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I've analysed your dataset. Here's what I recommend:
Run correlation analysis
revenue & units_sold appear related
Check for outliers
3 rows seem anomalous in revenue
Time series decomposition
date column present — seasonality likely
Strong positive correlation (r=0.87) found between revenue and units_sold. The channel "Direct" accounts for 64% of variance. Investigate Q3 dip — likely seasonal or promotional.
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