How can I create interactive heatmaps using Seaborn?
You can create interactive heatmaps in Seaborn by using the sns.heatmap()
function along with Plotly or Bokeh for interactivity.
Can you show me a simple example of how to do that?
Sure! First, install Plotly with pip install plotly
. Then, you can use the following code:
import seaborn as sns
import plotly.express as px
import pandas as pd
# Sample data
data = pd.DataFrame({
'A': [1, 2, 3],
'B': [4, 5, 6],
'C': [7, 8, 9]
})
# Create a heatmap
fig = px.imshow(data)
fig.show()
What if I want to customize the color palette?
You can customize the color palette by using the color_continuous_scale
parameter in Plotly. For example:
fig = px.imshow(data, color_continuous_scale='Viridis')
Is it possible to add annotations to the heatmap?
Yes, you can add annotations by using the text
parameter in px.imshow()
. For example:
fig = px.imshow(data, text=data.values)
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