction <Introduction.html>`_
* `Customization <Customization.html>`_
* `Tabular Datasets <Tabular_Datasets.html>`_
* `Gridded Datasets <Gridded_Datasets.html>`_
* `Live Data <Live_Data>`_

.. toctree::
:titlesonly:
:hidden:
:maxdepth: 2

Introduction <Introduction>
Customization <Customization>
Tabular Datasets <Tabular_Datasets>
Gridded Datasets <Gridded_Datasets>
Live Data <Live_Data>
2 changes: 2 additions & 0 deletions doc/index.rst
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Expand Up @@ -139,6 +139,8 @@ showing how to fix the bug or implement the feature!
:maxdepth: 2

Home <self>
Getting Started <getting_started/index>
User Guide <user_guide/index>
Features <features>
Tutorials <Tutorials/index>
Examples <Examples/index>
Expand Down
5 changes: 5 additions & 0 deletions doc/user_guide/Building_Composite_Objects.rst
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Building Composite Objects
__________________________

.. notebook:: holoviews ../../examples/user_guide/05-Building_Composite_Objects.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Continuous_Coordinates.rst
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Continuous Coordinates
______________________

.. notebook:: holoviews ../../examples/user_guide/Continuous_Coordinates.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Custom_Interactivity.rst
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Custom Interactivity
____________________

.. notebook:: holoviews ../../examples/user_guide/12-Custom_Interactivity.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Customizing_Plots.rst
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Customizing Plots
_________________

.. notebook:: holoviews ../../examples/user_guide/03-Customizing_Plots.ipynb
:offset: 1
6 changes: 6 additions & 0 deletions doc/user_guide/Deploying_Bokeh_Apps.rst
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Deploying Bokeh Apps
____________________

.. notebook:: holoviews ../../examples/user_guide/Deploying_Bokeh_Apps.ipynb
:skip_execute: True
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Exporting_and_Archiving.rst
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Exporting and Archiving
_______________________

.. notebook:: holoviews ../../examples/user_guide/Exporting_and_Archiving.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Gridded_Datasets.rst
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Gridded Datasets
________________

.. notebook:: holoviews ../../examples/user_guide/08-Gridded_Datasets.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Indexing_and_Selecting_Data.rst
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Indexing and Selecting Data
___________________________

.. notebook:: holoviews ../../examples/user_guide/09-Indexing_and_Selecting_Data.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Large_Data.rst
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Working with large data using datashader
________________________________________

.. notebook:: holoviews ../../examples/user_guide/14-Large_Data.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Live_Data.rst
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Live Data
_________

.. notebook:: holoviews ../../examples/user_guide/06-Live_Data.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Plotting_with_Bokeh.rst
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Plotting with Bokeh
___________________

.. notebook:: holoviews ../../examples/user_guide/Plotting_with_Bokeh.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Responding_to_Events.rst
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Responding to Events
____________________

.. notebook:: holoviews ../../examples/user_guide/11-Responding_to_Events.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Tabular_Datasets.rst
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Tabular Datasets
________________

.. notebook:: holoviews ../../examples/user_guide/07-Tabular_Datasets.ipynb
:offset: 1
5 changes: 5 additions & 0 deletions doc/user_guide/Transforming_Elements.rst
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Transforming Elements
_____________________

.. notebook:: holoviews ../../examples/user_guide/10-Transforming_Elements.ipynb
:offset: 1
137 changes: 137 additions & 0 deletions doc/user_guide/index.rst
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User Guide
__________


Core guides
-----------

These user guides provide detailed explanation of some of the core
concepts in HoloViews:

* `Annotating your Data <Annotating_Data.html>`_
How to wrap your data in Element and annotate it with additional
metadata to explore and visualize it effectively.

* `Composition of Elements <Composing_Elements.html>`_
Composing your wrapped data into ``Overlay`` and ``Layout``
collections with the ``+`` and ``*`` operators.

* `Customizing Plots <Customizing_Plots.html>`_
Applying plot, style and normalization options to control the look
and feel of the plotting.

* `Dimensioned Containers <Dimensioned_Containers.html>`_
Declaring multi-dimensional containers to animate and facet your
data flexibly. Learn about ``HoloMap``, ``NdOverlay``, ``GridSpace``
and ``NdLayout`` types and how to use them effectively with the
corresponding ``.layout``, ``.overlay`` and ``.grid`` method.

* `Building Composite Objects <Building_Composite_Objects.html>`_
How to build and work with complex composite objects.

* `Live Data <Live_Data.html>`_
Introducing ``DynamicMap`` to lazily declare data and generate
complex interactive visualizations.

* `Tabular Datasets <Tabular_Datasets.html>`_
Loading and wrapping tabular datasets in HoloViews using NumPy,
pandas and dask and flexibly exploring the dataset using selection,
grouping and aggregation.

* `Gridded Datasets <Gridded_Datasets.html>`_
Loading and wrapping gridded dataset in HoloViews using NumPy and
XArray to flexibly explore and visualize labelled n-dimensional
arrays.

* `Indexing and Selecting Data <Indexing_and_Selecting_Data.html>`_
Effectively indexing and selecting subsets of the data on the
different HoloViews datastructures.

* `Transforming Elements <Transforming_Elements.html>`_
Applying and declaring ``Operations`` that transform your allowing
you to define the building blocks of a data analysis pipeline and
quickly explore and visualize the effect of different parameters on
your data.

* `Responding to Events <Responding_to_Events.html>`_
Effectively using ``Streams`` to dynamically control and drive your
visualizations by responding to user defined events such as custom
widgets or from the commandline or notebook.

* `Custom Interactivity <Custom_Interactivity.html>`_
Using linked ``Streams`` to respond to events generated by
interacting with a bokeh plot, e.g. by responding to mouse position,
mouse taps, selections or the current axis range.

* `Data Transformation Pipelines <Data_Pipelines.html>`_
Chaining different operations to build complex and lazy data
analysis pipelines, which can drive interactive plots in a notebook
or in a deployed dashboard.

* `Working with large data <Large_Data.html>`_
Leveraging datashader support in HoloViews to effectively and
interactively explore and visualize millions or even billions of
datapoints.


Supplementary guides
--------------------

These guides provide detail about specific additional features in HoloViews:

* `Plotting with Bokeh <Plotting_with_Bokeh.html>`_
The basics of plotting with bokeh including details about plot tools
and backend specific styling options and working with bokeh models
more directly.

* `Deploying Bokeh Apps <Deploying_Bokeh_Apps.html>`_
Instructions on how to declare and deploy bokeh apps using HoloViews
in various scenarios, e.g. from scripts, from the commandline and
within the notebook.

* `Plotting with matplotlib <Plotting_with_Matplotlib.html>`_
The basics of plotting with matplotlib highlighting core differences
in styling and controlling the layout of matplotlib figures.

* `Plotting with plotly <Plotting_with_Plotly.html>`_
The basics of plotting with plotly focusing on 3D plotting, one of
the main strengths of plotly.

* `Working with renderers and plots <Plots_and_Renderers.html>`_
Using HoloViews Renderer and Plot classes directly to access and
manipulate your visualizations directly.

* `Exporting and Archiving <Exporting_and_Archiving.html>`_
Using HoloViews to archive both your data and visualization from the
notebook.

* `Continuous Coordinates <Continuous_Coordinates.html>`_ Details on
how continuous coordinates are handled in HoloViews specifically
focusing on the difference between ``Image`` and other ``Raster`` types.


.. toctree::
:titlesonly:
:hidden:
:maxdepth: 2

Annotating your Data <Annotating_Data>
Composition of Elements <Composing_Elements>
Customizing Plots <Customizing_Plots>
Dimensioned Containers <Dimensioned_Containers>
Building Composite Objects <Building_Composite_Objects>
Live Data <Live_Data>
Tabular Datasets <Tabular_Datasets>
Gridded Datasets <Gridded_Datasets>
Indexing and Selecting Data <Indexing_and_Selecting_Data>
Transforming Elements <Transforming_Elements>
Responding to Events <Responding_to_Events>
Custom Interactivity <Custom_Interactivity>
Working with large data <Large_Data>
Plotting with Bokeh <Plotting_with_Bokeh>
Deploying Bokeh Apps <Deploying_Bokeh_Apps>
Plotting with matplotlib <Plotting_with_Matplotlib>
Plotting with plotly <Plotting_with_Plotly>
Working with Plot and Renderers <Plots_and_Renderers>
Exporting and Archiving <Exporting_and_Archiving>
Continuous Coordinates <Continuous_Coordinates>
2 changes: 1 addition & 1 deletion examples/README.rst
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@@ -1,7 +1,7 @@

When working on a notebook in examples/ make sure to run ``python
examples.py reference Example.ipynb`` to locate any references to that
notebook in the documenation.
notebook in the documentation.

If there are any such references, please check that the content of those
pages is still correct.
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61 changes: 61 additions & 0 deletions examples/assets/station_info.csv
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name,lat,lon,opened,services,service_names,ridership
First Avenue,40.730953,-73.981628,1924,1,['L'],7.70211
Second Avenue,40.723402,-73.989938,1936,1,['F'],5.84771
Third Avenue,40.732849,-73.986122,1924,1,['L'],2.386533
Fifth Avenue,40.753821,-73.981963,1920,6,"['7', 'E', 'M', 'N', 'R', 'W']",16.220605
Sixth Avenue,40.737335,-73.996786,1924,1,['L'],16.121318
Seventh Avenue,40.762862,-73.981637,1919,7,"['B', 'D', 'E', 'N', 'Q', 'R', 'W']",12.013107
Eighth Street,40.730328,-73.992629,1917,4,"['N', 'Q', 'R', 'W']",5.894747
14th Street,40.737826,-74.000201,1918,8,"['1', '2', '3', 'A', 'C', 'E', 'F', 'M']",30.885045
14th Street–Union Square,40.734673,-73.989951,1904,8,"['4', '5', '6', 'L', 'N', 'Q', 'R', 'W']",35.320623
18th Street,40.74104,-73.997871,1918,2,"['1', '2']",2.676304
23rd Street,40.739864,-73.986599,1904,13,"['1', '2', '4', '6', 'A', 'C', 'E', 'F', 'M', 'N', 'Q', 'R', 'W']",38.264231
28th Street,40.74307,-73.984264,1904,8,"['1', '2', '4', '6', 'N', 'Q', 'R', 'W']",15.962813
33rd Street,40.746081,-73.982076,1904,2,"['4', '6']",9.701723
34th Street,40.750373,-73.991057,1917,15,"['1', '2', '3', '7', 'A', 'B', 'C', 'D', 'E', 'F', 'M', 'N', 'Q', 'R', 'W']",54.456594
42nd Street,40.757308,-73.989735,1932,7,"['A', 'B', 'C', 'D', 'E', 'F', 'M']",66.359208
49th Street,40.759901,-73.984139,1919,4,"['N', 'Q', 'R', 'W']",8.029988
51st Street,40.757107,-73.97192,1918,2,"['4', '6']",20.479923
57th Street,40.764664,-73.980658,1968,1,['F'],4.720245
59th Street,40.762526,-73.967967,1918,3,"['4', '5', '6']",25.566655
59th Street–Columbus Circle,40.768247,-73.981929,1904,6,"['1', '2', 'A', 'B', 'C', 'D']",23.299666
66th Street–Lincoln Center,40.77344,-73.982209,1904,2,"['1', '2']",7.790234
68th Street–Hunter College,40.768141,-73.96387,1918,2,"['4', '6']",10.237854
72nd Street,40.778453,-73.98197,1904,8,"['1', '2', '3', 'A', 'B', 'C', 'N', 'Q']",16.320597
77th Street,40.77362,-73.959874,1918,2,"['4', '6']",12.738039
81st Street–Museum of Natural History,40.781433,-73.972143,1932,3,"['A', 'B', 'C']",4.584041
96th Street,40.785672,-73.95107,1904,10,"['1', '2', '3', '4', '6', 'A', 'B', 'C', 'N', 'Q']",24.38848
103rd Street,40.7906,-73.947478,1904,6,"['1', '4', '6', 'A', 'B', 'C']",9.810965
110th Street,40.79502,-73.94425,1904,4,"['2', '3', '4', '6']",4.209449
116th Street,40.798629,-73.941617,1904,7,"['2', '3', '4', '6', 'A', 'B', 'C']",11.518755
Astor Place,40.730054,-73.99107,1904,2,"['4', '6']",5.447655
Bleecker Street,40.725915,-73.994659,1904,2,"['4', '6']",12.666868
Bowery,40.72028,-73.993915,1913,2,"['J', 'Z']",1.18492
Bowling Green,40.704817,-74.014065,1905,2,"['4', '5']",9.153462
Broad Street,40.706476,-74.011056,1931,2,"['J', 'Z']",1.83478
Broadway–Lafayette Street,40.725297,-73.996204,1936,4,"['B', 'D', 'F', 'M']",12.666868
Brooklyn Bridge–City Hall,40.713065,-74.004131,1904,3,"['4', '5', '6']",10.481576
Canal Street,40.718092,-73.999892,1904,13,"['1', '2', '4', '6', 'A', 'C', 'E', 'J', 'N', 'Q', 'R', 'W', 'Z']",22.936298
Chambers Street,40.71419,-74.003199,1913,7,"['1', '2', '3', 'A', 'C', 'J', 'Z']",34.446431
Christopher Street,40.733422,-74.002906,1918,2,"['1', '2']",3.363949
City Hall,40.713282,-74.006978,1918,3,"['N', 'R', 'W']",1.828806
Cortlandt Street,40.710668,-74.011029,1918,3,"['N', 'R', 'W']",2.713532
Delancey Street,40.718611,-73.988114,1936,1,['F'],8.226975
East Broadway,40.713715,-73.990173,1936,1,['F'],4.576662
Essex Street,40.718315,-73.987437,1908,3,"['J', 'M', 'Z']",8.226975
Franklin Street,40.719318,-74.006886,1918,2,"['1', '2']",1.731354
Fulton Street,40.710374,-74.007582,1905,8,"['2', '3', '4', '5', 'A', 'C', 'J', 'Z']",23.315037
Grand Central–42nd Street,40.751776,-73.976848,1904,5,"['4', '5', '6', '7', 'S']",46.737564
Grand Street,40.711926,-73.94067,1967,2,"['B', 'D']",10.253621
Houston Street,40.728251,-74.005367,1918,2,"['1', '2']",4.377409
Lexington Avenue,40.76266,-73.967258,1920,7,"['E', 'F', 'M', 'N', 'Q', 'R', 'W']",21.407792
Prince Street,40.724329,-73.997702,1917,4,"['N', 'Q', 'R', 'W']",5.386641
Rector Street,40.707513,-74.013783,1918,4,"['1', 'N', 'R', 'W']",4.939783
Roosevelt Island,40.759145,-73.95326,1989,1,['F'],1.966493
South Ferry,40.702068,-74.013664,2009,1,['1'],8.750364
Spring Street,40.722301,-73.997141,1904,5,"['4', '6', 'A', 'C', 'E']",7.586717
Times Square–42nd Street,40.754672,-73.986754,1917,7,"['1', '2', '3', 'N', 'Q', 'R', 'W']",66.359208
Wall Street,40.707557,-74.011862,1905,4,"['2', '3', '4', '5']",14.359598
West Fourth Street,40.732338,-74.000495,1932,7,"['A', 'B', 'C', 'D', 'E', 'F', 'M']",14.147148
Whitehall Street,40.703087,-74.012994,1918,3,"['N', 'R', 'W']",8.750364
World Trade Center,40.712582,-74.009781,1932,1,['E'],16.910084
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