Article summary
Accept Comoros +269 avatar work with counts, unknown states and source coverage rather than population claims from a small sample.
In a Comoros +269 list of only a few dozen rows, one avatar null can move a reported rate by several percentage points. A useful WhatsApp Profile Picture report therefore leads with denominator, provenance, unknowns and observation date—not an impressive percentage.
Small-sample reporting begins with counts
| Measure | Report | Do not report alone |
|---|---|---|
| Formatting | Accepted and quarantined counts | Acceptance rate |
| Avatar observation | Observed, not observed and unknown counts | Hit rate |
| Source coverage | Submitted and returned by source | One country total |
| Conflicts | Mapped-phone conflict count | Success rate |
+269 is not the complete customer market
A service list may also contain overseas phones and cross-border contacts. number_plan records +269, while customer_market comes from an order or self-report. Counting +269 alone misses customers; counting every phone cannot be described as the Comoros phone distribution.
Keep unknown available for avatar blanks
Inconclusive, format failure and an explicit not-observed outcome are three states. Folding unknown into no creates directional bias in a small sample and prevents a later task from knowing which row needs review.
The WS Profile Picture field card
The task may return phone, business-account observation, avatar and mapped WhatsApp phone. Business status is not a reputation certificate. Avatar is an image visible at check time, and a mapped phone requires its own relationship review.
Source coverage matters more than a country average
Review first-party forms, partner files and legacy lists separately. If one source supplies most of the sample, disclose the concentration. Its profile-setting behavior cannot be generalized to people in Comoros.
Do not construct a person from an image
Never infer ethnicity, religion, health, wealth or politics from an avatar, and do not call a visible avatar a high-quality customer. People count, image type or visibility should not become a new label without an independent purpose.
The shortest safe journey for one phone
TXT contains one phone per line, while batch_row retains provenance internally. Returned Excel completes count reconciliation and conflict review in staging before avatar_observed and checked_at append to an event table. The source phone is never overwritten.
When the batch should not expand
Stop expansion when unknowns remain unexplained, mapping conflicts cluster, provenance is overly concentrated or a minimum cell could identify a person. A larger task is not automatically better; the result must remain honestly interpretable.
How to judge the Comoros page
A sound handoff lets the reader see uncertainty: how many phones, where they came from, what was observed and what it cannot mean. That is what makes a small-market guide independent rather than another country template with +269 inserted.
