{ "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": "emdat", "slug": "em-dat", "name": "EM-DAT Disaster Classification", "shortName": "EM-DAT", "field": "emdat", "description": "The CRED EM-DAT hierarchy of disaster groups, subgroups and disaster types.", "structure": "Sourced from CRED's EM-DAT classification page. The published EM-DAT taxonomy goes 4 levels deep (Group / Subgroup /\nType / Subtype); per the v1 schema this is TRUNCATED to 3 levels: disaster_group / disaster_subgroup / disaster_type.\nSubtype (Type IV) is intentionally dropped.", "levels": [ "disaster_group", "disaster_subgroup", "disaster_type" ], "apiFacets": [ "emdat_disaster_group", "emdat_disaster_subgroup", "emdat_disaster_type" ], "ontologyVersion": 1, "bundleVersion": 2, "released": "2026-04-29", "upstreamRelease": "2023-09-05", "sourceUrl": "https://doc.emdat.be/docs/data-structure-and-content/disaster-classification-system/", "sourcePath": "shared-utils/src/shared_utils/onto_utils/data/11_emdat.yaml", "sourceSha256": "840632631969dac7e0ec2effecc01e42bfcccf3d6baedb5aeb470df2febc512f", "nodesFile": "nodes/em-dat.json", "nodeCount": 43, "leafCount": 32, "rootCount": 2, "maxDepth": 2 }, "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": 1393908, "unclassifiedEvents": 13917132, "datasetShare": 0.09103940685936422, "roots": [ { "id": "disaster-group-technological-88a530cd", "code": "Technological", "name": "Technological", "count": 732529, "assignedShare": 0.52552177044683, "datasetShare": 0.04784319027316237 }, { "id": "disaster-group-natural-ea26876d", "code": "Natural", "name": "Natural", "count": 661379, "assignedShare": 0.47447822955316993, "datasetShare": 0.043196216586201854 } ], "nodes": { "disaster-group-natural-ea26876d": { "count": 661379, "datasetShare": 0.043196216586201854, "assignedShare": 0.47447822955316993, "countScope": "exact-term" }, "disaster-subgroup-biological-e5ebd43a": { "count": 206763, "datasetShare": 0.013504177377892031, "assignedShare": 0.1483333189851841, "countScope": "exact-term" }, "disaster-type-animal-incident-68363862": { "count": 64676, "datasetShare": 0.004224141534474471, "assignedShare": 0.0463990449871871, "countScope": "exact-term" }, "disaster-type-epidemic-f87f5b0f": { "count": 119689, "datasetShare": 0.007817169833009384, "assignedShare": 0.08586578167282202, "countScope": "exact-term" }, "disaster-type-infestation-38e05e45": { "count": 22398, "datasetShare": 0.001462866010408176, "assignedShare": 0.016068492325174977, "countScope": "exact-term" }, "disaster-subgroup-climatological-0bf3258a": { "count": 109152, "datasetShare": 0.007128973603360712, "assignedShare": 0.07830645924982137, "countScope": "exact-term" }, "disaster-type-drought-d89cdea1": { "count": 43656, "datasetShare": 0.002851275942065333, "assignedShare": 0.031319140144112814, "countScope": "exact-term" }, "disaster-type-glacial-lake-outburst-flood-e4c8dafd": { "count": 6030, "datasetShare": 0.0003938334691830209, "assignedShare": 0.004325966993517506, "countScope": "exact-term" }, "disaster-type-wildfire-c6d45d95": { "count": 59466, "datasetShare": 0.003883864192112358, "assignedShare": 0.04266135211219105, "countScope": "exact-term" }, "disaster-subgroup-extra-terrestrial-7e74a40a": { "count": 37626, "datasetShare": 0.0024574424728823125, "assignedShare": 0.026993173150595306, "countScope": "exact-term" }, "disaster-type-impact-7869437e": { "count": 13275, "datasetShare": 0.0008670214433506803, "assignedShare": 0.009523584052893018, "countScope": "exact-term" }, "disaster-type-space-weather-7c7b0dfd": { "count": 24351, "datasetShare": 0.001590421029531632, "assignedShare": 0.017469589097702288, "countScope": "exact-term" }, "disaster-subgroup-geophysical-fd8c332e": { "count": 58941, "datasetShare": 0.0038495752084770204, "assignedShare": 0.042284713194844996, "countScope": "exact-term" }, "disaster-type-earthquake-00ea770f": { "count": 47040, "datasetShare": 0.0030722929337262525, "assignedShare": 0.033746846994206214, "countScope": "exact-term" }, "disaster-type-mass-movement-dry-aa104053": { "count": 761, "datasetShare": 0.00004970269818379418, "assignedShare": 0.0005459470782863718, "countScope": "exact-term" }, "disaster-type-volcanic-activity-53e220f4": { "count": 11140, "datasetShare": 0.0007275795765669739, "assignedShare": 0.007991919122352408, "countScope": "exact-term" }, "disaster-subgroup-hydrological-a6e5bd70": { "count": 75094, "datasetShare": 0.004904565594499133, "assignedShare": 0.05387299592225599, "countScope": "exact-term" }, "disaster-type-flood-be8bc1f3": { "count": 55270, "datasetShare": 0.0036098135724287835, "assignedShare": 0.03965111040326908, "countScope": "exact-term" }, "disaster-type-mass-movement-wet-9c1ab131": { "count": 13285, "datasetShare": 0.0008676745668484962, "assignedShare": 0.009530758127509132, "countScope": "exact-term" }, "disaster-type-wave-action-1441d2d7": { "count": 6539, "datasetShare": 0.000427077455221853, "assignedShare": 0.004691127391477774, "countScope": "exact-term" }, "disaster-subgroup-meteorological-86035f51": { "count": 173803, "datasetShare": 0.011351482329090643, "assignedShare": 0.12468756905046818, "countScope": "exact-term" }, "disaster-type-extreme-temperature-5e00dbcc": { "count": 78668, "datasetShare": 0.005137991932618555, "assignedShare": 0.056437010190055585, "countScope": "exact-term" }, "disaster-type-fog-5ff29169": { "count": 18530, "datasetShare": 0.0012102378414529647, "assignedShare": 0.01329356026366159, "countScope": "exact-term" }, "disaster-type-storm-e7eb7c95": { "count": 76605, "datasetShare": 0.005003252555019123, "assignedShare": 0.054956998596751, "countScope": "exact-term" }, "disaster-group-technological-88a530cd": { "count": 732529, "datasetShare": 0.04784319027316237, "assignedShare": 0.52552177044683, "countScope": "exact-term" }, "disaster-subgroup-industrial-accident-cede43d4": { "count": 243673, "datasetShare": 0.015914856208330722, "assignedShare": 0.17481282839326556, "countScope": "exact-term" }, "disaster-type-chemical-spill-23831407": { "count": 15192, "datasetShare": 0.000992225217881999, "assignedShare": 0.010898854156802314, "countScope": "exact-term" }, "disaster-type-collapse-industrial-856cae5a": { "count": 38760, "datasetShare": 0.002531506677534642, "assignedShare": 0.027806713212062777, "countScope": "exact-term" }, "disaster-type-explosion-industrial-d2d91ac1": { "count": 11704, "datasetShare": 0.0007644157418437938, "assignedShare": 0.008396536930701309, "countScope": "exact-term" }, "disaster-type-fire-industrial-22bb9053": { "count": 22443, "datasetShare": 0.0014658050661483478, "assignedShare": 0.016100775660947496, "countScope": "exact-term" }, "disaster-type-gas-leak-737e1403": { "count": 32378, "datasetShare": 0.0021146832612284993, "assignedShare": 0.02322821879205801, "countScope": "exact-term" }, "disaster-type-oil-spill-c3fdfbfd": { "count": 67817, "datasetShare": 0.004429287625138462, "assignedShare": 0.04865242182410891, "countScope": "exact-term" }, "disaster-type-poisoning-198cf60f": { "count": 33497, "datasetShare": 0.0021877677806341044, "assignedShare": 0.02403099774160131, "countScope": "exact-term" }, "disaster-type-radiation-91d81052": { "count": 21882, "datasetShare": 0.0014291648379208728, "assignedShare": 0.01569831007498343, "countScope": "exact-term" }, "disaster-subgroup-miscellaneous-accident-8b2365e8": { "count": 92917, "datasetShare": 0.006068627604656509, "assignedShare": 0.06665934911055824, "countScope": "exact-term" }, "disaster-type-collapse-miscellaneous-3c330e38": { "count": 13658, "datasetShare": 0.0008920360733170314, "assignedShare": 0.009798351110690232, "countScope": "exact-term" }, "disaster-type-explosion-miscellaneous-8c1c540a": { "count": 22374, "datasetShare": 0.0014612985140134177, "assignedShare": 0.016051274546096297, "countScope": "exact-term" }, "disaster-type-fire-miscellaneous-e8752ec4": { "count": 56885, "datasetShare": 0.00371529301732606, "assignedShare": 0.0408097234537717, "countScope": "exact-term" }, "disaster-subgroup-transport-138b621b": { "count": 395939, "datasetShare": 0.02585970646017514, "assignedShare": 0.2840495929430063, "countScope": "exact-term" }, "disaster-type-air-bd81b625": { "count": 109402, "datasetShare": 0.007145301690806111, "assignedShare": 0.07848581111522425, "countScope": "exact-term" }, "disaster-type-rail-772fa100": { "count": 59848, "datasetShare": 0.003908813509728928, "assignedShare": 0.04293540176252665, "countScope": "exact-term" }, "disaster-type-road-528e21a5": { "count": 190126, "datasetShare": 0.012417575814575626, "assignedShare": 0.13639781104635312, "countScope": "exact-term" }, "disaster-type-water-ada3af23": { "count": 36563, "datasetShare": 0.0023880154450644764, "assignedShare": 0.026230569018902253, "countScope": "exact-term" } } }, "caseStudy": { "schemaVersion": 3, "title": "Climate-sensitive disaster assignments rise after corpus normalization", "dataset": "NOSIBLE World V1.2", "window": { "from": "2015-01-01", "to": "2025-12-31" }, "classification": { "upstreamField": "emdat_disaster_type", "upstreamValue": "Extreme temperature", "upstreamPath": [ "Natural", "Meteorological", "Extreme temperature" ], "climateBasket": [ "Drought", "Extreme temperature", "Flood" ], "analyticalCohorts": "Mutually exclusive English lexical cohorts inferred from explicit heat, record-heat, cold and severe-winter language. They are not upstream World V1.2 or EM-DAT leaf assignments." }, "denominator": "All canonical World events for the displayed EM-DAT climate basket; all English canonical World events for the retained lexical heat/cold audit", "temperatureSeries": { "name": "NASA GISTEMP v4 global land-ocean monthly mean anomaly", "baseline": "1951-1980 calendar-month means", "unit": "degrees Celsius", "url": "https://data.giss.nasa.gov/gistemp/tabledata_v4/GLB.Ts+dSST.csv" }, "methodology": { "rate": "EM-DAT climate-basket assignments / all canonical World events x 100,000", "memory": "Trailing exponentially weighted monthly mean with a two-month half-life", "seasonality": "Record-heat reporting rate minus its 2015-2019 calendar-month mean", "comparison": "Pearson correlations on the smoothed monthly record-heat lift and NASA anomaly; year-over-year changes; and linearly detrended levels", "scope": "Descriptive reporting co-movement. NASA measures global monthly mean temperature change, not local heat-wave intensity or disaster incidence." }, "summary": { "worldEvents": 13244201, "englishWorldEvents": 5458688, "climateSensitiveEvents": 151772, "droughtEvents": 37762, "floodEvents": 48812, "climateExtremeTemperatureEvents": 65198, "extremeTemperatureEvents": 23139, "heatEvents": 6832, "recordHeatEvents": 1019, "coldWinterEvents": 2643, "unresolvedEvents": 13664, "smoothedLevelCorrelation": 0.21568990422214854, "yearOverYearChangeCorrelation": 0.33757880877768626, "detrendedCorrelation": 0.33242536440084874 }, "monthly": [ { "month": "2015-01", "worldEvents": 19648, "englishWorldEvents": 12936, "climateSensitiveEvents": 151, "droughtEvents": 53, "floodEvents": 13, "climateExtremeTemperatureEvents": 85, "extremeTemperatureEvents": 49, "heatEvents": 13, "recordHeatEvents": 9, "heatWarningEvents": 0, "heatImpactEvents": 1, "coldWinterEvents": 11, "unresolvedEvents": 25, "climateSensitiveEventsPer100k": 768.5260586319218, "droughtEventsPer100k": 269.7475570032573, "floodEventsPer100k": 66.16449511400651, "climateExtremeTemperatureEventsPer100k": 432.614006514658, "heatEventsPer100k": 100.4947433518862, "recordHeatEventsPer100k": 69.57328385899814, "coldWinterEventsPer100k": 85.03401360544217, "unresolvedEventsPer100k": 193.2591218305504, "gistempAnomalyC": 0.86, "recordHeatSeasonalLiftPer100k": 36.15432890034551, "climateSensitiveEwmaPer100k": 768.5260586319218, "heatEwmaPer100k": 100.4947433518862, "coldWinterEwmaPer100k": 85.03401360544217, "recordHeatSeasonalLiftEwmaPer100k": 36.15432890034551, "gistempEwmaC": 0.86 }, { "month": "2015-02", "worldEvents": 17474, "englishWorldEvents": 11540, "climateSensitiveEvents": 107, "droughtEvents": 33, "floodEvents": 22, "climateExtremeTemperatureEvents": 52, "extremeTemperatureEvents": 41, "heatEvents": 5, "recordHeatEvents": 2, "heatWarningEvents": 1, "heatImpactEvents": 0, "coldWinterEvents": 13, "unresolvedEvents": 23, "climateSensitiveEventsPer100k": 612.3383312349777, "droughtEventsPer100k": 188.85200869863797, "floodEventsPer100k": 125.90133913242532, "climateExtremeTemperatureEventsPer100k": 297.58498340391435, "heatEventsPer100k": 43.327556325823224, "recordHeatEventsPer100k": 17.33102253032929, "coldWinterEventsPer100k": 112.65164644714038, "unresolvedEventsPer100k": 199.30675909878684, "gistempAnomalyC": 0.91, "recordHeatSeasonalLiftPer100k": 5.130940278641479, "climateSensitiveEwmaPer100k": 722.7797324154728, "heatEwmaPer100k": 83.75086193331197, "coldWinterEwmaPer100k": 93.12303098445527, "recordHeatSeasonalLiftEwmaPer100k": 27.067788748433983, "gistempEwmaC": 0.8746446609406726 }, { "month": "2015-03", "worldEvents": 19862, "englishWorldEvents": 12934, "climateSensitiveEvents": 146, "droughtEvents": 52, "floodEvents": 35, "climateExtremeTemperatureEvents": 59, "extremeTemperatureEvents": 42, "heatEvents": 2, "recordHeatEvents": 1, "heatWarningEvents": 0, "heatImpactEvents": 2, 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"depth": 2, "path": [ "Natural", "Meteorological", "Extreme temperature" ], "parentId": "disaster-subgroup-meteorological-86035f51", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-fog-5ff29169", "code": "Fog", "value": "Fog", "name": "Fog", "definition": "Text about fog disasters denotes hazardous atmospheric visibility impairment events caused by condensed water droplets near surface levels, obstructing operational safety protocols for transportation corridors and critical infrastructure during peak activity.", "level": "disaster_type", "depth": 2, "path": [ "Natural", "Meteorological", "Fog" ], "parentId": "disaster-subgroup-meteorological-86035f51", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-storm-e7eb7c95", "code": "Storm", "value": "Storm", "name": "Storm", "definition": "Text about storm events describes high-intensity atmospheric systems generating sustained wind gusts and potentially flooding precipitation, which result in critical failures of infrastructure and significant loss of human life globally.", "level": "disaster_type", "depth": 2, "path": [ "Natural", "Meteorological", "Storm" ], "parentId": "disaster-subgroup-meteorological-86035f51", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-group-technological-88a530cd", "code": "Technological", "value": "Technological", "name": "Technological", "definition": "Text about major incidents triggered by technological incompetence, infrastructure degradation, or industrial accidents that result in considerable mortality, displacement, and severe damage to physical assets within the affected human environment.", "level": "disaster_group", "depth": 0, "path": [ "Technological" ], "parentId": null, "synthetic": false, "childCount": 3, "leaf": false }, { "id": "disaster-subgroup-industrial-accident-cede43d4", "code": "Industrial accident", "value": "Industrial accident", "name": "Industrial accident", "definition": "Text about sudden uncontrolled releases, explosions, fires, or structural collapses originating from industrial manufacturing operations, chemical processing plants, or energy infrastructure that cause substantial human casualties and significant economic loss.", "level": "disaster_subgroup", "depth": 1, "path": [ "Technological", "Industrial accident" ], "parentId": "disaster-group-technological-88a530cd", "synthetic": false, "childCount": 8, "leaf": false }, { "id": "disaster-type-chemical-spill-23831407", "code": "Chemical spill", "value": "Chemical spill", "name": "Chemical spill", "definition": "Text about the catastrophic loss of containment for industrial chemicals, leading to the rapid dispersion of toxic, flammable, or corrosive agents into surrounding residential areas, natural habitats, or critical infrastructure systems.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Industrial accident", "Chemical spill" ], "parentId": "disaster-subgroup-industrial-accident-cede43d4", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-collapse-industrial-856cae5a", "code": "Collapse (Industrial)", "value": "Collapse (Industrial)", "name": "Collapse (Industrial)", "definition": "Text about the structural failure or sudden collapse of industrial facilities, warehouses, or processing plants resulting in significant immediate human casualties or severe economic loss within the manufacturing sector.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Industrial accident", "Collapse (Industrial)" ], "parentId": "disaster-subgroup-industrial-accident-cede43d4", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-explosion-industrial-d2d91ac1", "code": "Explosion (Industrial)", "value": "Explosion (Industrial)", "name": "Explosion (Industrial)", "definition": "Text about a critical failure leading to a sudden, energetic expansion of gas or chemical substances within a production or processing environment that causes devastating mechanical damage and direct human mortality.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Industrial accident", "Explosion (Industrial)" ], "parentId": "disaster-subgroup-industrial-accident-cede43d4", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-fire-industrial-22bb9053", "code": "Fire (Industrial)", "value": "Fire (Industrial)", "name": "Fire (Industrial)", "definition": "Text about significant fire incidents affecting industrial premises, factories, or chemical production sites, characterized by rapid thermal propagation that endangers personnel and destroys fixed capital assets while disrupting regional economic activities.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Industrial accident", "Fire (Industrial)" ], "parentId": "disaster-subgroup-industrial-accident-cede43d4", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-gas-leak-737e1403", "code": "Gas leak", "value": "Gas leak", "name": "Gas leak", "definition": "Text about severe unintended gas emissions resulting from structural integrity loss in petrochemical plants or high-pressure delivery systems, directly causing fatalities, injuries, or long-term health crises for the nearby population.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Industrial accident", "Gas leak" ], "parentId": "disaster-subgroup-industrial-accident-cede43d4", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-oil-spill-c3fdfbfd", "code": "Oil spill", "value": "Oil spill", "name": "Oil spill", "definition": "Text about significant accidental releases of crude oil or hazardous petroleum substances from vessels, pipelines, or industrial storage facilities, causing deleterious environmental impact and requiring complex emergency response sanitation operations.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Industrial accident", "Oil spill" ], "parentId": "disaster-subgroup-industrial-accident-cede43d4", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-poisoning-198cf60f", "code": "Poisoning", "value": "Poisoning", "name": "Poisoning", "definition": "Text about poisoning refers to the sudden, unplanned release of toxic substances resulting in widespread human health crises, necessitating emergency interventions to mitigate severe physiological harm among affected large populations.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Industrial accident", "Poisoning" ], "parentId": "disaster-subgroup-industrial-accident-cede43d4", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-radiation-91d81052", "code": "Radiation", "value": "Radiation", "name": "Radiation", "definition": "Text about technological incidents involving the dangerous dispersal of radioactive substances from stationary sources or containment systems that create hazardous conditions requiring immediate mitigation, evacuation, or extensive remedial intervention efforts.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Industrial accident", "Radiation" ], "parentId": "disaster-subgroup-industrial-accident-cede43d4", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-subgroup-miscellaneous-accident-8b2365e8", "code": "Miscellaneous accident", "value": "Miscellaneous accident", "name": "Miscellaneous accident", "definition": "Text about Miscellaneous accident pertains to sudden, catastrophic technological or human-factor events falling outside the scope of defined transport and industrial disaster typologies while resulting in significant human impact.", "level": "disaster_subgroup", "depth": 1, "path": [ "Technological", "Miscellaneous accident" ], "parentId": "disaster-group-technological-88a530cd", "synthetic": false, "childCount": 3, "leaf": false }, { "id": "disaster-type-collapse-miscellaneous-3c330e38", "code": "Collapse (Miscellaneous)", "value": "Collapse (Miscellaneous)", "name": "Collapse (Miscellaneous)", "definition": "Text about miscellaneous structural collapse occurrences involving the sudden mechanical failure of infrastructure, resulting in the rapid destruction of buildings or civil engineering works and generating severe human and economic impacts.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Miscellaneous accident", "Collapse (Miscellaneous)" ], "parentId": "disaster-subgroup-miscellaneous-accident-8b2365e8", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-explosion-miscellaneous-8c1c540a", "code": "Explosion (Miscellaneous)", "value": "Explosion (Miscellaneous)", "name": "Explosion (Miscellaneous)", "definition": "Text about explosive events resulting from volatile pressure or chemical interactions in non-industrial, non-transportation environments, causing consequential damage, human harm, or major disruption to infrastructure within a reported emergency timeline context.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Miscellaneous accident", "Explosion (Miscellaneous)" ], "parentId": "disaster-subgroup-miscellaneous-accident-8b2365e8", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-fire-miscellaneous-e8752ec4", "code": "Fire (Miscellaneous)", "value": "Fire (Miscellaneous)", "name": "Fire (Miscellaneous)", "definition": "Text about fire situations labeled miscellaneous covering unclassified combustion disasters where the ignition source or nature falls outside specialized definitions, causing significant societal disruption or severe adverse impact on humanity.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Miscellaneous accident", "Fire (Miscellaneous)" ], "parentId": "disaster-subgroup-miscellaneous-accident-8b2365e8", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-subgroup-transport-138b621b", "code": "Transport", "value": "Transport", "name": "Transport", "definition": "Text about major vehicular collisions, crashes, or structural failures disrupting transit networks, defined by severe mortality, morbidity, and economic devastation resulting directly from the operation of complex transportation machinery.", "level": "disaster_subgroup", "depth": 1, "path": [ "Technological", "Transport" ], "parentId": "disaster-group-technological-88a530cd", "synthetic": false, "childCount": 4, "leaf": false }, { "id": "disaster-type-air-bd81b625", "code": "Air", "value": "Air", "name": "Air", "definition": "Text about air disaster events encompasses catastrophic mechanical failures, pilot errors, or external impacts involving commercial, private, or military aircraft resulting in significant human fatalities, severe injuries, or substantial infrastructure destruction.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Transport", "Air" ], "parentId": "disaster-subgroup-transport-138b621b", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-rail-772fa100", "code": "Rail", "value": "Rail", "name": "Rail", "definition": "Text about rail disasters encompasses catastrophic incidents occurring on railways and tramways where the primary cause involves rolling stock, signaling failure, or track impairment resulting in major loss of human life or injury.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Transport", "Rail" ], "parentId": "disaster-subgroup-transport-138b621b", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-road-528e21a5", "code": "Road", "value": "Road", "name": "Road", "definition": "Text about Road accidents involves catastrophic transport events occurring on terrestrial traffic infrastructure, resulting in significant immediate human mortality, substantial injury, or severe population displacement requiring emergency humanitarian response and recovery assistance.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Transport", "Road" ], "parentId": "disaster-subgroup-transport-138b621b", "synthetic": false, "childCount": 0, "leaf": true }, { "id": "disaster-type-water-ada3af23", "code": "Water", "value": "Water", "name": "Water", "definition": "Text about water transport disasters concerns accidents involving boats, ships, ferries, and other watercraft, including collisions, capsizings, and sinkings that cause major loss of human life, injury, or environmental damage.", "level": "disaster_type", "depth": 2, "path": [ "Technological", "Transport", "Water" ], "parentId": "disaster-subgroup-transport-138b621b", "synthetic": false, "childCount": 0, "leaf": true } ] }