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Secondary axis disappears upon usage of slider

I created a plotly plot using the following sample code with the aim to display different lines on different y axes. My problem ist, that as soon as I use the slider to change the data displayed the secondary y axis disappears and doesn’t come back even if I select the timeframe selected with the slider originally:

Problem occurs in Jupyter Notebook

Any clue how I can fix this?

Demo code to reproduce the issue:

import pandas as pd
import plotly.express as px
import datetime

df = pd.DataFrame(columns=['variable', 'value', 'time', 'date'],
                  data=[['A', 12, datetime.time(12, 0, 0), '2002-01-01'],
                        ['A', 13, datetime.time(13, 0, 0), '2002-01-01'],
                        ['A', 14, datetime.time(14, 0, 0), '2002-01-01'],
                        ['A', 11, datetime.time(12, 0, 0), '2002-01-02'],
                        ['A', 14, datetime.time(13, 0, 0), '2002-01-02'],
                        ['A', 12, datetime.time(14, 0, 0), '2002-01-02'],
                        ['A', 11, datetime.time(12, 0, 0), '2002-01-03'],
                        ['A', 11, datetime.time(13, 0, 0), '2002-01-03'],
                        ['A', 11, datetime.time(14, 0, 0), '2002-01-03'],
                        ['B', 0.1, datetime.time(12, 0, 0), '2002-01-01'],
                        ['B', 0.1, datetime.time(13, 0, 0), '2002-01-01'],
                        ['B', 0.04, datetime.time(14, 0, 0), '2002-01-01'],
                        ['B', 0.11, datetime.time(12, 0, 0), '2002-01-02'],
                        ['B', 0.04, datetime.time(13, 0, 0), '2002-01-02'],
                        ['B', 0.02, datetime.time(14, 0, 0), '2002-01-02'],
                        ['B', 0.1, datetime.time(12, 0, 0), '2002-01-03'],
                        ['B', 0.1, datetime.time(13, 0, 0), '2002-01-03'],
                        ['B', 0.11, datetime.time(14, 0, 0), '2002-01-03']])

fig = px.line(data_frame=df, x='time', y='value',
              color='variable', animation_frame='date')

fig.update_traces(line={'color':'blue'}, selector={'legendgroup': 'A'})
fig.update_traces(yaxis='y2', line={'color':'red'}, selector={'legendgroup': 'B'})
fig.update_layout(legend_orientation="h", legend=dict(x=0, y=1.1))

fig.update_layout(
    yaxis=dict(
        title="A axis",
        titlefont=dict(
            color="blue"
        ),
        tickfont=dict(
            color="blue"
        )
    ),
    yaxis2=dict(
        title="B axis",
        titlefont=dict(
            color="red"
        ),
        tickfont=dict(
            color="red"
        ),
        anchor="free",
        overlaying="y",
        side="right",
        position=1
    )
)