# Ranpal SIngh (@ranpal1234) on x

- id: koinon:creator:x_ranpal1234
- url: https://koinonlink.com/kol/x/ranpal1234
- schema_version: 1.4

## Identity
- platform: x
- handle: ranpal1234
- platform_url: https://twitter.com/ranpal1234
- country: India
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1212
- following: 976
- posts_total: 1695
- posts_observed: 1
- posts_per_day: 0.453
- account_age_days: 3739
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00083
- best_post_interactions: 1
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- 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: 0.8
- category_source: derived_from_discovery_path
- topics: 淋巴丝虫病消除, MDA宣传活动, 学校参与公共卫生, PCI India项目进展
- bio: my tweets are my own and nothing to do with anyone else including my Organisation

## Audience (inferred)
- status: present
- description: Indian public health practitioners, NGO staff, and local health officials involved in lymphatic filariasis elimination programs and MDA activities
- roles: none
- seniority: practitioner
- pain_points: Low community acceptance of MDA preventive medications, Difficulty coordinating with schools and local administrations, Limited participation in data reporting and national review processes
- posts_analysed: 4
- 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: 41
- authenticity_basis: engagement_observed
- credibility_score: 41
- 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
- [x_ranpal1234#4c7f4e53] "अपने सपनों को धूमिल न होने दें। फाइलेरिया प्रभावित क्षेत्रों में MDA के दौरान ज़रूर खाएँ फाइलेरिया से बचाव की दवा।" https://t.co/hrBEdMzNHa (https://twitter.com/ranpal1234/status/2072988059193495913)
- [x_ranpal1234#c10094fe] When drug administrators visit your home during the MDA campaign, welcome them and take the preventive medicines. Your participation can help protect you and your community from Lymphatic Filariasis. Together, let’s say NO to LF! https://t.co/K4LNs2j9vl
- [x_ranpal1234#8dde8243] Schools are becoming strong partners in the fight against lymphatic filariasis. Teams in West Bengal are engaging school administration to set up MDA booths, ensuring that eligible students receive preventive drugs in a safe and organized manner to build a #FilariaFreeWestBengal 
- [x_ranpal1234#f245dc99] Proud to share the PCI India's work on LF elimination in the national review meeting on Lymphatic Filariasis and Visceral Leishmaniasis elimination program in Kolkata, West Bengal. Country has

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=80, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 80
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 4
- 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=x_ranpal1234
- Request removal: https://koinonlink.com/claim?k=x_ranpal1234
- Terms: https://koinonlink.com/for-ai