# Cindy Polo (@polo_pride) on threads

- id: koinon:creator:threads_polo_pride
- url: https://koinonlink.com/kol/threads/polo_pride
- schema_version: 1.4

## Identity
- platform: threads
- handle: polo_pride
- platform_url: https://www.threads.net/@polo_pride
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 629
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 4.04134
- best_post_interactions: 2542
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- category_confidence: 0.3
- category_source: derived_from_discovery_path
- topics: Florida politics, family life, personal anecdotes, celebrity encounters
- bio: Mom, Wife, Former State Rep, smartass, proud daughter of immigrants and don't sleep much.

## Audience (inferred)
- status: present
- description: Personal followers of a former Florida state rep and mom, mainly friends, family, and casual political observers
- roles: none
- seniority: consumer
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 36
- authenticity_basis: engagement_observed
- credibility_score: 36
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [threads_polo_pride#0b19aa71] Watching Michigan from Florida wondering when will we have that much passion for a candidate again??? (https://www.threads.com/@polo_pride/post/DaDivhQkXih)
- [threads_polo_pride#f615b03b] "I met Zendaya and Tom Holland last night. They are as funny, kind and entertaining as we all imagine them to be." I said those words as I opened my eyes this morning. I woke up from a dream absolutely convinced that I had interviewed them. So the progesterone is finally working.
- [threads_polo_pride#5a58b25e] Having the need to stand up for myself bc someone else does it so poorly is exhausting!!
- [threads_polo_pride#fdc63881] Missing a game bc it's not on My Time is wild. That's My Child All The Time. And he will see me in the stands Every Time. (Unless of course due to an emergency or any unforseen circumstances.) My point is, it won't be happening bc of a timesharing schedule.
- [threads_polo_pride#6735b608] I met @johnleguizamo in 2018 when I was running for the Florida House. My friends began tagging him on Twitter—many, many times. Well, it worked. He began follo

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=118, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=78, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=118, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=118, method=platform_profile

## Freshness
- profile_checked_days_ago: 118
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=threads_polo_pride
- Request removal: https://koinonlink.com/claim?k=threads_polo_pride
- Terms: https://koinonlink.com/for-ai