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BoxPlot By Year
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| vsf['year'] = [d.year for d in vsf.index] | |
| vsf[['contribution_room','year']].boxplot(rot=90,by='year') |
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| yrs = [str(d.year) for d in vsf.resample('A').index] | |
| sd = {y[2:] : vsf[y]['contribution_room'] for y in yrs} | |
| pd.DataFrame(sd).boxplot(rot=90,return_type='axes') |
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