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Weekly cost by component

Instead of posting screenshots to twitter, I thought I'd store the weekly snippet here :)

categories = data.groupby(['date', 'category', 'line_item']).sum()['cost'].reset_index()
categories = categories.groupby(['date', 'category']).sum().reset_index()

weekly = (categories.replace(np.nan, 0)
          .groupby(['category']).resample("W", on='date').sum().reset_index())


alt.Chart(data=weekly, width=width).mark_line(clip=True).encode(
    x=alt.X('date', axis=alt.Axis(title='Date (weeks)')),
    y=alt.Y('cost',
            axis=alt.Axis(title='Cost (USD)'),
            scale=alt.Scale(domain=(0, 1000))),
    color="category"
)

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