Getting simple slider flask app to run

I am seeing so many versions of the slider flask app example, with different html templates, some using session, some not, some using autoload, some not, etc. Not able to run anyone which I came across. There are just bits and pieces of snippets. Also, did not follow the documentation on embedding. I just want a single definitive source that runs without any issues.

The one that has clean arrangement I saw was at bokeh_examples/sliders at master · mbertoll/bokeh_examples · GitHub

Downloaded the source. Built project in PyCharm. But did not run in the first go (had some errors). Modified to address the errors, the code looks like below:

The SliderApp class:

class SliderApp:
    def __init__(self):
        # Removed code for just this explanation. it creates sliders

    def get_app(self):
        # Set up layouts and add to document
        inputs = VBox(children=[self.text, self.offset, self.amplitude, self.phase, self.freq])
        hbox = HBox(children=[inputs, self.plot])
        return hbox

``

The flask script is:

app = Flask(__name__)

@app.route('/')
def index():
    applet = SliderApp()
    layout = applet.get_app()
    curdoc().add_root(layout)
    script, div = components(layout)
    return render_template('slider_app.html', plot_script=script, plot_div=div )

if __name__ == '__main__':
    print("STARTED")
    app.run(debug=True)

``

And the slider_app.html is:

<!DOCTYPE html>
<html lang="en">
    <head>
        <meta charset="utf-8">
        <title>Bokeh Plot</title>
        <link rel="stylesheet" href="http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.css" type="text/css" />
        <script type="text/javascript" src="http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.js"></script>
  </head>
  <body>
      {{ plot_div | safe }}
      {{ plot_script | safe }}
  </body>
</html>

``

Kept ‘bokeh serve’ running in another window. And they executed flask script from pycharm.

It gave:

STARTED

  • Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)
  • Restarting with stat
    STARTED
  • Debugger is active!
  • Debugger pin code: 607-949-136

``

Nothing is seen at http://127.0.0.1:5000/

Not sure what I am missing? Please guide.

Bokeh is now at version 0.12.2. It has undergone major changes
since 0.9 and I wouldn’t recommend running code from then.

The bokeh server, for example, is no longer based on flask.

  Get a version of the example that matches the version of bokeh

you’re running. e.g. here’s the sliders example for 0.12.2:

  To switch versions in github, there is a dropdown near the top of

the page - select a release from “tags”

Sincerely,

Sarah Bird

···

https://github.com/bokeh/bokeh/blob/0.12.2/examples/app/sliders.py
On 9/12/16 6:39 AM, Yogesh Kulkarni
wrote:

    I am seeing so many versions of the slider flask

app example, with different html templates, some using session,
some not, some using autoload, some not, etc. Not able to run
anyone which I came across. There are just bits and pieces of
snippets. Also, did not follow the documentation on embedding. I
just want a single definitive source that runs without any
issues.

    The one that has clean arrangement I saw was at

Downloaded the source. Built project in PyCharm. But did not run
in the first go (had some errors). Modified to address the
errors, the code looks like below:
The SliderApp class:
The flask script is:
And the slider_app.html is:
Kept ‘bokeh serve’ running in another window. And they executed
flask script from pycharm.
It gave:
Nothing is seen at Not sure what I am missing? Please guide.

  You received this message because you are subscribed to the Google

Groups “Bokeh Discussion - Public” group.

  To unsubscribe from this group and stop receiving emails from it,

send an email to [email protected].

  To post to this group, send email to [email protected].

  To view this discussion on the web visit [https://groups.google.com/a/continuum.io/d/msgid/bokeh/33b7ba97-e7ca-445e-9a95-1ead1813262c%40continuum.io](https://groups.google.com/a/continuum.io/d/msgid/bokeh/33b7ba97-e7ca-445e-9a95-1ead1813262c%40continuum.io?utm_medium=email&utm_source=footer).

  For more options, visit [https://groups.google.com/a/continuum.io/d/optout](https://groups.google.com/a/continuum.io/d/optout).


Sarah Bird
Developer, Bokeh

    [
      ![Continuum Analytics](http://docs.continuum.io/_static/img/ContinuumWordmark.png)
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https://github.com/mbertoll/bokeh_examples/tree/master/sliders

class SliderApp:
    def __init__(self):
        # Removed code for just this explanation. it creates sliders

    def get_app(self):
        # Set up layouts and add to document
        inputs = VBox(children=[self.text, self.offset, self.amplitude, self.phase, self.freq])
        hbox = HBox(children=[inputs, self.plot])
        return
hbox

``

app = Flask(__name__)

@app.route('/')
def index():
    applet = SliderApp()
    layout = applet.get_app()
    curdoc().add_root(layout)
    script, div = components(layout)
    return render_template('slider_app.html', plot_script=script, plot_div=div )

if __name__ == '__main__':
    print("STARTED")
    app.run(debug=True)

``

<!DOCTYPE html>
<html lang="en">
    <head>
        <meta charset="utf-8">
        <title>Bokeh Plot</title>
        <link rel="stylesheet" href= type="text/css" />
        <script type="text/javascript" src=></script>
  </head>
  <body>
      {{ plot_div | safe }}
      {{ plot_script | safe }}
  </body>
</html>

``

“http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.css”“http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.js”

STARTED

             * Running on http:                //127.0.0.1:5000/

(Press CTRL+C to quit)

             * Restarting with stat

            STARTED

             * Debugger is active!

             * Debugger pin

code: 607-949-136

``

http://127.0.0.1:5000/

I wish to build a generic flask based application, which embeds bokeh plots and widgets. So I was looking out for some ready samples. Came across the Slider. So was just trying that.

I did not get the meaning or the relevance of statement ‘bokeh is no longer flask based’. Whatever it is based of, can I include it in a generic flask based app? or Any other generic template based web framework?

Any other example, which shows embedding of bokeh plots, widgets in a generic html template would also do.

Just wish to put forth: I am learning bokeh by doing a sample app. It will be a dashboard, showing streaming plots, widgets like drop-downs, pie charts, data tables, links to other pages,images, etc. I am going step by step. Once this flask embedding works, then I will try to embed streaming plots. As a stretch goal, I will be exploring if drill-down charts can be made. Meaning, you create, say a histogram chart using ‘group-by’ on certain data and show it. Once you click on one of the bars, subplot of expanded data appears.

···

On Monday, September 12, 2016 at 6:55:11 PM UTC+5:30, Sarah Bird wrote:

  Bokeh is now at version 0.12.2. It has undergone major changes

since 0.9 and I wouldn’t recommend running code from then.

The bokeh server, for example, is no longer based on flask.

  Get a version of the example that matches the version of bokeh

you’re running. e.g. here’s the sliders example for 0.12.2:
https://github.com/bokeh/bokeh/blob/0.12.2/examples/app/sliders.py

  To switch versions in github, there is a dropdown near the top of

the page - select a release from “tags”

Sincerely,

Sarah Bird

  On 9/12/16 6:39 AM, Yogesh Kulkarni > wrote:
    I am seeing so many versions of the slider flask

app example, with different html templates, some using session,
some not, some using autoload, some not, etc. Not able to run
anyone which I came across. There are just bits and pieces of
snippets. Also, did not follow the documentation on embedding. I
just want a single definitive source that runs without any
issues.

    The one that has clean arrangement I saw was at

https://github.com/mbertoll/bokeh_examples/tree/master/sliders

    Downloaded the source. Built project in PyCharm. But did not run

in the first go (had some errors). Modified to address the
errors, the code looks like below:

    The SliderApp class:
class SliderApp:
    def __init__(self):
        # Removed code for just this explanation. it creates sliders

    def get_app(self):
        # Set up layouts and add to document
        inputs = VBox(children=[self.text, self.offset, self.amplitude, self.phase, self.freq])
        hbox = HBox(children=[inputs, self.plot])
        return
hbox

``

    The flask script is:
app = Flask(__name__)

@app.route('/')
def index():
    applet = SliderApp()
    layout = applet.get_app()
    curdoc().add_root(layout)
    script, div = components(layout)
    return render_template('slider_app.html', plot_script=script, plot_div=div )


if __name__ == '__main__':
    print("STARTED")
    app.run(debug=True)

``

    And the slider_app.html is:
<!DOCTYPE html>
<html lang="en">
    <head>
        <meta charset="utf-8">
        <title>Bokeh Plot</title>
        <link rel="stylesheet" href=["http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.css"](http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.css) type="text/css" />
        <script type="text/javascript" src=["http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.js"](http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.js)></script>
  </head>
  <body>
      {{ plot_div | safe }}
      {{ plot_script | safe }}
  </body>
</html>

``

    Kept 'bokeh serve' running in another window. And they executed

flask script from pycharm.

    It gave:

STARTED

             * Running on http://[127.0.0.1:5000/](http://127.0.0.1:5000/)
            (Press CTRL+C to quit)

             * Restarting with stat

            STARTED

             * Debugger is active!

             * Debugger pin

code: 607-949-136

``

    Nothing is seen at [http://127.0.0.1:5000/](http://127.0.0.1:5000/)



    Not sure what I am missing? Please guide.

  You received this message because you are subscribed to the Google

Groups “Bokeh Discussion - Public” group.

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  To view this discussion on the web visit [https://groups.google.com/a/continuum.io/d/msgid/bokeh/33b7ba97-e7ca-445e-9a95-1ead1813262c%40continuum.io](https://groups.google.com/a/continuum.io/d/msgid/bokeh/33b7ba97-e7ca-445e-9a95-1ead1813262c%40continuum.io?utm_medium=email&utm_source=footer).

  For more options, visit [https://groups.google.com/a/continuum.io/d/optout](https://groups.google.com/a/continuum.io/d/optout).


Sarah Bird
Developer, Bokeh

    [
      <img alt="Continuum Analytics" src="https://lh6.googleusercontent.com/proxy/VYgVjggTk1hCXSN9wFkffE3I6kxTvJ51tT4KvDXOuKbs1WyFG66k7kt2-vkDimbyxfWtP-d1paJmstMYhPPnDYSUF4rLPoYM2GM2QFM=w5000-h5000" style="width:150px;min-height:30px" height="30px" width="150px">
    ](http://continuum.io)

Hi Yogesh,

A few clarifications are probably in order. First, it's probably a good idea to review the user's guide section on running a bokeh server:

  Running a Bokeh server — Bokeh 2.4.2 Documentation

Then, just to make sure expectations are set, it's worth mentioning: Bokeh apps always run on a Bokeh server itself. I'm not sure there is any confusion on this point, I just wanted to make sure. So then, the question becomes: how do I embed an app running on a Bokeh server in some other webpage or web app (e.g. a Flask or Django or whatever app). There are two general approaches:

* use iframes -- this is simple and works perfectly well. This is how demo.bokeh.org works for instance

* use autoload_server -- described here: Embedding Bokeh content — Bokeh 2.4.2 Documentation

This all assumes you are running the app in the manner:

  bokeh serve myapp.py

This is the most recommended way to do things. It is the easiest to write and deal with. There is another way, using "bokeh.client" to create sessions "on demand" from e.g. Flask apps, but this is more complicated, and the main reason that is was needed at all (individual session customization) can now be accomplished with HTTP request arguments with the recommended way I mentioned above. I would not recommend looking at bokeh.client, push_session, etc. first.

Hope that helps,

Bryan

Hi Bryan,

Thanks a lot for detailed explanation. I will stay with curdoc()add_root() way then and focus on my next exploration, i.e. streaming data plots.

Yogesh

···

On Monday, September 12, 2016 at 7:34:43 PM UTC+5:30, Bryan Van de ven wrote:

Hi Yogesh,

A few clarifications are probably in order. First, it’s probably a good idea to review the user’s guide section on running a bokeh server:

    [http://bokeh.pydata.org/en/latest/docs/user_guide/server.html](http://bokeh.pydata.org/en/latest/docs/user_guide/server.html)

Then, just to make sure expectations are set, it’s worth mentioning: Bokeh apps always run on a Bokeh server itself. I’m not sure there is any confusion on this point, I just wanted to make sure. So then, the question becomes: how do I embed an app running on a Bokeh server in some other webpage or web app (e.g. a Flask or Django or whatever app). There are two general approaches:

This all assumes you are running the app in the manner:

    bokeh serve myapp.py

This is the most recommended way to do things. It is the easiest to write and deal with. There is another way, using “bokeh.client” to create sessions “on demand” from e.g. Flask apps, but this is more complicated, and the main reason that is was needed at all (individual session customization) can now be accomplished with HTTP request arguments with the recommended way I mentioned above. I would not recommend looking at bokeh.client, push_session, etc. first.

Hope that helps,

Bryan

On Sep 12, 2016, at 8:44 AM, Yogesh Kulkarni [email protected] wrote:

I wish to build a generic flask based application, which embeds bokeh plots and widgets. So I was looking out for some ready samples. Came across the Slider. So was just trying that.

I did not get the meaning or the relevance of statement ‘bokeh is no longer flask based’. Whatever it is based of, can I include it in a generic flask based app? or Any other generic template based web framework?

Any other example, which shows embedding of bokeh plots, widgets in a generic html template would also do.

Just wish to put forth: I am learning bokeh by doing a sample app. It will be a dashboard, showing streaming plots, widgets like drop-downs, pie charts, data tables, links to other pages,images, etc. I am going step by step. Once this flask embedding works, then I will try to embed streaming plots. As a stretch goal, I will be exploring if drill-down charts can be made. Meaning, you create, say a histogram chart using ‘group-by’ on certain data and show it. Once you click on one of the bars, subplot of expanded data appears.

On Monday, September 12, 2016 at 6:55:11 PM UTC+5:30, Sarah Bird wrote:

Bokeh is now at version 0.12.2. It has undergone major changes since 0.9 and I wouldn’t recommend running code from then.

The bokeh server, for example, is no longer based on flask.

Get a version of the example that matches the version of bokeh you’re running. e.g. here’s the sliders example for 0.12.2: https://github.com/bokeh/bokeh/blob/0.12.2/examples/app/sliders.py

To switch versions in github, there is a dropdown near the top of the page - select a release from “tags”

Sincerely,

Sarah Bird

On 9/12/16 6:39 AM, Yogesh Kulkarni wrote:

I am seeing so many versions of the slider flask app example, with different html templates, some using session, some not, some using autoload, some not, etc. Not able to run anyone which I came across. There are just bits and pieces of snippets. Also, did not follow the documentation on embedding. I just want a single definitive source that runs without any issues.

The one that has clean arrangement I saw was at https://github.com/mbertoll/bokeh_examples/tree/master/sliders

Downloaded the source. Built project in PyCharm. But did not run in the first go (had some errors). Modified to address the errors, the code looks like below:

The SliderApp class:

class SliderApp:

def init(self):

Removed code for just this explanation. it creates sliders

def get_app(self):

Set up layouts and add to document

    inputs = VBox(children=[self.text, self.offset, self.amplitude, self.phase, self.freq])
    hbox

= HBox(children=[inputs, self.plot])

return
hbox

The flask script is:

app = Flask(name)

@app.route(‘/’)

def index():

applet

= SliderApp()

layout

= applet.get_app()

curdoc

().add_root(layout)

script

, div = components(layout)

return render_template(‘slider_app.html’, plot_script=script, plot_div=div )

if name == ‘main’:

print(“STARTED”)

app

.run(debug=True)

And the slider_app.html is:

Bokeh Plot
  {{ plot_div | safe }}
  {{ plot_script | safe }}

Kept ‘bokeh serve’ running in another window. And they executed flask script from pycharm.

It gave:

STARTED

  • Restarting with stat

STARTED

  • Debugger is active!
  • Debugger pin code: 607-949-136

Nothing is seen at http://127.0.0.1:5000/

Not sure what I am missing? Please guide.


You received this message because you are subscribed to the Google Groups “Bokeh Discussion - Public” group.

To unsubscribe from this group and stop receiving emails from it, send an email to [email protected].

To post to this group, send email to [email protected].

To view this discussion on the web visit https://groups.google.com/a/continuum.io/d/msgid/bokeh/33b7ba97-e7ca-445e-9a95-1ead1813262c%40continuum.io.

For more options, visit https://groups.google.com/a/continuum.io/d/optout.


Sarah Bird

Developer, Bokeh


You received this message because you are subscribed to the Google Groups “Bokeh Discussion - Public” group.

To unsubscribe from this group and stop receiving emails from it, send an email to [email protected].

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For more options, visit https://groups.google.com/a/continuum.io/d/optout.

For completeness, y ou
can do a static plot in a flask app (different kind of thing and probably not what you want but
just in case). There’s some ex planation
here:

···

https://github.com/bokeh/bokeh-notebooks/blob/master/tutorial/05%20-%20sharing.ipynb
On 9/12/16 7:35 PM, Yogesh Kulkarni
wrote:

Hi Bryan,

    Thanks a lot for detailed explanation. I will stay with

curdoc()add_root() way then and focus on my next exploration,
i.e. streaming data plots.

    Yogesh



    On Monday, September 12, 2016 at 7:34:43 PM UTC+5:30, Bryan Van

de ven wrote:

      Hi

Yogesh,

      A few clarifications are probably in order. First, it's

probably a good idea to review the user’s guide section on
running a bokeh server:

              [http://bokeh.pydata.org/en/latest/docs/user_guide/server.html](http://bokeh.pydata.org/en/latest/docs/user_guide/server.html)




      Then, just to make sure expectations are set, it's worth

mentioning: Bokeh apps always run on a Bokeh server itself.
I’m not sure there is any confusion on this point, I just
wanted to make sure. So then, the question becomes: how do I
embed an app running on a Bokeh server in some other webpage
or web app (e.g. a Flask or Django or whatever app). There are
two general approaches:

      * use iframes -- this is simple and works perfectly well. This

is how demo.bokehplots.com works for instance

      * use autoload_server -- described here: [http://bokeh.pydata.org/en/latest/docs/user_guide/embed.html#server-data](http://bokeh.pydata.org/en/latest/docs/user_guide/embed.html#server-data)




      This all assumes you are running the app in the manner:




              bokeh serve myapp.py




      This is the most recommended way to do things. It is the

easiest to write and deal with. There is another way, using
“bokeh.client” to create sessions “on demand” from e.g. Flask
apps, but this is more complicated, and the main reason that
is was needed at all (individual session customization) can
now be accomplished with HTTP request arguments with the
recommended way I mentioned above. I would not recommend
looking at bokeh.client, push_session, etc. first.

      Hope that helps,




      Bryan



      > On Sep 12, 2016, at 8:44 AM, Yogesh Kulkarni <[email protected]          >

wrote:

      >

      > I wish to build a generic flask based application, which

embeds bokeh plots and widgets. So I was looking out for some
ready samples. Came across the Slider. So was just trying
that.

      >

      > I did not get the meaning or the relevance of statement

‘bokeh is no longer flask based’. Whatever it is based of, can
I include it in a generic flask based app? or Any other
generic template based web framework?

      >

      > Any other example, which shows embedding of bokeh plots,

widgets in a generic html template would also do.

      >

      > Just wish to put forth: I am learning bokeh by doing a

sample app. It will be a dashboard, showing streaming plots,
widgets like drop-downs, pie charts, data tables, links to
other pages,images, etc. I am going step by step. Once this
flask embedding works, then I will try to embed streaming
plots. As a stretch goal, I will be exploring if drill-down
charts can be made. Meaning, you create, say a histogram chart
using ‘group-by’ on certain data and show it. Once you click
on one of the bars, subplot of expanded data appears.

      >

      >

      > On Monday, September 12, 2016 at 6:55:11 PM UTC+5:30,

Sarah Bird wrote:

      > Bokeh is now at version 0.12.2. It has undergone major

changes since 0.9 and I wouldn’t recommend running code from
then.

      >

      > The bokeh server, for example, is no longer based on

flask.

      >

      > Get a version of the example that matches the version of

bokeh you’re running. e.g. here’s the sliders example for
0.12.2: https://github.com/bokeh/bokeh/blob/0.12.2/examples/app/sliders.py

      >

      > To switch versions in github, there is a dropdown near

the top of the page - select a release from “tags”

      >

      > Sincerely,


      >

      > Sarah Bird


      >

      >

      > On 9/12/16 6:39 AM, Yogesh Kulkarni wrote:


      >> I am seeing so many versions of the slider flask app

example, with different html templates, some using session,
some not, some using autoload, some not, etc. Not able to run
anyone which I came across. There are just bits and pieces of
snippets. Also, did not follow the documentation on
embedding. I just want a single definitive source that runs
without any issues.

      >>

      >> The one that has clean arrangement I saw was at [https://github.com/mbertoll/bokeh_examples/tree/master/sliders](https://github.com/mbertoll/bokeh_examples/tree/master/sliders)


      >>

      >> Downloaded the source. Built project in PyCharm. But

did not run in the first go (had some errors). Modified to
address the errors, the code looks like below:

      >>

      >> The SliderApp class:


      >>

      >>  class SliderApp:


      >>

      >>    

      >> def __init__(self):


      >>

      >>        

      >> # Removed code for just this explanation. it creates

sliders

      >>

      >>

      >>    

      >> def get_app(self):


      >>

      >>        

      >> # Set up layouts and add to document


      >>         inputs = VBox(children=[self.text,

self.offset, self.amplitude, self.phase, self.freq])

      >>

      >>         hbox

      >> = HBox(children=[inputs, self.plot])


      >>

      >>        

      >> return

      >> hbox


      >>

      >>

      >>

      >> The flask script is:


      >>  app = Flask(__name__)


      >>

      >>

      >>

      >> @app.route('/')


      >> def index():


      >>

      >>     applet

      >> = SliderApp()


      >>

      >>     layout

      >> = applet.get_app()


      >>

      >>     curdoc


      >> ().add_root(layout)


      >>

      >>     script


      >> , div = components(layout)


      >>

      >>    

      >> return render_template('slider_app.          html',

plot_script=script, plot_div=div )

      >>

      >>

      >>

      >>

      >> if __name__ == '__main__':


      >>

      >>    

      >> print("STARTED")


      >>

      >>     app


      >> .run(debug=True)


      >>

      >> And the slider_app.html is:


      >>

      >>  <!DOCTYPE html>


      >> <html lang="en">


      >>

      >>    

      >> <head>


      >>

      >>        

      >> <meta charset="utf-8">


      >>

      >>        

      >> <title>Bokeh Plot</title>


      >>

      >>        

      >> <link rel="stylesheet" href="[http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.css](http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.css)          "

type=“text/css” />

      >>

      >>        

      >> <script type="text/javascript" src="[http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.js](http://cdn.pydata.org/bokeh/release/bokeh-0.9.1.min.js)          "></script>


      >>

      >>  

      >> </head>


      >>

      >>  

      >> <body>


      >>

      >>       {{ plot_div | safe }}


      >>       {{ plot_script | safe }}


      >>  

      >> </body>


      >> </html>


      >>

      >> Kept 'bokeh serve' running in another window. And

they executed flask script from pycharm.

      >>

      >> It gave:


      >>

      >> STARTED


      >>  * Running on [http://127.0.0.1:5000/](http://127.0.0.1:5000/) (Press CTRL+C to quit)


      >>  * Restarting with stat


      >> STARTED


      >>  * Debugger is active!


      >>  * Debugger pin code: 607-949-136


      >>

      >> Nothing is seen at [http://127.0.0.1:5000/](http://127.0.0.1:5000/)


      >>

      >> Not sure what I am missing? Please guide.


      >>

      >>

      >> --

      >> You received this message because you are subscribed

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      >> To unsubscribe from this group and stop receiving

emails from it, send an email to [email protected] .

      >> To post to this group, send email to [email protected]          .


      >> To view this discussion on the web visit [https://groups.google.com/a/continuum.io/d/msgid/bokeh/33b7ba97-e7ca-445e-9a95-1ead1813262c%40continuum.io](https://groups.google.com/a/continuum.io/d/msgid/bokeh/33b7ba97-e7ca-445e-9a95-1ead1813262c%40continuum.io)          .


      >> For more options, visit [https://groups.google.com/a/continuum.io/d/optout](https://groups.google.com/a/continuum.io/d/optout)          .


      >

      > --

      > Sarah Bird


      > Developer, Bokeh

      >

      >  


      >

      >

      > --

      > You received this message because you are subscribed to

the Google Groups “Bokeh Discussion - Public” group.

      > To unsubscribe from this group and stop receiving emails

from it, send an email to [email protected] .

      > To post to this group, send email to [email protected]          .


      > To view this discussion on the web visit [https://groups.google.com/a/continuum.io/d/msgid/bokeh/a0fc0448-df7d-4176-86b9-ad5ba4e96699%40continuum.io](https://groups.google.com/a/continuum.io/d/msgid/bokeh/a0fc0448-df7d-4176-86b9-ad5ba4e96699%40continuum.io)          .


      > For more options, visit [https://groups.google.com/a/continuum.io/d/optout](https://groups.google.com/a/continuum.io/d/optout)          .

  You received this message because you are subscribed to the Google

Groups “Bokeh Discussion - Public” group.

  To unsubscribe from this group and stop receiving emails from it,

send an email to [email protected].

  To post to this group, send email to [email protected].

  To view this discussion on the web visit [https://groups.google.com/a/continuum.io/d/msgid/bokeh/21f24920-39c7-40dc-8059-61aeecaa6aee%40continuum.io](https://groups.google.com/a/continuum.io/d/msgid/bokeh/21f24920-39c7-40dc-8059-61aeecaa6aee%40continuum.io?utm_medium=email&utm_source=footer).

  For more options, visit [https://groups.google.com/a/continuum.io/d/optout](https://groups.google.com/a/continuum.io/d/optout).


Sarah Bird
Developer, Bokeh

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