{ "schemaVersion": 1, "license": { "id": "CC0-1.0", "name": "CC0 1.0 Universal", "url": "https://creativecommons.org/publicdomain/zero/1.0/", "scope": "NOSIBLE-authored explanatory definitions, computed statistics, compilation structure and release files, only to the extent NOSIBLE owns or controls the applicable rights.", "exclusions": [ "Underlying upstream ontology terms, codes and hierarchy", "Cited third-party publications and source content", "Third-party trademarks and database rights" ] }, "ontology": { "id": "ekman7", "slug": "ekman-emotion", "name": "Ekman-7 Emotion Ontology", "shortName": "Ekman-7", "field": "ekman7_emotion", "description": "Seven categories describing the dominant emotional frame expressed in reporting about an event.", "structure": "Flat single-slot enum. 7 lowercase labels, fixed by Stuart. Field name in schema: ekman7_emotion.", "levels": [ "ekman7_emotion" ], "apiFacets": [ "ekman7_emotion" ], "ontologyVersion": 1, "bundleVersion": 2, "released": "2026-04-29", "upstreamRelease": "hardcoded (Ekman 1992 + 7-emotion extension)", "sourceUrl": "Ekman, P. (1992). \"An Argument for Basic Emotions\". Cognition & Emotion, 6(3-4), 169-200; the 7th label \"contempt\" added per Ekman & Friesen (1986) and as confirmed by Stuart for this v1 schema.", "sourcePath": "shared-utils/src/shared_utils/onto_utils/data/3_ekman7.yaml", "sourceSha256": "d2354d58bac4bed20e0c4ff1c886e44109ad6c1d2c6f5b572fcd9c77f1195701", "nodesFile": "nodes/ekman-emotion.json", "nodeCount": 7, "leafCount": 7, "rootCount": 7, "maxDepth": 0 }, "dataset": { "name": "NOSIBLE World", "version": "1.2", "startDate": "2015-01-01", "endDate": "2026-07-01", "events": 15311040 }, "generatedAt": "2026-07-18T12:58:59.906Z", "methodology": { "unit": "One canonical event in events_map.ipc", "assignment": "Counts use the single top-ranked classification stored for each ontology level in the immutable World V1.2 event map.", "nullability": "Ontology paths are nullable. Coverage is measured from the first level, which is required whenever that ontology is assigned.", "duplicateLabels": "Where the same label occurs in more than one path at the same level, the public facet count aggregates that label across those paths and is marked label-across-paths.", "query": "Batched metadata filters recover complete value distributions beyond the API's 100-row facet display cap." }, "statistics": { "assignedEvents": 2334084, "unclassifiedEvents": 12976956, "datasetShare": 0.15244451062762557, "roots": [ { "id": "anger", "code": "anger", "name": "anger", "count": 1049421, "assignedShare": 0.4496072120797709, "datasetShare": 0.06854015142015174 }, { "id": "happiness", "code": "happiness", "name": "happiness", "count": 315264, "assignedShare": 0.1350696890086218, "datasetShare": 0.020590632641544926 }, { "id": "surprise", "code": "surprise", "name": "surprise", "count": 270131, "assignedShare": 0.11573319554908906, "datasetShare": 0.017642890358852175 }, { "id": "sadness", "code": "sadness", "name": "sadness", "count": 258429, "assignedShare": 0.11071966561614749, "datasetShare": 0.016878605241707943 }, { "id": "disgust", "code": "disgust", "name": "disgust", "count": 207467, "assignedShare": 0.08888583272924197, "datasetShare": 0.013550157272138274 }, { "id": "fear", "code": "fear", "name": "fear", "count": 174082, "assignedShare": 0.07458257714803752, "datasetShare": 0.011369704474679708 }, { "id": "contempt", "code": "contempt", "name": "contempt", "count": 59290, "assignedShare": 0.02540182786909126, "datasetShare": 0.0038723692185507973 } ], "nodes": { "anger": { "count": 1049421, "datasetShare": 0.06854015142015174, "assignedShare": 0.4496072120797709, "countScope": "exact-term" }, "contempt": { "count": 59290, "datasetShare": 0.0038723692185507973, "assignedShare": 0.02540182786909126, "countScope": "exact-term" }, "disgust": { "count": 207467, "datasetShare": 0.013550157272138274, "assignedShare": 0.08888583272924197, "countScope": "exact-term" }, "fear": { "count": 174082, "datasetShare": 0.011369704474679708, "assignedShare": 0.07458257714803752, "countScope": "exact-term" }, "happiness": { "count": 315264, "datasetShare": 0.020590632641544926, "assignedShare": 0.1350696890086218, "countScope": "exact-term" }, "sadness": { "count": 258429, "datasetShare": 0.016878605241707943, "assignedShare": 0.11071966561614749, "countScope": "exact-term" }, "surprise": { "count": 270131, "datasetShare": 0.017642890358852175, "assignedShare": 0.11573319554908906, "countScope": "exact-term" } } }, "caseStudy": { "schemaVersion": 2, "title": "Daily Ekman-7 mix in events tagged with FTX or Sam Bankman-Fried", "entityTags": [ "FTX", "Sam Bankman-Fried", "Bankman-Fried", "SBF" ], "cohortRule": "A canonical event is included when its World V1.2 named-entity map contains FTX, an FTX-prefixed organization, Sam Bankman-Fried, Bankman-Fried or SBF.", "retrieval": "local World V1.2 entity tags", "dataset": "NOSIBLE World V1.2", "generatedAt": "2026-07-20", "from": "2019-11-06", "to": "2026-06-17", "total": 690, "correlations": { "anger": -0.1706203885391469, "contempt": -0.04854530297408461, "disgust": 0.09801282318496403, "fear": 0.21324634055379116, "happiness": -0.041447288322278925, "sadness": 0.06276733466684337, "surprise": -0.03353729646364325 }, "methodology": "Daily counts include canonical World V1.2 events carrying an FTX or Sam Bankman-Fried entity tag and a non-null Ekman-7 label. Coverage divides the cohort by all World events on each date. Daily emotion shares divide each emotion count by labelled cohort events. Correlations are descriptive, not causal.", "observations": [ { "date": "2019-11-06", "total": 1, "worldEvents": 2939, "coveragePerMillion": 340.25178632187817, "counts": { "anger": 1, "contempt": 0, "disgust": 0, "fear": 0, "happiness": 0, "sadness": 0, "surprise": 0 }, "shares": { "anger": 1, "contempt": 0, "disgust": 0, "fear": 0, "happiness": 0, "sadness": 0, "surprise": 0 } }, { "date": "2019-11-07", "total": 0, "worldEvents": 2825, "coveragePerMillion": 0, "counts": { "anger": 0, "contempt": 0, "disgust": 0, "fear": 0, "happiness": 0, "sadness": 0, "surprise": 0 }, "shares": { "anger": 0, "contempt": 0, "disgust": 0, "fear": 0, "happiness": 0, "sadness": 0, "surprise": 0 } }, { "date": "2019-11-08", "total": 0, "worldEvents": 2421, "coveragePerMillion": 0, "counts": { "anger": 0, "contempt": 0, "disgust": 0, "fear": 0, "happiness": 0, "sadness": 0, "surprise": 0 }, "shares": { "anger": 0, "contempt": 0, "disgust": 0, "fear": 0, "happiness": 0, "sadness": 0, "surprise": 0 } }, { 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