cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.82dmtt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis cuangoanus, Synodontis decorus, Synodontis dekimpei, Synodontis depauwi, Synodontis dhonti, Synodontis dorsomaculatus, Synodontis eupterus, Synodontis filamentosus, Synodontis flavitaeniatus, Synodontis frontosus, Synodontis fuelleborni, Synodontis geledensis, Synodontis gobroni, Synodontis granulosus, Synodontis greshoffi, Synodontis guttatus, Synodontis haugi, Synodontis iturii, Synodontis katangae, Synodontis khartoumensis, Synodontis koensis, Synodontis kogonensis, Synodontis laessoei, Synodontis leopardinus, Synodontis leopardus, Synodontis levequei, Synodontis longirostris, Synodontis longispinis, Synodontis lufirae, Synodontis macrophthalmus, Synodontis macrops, Synodontis macrostigma, Synodontis macrostoma, Synodontis manni, Synodontis marmoratus, Synodontis matthesi, Synodontis melanopterus, Synodontis membranaceus, Synodontis multimaculatus, Synodontis multipunctatus, Synodontis nebulosus, Synodontis nigrita, Synodontis nigriventris, Synodontis nigromaculatus, Synodontis njassae, Synodontis notatus, Synodontis nummifer, Synodontis obesus, Synodontis ocellifer, Synodontis omias, Synodontis ornatipinnis, Synodontis ornatissimus, Synodontis ouemeensis, Synodontis pardalis, Synodontis petricola, Synodontis pleurops, Synodontis polli, Synodontis polyodon, Synodontis polystigma, Synodontis pulcher, Synodontis punctifer, Synodontis punctulatus, Synodontis rebeli, Synodontis resupinatus, Synodontis ricardoae, Synodontis robbianus, Synodontis robertsi, Synodontis ruandae, Synodontis rufigiensis, Synodontis rukwaensis, Synodontis schall, Synodontis schoutedeni, Synodontis serpentis, Synodontis serratus, Synodontis smiti, Synodontis soloni, Synodontis sorex, Synodontis steindachneri, Synodontis tanganyicae, Synodontis tessmanni, Synodontis thamalakanensis, Synodontis thysi, Synodontis tourei, Synodontis unicolor, Synodontis vaillanti, Synodontis vanderwaali, Synodontis velifer, Synodontis vermiculatus, Synodontis victoriae, Synodontis violaceus, Synodontis voltae, Synodontis waterloti, Synodontis woleuensis, Synodontis woosnami, Synodontis xiphias, Synodontis zambezensis, Synodontis zanzibaricus, Irvineia voltae, Parailia congica, Parailia occidentalis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((28.1382 29.0599,19.1382 29.0599,19.1382 20.0599,28.1382 20.0599,28.1382 29.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035194-250827131500795/datasets/export for details.
DOI: 10.15468/dl.uj2vtm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocenebra inornata",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035195-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ud4d9v
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betula nigra",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035196-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2egmz
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betula nigra",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035197-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptjkjp
title: Occurrence Download

description: A dataset containing 739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis cuangoanus, Synodontis decorus, Synodontis dekimpei, Synodontis depauwi, Synodontis dhonti, Synodontis dorsomaculatus, Synodontis eupterus, Synodontis filamentosus, Synodontis flavitaeniatus, Synodontis frontosus, Synodontis fuelleborni, Synodontis geledensis, Synodontis gobroni, Synodontis granulosus, Synodontis greshoffi, Synodontis guttatus, Synodontis haugi, Synodontis iturii, Synodontis katangae, Synodontis khartoumensis, Synodontis koensis, Synodontis kogonensis, Synodontis laessoei, Synodontis leopardinus, Synodontis leopardus, Synodontis levequei, Synodontis longirostris, Synodontis longispinis, Synodontis lufirae, Synodontis macrophthalmus, Synodontis macrops, Synodontis macrostigma, Synodontis macrostoma, Synodontis manni, Synodontis marmoratus, Synodontis matthesi, Synodontis melanopterus, Synodontis membranaceus, Synodontis multimaculatus, Synodontis multipunctatus, Synodontis nebulosus, Synodontis nigrita, Synodontis nigriventris, Synodontis nigromaculatus, Synodontis njassae, Synodontis notatus, Synodontis nummifer, Synodontis obesus, Synodontis ocellifer, Synodontis omias, Synodontis ornatipinnis, Synodontis ornatissimus, Synodontis ouemeensis, Synodontis pardalis, Synodontis petricola, Synodontis pleurops, Synodontis polli, Synodontis polyodon, Synodontis polystigma, Synodontis pulcher, Synodontis punctifer, Synodontis punctulatus, Synodontis rebeli, Synodontis resupinatus, Synodontis ricardoae, Synodontis robbianus, Synodontis robertsi, Synodontis ruandae, Synodontis rufigiensis, Synodontis rukwaensis, Synodontis schall, Synodontis schoutedeni, Synodontis serpentis, Synodontis serratus, Synodontis smiti, Synodontis soloni, Synodontis sorex, Synodontis steindachneri, Synodontis tanganyicae, Synodontis tessmanni, Synodontis thamalakanensis, Synodontis thysi, Synodontis tourei, Synodontis unicolor, Synodontis vaillanti, Synodontis vanderwaali, Synodontis velifer, Synodontis vermiculatus, Synodontis victoriae, Synodontis violaceus, Synodontis voltae, Synodontis waterloti, Synodontis woleuensis, Synodontis woosnami, Synodontis xiphias, Synodontis zambezensis, Synodontis zanzibaricus, Irvineia voltae, Parailia congica, Parailia occidentalis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((28.1382 2.0599,19.1382 2.0599,19.1382 -6.9401,28.1382 -6.9401,28.1382 2.0599))"
 ]
}

 The dataset includes 739 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035199-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t75nfy
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phidiana militaris",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035200-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se8jcp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betula pubescens",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035202-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12977475
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ewy9uw
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betula pubescens",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 76 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035203-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5paen
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stomatorhinus corneti)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035201-250827131500795/datasets/export for details.
DOI: 10.15468/dl.mx33nw
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis cuangoanus, Synodontis decorus, Synodontis dekimpei, Synodontis depauwi, Synodontis dhonti, Synodontis dorsomaculatus, Synodontis eupterus, Synodontis filamentosus, Synodontis flavitaeniatus, Synodontis frontosus, Synodontis fuelleborni, Synodontis geledensis, Synodontis gobroni, Synodontis granulosus, Synodontis greshoffi, Synodontis guttatus, Synodontis haugi, Synodontis iturii, Synodontis katangae, Synodontis khartoumensis, Synodontis koensis, Synodontis kogonensis, Synodontis laessoei, Synodontis leopardinus, Synodontis leopardus, Synodontis levequei, Synodontis longirostris, Synodontis longispinis, Synodontis lufirae, Synodontis macrophthalmus, Synodontis macrops, Synodontis macrostigma, Synodontis macrostoma, Synodontis manni, Synodontis marmoratus, Synodontis matthesi, Synodontis melanopterus, Synodontis membranaceus, Synodontis multimaculatus, Synodontis multipunctatus, Synodontis nebulosus, Synodontis nigrita, Synodontis nigriventris, Synodontis nigromaculatus, Synodontis njassae, Synodontis notatus, Synodontis nummifer, Synodontis obesus, Synodontis ocellifer, Synodontis omias, Synodontis ornatipinnis, Synodontis ornatissimus, Synodontis ouemeensis, Synodontis pardalis, Synodontis petricola, Synodontis pleurops, Synodontis polli, Synodontis polyodon, Synodontis polystigma, Synodontis pulcher, Synodontis punctifer, Synodontis punctulatus, Synodontis rebeli, Synodontis resupinatus, Synodontis ricardoae, Synodontis robbianus, Synodontis robertsi, Synodontis ruandae, Synodontis rufigiensis, Synodontis rukwaensis, Synodontis schall, Synodontis schoutedeni, Synodontis serpentis, Synodontis serratus, Synodontis smiti, Synodontis soloni, Synodontis sorex, Synodontis steindachneri, Synodontis tanganyicae, Synodontis tessmanni, Synodontis thamalakanensis, Synodontis thysi, Synodontis tourei, Synodontis unicolor, Synodontis vaillanti, Synodontis vanderwaali, Synodontis velifer, Synodontis vermiculatus, Synodontis victoriae, Synodontis violaceus, Synodontis voltae, Synodontis waterloti, Synodontis woleuensis, Synodontis woosnami, Synodontis xiphias, Synodontis zambezensis, Synodontis zanzibaricus, Irvineia voltae, Parailia congica, Parailia occidentalis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((28.1382 11.0599,19.1382 11.0599,19.1382 2.0599,28.1382 2.0599,28.1382 11.0599))"
 ]
}

 The dataset includes 322 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035205-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17068108
title: XОДИМЛАР АТТЕСТАЦИЯСИ БИЛАН БОҒЛИҚ МЕҲНАТ НИЗОЛАРИ ТАҲЛИЛИ
DOI: 10.5281/zenodo.17068109
title: XОДИМЛАР АТТЕСТАЦИЯСИ БИЛАН БОҒЛИҚ МЕҲНАТ НИЗОЛАРИ ТАҲЛИЛИ
DOI: 10.15468/dl.25h3un
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fenestrulina delicia",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035206-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e89c46
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fenestrulina delicia",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035207-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ebefq8
title: Occurrence Download

description: A dataset containing 786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sonchus oleraceus"
 ]
}

 The dataset includes 786 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035208-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ttzbs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis cuangoanus, Synodontis decorus, Synodontis dekimpei, Synodontis depauwi, Synodontis dhonti, Synodontis dorsomaculatus, Synodontis eupterus, Synodontis filamentosus, Synodontis flavitaeniatus, Synodontis frontosus, Synodontis fuelleborni, Synodontis geledensis, Synodontis gobroni, Synodontis granulosus, Synodontis greshoffi, Synodontis guttatus, Synodontis haugi, Synodontis iturii, Synodontis katangae, Synodontis khartoumensis, Synodontis koensis, Synodontis kogonensis, Synodontis laessoei, Synodontis leopardinus, Synodontis leopardus, Synodontis levequei, Synodontis longirostris, Synodontis longispinis, Synodontis lufirae, Synodontis macrophthalmus, Synodontis macrops, Synodontis macrostigma, Synodontis macrostoma, Synodontis manni, Synodontis marmoratus, Synodontis matthesi, Synodontis melanopterus, Synodontis membranaceus, Synodontis multimaculatus, Synodontis multipunctatus, Synodontis nebulosus, Synodontis nigrita, Synodontis nigriventris, Synodontis nigromaculatus, Synodontis njassae, Synodontis notatus, Synodontis nummifer, Synodontis obesus, Synodontis ocellifer, Synodontis omias, Synodontis ornatipinnis, Synodontis ornatissimus, Synodontis ouemeensis, Synodontis pardalis, Synodontis petricola, Synodontis pleurops, Synodontis polli, Synodontis polyodon, Synodontis polystigma, Synodontis pulcher, Synodontis punctifer, Synodontis punctulatus, Synodontis rebeli, Synodontis resupinatus, Synodontis ricardoae, Synodontis robbianus, Synodontis robertsi, Synodontis ruandae, Synodontis rufigiensis, Synodontis rukwaensis, Synodontis schall, Synodontis schoutedeni, Synodontis serpentis, Synodontis serratus, Synodontis smiti, Synodontis soloni, Synodontis sorex, Synodontis steindachneri, Synodontis tanganyicae, Synodontis tessmanni, Synodontis thamalakanensis, Synodontis thysi, Synodontis tourei, Synodontis unicolor, Synodontis vaillanti, Synodontis vanderwaali, Synodontis velifer, Synodontis vermiculatus, Synodontis victoriae, Synodontis violaceus, Synodontis voltae, Synodontis waterloti, Synodontis woleuensis, Synodontis woosnami, Synodontis xiphias, Synodontis zambezensis, Synodontis zanzibaricus, Irvineia voltae, Parailia congica, Parailia occidentalis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((10.2584 37.8417,10.1382 37.8331,10.1382 29.0599,19.1382 29.0599,19.1382 30.7949,19.1126 30.773,17.9925 31.4051,15.9884 31.8343,15.8046 32.3907,15.4499 32.8216,13.5086 33.3826,12.4536 33.3149,11.5886 33.6969,11.3735 34.2058,11.8094 34.3437,11.9549 34.6971,11.6647 35.1911,11.52 35.9576,11.266 36.2511,11.6196 36.7465,11.497 37.3197,11.2593 37.5361,10.5978 37.5948,10.2584 37.8417))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035210-250827131500795/datasets/export for details.
DOI: 10.15468/dl.c6v67w
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betula pubescens",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 135 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035209-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wca8kq
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Triplophysa moquensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035211-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9vhbk
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis cuangoanus, Synodontis decorus, Synodontis dekimpei, Synodontis depauwi, Synodontis dhonti, Synodontis dorsomaculatus, Synodontis eupterus, Synodontis filamentosus, Synodontis flavitaeniatus, Synodontis frontosus, Synodontis fuelleborni, Synodontis geledensis, Synodontis gobroni, Synodontis granulosus, Synodontis greshoffi, Synodontis guttatus, Synodontis haugi, Synodontis iturii, Synodontis katangae, Synodontis khartoumensis, Synodontis koensis, Synodontis kogonensis, Synodontis laessoei, Synodontis leopardinus, Synodontis leopardus, Synodontis levequei, Synodontis longirostris, Synodontis longispinis, Synodontis lufirae, Synodontis macrophthalmus, Synodontis macrops, Synodontis macrostigma, Synodontis macrostoma, Synodontis manni, Synodontis marmoratus, Synodontis matthesi, Synodontis melanopterus, Synodontis membranaceus, Synodontis multimaculatus, Synodontis multipunctatus, Synodontis nebulosus, Synodontis nigrita, Synodontis nigriventris, Synodontis nigromaculatus, Synodontis njassae, Synodontis notatus, Synodontis nummifer, Synodontis obesus, Synodontis ocellifer, Synodontis omias, Synodontis ornatipinnis, Synodontis ornatissimus, Synodontis ouemeensis, Synodontis pardalis, Synodontis petricola, Synodontis pleurops, Synodontis polli, Synodontis polyodon, Synodontis polystigma, Synodontis pulcher, Synodontis punctifer, Synodontis punctulatus, Synodontis rebeli, Synodontis resupinatus, Synodontis ricardoae, Synodontis robbianus, Synodontis robertsi, Synodontis ruandae, Synodontis rufigiensis, Synodontis rukwaensis, Synodontis schall, Synodontis schoutedeni, Synodontis serpentis, Synodontis serratus, Synodontis smiti, Synodontis soloni, Synodontis sorex, Synodontis steindachneri, Synodontis tanganyicae, Synodontis tessmanni, Synodontis thamalakanensis, Synodontis thysi, Synodontis tourei, Synodontis unicolor, Synodontis vaillanti, Synodontis vanderwaali, Synodontis velifer, Synodontis vermiculatus, Synodontis victoriae, Synodontis violaceus, Synodontis voltae, Synodontis waterloti, Synodontis woleuensis, Synodontis woosnami, Synodontis xiphias, Synodontis zambezensis, Synodontis zanzibaricus, Irvineia voltae, Parailia congica, Parailia occidentalis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((19.1382 20.0599,10.1382 20.0599,10.1382 11.0599,19.1382 11.0599,19.1382 20.0599))"
 ]
}

 The dataset includes 25 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035212-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ur5g96
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cauloramphus spinifer",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035213-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17068009
title: Propagation Risk Index (PRI) Framework – Supplementary Materials (Code and Data)

description: This repository contains the complete implementation and datasets supporting the research paper "Quantifying Propagation Risk in Distributed Critical Infrastructures: A Unified Framework for AI Failures and GPS Spoofing."

The Propagation Risk Index (PRI) is a novel metric that quantifies error propagation across distributed infrastructures, integrating node-level error probability, resilience factors, and criticality weighting. This framework addresses both endogenous AI failures and exogenous GPS spoofing threats in critical infrastructures.

Contents:- Python implementation of PRI calculation algorithm- Network generation scripts for healthcare and aviation topologies- European aviation network datasets (OpenFlights/OurAirports subsets)- Simulation code for dual-domain validation- Baseline comparison implementations (degree, betweenness, PageRank, k-core)- Data processing scripts for 2025 European GPS spoofing case study- Generated figures and statistical analysis outputs- Documentation and usage examples

The code enables full reproduction of all results presented in the paper, including synthetic healthcare networks, European aviation network analysis, and empirical validation against 2025 GPS disruption patterns. All simulations are based on Monte Carlo methods with configurable parameters for error probability, resilience factors, and criticality weights.

Keywords: propagation risk, network resilience, critical infrastructure, AI failures, GPS spoofing, network analysis, cybersecurity