How can I add interactivity to my Plotly graphs in Python?
You can add interactivity to your Plotly graphs by using features like hover text, clickable legends, and dropdown menus. Would you like a code example?
Yes, please provide a code example for a scatter plot with hover text.
Here's a simple example:
import plotly.express as px
# Sample data
df = px.data.iris()
# Create scatter plot
fig = px.scatter(df, x='sepal_width', y='sepal_length', color='species',
hover_data=['petal_length', 'petal_width'])
# Show the plot
fig.show()
This will display a scatter plot where hovering over points shows additional information.
That looks great! Can I also add a dropdown to filter the species?
Absolutely! You can use the update_layout
method to add a dropdown. Here's how:
fig.update_layout(
updatemenus=[{
'buttons': [
{'label': 'All', 'method': 'update', 'args': [{'visible': [True, True, True]}]},
{'label': 'Setosa', 'method': 'update', 'args': [{'visible': [True, False, False]}]},
{'label': 'Versicolor', 'method': 'update', 'args': [{'visible': [False, True, False]}]},
{'label': 'Virginica', 'method': 'update', 'args': [{'visible': [False, False, True]}]},
],
'direction': 'down',
}]
)
This will allow you to filter the species displayed in the plot.
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