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# adaption of the solutioon given by Derek O to make it easy to reuse | |
# https://stackoverflow.com/questions/70129355/value-annotations-around-plotly-sunburst-diagram | |
import pandas as pd | |
import plotly.express as px | |
import plotly.graph_objects as go | |
from math import sin,cos,pi | |
import plotly.io as pio | |
df = px.data.tips() | |
# give here the column names | |
aaa = 'day' | |
bbb = 'time' | |
ccc = 'sex' | |
ddd = "total_bill" | |
fig = px.sunburst(df, path=[aaa, bbb, ccc], values=ddd, width=600, height=600,) | |
totals_groupby = df.groupby([aaa, bbb, ccc]).sum() | |
totals_groupby["aaa_sum"] = getattr(df.groupby([aaa, bbb, ccc]), ddd).sum().groupby(level=aaa).transform('sum') | |
totals_groupby["aaa_bbb_sum"] = getattr(df.groupby([aaa, bbb, ccc]), ddd).sum().groupby(level=[aaa,bbb]).transform('sum') | |
totals_groupby["aaa_bbb_ccc_sum"] = getattr(df.groupby([aaa, bbb, ccc]), ddd).sum().groupby(level=[aaa,bbb,ccc]).transform('sum') | |
totals_groupby = totals_groupby.sort_values(by=["aaa_sum","aaa_bbb_sum","aaa_bbb_ccc_sum"], ascending=[0,0,0]) | |
annotations = [format(v,".0f") for v in getattr(totals_groupby,ddd).values] | |
## calculate the angle subtended by each category | |
sum_ddd = getattr(df,ddd).sum() | |
delta_angles = 360*totals_groupby[ddd] / sum_ddd | |
## calculate cumulative sum starting from 0, then take a rolling mean | |
## to get the angle where the annotations should go | |
angles_in_degrees = pd.concat([pd.DataFrame(data=[0]),delta_angles]).cumsum().rolling(window=2).mean().dropna().values | |
def get_xy_coordinates(angles_in_degrees, r=1): | |
return [r*cos(angle*pi/180) for angle in angles_in_degrees], [r*sin(angle*pi/180) for angle in angles_in_degrees] | |
x_coordinates, y_coordinates = get_xy_coordinates(angles_in_degrees, r=1.13) | |
fig.add_trace(go.Scatter( | |
x=x_coordinates, | |
y=y_coordinates, | |
mode="text", | |
text=annotations, | |
hoverinfo="skip", | |
textfont=dict(size=14) | |
)) | |
padding = 0.20 | |
fig.update_layout( | |
xaxis=dict( | |
range=[-1 - padding, 1 + padding], | |
showticklabels=False | |
), | |
yaxis=dict( | |
range=[-1 - padding, 1 + padding], | |
showticklabels=False | |
), | |
plot_bgcolor='rgba(0,0,0,0)' | |
) | |
fig.show() |
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