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the number of active customers over time. active_users_df = df.groupby('date')[['user_id']].nunique()\ .rename(columns = {'user_id': 'active_users'}) We can see that it's growing steadily. I would expect it to continue growing. So, it's worth adjusting our forecast due to this YoY (Year-over-Year)