Generated by labelwatch
Full view of the testimony layer's authority surface. Ecosystem-level posture aggregate (top), followed by the per-effect inventory of every observed label classified by what kind of authority it attempts to exercise.
Binding label authority remains platform-concentrated. Official-platform labelers emit nearly all enforcement-instruction, visibility-affecting, and advisory volume in the current 7d window; third-party labelers dominate reputational, telemetry, decorative, and unknown flow. Below: event volume crossed by authority effect, labeler class, and auditability risk. Descriptive — does not infer intent or assert verdicts.
553 labelers observed; 55 emitting (7d); 2,601,000 active events in window.
Unknown = not classified into an authority-effect bucket; may reflect unmapped labels, ambiguous authority posture, or insufficient observable surface. Treat as instrumentation debt unless separately classified.
| authority_effect | official platform | third party | row total |
|---|---|---|---|
| enforcement instruction | 27,538 (100%) | 54 (0%) | 27,592 |
| visibility affecting | 141 (99%) | 2 (1%) | 143 |
| advisory | 8,706 (33%) | 17,295 (67%) | 26,001 |
| reputational | 345,546 (30%) | 791,169 (70%) | 1,136,715 |
| telemetry | 0 | 115,293 (100%) | 115,293 |
| decorative | 0 | 5,728 (100%) | 5,728 |
| unknown | 25,029 (2%) | 1,264,499 (98%) | 1,289,528 |
No classified event volume is attributed to 335 medium auditability risk; 70 high auditability risk labelers in this window. This is a visibility/coverage statement, not proof of inactivity or harmlessness — high auditability risk means insufficient observable surface to classify.
| authority_effect | low auditability risk | row total |
|---|---|---|
| enforcement instruction | 27,592 (100%) | 27,592 |
| visibility affecting | 143 (100%) | 143 |
| advisory | 26,001 (100%) | 26,001 |
| reputational | 1,136,715 (100%) | 1,136,715 |
| telemetry | 115,293 (100%) | 115,293 |
| decorative | 5,728 (100%) | 5,728 |
| unknown | 1,289,528 (100%) | 1,289,528 |
Observed labels grouped by what kind of authority the label, as a string, attempts to exercise. Structural classification — does not infer labeler intent. Family version: v3.
737 distinct label values across 2,601,000 active events in the window.
Labels that instruct consumers to remove or take down content.
!takedown (family: mod-takedown) — 27,592 events, 4 labelers, 979 targetsLabels that affect reach — hide from default views or gate access.
!hide (family: mod-hide) — 143 events, 2 labelers, 106 targetsLabels that warn the consumer without affecting visibility directly.
nudity — 17,141 events, 2 labelers, 10,704 targetsgraphic-media — 8,846 events, 2 labelers, 5,885 targets!warn (family: mod-warn) — 14 events, 1 labelers, 0 targetsLabels that appear to function as a reputational claim about the subject. Not an inference about labeler intent.
ai-hater — 415,000 events, 1 labelers, 0 targetsporn (family: adult-sexual) — 310,952 events, 4 labelers, 60,517 targetssexual (family: adult-sexual) — 141,660 events, 3 labelers, 55,609 targetsspam — 137,901 events, 2 labelers, 497 targetsuspol — 82,918 events, 1 labelers, 23,974 targetsintolerant — 24,684 events, 2 labelers, 16,263 targetstrumpface — 10,673 events, 1 labelers, 2,786 targetsfringe-media — 7,652 events, 1 labelers, 895 targetscontains-slur (family: hate) — 1,836 events, 1 labelers, 1,063 targetsengagement-abuse (family: harassment) — 1,172 events, 1 labelers, 0 targetsplatform-manipulation (family: inauthenticity) — 603 events, 1 labelers, 0 targetssuspect-inauthentic (family: inauthenticity) — 385 events, 1 labelers, 0 targetsintolerance — 321 events, 1 labelers, 120 targetsmodlist-author — 281 events, 1 labelers, 0 targetsinauthentic-fundraising (family: inauthenticity) — 279 events, 1 labelers, 3 targetstrump — 110 events, 1 labelers, 21 targetshammer-sickle — 88 events, 1 labelers, 0 targetsinverted-red-triangle — 53 events, 1 labelers, 0 targetselon-musk — 47 events, 1 labelers, 0 targetstroll — 27 events, 1 labelers, 1 targetsmisleading — 22 events, 1 labelers, 21 targetsimpersonation — 21 events, 1 labelers, 1 targetsamplifier — 7 events, 1 labelers, 0 targetsterf-gc — 7 events, 1 labelers, 0 targetsgore (family: violence) — 5 events, 1 labelers, 3 targetslow-quality-replies — 3 events, 1 labelers, 3 targetsmaga-trump — 3 events, 1 labelers, 0 targetsnsfw-label (family: adult-sexual) — 2 events, 1 labelers, 0 targetsviolence — 2 events, 1 labelers, 2 targetsscam (family: spam) — 1 events, 1 labelers, 1 targetsLabels that report a measured behavioral metric (counts, rates, gaps, thresholds) observed by the labeler.
internal-independent — 26,766 events, 1 labelers, 0 targetsno-gap-more-than-four-hours — 13,560 events, 1 labelers, 0 targetssite-standard — 13,140 events, 1 labelers, 0 targetsmetadata-monthly-changes-low — 13,039 events, 1 labelers, 0 targetsno-gap-more-than-two-hours — 8,136 events, 1 labelers, 0 targetsinternal-other — 6,539 events, 1 labelers, 0 targetsposted-same-url-low — 6,039 events, 1 labelers, 0 targetshigh-metadata-changes-ten — 5,863 events, 1 labelers, 0 targetsno-gap-more-than-one-hours — 4,589 events, 1 labelers, 0 targetsbulk-following — 4,098 events, 1 labelers, 0 targetsposted-same-url-high — 3,500 events, 1 labelers, 0 targetsmetadata-monthly-changes-medium — 2,970 events, 1 labelers, 0 targetsmetadata-monthly-changes-high — 2,444 events, 1 labelers, 0 targetshigh-follow-churn-one-hundred — 2,142 events, 1 labelers, 0 targetsposted-same-url-mid — 1,628 events, 1 labelers, 0 targetshigh-follow-churn-five-hundred — 668 events, 1 labelers, 0 targetsfollow-farming — 172 events, 1 labelers, 53 targetsLabels that function as badges, flair, or novelty markers.
diaper — 3,688 events, 1 labelers, 1,527 targetsspoiler-parent — 1,123 events, 1 labelers, 548 targetsurine — 696 events, 1 labelers, 346 targetsfeces — 138 events, 1 labelers, 82 targetsanimalistic-mask — 83 events, 1 labelers, 67 targetsLabels not classified by the current authority_effect map. Listed individually so they are not silently dropped.
plural-system — 415,000 events, 1 labelers, 0 targetsno-fucks — 192,560 events, 1 labelers, 0 targetsdoesnt-know-how-replyrefs-work — 138,026 events, 1 labelers, 0 targetsfucked-up-replyref — 138,024 events, 1 labelers, 300 targetssexual-figurative — 42,082 events, 2 labelers, 25,995 targetstwitter-screenshot — 35,501 events, 1 labelers, 15,795 targetsmade-over-thirty-posts-yesterday — 25,603 events, 1 labelers, 0 targetsrude — 24,717 events, 2 labelers, 16,306 targetsmade-over-thirty-replies-yesterday — 23,179 events, 1 labelers, 0 targetsmonthly-posts-over-twenty-per-day — 17,312 events, 1 labelers, 0 targetsiraq-war-supporter — 13,280 events, 1 labelers, 0 targetsmade-over-fifty-posts-yesterday — 13,205 events, 1 labelers, 0 targetsmonthly-replies-over-twenty-per-day — 11,699 events, 1 labelers, 0 targetsnetwork-wsocial-pds — 10,372 events, 1 labelers, 0 targetsmade-over-fifty-replies-yesterday — 10,334 events, 1 labelers, 0 targetsneeds-review — 10,022 events, 1 labelers, 0 targetsfundraising-link — 9,207 events, 1 labelers, 3,018 targetsthreat — 8,541 events, 2 labelers, 6,810 targetsus — 7,873 events, 1 labelers, 4,109 targetsmade-over-hundred-posts-yesterday — 7,471 events, 1 labelers, 0 targetsself-harm — 6,939 events, 2 labelers, 5,559 targetsspoiler — 5,695 events, 1 labelers, 1,541 targetsniel — 5,640 events, 1 labelers, 1,073 targetsmonthly-high-unfollows-one-hundred-fifty — 5,461 events, 1 labelers, 0 targetsbio-location — 4,855 events, 1 labelers, 0 targetspolitics — 4,756 events, 1 labelers, 2,547 targetscaptured — 4,412 events, 1 labelers, 1,894 targetsspace-roomy — 4,110 events, 1 labelers, 0 targetslikely-test — 3,948 events, 1 labelers, 4 targetsbluesky-screenshot — 3,742 events, 1 labelers, 2,786 targetssocial-eurosky — 3,360 events, 1 labelers, 0 targetsopinion — 3,073 events, 1 labelers, 1,981 targetssaade — 2,804 events, 1 labelers, 157 targetsfussball-begegnung — 2,506 events, 1 labelers, 697 targetsmonthly-high-unfollows-one-thousand — 2,458 events, 1 labelers, 0 targetsworld — 2,396 events, 1 labelers, 1,383 targetsarnault — 2,254 events, 1 labelers, 191 targetsmade-over-hundred-replies-yesterday — 2,247 events, 1 labelers, 0 targetsmonthly-high-unfollows-five-hundred — 1,931 events, 1 labelers, 0 targetsio-tdpl — 1,884 events, 1 labelers, 0 targetshigh-follow-churn-fifty — 1,876 events, 1 labelers, 0 targetssh-tangled — 1,762 events, 1 labelers, 0 targetssocial-ekamdor-pds — 1,730 events, 1 labelers, 0 targetsbusiness — 1,704 events, 1 labelers, 1,098 targetsme-1095-pds — 1,584 events, 1 labelers, 0 targetsbollore — 1,489 events, 1 labelers, 67 targetsalt-tech — 1,428 events, 1 labelers, 248 targetsbouygues — 1,307 events, 1 labelers, 49 targetsclass-politics — 1,222 events, 1 labelers, 80 targetsapp-blacksky — 1,072 events, 1 labelers, 0 targets(+630 more labels; full list in authority_effect_inventory.json)