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2026-07-13 12:39:17 +08:00

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# CSV Playbook
## Quick checks
- Preview rows: `head -n 10 /mnt/data/your-file.csv`.
- Count rows:
```bash
python - <<'PY'
import csv
with open('/mnt/data/your-file.csv', newline='') as f:
print(sum(1 for _ in csv.DictReader(f)))
PY
```
## Grouped totals template
```bash
python - <<'PY'
import csv
from collections import defaultdict
totals = defaultdict(float)
with open('/mnt/data/your-file.csv', newline='') as f:
for row in csv.DictReader(f):
totals[row['region']] += float(row['amount'])
for region in sorted(totals):
print(region, round(totals[region], 2))
PY
```