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Create appy2.py
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appy2.py
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# load up the libraries
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import panel as pn
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import pandas as pd
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import altair as alt
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from vega_datasets import data
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# we want to use bootstrap/template, tell Panel to load up what we need
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pn.extension(design='bootstrap')
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# we want to use vega, tell Panel to load up what we need
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pn.extension('vega')
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# create a basic template using bootstrap
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template = pn.template.BootstrapTemplate(
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title='SI649 Walkthrough',
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)
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# the main column will hold our key content
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maincol = pn.Column()
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# add some markdown to the main column
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maincol.append("# Markdown Title")
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maincol.append("I can format in cool ways. Like **bold** or *italics* or ***both*** or ~~strikethrough~~ or `code` or [links](https://panel.holoviz.org)")
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maincol.append("I am writing a link [to the streamlit documentation page](https://docs.streamlit.io/en/stable/api.html)")
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maincol.append('')
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# load up a dataframe and show it in the main column
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cars_url = "https://raw.githubusercontent.com/altair-viz/vega_datasets/master/vega_datasets/_data/cars.json"
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cars = pd.read_json(cars_url)
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temps = data.seattle_weather()
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maincol.append(temps.head(10))
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# create a basic chart
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hp_mpg = alt.Chart(cars).mark_circle(size=80).encode(
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x='Horsepower:Q',
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y='Miles_per_Gallon:Q',
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color='Origin:N'
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)
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# dispaly it in the main column
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# maincol.append(hp_mpg)
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# create a basic slider
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simpleslider = pn.widgets.IntSlider(name='Simple Slider', start=0, end=100, value=0)
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# generate text based on slider value
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def square(x):
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return f'{x} squared is {x**2}'
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# bind the slider to the function and hold the output in a row
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row = pn.Column(pn.bind(square,simpleslider))
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# add both slider and row
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maincol.append(simpleslider)
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maincol.append(row)
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# variable to track state of visualization
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flip = False
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# function to either return the vis or a message
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def makeChartVisible(val):
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global flip # grab the variable outside the function
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if (flip == True):
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flip = not flip # flip to False
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return pn.pane.Vega(hp_mpg) # return the vis
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else:
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flip = not flip # flip to true and return text
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return pn.panel("Click the button to see the chart")
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# add a button and then create the binding
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btn = pn.widgets.Button(name='Click me')
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row = pn.Row(pn.bind(makeChartVisible, btn))
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# add button and new row to main column
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maincol.append(btn)
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maincol.append(row)
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# create a base chart
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basechart = alt.Chart(cars).mark_circle(size=80,opacity=0.5).encode(
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x='Horsepower:Q',
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y='Acceleration:Q',
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color="Origin:N"
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)
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# create something to hold the base chart
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currentoption = pn.panel(basechart)
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# create a selection widget
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select = pn.widgets.Select(name='Select', options=['Horsepower','Acceleration','Miles_per_Gallon'])
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# create a function to modify the basechart that is being
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# held in currentoption
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def changeOption(val):
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# grab what's there now
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chrt = currentoption.object
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# change the encoding based on val
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chrt = chrt.encode(
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y=val+":Q"
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)
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# replace old chart in currentoption with new one
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currentoption.object = chrt
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# append the selection
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maincol.append(select)
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# append the binding (in thise case nothing is being returned by changeOption, so...)
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chartchange = pn.Row(pn.bind(changeOption, select))
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# ... we need to also add the chart
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maincol.append(chartchange)
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maincol.append(currentoption)
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# add the main column to the template
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template.main.append(maincol)
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# Indicate that the template object is the "application" and serve it
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template.servable(title="SI649 Walkthrough")
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