Graph¶
dcc.Graph is a component for creating interactive data visualizations.
example¶
Here is an example of how to use dcc.Graph and dcc.Loading:
import dash
from dash import dcc
app = dash.Dash()
# Create a dcc.Graph component.
graph = dcc.Graph(
id="my-graph",
figure={
"data": [
{
"x": [1, 2, 3],
"y": [4, 5, 6],
"type": "scatter",
"name": "Series 1",
},
],
"layout": {"title": "My Graph"},
},
style={'height': '100%', 'width': '100%'},
#style={'height': '500px', 'width': '100%'} # can be relative or absolute size
)
# Wrap the graph component in a dcc.Loading component.
loading_graph = dcc.Loading(
id="loading-graph",
children=graph,
type="circle",
)
# Add the loading_graph component to the layout.
app.layout = html.Div([
loading_graph,
])
if __name__ == "__main__":
app.run_server(debug=True)
fig_json['data']¶
When working with Dash's dcc.Graph component, the fig_json['data'][0] refers to the first trace or set of data in the graph figure.
import dash
from dash imports as dcc, html
import plotly.graph_objects as go
# Sample data
x_data = [1, 2, 3, 4, 5]
y_data = [10, 11, 12, 13, 14]
# Create a Plotly Figure
fig = go.Figure()
fig.add_trace(go.Scatter(x=x_data, y=y_data, mode='lines', name='Line'))
# Create a Dash app
app = dash.Dash(__name__)
# Define the layout of the app
app.layout = html.Div([
dcc.Graph(
id='example-graph',
figure=fig
)
])
if __name__ == '__main__':
app.run_server(debug=True)
In this example:
go.Figure()is used to create a Plotly figure.fig.add_trace(go.Scatter(...))adds a trace to the figure. In this case, it's a simple scatter plot with lines connecting the points.dcc.Graph(id='example-graph', figure=fig)creates a Dash Core Component Graph, and thefigureattribute is set to the Plotly figure (fig) we created earlier.
To access the data of the first trace in the graph using fig_json['data'][0], you can do so by converting the figure to JSON using fig.to_json():
This will give you access to the data of the first trace in the form of a dictionary, allowing you to retrieve information about the x and y coordinates, mode, name, and other attributes of the trace.