Created
May 29, 2022 05:03
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Data App with Altair Selections
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import altair as alt | |
import pandas as pd | |
import panel as pn | |
pn.extension("vega", sizing_mode="stretch_width") | |
data = pd.read_json( | |
"https://raw.githubusercontent.com/vega/vega/master/docs/data/penguins.json" | |
) | |
theme = pn.state.session_args.get("theme", [b"default"])[0].decode() | |
if theme == "dark": | |
alt.themes.enable("dark") | |
else: | |
alt.themes.enable("default") | |
brush = alt.selection_interval(name="brush") | |
chart = ( | |
alt.Chart(data) | |
.mark_point() | |
.encode( | |
x=alt.X("Beak Length (mm):Q", scale=alt.Scale(zero=False)), | |
y=alt.Y("Beak Depth (mm):Q", scale=alt.Scale(zero=False)), | |
color=alt.condition(brush, "Species:N", alt.value("lightgray")), | |
) | |
.properties(width="container", height="container") | |
.add_selection(brush) | |
) | |
vega_pane = pn.pane.Vega(chart, debounce=10, height=800) | |
@pn.depends(vega_pane.selection.param.brush) | |
def filtered_table(selection): | |
if not selection: | |
return "## No selection" | |
query = " & ".join( | |
f"{crange[0]:.3f} <= `{col}` <= {crange[1]:.3f}" | |
for col, crange in selection.items() | |
) | |
return pn.pane.DataFrame(data.query(query)) | |
table = pn.Row(filtered_table, height=300, scroll=True) | |
component = pn.Column(vega_pane, table) | |
template = pn.template.FastListTemplate( | |
site="Awesome Panel", | |
title="Panel supports Vega and Altair Selections", | |
accent="#F08080", | |
main=[component], | |
).servable() |
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