# Patto_Ram_Esp (@patto_ram_esp) on twitch

- id: koinon:creator:twitch_patto_ram_esp
- url: https://koinonlink.com/kol/twitch/patto_ram_esp
- schema_version: 1.4

## Identity
- platform: twitch
- handle: patto_ram_esp
- platform_url: https://www.twitch.tv/patto_ram_esp
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4915
- posts_observed: 365
- verified: false
- size_tier: nano

## Engagement
- status: not_an_interaction_metric
- measurement_source: twitch_concurrent_viewers
- measurement_formula: concurrent viewers on a live stream — NOT post interactions, and not recomputable from a profile page
- comparable_pool: twitch_presence
- status_note: What Koinon collects on this platform is not post engagement (see measurement_formula), so no engagement rate is reported and this creator is excluded from cross-platform engagement benchmarks. The underlying number is still used for within-platform authenticity screening.
- 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: gaming
- subcategory: igaming
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: 赌场直播与老虎机爆奖, 体育博彩和虚拟赌场, GTA RP 剪辑, 大额中奖时刻

## Audience (inferred)
- status: present
- description: Spanish-speaking online casino and slot game viewers from Latin American countries like Chile, enjoying live dealer or virtual casino streams and jackpot highlight clips
- roles: consumer
- seniority: consumer
- pain_points: Keep losing despite wanting to win big, lacking a reliable winning strategy, Struggle to find trustworthy online casinos and betting platforms, Limited daily entertainment options, seeking excitement through live streams
- posts_analysed: 31
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_basis: unmeasured
- credibility_score: 46
- flagged_for_review: false
- koinon_bd_grade: B — 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
- [twitch_patto_ram_esp#bd28312c] || B2B VIERNES CLEISE / INICIO 100K / TORNEO/CUCHA / !BET4WIN 🎰 | CL⚽ | U/ARE/CURSED!🔞 (https://www.twitch.tv/patto_ram_esp)
- [twitch_patto_ram_esp#86435365] || B2B DEL YEIYO JUEVES / INICIO 100K / TORNEO/CUCHA / 🎰 | MX⚽ | U/ARE/CURSED!🔞
- [twitch_patto_ram_esp#07352274] || B2B DEL VIERNES CLEISE / INICIO 100K / TORNEO MK / !BET4WIN 🎰 | MX⚽ | U/ARE/CURSED!🔞
- [twitch_patto_ram_esp#f7df9d72] || B2B JUEVES JOGO CLEISE / CUCHA 20K / / CASINO 🎰 | ⚽ | U/ARE/CURSED!🔞YEIYOBET
- [twitch_patto_ram_esp#5237b279] || B2B DEL VERY EVIL , VERY YEIYO / CUCHA 20K / / CASINO 🎰 | ⚽ | U/ARE/CURSED!🔞YEIYOBET
- [twitch_patto_ram_esp#6a42bd32] || B2B DEL VERY EVIL , VERY YEIYO / INICIO 10K / / CASINO 🎰 | ⚽ | U/ARE/CURSED!🔞YEIYOBET
- [twitch_patto_ram_esp#51f37525] Tráiler de canal de Patto_Ram_Esp
- [twitch_patto_ram_esp#162d1639] DO / RE / TI / MI / RO / BO

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=75, 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=75, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=13, 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=0.25, freshness_days=75, method=This profile has not been scored yet. The stored value is a placeholder, not a measurement, and is reported as null rather than as a low score. — 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=13, 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=13, method=platform_profile

## Freshness
- profile_checked_days_ago: 13
- content_analysed_days_ago: 75
- audience_updated_days_ago: 75

## AI retrieval
- indexing_requests: 6
- 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=twitch_patto_ram_esp
- Request removal: https://koinonlink.com/claim?k=twitch_patto_ram_esp
- Terms: https://koinonlink.com/for-ai