import pandas as pd
df = pd.read_parquet('s3://data/revenue_q4.parquet')
summary = df.groupby('channel').revenue.sum()
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Revenue increased 34% quarter over quarter, driven by expansion of the Enterprise segment. The attached analysis breaks out channel contribution and forecast confidence.
| Channel | Revenue (USD) | YoY |
|---|---|---|
| Enterprise | $12,480,000 | +41.2% |
| Mid-market | $6,210,000 | +18.7% |
| SMB | $2,840,000 | −4.1% |
Enterprise remains the leading contributor, now representing 58% of total revenue — up from 51% last quarter.
The forecast confidence interval at 95% assumes the sampling distribution:
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