Add KPI event and CAC data pipeline
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+27
-1
@@ -3,7 +3,10 @@ import csv, io, json, os, re, sys
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from datetime import datetime
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from zoneinfo import ZoneInfo
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src, target = sys.argv[1:]
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if len(sys.argv) not in (3, 4):
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raise SystemExit('usage: transform_tableau.py SPEND.csv YYYY-MM-DD [EVENTS.csv]')
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src, target = sys.argv[1:3]
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events_path = sys.argv[3] if len(sys.argv) == 4 else None
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raw = open(src, 'rb').read()
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if b'<html' in raw[:1000].lower():
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raise SystemExit('Tableau authentication redirected to HTML')
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@@ -33,6 +36,22 @@ def num(v):
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try: return float(str(v or '0').replace(',', '').replace('%', ''))
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except ValueError: return 0
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def event_names(value):
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value = str(value or '').strip()
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if not value or value == '-': return []
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return [x.strip().lower() for x in re.split(r'[,,;/;\n]+', value) if x.strip()]
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events, covered_dates = {}, set()
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if events_path:
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with open(events_path, encoding='utf-8-sig', newline='') as f:
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for event_row in csv.DictReader(f):
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dt = re.sub(r'[^0-9]', '', event_row.get('dt', ''))
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if len(dt) == 8: dt = f'{dt[:4]}-{dt[4:6]}-{dt[6:]}'
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covered_dates.add(dt)
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key = (dt, event_row.get('pkg_name','').strip(), event_row.get('offer_name','').strip(),
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event_row.get('event_name','').strip().lower())
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events[key] = events.get(key, 0) + num(event_row.get('event_num'))
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config = [r for r in json.load(open('campaign_config.json', encoding='utf-8')) if r['status'].lower() == 'active']
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experiment = {}
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for r in config:
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@@ -66,8 +85,15 @@ for raw_row in matrix[1:] if has_header else matrix:
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unresolved.append(campaign)
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continue
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group, shown, adping = '对照组', 'General campaign', ''
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date = cell(raw_row, 'date').strip() or target
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required = event_names(meta.get('kpi',''))
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if not required or source != 'mintegral' or date not in covered_dates:
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event = None
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else:
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event = sum(events.get((date, pkg, campaign, name), 0) for name in required)
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rows.append({'date': cell(raw_row, 'date').strip() or target, 'pkg':pkg, 'geo':meta['geo'], 'source':source,
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'group':group, 'adpingId':adping, 'campaign':shown, 'status':'Active', 'kpi':meta.get('kpi',''),
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'event':event,
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'impression':num(cell(raw_row,'impression')), 'click':num(cell(raw_row,'click')),
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'conversions':num(cell(raw_row,'conversions')), 'spend':num(cell(raw_row,'spend'))})
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