Article summary
Normalize Morocco +212 phones under its nine-digit national significant number while separating local numbers, diaspora contacts and market location; avatars cannot establish Arabic, French or identity.
The common failure in a Morocco WhatsApp Profile Picture check is combining +212, avatar style and a name into one “Moroccan customer profile.” +212 belongs to a numbering plan, an avatar is a timestamped visibility observation, and language and location require user or business evidence. Mixing them misclassifies diaspora contacts, shared phones and multilingual customers.
+212 has a clear official formatting boundary
Morocco’s regulator ANRT describes the current national numbering plan with country code +212 and a nine-digit national significant number. The zero used for national dialling is not part of that international national significant number. Preserve the raw value and convert national notation only with country evidence.
Store three kinds of “place” separately
| Field | Meaning | Evidence |
|---|---|---|
| number_plan_country | Numbering-plan country | +212 and range |
| current_market | Present business location | Order/address/self-report |
| acquisition_market | Market where contact entered | Campaign and source batch |
| language_preference | Communication language | User choice |
Do not bulk-rewrite country codes in a diaspora list
A contact living in France, Spain or another market may retain +212 or use a local phone; a person in Morocco may retain a foreign phone. Parse explicit country codes first in a mixed CRM and require source_country for local-only notation. Never fill country from a name or campaign title.
An avatar task returns observations, not biographies
AIPUSH WS Profile Picture may export phone, business-account observation, avatar and mapped WhatsApp phone. A null has several possible causes, business status does not prove legitimacy or quality, and a mapped phone does not prove the same person. Every field carries checked_at and purpose limits.
Use counterexamples to prevent language misclassification
| Observation | Wrong inference | Correct action |
|---|---|---|
| +212 phone | Person is in Morocco | Read current_market |
| Arabic script in avatar | Arabic preference | Use stated language |
| French-form name | French only | Keep unknown or ask |
| Business account | High-value company | Treat as platform observation |
TXT does not carry profile context
Write one phone per line in TXT. Name, language, location, order and permission remain in an internal crosswalk. Exported Excel first lands in staging and rejoins through batch_row plus normalized phone. A mapping collision enters human review instead of overwriting the customer’s primary phone.
Avatar analysis has prohibited territory
Do not infer religion, ethnicity, health, political opinion, income or migration status from face, clothing, text and background. Do not run face recognition or download images again for model training. Localize content only with preferences and market information the user agreed to provide.
Where the observation still has business value
It can measure avatar-field coverage, identify business-account and mapping collisions, and test data quality in a compliant provenance cohort. It cannot replace Registration, Activity or permission management, and it is not an individual score for contact, price or trust.
Accept nulls by source
Report format exceptions, observed avatar, unknowns, business-account coverage and mapping collisions separately for Moroccan local forms, overseas events, legacy CRM and partners. If an overseas stratum has more nulls, limit comparison rather than claiming diaspora customers are less authentic.
Let data exit when its purpose ends
Give avatar and mapping observations a short lifetime, while permission and opt-out use authoritative records. At batch close, retain rule version, inputs, exceptions, field coverage, purpose, access roles and deletion date. Delete image references and stop segmentation after expiry instead of building a permanent visual-profile warehouse.
