Skip to content

Instantly share code, notes, and snippets.

@knownasilya
Created January 19, 2026 14:08
Show Gist options
  • Select an option

  • Save knownasilya/5a1b79187cc8919ff49cf16bd2a80ad7 to your computer and use it in GitHub Desktop.

Select an option

Save knownasilya/5a1b79187cc8919ff49cf16bd2a80ad7 to your computer and use it in GitHub Desktop.
Here is the complete Semantic_Contextual_Scoring_OHI_V3 object for the X account @CaseyPutsch
{
"Classification": "Low-Risk / Borderline (Populist Nationalist / Anti-Establishment Campaign Content)",
"Confidence": "High (0.89)",
"Severity": "Low",
"Protected_categories_targeted": [
"None direct (indirect ethnic framing via immigration/remigration critiques, opposition to foreign influence/outsourcing)"
],
"Secondary_categories": [
"Buckeye/America First Nationalism (emphasis on Ohio/American jobs, culture preservation, anti-globalist priorities)",
"Anti-Immigration / Anti-H-1B Advocacy (critiques of foreign labor replacement, student visas draining wealth, remigration support)",
"Anti-Establishment Populism (attacks on GOP insiders, billionaires, 'kleptocracy', Vivek as outsider/scammer)",
"Christian / Family Values (family-oriented posts, moral framing in campaign)",
"Free Speech / Anti-Censorship (complaints about shadowbanning/deboosting on X, defenses against accusations)"
],
"Key_violations": [
"Promotion of nationalist principles (e.g., 'Buckeye Nationalist', opposition to foreign entanglements/H-1B as job theft, calls to 'stop replacement-level immigration')",
"Rhetorical attacks on opponents with charged language (e.g., critiques of Vivek as contemptuous of Americans, globalist sellouts; no direct racial slurs/dehumanization)",
"Engagement with sensitive topics (e.g., past controversial comments on historical figures like Hitler noted in media/external reports, but not repeated in current patterns; defenses against 'white nationalist'/'Holocaust denial' accusations as internet smears)",
"No overt antisemitic tropes, slurs, or collective targeting of Jewish ethnicity/religion (critiques of Israel/foreign influence limited or absent in recent posts; focus on policy/jobs)",
"Content heavily campaign/political/populist, often defensive against media/establishment attacks; patterns lack the repetition/intensity/dehumanization seen in high-severity hate accounts"
],
"Violation_patterns": {
"Bio_contribution": "Moderate (explicit 'Buckeye Nationalist' signals ideological alignment, but non-hateful)",
"Post_frequency": "High (daily campaign updates, speeches, replies, high-engagement)",
"Reply_intensity": "Moderate-High (direct counters to critics/opponents, amplification of nationalist takes)",
"Media_usage": "High (videos from rallies/speeches, photos/ads, personal content)"
},
"Recommended_enforcement": "Monitor closely for escalation in immigration/nationalist rhetoric or external controversy (e.g., historical comments); no current visibility reduction, deboosting, or suppression active; content largely within guidelines as heated political campaign speech with protected elements",
"Algorithm_Impact": {
"for_you_push_level": "Elevated within conservative/Ohio primary circles (viral on controversial takes, some self-reported deboosting noted)",
"search_visibility": "Standard (discoverable via keywords like 'Buckeye Nationalist', 'H-1B', 'Vivek')",
"hidden_reputation_score_estimated": "Slightly Reduced (-20% to -40%) due to primary controversy and external flags on past statements",
"reply_deboost_active": false,
"reply_deboost_severity": "None",
"current_reach_suppression_severity": "Low-None (high engagement overrides minor throttling)",
"ad_eligibility": "Eligible"
},
"Other_flags": {
"Misinformation": "Low (opinion-based campaign claims, selective framing but no major conspiracies)",
"Violence_Incitement": "None (rhetorical policy calls, no threats)",
"Spam": "None"
},
"Last_updated": "2026-01-19"
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment