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March 13, 2023 20:54
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Make an interactive graph combining a scatter and a map in Python. The goal here is to combine both similar to: https://twitter.com/RosanaFerrero/status/1610257176978755586
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import plotly.graph_objects as go | |
import plotly.express as px | |
import pandas as pd | |
from plotly.subplots import make_subplots | |
df = px.data.gapminder() | |
# Rewritten to show side by side | |
fig = make_subplots( | |
rows=1, cols=2, shared_yaxes=True, subplot_titles=('Scatter Plot', 'Map'), | |
specs=[[{"type": "xy"}, {"type": "scattergeo"}]], | |
) | |
# Create the scatter plot | |
fig.add_trace( | |
px.scatter( | |
df.query("year == 2007"), | |
x='pop', | |
y='lifeExp', | |
hover_data=['country'], | |
log_x=True, | |
size_max=3).data[0], | |
row=1, | |
col=1 | |
) | |
# Create the map | |
fig.add_trace(px.scatter_geo( | |
df.query("year == 2007"), | |
locations="iso_alpha", | |
size="pop", # size of markers, "pop" is one of the columns of gapminder | |
hover_data=['country'], | |
color='lifeExp', | |
center={"lat": 31.9686, "lon": 99.9018}, | |
opacity=1, | |
).data[0], row=1, col=2) |
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