Pipeline HCP Pharma — Maroc, Algerie, Tunisie — Kaouther Najar / CFAO Healthcare
122,337 HCPs valides. Gap emails: ~44K contacts sans email (LIVE PG). Source: annuaire.medecins-algerie.com + SearXNG enrichment
19,720 HCPs valides. Gap emails: ~4.7K (LIVE PG). Sources: Tabibi.ma + ClinicalTrials + SearXNG + Ordres professionnels
17,794 HCPs valides. Gap emails: ~2.7K (LIVE PG). Sources: annuaire sante + enrichissement automatique
ethica-cron-scraper.py — 3x/jour (3h, 12h, 20h). Nouvelles fiches medecins MA/DZ/TN
ethica-enrich-v4.py — 1x/jour (1h). 300 HCPs/batch via patterns + vérification SMTP
ethica-enrich-searxng.py — 1x/jour (10h). 200 HCPs/batch via recherche web decentralisee
ethica-richscraper.py — 2x/jour (11h, 23h). 500 HCPs/batch enrichissement profond
tabibi-scraper.py — 1x/semaine (dimanche 2h). Annuaire medecins Maroc complet
Intent "ethica stats" wire — pipeline status via chat souverain
14,368 vecteurs weval_skills + 1,390 wevia_learnings. Autolearn actif (+16 vec/h)
Campagnes email Ethica — envoi HCP cible via PMTA/Kumo. auto_mode=false