Created
May 11, 2021 16:36
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df = plotlydf_portfval[['date', 'ptf_growth', 'sp500_growth']].copy().round(3) | |
df['month'] = df.date.dt.month_name() # date column should be formatted as datetime | |
df['weekday'] = df.date.dt.day_name() # could be interesting to analyze weekday returns later | |
df['year'] = df.date.dt.year | |
df['weeknumber'] = df.date.dt.week # could be interesting to try instead of timeperiod | |
df['timeperiod'] = df.year.astype(str) + ' - ' + df.date.dt.month.astype(str).str.zfill(2) | |
# getting the percentage change for each period. the first period will be NaN | |
sp = df.reset_index().groupby('timeperiod').last()['sp500_growth'].pct_change()*100 | |
ptf = df.reset_index().groupby('timeperiod').last()['ptf_growth'].pct_change()*100 | |
plotlydf_growth_compare = pd.merge(ptf, sp, on='timeperiod').reset_index().round(3) | |
plotlydf_growth_compare.head() | |
# Plotly part | |
fig_growth2 = go.Figure() | |
fig_growth2.layout.template = CHART_THEME | |
fig_growth2.add_trace(go.Bar( | |
x=plotlydf_growth_compare.timeperiod, | |
y=plotlydf_growth_compare.ptf_growth.round(2), | |
name='Portfolio' | |
)) | |
fig_growth2.add_trace(go.Bar( | |
x=plotlydf_growth_compare.timeperiod, | |
y=plotlydf_growth_compare.sp500_growth.round(2), | |
name='S&P 500', | |
)) | |
fig_growth2.update_layout(barmode='group') | |
fig_growth2.layout.height=300 | |
fig_growth2.update_layout(margin = dict(t=50, b=50, l=25, r=25)) | |
fig_growth2.update_layout( | |
xaxis_tickfont_size=12, | |
yaxis=dict( | |
title='% change', | |
titlefont_size=13, | |
tickfont_size=12, | |
)) | |
fig_growth2.update_layout(legend=dict( | |
yanchor="top", | |
y=0.99, | |
xanchor="right", | |
x=0.99)) | |
fig_growth2.show() |
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