Last active
May 30, 2022 18:23
-
-
Save AnnMarieW/6ba713f9e0a217d311d211f392b3b384 to your computer and use it in GitHub Desktop.
Dash Pattern Matching Callback with delete option
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
from dash import Dash, dcc, html, Input, Output, State, ALL, MATCH, ctx | |
import plotly.express as px | |
import dash_bootstrap_components as dbc | |
df = px.data.gapminder() | |
default_column_x = "year" | |
default_column_y = "gdpPercap" | |
app = Dash(__name__, external_stylesheets=[dbc.themes.BOOTSTRAP]) | |
app.layout = dbc.Container( | |
[ | |
dbc.Row(dbc.Col(html.H3("Pattern Matching Callbacks Demo"))), | |
dbc.Row( | |
[ | |
dbc.Col( | |
dcc.Dropdown( | |
options=df.country.unique(), | |
value="Canada", | |
id="country", | |
), | |
width=4, | |
), | |
dbc.Col( | |
dbc.Button( | |
"Add Chart", | |
id="add-chart", | |
n_clicks=0, | |
) | |
), | |
] | |
), | |
dbc.Row(dbc.Col(id="container", children=[], className="mt-4")), | |
], | |
fluid=True, | |
) | |
def create_figure(column_x, column_y, country): | |
chart_type = px.line if column_x == "year" else px.scatter | |
return ( | |
chart_type( | |
df.query("country == '{}'".format(country)), | |
x=column_x, | |
y=column_y, | |
) | |
.update_layout( | |
title="{} {} vs {}".format(country, column_x, column_y), | |
margin_l=10, | |
margin_r=0, | |
margin_b=30, | |
) | |
.update_xaxes(title_text="") | |
.update_yaxes(title_text="") | |
) | |
@app.callback( | |
Output("container", "children"), | |
Input("add-chart", "n_clicks"), | |
Input({"type": "dynamic-delete", "index": ALL}, "n_clicks"), | |
State("container", "children"), | |
State("country", "value"), | |
) | |
def display_dropdowns(n_clicks, _, children, country): | |
triggered = ctx.triggered_id | |
if isinstance(triggered, dict): | |
delete_chart_number = triggered["index"] | |
children = [ | |
chart | |
for chart in children | |
if "'index': " + str(delete_chart_number) not in str(chart) | |
] | |
else: | |
new_element = dbc.Card( | |
[ | |
dbc.CardHeader( | |
[ | |
f"Figure {n_clicks+1} ", | |
dbc.Button( | |
"X", | |
id={"type": "dynamic-delete", "index": n_clicks}, | |
n_clicks=0, | |
color="secondary", | |
), | |
], | |
className="text-end", | |
), | |
dcc.Graph( | |
id={"type": "dynamic-output", "index": n_clicks}, | |
style={"height": 300}, | |
figure=create_figure(default_column_x, default_column_y, country), | |
), | |
dcc.Dropdown( | |
id={"type": "dynamic-dropdown-x", "index": n_clicks}, | |
options=df.columns, | |
value=default_column_x, | |
), | |
dcc.Dropdown( | |
id={"type": "dynamic-dropdown-y", "index": n_clicks}, | |
options=df.columns, | |
value=default_column_y, | |
), | |
], | |
style={ | |
"width": 400, | |
"display": "inline-block", | |
}, | |
className="m-1", | |
) | |
children.append(new_element) | |
return children | |
@app.callback( | |
Output({"type": "dynamic-output", "index": MATCH}, "figure"), | |
Input({"type": "dynamic-dropdown-x", "index": MATCH}, "value"), | |
Input({"type": "dynamic-dropdown-y", "index": MATCH}, "value"), | |
Input("country", "value"), | |
) | |
def display_output(column_x, column_y, country): | |
return create_figure(column_x, column_y, country) | |
if __name__ == "__main__": | |
app.run_server(debug=True) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment