I tried to create an interactive choropleth plot of COVID-19 Confirmed Cases by US State using plotly.express.choropleth, but I encountered an issue as I was trying to customize the hover_data. Here is the code:
import pandas as pd
import plotly.express as px
covtrack_states_hist_df = covtrack_states_hist_df.sort_values(by=['date'])
color_scale = ['#ffffff', '#ffe6e6', '#ffcccc', '#ff9999', '#ff6666', '#ff3333',
'#ff0000', '#e60000', '#cc0000', '#b30000', '#990000', '#800000']
covtrack_states_hist_df = covtrack_states_hist_df.astype({'positive': str, 'death': str, 'test': str})
covtrack_states_hist_df['text'] = 'Confirmed: ' + covtrack_states_hist_df['positive'] + '<br>' + \
'Deaths: ' + covtrack_states_hist_df['death'] + '<br>' + \
'Tests: ' + covtrack_states_hist_df['test']
text = covtrack_states_hist_df['text'].tolist()
covtrack_states_hist_df[['positive', 'death', 'test']] = covtrack_states_hist_df[['positive', 'death', 'test']].apply(pd.to_numeric)
fig = px.choropleth(
covtrack_states_hist_df,
color='positive',
locations='state',
locationmode = 'USA-states',
scope='usa',
hover_name='state',
hover_data='text', # I've tried just text as well, but not working
# I've also tried covtrack_states_hist_df['text'] and covtrack_states_hist_df.text but none of them worked
animation_frame='date',
title="Daily New COVID-19 Confirmed Cases",
color_continuous_scale= color_scale,
)
fig['layout'].pop('updatemenus')
fig.show()
The error I get is:
ValueError: Value of 'hover_data_0' is not the name of a column in 'data_frame'.
Expected one of ['date', 'state', 'fips', 'positive', 'death', 'test', 'datetime', 'text'] but received: t
Here is a screenshot of what my DataFrame looks like: DataFrame info and head
just set:
hover_data=['text']
it is expecting a list
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