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); 2,607,586 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 | 27,562 (100%) | 54 (0%) | 27,616 |
| visibility affecting | 146 (99%) | 2 (1%) | 148 |
| advisory | 8,654 (33%) | 17,701 (67%) | 26,355 |
| reputational | 344,615 (30%) | 794,196 (70%) | 1,138,811 |
| telemetry | 0 | 117,660 (100%) | 117,660 |
| decorative | 0 | 5,537 (100%) | 5,537 |
| unknown | 25,026 (2%) | 1,266,433 (98%) | 1,291,459 |
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 | 27,616 (100%) | 27,616 |
| visibility affecting | 148 (100%) | 148 |
| advisory | 26,355 (100%) | 26,355 |
| reputational | 1,138,811 (100%) | 1,138,811 |
| telemetry | 117,660 (100%) | 117,660 |
| decorative | 5,537 (100%) | 5,537 |
| unknown | 1,291,459 (100%) | 1,291,459 |
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.
744 distinct label values across 2,607,586 active events in the window.
Labels that instruct consumers to remove or take down content.
!takedown (family: mod-takedown) — 27,616 events, 4 labelers, 974 targetsLabels that affect reach — hide from default views or gate access.
!hide (family: mod-hide) — 148 events, 2 labelers, 111 targetsLabels that warn the consumer without affecting visibility directly.
nudity — 17,326 events, 2 labelers, 10,830 targetsgraphic-media — 9,016 events, 2 labelers, 5,994 targets!warn (family: mod-warn) — 13 events, 1 labelers, 0 targetsLabels that appear to function as a reputational claim about the subject. Not an inference about labeler intent.
ai-hater — 414,000 events, 1 labelers, 0 targetsporn (family: adult-sexual) — 311,354 events, 4 labelers, 60,520 targetssexual (family: adult-sexual) — 142,296 events, 3 labelers, 55,913 targetsspam — 138,300 events, 2 labelers, 496 targetsuspol — 83,940 events, 1 labelers, 24,187 targetsintolerant — 25,220 events, 2 labelers, 16,569 targetstrumpface — 10,688 events, 1 labelers, 2,786 targetsfringe-media — 7,741 events, 1 labelers, 903 targetscontains-slur (family: hate) — 1,855 events, 1 labelers, 1,073 targetsengagement-abuse (family: harassment) — 1,179 events, 1 labelers, 0 targetsplatform-manipulation (family: inauthenticity) — 602 events, 1 labelers, 0 targetssuspect-inauthentic (family: inauthenticity) — 387 events, 1 labelers, 0 targetsintolerance — 323 events, 1 labelers, 121 targetsinauthentic-fundraising (family: inauthenticity) — 284 events, 1 labelers, 3 targetsmodlist-author — 240 events, 1 labelers, 0 targetstrump — 110 events, 1 labelers, 21 targetshammer-sickle — 89 events, 1 labelers, 0 targetsinverted-red-triangle — 54 events, 1 labelers, 0 targetselon-musk — 48 events, 1 labelers, 0 targetstroll — 27 events, 1 labelers, 1 targetsmisleading — 23 events, 1 labelers, 22 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 — 28,893 events, 1 labelers, 0 targetsno-gap-more-than-four-hours — 13,560 events, 1 labelers, 0 targetssite-standard — 13,191 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 — 6,689 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 — 4,137 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 — 3,704 events, 1 labelers, 1,532 targetsspoiler-parent — 915 events, 1 labelers, 550 targetsurine — 697 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 — 414,000 events, 1 labelers, 0 targetsno-fucks — 192,096 events, 1 labelers, 0 targetsdoesnt-know-how-replyrefs-work — 137,693 events, 1 labelers, 0 targetsfucked-up-replyref — 137,691 events, 1 labelers, 299 targetssexual-figurative — 43,090 events, 2 labelers, 26,492 targetstwitter-screenshot — 35,607 events, 1 labelers, 15,818 targetsmade-over-thirty-posts-yesterday — 25,603 events, 1 labelers, 0 targetsrude — 25,060 events, 2 labelers, 16,515 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 — 13,248 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 — 10,962 events, 1 labelers, 0 targetsmade-over-fifty-replies-yesterday — 10,334 events, 1 labelers, 0 targetsneeds-review — 9,957 events, 1 labelers, 0 targetsfundraising-link — 9,259 events, 1 labelers, 3,036 targetsthreat — 8,696 events, 2 labelers, 6,930 targetsus — 7,962 events, 1 labelers, 4,159 targetsmade-over-hundred-posts-yesterday — 7,471 events, 1 labelers, 0 targetsself-harm — 7,066 events, 2 labelers, 5,653 targetsniel — 5,665 events, 1 labelers, 1,076 targetsmonthly-high-unfollows-one-hundred-fifty — 5,461 events, 1 labelers, 0 targetsspoiler — 5,265 events, 1 labelers, 1,541 targetsbio-location — 4,916 events, 1 labelers, 0 targetspolitics — 4,822 events, 1 labelers, 2,588 targetscaptured — 4,434 events, 1 labelers, 1,900 targetsspace-roomy — 4,111 events, 1 labelers, 0 targetslikely-test — 3,948 events, 1 labelers, 4 targetssocial-eurosky — 3,762 events, 1 labelers, 0 targetsbluesky-screenshot — 3,754 events, 1 labelers, 2,794 targetsopinion — 3,094 events, 1 labelers, 1,995 targetssaade — 2,814 events, 1 labelers, 157 targetsfussball-begegnung — 2,532 events, 1 labelers, 702 targetsmonthly-high-unfollows-one-thousand — 2,458 events, 1 labelers, 0 targetsworld — 2,409 events, 1 labelers, 1,391 targetsarnault — 2,274 events, 1 labelers, 192 targetsmade-over-hundred-replies-yesterday — 2,247 events, 1 labelers, 0 targetsio-tdpl — 2,062 events, 1 labelers, 0 targetsmonthly-high-unfollows-five-hundred — 1,931 events, 1 labelers, 0 targetshigh-follow-churn-fifty — 1,876 events, 1 labelers, 0 targetsme-1095-pds — 1,859 events, 1 labelers, 0 targetssh-tangled — 1,765 events, 1 labelers, 0 targetssocial-ekamdor-pds — 1,741 events, 1 labelers, 0 targetsbusiness — 1,719 events, 1 labelers, 1,109 targetsbollore — 1,499 events, 1 labelers, 68 targetsalt-tech — 1,480 events, 1 labelers, 249 targetsbouygues — 1,321 events, 1 labelers, 49 targetsclass-politics — 1,223 events, 1 labelers, 80 targetsapp-blacksky — 1,151 events, 1 labelers, 0 targets(+637 more labels; full list in authority_effect_inventory.json)